FileBase DT3_rLS_rCA1_20151008_1956um_1440um ElecNo 4 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 0.27 and 0.40 GB. - 8 bytes per element (scalar), 17838050 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.10 and 0.14 GB. - 8 bytes per element (scalar), 6421698 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.02 and 0.04 GB. - 2 bytes per element (data_int), 6421698 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 6421698 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.01 and 0.02 GB. - 1 bytes per element (char), 6421698 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=356761, nDims=18, MaxPossibleClusters=50 Total memory usage will be between 0.41 and 0.61 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 356761 data points of dimension 18. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 356761 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 9 (263 points): Lose 22.159950 but Gain 1214.558030 Iteration 0F (5.239376 sec): 19 clusters Score: Raw -23694396.088649 + Penalty 21862.044541 = -23672534.044108 nChanged 337188 Deleting Class 4 (323 points): Lose 261.473954 but Gain 1214.558030 Iteration 1F (8.245364 sec): 18 clusters Score: Raw -24877503.996680 + Penalty 20647.486511 = -24856856.510170 nChanged 84359 Deleting Class 18 (189 points): Lose 194.036038 but Gain 1214.558030 Iteration 2F (11.101162 sec): 17 clusters Score: Raw -24984694.493896 + Penalty 19432.928481 = -24965261.565416 nChanged 48720 Deleting Class 1 (191 points): Lose 258.466300 but Gain 1214.558030 Iteration 3F (14.094268 sec): 16 clusters Score: Raw -25041858.158808 + Penalty 18218.370451 = -25023639.788358 nChanged 29350 Deleting Class 15 (164 points): Lose 356.726591 but Gain 1214.558030 Iteration 4F (16.719007 sec): 15 clusters Score: Raw -25076778.208744 + Penalty 17003.812420 = -25059774.396324 nChanged 19116 Deleting Class 12 (291 points): Lose 508.569256 but Gain 1214.558030 Iteration 5F (19.217047 sec): 14 clusters Score: Raw -25100023.448014 + Penalty 15789.254390 = -25084234.193624 nChanged 13238 Deleting Class 10 (433 points): Lose 671.015168 but Gain 1214.558030 Iteration 6Q (20.802925 sec): 13 clusters Score: Raw -25112370.305338 + Penalty 14574.696360 = -25097795.608977 nChanged 10285 Deleting Class 14 (368 points): Lose 988.592487 but Gain 1214.558030 Iteration 7Q (22.380177 sec): 12 clusters Score: Raw -25118412.200828 + Penalty 13360.138330 = -25105052.062497 nChanged 7581 Iteration 8Q (23.783187 sec): 12 clusters Score: Raw -25124715.684400 + Penalty 13360.138330 = -25111355.546069 nChanged 5849 Iteration 9Q (25.192577 sec): 12 clusters Score: Raw -25129443.545826 + Penalty 13360.138330 = -25116083.407495 nChanged 5354 Iteration 10Q (26.586966 sec): 12 clusters Score: Raw -25132187.925601 + Penalty 13360.138330 = -25118827.787270 nChanged 4859 Iteration 11Q (27.982524 sec): 12 clusters Score: Raw -25134381.520398 + Penalty 13360.138330 = -25121021.382067 nChanged 4269 Iteration 12Q (29.371608 sec): 12 clusters Score: Raw -25136171.876865 + Penalty 13360.138330 = -25122811.738535 nChanged 3960 Iteration 13Q (30.748222 sec): 12 clusters Score: Raw -25137903.669407 + Penalty 13360.138330 = -25124543.531076 nChanged 3870 Iteration 14Q (32.174555 sec): 12 clusters Score: Raw -25140088.187033 + Penalty 13360.138330 = -25126728.048702 nChanged 3875 Iteration 15Q (33.541004 sec): 12 clusters Score: Raw -25141812.166731 + Penalty 13360.138330 = -25128452.028401 nChanged 3910 Iteration 16Q (34.954295 sec): 12 clusters Score: Raw -25143208.845557 + Penalty 13360.138330 = -25129848.707226 nChanged 3759 Iteration 17Q (36.150242 sec): 12 clusters Score: Raw -25144397.094230 + Penalty 13360.138330 = -25131036.955900 nChanged 3735 Iteration 18Q (37.450092 sec): 12 clusters Score: Raw -25145520.439836 + Penalty 13360.138330 = -25132160.301505 nChanged 3676 Iteration 19Q (38.783919 sec): 12 clusters Score: Raw -25146572.403420 + Penalty 13360.138330 = -25133212.265089 nChanged 3592 Writing temp clu file Because OldScore, -25132160.301505, is greater than current (better) Score,-25133212.265089 Compute initial score before splitting: Score: Raw -25146572.403420 + Penalty 13360.138330 = -25133212.265089 Trying to split cluster 2 (3745 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (39.034685 sec): 2 clusters Score: Raw -290214.379030 + Penalty 781.676805 = -289432.702225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (39.083759 sec): 3 clusters Score: Raw -288216.350535 + Penalty 1563.353610 = -286652.996924 nChanged 1558 SP:Iteration 1F (39.111598 sec): 3 clusters Score: Raw -289230.123677 + Penalty 1563.353610 = -287666.770067 nChanged 397 SP:Iteration 2F (39.161791 sec): 3 clusters Score: Raw -289676.855418 + Penalty 1563.353610 = -288113.501808 nChanged 369 SP:Iteration 3F (39.204414 sec): 3 clusters Score: Raw -290206.840021 + Penalty 1563.353610 = -288643.486411 nChanged 343 SP:Iteration 4F (39.247826 sec): 3 clusters Score: Raw -290732.085312 + Penalty 1563.353610 = -289168.731702 nChanged 261 SP:Iteration 5F (39.302096 sec): 3 clusters Score: Raw -291066.044155 + Penalty 1563.353610 = -289502.690545 nChanged 191 SP:Iteration 6F (39.343169 sec): 3 clusters Score: Raw -291250.858010 + Penalty 1563.353610 = -289687.504400 nChanged 109 SP:Iteration 7Q (39.390166 sec): 3 clusters Score: Raw -291315.721740 + Penalty 1563.353610 = -289752.368130 nChanged 69 SP:Iteration 8Q (39.443837 sec): 3 clusters Score: Raw -291338.061856 + Penalty 1563.353610 = -289774.708245 nChanged 22 SP:Iteration 9Q (39.494963 sec): 3 clusters Score: Raw -291343.758634 + Penalty 1563.353610 = -289780.405023 nChanged 12 SP:Iteration 10Q (39.541284 sec): 3 clusters Score: Raw -291346.653014 + Penalty 1563.353610 = -289783.299404 nChanged 10 SP:Iteration 11Q (39.589172 sec): 3 clusters Score: Raw -291349.084984 + Penalty 1563.353610 = -289785.731374 nChanged 11 SP:Iteration 12Q (39.628285 sec): 3 clusters Score: Raw -291351.862425 + Penalty 1563.353610 = -289788.508815 nChanged 8 SP:Iteration 13Q (39.677024 sec): 3 clusters Score: Raw -291354.254477 + Penalty 1563.353610 = -289790.900867 nChanged 7 SP:Iteration 14Q (39.724998 sec): 3 clusters Score: Raw -291355.928060 + Penalty 1563.353610 = -289792.574450 nChanged 3 SP:Iteration 15Q (39.771933 sec): 3 clusters Score: Raw -291356.541854 + Penalty 1563.353610 = -289793.188244 nChanged 4 SP:Iteration 16Q (39.817043 sec): 3 clusters Score: Raw -291357.314297 + Penalty 1563.353610 = -289793.960687 nChanged 8 SP:Iteration 17Q (39.863994 sec): 3 clusters Score: Raw -291359.729013 + Penalty 1563.353610 = -289796.375403 nChanged 10 SP:Iteration 18Q (39.915906 sec): 3 clusters Score: Raw -291362.729453 + Penalty 1563.353610 = -289799.375843 nChanged 9 SP:Iteration 19Q (39.970223 sec): 3 clusters Score: Raw -291364.828743 + Penalty 1563.353610 = -289801.475133 nChanged 5 SP:Iteration 20F (40.012953 sec): 3 clusters Score: Raw -291365.950797 + Penalty 1563.353610 = -289802.597187 nChanged 7 SP:Iteration 21Q (40.052796 sec): 3 clusters Score: Raw -291367.434515 + Penalty 1563.353610 = -289804.080905 nChanged 4 SP:Iteration 22Q (40.105021 sec): 3 clusters Score: Raw -291368.523973 + Penalty 1563.353610 = -289805.170363 nChanged 3 SP:Iteration 23Q (40.146470 sec): 3 clusters Score: Raw -291368.891622 + Penalty 1563.353610 = -289805.538012 nChanged 1 SP:Iteration 24Q (40.198741 sec): 3 clusters Score: Raw -291369.045121 + Penalty 1563.353610 = -289805.691510 nChanged 1 SP:Iteration 25Q (40.256423 sec): 3 clusters Score: Raw -291369.293533 + Penalty 1563.353610 = -289805.939923 nChanged 0 SP:Iteration 26F (40.303774 sec): 3 clusters Score: Raw -291369.293533 + Penalty 1563.353610 = -289805.939923 nChanged 0 Score: Raw -25148229.639304 + Penalty 14574.696360 = -25133654.942943 Splitting cluster 2 changes total score from -25133212.265089 to -25133654.942943 So it's getting split into cluster 1. Trying to split cluster 3 (29788 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (42.574759 sec): 2 clusters Score: Raw -2136308.618795 + Penalty 978.676786 = -2135329.942009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (42.654199 sec): 3 clusters Score: Raw -2117471.217277 + Penalty 1957.353572 = -2115513.863705 nChanged 14035 SP:Iteration 1F (42.732719 sec): 3 clusters Score: Raw -2126129.034451 + Penalty 1957.353572 = -2124171.680878 nChanged 1883 SP:Iteration 2F (42.815962 sec): 3 clusters Score: Raw -2127182.593119 + Penalty 1957.353572 = -2125225.239547 nChanged 2026 SP:Iteration 3F (42.891258 sec): 3 clusters Score: Raw -2128527.160808 + Penalty 1957.353572 = -2126569.807235 nChanged 2166 SP:Iteration 4F (42.962634 sec): 3 clusters Score: Raw -2130161.745161 + Penalty 1957.353572 = -2128204.391588 nChanged 2106 SP:Iteration 5F (43.018138 sec): 3 clusters Score: Raw -2131952.177790 + Penalty 1957.353572 = -2129994.824218 nChanged 1902 SP:Iteration 6F (43.090794 sec): 3 clusters Score: Raw -2133646.147106 + Penalty 1957.353572 = -2131688.793533 nChanged 1451 SP:Iteration 7Q (43.166146 sec): 3 clusters Score: Raw -2134982.954893 + Penalty 1957.353572 = -2133025.601321 nChanged 1017 SP:Iteration 8Q (43.237377 sec): 3 clusters Score: Raw -2135889.066068 + Penalty 1957.353572 = -2133931.712496 nChanged 690 SP:Iteration 9Q (43.315283 sec): 3 clusters Score: Raw -2136327.520524 + Penalty 1957.353572 = -2134370.166952 nChanged 470 SP:Iteration 10Q (43.387643 sec): 3 clusters Score: Raw -2136522.970032 + Penalty 1957.353572 = -2134565.616459 nChanged 303 SP:Iteration 11Q (43.461517 sec): 3 clusters Score: Raw -2136610.760071 + Penalty 1957.353572 = -2134653.406499 nChanged 207 SP:Iteration 12Q (43.532876 sec): 3 clusters Score: Raw -2136651.015350 + Penalty 1957.353572 = -2134693.661778 nChanged 132 SP:Iteration 13Q (43.612491 sec): 3 clusters Score: Raw -2136671.535098 + Penalty 1957.353572 = -2134714.181526 nChanged 112 SP:Iteration 14Q (43.689278 sec): 3 clusters Score: Raw -2136687.649488 + Penalty 1957.353572 = -2134730.295916 nChanged 100 SP:Iteration 15Q (43.773871 sec): 3 clusters Score: Raw -2136700.505984 + Penalty 1957.353572 = -2134743.152412 nChanged 78 SP:Iteration 16Q (43.829899 sec): 3 clusters Score: Raw -2136709.056410 + Penalty 1957.353572 = -2134751.702838 nChanged 69 SP:Iteration 17Q (43.901167 sec): 3 clusters Score: Raw -2136715.974663 + Penalty 1957.353572 = -2134758.621091 nChanged 59 SP:Iteration 18Q (43.942916 sec): 3 clusters Score: Raw -2136721.223694 + Penalty 1957.353572 = -2134763.870122 nChanged 46 SP:Iteration 19Q (43.997768 sec): 3 clusters Score: Raw -2136724.453655 + Penalty 1957.353572 = -2134767.100083 nChanged 44 SP:Iteration 20F (44.043812 sec): 3 clusters Score: Raw -2136727.734180 + Penalty 1957.353572 = -2134770.380607 nChanged 49 SP:Iteration 21Q (44.085282 sec): 3 clusters Score: Raw -2136731.741768 + Penalty 1957.353572 = -2134774.388196 nChanged 55 SP:Iteration 22Q (44.127527 sec): 3 clusters Score: Raw -2136737.150615 + Penalty 1957.353572 = -2134779.797043 nChanged 59 SP:Iteration 23Q (44.173030 sec): 3 clusters Score: Raw -2136742.457562 + Penalty 1957.353572 = -2134785.103990 nChanged 47 SP:Iteration 24Q (44.215202 sec): 3 clusters Score: Raw -2136745.961867 + Penalty 1957.353572 = -2134788.608295 nChanged 40 SP:Iteration 25Q (44.258057 sec): 3 clusters Score: Raw -2136748.618921 + Penalty 1957.353572 = -2134791.265348 nChanged 33 SP:Iteration 26Q (44.314602 sec): 3 clusters Score: Raw -2136750.758672 + Penalty 1957.353572 = -2134793.405100 nChanged 30 SP:Iteration 27Q (44.386894 sec): 3 clusters Score: Raw -2136752.904755 + Penalty 1957.353572 = -2134795.551182 nChanged 29 SP:Iteration 28Q (44.451309 sec): 3 clusters Score: Raw -2136754.683522 + Penalty 1957.353572 = -2134797.329949 nChanged 26 SP:Iteration 29Q (44.521795 sec): 3 clusters Score: Raw -2136756.330733 + Penalty 1957.353572 = -2134798.977161 nChanged 27 SP:Iteration 30Q (44.599598 sec): 3 clusters Score: Raw -2136757.959808 + Penalty 1957.353572 = -2134800.606236 nChanged 29 SP:Iteration 31Q (44.669727 sec): 3 clusters Score: Raw -2136759.865868 + Penalty 1957.353572 = -2134802.512296 nChanged 29 SP:Iteration 32Q (44.742069 sec): 3 clusters Score: Raw -2136761.784119 + Penalty 1957.353572 = -2134804.430547 nChanged 31 SP:Iteration 33Q (44.818197 sec): 3 clusters Score: Raw -2136764.057893 + Penalty 1957.353572 = -2134806.704321 nChanged 32 SP:Iteration 34Q (44.891106 sec): 3 clusters Score: Raw -2136766.746195 + Penalty 1957.353572 = -2134809.392622 nChanged 41 SP:Iteration 35Q (44.967427 sec): 3 clusters Score: Raw -2136770.171919 + Penalty 1957.353572 = -2134812.818346 nChanged 30 SP:Iteration 36Q (45.041244 sec): 3 clusters Score: Raw -2136772.084954 + Penalty 1957.353572 = -2134814.731382 nChanged 30 SP:Iteration 37Q (45.110388 sec): 3 clusters Score: Raw -2136773.765475 + Penalty 1957.353572 = -2134816.411902 nChanged 21 SP:Iteration 38Q (45.178928 sec): 3 clusters Score: Raw -2136774.721733 + Penalty 1957.353572 = -2134817.368160 nChanged 20 SP:Iteration 39Q (45.258457 sec): 3 clusters Score: Raw -2136775.760955 + Penalty 1957.353572 = -2134818.407383 nChanged 21 SP:Iteration 40F (45.334289 sec): 3 clusters Score: Raw -2136776.709565 + Penalty 1957.353572 = -2134819.355993 nChanged 13 SP:Iteration 41Q (45.382456 sec): 3 clusters Score: Raw -2136777.312586 + Penalty 1957.353572 = -2134819.959014 nChanged 6 SP:Iteration 42Q (45.453338 sec): 3 clusters Score: Raw -2136777.592724 + Penalty 1957.353572 = -2134820.239152 nChanged 4 SP:Iteration 43Q (45.505608 sec): 3 clusters Score: Raw -2136777.675386 + Penalty 1957.353572 = -2134820.321814 nChanged 3 SP:Iteration 44Q (45.553107 sec): 3 clusters Score: Raw -2136777.752439 + Penalty 1957.353572 = -2134820.398867 nChanged 1 SP:Iteration 45Q (45.594872 sec): 3 clusters Score: Raw -2136777.781129 + Penalty 1957.353572 = -2134820.427557 nChanged 2 SP:Iteration 46Q (45.636593 sec): 3 clusters Score: Raw -2136777.812715 + Penalty 1957.353572 = -2134820.459142 nChanged 1 SP:Iteration 47Q (45.678397 sec): 3 clusters Score: Raw -2136777.876940 + Penalty 1957.353572 = -2134820.523368 nChanged 2 SP:Iteration 48Q (45.720499 sec): 3 clusters Score: Raw -2136778.013984 + Penalty 1957.353572 = -2134820.660412 nChanged 5 SP:Iteration 49Q (45.762265 sec): 3 clusters Score: Raw -2136778.181323 + Penalty 1957.353572 = -2134820.827750 nChanged 4 SP:Iteration 50Q (45.804372 sec): 3 clusters Score: Raw -2136778.272802 + Penalty 1957.353572 = -2134820.919230 nChanged 1 SP:Iteration 51Q (45.846356 sec): 3 clusters Score: Raw -2136778.311620 + Penalty 1957.353572 = -2134820.958047 nChanged 1 SP:Iteration 52Q (45.888161 sec): 3 clusters Score: Raw -2136778.331890 + Penalty 1957.353572 = -2134820.978318 nChanged 3 SP:Iteration 53Q (45.929963 sec): 3 clusters Score: Raw -2136778.384566 + Penalty 1957.353572 = -2134821.030994 nChanged 0 SP:Iteration 54F (45.975497 sec): 3 clusters Score: Raw -2136778.384566 + Penalty 1957.353572 = -2134821.030994 nChanged 0 Trying to split cluster 5 (7521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (45.992033 sec): 2 clusters Score: Raw -505357.309993 + Penalty 847.918167 = -504509.391826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (46.014158 sec): 3 clusters Score: Raw -500945.240524 + Penalty 1695.836333 = -499249.404191 nChanged 3323 SP:Iteration 1F (46.035732 sec): 3 clusters Score: Raw -502961.160256 + Penalty 1695.836333 = -501265.323923 nChanged 585 SP:Iteration 2F (46.057062 sec): 3 clusters Score: Raw -503288.463974 + Penalty 1695.836333 = -501592.627640 nChanged 465 SP:Iteration 3F (46.078389 sec): 3 clusters Score: Raw -503587.324990 + Penalty 1695.836333 = -501891.488657 nChanged 446 SP:Iteration 4F (46.099694 sec): 3 clusters Score: Raw -503945.466706 + Penalty 1695.836333 = -502249.630373 nChanged 427 SP:Iteration 5F (46.120980 sec): 3 clusters Score: Raw -504352.457572 + Penalty 1695.836333 = -502656.621239 nChanged 480 SP:Iteration 6F (46.142190 sec): 3 clusters Score: Raw -504844.159024 + Penalty 1695.836333 = -503148.322690 nChanged 539 SP:Iteration 7F (46.163611 sec): 3 clusters Score: Raw -505466.268376 + Penalty 1695.836333 = -503770.432042 nChanged 481 SP:Iteration 8F (46.184854 sec): 3 clusters Score: Raw -505982.775882 + Penalty 1695.836333 = -504286.939548 nChanged 402 SP:Iteration 9F (46.206001 sec): 3 clusters Score: Raw -506334.347544 + Penalty 1695.836333 = -504638.511211 nChanged 296 SP:Iteration 10Q (46.227020 sec): 3 clusters Score: Raw -506538.716404 + Penalty 1695.836333 = -504842.880071 nChanged 208 SP:Iteration 11Q (46.248352 sec): 3 clusters Score: Raw -506676.393472 + Penalty 1695.836333 = -504980.557139 nChanged 184 SP:Iteration 12Q (46.269314 sec): 3 clusters Score: Raw -506798.395918 + Penalty 1695.836333 = -505102.559584 nChanged 167 SP:Iteration 13Q (46.290329 sec): 3 clusters Score: Raw -506903.622485 + Penalty 1695.836333 = -505207.786151 nChanged 158 SP:Iteration 14Q (46.311528 sec): 3 clusters Score: Raw -507002.041072 + Penalty 1695.836333 = -505306.204738 nChanged 156 SP:Iteration 15Q (46.332519 sec): 3 clusters Score: Raw -507092.167909 + Penalty 1695.836333 = -505396.331576 nChanged 146 SP:Iteration 16Q (46.353244 sec): 3 clusters Score: Raw -507163.127750 + Penalty 1695.836333 = -505467.291417 nChanged 114 SP:Iteration 17Q (46.374326 sec): 3 clusters Score: Raw -507206.784318 + Penalty 1695.836333 = -505510.947984 nChanged 97 SP:Iteration 18Q (46.395353 sec): 3 clusters Score: Raw -507237.435012 + Penalty 1695.836333 = -505541.598679 nChanged 79 SP:Iteration 19Q (46.416042 sec): 3 clusters Score: Raw -507256.878162 + Penalty 1695.836333 = -505561.041828 nChanged 61 SP:Iteration 20F (46.437131 sec): 3 clusters Score: Raw -507270.748441 + Penalty 1695.836333 = -505574.912108 nChanged 50 SP:Iteration 21Q (46.457819 sec): 3 clusters Score: Raw -507280.523062 + Penalty 1695.836333 = -505584.686728 nChanged 35 SP:Iteration 22Q (46.478598 sec): 3 clusters Score: Raw -507286.746009 + Penalty 1695.836333 = -505590.909675 nChanged 32 SP:Iteration 23Q (46.499189 sec): 3 clusters Score: Raw -507292.388382 + Penalty 1695.836333 = -505596.552048 nChanged 29 SP:Iteration 24Q (46.519714 sec): 3 clusters Score: Raw -507297.235768 + Penalty 1695.836333 = -505601.399435 nChanged 25 SP:Iteration 25Q (46.540140 sec): 3 clusters Score: Raw -507300.807690 + Penalty 1695.836333 = -505604.971356 nChanged 16 SP:Iteration 26Q (46.560704 sec): 3 clusters Score: Raw -507303.419382 + Penalty 1695.836333 = -505607.583049 nChanged 18 SP:Iteration 27Q (46.581092 sec): 3 clusters Score: Raw -507305.754531 + Penalty 1695.836333 = -505609.918198 nChanged 13 SP:Iteration 28Q (46.632022 sec): 3 clusters Score: Raw -507307.916456 + Penalty 1695.836333 = -505612.080123 nChanged 12 SP:Iteration 29Q (46.652451 sec): 3 clusters Score: Raw -507309.072550 + Penalty 1695.836333 = -505613.236216 nChanged 9 SP:Iteration 30Q (46.673145 sec): 3 clusters Score: Raw -507309.786618 + Penalty 1695.836333 = -505613.950284 nChanged 6 SP:Iteration 31Q (46.693813 sec): 3 clusters Score: Raw -507310.389651 + Penalty 1695.836333 = -505614.553318 nChanged 8 SP:Iteration 32Q (46.714600 sec): 3 clusters Score: Raw -507311.027721 + Penalty 1695.836333 = -505615.191388 nChanged 4 SP:Iteration 33Q (46.735399 sec): 3 clusters Score: Raw -507311.526613 + Penalty 1695.836333 = -505615.690279 nChanged 4 SP:Iteration 34Q (46.756030 sec): 3 clusters Score: Raw -507311.872154 + Penalty 1695.836333 = -505616.035821 nChanged 4 SP:Iteration 35Q (46.776643 sec): 3 clusters Score: Raw -507312.046044 + Penalty 1695.836333 = -505616.209710 nChanged 1 SP:Iteration 36Q (46.797010 sec): 3 clusters Score: Raw -507312.138236 + Penalty 1695.836333 = -505616.301903 nChanged 1 SP:Iteration 37Q (46.817719 sec): 3 clusters Score: Raw -507312.228355 + Penalty 1695.836333 = -505616.392022 nChanged 0 SP:Iteration 38F (46.839210 sec): 3 clusters Score: Raw -507312.228355 + Penalty 1695.836333 = -505616.392022 nChanged 0 Score: Raw -25150184.557667 + Penalty 15789.254390 = -25134395.303276 Splitting cluster 5 changes total score from -25133212.265089 to -25134395.303276 So it's getting split into cluster 4. Trying to split cluster 6 (430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (49.007587 sec): 2 clusters Score: Raw -22527.117282 + Penalty 576.059595 = -21951.057687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (49.009858 sec): 3 clusters Score: Raw -22486.499511 + Penalty 1152.119190 = -21334.380322 nChanged 135 SP:Iteration 1F (49.012251 sec): 3 clusters Score: Raw -22742.463739 + Penalty 1152.119190 = -21590.344549 nChanged 34 SP:Iteration 2F (49.014276 sec): 3 clusters Score: Raw -22834.733169 + Penalty 1152.119190 = -21682.613979 nChanged 27 SP:Iteration 3F (49.016278 sec): 3 clusters Score: Raw -22906.413526 + Penalty 1152.119190 = -21754.294336 nChanged 26 SP:Iteration 4F (49.018360 sec): 3 clusters Score: Raw -23006.638530 + Penalty 1152.119190 = -21854.519340 nChanged 24 SP:Iteration 5F (49.020444 sec): 3 clusters Score: Raw -23206.103438 + Penalty 1152.119190 = -22053.984248 nChanged 27 SP:Iteration 6F (49.022449 sec): 3 clusters Score: Raw -23403.656071 + Penalty 1152.119190 = -22251.536881 nChanged 27 SP:Iteration 7F (49.024465 sec): 3 clusters Score: Raw -23615.156152 + Penalty 1152.119190 = -22463.036962 nChanged 13 SP:Iteration 8Q (49.026368 sec): 3 clusters Score: Raw -23732.136697 + Penalty 1152.119190 = -22580.017507 nChanged 3 SP:Iteration 9Q (49.028301 sec): 3 clusters Score: Raw -23747.286797 + Penalty 1152.119190 = -22595.167607 nChanged 4 SP:Iteration 10Q (49.030187 sec): 3 clusters Score: Raw -23759.338260 + Penalty 1152.119190 = -22607.219070 nChanged 3 SP:Iteration 11Q (49.032065 sec): 3 clusters Score: Raw -23766.399973 + Penalty 1152.119190 = -22614.280783 nChanged 1 SP:Iteration 12Q (49.033940 sec): 3 clusters Score: Raw -23766.986639 + Penalty 1152.119190 = -22614.867449 nChanged 0 SP:Iteration 13F (49.035982 sec): 3 clusters Score: Raw -23766.986639 + Penalty 1152.119190 = -22614.867449 nChanged 0 Score: Raw -25151424.427024 + Penalty 17003.812420 = -25134420.614603 Splitting cluster 6 changes total score from -25133212.265089 to -25134420.614603 So it's getting split into cluster 9. Trying to split cluster 7 (249297 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (51.657855 sec): 2 clusters Score: Raw -17964525.089982 + Penalty 1180.508022 = -17963344.581959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (51.989382 sec): 3 clusters Score: Raw -17796496.661884 + Penalty 2361.016045 = -17794135.645839 nChanged 122257 SP:Iteration 1F (52.301517 sec): 3 clusters Score: Raw -17870318.724101 + Penalty 2361.016045 = -17867957.708056 nChanged 7814 SP:Iteration 2Q (52.621359 sec): 3 clusters Score: Raw -17871934.645934 + Penalty 2361.016045 = -17869573.629889 nChanged 8260 SP:Iteration 3Q (52.941114 sec): 3 clusters Score: Raw -17873876.062505 + Penalty 2361.016045 = -17871515.046460 nChanged 8989 SP:Iteration 4Q (53.260399 sec): 3 clusters Score: Raw -17876332.243773 + Penalty 2361.016045 = -17873971.227728 nChanged 10173 SP:Iteration 5Q (53.578943 sec): 3 clusters Score: Raw -17879688.821538 + Penalty 2361.016045 = -17877327.805493 nChanged 12138 SP:Iteration 6Q (53.897501 sec): 3 clusters Score: Raw -17884914.079021 + Penalty 2361.016045 = -17882553.062976 nChanged 15135 SP:Iteration 7F (54.187716 sec): 3 clusters Score: Raw -17893738.168549 + Penalty 2361.016045 = -17891377.152504 nChanged 18804 SP:Iteration 8F (54.479425 sec): 3 clusters Score: Raw -17907889.726399 + Penalty 2361.016045 = -17905528.710354 nChanged 21150 SP:Iteration 9F (54.771280 sec): 3 clusters Score: Raw -17927180.243288 + Penalty 2361.016045 = -17924819.227243 nChanged 18940 SP:Iteration 10F (55.062969 sec): 3 clusters Score: Raw -17946149.396446 + Penalty 2361.016045 = -17943788.380402 nChanged 11828 SP:Iteration 11Q (55.375297 sec): 3 clusters Score: Raw -17957807.907048 + Penalty 2361.016045 = -17955446.891004 nChanged 5190 SP:Iteration 12Q (55.667860 sec): 3 clusters Score: Raw -17962550.573894 + Penalty 2361.016045 = -17960189.557849 nChanged 1753 SP:Iteration 13Q (55.938333 sec): 3 clusters Score: Raw -17964192.700538 + Penalty 2361.016045 = -17961831.684493 nChanged 581 SP:Iteration 14Q (56.190966 sec): 3 clusters Score: Raw -17965128.140093 + Penalty 2361.016045 = -17962767.124048 nChanged 337 SP:Iteration 15Q (56.437594 sec): 3 clusters Score: Raw -17965763.289147 + Penalty 2361.016045 = -17963402.273102 nChanged 400 SP:Iteration 16Q (56.683284 sec): 3 clusters Score: Raw -17966041.899488 + Penalty 2361.016045 = -17963680.883443 nChanged 301 SP:Iteration 17Q (56.928262 sec): 3 clusters Score: Raw -17966218.588388 + Penalty 2361.016045 = -17963857.572343 nChanged 269 SP:Iteration 18Q (57.174052 sec): 3 clusters Score: Raw -17966347.894088 + Penalty 2361.016045 = -17963986.878043 nChanged 234 SP:Iteration 19Q (57.446319 sec): 3 clusters Score: Raw -17966439.319894 + Penalty 2361.016045 = -17964078.303850 nChanged 213 SP:Iteration 20F (57.749943 sec): 3 clusters Score: Raw -17966511.586604 + Penalty 2361.016045 = -17964150.570559 nChanged 171 SP:Iteration 21Q (57.994702 sec): 3 clusters Score: Raw -17966562.579680 + Penalty 2361.016045 = -17964201.563635 nChanged 152 SP:Iteration 22Q (58.240674 sec): 3 clusters Score: Raw -17966600.374828 + Penalty 2361.016045 = -17964239.358784 nChanged 144 SP:Iteration 23Q (58.486907 sec): 3 clusters Score: Raw -17966634.868313 + Penalty 2361.016045 = -17964273.852268 nChanged 147 SP:Iteration 24Q (58.732846 sec): 3 clusters Score: Raw -17966669.620454 + Penalty 2361.016045 = -17964308.604409 nChanged 152 SP:Iteration 25Q (58.978948 sec): 3 clusters Score: Raw -17966706.794490 + Penalty 2361.016045 = -17964345.778445 nChanged 173 SP:Iteration 26Q (59.238319 sec): 3 clusters Score: Raw -17966754.045683 + Penalty 2361.016045 = -17964393.029638 nChanged 186 SP:Iteration 27Q (59.480457 sec): 3 clusters Score: Raw -17966803.917503 + Penalty 2361.016045 = -17964442.901458 nChanged 205 SP:Iteration 28Q (59.726613 sec): 3 clusters Score: Raw -17966857.984674 + Penalty 2361.016045 = -17964496.968629 nChanged 201 SP:Iteration 29Q (59.973069 sec): 3 clusters Score: Raw -17966908.989959 + Penalty 2361.016045 = -17964547.973915 nChanged 237 SP:Iteration 30Q (60.219417 sec): 3 clusters Score: Raw -17966972.221866 + Penalty 2361.016045 = -17964611.205822 nChanged 275 SP:Iteration 31Q (60.465721 sec): 3 clusters Score: Raw -17967052.086696 + Penalty 2361.016045 = -17964691.070652 nChanged 301 SP:Iteration 32Q (60.711756 sec): 3 clusters Score: Raw -17967137.964171 + Penalty 2361.016045 = -17964776.948126 nChanged 326 SP:Iteration 33Q (60.957865 sec): 3 clusters Score: Raw -17967227.513813 + Penalty 2361.016045 = -17964866.497768 nChanged 368 SP:Iteration 34Q (61.203483 sec): 3 clusters Score: Raw -17967320.557402 + Penalty 2361.016045 = -17964959.541357 nChanged 347 SP:Iteration 35Q (61.449786 sec): 3 clusters Score: Raw -17967409.013400 + Penalty 2361.016045 = -17965047.997356 nChanged 395 SP:Iteration 36Q (61.696247 sec): 3 clusters Score: Raw -17967511.646767 + Penalty 2361.016045 = -17965150.630722 nChanged 403 SP:Iteration 37Q (61.944827 sec): 3 clusters Score: Raw -17967602.304240 + Penalty 2361.016045 = -17965241.288195 nChanged 394 SP:Iteration 38Q (62.200350 sec): 3 clusters Score: Raw -17967689.416161 + Penalty 2361.016045 = -17965328.400116 nChanged 350 SP:Iteration 39Q (62.446086 sec): 3 clusters Score: Raw -17967755.524440 + Penalty 2361.016045 = -17965394.508396 nChanged 294 SP:Iteration 40F (62.735496 sec): 3 clusters Score: Raw -17967958.181914 + Penalty 2361.016045 = -17965597.165869 nChanged 677 SP:Iteration 41Q (62.991976 sec): 3 clusters Score: Raw -17968276.992025 + Penalty 2361.016045 = -17965915.975980 nChanged 854 SP:Iteration 42Q (63.248018 sec): 3 clusters Score: Raw -17968682.936680 + Penalty 2361.016045 = -17966321.920636 nChanged 1082 SP:Iteration 43Q (63.505763 sec): 3 clusters Score: Raw -17969275.340234 + Penalty 2361.016045 = -17966914.324189 nChanged 1484 SP:Iteration 44Q (63.762012 sec): 3 clusters Score: Raw -17970297.916910 + Penalty 2361.016045 = -17967936.900865 nChanged 2040 SP:Iteration 45Q (64.018513 sec): 3 clusters Score: Raw -17971850.040559 + Penalty 2361.016045 = -17969489.024515 nChanged 2617 SP:Iteration 46Q (64.275553 sec): 3 clusters Score: Raw -17973863.272606 + Penalty 2361.016045 = -17971502.256561 nChanged 3071 SP:Iteration 47Q (64.532558 sec): 3 clusters Score: Raw -17975944.541278 + Penalty 2361.016045 = -17973583.525233 nChanged 3129 SP:Iteration 48Q (64.788826 sec): 3 clusters Score: Raw -17977797.354925 + Penalty 2361.016045 = -17975436.338880 nChanged 2963 SP:Iteration 49Q (65.046342 sec): 3 clusters Score: Raw -17979286.546723 + Penalty 2361.016045 = -17976925.530678 nChanged 2578 SP:Iteration 50Q (65.304006 sec): 3 clusters Score: Raw -17980400.565243 + Penalty 2361.016045 = -17978039.549199 nChanged 2158 SP:Iteration 51Q (65.561875 sec): 3 clusters Score: Raw -17981226.821138 + Penalty 2361.016045 = -17978865.805093 nChanged 1774 SP:Iteration 52Q (65.819648 sec): 3 clusters Score: Raw -17981814.022794 + Penalty 2361.016045 = -17979453.006749 nChanged 1379 SP:Iteration 53Q (66.077364 sec): 3 clusters Score: Raw -17982196.893044 + Penalty 2361.016045 = -17979835.876999 nChanged 1091 SP:Iteration 54Q (66.335141 sec): 3 clusters Score: Raw -17982454.680743 + Penalty 2361.016045 = -17980093.664699 nChanged 865 SP:Iteration 55Q (66.593149 sec): 3 clusters Score: Raw -17982644.399469 + Penalty 2361.016045 = -17980283.383424 nChanged 708 SP:Iteration 56Q (66.851236 sec): 3 clusters Score: Raw -17982782.451352 + Penalty 2361.016045 = -17980421.435307 nChanged 568 SP:Iteration 57Q (67.109149 sec): 3 clusters Score: Raw -17982881.365567 + Penalty 2361.016045 = -17980520.349522 nChanged 430 SP:Iteration 58Q (67.367401 sec): 3 clusters Score: Raw -17982950.136955 + Penalty 2361.016045 = -17980589.120910 nChanged 345 SP:Iteration 59Q (67.626072 sec): 3 clusters Score: Raw -17983009.678676 + Penalty 2361.016045 = -17980648.662632 nChanged 265 SP:Iteration 60F (67.917822 sec): 3 clusters Score: Raw -17987487.388451 + Penalty 2361.016045 = -17985126.372406 nChanged 6755 SP:Iteration 61Q (68.186527 sec): 3 clusters Score: Raw -17994856.277595 + Penalty 2361.016045 = -17992495.261550 nChanged 6828 SP:Iteration 62Q (68.454835 sec): 3 clusters Score: Raw -18000980.175072 + Penalty 2361.016045 = -17998619.159027 nChanged 6175 SP:Iteration 63Q (68.723431 sec): 3 clusters Score: Raw -18005861.422814 + Penalty 2361.016045 = -18003500.406769 nChanged 5215 SP:Iteration 64Q (68.992808 sec): 3 clusters Score: Raw -18009664.907932 + Penalty 2361.016045 = -18007303.891888 nChanged 4440 SP:Iteration 65Q (69.261618 sec): 3 clusters Score: Raw -18013089.785269 + Penalty 2361.016045 = -18010728.769224 nChanged 3911 SP:Iteration 66Q (69.530670 sec): 3 clusters Score: Raw -18016510.496118 + Penalty 2361.016045 = -18014149.480073 nChanged 3340 SP:Iteration 67Q (69.800167 sec): 3 clusters Score: Raw -18019666.870521 + Penalty 2361.016045 = -18017305.854476 nChanged 2242 SP:Iteration 68Q (70.068911 sec): 3 clusters Score: Raw -18021644.398652 + Penalty 2361.016045 = -18019283.382607 nChanged 1213 SP:Iteration 69Q (70.337695 sec): 3 clusters Score: Raw -18022580.536305 + Penalty 2361.016045 = -18020219.520260 nChanged 638 SP:Iteration 70Q (70.606116 sec): 3 clusters Score: Raw -18023050.209830 + Penalty 2361.016045 = -18020689.193785 nChanged 333 SP:Iteration 71Q (70.887485 sec): 3 clusters Score: Raw -18023286.541994 + Penalty 2361.016045 = -18020925.525949 nChanged 174 SP:Iteration 72Q (71.165329 sec): 3 clusters Score: Raw -18023411.069305 + Penalty 2361.016045 = -18021050.053260 nChanged 101 SP:Iteration 73Q (71.434909 sec): 3 clusters Score: Raw -18023501.995516 + Penalty 2361.016045 = -18021140.979472 nChanged 56 SP:Iteration 74Q (71.704148 sec): 3 clusters Score: Raw -18023555.390178 + Penalty 2361.016045 = -18021194.374134 nChanged 33 SP:Iteration 75Q (71.972386 sec): 3 clusters Score: Raw -18023581.657911 + Penalty 2361.016045 = -18021220.641866 nChanged 15 SP:Iteration 76Q (72.240411 sec): 3 clusters Score: Raw -18023595.153676 + Penalty 2361.016045 = -18021234.137631 nChanged 9 SP:Iteration 77Q (72.508798 sec): 3 clusters Score: Raw -18023598.430774 + Penalty 2361.016045 = -18021237.414729 nChanged 2 SP:Iteration 78Q (72.777484 sec): 3 clusters Score: Raw -18023606.355819 + Penalty 2361.016045 = -18021245.339774 nChanged 4 SP:Iteration 79Q (73.046274 sec): 3 clusters Score: Raw -18023606.376181 + Penalty 2361.016045 = -18021245.360136 nChanged 0 SP:Iteration 80F (73.337861 sec): 3 clusters Score: Raw -18028963.868970 + Penalty 2361.016045 = -18026602.852925 nChanged 3948 SP:Iteration 81Q (73.608249 sec): 3 clusters Score: Raw -18044615.438391 + Penalty 2361.016045 = -18042254.422346 nChanged 3699 SP:Iteration 82Q (73.873113 sec): 3 clusters Score: Raw -18064766.663364 + Penalty 2361.016045 = -18062405.647319 nChanged 999 SP:Iteration 83Q (74.121025 sec): 3 clusters Score: Raw -18078480.354614 + Penalty 2361.016045 = -18076119.338570 nChanged 542 SP:Iteration 84Q (74.365787 sec): 3 clusters Score: Raw -18084759.226396 + Penalty 2361.016045 = -18082398.210351 nChanged 168 SP:Iteration 85Q (74.609365 sec): 3 clusters Score: Raw -18086748.430210 + Penalty 2361.016045 = -18084387.414166 nChanged 32 SP:Iteration 86Q (74.852571 sec): 3 clusters Score: Raw -18087102.155870 + Penalty 2361.016045 = -18084741.139825 nChanged 8 SP:Iteration 87Q (75.095735 sec): 3 clusters Score: Raw -18087104.700654 + Penalty 2361.016045 = -18084743.684609 nChanged 1 SP:Iteration 88Q (75.338870 sec): 3 clusters Score: Raw -18087104.704209 + Penalty 2361.016045 = -18084743.688164 nChanged 0 SP:Iteration 89F (75.630337 sec): 3 clusters Score: Raw -18087146.596767 + Penalty 2361.016045 = -18084785.580723 nChanged 1 SP:Iteration 90Q (75.870805 sec): 3 clusters Score: Raw -18087146.646748 + Penalty 2361.016045 = -18084785.630704 nChanged 0 SP:Iteration 91F (76.162379 sec): 3 clusters Score: Raw -18087146.646748 + Penalty 2361.016045 = -18084785.630704 nChanged 0 Score: Raw -25274045.983790 + Penalty 18218.370451 = -25255827.613339 Splitting cluster 7 changes total score from -25133212.265089 to -25255827.613339 So it's getting split into cluster 10. Trying to split cluster 8 (3936 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (78.657351 sec): 2 clusters Score: Raw -288379.372343 + Penalty 786.402425 = -287592.969918 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (78.672933 sec): 3 clusters Score: Raw -286207.758240 + Penalty 1572.804849 = -284634.953391 nChanged 1677 SP:Iteration 1F (78.687257 sec): 3 clusters Score: Raw -287133.380699 + Penalty 1572.804849 = -285560.575850 nChanged 282 SP:Iteration 2F (78.701566 sec): 3 clusters Score: Raw -287307.075146 + Penalty 1572.804849 = -285734.270297 nChanged 232 SP:Iteration 3F (78.715910 sec): 3 clusters Score: Raw -287446.809114 + Penalty 1572.804849 = -285874.004265 nChanged 199 SP:Iteration 4F (78.730437 sec): 3 clusters Score: Raw -287573.943322 + Penalty 1572.804849 = -286001.138472 nChanged 197 SP:Iteration 5F (78.744772 sec): 3 clusters Score: Raw -287710.042135 + Penalty 1572.804849 = -286137.237286 nChanged 190 SP:Iteration 6Q (78.759320 sec): 3 clusters Score: Raw -287856.756659 + Penalty 1572.804849 = -286283.951810 nChanged 174 SP:Iteration 7Q (78.773753 sec): 3 clusters Score: Raw -287987.522610 + Penalty 1572.804849 = -286414.717761 nChanged 172 SP:Iteration 8Q (78.788014 sec): 3 clusters Score: Raw -288091.733886 + Penalty 1572.804849 = -286518.929037 nChanged 141 SP:Iteration 9Q (78.802408 sec): 3 clusters Score: Raw -288165.641094 + Penalty 1572.804849 = -286592.836245 nChanged 121 SP:Iteration 10Q (78.816721 sec): 3 clusters Score: Raw -288223.907949 + Penalty 1572.804849 = -286651.103100 nChanged 93 SP:Iteration 11Q (78.831092 sec): 3 clusters Score: Raw -288261.815469 + Penalty 1572.804849 = -286689.010620 nChanged 67 SP:Iteration 12Q (78.845442 sec): 3 clusters Score: Raw -288287.557686 + Penalty 1572.804849 = -286714.752837 nChanged 64 SP:Iteration 13Q (78.860171 sec): 3 clusters Score: Raw -288309.311447 + Penalty 1572.804849 = -286736.506598 nChanged 51 SP:Iteration 14Q (78.874888 sec): 3 clusters Score: Raw -288327.835561 + Penalty 1572.804849 = -286755.030712 nChanged 37 SP:Iteration 15Q (78.889346 sec): 3 clusters Score: Raw -288336.804033 + Penalty 1572.804849 = -286763.999184 nChanged 33 SP:Iteration 16Q (78.904238 sec): 3 clusters Score: Raw -288346.457366 + Penalty 1572.804849 = -286773.652517 nChanged 35 SP:Iteration 17Q (78.919433 sec): 3 clusters Score: Raw -288357.626205 + Penalty 1572.804849 = -286784.821355 nChanged 42 SP:Iteration 18Q (78.934142 sec): 3 clusters Score: Raw -288374.073875 + Penalty 1572.804849 = -286801.269026 nChanged 49 SP:Iteration 19Q (78.948531 sec): 3 clusters Score: Raw -288392.432633 + Penalty 1572.804849 = -286819.627784 nChanged 47 SP:Iteration 20F (78.963450 sec): 3 clusters Score: Raw -288408.016124 + Penalty 1572.804849 = -286835.211275 nChanged 46 SP:Iteration 21Q (78.978207 sec): 3 clusters Score: Raw -288424.519158 + Penalty 1572.804849 = -286851.714309 nChanged 46 SP:Iteration 22Q (78.992794 sec): 3 clusters Score: Raw -288437.694669 + Penalty 1572.804849 = -286864.889820 nChanged 35 SP:Iteration 23Q (79.007006 sec): 3 clusters Score: Raw -288448.449185 + Penalty 1572.804849 = -286875.644336 nChanged 29 SP:Iteration 24Q (79.021472 sec): 3 clusters Score: Raw -288456.825828 + Penalty 1572.804849 = -286884.020979 nChanged 26 SP:Iteration 25Q (79.035508 sec): 3 clusters Score: Raw -288464.600044 + Penalty 1572.804849 = -286891.795195 nChanged 21 SP:Iteration 26Q (79.049866 sec): 3 clusters Score: Raw -288470.484323 + Penalty 1572.804849 = -286897.679474 nChanged 20 SP:Iteration 27Q (79.064169 sec): 3 clusters Score: Raw -288476.284659 + Penalty 1572.804849 = -286903.479810 nChanged 25 SP:Iteration 28Q (79.079103 sec): 3 clusters Score: Raw -288482.219405 + Penalty 1572.804849 = -286909.414556 nChanged 22 SP:Iteration 29Q (79.093353 sec): 3 clusters Score: Raw -288487.445810 + Penalty 1572.804849 = -286914.640961 nChanged 17 SP:Iteration 30Q (79.107545 sec): 3 clusters Score: Raw -288492.237433 + Penalty 1572.804849 = -286919.432584 nChanged 27 SP:Iteration 31Q (79.121921 sec): 3 clusters Score: Raw -288500.404247 + Penalty 1572.804849 = -286927.599398 nChanged 28 SP:Iteration 32Q (79.136492 sec): 3 clusters Score: Raw -288508.190294 + Penalty 1572.804849 = -286935.385445 nChanged 24 SP:Iteration 33Q (79.151063 sec): 3 clusters Score: Raw -288513.759526 + Penalty 1572.804849 = -286940.954677 nChanged 21 SP:Iteration 34Q (79.165339 sec): 3 clusters Score: Raw -288518.538829 + Penalty 1572.804849 = -286945.733980 nChanged 17 SP:Iteration 35Q (79.179520 sec): 3 clusters Score: Raw -288522.050162 + Penalty 1572.804849 = -286949.245312 nChanged 16 SP:Iteration 36Q (79.193721 sec): 3 clusters Score: Raw -288525.719463 + Penalty 1572.804849 = -286952.914614 nChanged 13 SP:Iteration 37Q (79.207841 sec): 3 clusters Score: Raw -288528.455103 + Penalty 1572.804849 = -286955.650254 nChanged 9 SP:Iteration 38Q (79.222045 sec): 3 clusters Score: Raw -288530.135393 + Penalty 1572.804849 = -286957.330543 nChanged 10 SP:Iteration 39Q (79.236253 sec): 3 clusters Score: Raw -288531.713297 + Penalty 1572.804849 = -286958.908448 nChanged 7 SP:Iteration 40F (79.250446 sec): 3 clusters Score: Raw -288532.730067 + Penalty 1572.804849 = -286959.925218 nChanged 6 SP:Iteration 41Q (79.264651 sec): 3 clusters Score: Raw -288534.078216 + Penalty 1572.804849 = -286961.273367 nChanged 5 SP:Iteration 42Q (79.278951 sec): 3 clusters Score: Raw -288535.384264 + Penalty 1572.804849 = -286962.579415 nChanged 7 SP:Iteration 43Q (79.293340 sec): 3 clusters Score: Raw -288536.359337 + Penalty 1572.804849 = -286963.554488 nChanged 5 SP:Iteration 44Q (79.307973 sec): 3 clusters Score: Raw -288537.248456 + Penalty 1572.804849 = -286964.443607 nChanged 6 SP:Iteration 45Q (79.322672 sec): 3 clusters Score: Raw -288538.473589 + Penalty 1572.804849 = -286965.668740 nChanged 5 SP:Iteration 46Q (79.337175 sec): 3 clusters Score: Raw -288539.491284 + Penalty 1572.804849 = -286966.686435 nChanged 3 SP:Iteration 47Q (79.351725 sec): 3 clusters Score: Raw -288539.999952 + Penalty 1572.804849 = -286967.195103 nChanged 2 SP:Iteration 48Q (79.366094 sec): 3 clusters Score: Raw -288540.220360 + Penalty 1572.804849 = -286967.415511 nChanged 1 SP:Iteration 49Q (79.380252 sec): 3 clusters Score: Raw -288540.413035 + Penalty 1572.804849 = -286967.608186 nChanged 1 SP:Iteration 50Q (79.394554 sec): 3 clusters Score: Raw -288540.670291 + Penalty 1572.804849 = -286967.865442 nChanged 3 SP:Iteration 51Q (79.408916 sec): 3 clusters Score: Raw -288541.088923 + Penalty 1572.804849 = -286968.284074 nChanged 3 SP:Iteration 52Q (79.423295 sec): 3 clusters Score: Raw -288541.584646 + Penalty 1572.804849 = -286968.779797 nChanged 4 SP:Iteration 53Q (79.437666 sec): 3 clusters Score: Raw -288542.077012 + Penalty 1572.804849 = -286969.272163 nChanged 4 SP:Iteration 54Q (79.452000 sec): 3 clusters Score: Raw -288542.564078 + Penalty 1572.804849 = -286969.759229 nChanged 4 SP:Iteration 55Q (79.466254 sec): 3 clusters Score: Raw -288543.034712 + Penalty 1572.804849 = -286970.229863 nChanged 3 SP:Iteration 56Q (79.480640 sec): 3 clusters Score: Raw -288543.502435 + Penalty 1572.804849 = -286970.697586 nChanged 5 SP:Iteration 57Q (79.494889 sec): 3 clusters Score: Raw -288544.379587 + Penalty 1572.804849 = -286971.574738 nChanged 6 SP:Iteration 58Q (79.509465 sec): 3 clusters Score: Raw -288545.232793 + Penalty 1572.804849 = -286972.427944 nChanged 1 SP:Iteration 59Q (79.524154 sec): 3 clusters Score: Raw -288545.276909 + Penalty 1572.804849 = -286972.472060 nChanged 0 SP:Iteration 60F (79.538673 sec): 3 clusters Score: Raw -288545.276909 + Penalty 1572.804849 = -286972.472060 nChanged 0 Trying to split cluster 11 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.561233 sec): 2 clusters Score: Raw -58700.916720 + Penalty 650.560501 = -58050.356219 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.604786 sec): 3 clusters Score: Raw -58344.136659 + Penalty 1301.121002 = -57043.015657 nChanged 315 SP:Iteration 1F (79.608880 sec): 3 clusters Score: Raw -58626.181073 + Penalty 1301.121002 = -57325.060071 nChanged 85 SP:Iteration 2F (79.612708 sec): 3 clusters Score: Raw -58729.288017 + Penalty 1301.121002 = -57428.167015 nChanged 56 SP:Iteration 3F (79.616526 sec): 3 clusters Score: Raw -58805.364134 + Penalty 1301.121002 = -57504.243132 nChanged 58 SP:Iteration 4F (79.620327 sec): 3 clusters Score: Raw -58951.769151 + Penalty 1301.121002 = -57650.648149 nChanged 72 SP:Iteration 5F (79.624163 sec): 3 clusters Score: Raw -59174.928738 + Penalty 1301.121002 = -57873.807736 nChanged 73 SP:Iteration 6F (79.627975 sec): 3 clusters Score: Raw -59316.249891 + Penalty 1301.121002 = -58015.128889 nChanged 46 SP:Iteration 7Q (79.631666 sec): 3 clusters Score: Raw -59392.738841 + Penalty 1301.121002 = -58091.617839 nChanged 34 SP:Iteration 8Q (79.635427 sec): 3 clusters Score: Raw -59442.861917 + Penalty 1301.121002 = -58141.740914 nChanged 21 SP:Iteration 9Q (79.639186 sec): 3 clusters Score: Raw -59468.731738 + Penalty 1301.121002 = -58167.610736 nChanged 12 SP:Iteration 10Q (79.642947 sec): 3 clusters Score: Raw -59483.013935 + Penalty 1301.121002 = -58181.892933 nChanged 16 SP:Iteration 11Q (79.646622 sec): 3 clusters Score: Raw -59497.285341 + Penalty 1301.121002 = -58196.164339 nChanged 11 SP:Iteration 12Q (79.650242 sec): 3 clusters Score: Raw -59506.821100 + Penalty 1301.121002 = -58205.700098 nChanged 9 SP:Iteration 13Q (79.653893 sec): 3 clusters Score: Raw -59516.194756 + Penalty 1301.121002 = -58215.073754 nChanged 7 SP:Iteration 14Q (79.657607 sec): 3 clusters Score: Raw -59520.986445 + Penalty 1301.121002 = -58219.865443 nChanged 10 SP:Iteration 15Q (79.661262 sec): 3 clusters Score: Raw -59527.464235 + Penalty 1301.121002 = -58226.343233 nChanged 14 SP:Iteration 16Q (79.664897 sec): 3 clusters Score: Raw -59538.759652 + Penalty 1301.121002 = -58237.638650 nChanged 11 SP:Iteration 17Q (79.668862 sec): 3 clusters Score: Raw -59550.589616 + Penalty 1301.121002 = -58249.468614 nChanged 16 SP:Iteration 18Q (79.672659 sec): 3 clusters Score: Raw -59568.222923 + Penalty 1301.121002 = -58267.101921 nChanged 5 SP:Iteration 19Q (79.676296 sec): 3 clusters Score: Raw -59578.649862 + Penalty 1301.121002 = -58277.528860 nChanged 7 SP:Iteration 20F (79.680092 sec): 3 clusters Score: Raw -59587.876603 + Penalty 1301.121002 = -58286.755601 nChanged 8 SP:Iteration 21Q (79.683726 sec): 3 clusters Score: Raw -59599.096032 + Penalty 1301.121002 = -58297.975029 nChanged 15 SP:Iteration 22Q (79.687423 sec): 3 clusters Score: Raw -59622.212684 + Penalty 1301.121002 = -58321.091682 nChanged 12 SP:Iteration 23Q (79.691041 sec): 3 clusters Score: Raw -59644.827453 + Penalty 1301.121002 = -58343.706451 nChanged 5 SP:Iteration 24Q (79.694660 sec): 3 clusters Score: Raw -59650.790087 + Penalty 1301.121002 = -58349.669085 nChanged 1 SP:Iteration 25Q (79.698282 sec): 3 clusters Score: Raw -59651.958790 + Penalty 1301.121002 = -58350.837788 nChanged 1 SP:Iteration 26Q (79.701999 sec): 3 clusters Score: Raw -59653.561720 + Penalty 1301.121002 = -58352.440717 nChanged 2 SP:Iteration 27Q (79.705609 sec): 3 clusters Score: Raw -59657.110619 + Penalty 1301.121002 = -58355.989617 nChanged 2 SP:Iteration 28Q (79.709209 sec): 3 clusters Score: Raw -59660.555956 + Penalty 1301.121002 = -58359.434954 nChanged 3 SP:Iteration 29Q (79.712766 sec): 3 clusters Score: Raw -59665.471740 + Penalty 1301.121002 = -58364.350738 nChanged 5 SP:Iteration 30Q (79.716915 sec): 3 clusters Score: Raw -59674.048427 + Penalty 1301.121002 = -58372.927424 nChanged 3 SP:Iteration 31Q (79.720791 sec): 3 clusters Score: Raw -59676.714046 + Penalty 1301.121002 = -58375.593044 nChanged 3 SP:Iteration 32Q (79.724417 sec): 3 clusters Score: Raw -59681.311417 + Penalty 1301.121002 = -58380.190415 nChanged 2 SP:Iteration 33Q (79.728016 sec): 3 clusters Score: Raw -59682.279854 + Penalty 1301.121002 = -58381.158852 nChanged 0 SP:Iteration 34F (79.732082 sec): 3 clusters Score: Raw -59682.279854 + Penalty 1301.121002 = -58381.158852 nChanged 0 Score: Raw -25275027.346924 + Penalty 19432.928481 = -25255594.418443 Splitting cluster 11 changes total score from -25133212.265089 to -25255594.418443 So it's getting split into cluster 12. Trying to split cluster 13 (12602 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (82.364392 sec): 2 clusters Score: Raw -842935.175398 + Penalty 896.953027 = -842038.222371 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (82.392400 sec): 3 clusters Score: Raw -835239.966345 + Penalty 1793.906054 = -833446.060291 nChanged 5780 SP:Iteration 1F (82.419296 sec): 3 clusters Score: Raw -838693.170686 + Penalty 1793.906054 = -836899.264632 nChanged 793 SP:Iteration 2F (82.446237 sec): 3 clusters Score: Raw -839266.356878 + Penalty 1793.906054 = -837472.450824 nChanged 946 SP:Iteration 3F (82.472941 sec): 3 clusters Score: Raw -840056.087950 + Penalty 1793.906054 = -838262.181896 nChanged 1022 SP:Iteration 4F (82.499721 sec): 3 clusters Score: Raw -840869.273451 + Penalty 1793.906054 = -839075.367397 nChanged 900 SP:Iteration 5F (82.526455 sec): 3 clusters Score: Raw -841529.596328 + Penalty 1793.906054 = -839735.690274 nChanged 787 SP:Iteration 6F (82.553455 sec): 3 clusters Score: Raw -842076.757512 + Penalty 1793.906054 = -840282.851458 nChanged 659 SP:Iteration 7F (82.580483 sec): 3 clusters Score: Raw -842471.209723 + Penalty 1793.906054 = -840677.303669 nChanged 479 SP:Iteration 8Q (82.607534 sec): 3 clusters Score: Raw -842705.464441 + Penalty 1793.906054 = -840911.558387 nChanged 367 SP:Iteration 9Q (82.634285 sec): 3 clusters Score: Raw -842846.044927 + Penalty 1793.906054 = -841052.138873 nChanged 285 SP:Iteration 10Q (82.661277 sec): 3 clusters Score: Raw -842942.783470 + Penalty 1793.906054 = -841148.877416 nChanged 215 SP:Iteration 11Q (82.687995 sec): 3 clusters Score: Raw -843013.384241 + Penalty 1793.906054 = -841219.478187 nChanged 213 SP:Iteration 12Q (82.714601 sec): 3 clusters Score: Raw -843067.661312 + Penalty 1793.906054 = -841273.755258 nChanged 141 SP:Iteration 13Q (82.741504 sec): 3 clusters Score: Raw -843100.248679 + Penalty 1793.906054 = -841306.342625 nChanged 133 SP:Iteration 14Q (82.768180 sec): 3 clusters Score: Raw -843129.219278 + Penalty 1793.906054 = -841335.313224 nChanged 105 SP:Iteration 15Q (82.794802 sec): 3 clusters Score: Raw -843145.914898 + Penalty 1793.906054 = -841352.008844 nChanged 81 SP:Iteration 16Q (82.821507 sec): 3 clusters Score: Raw -843156.629930 + Penalty 1793.906054 = -841362.723876 nChanged 53 SP:Iteration 17Q (82.848027 sec): 3 clusters Score: Raw -843162.572313 + Penalty 1793.906054 = -841368.666259 nChanged 36 SP:Iteration 18Q (82.874541 sec): 3 clusters Score: Raw -843166.177426 + Penalty 1793.906054 = -841372.271372 nChanged 34 SP:Iteration 19Q (82.900984 sec): 3 clusters Score: Raw -843169.764790 + Penalty 1793.906054 = -841375.858736 nChanged 33 SP:Iteration 20F (82.927853 sec): 3 clusters Score: Raw -843172.376468 + Penalty 1793.906054 = -841378.470414 nChanged 27 SP:Iteration 21Q (82.954410 sec): 3 clusters Score: Raw -843174.407107 + Penalty 1793.906054 = -841380.501053 nChanged 22 SP:Iteration 22Q (82.980883 sec): 3 clusters Score: Raw -843176.319259 + Penalty 1793.906054 = -841382.413205 nChanged 26 SP:Iteration 23Q (83.007492 sec): 3 clusters Score: Raw -843178.315926 + Penalty 1793.906054 = -841384.409872 nChanged 22 SP:Iteration 24Q (83.034051 sec): 3 clusters Score: Raw -843180.466471 + Penalty 1793.906054 = -841386.560417 nChanged 29 SP:Iteration 25Q (83.060804 sec): 3 clusters Score: Raw -843182.522759 + Penalty 1793.906054 = -841388.616705 nChanged 20 SP:Iteration 26Q (83.087246 sec): 3 clusters Score: Raw -843183.746682 + Penalty 1793.906054 = -841389.840628 nChanged 11 SP:Iteration 27Q (83.113812 sec): 3 clusters Score: Raw -843184.278533 + Penalty 1793.906054 = -841390.372479 nChanged 8 SP:Iteration 28Q (83.140499 sec): 3 clusters Score: Raw -843184.517864 + Penalty 1793.906054 = -841390.611810 nChanged 6 SP:Iteration 29Q (83.166925 sec): 3 clusters Score: Raw -843184.744601 + Penalty 1793.906054 = -841390.838547 nChanged 8 SP:Iteration 30Q (83.193427 sec): 3 clusters Score: Raw -843185.178804 + Penalty 1793.906054 = -841391.272750 nChanged 7 SP:Iteration 31Q (83.219917 sec): 3 clusters Score: Raw -843185.845492 + Penalty 1793.906054 = -841391.939438 nChanged 14 SP:Iteration 32Q (83.246480 sec): 3 clusters Score: Raw -843187.017704 + Penalty 1793.906054 = -841393.111650 nChanged 5 SP:Iteration 33Q (83.272881 sec): 3 clusters Score: Raw -843187.250503 + Penalty 1793.906054 = -841393.344449 nChanged 5 SP:Iteration 34Q (83.299491 sec): 3 clusters Score: Raw -843187.490353 + Penalty 1793.906054 = -841393.584299 nChanged 3 SP:Iteration 35Q (83.325994 sec): 3 clusters Score: Raw -843187.699421 + Penalty 1793.906054 = -841393.793367 nChanged 6 SP:Iteration 36Q (83.352449 sec): 3 clusters Score: Raw -843187.971229 + Penalty 1793.906054 = -841394.065175 nChanged 4 SP:Iteration 37Q (83.378916 sec): 3 clusters Score: Raw -843188.125111 + Penalty 1793.906054 = -841394.219057 nChanged 6 SP:Iteration 38Q (83.405666 sec): 3 clusters Score: Raw -843188.402281 + Penalty 1793.906054 = -841394.496227 nChanged 5 SP:Iteration 39Q (83.432158 sec): 3 clusters Score: Raw -843188.625011 + Penalty 1793.906054 = -841394.718957 nChanged 4 SP:Iteration 40F (83.461470 sec): 3 clusters Score: Raw -843188.810701 + Penalty 1793.906054 = -841394.904647 nChanged 4 SP:Iteration 41Q (83.487932 sec): 3 clusters Score: Raw -843188.914460 + Penalty 1793.906054 = -841395.008406 nChanged 3 SP:Iteration 42Q (83.514382 sec): 3 clusters Score: Raw -843189.091815 + Penalty 1793.906054 = -841395.185761 nChanged 9 SP:Iteration 43Q (83.540774 sec): 3 clusters Score: Raw -843189.525166 + Penalty 1793.906054 = -841395.619112 nChanged 5 SP:Iteration 44Q (83.567257 sec): 3 clusters Score: Raw -843189.753438 + Penalty 1793.906054 = -841395.847384 nChanged 5 SP:Iteration 45Q (83.593796 sec): 3 clusters Score: Raw -843189.946554 + Penalty 1793.906054 = -841396.040500 nChanged 3 SP:Iteration 46Q (83.620167 sec): 3 clusters Score: Raw -843190.056189 + Penalty 1793.906054 = -841396.150135 nChanged 3 SP:Iteration 47Q (83.646752 sec): 3 clusters Score: Raw -843190.164581 + Penalty 1793.906054 = -841396.258527 nChanged 5 SP:Iteration 48Q (83.673201 sec): 3 clusters Score: Raw -843190.349592 + Penalty 1793.906054 = -841396.443538 nChanged 6 SP:Iteration 49Q (83.699895 sec): 3 clusters Score: Raw -843190.631863 + Penalty 1793.906054 = -841396.725809 nChanged 3 SP:Iteration 50Q (83.726224 sec): 3 clusters Score: Raw -843190.704071 + Penalty 1793.906054 = -841396.798017 nChanged 2 SP:Iteration 51Q (83.752650 sec): 3 clusters Score: Raw -843190.823653 + Penalty 1793.906054 = -841396.917599 nChanged 6 SP:Iteration 52Q (83.779014 sec): 3 clusters Score: Raw -843191.114758 + Penalty 1793.906054 = -841397.208704 nChanged 7 SP:Iteration 53Q (83.805405 sec): 3 clusters Score: Raw -843191.432050 + Penalty 1793.906054 = -841397.525996 nChanged 5 SP:Iteration 54Q (83.831810 sec): 3 clusters Score: Raw -843191.642267 + Penalty 1793.906054 = -841397.736213 nChanged 3 SP:Iteration 55Q (83.858211 sec): 3 clusters Score: Raw -843191.757840 + Penalty 1793.906054 = -841397.851786 nChanged 4 SP:Iteration 56Q (83.884759 sec): 3 clusters Score: Raw -843191.981973 + Penalty 1793.906054 = -841398.075919 nChanged 3 SP:Iteration 57Q (83.911224 sec): 3 clusters Score: Raw -843192.168992 + Penalty 1793.906054 = -841398.262938 nChanged 0 SP:Iteration 58F (83.938351 sec): 3 clusters Score: Raw -843192.168992 + Penalty 1793.906054 = -841398.262938 nChanged 0 Trying to split cluster 16 (3862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.953623 sec): 2 clusters Score: Raw -283642.254505 + Penalty 784.599344 = -282857.655161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.968465 sec): 3 clusters Score: Raw -281506.867934 + Penalty 1569.198688 = -279937.669246 nChanged 1635 SP:Iteration 1F (83.982415 sec): 3 clusters Score: Raw -282379.132831 + Penalty 1569.198688 = -280809.934143 nChanged 263 SP:Iteration 2F (83.996293 sec): 3 clusters Score: Raw -282506.846207 + Penalty 1569.198688 = -280937.647519 nChanged 206 SP:Iteration 3F (84.010224 sec): 3 clusters Score: Raw -282610.211908 + Penalty 1569.198688 = -281041.013220 nChanged 180 SP:Iteration 4Q (84.024162 sec): 3 clusters Score: Raw -282710.920321 + Penalty 1569.198688 = -281141.721633 nChanged 222 SP:Iteration 5F (84.065589 sec): 3 clusters Score: Raw -282866.056675 + Penalty 1569.198688 = -281296.857987 nChanged 249 SP:Iteration 6F (84.079720 sec): 3 clusters Score: Raw -283068.105825 + Penalty 1569.198688 = -281498.907137 nChanged 243 SP:Iteration 7F (84.094349 sec): 3 clusters Score: Raw -283306.890336 + Penalty 1569.198688 = -281737.691648 nChanged 189 SP:Iteration 8Q (84.108349 sec): 3 clusters Score: Raw -283477.318395 + Penalty 1569.198688 = -281908.119707 nChanged 131 SP:Iteration 9Q (84.121971 sec): 3 clusters Score: Raw -283602.076218 + Penalty 1569.198688 = -282032.877530 nChanged 101 SP:Iteration 10Q (84.135413 sec): 3 clusters Score: Raw -283686.397776 + Penalty 1569.198688 = -282117.199088 nChanged 57 SP:Iteration 11Q (84.148722 sec): 3 clusters Score: Raw -283729.439849 + Penalty 1569.198688 = -282160.241161 nChanged 36 SP:Iteration 12Q (84.161939 sec): 3 clusters Score: Raw -283756.291874 + Penalty 1569.198688 = -282187.093186 nChanged 34 SP:Iteration 13Q (84.175279 sec): 3 clusters Score: Raw -283782.761296 + Penalty 1569.198688 = -282213.562608 nChanged 22 SP:Iteration 14Q (84.188403 sec): 3 clusters Score: Raw -283800.347026 + Penalty 1569.198688 = -282231.148338 nChanged 9 SP:Iteration 15Q (84.201564 sec): 3 clusters Score: Raw -283806.045747 + Penalty 1569.198688 = -282236.847059 nChanged 3 SP:Iteration 16Q (84.214646 sec): 3 clusters Score: Raw -283809.399323 + Penalty 1569.198688 = -282240.200635 nChanged 7 SP:Iteration 17Q (84.227689 sec): 3 clusters Score: Raw -283815.476193 + Penalty 1569.198688 = -282246.277505 nChanged 3 SP:Iteration 18Q (84.240707 sec): 3 clusters Score: Raw -283818.497136 + Penalty 1569.198688 = -282249.298448 nChanged 6 SP:Iteration 19Q (84.254023 sec): 3 clusters Score: Raw -283823.535584 + Penalty 1569.198688 = -282254.336896 nChanged 5 SP:Iteration 20F (84.267648 sec): 3 clusters Score: Raw -283828.054715 + Penalty 1569.198688 = -282258.856027 nChanged 4 SP:Iteration 21Q (84.280846 sec): 3 clusters Score: Raw -283831.103266 + Penalty 1569.198688 = -282261.904578 nChanged 2 SP:Iteration 22Q (84.294029 sec): 3 clusters Score: Raw -283832.708163 + Penalty 1569.198688 = -282263.509475 nChanged 0 SP:Iteration 23F (84.307830 sec): 3 clusters Score: Raw -283832.708163 + Penalty 1569.198688 = -282263.509475 nChanged 0 Trying to split cluster 17 (7478 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (84.326936 sec): 2 clusters Score: Raw -556348.253692 + Penalty 847.373462 = -555500.880230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (84.349554 sec): 3 clusters Score: Raw -552048.650952 + Penalty 1694.746925 = -550353.904028 nChanged 3277 SP:Iteration 1F (84.371403 sec): 3 clusters Score: Raw -553992.315132 + Penalty 1694.746925 = -552297.568207 nChanged 650 SP:Iteration 2F (84.392977 sec): 3 clusters Score: Raw -554520.165249 + Penalty 1694.746925 = -552825.418324 nChanged 615 SP:Iteration 3F (84.414722 sec): 3 clusters Score: Raw -555087.480631 + Penalty 1694.746925 = -553392.733707 nChanged 583 SP:Iteration 4F (84.436964 sec): 3 clusters Score: Raw -555575.653457 + Penalty 1694.746925 = -553880.906533 nChanged 472 SP:Iteration 5F (84.458610 sec): 3 clusters Score: Raw -555876.365630 + Penalty 1694.746925 = -554181.618706 nChanged 335 SP:Iteration 6Q (84.480441 sec): 3 clusters Score: Raw -556065.814001 + Penalty 1694.746925 = -554371.067077 nChanged 276 SP:Iteration 7Q (84.502339 sec): 3 clusters Score: Raw -556187.857961 + Penalty 1694.746925 = -554493.111036 nChanged 202 SP:Iteration 8Q (84.524557 sec): 3 clusters Score: Raw -556280.550569 + Penalty 1694.746925 = -554585.803644 nChanged 168 SP:Iteration 9Q (84.546511 sec): 3 clusters Score: Raw -556351.731385 + Penalty 1694.746925 = -554656.984460 nChanged 146 SP:Iteration 10Q (84.568589 sec): 3 clusters Score: Raw -556406.921600 + Penalty 1694.746925 = -554712.174675 nChanged 128 SP:Iteration 11Q (84.590829 sec): 3 clusters Score: Raw -556448.487344 + Penalty 1694.746925 = -554753.740419 nChanged 110 SP:Iteration 12Q (84.612533 sec): 3 clusters Score: Raw -556482.453188 + Penalty 1694.746925 = -554787.706263 nChanged 106 SP:Iteration 13Q (84.634437 sec): 3 clusters Score: Raw -556513.212080 + Penalty 1694.746925 = -554818.465155 nChanged 113 SP:Iteration 14Q (84.656488 sec): 3 clusters Score: Raw -556544.521451 + Penalty 1694.746925 = -554849.774527 nChanged 126 SP:Iteration 15Q (84.678275 sec): 3 clusters Score: Raw -556585.675011 + Penalty 1694.746925 = -554890.928086 nChanged 138 SP:Iteration 16Q (84.700263 sec): 3 clusters Score: Raw -556633.888589 + Penalty 1694.746925 = -554939.141665 nChanged 145 SP:Iteration 17Q (84.721726 sec): 3 clusters Score: Raw -556688.717751 + Penalty 1694.746925 = -554993.970826 nChanged 165 SP:Iteration 18Q (84.743692 sec): 3 clusters Score: Raw -556766.094717 + Penalty 1694.746925 = -555071.347793 nChanged 195 SP:Iteration 19Q (84.765259 sec): 3 clusters Score: Raw -556879.053005 + Penalty 1694.746925 = -555184.306080 nChanged 266 SP:Iteration 20F (84.786922 sec): 3 clusters Score: Raw -557086.645532 + Penalty 1694.746925 = -555391.898608 nChanged 324 SP:Iteration 21Q (84.808732 sec): 3 clusters Score: Raw -557409.242128 + Penalty 1694.746925 = -555714.495203 nChanged 388 SP:Iteration 22F (84.866022 sec): 3 clusters Score: Raw -557875.634343 + Penalty 1694.746925 = -556180.887418 nChanged 398 SP:Iteration 23F (84.921842 sec): 3 clusters Score: Raw -558422.592830 + Penalty 1694.746925 = -556727.845905 nChanged 352 SP:Iteration 24Q (84.942263 sec): 3 clusters Score: Raw -558969.410523 + Penalty 1694.746925 = -557274.663599 nChanged 247 SP:Iteration 25Q (84.963160 sec): 3 clusters Score: Raw -559369.496510 + Penalty 1694.746925 = -557674.749585 nChanged 160 SP:Iteration 26Q (84.983502 sec): 3 clusters Score: Raw -559535.904902 + Penalty 1694.746925 = -557841.157977 nChanged 90 SP:Iteration 27Q (85.003959 sec): 3 clusters Score: Raw -559588.447506 + Penalty 1694.746925 = -557893.700581 nChanged 48 SP:Iteration 28Q (85.024335 sec): 3 clusters Score: Raw -559604.001752 + Penalty 1694.746925 = -557909.254827 nChanged 29 SP:Iteration 29Q (85.044827 sec): 3 clusters Score: Raw -559611.571382 + Penalty 1694.746925 = -557916.824458 nChanged 17 SP:Iteration 30Q (85.067288 sec): 3 clusters Score: Raw -559615.801026 + Penalty 1694.746925 = -557921.054101 nChanged 12 SP:Iteration 31Q (85.087812 sec): 3 clusters Score: Raw -559618.571021 + Penalty 1694.746925 = -557923.824096 nChanged 5 SP:Iteration 32Q (85.108391 sec): 3 clusters Score: Raw -559619.610325 + Penalty 1694.746925 = -557924.863401 nChanged 3 SP:Iteration 33Q (85.128612 sec): 3 clusters Score: Raw -559620.110937 + Penalty 1694.746925 = -557925.364012 nChanged 3 SP:Iteration 34Q (85.149056 sec): 3 clusters Score: Raw -559621.166915 + Penalty 1694.746925 = -557926.419990 nChanged 7 SP:Iteration 35Q (85.169537 sec): 3 clusters Score: Raw -559622.333410 + Penalty 1694.746925 = -557927.586486 nChanged 1 SP:Iteration 36Q (85.190004 sec): 3 clusters Score: Raw -559622.441681 + Penalty 1694.746925 = -557927.694756 nChanged 1 SP:Iteration 37Q (85.210359 sec): 3 clusters Score: Raw -559622.536024 + Penalty 1694.746925 = -557927.789099 nChanged 0 SP:Iteration 38F (85.232124 sec): 3 clusters Score: Raw -559622.536024 + Penalty 1694.746925 = -557927.789099 nChanged 0 Score: Raw -25278301.629255 + Penalty 20647.486511 = -25257654.142745 Splitting cluster 17 changes total score from -25133212.265089 to -25257654.142745 So it's getting split into cluster 14. Trying to split cluster 19 (37147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (88.250785 sec): 2 clusters Score: Raw -2606433.124786 + Penalty 999.650638 = -2605433.474148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (88.308433 sec): 3 clusters Score: Raw -2582710.896454 + Penalty 1999.301276 = -2580711.595179 nChanged 17527 SP:Iteration 1F (88.361474 sec): 3 clusters Score: Raw -2592613.667605 + Penalty 1999.301276 = -2590614.366329 nChanged 1647 SP:Iteration 2Q (88.417646 sec): 3 clusters Score: Raw -2593161.501582 + Penalty 1999.301276 = -2591162.200307 nChanged 1679 SP:Iteration 3Q (88.471325 sec): 3 clusters Score: Raw -2593847.413314 + Penalty 1999.301276 = -2591848.112038 nChanged 1839 SP:Iteration 4Q (88.526485 sec): 3 clusters Score: Raw -2594823.735860 + Penalty 1999.301276 = -2592824.434584 nChanged 2036 SP:Iteration 5F (88.595352 sec): 3 clusters Score: Raw -2596074.674670 + Penalty 1999.301276 = -2594075.373395 nChanged 2227 SP:Iteration 6F (88.664995 sec): 3 clusters Score: Raw -2597605.394850 + Penalty 1999.301276 = -2595606.093574 nChanged 2208 SP:Iteration 7F (88.717513 sec): 3 clusters Score: Raw -2599143.131286 + Penalty 1999.301276 = -2597143.830010 nChanged 1978 SP:Iteration 8F (88.770489 sec): 3 clusters Score: Raw -2600193.917744 + Penalty 1999.301276 = -2598194.616469 nChanged 1351 SP:Iteration 9Q (88.824499 sec): 3 clusters Score: Raw -2600683.129698 + Penalty 1999.301276 = -2598683.828422 nChanged 835 SP:Iteration 10Q (88.877966 sec): 3 clusters Score: Raw -2600921.996410 + Penalty 1999.301276 = -2598922.695134 nChanged 677 SP:Iteration 11Q (88.930236 sec): 3 clusters Score: Raw -2601150.377463 + Penalty 1999.301276 = -2599151.076187 nChanged 625 SP:Iteration 12Q (88.983141 sec): 3 clusters Score: Raw -2601367.010645 + Penalty 1999.301276 = -2599367.709369 nChanged 647 SP:Iteration 13Q (89.035745 sec): 3 clusters Score: Raw -2601597.682299 + Penalty 1999.301276 = -2599598.381023 nChanged 640 SP:Iteration 14Q (89.087932 sec): 3 clusters Score: Raw -2601823.604887 + Penalty 1999.301276 = -2599824.303611 nChanged 653 SP:Iteration 15Q (89.140128 sec): 3 clusters Score: Raw -2602060.879675 + Penalty 1999.301276 = -2600061.578400 nChanged 684 SP:Iteration 16Q (89.192530 sec): 3 clusters Score: Raw -2602321.131597 + Penalty 1999.301276 = -2600321.830322 nChanged 691 SP:Iteration 17Q (89.244515 sec): 3 clusters Score: Raw -2602588.211815 + Penalty 1999.301276 = -2600588.910539 nChanged 702 SP:Iteration 18Q (89.295758 sec): 3 clusters Score: Raw -2602890.092552 + Penalty 1999.301276 = -2600890.791276 nChanged 687 SP:Iteration 19Q (89.347335 sec): 3 clusters Score: Raw -2603182.906128 + Penalty 1999.301276 = -2601183.604852 nChanged 663 SP:Iteration 20F (89.399592 sec): 3 clusters Score: Raw -2603445.853108 + Penalty 1999.301276 = -2601446.551832 nChanged 622 SP:Iteration 21Q (89.451056 sec): 3 clusters Score: Raw -2603686.104867 + Penalty 1999.301276 = -2601686.803591 nChanged 581 SP:Iteration 22Q (89.502235 sec): 3 clusters Score: Raw -2603907.944468 + Penalty 1999.301276 = -2601908.643192 nChanged 553 SP:Iteration 23Q (89.554275 sec): 3 clusters Score: Raw -2604119.778890 + Penalty 1999.301276 = -2602120.477614 nChanged 549 SP:Iteration 24Q (89.604115 sec): 3 clusters Score: Raw -2604321.389152 + Penalty 1999.301276 = -2602322.087876 nChanged 497 SP:Iteration 25Q (89.654215 sec): 3 clusters Score: Raw -2604506.371945 + Penalty 1999.301276 = -2602507.070669 nChanged 520 SP:Iteration 26Q (89.704058 sec): 3 clusters Score: Raw -2604687.834086 + Penalty 1999.301276 = -2602688.532810 nChanged 450 SP:Iteration 27Q (89.783004 sec): 3 clusters Score: Raw -2604840.226110 + Penalty 1999.301276 = -2602840.924834 nChanged 450 SP:Iteration 28Q (89.831300 sec): 3 clusters Score: Raw -2605004.322476 + Penalty 1999.301276 = -2603005.021200 nChanged 429 SP:Iteration 29Q (89.880284 sec): 3 clusters Score: Raw -2605168.441055 + Penalty 1999.301276 = -2603169.139780 nChanged 415 SP:Iteration 30Q (89.929131 sec): 3 clusters Score: Raw -2605338.682150 + Penalty 1999.301276 = -2603339.380874 nChanged 396 SP:Iteration 31Q (89.977864 sec): 3 clusters Score: Raw -2605522.716590 + Penalty 1999.301276 = -2603523.415314 nChanged 377 SP:Iteration 32Q (90.026218 sec): 3 clusters Score: Raw -2605705.314570 + Penalty 1999.301276 = -2603706.013295 nChanged 358 SP:Iteration 33Q (90.075107 sec): 3 clusters Score: Raw -2605898.987662 + Penalty 1999.301276 = -2603899.686386 nChanged 326 SP:Iteration 34Q (90.122677 sec): 3 clusters Score: Raw -2606086.951043 + Penalty 1999.301276 = -2604087.649767 nChanged 267 SP:Iteration 35Q (90.170001 sec): 3 clusters Score: Raw -2606239.259328 + Penalty 1999.301276 = -2604239.958052 nChanged 222 SP:Iteration 36Q (90.217193 sec): 3 clusters Score: Raw -2606396.034801 + Penalty 1999.301276 = -2604396.733525 nChanged 188 SP:Iteration 37Q (90.263915 sec): 3 clusters Score: Raw -2606551.559820 + Penalty 1999.301276 = -2604552.258544 nChanged 164 SP:Iteration 38Q (90.310470 sec): 3 clusters Score: Raw -2606669.316957 + Penalty 1999.301276 = -2604670.015682 nChanged 137 SP:Iteration 39Q (90.356694 sec): 3 clusters Score: Raw -2606752.013968 + Penalty 1999.301276 = -2604752.712693 nChanged 113 SP:Iteration 40F (90.408985 sec): 3 clusters Score: Raw -2606820.336656 + Penalty 1999.301276 = -2604821.035380 nChanged 111 SP:Iteration 41Q (90.455681 sec): 3 clusters Score: Raw -2606867.361027 + Penalty 1999.301276 = -2604868.059751 nChanged 80 SP:Iteration 42Q (90.502181 sec): 3 clusters Score: Raw -2606899.286665 + Penalty 1999.301276 = -2604899.985389 nChanged 67 SP:Iteration 43Q (90.548063 sec): 3 clusters Score: Raw -2606923.488050 + Penalty 1999.301276 = -2604924.186774 nChanged 62 SP:Iteration 44Q (90.594172 sec): 3 clusters Score: Raw -2606943.420527 + Penalty 1999.301276 = -2604944.119251 nChanged 53 SP:Iteration 45Q (90.665070 sec): 3 clusters Score: Raw -2606961.390521 + Penalty 1999.301276 = -2604962.089245 nChanged 44 SP:Iteration 46Q (90.751601 sec): 3 clusters Score: Raw -2606977.477347 + Penalty 1999.301276 = -2604978.176071 nChanged 42 SP:Iteration 47Q (90.819888 sec): 3 clusters Score: Raw -2606988.357715 + Penalty 1999.301276 = -2604989.056440 nChanged 33 SP:Iteration 48Q (90.865855 sec): 3 clusters Score: Raw -2606997.431078 + Penalty 1999.301276 = -2604998.129802 nChanged 30 SP:Iteration 49Q (90.911792 sec): 3 clusters Score: Raw -2607004.892324 + Penalty 1999.301276 = -2605005.591049 nChanged 26 SP:Iteration 50Q (90.957752 sec): 3 clusters Score: Raw -2607011.410772 + Penalty 1999.301276 = -2605012.109496 nChanged 23 SP:Iteration 51Q (91.003808 sec): 3 clusters Score: Raw -2607015.769814 + Penalty 1999.301276 = -2605016.468538 nChanged 17 SP:Iteration 52Q (91.049747 sec): 3 clusters Score: Raw -2607018.719088 + Penalty 1999.301276 = -2605019.417812 nChanged 12 SP:Iteration 53Q (91.095670 sec): 3 clusters Score: Raw -2607020.624483 + Penalty 1999.301276 = -2605021.323208 nChanged 14 SP:Iteration 54Q (91.146547 sec): 3 clusters Score: Raw -2607022.444457 + Penalty 1999.301276 = -2605023.143182 nChanged 9 SP:Iteration 55Q (91.218767 sec): 3 clusters Score: Raw -2607023.443632 + Penalty 1999.301276 = -2605024.142356 nChanged 7 SP:Iteration 56Q (91.264688 sec): 3 clusters Score: Raw -2607024.447875 + Penalty 1999.301276 = -2605025.146600 nChanged 5 SP:Iteration 57Q (91.348359 sec): 3 clusters Score: Raw -2607025.333694 + Penalty 1999.301276 = -2605026.032419 nChanged 5 SP:Iteration 58Q (91.431039 sec): 3 clusters Score: Raw -2607025.785413 + Penalty 1999.301276 = -2605026.484138 nChanged 3 SP:Iteration 59Q (91.502880 sec): 3 clusters Score: Raw -2607026.078300 + Penalty 1999.301276 = -2605026.777024 nChanged 0 SP:Iteration 60F (91.592175 sec): 3 clusters Score: Raw -2607026.078300 + Penalty 1999.301276 = -2605026.777024 nChanged 0 Iteration 20F (94.405515 sec): 18 clusters Score: Raw -25297870.461609 + Penalty 20647.486511 = -25277222.975099 nChanged 16332 Iteration 21Q (96.023233 sec): 18 clusters Score: Raw -25315405.222767 + Penalty 20647.486511 = -25294757.736256 nChanged 11352 Iteration 22Q (97.697837 sec): 18 clusters Score: Raw -25324116.790603 + Penalty 20647.486511 = -25303469.304093 nChanged 8985 Iteration 23Q (99.344103 sec): 18 clusters Score: Raw -25329509.907669 + Penalty 20647.486511 = -25308862.421159 nChanged 7143 Iteration 24Q (100.985573 sec): 18 clusters Score: Raw -25333076.166385 + Penalty 20647.486511 = -25312428.679874 nChanged 5779 Iteration 25Q (102.605046 sec): 18 clusters Score: Raw -25335813.474202 + Penalty 20647.486511 = -25315165.987692 nChanged 5042 Iteration 26Q (104.226409 sec): 18 clusters Score: Raw -25339085.193429 + Penalty 20647.486511 = -25318437.706919 nChanged 4702 Iteration 27Q (105.823972 sec): 18 clusters Score: Raw -25342859.713064 + Penalty 20647.486511 = -25322212.226554 nChanged 4392 Iteration 28Q (107.427987 sec): 18 clusters Score: Raw -25345108.817156 + Penalty 20647.486511 = -25324461.330645 nChanged 3737 Iteration 29Q (109.009333 sec): 18 clusters Score: Raw -25346551.887787 + Penalty 20647.486511 = -25325904.401276 nChanged 3277 Iteration 30Q (110.597031 sec): 18 clusters Score: Raw -25347602.986714 + Penalty 20647.486511 = -25326955.500203 nChanged 2794 Iteration 31Q (112.168722 sec): 18 clusters Score: Raw -25348337.103050 + Penalty 20647.486511 = -25327689.616539 nChanged 2476 Iteration 32Q (113.750751 sec): 18 clusters Score: Raw -25348924.427432 + Penalty 20647.486511 = -25328276.940921 nChanged 2181 Iteration 33Q (115.327575 sec): 18 clusters Score: Raw -25349391.937515 + Penalty 20647.486511 = -25328744.451004 nChanged 1994 Iteration 34Q (116.903228 sec): 18 clusters Score: Raw -25349772.216508 + Penalty 20647.486511 = -25329124.729997 nChanged 1722 Iteration 35Q (118.470716 sec): 18 clusters Score: Raw -25350072.422322 + Penalty 20647.486511 = -25329424.935812 nChanged 1544 Iteration 36Q (120.046766 sec): 18 clusters Score: Raw -25350334.503371 + Penalty 20647.486511 = -25329687.016860 nChanged 1437 Iteration 37Q (121.612931 sec): 18 clusters Score: Raw -25350579.323459 + Penalty 20647.486511 = -25329931.836948 nChanged 1368 Iteration 38Q (123.188376 sec): 18 clusters Score: Raw -25350777.693561 + Penalty 20647.486511 = -25330130.207050 nChanged 1287 Iteration 39Q (124.754893 sec): 18 clusters Score: Raw -25350961.942099 + Penalty 20647.486511 = -25330314.455589 nChanged 1168 Iteration 40F (127.566820 sec): 18 clusters Score: Raw -25351262.115797 + Penalty 20647.486511 = -25330614.629286 nChanged 1151 Iteration 41Q (129.178512 sec): 18 clusters Score: Raw -25351515.614967 + Penalty 20647.486511 = -25330868.128457 nChanged 1087 Iteration 42Q (130.792104 sec): 18 clusters Score: Raw -25351740.473786 + Penalty 20647.486511 = -25331092.987275 nChanged 1103 Iteration 43Q (132.405713 sec): 18 clusters Score: Raw -25351968.012157 + Penalty 20647.486511 = -25331320.525647 nChanged 1064 Iteration 44Q (134.031676 sec): 18 clusters Score: Raw -25352147.626056 + Penalty 20647.486511 = -25331500.139546 nChanged 1062 Iteration 45Q (135.646416 sec): 18 clusters Score: Raw -25352330.639739 + Penalty 20647.486511 = -25331683.153228 nChanged 1018 Iteration 46Q (137.259232 sec): 18 clusters Score: Raw -25352519.349907 + Penalty 20647.486511 = -25331871.863397 nChanged 993 Iteration 47Q (138.866016 sec): 18 clusters Score: Raw -25352695.982017 + Penalty 20647.486511 = -25332048.495506 nChanged 1023 Iteration 48Q (140.478086 sec): 18 clusters Score: Raw -25352876.932903 + Penalty 20647.486511 = -25332229.446392 nChanged 1014 Iteration 49Q (142.108050 sec): 18 clusters Score: Raw -25353067.969890 + Penalty 20647.486511 = -25332420.483380 nChanged 1004 Iteration 50Q (143.864975 sec): 18 clusters Score: Raw -25353267.428597 + Penalty 20647.486511 = -25332619.942086 nChanged 982 Iteration 51Q (145.491853 sec): 18 clusters Score: Raw -25353465.560961 + Penalty 20647.486511 = -25332818.074450 nChanged 910 Iteration 52Q (147.109101 sec): 18 clusters Score: Raw -25353634.681050 + Penalty 20647.486511 = -25332987.194539 nChanged 814 Iteration 53Q (148.714454 sec): 18 clusters Score: Raw -25353776.295330 + Penalty 20647.486511 = -25333128.808820 nChanged 744 Iteration 54Q (150.321104 sec): 18 clusters Score: Raw -25353888.034792 + Penalty 20647.486511 = -25333240.548281 nChanged 669 Iteration 55Q (151.925652 sec): 18 clusters Score: Raw -25353982.850636 + Penalty 20647.486511 = -25333335.364125 nChanged 621 Iteration 56Q (153.556409 sec): 18 clusters Score: Raw -25354069.474727 + Penalty 20647.486511 = -25333421.988217 nChanged 549 Iteration 57Q (155.160192 sec): 18 clusters Score: Raw -25354137.440113 + Penalty 20647.486511 = -25333489.953603 nChanged 479 Iteration 58Q (156.768565 sec): 18 clusters Score: Raw -25354179.269718 + Penalty 20647.486511 = -25333531.783208 nChanged 421 Writing temp clu file Because OldScore, -25333489.953603, is greater than current (better) Score,-25333531.783208 Compute initial score before splitting: Score: Raw -25354179.269718 + Penalty 20647.486511 = -25333531.783208 Trying to split cluster 1 (3575 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (156.843292 sec): 2 clusters Score: Raw -279086.883427 + Penalty 777.263443 = -278309.619984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (156.856813 sec): 3 clusters Score: Raw -277104.449672 + Penalty 1554.526886 = -275549.922785 nChanged 1538 SP:Iteration 1F (156.869773 sec): 3 clusters Score: Raw -277948.754045 + Penalty 1554.526886 = -276394.227158 nChanged 242 SP:Iteration 2F (156.882554 sec): 3 clusters Score: Raw -278059.855060 + Penalty 1554.526886 = -276505.328174 nChanged 191 SP:Iteration 3F (156.895341 sec): 3 clusters Score: Raw -278150.090776 + Penalty 1554.526886 = -276595.563890 nChanged 156 SP:Iteration 4Q (156.908262 sec): 3 clusters Score: Raw -278223.674591 + Penalty 1554.526886 = -276669.147705 nChanged 125 SP:Iteration 5Q (156.921211 sec): 3 clusters Score: Raw -278272.290745 + Penalty 1554.526886 = -276717.763859 nChanged 116 SP:Iteration 6Q (156.934041 sec): 3 clusters Score: Raw -278314.523100 + Penalty 1554.526886 = -276759.996214 nChanged 88 SP:Iteration 7Q (156.946879 sec): 3 clusters Score: Raw -278346.982543 + Penalty 1554.526886 = -276792.455656 nChanged 83 SP:Iteration 8Q (156.959875 sec): 3 clusters Score: Raw -278377.140776 + Penalty 1554.526886 = -276822.613890 nChanged 76 SP:Iteration 9Q (156.972675 sec): 3 clusters Score: Raw -278415.724915 + Penalty 1554.526886 = -276861.198028 nChanged 80 SP:Iteration 10Q (156.985630 sec): 3 clusters Score: Raw -278454.902266 + Penalty 1554.526886 = -276900.375380 nChanged 82 SP:Iteration 11Q (156.998538 sec): 3 clusters Score: Raw -278488.231128 + Penalty 1554.526886 = -276933.704242 nChanged 76 SP:Iteration 12Q (157.012297 sec): 3 clusters Score: Raw -278523.843296 + Penalty 1554.526886 = -276969.316409 nChanged 70 SP:Iteration 13Q (157.025150 sec): 3 clusters Score: Raw -278558.075586 + Penalty 1554.526886 = -277003.548699 nChanged 79 SP:Iteration 14Q (157.037966 sec): 3 clusters Score: Raw -278601.332888 + Penalty 1554.526886 = -277046.806002 nChanged 92 SP:Iteration 15Q (157.050749 sec): 3 clusters Score: Raw -278660.543690 + Penalty 1554.526886 = -277106.016803 nChanged 107 SP:Iteration 16Q (157.063596 sec): 3 clusters Score: Raw -278735.855590 + Penalty 1554.526886 = -277181.328704 nChanged 106 SP:Iteration 17Q (157.076311 sec): 3 clusters Score: Raw -278810.319119 + Penalty 1554.526886 = -277255.792232 nChanged 100 SP:Iteration 18Q (157.088892 sec): 3 clusters Score: Raw -278873.851074 + Penalty 1554.526886 = -277319.324188 nChanged 89 SP:Iteration 19Q (157.101301 sec): 3 clusters Score: Raw -278929.111859 + Penalty 1554.526886 = -277374.584973 nChanged 54 SP:Iteration 20F (157.114255 sec): 3 clusters Score: Raw -278958.949366 + Penalty 1554.526886 = -277404.422479 nChanged 40 SP:Iteration 21Q (157.126572 sec): 3 clusters Score: Raw -278981.764905 + Penalty 1554.526886 = -277427.238018 nChanged 34 SP:Iteration 22Q (157.138900 sec): 3 clusters Score: Raw -279000.556257 + Penalty 1554.526886 = -277446.029371 nChanged 32 SP:Iteration 23Q (157.151299 sec): 3 clusters Score: Raw -279016.916793 + Penalty 1554.526886 = -277462.389906 nChanged 33 SP:Iteration 24Q (157.163766 sec): 3 clusters Score: Raw -279032.987363 + Penalty 1554.526886 = -277478.460477 nChanged 31 SP:Iteration 25Q (157.176183 sec): 3 clusters Score: Raw -279052.818934 + Penalty 1554.526886 = -277498.292048 nChanged 36 SP:Iteration 26Q (157.188559 sec): 3 clusters Score: Raw -279079.412286 + Penalty 1554.526886 = -277524.885400 nChanged 35 SP:Iteration 27Q (157.200926 sec): 3 clusters Score: Raw -279103.010719 + Penalty 1554.526886 = -277548.483833 nChanged 33 SP:Iteration 28Q (157.213287 sec): 3 clusters Score: Raw -279128.727811 + Penalty 1554.526886 = -277574.200924 nChanged 32 SP:Iteration 29Q (157.225447 sec): 3 clusters Score: Raw -279153.405808 + Penalty 1554.526886 = -277598.878922 nChanged 18 SP:Iteration 30Q (157.237711 sec): 3 clusters Score: Raw -279171.164665 + Penalty 1554.526886 = -277616.637778 nChanged 13 SP:Iteration 31Q (157.249802 sec): 3 clusters Score: Raw -279185.991211 + Penalty 1554.526886 = -277631.464325 nChanged 10 SP:Iteration 32Q (157.262069 sec): 3 clusters Score: Raw -279195.433588 + Penalty 1554.526886 = -277640.906701 nChanged 6 SP:Iteration 33Q (157.274143 sec): 3 clusters Score: Raw -279199.428292 + Penalty 1554.526886 = -277644.901406 nChanged 3 SP:Iteration 34Q (157.286315 sec): 3 clusters Score: Raw -279201.670083 + Penalty 1554.526886 = -277647.143196 nChanged 4 SP:Iteration 35Q (157.298501 sec): 3 clusters Score: Raw -279205.477167 + Penalty 1554.526886 = -277650.950280 nChanged 5 SP:Iteration 36Q (157.310764 sec): 3 clusters Score: Raw -279210.398337 + Penalty 1554.526886 = -277655.871451 nChanged 6 SP:Iteration 37Q (157.322796 sec): 3 clusters Score: Raw -279217.402867 + Penalty 1554.526886 = -277662.875980 nChanged 7 SP:Iteration 38Q (157.334281 sec): 3 clusters Score: Raw -279222.398552 + Penalty 1554.526886 = -277667.871665 nChanged 5 SP:Iteration 39Q (157.346281 sec): 3 clusters Score: Raw -279226.512106 + Penalty 1554.526886 = -277671.985220 nChanged 4 SP:Iteration 40F (157.359182 sec): 3 clusters Score: Raw -279229.288581 + Penalty 1554.526886 = -277674.761695 nChanged 6 SP:Iteration 41Q (157.371288 sec): 3 clusters Score: Raw -279232.585122 + Penalty 1554.526886 = -277678.058236 nChanged 8 SP:Iteration 42Q (157.383412 sec): 3 clusters Score: Raw -279238.303456 + Penalty 1554.526886 = -277683.776570 nChanged 7 SP:Iteration 43Q (157.395716 sec): 3 clusters Score: Raw -279242.306566 + Penalty 1554.526886 = -277687.779680 nChanged 4 SP:Iteration 44Q (157.407956 sec): 3 clusters Score: Raw -279243.859850 + Penalty 1554.526886 = -277689.332963 nChanged 2 SP:Iteration 45Q (157.420070 sec): 3 clusters Score: Raw -279245.113118 + Penalty 1554.526886 = -277690.586232 nChanged 0 SP:Iteration 46F (157.432876 sec): 3 clusters Score: Raw -279245.113118 + Penalty 1554.526886 = -277690.586232 nChanged 0 Trying to split cluster 2 (2105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (157.446725 sec): 2 clusters Score: Raw -168587.425304 + Penalty 726.946721 = -167860.478583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (157.455413 sec): 3 clusters Score: Raw -167556.406690 + Penalty 1453.893442 = -166102.513248 nChanged 807 SP:Iteration 1F (157.463312 sec): 3 clusters Score: Raw -168087.259927 + Penalty 1453.893442 = -166633.366485 nChanged 186 SP:Iteration 2F (157.482796 sec): 3 clusters Score: Raw -168234.782225 + Penalty 1453.893442 = -166780.888783 nChanged 133 SP:Iteration 3F (157.500449 sec): 3 clusters Score: Raw -168329.751434 + Penalty 1453.893442 = -166875.857992 nChanged 100 SP:Iteration 4Q (157.508456 sec): 3 clusters Score: Raw -168407.201035 + Penalty 1453.893442 = -166953.307593 nChanged 93 SP:Iteration 5Q (157.516378 sec): 3 clusters Score: Raw -168466.778048 + Penalty 1453.893442 = -167012.884606 nChanged 67 SP:Iteration 6Q (157.524303 sec): 3 clusters Score: Raw -168514.747879 + Penalty 1453.893442 = -167060.854437 nChanged 58 SP:Iteration 7Q (157.532054 sec): 3 clusters Score: Raw -168562.273556 + Penalty 1453.893442 = -167108.380114 nChanged 57 SP:Iteration 8Q (157.539752 sec): 3 clusters Score: Raw -168591.720664 + Penalty 1453.893442 = -167137.827223 nChanged 46 SP:Iteration 9Q (157.547525 sec): 3 clusters Score: Raw -168618.031847 + Penalty 1453.893442 = -167164.138405 nChanged 44 SP:Iteration 10Q (157.555575 sec): 3 clusters Score: Raw -168641.982171 + Penalty 1453.893442 = -167188.088730 nChanged 37 SP:Iteration 11Q (157.563601 sec): 3 clusters Score: Raw -168655.612567 + Penalty 1453.893442 = -167201.719125 nChanged 17 SP:Iteration 12Q (157.571352 sec): 3 clusters Score: Raw -168665.866215 + Penalty 1453.893442 = -167211.972774 nChanged 22 SP:Iteration 13Q (157.579115 sec): 3 clusters Score: Raw -168678.189178 + Penalty 1453.893442 = -167224.295736 nChanged 24 SP:Iteration 14Q (157.586849 sec): 3 clusters Score: Raw -168692.539941 + Penalty 1453.893442 = -167238.646500 nChanged 30 SP:Iteration 15Q (157.594782 sec): 3 clusters Score: Raw -168708.288778 + Penalty 1453.893442 = -167254.395336 nChanged 22 SP:Iteration 16Q (157.602513 sec): 3 clusters Score: Raw -168723.504141 + Penalty 1453.893442 = -167269.610699 nChanged 21 SP:Iteration 17Q (157.610359 sec): 3 clusters Score: Raw -168732.895554 + Penalty 1453.893442 = -167279.002113 nChanged 16 SP:Iteration 18Q (157.618124 sec): 3 clusters Score: Raw -168739.679716 + Penalty 1453.893442 = -167285.786274 nChanged 12 SP:Iteration 19Q (157.625944 sec): 3 clusters Score: Raw -168744.616169 + Penalty 1453.893442 = -167290.722727 nChanged 10 SP:Iteration 20F (157.633859 sec): 3 clusters Score: Raw -168749.233106 + Penalty 1453.893442 = -167295.339664 nChanged 15 SP:Iteration 21Q (157.641660 sec): 3 clusters Score: Raw -168755.052250 + Penalty 1453.893442 = -167301.158809 nChanged 17 SP:Iteration 22Q (157.649474 sec): 3 clusters Score: Raw -168764.302044 + Penalty 1453.893442 = -167310.408602 nChanged 17 SP:Iteration 23Q (157.657342 sec): 3 clusters Score: Raw -168772.395151 + Penalty 1453.893442 = -167318.501709 nChanged 12 SP:Iteration 24Q (157.665130 sec): 3 clusters Score: Raw -168778.521405 + Penalty 1453.893442 = -167324.627963 nChanged 18 SP:Iteration 25Q (157.672865 sec): 3 clusters Score: Raw -168787.927307 + Penalty 1453.893442 = -167334.033865 nChanged 12 SP:Iteration 26Q (157.680614 sec): 3 clusters Score: Raw -168791.235009 + Penalty 1453.893442 = -167337.341567 nChanged 8 SP:Iteration 27Q (157.688574 sec): 3 clusters Score: Raw -168794.858872 + Penalty 1453.893442 = -167340.965430 nChanged 5 SP:Iteration 28Q (157.696302 sec): 3 clusters Score: Raw -168796.291405 + Penalty 1453.893442 = -167342.397963 nChanged 5 SP:Iteration 29Q (157.704055 sec): 3 clusters Score: Raw -168798.325265 + Penalty 1453.893442 = -167344.431823 nChanged 3 SP:Iteration 30Q (157.711785 sec): 3 clusters Score: Raw -168799.099712 + Penalty 1453.893442 = -167345.206270 nChanged 6 SP:Iteration 31Q (157.719589 sec): 3 clusters Score: Raw -168801.123604 + Penalty 1453.893442 = -167347.230162 nChanged 5 SP:Iteration 32Q (157.727370 sec): 3 clusters Score: Raw -168802.797213 + Penalty 1453.893442 = -167348.903771 nChanged 6 SP:Iteration 33Q (157.735104 sec): 3 clusters Score: Raw -168804.802173 + Penalty 1453.893442 = -167350.908731 nChanged 8 SP:Iteration 34Q (157.742946 sec): 3 clusters Score: Raw -168807.307058 + Penalty 1453.893442 = -167353.413616 nChanged 6 SP:Iteration 35Q (157.750699 sec): 3 clusters Score: Raw -168809.967198 + Penalty 1453.893442 = -167356.073757 nChanged 4 SP:Iteration 36Q (157.758477 sec): 3 clusters Score: Raw -168811.872222 + Penalty 1453.893442 = -167357.978781 nChanged 7 SP:Iteration 37Q (157.766237 sec): 3 clusters Score: Raw -168814.475916 + Penalty 1453.893442 = -167360.582474 nChanged 9 SP:Iteration 38Q (157.773962 sec): 3 clusters Score: Raw -168818.191618 + Penalty 1453.893442 = -167364.298176 nChanged 6 SP:Iteration 39Q (157.781759 sec): 3 clusters Score: Raw -168821.384569 + Penalty 1453.893442 = -167367.491127 nChanged 9 SP:Iteration 40F (157.789668 sec): 3 clusters Score: Raw -168825.126340 + Penalty 1453.893442 = -167371.232898 nChanged 13 SP:Iteration 41Q (157.797420 sec): 3 clusters Score: Raw -168830.618305 + Penalty 1453.893442 = -167376.724863 nChanged 10 SP:Iteration 42Q (157.805097 sec): 3 clusters Score: Raw -168834.169295 + Penalty 1453.893442 = -167380.275853 nChanged 7 SP:Iteration 43Q (157.812954 sec): 3 clusters Score: Raw -168837.918595 + Penalty 1453.893442 = -167384.025153 nChanged 5 SP:Iteration 44Q (157.820730 sec): 3 clusters Score: Raw -168840.359699 + Penalty 1453.893442 = -167386.466257 nChanged 7 SP:Iteration 45Q (157.828448 sec): 3 clusters Score: Raw -168843.076031 + Penalty 1453.893442 = -167389.182589 nChanged 9 SP:Iteration 46Q (157.836150 sec): 3 clusters Score: Raw -168845.642661 + Penalty 1453.893442 = -167391.749219 nChanged 8 SP:Iteration 47Q (157.844027 sec): 3 clusters Score: Raw -168848.350778 + Penalty 1453.893442 = -167394.457337 nChanged 7 SP:Iteration 48Q (157.851683 sec): 3 clusters Score: Raw -168850.964707 + Penalty 1453.893442 = -167397.071265 nChanged 8 SP:Iteration 49Q (157.859427 sec): 3 clusters Score: Raw -168854.590211 + Penalty 1453.893442 = -167400.696769 nChanged 6 SP:Iteration 50Q (157.867198 sec): 3 clusters Score: Raw -168856.391245 + Penalty 1453.893442 = -167402.497803 nChanged 6 SP:Iteration 51Q (157.875067 sec): 3 clusters Score: Raw -168858.821507 + Penalty 1453.893442 = -167404.928066 nChanged 2 SP:Iteration 52Q (157.882815 sec): 3 clusters Score: Raw -168859.063559 + Penalty 1453.893442 = -167405.170117 nChanged 2 SP:Iteration 53Q (157.890509 sec): 3 clusters Score: Raw -168859.318379 + Penalty 1453.893442 = -167405.424937 nChanged 4 SP:Iteration 54Q (157.898178 sec): 3 clusters Score: Raw -168860.687114 + Penalty 1453.893442 = -167406.793672 nChanged 3 SP:Iteration 55Q (157.905965 sec): 3 clusters Score: Raw -168861.436579 + Penalty 1453.893442 = -167407.543137 nChanged 1 SP:Iteration 56Q (157.915723 sec): 3 clusters Score: Raw -168861.575146 + Penalty 1453.893442 = -167407.681704 nChanged 1 SP:Iteration 57Q (157.923463 sec): 3 clusters Score: Raw -168861.759431 + Penalty 1453.893442 = -167407.865989 nChanged 1 SP:Iteration 58Q (157.931242 sec): 3 clusters Score: Raw -168861.915571 + Penalty 1453.893442 = -167408.022130 nChanged 2 SP:Iteration 59Q (157.939090 sec): 3 clusters Score: Raw -168862.758653 + Penalty 1453.893442 = -167408.865211 nChanged 1 SP:Iteration 60F (157.947018 sec): 3 clusters Score: Raw -168862.897768 + Penalty 1453.893442 = -167409.004326 nChanged 2 SP:Iteration 61Q (157.954749 sec): 3 clusters Score: Raw -168863.450914 + Penalty 1453.893442 = -167409.557472 nChanged 1 SP:Iteration 62Q (157.962414 sec): 3 clusters Score: Raw -168863.556487 + Penalty 1453.893442 = -167409.663045 nChanged 1 SP:Iteration 63Q (157.970250 sec): 3 clusters Score: Raw -168863.974620 + Penalty 1453.893442 = -167410.081178 nChanged 1 SP:Iteration 64Q (157.977906 sec): 3 clusters Score: Raw -168864.201369 + Penalty 1453.893442 = -167410.307927 nChanged 0 SP:Iteration 65F (157.985961 sec): 3 clusters Score: Raw -168864.201369 + Penalty 1453.893442 = -167410.307927 nChanged 0 Trying to split cluster 3 (23758 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (158.021323 sec): 2 clusters Score: Raw -1690109.468896 + Penalty 957.189087 = -1689152.279809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (158.062869 sec): 3 clusters Score: Raw -1675114.991319 + Penalty 1914.378173 = -1673200.613146 nChanged 11070 SP:Iteration 1F (158.114228 sec): 3 clusters Score: Raw -1681316.885384 + Penalty 1914.378173 = -1679402.507211 nChanged 971 SP:Iteration 2Q (158.153168 sec): 3 clusters Score: Raw -1681604.485516 + Penalty 1914.378173 = -1679690.107343 nChanged 932 SP:Iteration 3Q (158.192686 sec): 3 clusters Score: Raw -1681886.002897 + Penalty 1914.378173 = -1679971.624724 nChanged 918 SP:Iteration 4Q (158.232823 sec): 3 clusters Score: Raw -1682212.993376 + Penalty 1914.378173 = -1680298.615203 nChanged 991 SP:Iteration 5Q (158.272336 sec): 3 clusters Score: Raw -1682652.036766 + Penalty 1914.378173 = -1680737.658593 nChanged 1093 SP:Iteration 6Q (158.335569 sec): 3 clusters Score: Raw -1683170.424563 + Penalty 1914.378173 = -1681256.046390 nChanged 1142 SP:Iteration 7Q (158.374662 sec): 3 clusters Score: Raw -1683854.185928 + Penalty 1914.378173 = -1681939.807755 nChanged 1249 SP:Iteration 8F (158.413738 sec): 3 clusters Score: Raw -1684684.470324 + Penalty 1914.378173 = -1682770.092151 nChanged 1303 SP:Iteration 9F (158.452278 sec): 3 clusters Score: Raw -1685582.483321 + Penalty 1914.378173 = -1683668.105148 nChanged 1272 SP:Iteration 10F (158.491156 sec): 3 clusters Score: Raw -1686482.147604 + Penalty 1914.378173 = -1684567.769431 nChanged 1147 SP:Iteration 11Q (158.529431 sec): 3 clusters Score: Raw -1687140.489238 + Penalty 1914.378173 = -1685226.111065 nChanged 810 SP:Iteration 12Q (158.567356 sec): 3 clusters Score: Raw -1687514.080922 + Penalty 1914.378173 = -1685599.702749 nChanged 645 SP:Iteration 13Q (158.604956 sec): 3 clusters Score: Raw -1687751.209930 + Penalty 1914.378173 = -1685836.831757 nChanged 473 SP:Iteration 14Q (158.642341 sec): 3 clusters Score: Raw -1687894.807783 + Penalty 1914.378173 = -1685980.429610 nChanged 380 SP:Iteration 15Q (158.679519 sec): 3 clusters Score: Raw -1688006.808931 + Penalty 1914.378173 = -1686092.430758 nChanged 312 SP:Iteration 16Q (158.716824 sec): 3 clusters Score: Raw -1688110.653121 + Penalty 1914.378173 = -1686196.274948 nChanged 311 SP:Iteration 17Q (158.753762 sec): 3 clusters Score: Raw -1688218.085001 + Penalty 1914.378173 = -1686303.706828 nChanged 319 SP:Iteration 18Q (158.790400 sec): 3 clusters Score: Raw -1688334.744253 + Penalty 1914.378173 = -1686420.366080 nChanged 329 SP:Iteration 19Q (158.826998 sec): 3 clusters Score: Raw -1688454.091856 + Penalty 1914.378173 = -1686539.713683 nChanged 303 SP:Iteration 20F (158.865809 sec): 3 clusters Score: Raw -1688565.697999 + Penalty 1914.378173 = -1686651.319826 nChanged 289 SP:Iteration 21Q (158.902322 sec): 3 clusters Score: Raw -1688676.446656 + Penalty 1914.378173 = -1686762.068483 nChanged 261 SP:Iteration 22Q (158.938328 sec): 3 clusters Score: Raw -1688780.913733 + Penalty 1914.378173 = -1686866.535560 nChanged 265 SP:Iteration 23Q (158.974420 sec): 3 clusters Score: Raw -1688895.334281 + Penalty 1914.378173 = -1686980.956108 nChanged 265 SP:Iteration 24Q (159.010183 sec): 3 clusters Score: Raw -1689013.214555 + Penalty 1914.378173 = -1687098.836382 nChanged 258 SP:Iteration 25Q (159.045819 sec): 3 clusters Score: Raw -1689126.480512 + Penalty 1914.378173 = -1687212.102339 nChanged 215 SP:Iteration 26Q (159.081420 sec): 3 clusters Score: Raw -1689214.225841 + Penalty 1914.378173 = -1687299.847668 nChanged 205 SP:Iteration 27Q (159.116919 sec): 3 clusters Score: Raw -1689290.704607 + Penalty 1914.378173 = -1687376.326434 nChanged 200 SP:Iteration 28Q (159.152184 sec): 3 clusters Score: Raw -1689366.083932 + Penalty 1914.378173 = -1687451.705759 nChanged 195 SP:Iteration 29Q (159.187133 sec): 3 clusters Score: Raw -1689440.634231 + Penalty 1914.378173 = -1687526.256058 nChanged 187 SP:Iteration 30Q (159.222194 sec): 3 clusters Score: Raw -1689513.769052 + Penalty 1914.378173 = -1687599.390879 nChanged 172 SP:Iteration 31Q (159.257366 sec): 3 clusters Score: Raw -1689579.819004 + Penalty 1914.378173 = -1687665.440831 nChanged 186 SP:Iteration 32Q (159.292261 sec): 3 clusters Score: Raw -1689670.241793 + Penalty 1914.378173 = -1687755.863620 nChanged 194 SP:Iteration 33Q (159.326574 sec): 3 clusters Score: Raw -1689763.768107 + Penalty 1914.378173 = -1687849.389933 nChanged 171 SP:Iteration 34Q (159.360909 sec): 3 clusters Score: Raw -1689841.852291 + Penalty 1914.378173 = -1687927.474118 nChanged 141 SP:Iteration 35Q (159.395059 sec): 3 clusters Score: Raw -1689908.989992 + Penalty 1914.378173 = -1687994.611819 nChanged 114 SP:Iteration 36Q (159.429293 sec): 3 clusters Score: Raw -1689963.695325 + Penalty 1914.378173 = -1688049.317152 nChanged 114 SP:Iteration 37Q (159.463282 sec): 3 clusters Score: Raw -1690023.351742 + Penalty 1914.378173 = -1688108.973569 nChanged 99 SP:Iteration 38Q (159.497289 sec): 3 clusters Score: Raw -1690080.375064 + Penalty 1914.378173 = -1688165.996891 nChanged 91 SP:Iteration 39Q (159.531103 sec): 3 clusters Score: Raw -1690126.208027 + Penalty 1914.378173 = -1688211.829854 nChanged 67 SP:Iteration 40F (159.574396 sec): 3 clusters Score: Raw -1690154.950182 + Penalty 1914.378173 = -1688240.572009 nChanged 54 SP:Iteration 41Q (159.608115 sec): 3 clusters Score: Raw -1690178.584188 + Penalty 1914.378173 = -1688264.206015 nChanged 42 SP:Iteration 42Q (159.641778 sec): 3 clusters Score: Raw -1690196.501294 + Penalty 1914.378173 = -1688282.123121 nChanged 37 SP:Iteration 43Q (159.675070 sec): 3 clusters Score: Raw -1690211.210673 + Penalty 1914.378173 = -1688296.832500 nChanged 26 SP:Iteration 44Q (159.708562 sec): 3 clusters Score: Raw -1690223.852664 + Penalty 1914.378173 = -1688309.474490 nChanged 27 SP:Iteration 45Q (159.754519 sec): 3 clusters Score: Raw -1690237.801460 + Penalty 1914.378173 = -1688323.423287 nChanged 28 SP:Iteration 46Q (159.787731 sec): 3 clusters Score: Raw -1690252.119986 + Penalty 1914.378173 = -1688337.741813 nChanged 29 SP:Iteration 47Q (159.820918 sec): 3 clusters Score: Raw -1690267.232969 + Penalty 1914.378173 = -1688352.854796 nChanged 25 SP:Iteration 48Q (159.854595 sec): 3 clusters Score: Raw -1690280.058056 + Penalty 1914.378173 = -1688365.679883 nChanged 17 SP:Iteration 49Q (159.887954 sec): 3 clusters Score: Raw -1690286.546580 + Penalty 1914.378173 = -1688372.168407 nChanged 10 SP:Iteration 50Q (159.921414 sec): 3 clusters Score: Raw -1690289.937738 + Penalty 1914.378173 = -1688375.559565 nChanged 4 SP:Iteration 51Q (159.954994 sec): 3 clusters Score: Raw -1690291.130766 + Penalty 1914.378173 = -1688376.752593 nChanged 2 SP:Iteration 52Q (159.988352 sec): 3 clusters Score: Raw -1690292.047568 + Penalty 1914.378173 = -1688377.669395 nChanged 3 SP:Iteration 53Q (160.021911 sec): 3 clusters Score: Raw -1690293.543877 + Penalty 1914.378173 = -1688379.165704 nChanged 5 SP:Iteration 54Q (160.055319 sec): 3 clusters Score: Raw -1690296.452960 + Penalty 1914.378173 = -1688382.074787 nChanged 3 SP:Iteration 55Q (160.088662 sec): 3 clusters Score: Raw -1690297.614386 + Penalty 1914.378173 = -1688383.236213 nChanged 4 SP:Iteration 56Q (160.122201 sec): 3 clusters Score: Raw -1690299.092271 + Penalty 1914.378173 = -1688384.714098 nChanged 2 SP:Iteration 57Q (160.155507 sec): 3 clusters Score: Raw -1690300.053811 + Penalty 1914.378173 = -1688385.675638 nChanged 2 SP:Iteration 58Q (160.188845 sec): 3 clusters Score: Raw -1690300.984595 + Penalty 1914.378173 = -1688386.606422 nChanged 0 SP:Iteration 59F (160.227161 sec): 3 clusters Score: Raw -1690300.984595 + Penalty 1914.378173 = -1688386.606422 nChanged 0 Trying to split cluster 4 (16585 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (160.252699 sec): 2 clusters Score: Raw -1180916.006539 + Penalty 923.044125 = -1179992.962414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (160.285674 sec): 3 clusters Score: Raw -1170788.386291 + Penalty 1846.088251 = -1168942.298040 nChanged 7581 SP:Iteration 1F (160.318628 sec): 3 clusters Score: Raw -1175100.769959 + Penalty 1846.088251 = -1173254.681708 nChanged 1176 SP:Iteration 2F (160.349644 sec): 3 clusters Score: Raw -1175778.437286 + Penalty 1846.088251 = -1173932.349036 nChanged 1294 SP:Iteration 3F (160.380600 sec): 3 clusters Score: Raw -1176715.052931 + Penalty 1846.088251 = -1174868.964680 nChanged 1387 SP:Iteration 4F (160.411816 sec): 3 clusters Score: Raw -1178026.714428 + Penalty 1846.088251 = -1176180.626177 nChanged 1391 SP:Iteration 5F (160.442786 sec): 3 clusters Score: Raw -1179431.465434 + Penalty 1846.088251 = -1177585.377184 nChanged 1085 SP:Iteration 6F (160.473887 sec): 3 clusters Score: Raw -1180477.793010 + Penalty 1846.088251 = -1178631.704759 nChanged 758 SP:Iteration 7Q (160.505354 sec): 3 clusters Score: Raw -1181076.661230 + Penalty 1846.088251 = -1179230.572979 nChanged 498 SP:Iteration 8Q (160.536650 sec): 3 clusters Score: Raw -1181401.689131 + Penalty 1846.088251 = -1179555.600880 nChanged 337 SP:Iteration 9Q (160.567506 sec): 3 clusters Score: Raw -1181573.788520 + Penalty 1846.088251 = -1179727.700269 nChanged 246 SP:Iteration 10Q (160.598230 sec): 3 clusters Score: Raw -1181701.325637 + Penalty 1846.088251 = -1179855.237386 nChanged 196 SP:Iteration 11Q (160.628418 sec): 3 clusters Score: Raw -1181826.615268 + Penalty 1846.088251 = -1179980.527017 nChanged 197 SP:Iteration 12Q (160.688395 sec): 3 clusters Score: Raw -1182019.208685 + Penalty 1846.088251 = -1180173.120434 nChanged 162 SP:Iteration 13Q (160.752342 sec): 3 clusters Score: Raw -1182204.284198 + Penalty 1846.088251 = -1180358.195948 nChanged 138 SP:Iteration 14Q (160.785165 sec): 3 clusters Score: Raw -1182357.930759 + Penalty 1846.088251 = -1180511.842508 nChanged 117 SP:Iteration 15Q (160.814113 sec): 3 clusters Score: Raw -1182463.083403 + Penalty 1846.088251 = -1180616.995152 nChanged 97 SP:Iteration 16Q (160.842890 sec): 3 clusters Score: Raw -1182510.409757 + Penalty 1846.088251 = -1180664.321506 nChanged 63 SP:Iteration 17Q (160.871554 sec): 3 clusters Score: Raw -1182528.505544 + Penalty 1846.088251 = -1180682.417293 nChanged 43 SP:Iteration 18Q (160.900184 sec): 3 clusters Score: Raw -1182536.305116 + Penalty 1846.088251 = -1180690.216865 nChanged 21 SP:Iteration 19Q (160.928817 sec): 3 clusters Score: Raw -1182538.845475 + Penalty 1846.088251 = -1180692.757224 nChanged 11 SP:Iteration 20F (160.959671 sec): 3 clusters Score: Raw -1182540.149869 + Penalty 1846.088251 = -1180694.061618 nChanged 8 SP:Iteration 21Q (160.988381 sec): 3 clusters Score: Raw -1182540.742306 + Penalty 1846.088251 = -1180694.654055 nChanged 7 SP:Iteration 22Q (161.016861 sec): 3 clusters Score: Raw -1182541.273270 + Penalty 1846.088251 = -1180695.185019 nChanged 5 SP:Iteration 23Q (161.045591 sec): 3 clusters Score: Raw -1182541.591742 + Penalty 1846.088251 = -1180695.503491 nChanged 5 SP:Iteration 24Q (161.074054 sec): 3 clusters Score: Raw -1182541.969357 + Penalty 1846.088251 = -1180695.881106 nChanged 8 SP:Iteration 25Q (161.102613 sec): 3 clusters Score: Raw -1182542.666080 + Penalty 1846.088251 = -1180696.577829 nChanged 2 SP:Iteration 26Q (161.131213 sec): 3 clusters Score: Raw -1182542.942557 + Penalty 1846.088251 = -1180696.854306 nChanged 4 SP:Iteration 27Q (161.159812 sec): 3 clusters Score: Raw -1182543.658684 + Penalty 1846.088251 = -1180697.570433 nChanged 9 SP:Iteration 28Q (161.188284 sec): 3 clusters Score: Raw -1182544.914035 + Penalty 1846.088251 = -1180698.825784 nChanged 8 SP:Iteration 29Q (161.216835 sec): 3 clusters Score: Raw -1182546.247134 + Penalty 1846.088251 = -1180700.158883 nChanged 7 SP:Iteration 30Q (161.245408 sec): 3 clusters Score: Raw -1182546.610500 + Penalty 1846.088251 = -1180700.522249 nChanged 2 SP:Iteration 31Q (161.274128 sec): 3 clusters Score: Raw -1182546.743795 + Penalty 1846.088251 = -1180700.655544 nChanged 1 SP:Iteration 32Q (161.302720 sec): 3 clusters Score: Raw -1182546.788611 + Penalty 1846.088251 = -1180700.700360 nChanged 4 SP:Iteration 33Q (161.331251 sec): 3 clusters Score: Raw -1182547.351108 + Penalty 1846.088251 = -1180701.262857 nChanged 3 SP:Iteration 34Q (161.359799 sec): 3 clusters Score: Raw -1182547.648650 + Penalty 1846.088251 = -1180701.560400 nChanged 0 SP:Iteration 35F (161.390848 sec): 3 clusters Score: Raw -1182547.648650 + Penalty 1846.088251 = -1180701.560400 nChanged 0 Score: Raw -25355830.788449 + Penalty 21862.044541 = -25333968.743908 Splitting cluster 4 changes total score from -25333531.783208 to -25333968.743908 So it's getting split into cluster 15. Trying to split cluster 5 (2023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.399379 sec): 2 clusters Score: Raw -142835.748103 + Penalty 723.172000 = -142112.576103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.407638 sec): 3 clusters Score: Raw -141844.663533 + Penalty 1446.343999 = -140398.319534 nChanged 796 SP:Iteration 1F (164.415192 sec): 3 clusters Score: Raw -142297.531998 + Penalty 1446.343999 = -140851.187999 nChanged 154 SP:Iteration 2F (164.422798 sec): 3 clusters Score: Raw -142388.987592 + Penalty 1446.343999 = -140942.643593 nChanged 109 SP:Iteration 3F (164.430392 sec): 3 clusters Score: Raw -142444.769904 + Penalty 1446.343999 = -140998.425905 nChanged 75 SP:Iteration 4Q (164.437958 sec): 3 clusters Score: Raw -142480.923713 + Penalty 1446.343999 = -141034.579714 nChanged 61 SP:Iteration 5Q (164.445521 sec): 3 clusters Score: Raw -142508.288734 + Penalty 1446.343999 = -141061.944735 nChanged 55 SP:Iteration 6Q (164.453087 sec): 3 clusters Score: Raw -142534.547190 + Penalty 1446.343999 = -141088.203191 nChanged 46 SP:Iteration 7Q (164.460804 sec): 3 clusters Score: Raw -142553.974379 + Penalty 1446.343999 = -141107.630380 nChanged 42 SP:Iteration 8Q (164.468315 sec): 3 clusters Score: Raw -142572.145753 + Penalty 1446.343999 = -141125.801754 nChanged 36 SP:Iteration 9Q (164.475811 sec): 3 clusters Score: Raw -142589.028692 + Penalty 1446.343999 = -141142.684693 nChanged 31 SP:Iteration 10Q (164.483391 sec): 3 clusters Score: Raw -142604.146925 + Penalty 1446.343999 = -141157.802926 nChanged 34 SP:Iteration 11Q (164.491019 sec): 3 clusters Score: Raw -142623.117613 + Penalty 1446.343999 = -141176.773614 nChanged 36 SP:Iteration 12Q (164.498475 sec): 3 clusters Score: Raw -142641.463598 + Penalty 1446.343999 = -141195.119599 nChanged 33 SP:Iteration 13Q (164.505972 sec): 3 clusters Score: Raw -142658.348929 + Penalty 1446.343999 = -141212.004930 nChanged 36 SP:Iteration 14Q (164.513434 sec): 3 clusters Score: Raw -142681.767514 + Penalty 1446.343999 = -141235.423515 nChanged 45 SP:Iteration 15Q (164.521121 sec): 3 clusters Score: Raw -142713.584528 + Penalty 1446.343999 = -141267.240529 nChanged 46 SP:Iteration 16Q (164.528539 sec): 3 clusters Score: Raw -142745.846910 + Penalty 1446.343999 = -141299.502911 nChanged 47 SP:Iteration 17Q (164.536035 sec): 3 clusters Score: Raw -142774.722602 + Penalty 1446.343999 = -141328.378603 nChanged 46 SP:Iteration 18Q (164.543471 sec): 3 clusters Score: Raw -142809.670901 + Penalty 1446.343999 = -141363.326902 nChanged 42 SP:Iteration 19Q (164.551067 sec): 3 clusters Score: Raw -142831.465847 + Penalty 1446.343999 = -141385.121848 nChanged 34 SP:Iteration 20F (164.558491 sec): 3 clusters Score: Raw -142848.684428 + Penalty 1446.343999 = -141402.340429 nChanged 29 SP:Iteration 21Q (164.565914 sec): 3 clusters Score: Raw -142869.218145 + Penalty 1446.343999 = -141422.874146 nChanged 26 SP:Iteration 22Q (164.573236 sec): 3 clusters Score: Raw -142889.827910 + Penalty 1446.343999 = -141443.483911 nChanged 23 SP:Iteration 23Q (164.580717 sec): 3 clusters Score: Raw -142905.801739 + Penalty 1446.343999 = -141459.457739 nChanged 14 SP:Iteration 24Q (164.588127 sec): 3 clusters Score: Raw -142917.167737 + Penalty 1446.343999 = -141470.823738 nChanged 10 SP:Iteration 25Q (164.595471 sec): 3 clusters Score: Raw -142922.161252 + Penalty 1446.343999 = -141475.817253 nChanged 5 SP:Iteration 26Q (164.602743 sec): 3 clusters Score: Raw -142924.156163 + Penalty 1446.343999 = -141477.812164 nChanged 3 SP:Iteration 27Q (164.610485 sec): 3 clusters Score: Raw -142926.282782 + Penalty 1446.343999 = -141479.938783 nChanged 4 SP:Iteration 28Q (164.617879 sec): 3 clusters Score: Raw -142928.950439 + Penalty 1446.343999 = -141482.606440 nChanged 4 SP:Iteration 29Q (164.625153 sec): 3 clusters Score: Raw -142930.271436 + Penalty 1446.343999 = -141483.927437 nChanged 1 SP:Iteration 30Q (164.632415 sec): 3 clusters Score: Raw -142930.439495 + Penalty 1446.343999 = -141484.095496 nChanged 1 SP:Iteration 31Q (164.639845 sec): 3 clusters Score: Raw -142930.699378 + Penalty 1446.343999 = -141484.355379 nChanged 2 SP:Iteration 32Q (164.647144 sec): 3 clusters Score: Raw -142931.700983 + Penalty 1446.343999 = -141485.356984 nChanged 1 SP:Iteration 33Q (164.654521 sec): 3 clusters Score: Raw -142931.919937 + Penalty 1446.343999 = -141485.575938 nChanged 0 SP:Iteration 34F (164.661893 sec): 3 clusters Score: Raw -142931.919937 + Penalty 1446.343999 = -141485.575938 nChanged 0 Trying to split cluster 6 (405 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.669043 sec): 2 clusters Score: Raw -23158.460848 + Penalty 570.369271 = -22588.091576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.671191 sec): 3 clusters Score: Raw -23052.804046 + Penalty 1140.738543 = -21912.065504 nChanged 124 SP:Iteration 1F (164.673145 sec): 3 clusters Score: Raw -23206.987843 + Penalty 1140.738543 = -22066.249300 nChanged 29 SP:Iteration 2F (164.675213 sec): 3 clusters Score: Raw -23259.307848 + Penalty 1140.738543 = -22118.569305 nChanged 21 SP:Iteration 3F (164.677472 sec): 3 clusters Score: Raw -23302.557953 + Penalty 1140.738543 = -22161.819411 nChanged 20 SP:Iteration 4Q (164.679376 sec): 3 clusters Score: Raw -23341.537765 + Penalty 1140.738543 = -22200.799223 nChanged 15 SP:Iteration 5Q (164.681450 sec): 3 clusters Score: Raw -23383.805341 + Penalty 1140.738543 = -22243.066798 nChanged 13 SP:Iteration 6Q (164.683460 sec): 3 clusters Score: Raw -23395.639257 + Penalty 1140.738543 = -22254.900714 nChanged 5 SP:Iteration 7Q (164.685327 sec): 3 clusters Score: Raw -23401.722192 + Penalty 1140.738543 = -22260.983649 nChanged 6 SP:Iteration 8Q (164.687196 sec): 3 clusters Score: Raw -23407.628227 + Penalty 1140.738543 = -22266.889684 nChanged 3 SP:Iteration 9Q (164.689253 sec): 3 clusters Score: Raw -23414.900858 + Penalty 1140.738543 = -22274.162316 nChanged 5 SP:Iteration 10Q (164.691322 sec): 3 clusters Score: Raw -23442.952259 + Penalty 1140.738543 = -22302.213716 nChanged 10 SP:Iteration 11Q (164.693176 sec): 3 clusters Score: Raw -23463.530561 + Penalty 1140.738543 = -22322.792018 nChanged 14 SP:Iteration 12Q (164.695059 sec): 3 clusters Score: Raw -23503.173698 + Penalty 1140.738543 = -22362.435155 nChanged 13 SP:Iteration 13Q (164.696936 sec): 3 clusters Score: Raw -23557.402771 + Penalty 1140.738543 = -22416.664229 nChanged 14 SP:Iteration 14Q (164.699061 sec): 3 clusters Score: Raw -23604.170731 + Penalty 1140.738543 = -22463.432188 nChanged 5 SP:Iteration 15Q (164.700922 sec): 3 clusters Score: Raw -23616.360521 + Penalty 1140.738543 = -22475.621978 nChanged 6 SP:Iteration 16Q (164.702762 sec): 3 clusters Score: Raw -23626.577923 + Penalty 1140.738543 = -22485.839380 nChanged 3 SP:Iteration 17Q (164.704596 sec): 3 clusters Score: Raw -23630.558279 + Penalty 1140.738543 = -22489.819736 nChanged 1 SP:Iteration 18Q (164.706534 sec): 3 clusters Score: Raw -23631.862581 + Penalty 1140.738543 = -22491.124038 nChanged 2 SP:Iteration 19Q (164.708609 sec): 3 clusters Score: Raw -23633.829229 + Penalty 1140.738543 = -22493.090687 nChanged 2 SP:Iteration 20F (164.710543 sec): 3 clusters Score: Raw -23640.859000 + Penalty 1140.738543 = -22500.120458 nChanged 4 SP:Iteration 21Q (164.712385 sec): 3 clusters Score: Raw -23643.516932 + Penalty 1140.738543 = -22502.778389 nChanged 2 SP:Iteration 22Q (164.714327 sec): 3 clusters Score: Raw -23666.252044 + Penalty 1140.738543 = -22525.513501 nChanged 2 SP:Iteration 23Q (164.716154 sec): 3 clusters Score: Raw -23680.760628 + Penalty 1140.738543 = -22540.022086 nChanged 4 SP:Iteration 24Q (164.718008 sec): 3 clusters Score: Raw -23695.046371 + Penalty 1140.738543 = -22554.307828 nChanged 3 SP:Iteration 25Q (164.719860 sec): 3 clusters Score: Raw -23696.935476 + Penalty 1140.738543 = -22556.196934 nChanged 0 SP:Iteration 26F (164.721824 sec): 3 clusters Score: Raw -23696.935476 + Penalty 1140.738543 = -22556.196934 nChanged 0 Trying to split cluster 7 (71856 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (164.804897 sec): 2 clusters Score: Raw -5328468.697667 + Penalty 1062.329843 = -5327406.367824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (164.900756 sec): 3 clusters Score: Raw -5281510.982125 + Penalty 2124.659685 = -5279386.322440 nChanged 34526 SP:Iteration 1F (164.993857 sec): 3 clusters Score: Raw -5303095.613745 + Penalty 2124.659685 = -5300970.954059 nChanged 4374 SP:Iteration 2F (165.087089 sec): 3 clusters Score: Raw -5305649.983456 + Penalty 2124.659685 = -5303525.323771 nChanged 5321 SP:Iteration 3F (165.180155 sec): 3 clusters Score: Raw -5309280.546598 + Penalty 2124.659685 = -5307155.886912 nChanged 5656 SP:Iteration 4F (165.273111 sec): 3 clusters Score: Raw -5313852.262595 + Penalty 2124.659685 = -5311727.602910 nChanged 5314 SP:Iteration 5F (165.367331 sec): 3 clusters Score: Raw -5318727.951715 + Penalty 2124.659685 = -5316603.292030 nChanged 4263 SP:Iteration 6F (165.460402 sec): 3 clusters Score: Raw -5322989.695677 + Penalty 2124.659685 = -5320865.035992 nChanged 2843 SP:Iteration 7Q (165.555342 sec): 3 clusters Score: Raw -5326043.494148 + Penalty 2124.659685 = -5323918.834463 nChanged 1858 SP:Iteration 8Q (165.645541 sec): 3 clusters Score: Raw -5327869.007141 + Penalty 2124.659685 = -5325744.347456 nChanged 1308 SP:Iteration 9Q (165.732371 sec): 3 clusters Score: Raw -5329042.824723 + Penalty 2124.659685 = -5326918.165038 nChanged 917 SP:Iteration 10Q (165.816928 sec): 3 clusters Score: Raw -5329751.486985 + Penalty 2124.659685 = -5327626.827300 nChanged 655 SP:Iteration 11Q (165.900190 sec): 3 clusters Score: Raw -5330109.710553 + Penalty 2124.659685 = -5327985.050868 nChanged 496 SP:Iteration 12Q (165.983957 sec): 3 clusters Score: Raw -5330325.815956 + Penalty 2124.659685 = -5328201.156271 nChanged 419 SP:Iteration 13Q (166.066264 sec): 3 clusters Score: Raw -5330470.125757 + Penalty 2124.659685 = -5328345.466072 nChanged 287 SP:Iteration 14Q (166.147382 sec): 3 clusters Score: Raw -5330540.804119 + Penalty 2124.659685 = -5328416.144434 nChanged 215 SP:Iteration 15Q (166.228363 sec): 3 clusters Score: Raw -5330585.870443 + Penalty 2124.659685 = -5328461.210758 nChanged 198 SP:Iteration 16Q (166.309690 sec): 3 clusters Score: Raw -5330628.276235 + Penalty 2124.659685 = -5328503.616549 nChanged 210 SP:Iteration 17Q (166.390816 sec): 3 clusters Score: Raw -5330667.042043 + Penalty 2124.659685 = -5328542.382358 nChanged 181 SP:Iteration 18Q (166.471815 sec): 3 clusters Score: Raw -5330694.416944 + Penalty 2124.659685 = -5328569.757259 nChanged 126 SP:Iteration 19Q (166.552724 sec): 3 clusters Score: Raw -5330713.259644 + Penalty 2124.659685 = -5328588.599959 nChanged 128 SP:Iteration 20F (166.645324 sec): 3 clusters Score: Raw -5330729.412592 + Penalty 2124.659685 = -5328604.752907 nChanged 116 SP:Iteration 21Q (166.726288 sec): 3 clusters Score: Raw -5330742.233599 + Penalty 2124.659685 = -5328617.573914 nChanged 92 SP:Iteration 22Q (166.807072 sec): 3 clusters Score: Raw -5330752.244218 + Penalty 2124.659685 = -5328627.584533 nChanged 93 SP:Iteration 23Q (166.887976 sec): 3 clusters Score: Raw -5330763.450278 + Penalty 2124.659685 = -5328638.790593 nChanged 89 SP:Iteration 24Q (166.968740 sec): 3 clusters Score: Raw -5330773.472448 + Penalty 2124.659685 = -5328648.812763 nChanged 94 SP:Iteration 25Q (167.049766 sec): 3 clusters Score: Raw -5330782.672214 + Penalty 2124.659685 = -5328658.012529 nChanged 76 SP:Iteration 26Q (167.130396 sec): 3 clusters Score: Raw -5330789.817378 + Penalty 2124.659685 = -5328665.157693 nChanged 69 SP:Iteration 27Q (167.211247 sec): 3 clusters Score: Raw -5330796.024701 + Penalty 2124.659685 = -5328671.365015 nChanged 53 SP:Iteration 28Q (167.292154 sec): 3 clusters Score: Raw -5330800.366470 + Penalty 2124.659685 = -5328675.706785 nChanged 55 SP:Iteration 29Q (167.372847 sec): 3 clusters Score: Raw -5330804.938663 + Penalty 2124.659685 = -5328680.278978 nChanged 50 SP:Iteration 30Q (167.453261 sec): 3 clusters Score: Raw -5330808.896933 + Penalty 2124.659685 = -5328684.237248 nChanged 48 SP:Iteration 31Q (167.533918 sec): 3 clusters Score: Raw -5330812.719980 + Penalty 2124.659685 = -5328688.060295 nChanged 46 SP:Iteration 32Q (167.614566 sec): 3 clusters Score: Raw -5330815.889715 + Penalty 2124.659685 = -5328691.230030 nChanged 41 SP:Iteration 33Q (167.695002 sec): 3 clusters Score: Raw -5330818.940802 + Penalty 2124.659685 = -5328694.281116 nChanged 40 SP:Iteration 34Q (167.775998 sec): 3 clusters Score: Raw -5330822.225354 + Penalty 2124.659685 = -5328697.565669 nChanged 35 SP:Iteration 35Q (167.856201 sec): 3 clusters Score: Raw -5330824.169463 + Penalty 2124.659685 = -5328699.509778 nChanged 31 SP:Iteration 36Q (167.936511 sec): 3 clusters Score: Raw -5330826.290753 + Penalty 2124.659685 = -5328701.631068 nChanged 28 SP:Iteration 37Q (168.016992 sec): 3 clusters Score: Raw -5330828.121713 + Penalty 2124.659685 = -5328703.462028 nChanged 33 SP:Iteration 38Q (168.097121 sec): 3 clusters Score: Raw -5330830.012231 + Penalty 2124.659685 = -5328705.352546 nChanged 26 SP:Iteration 39Q (168.177593 sec): 3 clusters Score: Raw -5330831.224437 + Penalty 2124.659685 = -5328706.564752 nChanged 27 SP:Iteration 40F (168.270600 sec): 3 clusters Score: Raw -5330832.548979 + Penalty 2124.659685 = -5328707.889294 nChanged 26 SP:Iteration 41Q (168.350694 sec): 3 clusters Score: Raw -5330833.835536 + Penalty 2124.659685 = -5328709.175851 nChanged 24 SP:Iteration 42Q (168.431140 sec): 3 clusters Score: Raw -5330835.262874 + Penalty 2124.659685 = -5328710.603189 nChanged 22 SP:Iteration 43Q (168.511042 sec): 3 clusters Score: Raw -5330836.920370 + Penalty 2124.659685 = -5328712.260685 nChanged 25 SP:Iteration 44Q (168.589374 sec): 3 clusters Score: Raw -5330838.496950 + Penalty 2124.659685 = -5328713.837264 nChanged 29 SP:Iteration 45Q (168.670612 sec): 3 clusters Score: Raw -5330839.918779 + Penalty 2124.659685 = -5328715.259093 nChanged 25 SP:Iteration 46Q (168.750644 sec): 3 clusters Score: Raw -5330841.043849 + Penalty 2124.659685 = -5328716.384164 nChanged 28 SP:Iteration 47Q (168.830513 sec): 3 clusters Score: Raw -5330842.461148 + Penalty 2124.659685 = -5328717.801463 nChanged 32 SP:Iteration 48Q (168.910980 sec): 3 clusters Score: Raw -5330844.358452 + Penalty 2124.659685 = -5328719.698767 nChanged 29 SP:Iteration 49Q (168.991533 sec): 3 clusters Score: Raw -5330846.112198 + Penalty 2124.659685 = -5328721.452512 nChanged 19 SP:Iteration 50Q (169.071579 sec): 3 clusters Score: Raw -5330846.903313 + Penalty 2124.659685 = -5328722.243628 nChanged 16 SP:Iteration 51Q (169.151821 sec): 3 clusters Score: Raw -5330847.615562 + Penalty 2124.659685 = -5328722.955877 nChanged 12 SP:Iteration 52Q (169.232160 sec): 3 clusters Score: Raw -5330848.163572 + Penalty 2124.659685 = -5328723.503887 nChanged 8 SP:Iteration 53Q (169.312217 sec): 3 clusters Score: Raw -5330848.396753 + Penalty 2124.659685 = -5328723.737068 nChanged 6 SP:Iteration 54Q (169.392816 sec): 3 clusters Score: Raw -5330848.609799 + Penalty 2124.659685 = -5328723.950114 nChanged 3 SP:Iteration 55Q (169.472957 sec): 3 clusters Score: Raw -5330848.776374 + Penalty 2124.659685 = -5328724.116689 nChanged 6 SP:Iteration 56Q (169.577670 sec): 3 clusters Score: Raw -5330849.143393 + Penalty 2124.659685 = -5328724.483707 nChanged 5 SP:Iteration 57Q (169.658038 sec): 3 clusters Score: Raw -5330849.352690 + Penalty 2124.659685 = -5328724.693005 nChanged 2 SP:Iteration 58Q (169.738623 sec): 3 clusters Score: Raw -5330849.420433 + Penalty 2124.659685 = -5328724.760748 nChanged 3 SP:Iteration 59Q (169.818988 sec): 3 clusters Score: Raw -5330849.582450 + Penalty 2124.659685 = -5328724.922765 nChanged 0 SP:Iteration 60F (169.922578 sec): 3 clusters Score: Raw -5330849.582450 + Penalty 2124.659685 = -5328724.922765 nChanged 0 Score: Raw -25358211.673232 + Penalty 23076.602571 = -25335135.070662 Splitting cluster 7 changes total score from -25333531.783208 to -25335135.070662 So it's getting split into cluster 18. Trying to split cluster 8 (2933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.159976 sec): 2 clusters Score: Raw -210825.361634 + Penalty 758.459202 = -210066.902432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.171912 sec): 3 clusters Score: Raw -209325.668255 + Penalty 1516.918403 = -207808.749852 nChanged 1167 SP:Iteration 1F (173.182977 sec): 3 clusters Score: Raw -209912.083510 + Penalty 1516.918403 = -208395.165107 nChanged 211 SP:Iteration 2F (173.193821 sec): 3 clusters Score: Raw -210006.674667 + Penalty 1516.918403 = -208489.756264 nChanged 148 SP:Iteration 3F (173.204912 sec): 3 clusters Score: Raw -210080.971575 + Penalty 1516.918403 = -208564.053171 nChanged 136 SP:Iteration 4Q (173.215962 sec): 3 clusters Score: Raw -210144.427836 + Penalty 1516.918403 = -208627.509433 nChanged 110 SP:Iteration 5Q (173.226896 sec): 3 clusters Score: Raw -210198.257699 + Penalty 1516.918403 = -208681.339295 nChanged 93 SP:Iteration 6Q (173.237894 sec): 3 clusters Score: Raw -210243.708004 + Penalty 1516.918403 = -208726.789601 nChanged 82 SP:Iteration 7Q (173.249051 sec): 3 clusters Score: Raw -210282.675177 + Penalty 1516.918403 = -208765.756774 nChanged 66 SP:Iteration 8Q (173.259940 sec): 3 clusters Score: Raw -210311.220023 + Penalty 1516.918403 = -208794.301620 nChanged 58 SP:Iteration 9Q (173.271002 sec): 3 clusters Score: Raw -210338.646879 + Penalty 1516.918403 = -208821.728476 nChanged 54 SP:Iteration 10Q (173.281772 sec): 3 clusters Score: Raw -210374.488002 + Penalty 1516.918403 = -208857.569599 nChanged 72 SP:Iteration 11Q (173.292907 sec): 3 clusters Score: Raw -210429.244412 + Penalty 1516.918403 = -208912.326009 nChanged 84 SP:Iteration 12Q (173.303775 sec): 3 clusters Score: Raw -210498.410342 + Penalty 1516.918403 = -208981.491939 nChanged 97 SP:Iteration 13Q (173.314601 sec): 3 clusters Score: Raw -210584.337894 + Penalty 1516.918403 = -209067.419491 nChanged 99 SP:Iteration 14Q (173.325360 sec): 3 clusters Score: Raw -210660.273590 + Penalty 1516.918403 = -209143.355187 nChanged 93 SP:Iteration 15Q (173.336365 sec): 3 clusters Score: Raw -210737.799564 + Penalty 1516.918403 = -209220.881161 nChanged 87 SP:Iteration 16Q (173.347071 sec): 3 clusters Score: Raw -210812.811350 + Penalty 1516.918403 = -209295.892947 nChanged 76 SP:Iteration 17Q (173.357875 sec): 3 clusters Score: Raw -210863.155227 + Penalty 1516.918403 = -209346.236824 nChanged 68 SP:Iteration 18Q (173.368509 sec): 3 clusters Score: Raw -210905.901088 + Penalty 1516.918403 = -209388.982685 nChanged 55 SP:Iteration 19Q (173.379296 sec): 3 clusters Score: Raw -210936.586610 + Penalty 1516.918403 = -209419.668207 nChanged 56 SP:Iteration 20F (173.389973 sec): 3 clusters Score: Raw -210972.193021 + Penalty 1516.918403 = -209455.274618 nChanged 49 SP:Iteration 21Q (173.400595 sec): 3 clusters Score: Raw -211001.936897 + Penalty 1516.918403 = -209485.018494 nChanged 54 SP:Iteration 22Q (173.411188 sec): 3 clusters Score: Raw -211035.374097 + Penalty 1516.918403 = -209518.455694 nChanged 46 SP:Iteration 23Q (173.421823 sec): 3 clusters Score: Raw -211066.024973 + Penalty 1516.918403 = -209549.106570 nChanged 48 SP:Iteration 24Q (173.432355 sec): 3 clusters Score: Raw -211096.635438 + Penalty 1516.918403 = -209579.717035 nChanged 42 SP:Iteration 25Q (173.442948 sec): 3 clusters Score: Raw -211121.241062 + Penalty 1516.918403 = -209604.322659 nChanged 31 SP:Iteration 26Q (173.453323 sec): 3 clusters Score: Raw -211135.938460 + Penalty 1516.918403 = -209619.020057 nChanged 26 SP:Iteration 27Q (173.464087 sec): 3 clusters Score: Raw -211150.621524 + Penalty 1516.918403 = -209633.703121 nChanged 22 SP:Iteration 28Q (173.474566 sec): 3 clusters Score: Raw -211157.023165 + Penalty 1516.918403 = -209640.104762 nChanged 7 SP:Iteration 29Q (173.485171 sec): 3 clusters Score: Raw -211159.044227 + Penalty 1516.918403 = -209642.125824 nChanged 5 SP:Iteration 30Q (173.495691 sec): 3 clusters Score: Raw -211160.160249 + Penalty 1516.918403 = -209643.241846 nChanged 2 SP:Iteration 31Q (173.506216 sec): 3 clusters Score: Raw -211160.715294 + Penalty 1516.918403 = -209643.796891 nChanged 3 SP:Iteration 32Q (173.516753 sec): 3 clusters Score: Raw -211161.125564 + Penalty 1516.918403 = -209644.207161 nChanged 2 SP:Iteration 33Q (173.527139 sec): 3 clusters Score: Raw -211161.811059 + Penalty 1516.918403 = -209644.892656 nChanged 2 SP:Iteration 34Q (173.537809 sec): 3 clusters Score: Raw -211162.338822 + Penalty 1516.918403 = -209645.420419 nChanged 1 SP:Iteration 35Q (173.548504 sec): 3 clusters Score: Raw -211162.439025 + Penalty 1516.918403 = -209645.520622 nChanged 0 SP:Iteration 36F (173.559484 sec): 3 clusters Score: Raw -211162.439025 + Penalty 1516.918403 = -209645.520622 nChanged 0 Trying to split cluster 9 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.566225 sec): 2 clusters Score: Raw -14794.887789 + Penalty 529.354633 = -14265.533156 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.567993 sec): 3 clusters Score: Raw -14820.986005 + Penalty 1058.709266 = -13762.276738 nChanged 53 SP:Iteration 1F (173.569464 sec): 3 clusters Score: Raw -14931.688404 + Penalty 1058.709266 = -13872.979138 nChanged 19 SP:Iteration 2F (173.570911 sec): 3 clusters Score: Raw -14982.806279 + Penalty 1058.709266 = -13924.097013 nChanged 13 SP:Iteration 3Q (173.572335 sec): 3 clusters Score: Raw -15013.174502 + Penalty 1058.709266 = -13954.465236 nChanged 7 SP:Iteration 4Q (173.585411 sec): 3 clusters Score: Raw -15026.118845 + Penalty 1058.709266 = -13967.409579 nChanged 6 SP:Iteration 5Q (173.586889 sec): 3 clusters Score: Raw -15043.626129 + Penalty 1058.709266 = -13984.916863 nChanged 3 SP:Iteration 6Q (173.588327 sec): 3 clusters Score: Raw -15051.427204 + Penalty 1058.709266 = -13992.717937 nChanged 5 SP:Iteration 7Q (173.589763 sec): 3 clusters Score: Raw -15067.859694 + Penalty 1058.709266 = -14009.150428 nChanged 5 SP:Iteration 8Q (173.591181 sec): 3 clusters Score: Raw -15082.995052 + Penalty 1058.709266 = -14024.285785 nChanged 2 SP:Iteration 9Q (173.592637 sec): 3 clusters Score: Raw -15088.963595 + Penalty 1058.709266 = -14030.254329 nChanged 1 SP:Iteration 10Q (173.594051 sec): 3 clusters Score: Raw -15090.711166 + Penalty 1058.709266 = -14032.001899 nChanged 1 SP:Iteration 11Q (173.595471 sec): 3 clusters Score: Raw -15094.820119 + Penalty 1058.709266 = -14036.110853 nChanged 1 SP:Iteration 12Q (173.596862 sec): 3 clusters Score: Raw -15096.018677 + Penalty 1058.709266 = -14037.309411 nChanged 0 SP:Iteration 13F (173.598306 sec): 3 clusters Score: Raw -15096.018677 + Penalty 1058.709266 = -14037.309411 nChanged 0 Trying to split cluster 10 (149626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (173.750916 sec): 2 clusters Score: Raw -11033658.007591 + Penalty 1132.009942 = -11032525.997649 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (173.935262 sec): 3 clusters Score: Raw -10934267.694341 + Penalty 2264.019884 = -10932003.674457 nChanged 72580 SP:Iteration 1F (174.116473 sec): 3 clusters Score: Raw -10981883.761763 + Penalty 2264.019884 = -10979619.741879 nChanged 9945 SP:Iteration 2F (174.297641 sec): 3 clusters Score: Raw -10988977.933967 + Penalty 2264.019884 = -10986713.914083 nChanged 12188 SP:Iteration 3F (174.478625 sec): 3 clusters Score: Raw -10999541.971266 + Penalty 2264.019884 = -10997277.951382 nChanged 12802 SP:Iteration 4F (174.659355 sec): 3 clusters Score: Raw -11011697.595896 + Penalty 2264.019884 = -11009433.576012 nChanged 10727 SP:Iteration 5F (174.839748 sec): 3 clusters Score: Raw -11021173.680684 + Penalty 2264.019884 = -11018909.660800 nChanged 8052 SP:Iteration 6F (175.020253 sec): 3 clusters Score: Raw -11027069.684151 + Penalty 2264.019884 = -11024805.664267 nChanged 5596 SP:Iteration 7Q (175.207642 sec): 3 clusters Score: Raw -11030682.529823 + Penalty 2264.019884 = -11028418.509939 nChanged 4042 SP:Iteration 8Q (175.391835 sec): 3 clusters Score: Raw -11032892.316706 + Penalty 2264.019884 = -11030628.296822 nChanged 3201 SP:Iteration 9Q (175.574196 sec): 3 clusters Score: Raw -11034352.515146 + Penalty 2264.019884 = -11032088.495262 nChanged 2586 SP:Iteration 10Q (175.754752 sec): 3 clusters Score: Raw -11035360.923740 + Penalty 2264.019884 = -11033096.903856 nChanged 2154 SP:Iteration 11Q (175.934260 sec): 3 clusters Score: Raw -11036085.637842 + Penalty 2264.019884 = -11033821.617958 nChanged 1814 SP:Iteration 12Q (176.113033 sec): 3 clusters Score: Raw -11036615.636005 + Penalty 2264.019884 = -11034351.616121 nChanged 1531 SP:Iteration 13Q (176.291314 sec): 3 clusters Score: Raw -11036993.459646 + Penalty 2264.019884 = -11034729.439762 nChanged 1232 SP:Iteration 14Q (176.469543 sec): 3 clusters Score: Raw -11037264.510027 + Penalty 2264.019884 = -11035000.490143 nChanged 1099 SP:Iteration 15Q (176.647183 sec): 3 clusters Score: Raw -11037490.405466 + Penalty 2264.019884 = -11035226.385582 nChanged 967 SP:Iteration 16Q (176.823987 sec): 3 clusters Score: Raw -11037669.304114 + Penalty 2264.019884 = -11035405.284230 nChanged 886 SP:Iteration 17Q (177.001310 sec): 3 clusters Score: Raw -11037815.151857 + Penalty 2264.019884 = -11035551.131973 nChanged 801 SP:Iteration 18Q (177.177909 sec): 3 clusters Score: Raw -11037931.825908 + Penalty 2264.019884 = -11035667.806024 nChanged 707 SP:Iteration 19Q (177.355192 sec): 3 clusters Score: Raw -11038039.777167 + Penalty 2264.019884 = -11035775.757283 nChanged 684 SP:Iteration 20F (177.535707 sec): 3 clusters Score: Raw -11038145.760571 + Penalty 2264.019884 = -11035881.740687 nChanged 669 SP:Iteration 21Q (177.714363 sec): 3 clusters Score: Raw -11038249.487613 + Penalty 2264.019884 = -11035985.467729 nChanged 665 SP:Iteration 22Q (177.892353 sec): 3 clusters Score: Raw -11038357.335236 + Penalty 2264.019884 = -11036093.315352 nChanged 661 SP:Iteration 23Q (178.070509 sec): 3 clusters Score: Raw -11038462.734128 + Penalty 2264.019884 = -11036198.714244 nChanged 605 SP:Iteration 24Q (178.247998 sec): 3 clusters Score: Raw -11038552.172156 + Penalty 2264.019884 = -11036288.152272 nChanged 614 SP:Iteration 25Q (178.425588 sec): 3 clusters Score: Raw -11038641.926842 + Penalty 2264.019884 = -11036377.906958 nChanged 573 SP:Iteration 26Q (178.603118 sec): 3 clusters Score: Raw -11038733.664671 + Penalty 2264.019884 = -11036469.644787 nChanged 578 SP:Iteration 27Q (178.780815 sec): 3 clusters Score: Raw -11038820.532225 + Penalty 2264.019884 = -11036556.512341 nChanged 576 SP:Iteration 28Q (178.958112 sec): 3 clusters Score: Raw -11038905.794707 + Penalty 2264.019884 = -11036641.774823 nChanged 575 SP:Iteration 29Q (179.134991 sec): 3 clusters Score: Raw -11038986.462564 + Penalty 2264.019884 = -11036722.442680 nChanged 523 SP:Iteration 30Q (179.311852 sec): 3 clusters Score: Raw -11039062.366710 + Penalty 2264.019884 = -11036798.346826 nChanged 544 SP:Iteration 31Q (179.488316 sec): 3 clusters Score: Raw -11039135.937256 + Penalty 2264.019884 = -11036871.917372 nChanged 527 SP:Iteration 32Q (179.664508 sec): 3 clusters Score: Raw -11039207.192428 + Penalty 2264.019884 = -11036943.172544 nChanged 508 SP:Iteration 33Q (179.840202 sec): 3 clusters Score: Raw -11039279.270220 + Penalty 2264.019884 = -11037015.250336 nChanged 495 SP:Iteration 34Q (180.015978 sec): 3 clusters Score: Raw -11039353.982292 + Penalty 2264.019884 = -11037089.962408 nChanged 513 SP:Iteration 35Q (180.191126 sec): 3 clusters Score: Raw -11039429.254937 + Penalty 2264.019884 = -11037165.235053 nChanged 510 SP:Iteration 36Q (180.366077 sec): 3 clusters Score: Raw -11039510.422815 + Penalty 2264.019884 = -11037246.402931 nChanged 577 SP:Iteration 37Q (180.540886 sec): 3 clusters Score: Raw -11039616.840237 + Penalty 2264.019884 = -11037352.820353 nChanged 604 SP:Iteration 38Q (180.716904 sec): 3 clusters Score: Raw -11039740.137845 + Penalty 2264.019884 = -11037476.117961 nChanged 669 SP:Iteration 39Q (180.891816 sec): 3 clusters Score: Raw -11039887.077360 + Penalty 2264.019884 = -11037623.057476 nChanged 712 SP:Iteration 40F (181.073325 sec): 3 clusters Score: Raw -11040054.657288 + Penalty 2264.019884 = -11037790.637404 nChanged 651 SP:Iteration 41Q (181.248794 sec): 3 clusters Score: Raw -11040218.737192 + Penalty 2264.019884 = -11037954.717308 nChanged 674 SP:Iteration 42Q (181.425486 sec): 3 clusters Score: Raw -11040411.641148 + Penalty 2264.019884 = -11038147.621264 nChanged 716 SP:Iteration 43Q (181.600129 sec): 3 clusters Score: Raw -11040630.751885 + Penalty 2264.019884 = -11038366.732001 nChanged 759 SP:Iteration 44Q (181.773999 sec): 3 clusters Score: Raw -11040868.757200 + Penalty 2264.019884 = -11038604.737316 nChanged 729 SP:Iteration 45Q (181.947583 sec): 3 clusters Score: Raw -11041135.551048 + Penalty 2264.019884 = -11038871.531164 nChanged 784 SP:Iteration 46Q (182.121214 sec): 3 clusters Score: Raw -11041420.759573 + Penalty 2264.019884 = -11039156.739689 nChanged 790 SP:Iteration 47Q (182.294257 sec): 3 clusters Score: Raw -11041701.442755 + Penalty 2264.019884 = -11039437.422871 nChanged 772 SP:Iteration 48Q (182.466989 sec): 3 clusters Score: Raw -11041953.481783 + Penalty 2264.019884 = -11039689.461899 nChanged 694 SP:Iteration 49Q (182.638601 sec): 3 clusters Score: Raw -11042153.252477 + Penalty 2264.019884 = -11039889.232593 nChanged 672 SP:Iteration 50Q (182.810368 sec): 3 clusters Score: Raw -11042326.292632 + Penalty 2264.019884 = -11040062.272748 nChanged 601 SP:Iteration 51Q (182.981586 sec): 3 clusters Score: Raw -11042451.343359 + Penalty 2264.019884 = -11040187.323475 nChanged 529 SP:Iteration 52Q (183.152128 sec): 3 clusters Score: Raw -11042531.763053 + Penalty 2264.019884 = -11040267.743169 nChanged 466 SP:Iteration 53Q (183.322698 sec): 3 clusters Score: Raw -11042590.811588 + Penalty 2264.019884 = -11040326.791704 nChanged 366 SP:Iteration 54Q (183.492372 sec): 3 clusters Score: Raw -11042627.708382 + Penalty 2264.019884 = -11040363.688498 nChanged 313 SP:Iteration 55Q (183.662813 sec): 3 clusters Score: Raw -11042654.190947 + Penalty 2264.019884 = -11040390.171063 nChanged 299 SP:Iteration 56Q (183.833434 sec): 3 clusters Score: Raw -11042677.669048 + Penalty 2264.019884 = -11040413.649164 nChanged 267 SP:Iteration 57Q (184.029714 sec): 3 clusters Score: Raw -11042695.482640 + Penalty 2264.019884 = -11040431.462756 nChanged 246 SP:Iteration 58Q (184.235763 sec): 3 clusters Score: Raw -11042709.571008 + Penalty 2264.019884 = -11040445.551124 nChanged 190 SP:Iteration 59Q (184.430624 sec): 3 clusters Score: Raw -11042719.012713 + Penalty 2264.019884 = -11040454.992829 nChanged 161 SP:Iteration 60F (184.630616 sec): 3 clusters Score: Raw -11042726.592295 + Penalty 2264.019884 = -11040462.572411 nChanged 166 SP:Iteration 61Q (184.801936 sec): 3 clusters Score: Raw -11042734.182635 + Penalty 2264.019884 = -11040470.162751 nChanged 146 SP:Iteration 62Q (184.971807 sec): 3 clusters Score: Raw -11042740.489096 + Penalty 2264.019884 = -11040476.469212 nChanged 128 SP:Iteration 63Q (185.141473 sec): 3 clusters Score: Raw -11042744.994382 + Penalty 2264.019884 = -11040480.974498 nChanged 127 SP:Iteration 64Q (185.317152 sec): 3 clusters Score: Raw -11042749.312653 + Penalty 2264.019884 = -11040485.292769 nChanged 107 SP:Iteration 65Q (185.487055 sec): 3 clusters Score: Raw -11042752.879968 + Penalty 2264.019884 = -11040488.860084 nChanged 101 SP:Iteration 66Q (185.656954 sec): 3 clusters Score: Raw -11042755.723507 + Penalty 2264.019884 = -11040491.703623 nChanged 88 SP:Iteration 67Q (185.827740 sec): 3 clusters Score: Raw -11042757.670821 + Penalty 2264.019884 = -11040493.650937 nChanged 78 SP:Iteration 68Q (185.997456 sec): 3 clusters Score: Raw -11042759.305980 + Penalty 2264.019884 = -11040495.286096 nChanged 57 SP:Iteration 69Q (186.167378 sec): 3 clusters Score: Raw -11042760.205278 + Penalty 2264.019884 = -11040496.185394 nChanged 39 SP:Iteration 70Q (186.336909 sec): 3 clusters Score: Raw -11042760.617325 + Penalty 2264.019884 = -11040496.597441 nChanged 26 SP:Iteration 71Q (186.506618 sec): 3 clusters Score: Raw -11042760.904579 + Penalty 2264.019884 = -11040496.884695 nChanged 24 SP:Iteration 72Q (186.676023 sec): 3 clusters Score: Raw -11042761.078974 + Penalty 2264.019884 = -11040497.059090 nChanged 8 SP:Iteration 73Q (186.845321 sec): 3 clusters Score: Raw -11042761.123473 + Penalty 2264.019884 = -11040497.103589 nChanged 6 SP:Iteration 74Q (187.014931 sec): 3 clusters Score: Raw -11042761.149423 + Penalty 2264.019884 = -11040497.129539 nChanged 5 SP:Iteration 75Q (187.184270 sec): 3 clusters Score: Raw -11042761.172951 + Penalty 2264.019884 = -11040497.153067 nChanged 3 SP:Iteration 76Q (187.353944 sec): 3 clusters Score: Raw -11042761.181314 + Penalty 2264.019884 = -11040497.161430 nChanged 2 SP:Iteration 77Q (187.523597 sec): 3 clusters Score: Raw -11042761.194364 + Penalty 2264.019884 = -11040497.174480 nChanged 3 SP:Iteration 78Q (187.693066 sec): 3 clusters Score: Raw -11042761.211109 + Penalty 2264.019884 = -11040497.191225 nChanged 2 SP:Iteration 79Q (187.862534 sec): 3 clusters Score: Raw -11042761.220545 + Penalty 2264.019884 = -11040497.200661 nChanged 4 SP:Iteration 80F (188.043006 sec): 3 clusters Score: Raw -11042761.261396 + Penalty 2264.019884 = -11040497.241512 nChanged 6 SP:Iteration 81Q (188.212732 sec): 3 clusters Score: Raw -11042761.285093 + Penalty 2264.019884 = -11040497.265209 nChanged 1 SP:Iteration 82Q (188.382061 sec): 3 clusters Score: Raw -11042761.287671 + Penalty 2264.019884 = -11040497.267787 nChanged 0 SP:Iteration 83F (188.562803 sec): 3 clusters Score: Raw -11042761.287671 + Penalty 2264.019884 = -11040497.267787 nChanged 0 Score: Raw -25367314.953312 + Penalty 24291.160601 = -25343023.792711 Splitting cluster 10 changes total score from -25333531.783208 to -25343023.792711 So it's getting split into cluster 20. Trying to split cluster 11 (1673 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (191.894124 sec): 2 clusters Score: Raw -105868.490139 + Penalty 705.125502 = -105163.364638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (191.901119 sec): 3 clusters Score: Raw -105092.759198 + Penalty 1410.251003 = -103682.508195 nChanged 670 SP:Iteration 1F (191.907535 sec): 3 clusters Score: Raw -105580.133898 + Penalty 1410.251003 = -104169.882894 nChanged 131 SP:Iteration 2F (191.913928 sec): 3 clusters Score: Raw -105695.846841 + Penalty 1410.251003 = -104285.595837 nChanged 88 SP:Iteration 3F (191.920308 sec): 3 clusters Score: Raw -105774.247041 + Penalty 1410.251003 = -104363.996037 nChanged 82 SP:Iteration 4Q (191.926683 sec): 3 clusters Score: Raw -105850.156909 + Penalty 1410.251003 = -104439.905906 nChanged 63 SP:Iteration 5Q (191.933079 sec): 3 clusters Score: Raw -105900.701299 + Penalty 1410.251003 = -104490.450296 nChanged 62 SP:Iteration 6Q (191.939400 sec): 3 clusters Score: Raw -105960.361997 + Penalty 1410.251003 = -104550.110994 nChanged 71 SP:Iteration 7Q (191.945768 sec): 3 clusters Score: Raw -106031.952507 + Penalty 1410.251003 = -104621.701504 nChanged 73 SP:Iteration 8Q (191.952085 sec): 3 clusters Score: Raw -106103.348816 + Penalty 1410.251003 = -104693.097813 nChanged 83 SP:Iteration 9Q (191.958425 sec): 3 clusters Score: Raw -106200.868972 + Penalty 1410.251003 = -104790.617969 nChanged 86 SP:Iteration 10F (191.964763 sec): 3 clusters Score: Raw -106287.988773 + Penalty 1410.251003 = -104877.737770 nChanged 63 SP:Iteration 11Q (191.971029 sec): 3 clusters Score: Raw -106333.551496 + Penalty 1410.251003 = -104923.300493 nChanged 39 SP:Iteration 12Q (191.977284 sec): 3 clusters Score: Raw -106367.041855 + Penalty 1410.251003 = -104956.790852 nChanged 24 SP:Iteration 13Q (191.983540 sec): 3 clusters Score: Raw -106383.961292 + Penalty 1410.251003 = -104973.710289 nChanged 18 SP:Iteration 14Q (191.989844 sec): 3 clusters Score: Raw -106392.298358 + Penalty 1410.251003 = -104982.047355 nChanged 7 SP:Iteration 15Q (191.996015 sec): 3 clusters Score: Raw -106399.202517 + Penalty 1410.251003 = -104988.951514 nChanged 13 SP:Iteration 16Q (192.002232 sec): 3 clusters Score: Raw -106408.964517 + Penalty 1410.251003 = -104998.713514 nChanged 13 SP:Iteration 17Q (192.008418 sec): 3 clusters Score: Raw -106416.592326 + Penalty 1410.251003 = -105006.341323 nChanged 17 SP:Iteration 18Q (192.014641 sec): 3 clusters Score: Raw -106424.695954 + Penalty 1410.251003 = -105014.444951 nChanged 11 SP:Iteration 19Q (192.020887 sec): 3 clusters Score: Raw -106428.384294 + Penalty 1410.251003 = -105018.133291 nChanged 5 SP:Iteration 20F (192.027218 sec): 3 clusters Score: Raw -106429.954957 + Penalty 1410.251003 = -105019.703954 nChanged 2 SP:Iteration 21Q (192.033420 sec): 3 clusters Score: Raw -106430.224903 + Penalty 1410.251003 = -105019.973900 nChanged 1 SP:Iteration 22Q (192.039578 sec): 3 clusters Score: Raw -106430.485058 + Penalty 1410.251003 = -105020.234055 nChanged 0 SP:Iteration 23F (192.045873 sec): 3 clusters Score: Raw -106430.485058 + Penalty 1410.251003 = -105020.234055 nChanged 0 Trying to split cluster 12 (516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.053445 sec): 2 clusters Score: Raw -35951.497377 + Penalty 593.380143 = -35358.117235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.056137 sec): 3 clusters Score: Raw -35825.069507 + Penalty 1186.760285 = -34638.309222 nChanged 151 SP:Iteration 1F (192.058573 sec): 3 clusters Score: Raw -35961.741838 + Penalty 1186.760285 = -34774.981552 nChanged 33 SP:Iteration 2F (192.060978 sec): 3 clusters Score: Raw -36005.907099 + Penalty 1186.760285 = -34819.146813 nChanged 23 SP:Iteration 3Q (192.063383 sec): 3 clusters Score: Raw -36036.505159 + Penalty 1186.760285 = -34849.744874 nChanged 16 SP:Iteration 4Q (192.065769 sec): 3 clusters Score: Raw -36058.313526 + Penalty 1186.760285 = -34871.553241 nChanged 14 SP:Iteration 5Q (192.068176 sec): 3 clusters Score: Raw -36070.575410 + Penalty 1186.760285 = -34883.815124 nChanged 5 SP:Iteration 6Q (192.070564 sec): 3 clusters Score: Raw -36076.825858 + Penalty 1186.760285 = -34890.065573 nChanged 4 SP:Iteration 7Q (192.072961 sec): 3 clusters Score: Raw -36081.552836 + Penalty 1186.760285 = -34894.792550 nChanged 4 SP:Iteration 8Q (192.075345 sec): 3 clusters Score: Raw -36084.513262 + Penalty 1186.760285 = -34897.752976 nChanged 2 SP:Iteration 9Q (192.077721 sec): 3 clusters Score: Raw -36091.451767 + Penalty 1186.760285 = -34904.691481 nChanged 5 SP:Iteration 10Q (192.080096 sec): 3 clusters Score: Raw -36096.024156 + Penalty 1186.760285 = -34909.263871 nChanged 3 SP:Iteration 11Q (192.082500 sec): 3 clusters Score: Raw -36097.855578 + Penalty 1186.760285 = -34911.095292 nChanged 0 SP:Iteration 12F (192.084912 sec): 3 clusters Score: Raw -36097.855578 + Penalty 1186.760285 = -34911.095292 nChanged 0 Trying to split cluster 13 (20165 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (192.116735 sec): 2 clusters Score: Raw -1363832.251343 + Penalty 941.611852 = -1362890.639491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (192.154797 sec): 3 clusters Score: Raw -1351263.993809 + Penalty 1883.223704 = -1349380.770104 nChanged 9343 SP:Iteration 1F (192.189573 sec): 3 clusters Score: Raw -1357053.022049 + Penalty 1883.223704 = -1355169.798344 nChanged 1357 SP:Iteration 2F (192.224593 sec): 3 clusters Score: Raw -1357917.556735 + Penalty 1883.223704 = -1356034.333031 nChanged 1353 SP:Iteration 3F (192.259600 sec): 3 clusters Score: Raw -1358911.297097 + Penalty 1883.223704 = -1357028.073393 nChanged 1420 SP:Iteration 4F (192.294846 sec): 3 clusters Score: Raw -1359943.153689 + Penalty 1883.223704 = -1358059.929985 nChanged 1329 SP:Iteration 5F (192.329815 sec): 3 clusters Score: Raw -1360764.000494 + Penalty 1883.223704 = -1358880.776789 nChanged 1051 SP:Iteration 6F (192.364748 sec): 3 clusters Score: Raw -1361256.984600 + Penalty 1883.223704 = -1359373.760895 nChanged 749 SP:Iteration 7Q (192.412281 sec): 3 clusters Score: Raw -1361511.225424 + Penalty 1883.223704 = -1359628.001720 nChanged 520 SP:Iteration 8Q (192.446487 sec): 3 clusters Score: Raw -1361669.976628 + Penalty 1883.223704 = -1359786.752923 nChanged 417 SP:Iteration 9Q (192.481541 sec): 3 clusters Score: Raw -1361791.680421 + Penalty 1883.223704 = -1359908.456716 nChanged 349 SP:Iteration 10Q (192.516291 sec): 3 clusters Score: Raw -1361878.874157 + Penalty 1883.223704 = -1359995.650452 nChanged 318 SP:Iteration 11Q (192.551205 sec): 3 clusters Score: Raw -1361971.034356 + Penalty 1883.223704 = -1360087.810651 nChanged 320 SP:Iteration 12Q (192.585960 sec): 3 clusters Score: Raw -1362068.214272 + Penalty 1883.223704 = -1360184.990568 nChanged 328 SP:Iteration 13Q (192.620291 sec): 3 clusters Score: Raw -1362175.149642 + Penalty 1883.223704 = -1360291.925937 nChanged 340 SP:Iteration 14Q (192.654885 sec): 3 clusters Score: Raw -1362283.389209 + Penalty 1883.223704 = -1360400.165505 nChanged 363 SP:Iteration 15Q (192.689447 sec): 3 clusters Score: Raw -1362412.483604 + Penalty 1883.223704 = -1360529.259899 nChanged 366 SP:Iteration 16Q (192.723866 sec): 3 clusters Score: Raw -1362550.406189 + Penalty 1883.223704 = -1360667.182484 nChanged 384 SP:Iteration 17Q (192.758191 sec): 3 clusters Score: Raw -1362696.025033 + Penalty 1883.223704 = -1360812.801328 nChanged 354 SP:Iteration 18Q (192.792632 sec): 3 clusters Score: Raw -1362816.993842 + Penalty 1883.223704 = -1360933.770138 nChanged 339 SP:Iteration 19Q (192.827152 sec): 3 clusters Score: Raw -1362924.862689 + Penalty 1883.223704 = -1361041.638984 nChanged 332 SP:Iteration 20F (192.862073 sec): 3 clusters Score: Raw -1363044.246105 + Penalty 1883.223704 = -1361161.022400 nChanged 285 SP:Iteration 21Q (192.896451 sec): 3 clusters Score: Raw -1363126.959702 + Penalty 1883.223704 = -1361243.735997 nChanged 303 SP:Iteration 22Q (192.930874 sec): 3 clusters Score: Raw -1363202.413627 + Penalty 1883.223704 = -1361319.189922 nChanged 286 SP:Iteration 23Q (192.965279 sec): 3 clusters Score: Raw -1363267.537663 + Penalty 1883.223704 = -1361384.313958 nChanged 263 SP:Iteration 24Q (192.999555 sec): 3 clusters Score: Raw -1363330.097849 + Penalty 1883.223704 = -1361446.874145 nChanged 240 SP:Iteration 25Q (193.033709 sec): 3 clusters Score: Raw -1363382.006679 + Penalty 1883.223704 = -1361498.782975 nChanged 221 SP:Iteration 26Q (193.067845 sec): 3 clusters Score: Raw -1363430.976275 + Penalty 1883.223704 = -1361547.752571 nChanged 213 SP:Iteration 27Q (193.102049 sec): 3 clusters Score: Raw -1363477.397827 + Penalty 1883.223704 = -1361594.174122 nChanged 198 SP:Iteration 28Q (193.135903 sec): 3 clusters Score: Raw -1363521.605467 + Penalty 1883.223704 = -1361638.381763 nChanged 199 SP:Iteration 29Q (193.169823 sec): 3 clusters Score: Raw -1363577.458575 + Penalty 1883.223704 = -1361694.234871 nChanged 203 SP:Iteration 30Q (193.203562 sec): 3 clusters Score: Raw -1363634.450425 + Penalty 1883.223704 = -1361751.226721 nChanged 209 SP:Iteration 31Q (193.237860 sec): 3 clusters Score: Raw -1363685.562806 + Penalty 1883.223704 = -1361802.339102 nChanged 211 SP:Iteration 32Q (193.271496 sec): 3 clusters Score: Raw -1363745.347943 + Penalty 1883.223704 = -1361862.124239 nChanged 238 SP:Iteration 33Q (193.304818 sec): 3 clusters Score: Raw -1363806.478747 + Penalty 1883.223704 = -1361923.255043 nChanged 209 SP:Iteration 34Q (193.338245 sec): 3 clusters Score: Raw -1363855.590884 + Penalty 1883.223704 = -1361972.367180 nChanged 213 SP:Iteration 35Q (193.371855 sec): 3 clusters Score: Raw -1363905.766697 + Penalty 1883.223704 = -1362022.542992 nChanged 201 SP:Iteration 36Q (193.405157 sec): 3 clusters Score: Raw -1363951.171948 + Penalty 1883.223704 = -1362067.948244 nChanged 193 SP:Iteration 37Q (193.438437 sec): 3 clusters Score: Raw -1363996.574886 + Penalty 1883.223704 = -1362113.351181 nChanged 202 SP:Iteration 38Q (193.471733 sec): 3 clusters Score: Raw -1364045.949405 + Penalty 1883.223704 = -1362162.725700 nChanged 200 SP:Iteration 39Q (193.504899 sec): 3 clusters Score: Raw -1364099.832788 + Penalty 1883.223704 = -1362216.609084 nChanged 236 SP:Iteration 40F (193.539781 sec): 3 clusters Score: Raw -1364172.807850 + Penalty 1883.223704 = -1362289.584146 nChanged 218 SP:Iteration 41Q (193.572605 sec): 3 clusters Score: Raw -1364231.322448 + Penalty 1883.223704 = -1362348.098743 nChanged 201 SP:Iteration 42Q (193.605705 sec): 3 clusters Score: Raw -1364279.959201 + Penalty 1883.223704 = -1362396.735497 nChanged 172 SP:Iteration 43Q (193.638452 sec): 3 clusters Score: Raw -1364321.882531 + Penalty 1883.223704 = -1362438.658827 nChanged 179 SP:Iteration 44Q (193.671300 sec): 3 clusters Score: Raw -1364367.469826 + Penalty 1883.223704 = -1362484.246122 nChanged 176 SP:Iteration 45Q (193.704036 sec): 3 clusters Score: Raw -1364410.924019 + Penalty 1883.223704 = -1362527.700315 nChanged 145 SP:Iteration 46Q (193.736656 sec): 3 clusters Score: Raw -1364437.969228 + Penalty 1883.223704 = -1362554.745523 nChanged 127 SP:Iteration 47Q (193.769205 sec): 3 clusters Score: Raw -1364461.178794 + Penalty 1883.223704 = -1362577.955089 nChanged 113 SP:Iteration 48Q (193.801837 sec): 3 clusters Score: Raw -1364481.473770 + Penalty 1883.223704 = -1362598.250065 nChanged 110 SP:Iteration 49Q (193.834308 sec): 3 clusters Score: Raw -1364498.879317 + Penalty 1883.223704 = -1362615.655612 nChanged 87 SP:Iteration 50Q (193.866725 sec): 3 clusters Score: Raw -1364512.734672 + Penalty 1883.223704 = -1362629.510968 nChanged 73 SP:Iteration 51Q (193.899089 sec): 3 clusters Score: Raw -1364522.779785 + Penalty 1883.223704 = -1362639.556081 nChanged 66 SP:Iteration 52Q (193.931446 sec): 3 clusters Score: Raw -1364532.294151 + Penalty 1883.223704 = -1362649.070447 nChanged 62 SP:Iteration 53Q (193.963790 sec): 3 clusters Score: Raw -1364538.669693 + Penalty 1883.223704 = -1362655.445988 nChanged 48 SP:Iteration 54Q (193.996077 sec): 3 clusters Score: Raw -1364543.331253 + Penalty 1883.223704 = -1362660.107549 nChanged 39 SP:Iteration 55Q (194.028385 sec): 3 clusters Score: Raw -1364547.253377 + Penalty 1883.223704 = -1362664.029672 nChanged 53 SP:Iteration 56Q (194.060603 sec): 3 clusters Score: Raw -1364552.672156 + Penalty 1883.223704 = -1362669.448452 nChanged 42 SP:Iteration 57Q (194.093454 sec): 3 clusters Score: Raw -1364557.484467 + Penalty 1883.223704 = -1362674.260762 nChanged 30 SP:Iteration 58Q (194.125581 sec): 3 clusters Score: Raw -1364560.839847 + Penalty 1883.223704 = -1362677.616142 nChanged 23 SP:Iteration 59Q (194.157829 sec): 3 clusters Score: Raw -1364562.807492 + Penalty 1883.223704 = -1362679.583787 nChanged 20 SP:Iteration 60F (194.192651 sec): 3 clusters Score: Raw -1364564.502357 + Penalty 1883.223704 = -1362681.278653 nChanged 22 SP:Iteration 61Q (194.224890 sec): 3 clusters Score: Raw -1364567.043490 + Penalty 1883.223704 = -1362683.819785 nChanged 24 SP:Iteration 62Q (194.257180 sec): 3 clusters Score: Raw -1364569.801561 + Penalty 1883.223704 = -1362686.577857 nChanged 23 SP:Iteration 63Q (194.289196 sec): 3 clusters Score: Raw -1364572.183294 + Penalty 1883.223704 = -1362688.959589 nChanged 21 SP:Iteration 64Q (194.321516 sec): 3 clusters Score: Raw -1364573.921613 + Penalty 1883.223704 = -1362690.697908 nChanged 28 SP:Iteration 65Q (194.353606 sec): 3 clusters Score: Raw -1364576.234727 + Penalty 1883.223704 = -1362693.011022 nChanged 19 SP:Iteration 66Q (194.385621 sec): 3 clusters Score: Raw -1364577.680181 + Penalty 1883.223704 = -1362694.456476 nChanged 17 SP:Iteration 67Q (194.417682 sec): 3 clusters Score: Raw -1364578.960811 + Penalty 1883.223704 = -1362695.737106 nChanged 13 SP:Iteration 68Q (194.449851 sec): 3 clusters Score: Raw -1364580.212364 + Penalty 1883.223704 = -1362696.988660 nChanged 18 SP:Iteration 69Q (194.481874 sec): 3 clusters Score: Raw -1364581.452463 + Penalty 1883.223704 = -1362698.228758 nChanged 21 SP:Iteration 70Q (194.513947 sec): 3 clusters Score: Raw -1364583.111412 + Penalty 1883.223704 = -1362699.887707 nChanged 20 SP:Iteration 71Q (194.546027 sec): 3 clusters Score: Raw -1364584.379870 + Penalty 1883.223704 = -1362701.156166 nChanged 13 SP:Iteration 72Q (194.578023 sec): 3 clusters Score: Raw -1364585.225650 + Penalty 1883.223704 = -1362702.001946 nChanged 7 SP:Iteration 73Q (194.610208 sec): 3 clusters Score: Raw -1364585.819524 + Penalty 1883.223704 = -1362702.595820 nChanged 6 SP:Iteration 74Q (194.642186 sec): 3 clusters Score: Raw -1364586.005307 + Penalty 1883.223704 = -1362702.781602 nChanged 2 SP:Iteration 75Q (194.674108 sec): 3 clusters Score: Raw -1364586.085198 + Penalty 1883.223704 = -1362702.861494 nChanged 1 SP:Iteration 76Q (194.705987 sec): 3 clusters Score: Raw -1364586.149579 + Penalty 1883.223704 = -1362702.925874 nChanged 2 SP:Iteration 77Q (194.738134 sec): 3 clusters Score: Raw -1364586.227034 + Penalty 1883.223704 = -1362703.003330 nChanged 1 SP:Iteration 78Q (194.770027 sec): 3 clusters Score: Raw -1364586.303868 + Penalty 1883.223704 = -1362703.080164 nChanged 1 SP:Iteration 79Q (194.802005 sec): 3 clusters Score: Raw -1364586.312018 + Penalty 1883.223704 = -1362703.088313 nChanged 1 SP:Iteration 80F (194.836921 sec): 3 clusters Score: Raw -1364586.368035 + Penalty 1883.223704 = -1362703.144331 nChanged 2 SP:Iteration 81Q (194.869009 sec): 3 clusters Score: Raw -1364586.462894 + Penalty 1883.223704 = -1362703.239190 nChanged 0 SP:Iteration 82F (194.904023 sec): 3 clusters Score: Raw -1364586.462894 + Penalty 1883.223704 = -1362703.239190 nChanged 0 Trying to split cluster 14 (1705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (194.917334 sec): 2 clusters Score: Raw -135633.260147 + Penalty 706.925437 = -134926.334710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (194.924507 sec): 3 clusters Score: Raw -134821.697811 + Penalty 1413.850874 = -133407.846937 nChanged 664 SP:Iteration 1F (194.930997 sec): 3 clusters Score: Raw -135219.654390 + Penalty 1413.850874 = -133805.803516 nChanged 146 SP:Iteration 2F (194.937622 sec): 3 clusters Score: Raw -135334.153788 + Penalty 1413.850874 = -133920.302914 nChanged 111 SP:Iteration 3F (194.944031 sec): 3 clusters Score: Raw -135436.745432 + Penalty 1413.850874 = -134022.894558 nChanged 95 SP:Iteration 4F (194.950585 sec): 3 clusters Score: Raw -135511.747356 + Penalty 1413.850874 = -134097.896482 nChanged 74 SP:Iteration 5Q (194.957044 sec): 3 clusters Score: Raw -135567.647675 + Penalty 1413.850874 = -134153.796801 nChanged 60 SP:Iteration 6Q (194.963504 sec): 3 clusters Score: Raw -135616.504593 + Penalty 1413.850874 = -134202.653719 nChanged 52 SP:Iteration 7Q (194.969958 sec): 3 clusters Score: Raw -135659.212582 + Penalty 1413.850874 = -134245.361708 nChanged 42 SP:Iteration 8Q (194.976473 sec): 3 clusters Score: Raw -135693.463868 + Penalty 1413.850874 = -134279.612994 nChanged 32 SP:Iteration 9Q (194.982889 sec): 3 clusters Score: Raw -135713.950713 + Penalty 1413.850874 = -134300.099839 nChanged 24 SP:Iteration 10Q (194.989503 sec): 3 clusters Score: Raw -135731.979856 + Penalty 1413.850874 = -134318.128982 nChanged 24 SP:Iteration 11Q (194.995889 sec): 3 clusters Score: Raw -135747.175065 + Penalty 1413.850874 = -134333.324191 nChanged 24 SP:Iteration 12Q (195.002371 sec): 3 clusters Score: Raw -135761.544140 + Penalty 1413.850874 = -134347.693266 nChanged 24 SP:Iteration 13Q (195.008797 sec): 3 clusters Score: Raw -135776.341799 + Penalty 1413.850874 = -134362.490925 nChanged 26 SP:Iteration 14Q (195.015236 sec): 3 clusters Score: Raw -135798.522214 + Penalty 1413.850874 = -134384.671340 nChanged 30 SP:Iteration 15Q (195.021632 sec): 3 clusters Score: Raw -135819.871433 + Penalty 1413.850874 = -134406.020559 nChanged 27 SP:Iteration 16Q (195.028031 sec): 3 clusters Score: Raw -135836.012344 + Penalty 1413.850874 = -134422.161470 nChanged 25 SP:Iteration 17Q (195.034458 sec): 3 clusters Score: Raw -135857.530571 + Penalty 1413.850874 = -134443.679697 nChanged 27 SP:Iteration 18Q (195.040863 sec): 3 clusters Score: Raw -135882.476670 + Penalty 1413.850874 = -134468.625796 nChanged 26 SP:Iteration 19Q (195.047169 sec): 3 clusters Score: Raw -135901.564765 + Penalty 1413.850874 = -134487.713891 nChanged 23 SP:Iteration 20F (195.053583 sec): 3 clusters Score: Raw -135915.487451 + Penalty 1413.850874 = -134501.636577 nChanged 12 SP:Iteration 21Q (195.059947 sec): 3 clusters Score: Raw -135922.596427 + Penalty 1413.850874 = -134508.745553 nChanged 4 SP:Iteration 22Q (195.066314 sec): 3 clusters Score: Raw -135923.779322 + Penalty 1413.850874 = -134509.928448 nChanged 5 SP:Iteration 23Q (195.072592 sec): 3 clusters Score: Raw -135926.920021 + Penalty 1413.850874 = -134513.069147 nChanged 6 SP:Iteration 24Q (195.078870 sec): 3 clusters Score: Raw -135930.361013 + Penalty 1413.850874 = -134516.510139 nChanged 6 SP:Iteration 25Q (195.085244 sec): 3 clusters Score: Raw -135934.613731 + Penalty 1413.850874 = -134520.762857 nChanged 6 SP:Iteration 26Q (195.091546 sec): 3 clusters Score: Raw -135938.644914 + Penalty 1413.850874 = -134524.794040 nChanged 7 SP:Iteration 27Q (195.097842 sec): 3 clusters Score: Raw -135942.721108 + Penalty 1413.850874 = -134528.870234 nChanged 7 SP:Iteration 28Q (195.104023 sec): 3 clusters Score: Raw -135945.919180 + Penalty 1413.850874 = -134532.068306 nChanged 5 SP:Iteration 29Q (195.110240 sec): 3 clusters Score: Raw -135949.251929 + Penalty 1413.850874 = -134535.401055 nChanged 9 SP:Iteration 30Q (195.116521 sec): 3 clusters Score: Raw -135954.112637 + Penalty 1413.850874 = -134540.261763 nChanged 7 SP:Iteration 31Q (195.122788 sec): 3 clusters Score: Raw -135957.220699 + Penalty 1413.850874 = -134543.369825 nChanged 6 SP:Iteration 32Q (195.129067 sec): 3 clusters Score: Raw -135959.351830 + Penalty 1413.850874 = -134545.500956 nChanged 4 SP:Iteration 33Q (195.135404 sec): 3 clusters Score: Raw -135961.254476 + Penalty 1413.850874 = -134547.403602 nChanged 3 SP:Iteration 34Q (195.141624 sec): 3 clusters Score: Raw -135962.851859 + Penalty 1413.850874 = -134549.000985 nChanged 4 SP:Iteration 35Q (195.147929 sec): 3 clusters Score: Raw -135964.696347 + Penalty 1413.850874 = -134550.845473 nChanged 4 SP:Iteration 36Q (195.154251 sec): 3 clusters Score: Raw -135967.581243 + Penalty 1413.850874 = -134553.730369 nChanged 6 SP:Iteration 37Q (195.160531 sec): 3 clusters Score: Raw -135971.817251 + Penalty 1413.850874 = -134557.966377 nChanged 4 SP:Iteration 38Q (195.166811 sec): 3 clusters Score: Raw -135973.255507 + Penalty 1413.850874 = -134559.404633 nChanged 3 SP:Iteration 39Q (195.173005 sec): 3 clusters Score: Raw -135974.355761 + Penalty 1413.850874 = -134560.504887 nChanged 5 SP:Iteration 40F (195.179489 sec): 3 clusters Score: Raw -135976.221924 + Penalty 1413.850874 = -134562.371050 nChanged 2 SP:Iteration 41Q (195.185751 sec): 3 clusters Score: Raw -135976.981373 + Penalty 1413.850874 = -134563.130499 nChanged 1 SP:Iteration 42Q (195.192014 sec): 3 clusters Score: Raw -135978.114780 + Penalty 1413.850874 = -134564.263906 nChanged 1 SP:Iteration 43Q (195.198317 sec): 3 clusters Score: Raw -135978.261557 + Penalty 1413.850874 = -134564.410683 nChanged 1 SP:Iteration 44Q (195.204571 sec): 3 clusters Score: Raw -135978.544280 + Penalty 1413.850874 = -134564.693406 nChanged 0 SP:Iteration 45F (195.210981 sec): 3 clusters Score: Raw -135978.544280 + Penalty 1413.850874 = -134564.693406 nChanged 0 Trying to split cluster 16 (3380 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.226993 sec): 2 clusters Score: Raw -248961.946612 + Penalty 771.934944 = -248190.011668 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.240613 sec): 3 clusters Score: Raw -247144.428335 + Penalty 1543.869888 = -245600.558447 nChanged 1411 SP:Iteration 1F (195.252926 sec): 3 clusters Score: Raw -247949.709669 + Penalty 1543.869888 = -246405.839781 nChanged 247 SP:Iteration 2F (195.265141 sec): 3 clusters Score: Raw -248063.680151 + Penalty 1543.869888 = -246519.810264 nChanged 177 SP:Iteration 3F (195.277273 sec): 3 clusters Score: Raw -248138.889592 + Penalty 1543.869888 = -246595.019704 nChanged 121 SP:Iteration 4Q (195.289740 sec): 3 clusters Score: Raw -248192.204284 + Penalty 1543.869888 = -246648.334396 nChanged 95 SP:Iteration 5Q (195.302169 sec): 3 clusters Score: Raw -248226.211707 + Penalty 1543.869888 = -246682.341819 nChanged 85 SP:Iteration 6Q (195.314547 sec): 3 clusters Score: Raw -248256.713546 + Penalty 1543.869888 = -246712.843658 nChanged 79 SP:Iteration 7Q (195.326940 sec): 3 clusters Score: Raw -248290.276071 + Penalty 1543.869888 = -246746.406183 nChanged 78 SP:Iteration 8Q (195.339345 sec): 3 clusters Score: Raw -248330.072367 + Penalty 1543.869888 = -246786.202479 nChanged 86 SP:Iteration 9Q (195.351756 sec): 3 clusters Score: Raw -248376.537153 + Penalty 1543.869888 = -246832.667265 nChanged 89 SP:Iteration 10Q (195.363930 sec): 3 clusters Score: Raw -248426.187933 + Penalty 1543.869888 = -246882.318045 nChanged 107 SP:Iteration 11Q (195.376242 sec): 3 clusters Score: Raw -248491.031284 + Penalty 1543.869888 = -246947.161396 nChanged 101 SP:Iteration 12Q (195.388606 sec): 3 clusters Score: Raw -248553.378334 + Penalty 1543.869888 = -247009.508446 nChanged 103 SP:Iteration 13Q (195.400878 sec): 3 clusters Score: Raw -248625.403908 + Penalty 1543.869888 = -247081.534020 nChanged 102 SP:Iteration 14Q (195.413164 sec): 3 clusters Score: Raw -248684.082721 + Penalty 1543.869888 = -247140.212833 nChanged 79 SP:Iteration 15Q (195.425478 sec): 3 clusters Score: Raw -248735.770947 + Penalty 1543.869888 = -247191.901059 nChanged 87 SP:Iteration 16Q (195.437777 sec): 3 clusters Score: Raw -248788.436833 + Penalty 1543.869888 = -247244.566945 nChanged 76 SP:Iteration 17Q (195.450050 sec): 3 clusters Score: Raw -248837.378262 + Penalty 1543.869888 = -247293.508374 nChanged 83 SP:Iteration 18Q (195.462225 sec): 3 clusters Score: Raw -248899.741478 + Penalty 1543.869888 = -247355.871590 nChanged 77 SP:Iteration 19Q (195.474520 sec): 3 clusters Score: Raw -248961.172661 + Penalty 1543.869888 = -247417.302774 nChanged 78 SP:Iteration 20F (195.486831 sec): 3 clusters Score: Raw -249016.371426 + Penalty 1543.869888 = -247472.501538 nChanged 59 SP:Iteration 21Q (195.498861 sec): 3 clusters Score: Raw -249066.821903 + Penalty 1543.869888 = -247522.952015 nChanged 58 SP:Iteration 22Q (195.510913 sec): 3 clusters Score: Raw -249112.851374 + Penalty 1543.869888 = -247568.981486 nChanged 57 SP:Iteration 23Q (195.522901 sec): 3 clusters Score: Raw -249148.168076 + Penalty 1543.869888 = -247604.298188 nChanged 40 SP:Iteration 24Q (195.534805 sec): 3 clusters Score: Raw -249167.799887 + Penalty 1543.869888 = -247623.929999 nChanged 28 SP:Iteration 25Q (195.546722 sec): 3 clusters Score: Raw -249180.948784 + Penalty 1543.869888 = -247637.078897 nChanged 24 SP:Iteration 26Q (195.558546 sec): 3 clusters Score: Raw -249189.709636 + Penalty 1543.869888 = -247645.839749 nChanged 15 SP:Iteration 27Q (195.570387 sec): 3 clusters Score: Raw -249193.845553 + Penalty 1543.869888 = -247649.975665 nChanged 9 SP:Iteration 28Q (195.582279 sec): 3 clusters Score: Raw -249195.823578 + Penalty 1543.869888 = -247651.953691 nChanged 9 SP:Iteration 29Q (195.594097 sec): 3 clusters Score: Raw -249199.087104 + Penalty 1543.869888 = -247655.217216 nChanged 9 SP:Iteration 30Q (195.605834 sec): 3 clusters Score: Raw -249201.149383 + Penalty 1543.869888 = -247657.279496 nChanged 7 SP:Iteration 31Q (195.617709 sec): 3 clusters Score: Raw -249202.522859 + Penalty 1543.869888 = -247658.652971 nChanged 4 SP:Iteration 32Q (195.629519 sec): 3 clusters Score: Raw -249203.561336 + Penalty 1543.869888 = -247659.691448 nChanged 3 SP:Iteration 33Q (195.641329 sec): 3 clusters Score: Raw -249204.189406 + Penalty 1543.869888 = -247660.319519 nChanged 4 SP:Iteration 34Q (195.653172 sec): 3 clusters Score: Raw -249205.093801 + Penalty 1543.869888 = -247661.223913 nChanged 6 SP:Iteration 35Q (195.665040 sec): 3 clusters Score: Raw -249207.830891 + Penalty 1543.869888 = -247663.961003 nChanged 7 SP:Iteration 36Q (195.676866 sec): 3 clusters Score: Raw -249211.662005 + Penalty 1543.869888 = -247667.792117 nChanged 12 SP:Iteration 37Q (195.688805 sec): 3 clusters Score: Raw -249215.469263 + Penalty 1543.869888 = -247671.599375 nChanged 4 SP:Iteration 38Q (195.700619 sec): 3 clusters Score: Raw -249216.446872 + Penalty 1543.869888 = -247672.576984 nChanged 2 SP:Iteration 39Q (195.712505 sec): 3 clusters Score: Raw -249216.596638 + Penalty 1543.869888 = -247672.726751 nChanged 0 SP:Iteration 40F (195.724689 sec): 3 clusters Score: Raw -249216.596638 + Penalty 1543.869888 = -247672.726751 nChanged 0 Trying to split cluster 17 (3540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (195.740586 sec): 2 clusters Score: Raw -259618.685909 + Penalty 776.328791 = -258842.357118 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (195.754466 sec): 3 clusters Score: Raw -257692.391660 + Penalty 1552.657581 = -256139.734079 nChanged 1486 SP:Iteration 1F (195.767315 sec): 3 clusters Score: Raw -258528.122418 + Penalty 1552.657581 = -256975.464837 nChanged 268 SP:Iteration 2F (195.780033 sec): 3 clusters Score: Raw -258723.789154 + Penalty 1552.657581 = -257171.131573 nChanged 231 SP:Iteration 3F (195.792698 sec): 3 clusters Score: Raw -258897.005522 + Penalty 1552.657581 = -257344.347941 nChanged 222 SP:Iteration 4F (195.805567 sec): 3 clusters Score: Raw -259027.702225 + Penalty 1552.657581 = -257475.044644 nChanged 185 SP:Iteration 5F (195.818385 sec): 3 clusters Score: Raw -259139.150551 + Penalty 1552.657581 = -257586.492970 nChanged 173 SP:Iteration 6Q (195.831254 sec): 3 clusters Score: Raw -259255.686042 + Penalty 1552.657581 = -257703.028461 nChanged 146 SP:Iteration 7Q (195.844072 sec): 3 clusters Score: Raw -259338.883507 + Penalty 1552.657581 = -257786.225926 nChanged 119 SP:Iteration 8Q (195.856773 sec): 3 clusters Score: Raw -259398.052532 + Penalty 1552.657581 = -257845.394951 nChanged 99 SP:Iteration 9Q (195.869498 sec): 3 clusters Score: Raw -259439.272163 + Penalty 1552.657581 = -257886.614582 nChanged 76 SP:Iteration 10Q (195.882284 sec): 3 clusters Score: Raw -259464.558381 + Penalty 1552.657581 = -257911.900800 nChanged 53 SP:Iteration 11Q (195.895108 sec): 3 clusters Score: Raw -259485.643206 + Penalty 1552.657581 = -257932.985624 nChanged 45 SP:Iteration 12Q (195.907784 sec): 3 clusters Score: Raw -259501.223841 + Penalty 1552.657581 = -257948.566259 nChanged 45 SP:Iteration 13Q (195.920537 sec): 3 clusters Score: Raw -259524.006839 + Penalty 1552.657581 = -257971.349257 nChanged 54 SP:Iteration 14Q (195.933361 sec): 3 clusters Score: Raw -259548.468829 + Penalty 1552.657581 = -257995.811248 nChanged 53 SP:Iteration 15Q (195.946012 sec): 3 clusters Score: Raw -259568.595606 + Penalty 1552.657581 = -258015.938024 nChanged 33 SP:Iteration 16Q (195.958759 sec): 3 clusters Score: Raw -259578.758831 + Penalty 1552.657581 = -258026.101249 nChanged 43 SP:Iteration 17Q (195.971341 sec): 3 clusters Score: Raw -259593.717944 + Penalty 1552.657581 = -258041.060363 nChanged 43 SP:Iteration 18Q (195.984039 sec): 3 clusters Score: Raw -259605.075474 + Penalty 1552.657581 = -258052.417892 nChanged 34 SP:Iteration 19Q (195.996790 sec): 3 clusters Score: Raw -259613.285891 + Penalty 1552.657581 = -258060.628310 nChanged 24 SP:Iteration 20F (196.009481 sec): 3 clusters Score: Raw -259620.237680 + Penalty 1552.657581 = -258067.580099 nChanged 20 SP:Iteration 21Q (196.022083 sec): 3 clusters Score: Raw -259626.147096 + Penalty 1552.657581 = -258073.489515 nChanged 21 SP:Iteration 22Q (196.034642 sec): 3 clusters Score: Raw -259632.025158 + Penalty 1552.657581 = -258079.367577 nChanged 13 SP:Iteration 23Q (196.047302 sec): 3 clusters Score: Raw -259634.950841 + Penalty 1552.657581 = -258082.293260 nChanged 16 SP:Iteration 24Q (196.059884 sec): 3 clusters Score: Raw -259639.549231 + Penalty 1552.657581 = -258086.891650 nChanged 23 SP:Iteration 25Q (196.072559 sec): 3 clusters Score: Raw -259644.774524 + Penalty 1552.657581 = -258092.116943 nChanged 19 SP:Iteration 26Q (196.085239 sec): 3 clusters Score: Raw -259649.440075 + Penalty 1552.657581 = -258096.782494 nChanged 18 SP:Iteration 27Q (196.097786 sec): 3 clusters Score: Raw -259653.888627 + Penalty 1552.657581 = -258101.231045 nChanged 14 SP:Iteration 28Q (196.110270 sec): 3 clusters Score: Raw -259657.450202 + Penalty 1552.657581 = -258104.792621 nChanged 19 SP:Iteration 29Q (196.122817 sec): 3 clusters Score: Raw -259663.149031 + Penalty 1552.657581 = -258110.491450 nChanged 13 SP:Iteration 30Q (196.135464 sec): 3 clusters Score: Raw -259666.954200 + Penalty 1552.657581 = -258114.296618 nChanged 16 SP:Iteration 31Q (196.147941 sec): 3 clusters Score: Raw -259672.347472 + Penalty 1552.657581 = -258119.689891 nChanged 19 SP:Iteration 32Q (196.160574 sec): 3 clusters Score: Raw -259679.060125 + Penalty 1552.657581 = -258126.402544 nChanged 23 SP:Iteration 33Q (196.173142 sec): 3 clusters Score: Raw -259686.387477 + Penalty 1552.657581 = -258133.729896 nChanged 27 SP:Iteration 34Q (196.185799 sec): 3 clusters Score: Raw -259697.430450 + Penalty 1552.657581 = -258144.772869 nChanged 34 SP:Iteration 35Q (196.198262 sec): 3 clusters Score: Raw -259709.748071 + Penalty 1552.657581 = -258157.090490 nChanged 31 SP:Iteration 36Q (196.210807 sec): 3 clusters Score: Raw -259721.682627 + Penalty 1552.657581 = -258169.025046 nChanged 25 SP:Iteration 37Q (196.223315 sec): 3 clusters Score: Raw -259729.467241 + Penalty 1552.657581 = -258176.809660 nChanged 24 SP:Iteration 38Q (196.235843 sec): 3 clusters Score: Raw -259737.272182 + Penalty 1552.657581 = -258184.614600 nChanged 21 SP:Iteration 39Q (196.248268 sec): 3 clusters Score: Raw -259742.003121 + Penalty 1552.657581 = -258189.345540 nChanged 14 SP:Iteration 40F (196.261033 sec): 3 clusters Score: Raw -259744.810994 + Penalty 1552.657581 = -258192.153413 nChanged 10 SP:Iteration 41Q (196.273580 sec): 3 clusters Score: Raw -259747.428273 + Penalty 1552.657581 = -258194.770692 nChanged 10 SP:Iteration 42Q (196.286139 sec): 3 clusters Score: Raw -259748.967702 + Penalty 1552.657581 = -258196.310121 nChanged 4 SP:Iteration 43Q (196.298535 sec): 3 clusters Score: Raw -259749.828460 + Penalty 1552.657581 = -258197.170879 nChanged 4 SP:Iteration 44Q (196.311063 sec): 3 clusters Score: Raw -259750.219255 + Penalty 1552.657581 = -258197.561674 nChanged 5 SP:Iteration 45Q (196.323482 sec): 3 clusters Score: Raw -259750.773995 + Penalty 1552.657581 = -258198.116414 nChanged 1 SP:Iteration 46Q (196.335914 sec): 3 clusters Score: Raw -259750.875934 + Penalty 1552.657581 = -258198.218353 nChanged 1 SP:Iteration 47Q (196.348336 sec): 3 clusters Score: Raw -259750.907593 + Penalty 1552.657581 = -258198.250012 nChanged 0 SP:Iteration 48F (196.360979 sec): 3 clusters Score: Raw -259750.907593 + Penalty 1552.657581 = -258198.250012 nChanged 0 Trying to split cluster 19 (52647 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (196.423129 sec): 2 clusters Score: Raw -3761010.702163 + Penalty 1032.779631 = -3759977.922532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (196.499584 sec): 3 clusters Score: Raw -3727024.593320 + Penalty 2065.559262 = -3724959.034058 nChanged 24941 SP:Iteration 1F (196.569388 sec): 3 clusters Score: Raw -3741810.560361 + Penalty 2065.559262 = -3739745.001099 nChanged 2281 SP:Iteration 2Q (196.643029 sec): 3 clusters Score: Raw -3742653.957501 + Penalty 2065.559262 = -3740588.398239 nChanged 2774 SP:Iteration 3F (196.712939 sec): 3 clusters Score: Raw -3744018.762986 + Penalty 2065.559262 = -3741953.203724 nChanged 3461 SP:Iteration 4F (196.782689 sec): 3 clusters Score: Raw -3746359.758210 + Penalty 2065.559262 = -3744294.198948 nChanged 4074 SP:Iteration 5F (196.852587 sec): 3 clusters Score: Raw -3749868.619221 + Penalty 2065.559262 = -3747803.059960 nChanged 4144 SP:Iteration 6F (196.922236 sec): 3 clusters Score: Raw -3753943.896145 + Penalty 2065.559262 = -3751878.336883 nChanged 3284 SP:Iteration 7F (196.991779 sec): 3 clusters Score: Raw -3757381.082419 + Penalty 2065.559262 = -3755315.523157 nChanged 2023 SP:Iteration 8Q (197.060393 sec): 3 clusters Score: Raw -3759403.130778 + Penalty 2065.559262 = -3757337.571516 nChanged 1047 SP:Iteration 9Q (197.124830 sec): 3 clusters Score: Raw -3760356.876955 + Penalty 2065.559262 = -3758291.317693 nChanged 602 SP:Iteration 10Q (197.186709 sec): 3 clusters Score: Raw -3760832.734656 + Penalty 2065.559262 = -3758767.175395 nChanged 384 SP:Iteration 11Q (197.247154 sec): 3 clusters Score: Raw -3761107.672872 + Penalty 2065.559262 = -3759042.113610 nChanged 313 SP:Iteration 12Q (197.306597 sec): 3 clusters Score: Raw -3761323.250452 + Penalty 2065.559262 = -3759257.691190 nChanged 251 SP:Iteration 13Q (197.365812 sec): 3 clusters Score: Raw -3761470.750466 + Penalty 2065.559262 = -3759405.191204 nChanged 199 SP:Iteration 14Q (197.424712 sec): 3 clusters Score: Raw -3761554.960616 + Penalty 2065.559262 = -3759489.401355 nChanged 130 SP:Iteration 15Q (197.484269 sec): 3 clusters Score: Raw -3761601.393087 + Penalty 2065.559262 = -3759535.833825 nChanged 103 SP:Iteration 16Q (197.543201 sec): 3 clusters Score: Raw -3761635.715180 + Penalty 2065.559262 = -3759570.155918 nChanged 93 SP:Iteration 17Q (197.601795 sec): 3 clusters Score: Raw -3761663.308683 + Penalty 2065.559262 = -3759597.749421 nChanged 92 SP:Iteration 18Q (197.660493 sec): 3 clusters Score: Raw -3761685.777681 + Penalty 2065.559262 = -3759620.218419 nChanged 67 SP:Iteration 19Q (197.719235 sec): 3 clusters Score: Raw -3761699.785681 + Penalty 2065.559262 = -3759634.226419 nChanged 53 SP:Iteration 20F (197.788733 sec): 3 clusters Score: Raw -3761709.689670 + Penalty 2065.559262 = -3759644.130408 nChanged 40 SP:Iteration 21Q (197.847591 sec): 3 clusters Score: Raw -3761717.078779 + Penalty 2065.559262 = -3759651.519517 nChanged 34 SP:Iteration 22Q (197.906280 sec): 3 clusters Score: Raw -3761722.662824 + Penalty 2065.559262 = -3759657.103562 nChanged 32 SP:Iteration 23Q (197.965042 sec): 3 clusters Score: Raw -3761728.587872 + Penalty 2065.559262 = -3759663.028610 nChanged 33 SP:Iteration 24Q (198.023889 sec): 3 clusters Score: Raw -3761734.485164 + Penalty 2065.559262 = -3759668.925902 nChanged 25 SP:Iteration 25Q (198.082632 sec): 3 clusters Score: Raw -3761738.698224 + Penalty 2065.559262 = -3759673.138962 nChanged 15 SP:Iteration 26Q (198.141157 sec): 3 clusters Score: Raw -3761740.988847 + Penalty 2065.559262 = -3759675.429585 nChanged 18 SP:Iteration 27Q (198.199828 sec): 3 clusters Score: Raw -3761743.439039 + Penalty 2065.559262 = -3759677.879777 nChanged 20 SP:Iteration 28Q (198.258564 sec): 3 clusters Score: Raw -3761746.039975 + Penalty 2065.559262 = -3759680.480713 nChanged 18 SP:Iteration 29Q (198.317695 sec): 3 clusters Score: Raw -3761748.852442 + Penalty 2065.559262 = -3759683.293180 nChanged 25 SP:Iteration 30Q (198.377029 sec): 3 clusters Score: Raw -3761752.620800 + Penalty 2065.559262 = -3759687.061538 nChanged 28 SP:Iteration 31Q (198.436588 sec): 3 clusters Score: Raw -3761757.080090 + Penalty 2065.559262 = -3759691.520828 nChanged 30 SP:Iteration 32Q (198.495880 sec): 3 clusters Score: Raw -3761763.850882 + Penalty 2065.559262 = -3759698.291620 nChanged 38 SP:Iteration 33Q (198.555606 sec): 3 clusters Score: Raw -3761771.048113 + Penalty 2065.559262 = -3759705.488851 nChanged 43 SP:Iteration 34Q (198.614975 sec): 3 clusters Score: Raw -3761780.131860 + Penalty 2065.559262 = -3759714.572598 nChanged 43 SP:Iteration 35Q (198.674489 sec): 3 clusters Score: Raw -3761789.432670 + Penalty 2065.559262 = -3759723.873408 nChanged 39 SP:Iteration 36Q (198.733953 sec): 3 clusters Score: Raw -3761797.353491 + Penalty 2065.559262 = -3759731.794229 nChanged 38 SP:Iteration 37Q (198.793564 sec): 3 clusters Score: Raw -3761806.897871 + Penalty 2065.559262 = -3759741.338609 nChanged 43 SP:Iteration 38Q (198.889039 sec): 3 clusters Score: Raw -3761814.439253 + Penalty 2065.559262 = -3759748.879991 nChanged 30 SP:Iteration 39Q (198.948580 sec): 3 clusters Score: Raw -3761818.538232 + Penalty 2065.559262 = -3759752.978971 nChanged 25 SP:Iteration 40F (199.018241 sec): 3 clusters Score: Raw -3761821.472893 + Penalty 2065.559262 = -3759755.913631 nChanged 27 SP:Iteration 41Q (199.077897 sec): 3 clusters Score: Raw -3761824.828871 + Penalty 2065.559262 = -3759759.269609 nChanged 19 SP:Iteration 42Q (199.137629 sec): 3 clusters Score: Raw -3761827.318645 + Penalty 2065.559262 = -3759761.759383 nChanged 23 SP:Iteration 43Q (199.197342 sec): 3 clusters Score: Raw -3761830.654475 + Penalty 2065.559262 = -3759765.095213 nChanged 25 SP:Iteration 44Q (199.257064 sec): 3 clusters Score: Raw -3761833.011145 + Penalty 2065.559262 = -3759767.451884 nChanged 17 SP:Iteration 45Q (199.316787 sec): 3 clusters Score: Raw -3761835.102375 + Penalty 2065.559262 = -3759769.543113 nChanged 22 SP:Iteration 46Q (199.376476 sec): 3 clusters Score: Raw -3761838.066761 + Penalty 2065.559262 = -3759772.507499 nChanged 18 SP:Iteration 47Q (199.436166 sec): 3 clusters Score: Raw -3761840.031960 + Penalty 2065.559262 = -3759774.472698 nChanged 11 SP:Iteration 48Q (199.496151 sec): 3 clusters Score: Raw -3761841.442900 + Penalty 2065.559262 = -3759775.883638 nChanged 12 SP:Iteration 49Q (199.555874 sec): 3 clusters Score: Raw -3761843.160579 + Penalty 2065.559262 = -3759777.601317 nChanged 14 SP:Iteration 50Q (199.615765 sec): 3 clusters Score: Raw -3761844.666901 + Penalty 2065.559262 = -3759779.107639 nChanged 15 SP:Iteration 51Q (199.675218 sec): 3 clusters Score: Raw -3761846.342065 + Penalty 2065.559262 = -3759780.782804 nChanged 11 SP:Iteration 52Q (199.734772 sec): 3 clusters Score: Raw -3761847.418740 + Penalty 2065.559262 = -3759781.859479 nChanged 14 SP:Iteration 53Q (199.794507 sec): 3 clusters Score: Raw -3761848.810435 + Penalty 2065.559262 = -3759783.251173 nChanged 8 SP:Iteration 54Q (199.854475 sec): 3 clusters Score: Raw -3761850.076251 + Penalty 2065.559262 = -3759784.516989 nChanged 13 SP:Iteration 55Q (199.914070 sec): 3 clusters Score: Raw -3761851.225804 + Penalty 2065.559262 = -3759785.666542 nChanged 17 SP:Iteration 56Q (199.973331 sec): 3 clusters Score: Raw -3761853.437141 + Penalty 2065.559262 = -3759787.877879 nChanged 19 SP:Iteration 57Q (200.032963 sec): 3 clusters Score: Raw -3761855.675402 + Penalty 2065.559262 = -3759790.116140 nChanged 17 SP:Iteration 58Q (200.092369 sec): 3 clusters Score: Raw -3761858.183740 + Penalty 2065.559262 = -3759792.624478 nChanged 21 SP:Iteration 59Q (200.152022 sec): 3 clusters Score: Raw -3761861.291400 + Penalty 2065.559262 = -3759795.732138 nChanged 16 SP:Iteration 60F (200.237124 sec): 3 clusters Score: Raw -3761863.215765 + Penalty 2065.559262 = -3759797.656504 nChanged 17 SP:Iteration 61Q (200.296616 sec): 3 clusters Score: Raw -3761865.130478 + Penalty 2065.559262 = -3759799.571216 nChanged 12 SP:Iteration 62Q (200.356579 sec): 3 clusters Score: Raw -3761866.413375 + Penalty 2065.559262 = -3759800.854113 nChanged 15 SP:Iteration 63Q (200.416691 sec): 3 clusters Score: Raw -3761869.214802 + Penalty 2065.559262 = -3759803.655540 nChanged 20 SP:Iteration 64Q (200.476575 sec): 3 clusters Score: Raw -3761873.767379 + Penalty 2065.559262 = -3759808.208118 nChanged 29 SP:Iteration 65Q (200.536329 sec): 3 clusters Score: Raw -3761878.008374 + Penalty 2065.559262 = -3759812.449112 nChanged 29 SP:Iteration 66Q (200.596252 sec): 3 clusters Score: Raw -3761881.669048 + Penalty 2065.559262 = -3759816.109786 nChanged 20 SP:Iteration 67Q (200.656516 sec): 3 clusters Score: Raw -3761883.576020 + Penalty 2065.559262 = -3759818.016758 nChanged 18 SP:Iteration 68Q (200.716334 sec): 3 clusters Score: Raw -3761885.676315 + Penalty 2065.559262 = -3759820.117053 nChanged 19 SP:Iteration 69Q (200.776437 sec): 3 clusters Score: Raw -3761887.835744 + Penalty 2065.559262 = -3759822.276482 nChanged 18 SP:Iteration 70Q (200.836107 sec): 3 clusters Score: Raw -3761890.155675 + Penalty 2065.559262 = -3759824.596413 nChanged 19 SP:Iteration 71Q (200.895925 sec): 3 clusters Score: Raw -3761891.820165 + Penalty 2065.559262 = -3759826.260903 nChanged 8 SP:Iteration 72Q (200.955966 sec): 3 clusters Score: Raw -3761892.512248 + Penalty 2065.559262 = -3759826.952986 nChanged 10 SP:Iteration 73Q (201.052253 sec): 3 clusters Score: Raw -3761893.892857 + Penalty 2065.559262 = -3759828.333595 nChanged 12 SP:Iteration 74Q (201.115710 sec): 3 clusters Score: Raw -3761896.105132 + Penalty 2065.559262 = -3759830.545871 nChanged 17 SP:Iteration 75Q (201.175484 sec): 3 clusters Score: Raw -3761898.163302 + Penalty 2065.559262 = -3759832.604040 nChanged 17 SP:Iteration 76Q (201.235312 sec): 3 clusters Score: Raw -3761899.972554 + Penalty 2065.559262 = -3759834.413292 nChanged 11 SP:Iteration 77Q (201.295340 sec): 3 clusters Score: Raw -3761901.280649 + Penalty 2065.559262 = -3759835.721387 nChanged 14 SP:Iteration 78Q (201.355077 sec): 3 clusters Score: Raw -3761903.516176 + Penalty 2065.559262 = -3759837.956914 nChanged 17 SP:Iteration 79Q (201.415125 sec): 3 clusters Score: Raw -3761905.737590 + Penalty 2065.559262 = -3759840.178328 nChanged 12 SP:Iteration 80F (201.484794 sec): 3 clusters Score: Raw -3761907.064261 + Penalty 2065.559262 = -3759841.504999 nChanged 12 SP:Iteration 81Q (201.544889 sec): 3 clusters Score: Raw -3761908.471621 + Penalty 2065.559262 = -3759842.912359 nChanged 21 SP:Iteration 82Q (201.604897 sec): 3 clusters Score: Raw -3761911.071864 + Penalty 2065.559262 = -3759845.512602 nChanged 21 SP:Iteration 83Q (201.664822 sec): 3 clusters Score: Raw -3761913.841869 + Penalty 2065.559262 = -3759848.282607 nChanged 24 SP:Iteration 84Q (201.724859 sec): 3 clusters Score: Raw -3761916.142712 + Penalty 2065.559262 = -3759850.583450 nChanged 14 SP:Iteration 85Q (201.786311 sec): 3 clusters Score: Raw -3761917.702185 + Penalty 2065.559262 = -3759852.142923 nChanged 15 SP:Iteration 86Q (201.846786 sec): 3 clusters Score: Raw -3761919.236605 + Penalty 2065.559262 = -3759853.677343 nChanged 12 SP:Iteration 87Q (201.906777 sec): 3 clusters Score: Raw -3761920.296870 + Penalty 2065.559262 = -3759854.737608 nChanged 8 SP:Iteration 88Q (201.966779 sec): 3 clusters Score: Raw -3761921.061891 + Penalty 2065.559262 = -3759855.502629 nChanged 8 SP:Iteration 89Q (202.027061 sec): 3 clusters Score: Raw -3761921.640184 + Penalty 2065.559262 = -3759856.080922 nChanged 5 SP:Iteration 90Q (202.087355 sec): 3 clusters Score: Raw -3761922.146435 + Penalty 2065.559262 = -3759856.587174 nChanged 10 SP:Iteration 91Q (202.147738 sec): 3 clusters Score: Raw -3761922.996964 + Penalty 2065.559262 = -3759857.437702 nChanged 11 SP:Iteration 92Q (202.207045 sec): 3 clusters Score: Raw -3761923.815045 + Penalty 2065.559262 = -3759858.255783 nChanged 9 SP:Iteration 93Q (202.266929 sec): 3 clusters Score: Raw -3761924.733453 + Penalty 2065.559262 = -3759859.174191 nChanged 10 SP:Iteration 94Q (202.326992 sec): 3 clusters Score: Raw -3761925.325758 + Penalty 2065.559262 = -3759859.766496 nChanged 6 SP:Iteration 95Q (202.386889 sec): 3 clusters Score: Raw -3761926.118933 + Penalty 2065.559262 = -3759860.559671 nChanged 10 SP:Iteration 96Q (202.446516 sec): 3 clusters Score: Raw -3761926.990039 + Penalty 2065.559262 = -3759861.430777 nChanged 8 SP:Iteration 97Q (202.506376 sec): 3 clusters Score: Raw -3761927.647694 + Penalty 2065.559262 = -3759862.088432 nChanged 9 SP:Iteration 98Q (202.566263 sec): 3 clusters Score: Raw -3761928.477417 + Penalty 2065.559262 = -3759862.918155 nChanged 8 SP:Iteration 99Q (202.625894 sec): 3 clusters Score: Raw -3761929.156883 + Penalty 2065.559262 = -3759863.597622 nChanged 9 SP:Iteration 100F (202.695886 sec): 3 clusters Score: Raw -3761930.075958 + Penalty 2065.559262 = -3759864.516697 nChanged 11 SP:Iteration 101Q (202.755752 sec): 3 clusters Score: Raw -3761931.049168 + Penalty 2065.559262 = -3759865.489907 nChanged 8 SP:Iteration 102Q (202.815578 sec): 3 clusters Score: Raw -3761931.662058 + Penalty 2065.559262 = -3759866.102797 nChanged 7 SP:Iteration 103Q (202.875591 sec): 3 clusters Score: Raw -3761932.179105 + Penalty 2065.559262 = -3759866.619843 nChanged 7 SP:Iteration 104Q (202.935536 sec): 3 clusters Score: Raw -3761932.646655 + Penalty 2065.559262 = -3759867.087394 nChanged 2 SP:Iteration 105Q (202.995291 sec): 3 clusters Score: Raw -3761932.770672 + Penalty 2065.559262 = -3759867.211411 nChanged 1 SP:Iteration 106Q (203.055484 sec): 3 clusters Score: Raw -3761932.833408 + Penalty 2065.559262 = -3759867.274146 nChanged 0 SP:Iteration 107F (203.125218 sec): 3 clusters Score: Raw -3761932.833408 + Penalty 2065.559262 = -3759867.274146 nChanged 0 Iteration 59Q (205.475654 sec): 21 clusters Score: Raw -25368975.211143 + Penalty 24291.160601 = -25344684.050542 nChanged 3373 Iteration 60F (208.667181 sec): 21 clusters Score: Raw -25370582.585280 + Penalty 24291.160601 = -25346291.424679 nChanged 3995 Iteration 61Q (210.423788 sec): 21 clusters Score: Raw -25371556.441290 + Penalty 24291.160601 = -25347265.280690 nChanged 2627 Iteration 62Q (212.206547 sec): 21 clusters Score: Raw -25372247.457359 + Penalty 24291.160601 = -25347956.296758 nChanged 2275 Iteration 63Q (213.947591 sec): 21 clusters Score: Raw -25372817.827277 + Penalty 24291.160601 = -25348526.666676 nChanged 1994 Iteration 64Q (215.685115 sec): 21 clusters Score: Raw -25373326.224742 + Penalty 24291.160601 = -25349035.064141 nChanged 1858 Iteration 65Q (217.442716 sec): 21 clusters Score: Raw -25373831.295877 + Penalty 24291.160601 = -25349540.135277 nChanged 1870 Iteration 66Q (219.234963 sec): 21 clusters Score: Raw -25374378.587728 + Penalty 24291.160601 = -25350087.427127 nChanged 1849 Iteration 67Q (221.073512 sec): 21 clusters Score: Raw -25374919.943975 + Penalty 24291.160601 = -25350628.783374 nChanged 1825 Iteration 68Q (222.817016 sec): 21 clusters Score: Raw -25375432.983212 + Penalty 24291.160601 = -25351141.822611 nChanged 1756 Iteration 69Q (224.553541 sec): 21 clusters Score: Raw -25375922.409923 + Penalty 24291.160601 = -25351631.249322 nChanged 1739 Iteration 70Q (226.296651 sec): 21 clusters Score: Raw -25376398.183918 + Penalty 24291.160601 = -25352107.023317 nChanged 1588 Iteration 71Q (228.029937 sec): 21 clusters Score: Raw -25376785.000599 + Penalty 24291.160601 = -25352493.839999 nChanged 1416 Iteration 72Q (229.767302 sec): 21 clusters Score: Raw -25377088.262699 + Penalty 24291.160601 = -25352797.102099 nChanged 1266 Iteration 73Q (231.498077 sec): 21 clusters Score: Raw -25377337.218359 + Penalty 24291.160601 = -25353046.057759 nChanged 1140 Iteration 74Q (233.228573 sec): 21 clusters Score: Raw -25377524.505464 + Penalty 24291.160601 = -25353233.344863 nChanged 996 Iteration 75Q (234.957115 sec): 21 clusters Score: Raw -25377669.532232 + Penalty 24291.160601 = -25353378.371631 nChanged 892 Iteration 76Q (236.684895 sec): 21 clusters Score: Raw -25377772.948963 + Penalty 24291.160601 = -25353481.788362 nChanged 811 Iteration 77Q (238.406977 sec): 21 clusters Score: Raw -25377863.784801 + Penalty 24291.160601 = -25353572.624201 nChanged 740 Iteration 78Q (240.135128 sec): 21 clusters Score: Raw -25377937.849658 + Penalty 24291.160601 = -25353646.689058 nChanged 619 Iteration 79Q (241.859029 sec): 21 clusters Score: Raw -25377993.181375 + Penalty 24291.160601 = -25353702.020774 nChanged 554 Iteration 80F (245.044632 sec): 21 clusters Score: Raw -25378725.229002 + Penalty 24291.160601 = -25354434.068402 nChanged 1473 Iteration 81Q (246.798107 sec): 21 clusters Score: Raw -25379585.627367 + Penalty 24291.160601 = -25355294.466766 nChanged 1616 Iteration 82Q (248.550990 sec): 21 clusters Score: Raw -25380208.740584 + Penalty 24291.160601 = -25355917.579983 nChanged 1548 Iteration 83Q (250.381945 sec): 21 clusters Score: Raw -25380708.253534 + Penalty 24291.160601 = -25356417.092933 nChanged 1434 Iteration 84Q (252.138971 sec): 21 clusters Score: Raw -25381083.399325 + Penalty 24291.160601 = -25356792.238724 nChanged 1258 Iteration 85Q (253.897881 sec): 21 clusters Score: Raw -25381379.067263 + Penalty 24291.160601 = -25357087.906663 nChanged 1250 Iteration 86Q (255.645767 sec): 21 clusters Score: Raw -25381644.230635 + Penalty 24291.160601 = -25357353.070034 nChanged 1185 Iteration 87Q (257.394968 sec): 21 clusters Score: Raw -25381887.821710 + Penalty 24291.160601 = -25357596.661109 nChanged 1032 Iteration 88Q (259.142804 sec): 21 clusters Score: Raw -25382087.729138 + Penalty 24291.160601 = -25357796.568537 nChanged 961 Iteration 89Q (260.888870 sec): 21 clusters Score: Raw -25382255.890043 + Penalty 24291.160601 = -25357964.729442 nChanged 898 Iteration 90Q (262.634980 sec): 21 clusters Score: Raw -25382384.915246 + Penalty 24291.160601 = -25358093.754646 nChanged 796 Iteration 91Q (264.397596 sec): 21 clusters Score: Raw -25382476.838579 + Penalty 24291.160601 = -25358185.677978 nChanged 730 Iteration 92Q (266.141964 sec): 21 clusters Score: Raw -25382546.754456 + Penalty 24291.160601 = -25358255.593855 nChanged 648 Iteration 93Q (267.883538 sec): 21 clusters Score: Raw -25382602.956293 + Penalty 24291.160601 = -25358311.795692 nChanged 560 Iteration 94Q (269.626629 sec): 21 clusters Score: Raw -25382650.414054 + Penalty 24291.160601 = -25358359.253453 nChanged 511 Iteration 95Q (271.376270 sec): 21 clusters Score: Raw -25382687.178094 + Penalty 24291.160601 = -25358396.017493 nChanged 454 Iteration 96Q (273.114627 sec): 21 clusters Score: Raw -25382715.086377 + Penalty 24291.160601 = -25358423.925777 nChanged 438 Iteration 97Q (274.851593 sec): 21 clusters Score: Raw -25382738.460712 + Penalty 24291.160601 = -25358447.300112 nChanged 425 Iteration 98Q (276.590227 sec): 21 clusters Score: Raw -25382761.364208 + Penalty 24291.160601 = -25358470.203607 nChanged 410 Writing temp clu file Because OldScore, -25358447.300112, is greater than current (better) Score,-25358470.203607 Compute initial score before splitting: Score: Raw -25382761.364208 + Penalty 24291.160601 = -25358470.203607 Trying to split cluster 1 (25186 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.680586 sec): 2 clusters Score: Raw -1916215.743493 + Penalty 962.734139 = -1915253.009354 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.723869 sec): 3 clusters Score: Raw -1900418.174892 + Penalty 1925.468277 = -1898492.706615 nChanged 11771 SP:Iteration 1F (276.765311 sec): 3 clusters Score: Raw -1907660.800505 + Penalty 1925.468277 = -1905735.332228 nChanged 1399 SP:Iteration 2F (276.805119 sec): 3 clusters Score: Raw -1908445.576015 + Penalty 1925.468277 = -1906520.107738 nChanged 1599 SP:Iteration 3F (276.845248 sec): 3 clusters Score: Raw -1909410.809607 + Penalty 1925.468277 = -1907485.341330 nChanged 1640 SP:Iteration 4F (276.885683 sec): 3 clusters Score: Raw -1910529.954352 + Penalty 1925.468277 = -1908604.486075 nChanged 1681 SP:Iteration 5F (276.926211 sec): 3 clusters Score: Raw -1911778.268809 + Penalty 1925.468277 = -1909852.800532 nChanged 1554 SP:Iteration 6F (276.966567 sec): 3 clusters Score: Raw -1912847.731449 + Penalty 1925.468277 = -1910922.263172 nChanged 1223 SP:Iteration 7Q (277.007205 sec): 3 clusters Score: Raw -1913448.642072 + Penalty 1925.468277 = -1911523.173795 nChanged 779 SP:Iteration 8Q (277.047108 sec): 3 clusters Score: Raw -1913696.521605 + Penalty 1925.468277 = -1911771.053328 nChanged 503 SP:Iteration 9Q (277.087227 sec): 3 clusters Score: Raw -1913834.708062 + Penalty 1925.468277 = -1911909.239785 nChanged 355 SP:Iteration 10Q (277.127008 sec): 3 clusters Score: Raw -1913919.066930 + Penalty 1925.468277 = -1911993.598653 nChanged 297 SP:Iteration 11Q (277.166838 sec): 3 clusters Score: Raw -1913989.197748 + Penalty 1925.468277 = -1912063.729471 nChanged 280 SP:Iteration 12Q (277.206347 sec): 3 clusters Score: Raw -1914052.077276 + Penalty 1925.468277 = -1912126.608999 nChanged 256 SP:Iteration 13Q (277.246026 sec): 3 clusters Score: Raw -1914103.112800 + Penalty 1925.468277 = -1912177.644523 nChanged 231 SP:Iteration 14Q (277.285318 sec): 3 clusters Score: Raw -1914145.882515 + Penalty 1925.468277 = -1912220.414238 nChanged 195 SP:Iteration 15Q (277.324786 sec): 3 clusters Score: Raw -1914173.432738 + Penalty 1925.468277 = -1912247.964461 nChanged 153 SP:Iteration 16Q (277.364156 sec): 3 clusters Score: Raw -1914194.472945 + Penalty 1925.468277 = -1912269.004668 nChanged 153 SP:Iteration 17Q (277.403811 sec): 3 clusters Score: Raw -1914214.039336 + Penalty 1925.468277 = -1912288.571059 nChanged 133 SP:Iteration 18Q (277.443130 sec): 3 clusters Score: Raw -1914228.081055 + Penalty 1925.468277 = -1912302.612778 nChanged 125 SP:Iteration 19Q (277.482420 sec): 3 clusters Score: Raw -1914239.027124 + Penalty 1925.468277 = -1912313.558847 nChanged 103 SP:Iteration 20F (277.522787 sec): 3 clusters Score: Raw -1914249.821056 + Penalty 1925.468277 = -1912324.352779 nChanged 101 SP:Iteration 21Q (277.562067 sec): 3 clusters Score: Raw -1914263.504792 + Penalty 1925.468277 = -1912338.036514 nChanged 103 SP:Iteration 22Q (277.601517 sec): 3 clusters Score: Raw -1914275.671017 + Penalty 1925.468277 = -1912350.202740 nChanged 114 SP:Iteration 23Q (277.640970 sec): 3 clusters Score: Raw -1914287.709483 + Penalty 1925.468277 = -1912362.241206 nChanged 105 SP:Iteration 24Q (277.680236 sec): 3 clusters Score: Raw -1914299.434151 + Penalty 1925.468277 = -1912373.965874 nChanged 97 SP:Iteration 25Q (277.719683 sec): 3 clusters Score: Raw -1914309.418632 + Penalty 1925.468277 = -1912383.950355 nChanged 97 SP:Iteration 26Q (277.758957 sec): 3 clusters Score: Raw -1914319.066957 + Penalty 1925.468277 = -1912393.598680 nChanged 85 SP:Iteration 27Q (277.798108 sec): 3 clusters Score: Raw -1914327.136380 + Penalty 1925.468277 = -1912401.668103 nChanged 79 SP:Iteration 28Q (277.837440 sec): 3 clusters Score: Raw -1914334.433871 + Penalty 1925.468277 = -1912408.965594 nChanged 80 SP:Iteration 29Q (277.876802 sec): 3 clusters Score: Raw -1914342.309466 + Penalty 1925.468277 = -1912416.841189 nChanged 79 SP:Iteration 30Q (277.916010 sec): 3 clusters Score: Raw -1914349.497467 + Penalty 1925.468277 = -1912424.029190 nChanged 74 SP:Iteration 31Q (277.955467 sec): 3 clusters Score: Raw -1914354.919829 + Penalty 1925.468277 = -1912429.451552 nChanged 78 SP:Iteration 32Q (277.995038 sec): 3 clusters Score: Raw -1914361.311171 + Penalty 1925.468277 = -1912435.842894 nChanged 75 SP:Iteration 33Q (278.034364 sec): 3 clusters Score: Raw -1914368.653414 + Penalty 1925.468277 = -1912443.185137 nChanged 89 SP:Iteration 34Q (278.073681 sec): 3 clusters Score: Raw -1914376.892830 + Penalty 1925.468277 = -1912451.424553 nChanged 78 SP:Iteration 35Q (278.150971 sec): 3 clusters Score: Raw -1914383.303220 + Penalty 1925.468277 = -1912457.834943 nChanged 69 SP:Iteration 36Q (278.222401 sec): 3 clusters Score: Raw -1914389.263571 + Penalty 1925.468277 = -1912463.795294 nChanged 74 SP:Iteration 37Q (278.260866 sec): 3 clusters Score: Raw -1914394.538169 + Penalty 1925.468277 = -1912469.069892 nChanged 59 SP:Iteration 38Q (278.300095 sec): 3 clusters Score: Raw -1914398.309196 + Penalty 1925.468277 = -1912472.840919 nChanged 50 SP:Iteration 39Q (278.339251 sec): 3 clusters Score: Raw -1914401.219019 + Penalty 1925.468277 = -1912475.750742 nChanged 42 SP:Iteration 40F (278.379503 sec): 3 clusters Score: Raw -1914403.730759 + Penalty 1925.468277 = -1912478.262482 nChanged 48 SP:Iteration 41Q (278.418832 sec): 3 clusters Score: Raw -1914406.670674 + Penalty 1925.468277 = -1912481.202397 nChanged 43 SP:Iteration 42Q (278.458048 sec): 3 clusters Score: Raw -1914410.236304 + Penalty 1925.468277 = -1912484.768027 nChanged 60 SP:Iteration 43Q (278.497361 sec): 3 clusters Score: Raw -1914414.618234 + Penalty 1925.468277 = -1912489.149957 nChanged 56 SP:Iteration 44Q (278.536839 sec): 3 clusters Score: Raw -1914419.038336 + Penalty 1925.468277 = -1912493.570059 nChanged 56 SP:Iteration 45Q (278.588678 sec): 3 clusters Score: Raw -1914423.760425 + Penalty 1925.468277 = -1912498.292148 nChanged 67 SP:Iteration 46Q (278.628307 sec): 3 clusters Score: Raw -1914429.819538 + Penalty 1925.468277 = -1912504.351261 nChanged 60 SP:Iteration 47Q (278.667600 sec): 3 clusters Score: Raw -1914435.853211 + Penalty 1925.468277 = -1912510.384934 nChanged 72 SP:Iteration 48Q (278.706732 sec): 3 clusters Score: Raw -1914443.086149 + Penalty 1925.468277 = -1912517.617872 nChanged 65 SP:Iteration 49Q (278.745899 sec): 3 clusters Score: Raw -1914448.282796 + Penalty 1925.468277 = -1912522.814519 nChanged 59 SP:Iteration 50Q (278.785020 sec): 3 clusters Score: Raw -1914451.989086 + Penalty 1925.468277 = -1912526.520809 nChanged 52 SP:Iteration 51Q (278.824212 sec): 3 clusters Score: Raw -1914454.978208 + Penalty 1925.468277 = -1912529.509931 nChanged 44 SP:Iteration 52Q (278.893946 sec): 3 clusters Score: Raw -1914457.275970 + Penalty 1925.468277 = -1912531.807693 nChanged 48 SP:Iteration 53Q (278.970919 sec): 3 clusters Score: Raw -1914460.618373 + Penalty 1925.468277 = -1912535.150096 nChanged 58 SP:Iteration 54Q (279.009455 sec): 3 clusters Score: Raw -1914465.936221 + Penalty 1925.468277 = -1912540.467944 nChanged 83 SP:Iteration 55Q (279.073031 sec): 3 clusters Score: Raw -1914475.283083 + Penalty 1925.468277 = -1912549.814806 nChanged 81 SP:Iteration 56Q (279.138766 sec): 3 clusters Score: Raw -1914484.272128 + Penalty 1925.468277 = -1912558.803851 nChanged 80 SP:Iteration 57Q (279.176914 sec): 3 clusters Score: Raw -1914491.272476 + Penalty 1925.468277 = -1912565.804199 nChanged 73 SP:Iteration 58Q (279.216202 sec): 3 clusters Score: Raw -1914497.021285 + Penalty 1925.468277 = -1912571.553008 nChanged 70 SP:Iteration 59Q (279.255316 sec): 3 clusters Score: Raw -1914503.712302 + Penalty 1925.468277 = -1912578.244025 nChanged 89 SP:Iteration 60F (279.326529 sec): 3 clusters Score: Raw -1914511.910730 + Penalty 1925.468277 = -1912586.442453 nChanged 86 SP:Iteration 61Q (279.377246 sec): 3 clusters Score: Raw -1914517.943093 + Penalty 1925.468277 = -1912592.474816 nChanged 71 SP:Iteration 62Q (279.416112 sec): 3 clusters Score: Raw -1914522.826921 + Penalty 1925.468277 = -1912597.358644 nChanged 61 SP:Iteration 63Q (279.492883 sec): 3 clusters Score: Raw -1914527.337935 + Penalty 1925.468277 = -1912601.869658 nChanged 70 SP:Iteration 64Q (279.546540 sec): 3 clusters Score: Raw -1914534.043305 + Penalty 1925.468277 = -1912608.575028 nChanged 88 SP:Iteration 65Q (279.610775 sec): 3 clusters Score: Raw -1914544.080812 + Penalty 1925.468277 = -1912618.612535 nChanged 98 SP:Iteration 66Q (279.675543 sec): 3 clusters Score: Raw -1914557.434862 + Penalty 1925.468277 = -1912631.966585 nChanged 117 SP:Iteration 67Q (279.726852 sec): 3 clusters Score: Raw -1914572.852735 + Penalty 1925.468277 = -1912647.384458 nChanged 125 SP:Iteration 68Q (279.801249 sec): 3 clusters Score: Raw -1914588.153112 + Penalty 1925.468277 = -1912662.684835 nChanged 119 SP:Iteration 69Q (279.841314 sec): 3 clusters Score: Raw -1914603.719157 + Penalty 1925.468277 = -1912678.250880 nChanged 140 SP:Iteration 70Q (279.880753 sec): 3 clusters Score: Raw -1914621.084223 + Penalty 1925.468277 = -1912695.615946 nChanged 122 SP:Iteration 71Q (279.919624 sec): 3 clusters Score: Raw -1914635.517863 + Penalty 1925.468277 = -1912710.049586 nChanged 113 SP:Iteration 72Q (279.958524 sec): 3 clusters Score: Raw -1914648.040502 + Penalty 1925.468277 = -1912722.572225 nChanged 125 SP:Iteration 73Q (279.997207 sec): 3 clusters Score: Raw -1914666.638369 + Penalty 1925.468277 = -1912741.170091 nChanged 153 SP:Iteration 74Q (280.035904 sec): 3 clusters Score: Raw -1914692.304267 + Penalty 1925.468277 = -1912766.835990 nChanged 148 SP:Iteration 75Q (280.074576 sec): 3 clusters Score: Raw -1914716.433451 + Penalty 1925.468277 = -1912790.965174 nChanged 165 SP:Iteration 76Q (280.113157 sec): 3 clusters Score: Raw -1914743.285412 + Penalty 1925.468277 = -1912817.817134 nChanged 170 SP:Iteration 77Q (280.151836 sec): 3 clusters Score: Raw -1914771.006025 + Penalty 1925.468277 = -1912845.537748 nChanged 170 SP:Iteration 78Q (280.190317 sec): 3 clusters Score: Raw -1914799.502776 + Penalty 1925.468277 = -1912874.034499 nChanged 177 SP:Iteration 79Q (280.228747 sec): 3 clusters Score: Raw -1914827.455301 + Penalty 1925.468277 = -1912901.987024 nChanged 176 SP:Iteration 80F (280.269074 sec): 3 clusters Score: Raw -1914852.595070 + Penalty 1925.468277 = -1912927.126793 nChanged 162 SP:Iteration 81Q (280.307508 sec): 3 clusters Score: Raw -1914880.132406 + Penalty 1925.468277 = -1912954.664129 nChanged 198 SP:Iteration 82Q (280.345841 sec): 3 clusters Score: Raw -1914916.173937 + Penalty 1925.468277 = -1912990.705660 nChanged 191 SP:Iteration 83Q (280.384028 sec): 3 clusters Score: Raw -1914952.171827 + Penalty 1925.468277 = -1913026.703550 nChanged 211 SP:Iteration 84Q (280.422440 sec): 3 clusters Score: Raw -1914993.947571 + Penalty 1925.468277 = -1913068.479294 nChanged 216 SP:Iteration 85Q (280.460663 sec): 3 clusters Score: Raw -1915037.822932 + Penalty 1925.468277 = -1913112.354655 nChanged 206 SP:Iteration 86Q (280.498780 sec): 3 clusters Score: Raw -1915080.724554 + Penalty 1925.468277 = -1913155.256277 nChanged 220 SP:Iteration 87Q (280.536991 sec): 3 clusters Score: Raw -1915131.701003 + Penalty 1925.468277 = -1913206.232726 nChanged 244 SP:Iteration 88Q (280.574689 sec): 3 clusters Score: Raw -1915199.294234 + Penalty 1925.468277 = -1913273.825957 nChanged 275 SP:Iteration 89Q (280.612526 sec): 3 clusters Score: Raw -1915270.992238 + Penalty 1925.468277 = -1913345.523961 nChanged 275 SP:Iteration 90Q (280.650224 sec): 3 clusters Score: Raw -1915340.915382 + Penalty 1925.468277 = -1913415.447105 nChanged 262 SP:Iteration 91Q (280.687646 sec): 3 clusters Score: Raw -1915408.834734 + Penalty 1925.468277 = -1913483.366457 nChanged 264 SP:Iteration 92Q (280.725148 sec): 3 clusters Score: Raw -1915487.057908 + Penalty 1925.468277 = -1913561.589631 nChanged 268 SP:Iteration 93Q (280.762364 sec): 3 clusters Score: Raw -1915573.977203 + Penalty 1925.468277 = -1913648.508926 nChanged 267 SP:Iteration 94Q (280.799569 sec): 3 clusters Score: Raw -1915661.576441 + Penalty 1925.468277 = -1913736.108164 nChanged 240 SP:Iteration 95Q (280.836473 sec): 3 clusters Score: Raw -1915734.147658 + Penalty 1925.468277 = -1913808.679381 nChanged 226 SP:Iteration 96Q (280.873335 sec): 3 clusters Score: Raw -1915793.646981 + Penalty 1925.468277 = -1913868.178704 nChanged 202 SP:Iteration 97Q (280.910034 sec): 3 clusters Score: Raw -1915846.700122 + Penalty 1925.468277 = -1913921.231845 nChanged 214 SP:Iteration 98Q (280.946838 sec): 3 clusters Score: Raw -1915908.170300 + Penalty 1925.468277 = -1913982.702023 nChanged 220 SP:Iteration 99Q (280.983326 sec): 3 clusters Score: Raw -1915970.524058 + Penalty 1925.468277 = -1914045.055781 nChanged 192 SP:Iteration 100F (281.023576 sec): 3 clusters Score: Raw -1916024.238571 + Penalty 1925.468277 = -1914098.770294 nChanged 198 SP:Iteration 101Q (281.059975 sec): 3 clusters Score: Raw -1916082.162900 + Penalty 1925.468277 = -1914156.694623 nChanged 206 SP:Iteration 102Q (281.095989 sec): 3 clusters Score: Raw -1916143.042019 + Penalty 1925.468277 = -1914217.573742 nChanged 185 SP:Iteration 103Q (281.132127 sec): 3 clusters Score: Raw -1916194.664699 + Penalty 1925.468277 = -1914269.196422 nChanged 157 SP:Iteration 104Q (281.168184 sec): 3 clusters Score: Raw -1916234.787862 + Penalty 1925.468277 = -1914309.319585 nChanged 151 SP:Iteration 105Q (281.203941 sec): 3 clusters Score: Raw -1916275.247661 + Penalty 1925.468277 = -1914349.779384 nChanged 144 SP:Iteration 106Q (281.239943 sec): 3 clusters Score: Raw -1916312.659136 + Penalty 1925.468277 = -1914387.190859 nChanged 140 SP:Iteration 107Q (281.275299 sec): 3 clusters Score: Raw -1916350.364576 + Penalty 1925.468277 = -1914424.896299 nChanged 123 SP:Iteration 108Q (281.310968 sec): 3 clusters Score: Raw -1916384.037853 + Penalty 1925.468277 = -1914458.569576 nChanged 122 SP:Iteration 109Q (281.346546 sec): 3 clusters Score: Raw -1916419.074636 + Penalty 1925.468277 = -1914493.606359 nChanged 134 SP:Iteration 110Q (281.384740 sec): 3 clusters Score: Raw -1916460.090377 + Penalty 1925.468277 = -1914534.622100 nChanged 108 SP:Iteration 111Q (281.419335 sec): 3 clusters Score: Raw -1916491.300406 + Penalty 1925.468277 = -1914565.832129 nChanged 98 SP:Iteration 112Q (281.454342 sec): 3 clusters Score: Raw -1916516.399115 + Penalty 1925.468277 = -1914590.930838 nChanged 93 SP:Iteration 113Q (281.489356 sec): 3 clusters Score: Raw -1916542.108820 + Penalty 1925.468277 = -1914616.640543 nChanged 84 SP:Iteration 114Q (281.524422 sec): 3 clusters Score: Raw -1916565.708855 + Penalty 1925.468277 = -1914640.240578 nChanged 78 SP:Iteration 115Q (281.559292 sec): 3 clusters Score: Raw -1916587.508557 + Penalty 1925.468277 = -1914662.040280 nChanged 66 SP:Iteration 116Q (281.594163 sec): 3 clusters Score: Raw -1916604.356658 + Penalty 1925.468277 = -1914678.888381 nChanged 44 SP:Iteration 117Q (281.628934 sec): 3 clusters Score: Raw -1916613.613444 + Penalty 1925.468277 = -1914688.145167 nChanged 28 SP:Iteration 118Q (281.663824 sec): 3 clusters Score: Raw -1916619.600830 + Penalty 1925.468277 = -1914694.132553 nChanged 28 SP:Iteration 119Q (281.698751 sec): 3 clusters Score: Raw -1916625.735106 + Penalty 1925.468277 = -1914700.266829 nChanged 23 SP:Iteration 120F (281.739172 sec): 3 clusters Score: Raw -1916630.306961 + Penalty 1925.468277 = -1914704.838684 nChanged 24 SP:Iteration 121Q (281.774170 sec): 3 clusters Score: Raw -1916634.513774 + Penalty 1925.468277 = -1914709.045497 nChanged 21 SP:Iteration 122Q (281.809051 sec): 3 clusters Score: Raw -1916637.708597 + Penalty 1925.468277 = -1914712.240320 nChanged 14 SP:Iteration 123Q (281.843791 sec): 3 clusters Score: Raw -1916639.168627 + Penalty 1925.468277 = -1914713.700350 nChanged 8 SP:Iteration 124Q (281.878642 sec): 3 clusters Score: Raw -1916640.198865 + Penalty 1925.468277 = -1914714.730588 nChanged 8 SP:Iteration 125Q (281.913244 sec): 3 clusters Score: Raw -1916641.161981 + Penalty 1925.468277 = -1914715.693704 nChanged 6 SP:Iteration 126Q (281.947848 sec): 3 clusters Score: Raw -1916641.551791 + Penalty 1925.468277 = -1914716.083514 nChanged 3 SP:Iteration 127Q (281.982409 sec): 3 clusters Score: Raw -1916641.939038 + Penalty 1925.468277 = -1914716.470761 nChanged 6 SP:Iteration 128Q (282.017154 sec): 3 clusters Score: Raw -1916642.751838 + Penalty 1925.468277 = -1914717.283560 nChanged 7 SP:Iteration 129Q (282.051777 sec): 3 clusters Score: Raw -1916643.551419 + Penalty 1925.468277 = -1914718.083142 nChanged 6 SP:Iteration 130Q (282.086414 sec): 3 clusters Score: Raw -1916644.269077 + Penalty 1925.468277 = -1914718.800800 nChanged 8 SP:Iteration 131Q (282.120929 sec): 3 clusters Score: Raw -1916645.156525 + Penalty 1925.468277 = -1914719.688248 nChanged 9 SP:Iteration 132Q (282.155506 sec): 3 clusters Score: Raw -1916646.308351 + Penalty 1925.468277 = -1914720.840074 nChanged 16 SP:Iteration 133Q (282.216241 sec): 3 clusters Score: Raw -1916648.386687 + Penalty 1925.468277 = -1914722.918410 nChanged 15 SP:Iteration 134Q (282.250434 sec): 3 clusters Score: Raw -1916650.231156 + Penalty 1925.468277 = -1914724.762879 nChanged 9 SP:Iteration 135Q (282.285278 sec): 3 clusters Score: Raw -1916651.397551 + Penalty 1925.468277 = -1914725.929274 nChanged 5 SP:Iteration 136Q (282.319988 sec): 3 clusters Score: Raw -1916651.992930 + Penalty 1925.468277 = -1914726.524653 nChanged 2 SP:Iteration 137Q (282.355271 sec): 3 clusters Score: Raw -1916652.093009 + Penalty 1925.468277 = -1914726.624731 nChanged 5 SP:Iteration 138Q (282.389826 sec): 3 clusters Score: Raw -1916652.548122 + Penalty 1925.468277 = -1914727.079845 nChanged 6 SP:Iteration 139Q (282.424860 sec): 3 clusters Score: Raw -1916653.146946 + Penalty 1925.468277 = -1914727.678669 nChanged 6 SP:Iteration 140F (282.465112 sec): 3 clusters Score: Raw -1916653.978252 + Penalty 1925.468277 = -1914728.509975 nChanged 7 SP:Iteration 141Q (282.500054 sec): 3 clusters Score: Raw -1916655.162119 + Penalty 1925.468277 = -1914729.693842 nChanged 5 SP:Iteration 142Q (282.534856 sec): 3 clusters Score: Raw -1916655.763788 + Penalty 1925.468277 = -1914730.295511 nChanged 4 SP:Iteration 143Q (282.569751 sec): 3 clusters Score: Raw -1916656.528732 + Penalty 1925.468277 = -1914731.060455 nChanged 7 SP:Iteration 144Q (282.604462 sec): 3 clusters Score: Raw -1916657.298637 + Penalty 1925.468277 = -1914731.830360 nChanged 4 SP:Iteration 145Q (282.639097 sec): 3 clusters Score: Raw -1916657.617987 + Penalty 1925.468277 = -1914732.149710 nChanged 3 SP:Iteration 146Q (282.674012 sec): 3 clusters Score: Raw -1916657.926247 + Penalty 1925.468277 = -1914732.457970 nChanged 3 SP:Iteration 147Q (282.708639 sec): 3 clusters Score: Raw -1916658.420506 + Penalty 1925.468277 = -1914732.952229 nChanged 5 SP:Iteration 148Q (282.743306 sec): 3 clusters Score: Raw -1916659.362574 + Penalty 1925.468277 = -1914733.894297 nChanged 8 SP:Iteration 149Q (282.777874 sec): 3 clusters Score: Raw -1916660.400762 + Penalty 1925.468277 = -1914734.932485 nChanged 7 SP:Iteration 150Q (282.812488 sec): 3 clusters Score: Raw -1916661.288414 + Penalty 1925.468277 = -1914735.820137 nChanged 5 SP:Iteration 151Q (282.846876 sec): 3 clusters Score: Raw -1916662.438651 + Penalty 1925.468277 = -1914736.970374 nChanged 9 SP:Iteration 152Q (282.881302 sec): 3 clusters Score: Raw -1916663.557505 + Penalty 1925.468277 = -1914738.089228 nChanged 7 SP:Iteration 153Q (282.915762 sec): 3 clusters Score: Raw -1916664.337269 + Penalty 1925.468277 = -1914738.868992 nChanged 5 SP:Iteration 154Q (282.950289 sec): 3 clusters Score: Raw -1916664.833035 + Penalty 1925.468277 = -1914739.364758 nChanged 1 SP:Iteration 155Q (282.984754 sec): 3 clusters Score: Raw -1916664.872263 + Penalty 1925.468277 = -1914739.403986 nChanged 0 SP:Iteration 156F (283.025171 sec): 3 clusters Score: Raw -1916664.872263 + Penalty 1925.468277 = -1914739.403986 nChanged 0 Trying to split cluster 2 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (283.038319 sec): 2 clusters Score: Raw -167794.391552 + Penalty 726.448982 = -167067.942570 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (283.046861 sec): 3 clusters Score: Raw -166784.507184 + Penalty 1452.897964 = -165331.609219 nChanged 820 SP:Iteration 1F (283.054767 sec): 3 clusters Score: Raw -167315.646828 + Penalty 1452.897964 = -165862.748864 nChanged 173 SP:Iteration 2F (283.062796 sec): 3 clusters Score: Raw -167432.827679 + Penalty 1452.897964 = -165979.929714 nChanged 127 SP:Iteration 3F (283.070674 sec): 3 clusters Score: Raw -167538.901880 + Penalty 1452.897964 = -166086.003916 nChanged 110 SP:Iteration 4F (283.078550 sec): 3 clusters Score: Raw -167616.895649 + Penalty 1452.897964 = -166163.997684 nChanged 80 SP:Iteration 5Q (283.086450 sec): 3 clusters Score: Raw -167679.478167 + Penalty 1452.897964 = -166226.580203 nChanged 78 SP:Iteration 6Q (283.094364 sec): 3 clusters Score: Raw -167736.906059 + Penalty 1452.897964 = -166284.008095 nChanged 69 SP:Iteration 7Q (283.102082 sec): 3 clusters Score: Raw -167806.631102 + Penalty 1452.897964 = -166353.733138 nChanged 60 SP:Iteration 8Q (283.109837 sec): 3 clusters Score: Raw -167858.960249 + Penalty 1452.897964 = -166406.062285 nChanged 49 SP:Iteration 9Q (283.117597 sec): 3 clusters Score: Raw -167889.552848 + Penalty 1452.897964 = -166436.654884 nChanged 37 SP:Iteration 10Q (283.125414 sec): 3 clusters Score: Raw -167910.550557 + Penalty 1452.897964 = -166457.652593 nChanged 21 SP:Iteration 11Q (283.133175 sec): 3 clusters Score: Raw -167923.052159 + Penalty 1452.897964 = -166470.154194 nChanged 15 SP:Iteration 12Q (283.140896 sec): 3 clusters Score: Raw -167930.685830 + Penalty 1452.897964 = -166477.787865 nChanged 10 SP:Iteration 13Q (283.148613 sec): 3 clusters Score: Raw -167935.916671 + Penalty 1452.897964 = -166483.018706 nChanged 7 SP:Iteration 14Q (283.156302 sec): 3 clusters Score: Raw -167939.193227 + Penalty 1452.897964 = -166486.295262 nChanged 5 SP:Iteration 15Q (283.164019 sec): 3 clusters Score: Raw -167941.295693 + Penalty 1452.897964 = -166488.397729 nChanged 8 SP:Iteration 16Q (283.171657 sec): 3 clusters Score: Raw -167944.366173 + Penalty 1452.897964 = -166491.468209 nChanged 10 SP:Iteration 17Q (283.179593 sec): 3 clusters Score: Raw -167949.894312 + Penalty 1452.897964 = -166496.996348 nChanged 14 SP:Iteration 18Q (283.187382 sec): 3 clusters Score: Raw -167956.123417 + Penalty 1452.897964 = -166503.225453 nChanged 16 SP:Iteration 19Q (283.195063 sec): 3 clusters Score: Raw -167961.590156 + Penalty 1452.897964 = -166508.692192 nChanged 13 SP:Iteration 20F (283.202903 sec): 3 clusters Score: Raw -167973.518949 + Penalty 1452.897964 = -166520.620984 nChanged 16 SP:Iteration 21Q (283.210614 sec): 3 clusters Score: Raw -167984.027696 + Penalty 1452.897964 = -166531.129731 nChanged 15 SP:Iteration 22Q (283.218299 sec): 3 clusters Score: Raw -167995.407876 + Penalty 1452.897964 = -166542.509912 nChanged 18 SP:Iteration 23Q (283.225905 sec): 3 clusters Score: Raw -168013.176222 + Penalty 1452.897964 = -166560.278258 nChanged 32 SP:Iteration 24Q (283.233564 sec): 3 clusters Score: Raw -168039.618594 + Penalty 1452.897964 = -166586.720630 nChanged 26 SP:Iteration 25Q (283.241199 sec): 3 clusters Score: Raw -168054.999588 + Penalty 1452.897964 = -166602.101623 nChanged 16 SP:Iteration 26Q (283.248894 sec): 3 clusters Score: Raw -168063.994020 + Penalty 1452.897964 = -166611.096056 nChanged 12 SP:Iteration 27Q (283.256473 sec): 3 clusters Score: Raw -168070.650216 + Penalty 1452.897964 = -166617.752251 nChanged 8 SP:Iteration 28Q (283.264109 sec): 3 clusters Score: Raw -168075.205118 + Penalty 1452.897964 = -166622.307154 nChanged 14 SP:Iteration 29Q (283.271722 sec): 3 clusters Score: Raw -168080.856938 + Penalty 1452.897964 = -166627.958974 nChanged 9 SP:Iteration 30Q (283.279365 sec): 3 clusters Score: Raw -168084.436963 + Penalty 1452.897964 = -166631.538999 nChanged 6 SP:Iteration 31Q (283.286994 sec): 3 clusters Score: Raw -168086.756178 + Penalty 1452.897964 = -166633.858214 nChanged 4 SP:Iteration 32Q (283.294622 sec): 3 clusters Score: Raw -168089.260678 + Penalty 1452.897964 = -166636.362713 nChanged 5 SP:Iteration 33Q (283.302270 sec): 3 clusters Score: Raw -168091.352074 + Penalty 1452.897964 = -166638.454110 nChanged 6 SP:Iteration 34Q (283.309824 sec): 3 clusters Score: Raw -168095.874456 + Penalty 1452.897964 = -166642.976491 nChanged 7 SP:Iteration 35Q (283.317454 sec): 3 clusters Score: Raw -168102.546490 + Penalty 1452.897964 = -166649.648526 nChanged 9 SP:Iteration 36Q (283.325053 sec): 3 clusters Score: Raw -168109.388830 + Penalty 1452.897964 = -166656.490865 nChanged 11 SP:Iteration 37Q (283.332643 sec): 3 clusters Score: Raw -168119.398709 + Penalty 1452.897964 = -166666.500745 nChanged 12 SP:Iteration 38Q (283.340227 sec): 3 clusters Score: Raw -168126.076625 + Penalty 1452.897964 = -166673.178660 nChanged 9 SP:Iteration 39Q (283.347865 sec): 3 clusters Score: Raw -168131.759139 + Penalty 1452.897964 = -166678.861175 nChanged 7 SP:Iteration 40F (283.355681 sec): 3 clusters Score: Raw -168134.736023 + Penalty 1452.897964 = -166681.838059 nChanged 6 SP:Iteration 41Q (283.363250 sec): 3 clusters Score: Raw -168137.207410 + Penalty 1452.897964 = -166684.309446 nChanged 3 SP:Iteration 42Q (283.370814 sec): 3 clusters Score: Raw -168139.067055 + Penalty 1452.897964 = -166686.169090 nChanged 5 SP:Iteration 43Q (283.378419 sec): 3 clusters Score: Raw -168141.992591 + Penalty 1452.897964 = -166689.094626 nChanged 5 SP:Iteration 44Q (283.385898 sec): 3 clusters Score: Raw -168145.678361 + Penalty 1452.897964 = -166692.780397 nChanged 4 SP:Iteration 45Q (283.393432 sec): 3 clusters Score: Raw -168147.156835 + Penalty 1452.897964 = -166694.258871 nChanged 2 SP:Iteration 46Q (283.400993 sec): 3 clusters Score: Raw -168147.789112 + Penalty 1452.897964 = -166694.891147 nChanged 1 SP:Iteration 47Q (283.408594 sec): 3 clusters Score: Raw -168148.056992 + Penalty 1452.897964 = -166695.159027 nChanged 2 SP:Iteration 48Q (283.416144 sec): 3 clusters Score: Raw -168150.129520 + Penalty 1452.897964 = -166697.231555 nChanged 9 SP:Iteration 49Q (283.423713 sec): 3 clusters Score: Raw -168157.705122 + Penalty 1452.897964 = -166704.807158 nChanged 11 SP:Iteration 50Q (283.431271 sec): 3 clusters Score: Raw -168166.173813 + Penalty 1452.897964 = -166713.275848 nChanged 11 SP:Iteration 51Q (283.438844 sec): 3 clusters Score: Raw -168175.423949 + Penalty 1452.897964 = -166722.525985 nChanged 10 SP:Iteration 52Q (283.446394 sec): 3 clusters Score: Raw -168179.577453 + Penalty 1452.897964 = -166726.679489 nChanged 10 SP:Iteration 53Q (283.453919 sec): 3 clusters Score: Raw -168184.041216 + Penalty 1452.897964 = -166731.143251 nChanged 9 SP:Iteration 54Q (283.461361 sec): 3 clusters Score: Raw -168189.165693 + Penalty 1452.897964 = -166736.267729 nChanged 5 SP:Iteration 55Q (283.468819 sec): 3 clusters Score: Raw -168191.458594 + Penalty 1452.897964 = -166738.560629 nChanged 5 SP:Iteration 56Q (283.476376 sec): 3 clusters Score: Raw -168193.837369 + Penalty 1452.897964 = -166740.939404 nChanged 6 SP:Iteration 57Q (283.483827 sec): 3 clusters Score: Raw -168198.426432 + Penalty 1452.897964 = -166745.528467 nChanged 11 SP:Iteration 58Q (283.491331 sec): 3 clusters Score: Raw -168205.379013 + Penalty 1452.897964 = -166752.481049 nChanged 6 SP:Iteration 59Q (283.498832 sec): 3 clusters Score: Raw -168207.991322 + Penalty 1452.897964 = -166755.093357 nChanged 4 SP:Iteration 60F (283.506698 sec): 3 clusters Score: Raw -168209.209439 + Penalty 1452.897964 = -166756.311475 nChanged 0 Trying to split cluster 3 (23850 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (283.540811 sec): 2 clusters Score: Raw -1700456.357480 + Penalty 957.556252 = -1699498.801228 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (283.582569 sec): 3 clusters Score: Raw -1685492.109965 + Penalty 1915.112504 = -1683576.997461 nChanged 11224 SP:Iteration 1F (283.621295 sec): 3 clusters Score: Raw -1691835.029913 + Penalty 1915.112504 = -1689919.917409 nChanged 1330 SP:Iteration 2F (283.660647 sec): 3 clusters Score: Raw -1692463.493121 + Penalty 1915.112504 = -1690548.380616 nChanged 1542 SP:Iteration 3F (283.699031 sec): 3 clusters Score: Raw -1693266.392059 + Penalty 1915.112504 = -1691351.279554 nChanged 1595 SP:Iteration 4F (283.737651 sec): 3 clusters Score: Raw -1694250.358261 + Penalty 1915.112504 = -1692335.245757 nChanged 1673 SP:Iteration 5F (283.776635 sec): 3 clusters Score: Raw -1695406.324547 + Penalty 1915.112504 = -1693491.212043 nChanged 1522 SP:Iteration 6F (283.815273 sec): 3 clusters Score: Raw -1696620.060772 + Penalty 1915.112504 = -1694704.948268 nChanged 1263 SP:Iteration 7F (283.854477 sec): 3 clusters Score: Raw -1697694.740578 + Penalty 1915.112504 = -1695779.628074 nChanged 963 SP:Iteration 8Q (283.893569 sec): 3 clusters Score: Raw -1698472.213678 + Penalty 1915.112504 = -1696557.101173 nChanged 701 SP:Iteration 9Q (283.932000 sec): 3 clusters Score: Raw -1698946.333297 + Penalty 1915.112504 = -1697031.220792 nChanged 478 SP:Iteration 10Q (283.969513 sec): 3 clusters Score: Raw -1699244.371323 + Penalty 1915.112504 = -1697329.258818 nChanged 396 SP:Iteration 11Q (284.006418 sec): 3 clusters Score: Raw -1699472.160205 + Penalty 1915.112504 = -1697557.047700 nChanged 328 SP:Iteration 12Q (284.043015 sec): 3 clusters Score: Raw -1699652.658379 + Penalty 1915.112504 = -1697737.545875 nChanged 300 SP:Iteration 13Q (284.079123 sec): 3 clusters Score: Raw -1699809.318961 + Penalty 1915.112504 = -1697894.206457 nChanged 268 SP:Iteration 14Q (284.114912 sec): 3 clusters Score: Raw -1699940.991506 + Penalty 1915.112504 = -1698025.879001 nChanged 247 SP:Iteration 15Q (284.150507 sec): 3 clusters Score: Raw -1700048.713517 + Penalty 1915.112504 = -1698133.601013 nChanged 212 SP:Iteration 16Q (284.185763 sec): 3 clusters Score: Raw -1700143.255543 + Penalty 1915.112504 = -1698228.143039 nChanged 176 SP:Iteration 17Q (284.220846 sec): 3 clusters Score: Raw -1700219.026675 + Penalty 1915.112504 = -1698303.914171 nChanged 158 SP:Iteration 18Q (284.255429 sec): 3 clusters Score: Raw -1700271.673571 + Penalty 1915.112504 = -1698356.561066 nChanged 147 SP:Iteration 19Q (284.289914 sec): 3 clusters Score: Raw -1700318.651566 + Penalty 1915.112504 = -1698403.539062 nChanged 140 SP:Iteration 20F (284.328965 sec): 3 clusters Score: Raw -1700363.711560 + Penalty 1915.112504 = -1698448.599056 nChanged 130 SP:Iteration 21Q (284.363701 sec): 3 clusters Score: Raw -1700401.100911 + Penalty 1915.112504 = -1698485.988407 nChanged 100 SP:Iteration 22Q (284.397976 sec): 3 clusters Score: Raw -1700426.156132 + Penalty 1915.112504 = -1698511.043627 nChanged 89 SP:Iteration 23Q (284.432188 sec): 3 clusters Score: Raw -1700446.119096 + Penalty 1915.112504 = -1698531.006592 nChanged 67 SP:Iteration 24Q (284.466589 sec): 3 clusters Score: Raw -1700460.172303 + Penalty 1915.112504 = -1698545.059799 nChanged 67 SP:Iteration 25Q (284.500574 sec): 3 clusters Score: Raw -1700476.111809 + Penalty 1915.112504 = -1698560.999304 nChanged 59 SP:Iteration 26Q (284.534539 sec): 3 clusters Score: Raw -1700491.217799 + Penalty 1915.112504 = -1698576.105295 nChanged 64 SP:Iteration 27Q (284.568461 sec): 3 clusters Score: Raw -1700505.457710 + Penalty 1915.112504 = -1698590.345205 nChanged 56 SP:Iteration 28Q (284.602433 sec): 3 clusters Score: Raw -1700516.628598 + Penalty 1915.112504 = -1698601.516094 nChanged 59 SP:Iteration 29Q (284.636599 sec): 3 clusters Score: Raw -1700530.405448 + Penalty 1915.112504 = -1698615.292944 nChanged 57 SP:Iteration 30Q (284.670571 sec): 3 clusters Score: Raw -1700544.688697 + Penalty 1915.112504 = -1698629.576193 nChanged 62 SP:Iteration 31Q (284.704386 sec): 3 clusters Score: Raw -1700559.217621 + Penalty 1915.112504 = -1698644.105117 nChanged 61 SP:Iteration 32Q (284.738249 sec): 3 clusters Score: Raw -1700575.329067 + Penalty 1915.112504 = -1698660.216563 nChanged 60 SP:Iteration 33Q (284.771926 sec): 3 clusters Score: Raw -1700588.894556 + Penalty 1915.112504 = -1698673.782051 nChanged 49 SP:Iteration 34Q (284.805554 sec): 3 clusters Score: Raw -1700599.513480 + Penalty 1915.112504 = -1698684.400976 nChanged 50 SP:Iteration 35Q (284.839083 sec): 3 clusters Score: Raw -1700610.739953 + Penalty 1915.112504 = -1698695.627449 nChanged 43 SP:Iteration 36Q (284.872464 sec): 3 clusters Score: Raw -1700617.965837 + Penalty 1915.112504 = -1698702.853333 nChanged 32 SP:Iteration 37Q (284.906451 sec): 3 clusters Score: Raw -1700623.886501 + Penalty 1915.112504 = -1698708.773997 nChanged 28 SP:Iteration 38Q (284.940004 sec): 3 clusters Score: Raw -1700627.946015 + Penalty 1915.112504 = -1698712.833511 nChanged 29 SP:Iteration 39Q (284.973754 sec): 3 clusters Score: Raw -1700632.474705 + Penalty 1915.112504 = -1698717.362201 nChanged 21 SP:Iteration 40F (285.012866 sec): 3 clusters Score: Raw -1700635.380449 + Penalty 1915.112504 = -1698720.267945 nChanged 25 SP:Iteration 41Q (285.046421 sec): 3 clusters Score: Raw -1700638.494398 + Penalty 1915.112504 = -1698723.381893 nChanged 14 SP:Iteration 42Q (285.080132 sec): 3 clusters Score: Raw -1700640.615335 + Penalty 1915.112504 = -1698725.502831 nChanged 18 SP:Iteration 43Q (285.113604 sec): 3 clusters Score: Raw -1700643.018340 + Penalty 1915.112504 = -1698727.905836 nChanged 15 SP:Iteration 44Q (285.147126 sec): 3 clusters Score: Raw -1700645.000457 + Penalty 1915.112504 = -1698729.887952 nChanged 15 SP:Iteration 45Q (285.180728 sec): 3 clusters Score: Raw -1700646.884544 + Penalty 1915.112504 = -1698731.772040 nChanged 11 SP:Iteration 46Q (285.214166 sec): 3 clusters Score: Raw -1700648.378830 + Penalty 1915.112504 = -1698733.266326 nChanged 9 SP:Iteration 47Q (285.247737 sec): 3 clusters Score: Raw -1700649.442518 + Penalty 1915.112504 = -1698734.330013 nChanged 8 SP:Iteration 48Q (285.281265 sec): 3 clusters Score: Raw -1700650.307014 + Penalty 1915.112504 = -1698735.194510 nChanged 9 SP:Iteration 49Q (285.314633 sec): 3 clusters Score: Raw -1700651.186695 + Penalty 1915.112504 = -1698736.074191 nChanged 4 SP:Iteration 50Q (285.348135 sec): 3 clusters Score: Raw -1700651.610336 + Penalty 1915.112504 = -1698736.497832 nChanged 3 SP:Iteration 51Q (285.381970 sec): 3 clusters Score: Raw -1700652.005407 + Penalty 1915.112504 = -1698736.892903 nChanged 3 SP:Iteration 52Q (285.415412 sec): 3 clusters Score: Raw -1700652.255414 + Penalty 1915.112504 = -1698737.142909 nChanged 5 SP:Iteration 53Q (285.448748 sec): 3 clusters Score: Raw -1700653.461115 + Penalty 1915.112504 = -1698738.348611 nChanged 8 SP:Iteration 54Q (285.482133 sec): 3 clusters Score: Raw -1700654.908333 + Penalty 1915.112504 = -1698739.795829 nChanged 10 SP:Iteration 55Q (285.515682 sec): 3 clusters Score: Raw -1700656.647176 + Penalty 1915.112504 = -1698741.534671 nChanged 13 SP:Iteration 56Q (285.549202 sec): 3 clusters Score: Raw -1700658.527606 + Penalty 1915.112504 = -1698743.415102 nChanged 11 SP:Iteration 57Q (285.582687 sec): 3 clusters Score: Raw -1700659.994516 + Penalty 1915.112504 = -1698744.882012 nChanged 8 SP:Iteration 58Q (285.616234 sec): 3 clusters Score: Raw -1700661.634060 + Penalty 1915.112504 = -1698746.521556 nChanged 10 SP:Iteration 59Q (285.649609 sec): 3 clusters Score: Raw -1700663.176325 + Penalty 1915.112504 = -1698748.063821 nChanged 8 SP:Iteration 60F (285.688310 sec): 3 clusters Score: Raw -1700664.625285 + Penalty 1915.112504 = -1698749.512781 nChanged 10 SP:Iteration 61Q (285.721929 sec): 3 clusters Score: Raw -1700666.154177 + Penalty 1915.112504 = -1698751.041672 nChanged 5 SP:Iteration 62Q (285.755375 sec): 3 clusters Score: Raw -1700666.733211 + Penalty 1915.112504 = -1698751.620707 nChanged 6 SP:Iteration 63Q (285.788852 sec): 3 clusters Score: Raw -1700667.321216 + Penalty 1915.112504 = -1698752.208712 nChanged 3 SP:Iteration 64Q (285.822129 sec): 3 clusters Score: Raw -1700667.767099 + Penalty 1915.112504 = -1698752.654595 nChanged 2 SP:Iteration 65Q (285.855660 sec): 3 clusters Score: Raw -1700668.244628 + Penalty 1915.112504 = -1698753.132123 nChanged 4 SP:Iteration 66Q (285.889038 sec): 3 clusters Score: Raw -1700668.925524 + Penalty 1915.112504 = -1698753.813019 nChanged 1 SP:Iteration 67Q (285.922673 sec): 3 clusters Score: Raw -1700669.141207 + Penalty 1915.112504 = -1698754.028703 nChanged 1 SP:Iteration 68Q (285.955962 sec): 3 clusters Score: Raw -1700669.308364 + Penalty 1915.112504 = -1698754.195860 nChanged 2 SP:Iteration 69Q (285.989589 sec): 3 clusters Score: Raw -1700669.515185 + Penalty 1915.112504 = -1698754.402681 nChanged 1 SP:Iteration 70Q (286.024947 sec): 3 clusters Score: Raw -1700669.570244 + Penalty 1915.112504 = -1698754.457740 nChanged 0 SP:Iteration 71F (286.063659 sec): 3 clusters Score: Raw -1700669.570244 + Penalty 1915.112504 = -1698754.457740 nChanged 0 Trying to split cluster 4 (17076 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (286.089550 sec): 2 clusters Score: Raw -1237211.129891 + Penalty 925.815779 = -1236285.314113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (286.122684 sec): 3 clusters Score: Raw -1226689.199028 + Penalty 1851.631557 = -1224837.567471 nChanged 7865 SP:Iteration 1F (286.154407 sec): 3 clusters Score: Raw -1231237.802700 + Penalty 1851.631557 = -1229386.171143 nChanged 1091 SP:Iteration 2F (286.186018 sec): 3 clusters Score: Raw -1231760.977326 + Penalty 1851.631557 = -1229909.345769 nChanged 1040 SP:Iteration 3F (286.217711 sec): 3 clusters Score: Raw -1232328.774473 + Penalty 1851.631557 = -1230477.142916 nChanged 1109 SP:Iteration 4F (286.249339 sec): 3 clusters Score: Raw -1232994.681123 + Penalty 1851.631557 = -1231143.049566 nChanged 1068 SP:Iteration 5F (286.281136 sec): 3 clusters Score: Raw -1233637.805031 + Penalty 1851.631557 = -1231786.173474 nChanged 997 SP:Iteration 6F (286.312828 sec): 3 clusters Score: Raw -1234209.133246 + Penalty 1851.631557 = -1232357.501689 nChanged 849 SP:Iteration 7Q (286.344691 sec): 3 clusters Score: Raw -1234715.393495 + Penalty 1851.631557 = -1232863.761937 nChanged 759 SP:Iteration 8Q (286.377198 sec): 3 clusters Score: Raw -1235210.586417 + Penalty 1851.631557 = -1233358.954860 nChanged 674 SP:Iteration 9Q (286.409014 sec): 3 clusters Score: Raw -1235629.292168 + Penalty 1851.631557 = -1233777.660611 nChanged 593 SP:Iteration 10Q (286.440712 sec): 3 clusters Score: Raw -1235943.086337 + Penalty 1851.631557 = -1234091.454780 nChanged 480 SP:Iteration 11Q (286.472310 sec): 3 clusters Score: Raw -1236169.127526 + Penalty 1851.631557 = -1234317.495969 nChanged 410 SP:Iteration 12Q (286.503755 sec): 3 clusters Score: Raw -1236358.771171 + Penalty 1851.631557 = -1234507.139614 nChanged 346 SP:Iteration 13Q (286.535113 sec): 3 clusters Score: Raw -1236507.433788 + Penalty 1851.631557 = -1234655.802231 nChanged 276 SP:Iteration 14Q (286.566221 sec): 3 clusters Score: Raw -1236666.009000 + Penalty 1851.631557 = -1234814.377443 nChanged 255 SP:Iteration 15Q (286.597276 sec): 3 clusters Score: Raw -1236885.906376 + Penalty 1851.631557 = -1235034.274819 nChanged 246 SP:Iteration 16Q (286.628047 sec): 3 clusters Score: Raw -1237100.520786 + Penalty 1851.631557 = -1235248.889229 nChanged 211 SP:Iteration 17Q (286.658409 sec): 3 clusters Score: Raw -1237247.139384 + Penalty 1851.631557 = -1235395.507827 nChanged 204 SP:Iteration 18Q (286.689242 sec): 3 clusters Score: Raw -1237338.035361 + Penalty 1851.631557 = -1235486.403804 nChanged 169 SP:Iteration 19Q (286.719315 sec): 3 clusters Score: Raw -1237394.924434 + Penalty 1851.631557 = -1235543.292877 nChanged 135 SP:Iteration 20F (286.750974 sec): 3 clusters Score: Raw -1237443.507650 + Penalty 1851.631557 = -1235591.876093 nChanged 131 SP:Iteration 21Q (286.780832 sec): 3 clusters Score: Raw -1237483.473144 + Penalty 1851.631557 = -1235631.841587 nChanged 123 SP:Iteration 22Q (286.810707 sec): 3 clusters Score: Raw -1237517.269451 + Penalty 1851.631557 = -1235665.637894 nChanged 105 SP:Iteration 23Q (286.840288 sec): 3 clusters Score: Raw -1237544.642343 + Penalty 1851.631557 = -1235693.010786 nChanged 95 SP:Iteration 24Q (286.869673 sec): 3 clusters Score: Raw -1237565.067516 + Penalty 1851.631557 = -1235713.435959 nChanged 75 SP:Iteration 25Q (286.909046 sec): 3 clusters Score: Raw -1237578.981407 + Penalty 1851.631557 = -1235727.349850 nChanged 62 SP:Iteration 26Q (286.938499 sec): 3 clusters Score: Raw -1237588.263451 + Penalty 1851.631557 = -1235736.631894 nChanged 58 SP:Iteration 27Q (286.967804 sec): 3 clusters Score: Raw -1237596.208048 + Penalty 1851.631557 = -1235744.576491 nChanged 52 SP:Iteration 28Q (286.997086 sec): 3 clusters Score: Raw -1237603.016499 + Penalty 1851.631557 = -1235751.384941 nChanged 49 SP:Iteration 29Q (287.026347 sec): 3 clusters Score: Raw -1237609.368147 + Penalty 1851.631557 = -1235757.736589 nChanged 46 SP:Iteration 30Q (287.055825 sec): 3 clusters Score: Raw -1237614.229521 + Penalty 1851.631557 = -1235762.597964 nChanged 24 SP:Iteration 31Q (287.085050 sec): 3 clusters Score: Raw -1237616.274508 + Penalty 1851.631557 = -1235764.642951 nChanged 19 SP:Iteration 32Q (287.114502 sec): 3 clusters Score: Raw -1237617.608253 + Penalty 1851.631557 = -1235765.976696 nChanged 10 SP:Iteration 33Q (287.143405 sec): 3 clusters Score: Raw -1237618.103401 + Penalty 1851.631557 = -1235766.471844 nChanged 9 SP:Iteration 34Q (287.172630 sec): 3 clusters Score: Raw -1237618.648696 + Penalty 1851.631557 = -1235767.017139 nChanged 7 SP:Iteration 35Q (287.201744 sec): 3 clusters Score: Raw -1237619.180246 + Penalty 1851.631557 = -1235767.548689 nChanged 8 SP:Iteration 36Q (287.231085 sec): 3 clusters Score: Raw -1237619.755874 + Penalty 1851.631557 = -1235768.124317 nChanged 9 SP:Iteration 37Q (287.260310 sec): 3 clusters Score: Raw -1237620.182777 + Penalty 1851.631557 = -1235768.551220 nChanged 5 SP:Iteration 38Q (287.289446 sec): 3 clusters Score: Raw -1237620.413954 + Penalty 1851.631557 = -1235768.782397 nChanged 5 SP:Iteration 39Q (287.318533 sec): 3 clusters Score: Raw -1237620.719708 + Penalty 1851.631557 = -1235769.088151 nChanged 4 SP:Iteration 40F (287.350254 sec): 3 clusters Score: Raw -1237620.968916 + Penalty 1851.631557 = -1235769.337359 nChanged 3 SP:Iteration 41Q (287.379626 sec): 3 clusters Score: Raw -1237621.065072 + Penalty 1851.631557 = -1235769.433515 nChanged 3 SP:Iteration 42Q (287.408835 sec): 3 clusters Score: Raw -1237621.160798 + Penalty 1851.631557 = -1235769.529240 nChanged 1 SP:Iteration 43Q (287.438044 sec): 3 clusters Score: Raw -1237621.216313 + Penalty 1851.631557 = -1235769.584756 nChanged 0 SP:Iteration 44F (287.469744 sec): 3 clusters Score: Raw -1237621.216313 + Penalty 1851.631557 = -1235769.584756 nChanged 0 Trying to split cluster 5 (2324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.483691 sec): 2 clusters Score: Raw -165022.766695 + Penalty 736.349286 = -164286.417408 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.493390 sec): 3 clusters Score: Raw -163864.050663 + Penalty 1472.698572 = -162391.352090 nChanged 928 SP:Iteration 1F (287.502344 sec): 3 clusters Score: Raw -164370.527168 + Penalty 1472.698572 = -162897.828595 nChanged 173 SP:Iteration 2F (287.511232 sec): 3 clusters Score: Raw -164474.093145 + Penalty 1472.698572 = -163001.394572 nChanged 134 SP:Iteration 3F (287.520087 sec): 3 clusters Score: Raw -164546.252179 + Penalty 1472.698572 = -163073.553607 nChanged 94 SP:Iteration 4Q (287.528846 sec): 3 clusters Score: Raw -164599.983841 + Penalty 1472.698572 = -163127.285269 nChanged 84 SP:Iteration 5Q (287.537690 sec): 3 clusters Score: Raw -164641.244990 + Penalty 1472.698572 = -163168.546417 nChanged 75 SP:Iteration 6Q (287.546697 sec): 3 clusters Score: Raw -164679.821739 + Penalty 1472.698572 = -163207.123166 nChanged 80 SP:Iteration 7Q (287.555533 sec): 3 clusters Score: Raw -164724.742600 + Penalty 1472.698572 = -163252.044028 nChanged 80 SP:Iteration 8Q (287.564282 sec): 3 clusters Score: Raw -164773.240410 + Penalty 1472.698572 = -163300.541838 nChanged 81 SP:Iteration 9Q (287.573060 sec): 3 clusters Score: Raw -164842.216340 + Penalty 1472.698572 = -163369.517767 nChanged 93 SP:Iteration 10Q (287.581994 sec): 3 clusters Score: Raw -164919.524341 + Penalty 1472.698572 = -163446.825769 nChanged 70 SP:Iteration 11Q (287.590747 sec): 3 clusters Score: Raw -164963.800811 + Penalty 1472.698572 = -163491.102238 nChanged 54 SP:Iteration 12Q (287.599543 sec): 3 clusters Score: Raw -164993.643157 + Penalty 1472.698572 = -163520.944585 nChanged 52 SP:Iteration 13Q (287.608391 sec): 3 clusters Score: Raw -165017.609161 + Penalty 1472.698572 = -163544.910588 nChanged 45 SP:Iteration 14Q (287.617202 sec): 3 clusters Score: Raw -165041.423484 + Penalty 1472.698572 = -163568.724912 nChanged 38 SP:Iteration 15Q (287.626000 sec): 3 clusters Score: Raw -165062.939960 + Penalty 1472.698572 = -163590.241388 nChanged 31 SP:Iteration 16Q (287.634715 sec): 3 clusters Score: Raw -165077.383622 + Penalty 1472.698572 = -163604.685049 nChanged 28 SP:Iteration 17Q (287.643617 sec): 3 clusters Score: Raw -165086.238223 + Penalty 1472.698572 = -163613.539651 nChanged 17 SP:Iteration 18Q (287.652437 sec): 3 clusters Score: Raw -165094.012938 + Penalty 1472.698572 = -163621.314365 nChanged 10 SP:Iteration 19Q (287.661246 sec): 3 clusters Score: Raw -165096.937039 + Penalty 1472.698572 = -163624.238466 nChanged 10 SP:Iteration 20F (287.670027 sec): 3 clusters Score: Raw -165099.841608 + Penalty 1472.698572 = -163627.143035 nChanged 10 SP:Iteration 21Q (287.678744 sec): 3 clusters Score: Raw -165102.592953 + Penalty 1472.698572 = -163629.894381 nChanged 10 SP:Iteration 22Q (287.687607 sec): 3 clusters Score: Raw -165105.558448 + Penalty 1472.698572 = -163632.859876 nChanged 9 SP:Iteration 23Q (287.696247 sec): 3 clusters Score: Raw -165108.406866 + Penalty 1472.698572 = -163635.708293 nChanged 12 SP:Iteration 24Q (287.705028 sec): 3 clusters Score: Raw -165113.029031 + Penalty 1472.698572 = -163640.330458 nChanged 10 SP:Iteration 25Q (287.713812 sec): 3 clusters Score: Raw -165115.752688 + Penalty 1472.698572 = -163643.054116 nChanged 6 SP:Iteration 26Q (287.722616 sec): 3 clusters Score: Raw -165116.696211 + Penalty 1472.698572 = -163643.997639 nChanged 2 SP:Iteration 27Q (287.731395 sec): 3 clusters Score: Raw -165116.970540 + Penalty 1472.698572 = -163644.271968 nChanged 6 SP:Iteration 28Q (287.740212 sec): 3 clusters Score: Raw -165119.209689 + Penalty 1472.698572 = -163646.511117 nChanged 8 SP:Iteration 29Q (287.749049 sec): 3 clusters Score: Raw -165121.230109 + Penalty 1472.698572 = -163648.531536 nChanged 4 SP:Iteration 30Q (287.757868 sec): 3 clusters Score: Raw -165122.679790 + Penalty 1472.698572 = -163649.981218 nChanged 4 SP:Iteration 31Q (287.766606 sec): 3 clusters Score: Raw -165123.745491 + Penalty 1472.698572 = -163651.046919 nChanged 2 SP:Iteration 32Q (287.775328 sec): 3 clusters Score: Raw -165124.247057 + Penalty 1472.698572 = -163651.548484 nChanged 1 SP:Iteration 33Q (287.784130 sec): 3 clusters Score: Raw -165124.429864 + Penalty 1472.698572 = -163651.731292 nChanged 0 SP:Iteration 34F (287.793050 sec): 3 clusters Score: Raw -165124.429864 + Penalty 1472.698572 = -163651.731292 nChanged 0 Trying to split cluster 6 (421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.800309 sec): 2 clusters Score: Raw -24162.518912 + Penalty 574.050119 = -23588.468793 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.802588 sec): 3 clusters Score: Raw -24116.960612 + Penalty 1148.100238 = -22968.860373 nChanged 135 SP:Iteration 1F (287.804650 sec): 3 clusters Score: Raw -24420.246838 + Penalty 1148.100238 = -23272.146599 nChanged 45 SP:Iteration 2F (287.806712 sec): 3 clusters Score: Raw -24580.165317 + Penalty 1148.100238 = -23432.065078 nChanged 19 SP:Iteration 3Q (287.808706 sec): 3 clusters Score: Raw -24657.638309 + Penalty 1148.100238 = -23509.538071 nChanged 12 SP:Iteration 4Q (287.810679 sec): 3 clusters Score: Raw -24703.247781 + Penalty 1148.100238 = -23555.147543 nChanged 3 SP:Iteration 5Q (287.812654 sec): 3 clusters Score: Raw -24717.139473 + Penalty 1148.100238 = -23569.039235 nChanged 1 SP:Iteration 6Q (287.814606 sec): 3 clusters Score: Raw -24736.243352 + Penalty 1148.100238 = -23588.143114 nChanged 2 SP:Iteration 7Q (287.816573 sec): 3 clusters Score: Raw -24739.360282 + Penalty 1148.100238 = -23591.260044 nChanged 1 SP:Iteration 8Q (287.818521 sec): 3 clusters Score: Raw -24739.809578 + Penalty 1148.100238 = -23591.709339 nChanged 1 SP:Iteration 9Q (287.820482 sec): 3 clusters Score: Raw -24741.486565 + Penalty 1148.100238 = -23593.386326 nChanged 0 SP:Iteration 10F (287.822558 sec): 3 clusters Score: Raw -24741.486565 + Penalty 1148.100238 = -23593.386326 nChanged 0 Score: Raw -25383352.992705 + Penalty 25505.718631 = -25357847.274074 Splitting cluster 6 changes total score from -25358470.203607 to -25357847.274074 So it's not getting split. Trying to split cluster 7 (40233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (291.351558 sec): 2 clusters Score: Raw -3015977.876918 + Penalty 1007.232069 = -3014970.644849 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (291.414849 sec): 3 clusters Score: Raw -2990048.905015 + Penalty 2014.464138 = -2988034.440877 nChanged 19123 SP:Iteration 1F (291.472016 sec): 3 clusters Score: Raw -3001122.203356 + Penalty 2014.464138 = -2999107.739217 nChanged 1575 SP:Iteration 2Q (291.531413 sec): 3 clusters Score: Raw -3001658.525781 + Penalty 2014.464138 = -2999644.061642 nChanged 1684 SP:Iteration 3Q (291.590196 sec): 3 clusters Score: Raw -3002392.900169 + Penalty 2014.464138 = -3000378.436031 nChanged 1881 SP:Iteration 4Q (291.649134 sec): 3 clusters Score: Raw -3003323.978798 + Penalty 2014.464138 = -3001309.514660 nChanged 2126 SP:Iteration 5F (291.705995 sec): 3 clusters Score: Raw -3004503.504031 + Penalty 2014.464138 = -3002489.039893 nChanged 2355 SP:Iteration 6F (291.763172 sec): 3 clusters Score: Raw -3005864.159605 + Penalty 2014.464138 = -3003849.695466 nChanged 2386 SP:Iteration 7F (291.820143 sec): 3 clusters Score: Raw -3007330.194399 + Penalty 2014.464138 = -3005315.730261 nChanged 2255 SP:Iteration 8F (291.877246 sec): 3 clusters Score: Raw -3008706.021323 + Penalty 2014.464138 = -3006691.557184 nChanged 2033 SP:Iteration 9F (291.934809 sec): 3 clusters Score: Raw -3009809.895098 + Penalty 2014.464138 = -3007795.430959 nChanged 1657 SP:Iteration 10Q (291.992377 sec): 3 clusters Score: Raw -3010541.282042 + Penalty 2014.464138 = -3008526.817903 nChanged 1207 SP:Iteration 11Q (292.049907 sec): 3 clusters Score: Raw -3010983.919990 + Penalty 2014.464138 = -3008969.455852 nChanged 910 SP:Iteration 12Q (292.106451 sec): 3 clusters Score: Raw -3011279.290703 + Penalty 2014.464138 = -3009264.826565 nChanged 680 SP:Iteration 13Q (292.162914 sec): 3 clusters Score: Raw -3011464.963308 + Penalty 2014.464138 = -3009450.499170 nChanged 543 SP:Iteration 14Q (292.219495 sec): 3 clusters Score: Raw -3011605.079956 + Penalty 2014.464138 = -3009590.615817 nChanged 478 SP:Iteration 15Q (292.275377 sec): 3 clusters Score: Raw -3011730.876574 + Penalty 2014.464138 = -3009716.412436 nChanged 470 SP:Iteration 16Q (292.331739 sec): 3 clusters Score: Raw -3011852.572636 + Penalty 2014.464138 = -3009838.108498 nChanged 443 SP:Iteration 17Q (292.387531 sec): 3 clusters Score: Raw -3011951.900399 + Penalty 2014.464138 = -3009937.436260 nChanged 412 SP:Iteration 18Q (292.443371 sec): 3 clusters Score: Raw -3012037.925818 + Penalty 2014.464138 = -3010023.461679 nChanged 406 SP:Iteration 19Q (292.498941 sec): 3 clusters Score: Raw -3012121.446279 + Penalty 2014.464138 = -3010106.982141 nChanged 395 SP:Iteration 20F (292.555380 sec): 3 clusters Score: Raw -3012210.185001 + Penalty 2014.464138 = -3010195.720863 nChanged 421 SP:Iteration 21Q (292.610878 sec): 3 clusters Score: Raw -3012310.388310 + Penalty 2014.464138 = -3010295.924172 nChanged 405 SP:Iteration 22Q (292.666288 sec): 3 clusters Score: Raw -3012412.351504 + Penalty 2014.464138 = -3010397.887366 nChanged 414 SP:Iteration 23Q (292.721372 sec): 3 clusters Score: Raw -3012522.965918 + Penalty 2014.464138 = -3010508.501779 nChanged 430 SP:Iteration 24Q (292.776689 sec): 3 clusters Score: Raw -3012653.339382 + Penalty 2014.464138 = -3010638.875244 nChanged 430 SP:Iteration 25Q (292.831454 sec): 3 clusters Score: Raw -3012781.841989 + Penalty 2014.464138 = -3010767.377851 nChanged 428 SP:Iteration 26Q (292.886577 sec): 3 clusters Score: Raw -3012924.679390 + Penalty 2014.464138 = -3010910.215251 nChanged 444 SP:Iteration 27Q (292.940854 sec): 3 clusters Score: Raw -3013074.458096 + Penalty 2014.464138 = -3011059.993957 nChanged 440 SP:Iteration 28Q (292.995577 sec): 3 clusters Score: Raw -3013254.291068 + Penalty 2014.464138 = -3011239.826930 nChanged 449 SP:Iteration 29Q (293.049864 sec): 3 clusters Score: Raw -3013461.930026 + Penalty 2014.464138 = -3011447.465888 nChanged 471 SP:Iteration 30Q (293.104053 sec): 3 clusters Score: Raw -3013682.805020 + Penalty 2014.464138 = -3011668.340882 nChanged 419 SP:Iteration 31Q (293.157845 sec): 3 clusters Score: Raw -3013866.704194 + Penalty 2014.464138 = -3011852.240055 nChanged 411 SP:Iteration 32Q (293.212034 sec): 3 clusters Score: Raw -3014041.834589 + Penalty 2014.464138 = -3012027.370450 nChanged 445 SP:Iteration 33Q (293.265864 sec): 3 clusters Score: Raw -3014210.740622 + Penalty 2014.464138 = -3012196.276483 nChanged 401 SP:Iteration 34Q (293.319201 sec): 3 clusters Score: Raw -3014349.148548 + Penalty 2014.464138 = -3012334.684410 nChanged 351 SP:Iteration 35Q (293.372637 sec): 3 clusters Score: Raw -3014452.790868 + Penalty 2014.464138 = -3012438.326730 nChanged 315 SP:Iteration 36Q (293.425997 sec): 3 clusters Score: Raw -3014528.517642 + Penalty 2014.464138 = -3012514.053503 nChanged 264 SP:Iteration 37Q (293.479166 sec): 3 clusters Score: Raw -3014587.767760 + Penalty 2014.464138 = -3012573.303622 nChanged 263 SP:Iteration 38Q (293.548851 sec): 3 clusters Score: Raw -3014641.071700 + Penalty 2014.464138 = -3012626.607562 nChanged 228 SP:Iteration 39Q (293.601559 sec): 3 clusters Score: Raw -3014683.648415 + Penalty 2014.464138 = -3012669.184276 nChanged 221 SP:Iteration 40F (293.658092 sec): 3 clusters Score: Raw -3014720.844131 + Penalty 2014.464138 = -3012706.379993 nChanged 211 SP:Iteration 41Q (293.711472 sec): 3 clusters Score: Raw -3014756.197448 + Penalty 2014.464138 = -3012741.733310 nChanged 181 SP:Iteration 42Q (293.764355 sec): 3 clusters Score: Raw -3014784.782676 + Penalty 2014.464138 = -3012770.318538 nChanged 177 SP:Iteration 43Q (293.816768 sec): 3 clusters Score: Raw -3014809.266314 + Penalty 2014.464138 = -3012794.802175 nChanged 157 SP:Iteration 44Q (293.869552 sec): 3 clusters Score: Raw -3014832.394273 + Penalty 2014.464138 = -3012817.930135 nChanged 163 SP:Iteration 45Q (293.922290 sec): 3 clusters Score: Raw -3014855.122923 + Penalty 2014.464138 = -3012840.658785 nChanged 156 SP:Iteration 46Q (293.974637 sec): 3 clusters Score: Raw -3014877.911455 + Penalty 2014.464138 = -3012863.447316 nChanged 173 SP:Iteration 47Q (294.027326 sec): 3 clusters Score: Raw -3014905.125561 + Penalty 2014.464138 = -3012890.661422 nChanged 171 SP:Iteration 48Q (294.089978 sec): 3 clusters Score: Raw -3014930.462421 + Penalty 2014.464138 = -3012915.998283 nChanged 167 SP:Iteration 49Q (294.142594 sec): 3 clusters Score: Raw -3014954.660099 + Penalty 2014.464138 = -3012940.195961 nChanged 170 SP:Iteration 50Q (294.194596 sec): 3 clusters Score: Raw -3014979.096760 + Penalty 2014.464138 = -3012964.632622 nChanged 174 SP:Iteration 51Q (294.246801 sec): 3 clusters Score: Raw -3015004.228928 + Penalty 2014.464138 = -3012989.764789 nChanged 169 SP:Iteration 52Q (294.298920 sec): 3 clusters Score: Raw -3015029.143539 + Penalty 2014.464138 = -3013014.679401 nChanged 153 SP:Iteration 53Q (294.350763 sec): 3 clusters Score: Raw -3015053.334577 + Penalty 2014.464138 = -3013038.870438 nChanged 149 SP:Iteration 54Q (294.438539 sec): 3 clusters Score: Raw -3015076.497598 + Penalty 2014.464138 = -3013062.033460 nChanged 161 SP:Iteration 55Q (294.496667 sec): 3 clusters Score: Raw -3015105.221025 + Penalty 2014.464138 = -3013090.756886 nChanged 180 SP:Iteration 56Q (294.553212 sec): 3 clusters Score: Raw -3015139.232083 + Penalty 2014.464138 = -3013124.767945 nChanged 191 SP:Iteration 57Q (294.604950 sec): 3 clusters Score: Raw -3015173.811392 + Penalty 2014.464138 = -3013159.347254 nChanged 185 SP:Iteration 58Q (294.656646 sec): 3 clusters Score: Raw -3015205.764565 + Penalty 2014.464138 = -3013191.300426 nChanged 183 SP:Iteration 59Q (294.708073 sec): 3 clusters Score: Raw -3015240.777574 + Penalty 2014.464138 = -3013226.313436 nChanged 187 SP:Iteration 60F (294.764796 sec): 3 clusters Score: Raw -3015277.969382 + Penalty 2014.464138 = -3013263.505244 nChanged 179 SP:Iteration 61Q (294.816391 sec): 3 clusters Score: Raw -3015315.447987 + Penalty 2014.464138 = -3013300.983849 nChanged 199 SP:Iteration 62Q (294.867572 sec): 3 clusters Score: Raw -3015362.754164 + Penalty 2014.464138 = -3013348.290025 nChanged 221 SP:Iteration 63Q (294.918491 sec): 3 clusters Score: Raw -3015417.815059 + Penalty 2014.464138 = -3013403.350921 nChanged 226 SP:Iteration 64Q (294.969222 sec): 3 clusters Score: Raw -3015475.226455 + Penalty 2014.464138 = -3013460.762317 nChanged 199 SP:Iteration 65Q (295.019788 sec): 3 clusters Score: Raw -3015526.677972 + Penalty 2014.464138 = -3013512.213834 nChanged 200 SP:Iteration 66Q (295.070374 sec): 3 clusters Score: Raw -3015582.649987 + Penalty 2014.464138 = -3013568.185849 nChanged 188 SP:Iteration 67Q (295.120795 sec): 3 clusters Score: Raw -3015634.331923 + Penalty 2014.464138 = -3013619.867784 nChanged 181 SP:Iteration 68Q (295.171036 sec): 3 clusters Score: Raw -3015691.140896 + Penalty 2014.464138 = -3013676.676758 nChanged 191 SP:Iteration 69Q (295.221579 sec): 3 clusters Score: Raw -3015756.489291 + Penalty 2014.464138 = -3013742.025152 nChanged 166 SP:Iteration 70Q (295.271434 sec): 3 clusters Score: Raw -3015807.915644 + Penalty 2014.464138 = -3013793.451506 nChanged 145 SP:Iteration 71Q (295.321474 sec): 3 clusters Score: Raw -3015846.705728 + Penalty 2014.464138 = -3013832.241590 nChanged 118 SP:Iteration 72Q (295.371022 sec): 3 clusters Score: Raw -3015876.579492 + Penalty 2014.464138 = -3013862.115353 nChanged 112 SP:Iteration 73Q (295.420907 sec): 3 clusters Score: Raw -3015907.085934 + Penalty 2014.464138 = -3013892.621796 nChanged 104 SP:Iteration 74Q (295.470347 sec): 3 clusters Score: Raw -3015934.775851 + Penalty 2014.464138 = -3013920.311713 nChanged 91 SP:Iteration 75Q (295.519794 sec): 3 clusters Score: Raw -3015960.694796 + Penalty 2014.464138 = -3013946.230657 nChanged 90 SP:Iteration 76Q (295.569084 sec): 3 clusters Score: Raw -3015982.639802 + Penalty 2014.464138 = -3013968.175664 nChanged 71 SP:Iteration 77Q (295.618451 sec): 3 clusters Score: Raw -3016002.751600 + Penalty 2014.464138 = -3013988.287462 nChanged 67 SP:Iteration 78Q (295.667505 sec): 3 clusters Score: Raw -3016023.937399 + Penalty 2014.464138 = -3014009.473261 nChanged 68 SP:Iteration 79Q (295.716116 sec): 3 clusters Score: Raw -3016046.833714 + Penalty 2014.464138 = -3014032.369576 nChanged 68 SP:Iteration 80F (295.773047 sec): 3 clusters Score: Raw -3016069.674000 + Penalty 2014.464138 = -3014055.209861 nChanged 61 SP:Iteration 81Q (295.821552 sec): 3 clusters Score: Raw -3016088.118311 + Penalty 2014.464138 = -3014073.654173 nChanged 47 SP:Iteration 82Q (295.870309 sec): 3 clusters Score: Raw -3016102.856814 + Penalty 2014.464138 = -3014088.392676 nChanged 34 SP:Iteration 83Q (295.919347 sec): 3 clusters Score: Raw -3016112.518588 + Penalty 2014.464138 = -3014098.054449 nChanged 32 SP:Iteration 84Q (295.967857 sec): 3 clusters Score: Raw -3016123.207237 + Penalty 2014.464138 = -3014108.743099 nChanged 34 SP:Iteration 85Q (296.016075 sec): 3 clusters Score: Raw -3016130.625020 + Penalty 2014.464138 = -3014116.160882 nChanged 20 SP:Iteration 86Q (296.064436 sec): 3 clusters Score: Raw -3016133.545589 + Penalty 2014.464138 = -3014119.081450 nChanged 12 SP:Iteration 87Q (296.112763 sec): 3 clusters Score: Raw -3016136.518158 + Penalty 2014.464138 = -3014122.054019 nChanged 10 SP:Iteration 88Q (296.161309 sec): 3 clusters Score: Raw -3016139.305473 + Penalty 2014.464138 = -3014124.841335 nChanged 9 SP:Iteration 89Q (296.209937 sec): 3 clusters Score: Raw -3016141.964323 + Penalty 2014.464138 = -3014127.500185 nChanged 9 SP:Iteration 90Q (296.258030 sec): 3 clusters Score: Raw -3016143.825473 + Penalty 2014.464138 = -3014129.361335 nChanged 7 SP:Iteration 91Q (296.314128 sec): 3 clusters Score: Raw -3016144.967059 + Penalty 2014.464138 = -3014130.502921 nChanged 7 SP:Iteration 92Q (296.362310 sec): 3 clusters Score: Raw -3016146.519988 + Penalty 2014.464138 = -3014132.055850 nChanged 9 SP:Iteration 93Q (296.410737 sec): 3 clusters Score: Raw -3016149.000570 + Penalty 2014.464138 = -3014134.536432 nChanged 14 SP:Iteration 94Q (296.459277 sec): 3 clusters Score: Raw -3016153.591800 + Penalty 2014.464138 = -3014139.127662 nChanged 11 SP:Iteration 95Q (296.507648 sec): 3 clusters Score: Raw -3016155.975678 + Penalty 2014.464138 = -3014141.511540 nChanged 11 SP:Iteration 96Q (296.555784 sec): 3 clusters Score: Raw -3016158.315047 + Penalty 2014.464138 = -3014143.850908 nChanged 9 SP:Iteration 97Q (296.604038 sec): 3 clusters Score: Raw -3016160.118776 + Penalty 2014.464138 = -3014145.654638 nChanged 11 SP:Iteration 98Q (296.652347 sec): 3 clusters Score: Raw -3016162.639111 + Penalty 2014.464138 = -3014148.174973 nChanged 9 SP:Iteration 99Q (296.700640 sec): 3 clusters Score: Raw -3016164.731084 + Penalty 2014.464138 = -3014150.266945 nChanged 7 SP:Iteration 100F (296.757374 sec): 3 clusters Score: Raw -3016166.161989 + Penalty 2014.464138 = -3014151.697851 nChanged 8 SP:Iteration 101Q (296.806249 sec): 3 clusters Score: Raw -3016167.833166 + Penalty 2014.464138 = -3014153.369028 nChanged 9 SP:Iteration 102Q (296.854691 sec): 3 clusters Score: Raw -3016169.826606 + Penalty 2014.464138 = -3014155.362468 nChanged 4 SP:Iteration 103Q (296.902814 sec): 3 clusters Score: Raw -3016170.377627 + Penalty 2014.464138 = -3014155.913489 nChanged 6 SP:Iteration 104Q (296.951209 sec): 3 clusters Score: Raw -3016171.654985 + Penalty 2014.464138 = -3014157.190847 nChanged 9 SP:Iteration 105Q (296.999442 sec): 3 clusters Score: Raw -3016173.680455 + Penalty 2014.464138 = -3014159.216317 nChanged 9 SP:Iteration 106Q (297.047798 sec): 3 clusters Score: Raw -3016175.381119 + Penalty 2014.464138 = -3014160.916980 nChanged 7 SP:Iteration 107Q (297.096250 sec): 3 clusters Score: Raw -3016176.442717 + Penalty 2014.464138 = -3014161.978579 nChanged 5 SP:Iteration 108Q (297.144222 sec): 3 clusters Score: Raw -3016177.818714 + Penalty 2014.464138 = -3014163.354575 nChanged 4 SP:Iteration 109Q (297.192547 sec): 3 clusters Score: Raw -3016178.565277 + Penalty 2014.464138 = -3014164.101139 nChanged 2 SP:Iteration 110Q (297.240941 sec): 3 clusters Score: Raw -3016178.912589 + Penalty 2014.464138 = -3014164.448451 nChanged 2 SP:Iteration 111Q (297.289093 sec): 3 clusters Score: Raw -3016179.237615 + Penalty 2014.464138 = -3014164.773477 nChanged 3 SP:Iteration 112Q (297.337217 sec): 3 clusters Score: Raw -3016179.911794 + Penalty 2014.464138 = -3014165.447656 nChanged 5 SP:Iteration 113Q (297.385223 sec): 3 clusters Score: Raw -3016181.049209 + Penalty 2014.464138 = -3014166.585071 nChanged 6 SP:Iteration 114Q (297.433721 sec): 3 clusters Score: Raw -3016183.220152 + Penalty 2014.464138 = -3014168.756014 nChanged 4 SP:Iteration 115Q (297.481834 sec): 3 clusters Score: Raw -3016184.096621 + Penalty 2014.464138 = -3014169.632483 nChanged 2 SP:Iteration 116Q (297.530039 sec): 3 clusters Score: Raw -3016184.430475 + Penalty 2014.464138 = -3014169.966337 nChanged 4 SP:Iteration 117Q (297.578226 sec): 3 clusters Score: Raw -3016185.234789 + Penalty 2014.464138 = -3014170.770650 nChanged 4 SP:Iteration 118Q (297.626455 sec): 3 clusters Score: Raw -3016186.407058 + Penalty 2014.464138 = -3014171.942920 nChanged 2 SP:Iteration 119Q (297.674425 sec): 3 clusters Score: Raw -3016186.877053 + Penalty 2014.464138 = -3014172.412914 nChanged 3 SP:Iteration 120F (297.730921 sec): 3 clusters Score: Raw -3016187.701828 + Penalty 2014.464138 = -3014173.237690 nChanged 3 SP:Iteration 121Q (297.779272 sec): 3 clusters Score: Raw -3016188.093638 + Penalty 2014.464138 = -3014173.629500 nChanged 1 SP:Iteration 122Q (297.827163 sec): 3 clusters Score: Raw -3016188.176823 + Penalty 2014.464138 = -3014173.712685 nChanged 0 SP:Iteration 123F (297.883571 sec): 3 clusters Score: Raw -3016188.176823 + Penalty 2014.464138 = -3014173.712685 nChanged 0 Trying to split cluster 8 (3329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (297.894108 sec): 2 clusters Score: Raw -239353.111539 + Penalty 770.490588 = -238582.620952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (297.907526 sec): 3 clusters Score: Raw -237588.571731 + Penalty 1540.981175 = -236047.590556 nChanged 1395 SP:Iteration 1F (297.919909 sec): 3 clusters Score: Raw -238437.780331 + Penalty 1540.981175 = -236896.799156 nChanged 245 SP:Iteration 2F (297.932311 sec): 3 clusters Score: Raw -238604.590399 + Penalty 1540.981175 = -237063.609224 nChanged 194 SP:Iteration 3F (297.944576 sec): 3 clusters Score: Raw -238722.290755 + Penalty 1540.981175 = -237181.309580 nChanged 158 SP:Iteration 4Q (297.956880 sec): 3 clusters Score: Raw -238854.521732 + Penalty 1540.981175 = -237313.540557 nChanged 173 SP:Iteration 5F (297.969205 sec): 3 clusters Score: Raw -239008.775361 + Penalty 1540.981175 = -237467.794186 nChanged 162 SP:Iteration 6Q (297.981573 sec): 3 clusters Score: Raw -239110.603802 + Penalty 1540.981175 = -237569.622627 nChanged 122 SP:Iteration 7Q (297.993877 sec): 3 clusters Score: Raw -239181.097453 + Penalty 1540.981175 = -237640.116278 nChanged 88 SP:Iteration 8Q (298.006232 sec): 3 clusters Score: Raw -239228.208457 + Penalty 1540.981175 = -237687.227282 nChanged 92 SP:Iteration 9Q (298.031187 sec): 3 clusters Score: Raw -239280.638884 + Penalty 1540.981175 = -237739.657709 nChanged 73 SP:Iteration 10Q (298.043527 sec): 3 clusters Score: Raw -239317.491041 + Penalty 1540.981175 = -237776.509866 nChanged 71 SP:Iteration 11Q (298.055849 sec): 3 clusters Score: Raw -239358.313857 + Penalty 1540.981175 = -237817.332682 nChanged 76 SP:Iteration 12Q (298.068002 sec): 3 clusters Score: Raw -239402.194532 + Penalty 1540.981175 = -237861.213357 nChanged 69 SP:Iteration 13Q (298.080176 sec): 3 clusters Score: Raw -239446.948866 + Penalty 1540.981175 = -237905.967690 nChanged 66 SP:Iteration 14Q (298.092306 sec): 3 clusters Score: Raw -239497.735879 + Penalty 1540.981175 = -237956.754703 nChanged 63 SP:Iteration 15Q (298.104521 sec): 3 clusters Score: Raw -239558.106446 + Penalty 1540.981175 = -238017.125271 nChanged 72 SP:Iteration 16Q (298.116693 sec): 3 clusters Score: Raw -239623.560959 + Penalty 1540.981175 = -238082.579783 nChanged 57 SP:Iteration 17Q (298.128845 sec): 3 clusters Score: Raw -239661.963031 + Penalty 1540.981175 = -238120.981856 nChanged 40 SP:Iteration 18Q (298.140964 sec): 3 clusters Score: Raw -239686.281710 + Penalty 1540.981175 = -238145.300535 nChanged 29 SP:Iteration 19Q (298.153027 sec): 3 clusters Score: Raw -239698.785163 + Penalty 1540.981175 = -238157.803988 nChanged 26 SP:Iteration 20F (298.165316 sec): 3 clusters Score: Raw -239709.477938 + Penalty 1540.981175 = -238168.496763 nChanged 19 SP:Iteration 21Q (298.177397 sec): 3 clusters Score: Raw -239718.011333 + Penalty 1540.981175 = -238177.030158 nChanged 15 SP:Iteration 22Q (298.189240 sec): 3 clusters Score: Raw -239722.292909 + Penalty 1540.981175 = -238181.311734 nChanged 10 SP:Iteration 23Q (298.201252 sec): 3 clusters Score: Raw -239726.757835 + Penalty 1540.981175 = -238185.776660 nChanged 12 SP:Iteration 24Q (298.213114 sec): 3 clusters Score: Raw -239731.665513 + Penalty 1540.981175 = -238190.684338 nChanged 9 SP:Iteration 25Q (298.224978 sec): 3 clusters Score: Raw -239734.258456 + Penalty 1540.981175 = -238193.277280 nChanged 5 SP:Iteration 26Q (298.237008 sec): 3 clusters Score: Raw -239735.722041 + Penalty 1540.981175 = -238194.740866 nChanged 7 SP:Iteration 27Q (298.248949 sec): 3 clusters Score: Raw -239738.247601 + Penalty 1540.981175 = -238197.266426 nChanged 9 SP:Iteration 28Q (298.260735 sec): 3 clusters Score: Raw -239742.364004 + Penalty 1540.981175 = -238201.382829 nChanged 9 SP:Iteration 29Q (298.272738 sec): 3 clusters Score: Raw -239745.476769 + Penalty 1540.981175 = -238204.495594 nChanged 8 SP:Iteration 30Q (298.284574 sec): 3 clusters Score: Raw -239748.953149 + Penalty 1540.981175 = -238207.971974 nChanged 8 SP:Iteration 31Q (298.296389 sec): 3 clusters Score: Raw -239752.019185 + Penalty 1540.981175 = -238211.038010 nChanged 5 SP:Iteration 32Q (298.308197 sec): 3 clusters Score: Raw -239753.381060 + Penalty 1540.981175 = -238212.399884 nChanged 5 SP:Iteration 33Q (298.320104 sec): 3 clusters Score: Raw -239754.605689 + Penalty 1540.981175 = -238213.624513 nChanged 1 SP:Iteration 34Q (298.331979 sec): 3 clusters Score: Raw -239754.697037 + Penalty 1540.981175 = -238213.715861 nChanged 0 SP:Iteration 35F (298.344101 sec): 3 clusters Score: Raw -239754.697037 + Penalty 1540.981175 = -238213.715861 nChanged 0 Trying to split cluster 9 (259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.350994 sec): 2 clusters Score: Raw -14550.123195 + Penalty 527.898666 = -14022.224529 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.352611 sec): 3 clusters Score: Raw -14596.203042 + Penalty 1055.797332 = -13540.405710 nChanged 70 SP:Iteration 1F (298.354057 sec): 3 clusters Score: Raw -14721.863721 + Penalty 1055.797332 = -13666.066390 nChanged 17 SP:Iteration 2F (298.355493 sec): 3 clusters Score: Raw -14754.046024 + Penalty 1055.797332 = -13698.248692 nChanged 8 SP:Iteration 3Q (298.356901 sec): 3 clusters Score: Raw -14768.279697 + Penalty 1055.797332 = -13712.482365 nChanged 10 SP:Iteration 4Q (298.358311 sec): 3 clusters Score: Raw -14791.231110 + Penalty 1055.797332 = -13735.433779 nChanged 7 SP:Iteration 5Q (298.359712 sec): 3 clusters Score: Raw -14803.100775 + Penalty 1055.797332 = -13747.303443 nChanged 4 SP:Iteration 6Q (298.361212 sec): 3 clusters Score: Raw -14808.191692 + Penalty 1055.797332 = -13752.394361 nChanged 2 SP:Iteration 7Q (298.362602 sec): 3 clusters Score: Raw -14812.320155 + Penalty 1055.797332 = -13756.522823 nChanged 0 SP:Iteration 8F (298.364015 sec): 3 clusters Score: Raw -14812.320155 + Penalty 1055.797332 = -13756.522823 nChanged 0 Trying to split cluster 10 (30525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (298.405388 sec): 2 clusters Score: Raw -2312260.066740 + Penalty 980.998623 = -2311279.068117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (298.455546 sec): 3 clusters Score: Raw -2292774.439045 + Penalty 1961.997247 = -2290812.441799 nChanged 14410 SP:Iteration 1F (298.501812 sec): 3 clusters Score: Raw -2301287.004578 + Penalty 1961.997247 = -2299325.007331 nChanged 1724 SP:Iteration 2F (298.548073 sec): 3 clusters Score: Raw -2302121.415807 + Penalty 1961.997247 = -2300159.418560 nChanged 1981 SP:Iteration 3F (298.594291 sec): 3 clusters Score: Raw -2303364.842173 + Penalty 1961.997247 = -2301402.844926 nChanged 2307 SP:Iteration 4F (298.640678 sec): 3 clusters Score: Raw -2305131.140839 + Penalty 1961.997247 = -2303169.143592 nChanged 2473 SP:Iteration 5F (298.687022 sec): 3 clusters Score: Raw -2307218.145485 + Penalty 1961.997247 = -2305256.148238 nChanged 2152 SP:Iteration 6F (298.733437 sec): 3 clusters Score: Raw -2308999.976550 + Penalty 1961.997247 = -2307037.979304 nChanged 1542 SP:Iteration 7F (298.779515 sec): 3 clusters Score: Raw -2309991.669536 + Penalty 1961.997247 = -2308029.672289 nChanged 954 SP:Iteration 8Q (298.825474 sec): 3 clusters Score: Raw -2310432.301435 + Penalty 1961.997247 = -2308470.304188 nChanged 592 SP:Iteration 9Q (298.871541 sec): 3 clusters Score: Raw -2310668.955491 + Penalty 1961.997247 = -2308706.958244 nChanged 517 SP:Iteration 10Q (298.916506 sec): 3 clusters Score: Raw -2310849.242150 + Penalty 1961.997247 = -2308887.244903 nChanged 461 SP:Iteration 11Q (298.961708 sec): 3 clusters Score: Raw -2311005.950463 + Penalty 1961.997247 = -2309043.953216 nChanged 417 SP:Iteration 12Q (299.006714 sec): 3 clusters Score: Raw -2311139.582459 + Penalty 1961.997247 = -2309177.585212 nChanged 382 SP:Iteration 13Q (299.051401 sec): 3 clusters Score: Raw -2311257.428877 + Penalty 1961.997247 = -2309295.431630 nChanged 349 SP:Iteration 14Q (299.096230 sec): 3 clusters Score: Raw -2311356.958797 + Penalty 1961.997247 = -2309394.961550 nChanged 314 SP:Iteration 15Q (299.140293 sec): 3 clusters Score: Raw -2311442.417757 + Penalty 1961.997247 = -2309480.420510 nChanged 279 SP:Iteration 16Q (299.184629 sec): 3 clusters Score: Raw -2311515.365477 + Penalty 1961.997247 = -2309553.368231 nChanged 256 SP:Iteration 17Q (299.228588 sec): 3 clusters Score: Raw -2311580.661152 + Penalty 1961.997247 = -2309618.663905 nChanged 241 SP:Iteration 18Q (299.272484 sec): 3 clusters Score: Raw -2311641.698551 + Penalty 1961.997247 = -2309679.701304 nChanged 243 SP:Iteration 19Q (299.316456 sec): 3 clusters Score: Raw -2311707.301252 + Penalty 1961.997247 = -2309745.304005 nChanged 235 SP:Iteration 20F (299.362243 sec): 3 clusters Score: Raw -2311771.745712 + Penalty 1961.997247 = -2309809.748465 nChanged 210 SP:Iteration 21Q (299.406141 sec): 3 clusters Score: Raw -2311820.627404 + Penalty 1961.997247 = -2309858.630157 nChanged 206 SP:Iteration 22Q (299.449523 sec): 3 clusters Score: Raw -2311871.379040 + Penalty 1961.997247 = -2309909.381793 nChanged 183 SP:Iteration 23Q (299.493219 sec): 3 clusters Score: Raw -2311912.278822 + Penalty 1961.997247 = -2309950.281575 nChanged 184 SP:Iteration 24Q (299.536393 sec): 3 clusters Score: Raw -2311950.166460 + Penalty 1961.997247 = -2309988.169213 nChanged 175 SP:Iteration 25Q (299.580139 sec): 3 clusters Score: Raw -2311985.039363 + Penalty 1961.997247 = -2310023.042116 nChanged 171 SP:Iteration 26Q (299.623407 sec): 3 clusters Score: Raw -2312019.050695 + Penalty 1961.997247 = -2310057.053448 nChanged 158 SP:Iteration 27Q (299.666097 sec): 3 clusters Score: Raw -2312044.674828 + Penalty 1961.997247 = -2310082.677581 nChanged 124 SP:Iteration 28Q (299.709030 sec): 3 clusters Score: Raw -2312063.526612 + Penalty 1961.997247 = -2310101.529366 nChanged 114 SP:Iteration 29Q (299.751802 sec): 3 clusters Score: Raw -2312081.046559 + Penalty 1961.997247 = -2310119.049313 nChanged 124 SP:Iteration 30Q (299.794602 sec): 3 clusters Score: Raw -2312100.100051 + Penalty 1961.997247 = -2310138.102805 nChanged 124 SP:Iteration 31Q (299.837039 sec): 3 clusters Score: Raw -2312119.917852 + Penalty 1961.997247 = -2310157.920605 nChanged 124 SP:Iteration 32Q (299.879626 sec): 3 clusters Score: Raw -2312139.171634 + Penalty 1961.997247 = -2310177.174387 nChanged 125 SP:Iteration 33Q (299.921686 sec): 3 clusters Score: Raw -2312159.050212 + Penalty 1961.997247 = -2310197.052965 nChanged 111 SP:Iteration 34Q (299.964821 sec): 3 clusters Score: Raw -2312177.298732 + Penalty 1961.997247 = -2310215.301486 nChanged 112 SP:Iteration 35Q (300.007181 sec): 3 clusters Score: Raw -2312194.204703 + Penalty 1961.997247 = -2310232.207456 nChanged 99 SP:Iteration 36Q (300.049369 sec): 3 clusters Score: Raw -2312208.594647 + Penalty 1961.997247 = -2310246.597400 nChanged 84 SP:Iteration 37Q (300.091172 sec): 3 clusters Score: Raw -2312220.083616 + Penalty 1961.997247 = -2310258.086369 nChanged 80 SP:Iteration 38Q (300.133164 sec): 3 clusters Score: Raw -2312228.900560 + Penalty 1961.997247 = -2310266.903313 nChanged 67 SP:Iteration 39Q (300.175018 sec): 3 clusters Score: Raw -2312236.389491 + Penalty 1961.997247 = -2310274.392244 nChanged 56 SP:Iteration 40F (300.221265 sec): 3 clusters Score: Raw -2312243.372318 + Penalty 1961.997247 = -2310281.375071 nChanged 61 SP:Iteration 41Q (300.263382 sec): 3 clusters Score: Raw -2312251.120165 + Penalty 1961.997247 = -2310289.122919 nChanged 61 SP:Iteration 42Q (300.305410 sec): 3 clusters Score: Raw -2312258.369427 + Penalty 1961.997247 = -2310296.372180 nChanged 64 SP:Iteration 43Q (300.347468 sec): 3 clusters Score: Raw -2312266.388073 + Penalty 1961.997247 = -2310304.390826 nChanged 59 SP:Iteration 44Q (300.389563 sec): 3 clusters Score: Raw -2312273.915496 + Penalty 1961.997247 = -2310311.918250 nChanged 67 SP:Iteration 45Q (300.431268 sec): 3 clusters Score: Raw -2312282.041571 + Penalty 1961.997247 = -2310320.044324 nChanged 75 SP:Iteration 46Q (300.472943 sec): 3 clusters Score: Raw -2312292.434191 + Penalty 1961.997247 = -2310330.436944 nChanged 69 SP:Iteration 47Q (300.514831 sec): 3 clusters Score: Raw -2312301.307848 + Penalty 1961.997247 = -2310339.310601 nChanged 58 SP:Iteration 48Q (300.556380 sec): 3 clusters Score: Raw -2312309.351458 + Penalty 1961.997247 = -2310347.354211 nChanged 63 SP:Iteration 49Q (300.597889 sec): 3 clusters Score: Raw -2312318.435654 + Penalty 1961.997247 = -2310356.438407 nChanged 69 SP:Iteration 50Q (300.639708 sec): 3 clusters Score: Raw -2312329.721183 + Penalty 1961.997247 = -2310367.723936 nChanged 86 SP:Iteration 51Q (300.680780 sec): 3 clusters Score: Raw -2312344.603823 + Penalty 1961.997247 = -2310382.606576 nChanged 84 SP:Iteration 52Q (300.722229 sec): 3 clusters Score: Raw -2312357.715478 + Penalty 1961.997247 = -2310395.718231 nChanged 75 SP:Iteration 53Q (300.763198 sec): 3 clusters Score: Raw -2312370.488530 + Penalty 1961.997247 = -2310408.491283 nChanged 77 SP:Iteration 54Q (300.804390 sec): 3 clusters Score: Raw -2312383.945944 + Penalty 1961.997247 = -2310421.948697 nChanged 83 SP:Iteration 55Q (300.845515 sec): 3 clusters Score: Raw -2312397.746865 + Penalty 1961.997247 = -2310435.749618 nChanged 87 SP:Iteration 56Q (300.886850 sec): 3 clusters Score: Raw -2312412.838234 + Penalty 1961.997247 = -2310450.840987 nChanged 80 SP:Iteration 57Q (300.927477 sec): 3 clusters Score: Raw -2312427.060023 + Penalty 1961.997247 = -2310465.062776 nChanged 69 SP:Iteration 58Q (300.968524 sec): 3 clusters Score: Raw -2312438.108121 + Penalty 1961.997247 = -2310476.110874 nChanged 57 SP:Iteration 59Q (301.009206 sec): 3 clusters Score: Raw -2312446.033421 + Penalty 1961.997247 = -2310484.036175 nChanged 46 SP:Iteration 60F (301.055511 sec): 3 clusters Score: Raw -2312452.089638 + Penalty 1961.997247 = -2310490.092391 nChanged 49 SP:Iteration 61Q (301.097005 sec): 3 clusters Score: Raw -2312458.735076 + Penalty 1961.997247 = -2310496.737829 nChanged 50 SP:Iteration 62Q (301.137602 sec): 3 clusters Score: Raw -2312467.018054 + Penalty 1961.997247 = -2310505.020807 nChanged 47 SP:Iteration 63Q (301.178110 sec): 3 clusters Score: Raw -2312475.365970 + Penalty 1961.997247 = -2310513.368723 nChanged 50 SP:Iteration 64Q (301.218718 sec): 3 clusters Score: Raw -2312482.653046 + Penalty 1961.997247 = -2310520.655799 nChanged 35 SP:Iteration 65Q (301.259462 sec): 3 clusters Score: Raw -2312486.738216 + Penalty 1961.997247 = -2310524.740969 nChanged 30 SP:Iteration 66Q (301.299859 sec): 3 clusters Score: Raw -2312491.116737 + Penalty 1961.997247 = -2310529.119491 nChanged 38 SP:Iteration 67Q (301.340505 sec): 3 clusters Score: Raw -2312497.010888 + Penalty 1961.997247 = -2310535.013641 nChanged 49 SP:Iteration 68Q (301.380808 sec): 3 clusters Score: Raw -2312504.825395 + Penalty 1961.997247 = -2310542.828149 nChanged 44 SP:Iteration 69Q (301.421195 sec): 3 clusters Score: Raw -2312512.551266 + Penalty 1961.997247 = -2310550.554019 nChanged 54 SP:Iteration 70Q (301.461707 sec): 3 clusters Score: Raw -2312522.904548 + Penalty 1961.997247 = -2310560.907301 nChanged 56 SP:Iteration 71Q (301.501998 sec): 3 clusters Score: Raw -2312534.263538 + Penalty 1961.997247 = -2310572.266292 nChanged 49 SP:Iteration 72Q (301.542044 sec): 3 clusters Score: Raw -2312544.196872 + Penalty 1961.997247 = -2310582.199625 nChanged 51 SP:Iteration 73Q (301.582425 sec): 3 clusters Score: Raw -2312553.665584 + Penalty 1961.997247 = -2310591.668337 nChanged 44 SP:Iteration 74Q (301.622504 sec): 3 clusters Score: Raw -2312561.485656 + Penalty 1961.997247 = -2310599.488409 nChanged 35 SP:Iteration 75Q (301.662187 sec): 3 clusters Score: Raw -2312566.455293 + Penalty 1961.997247 = -2310604.458047 nChanged 38 SP:Iteration 76Q (301.702383 sec): 3 clusters Score: Raw -2312573.178522 + Penalty 1961.997247 = -2310611.181275 nChanged 47 SP:Iteration 77Q (301.742191 sec): 3 clusters Score: Raw -2312581.608770 + Penalty 1961.997247 = -2310619.611523 nChanged 34 SP:Iteration 78Q (301.782398 sec): 3 clusters Score: Raw -2312588.338376 + Penalty 1961.997247 = -2310626.341129 nChanged 33 SP:Iteration 79Q (301.821983 sec): 3 clusters Score: Raw -2312595.803056 + Penalty 1961.997247 = -2310633.805809 nChanged 36 SP:Iteration 80F (301.868252 sec): 3 clusters Score: Raw -2312602.462817 + Penalty 1961.997247 = -2310640.465570 nChanged 19 SP:Iteration 81Q (301.908406 sec): 3 clusters Score: Raw -2312605.972188 + Penalty 1961.997247 = -2310643.974941 nChanged 21 SP:Iteration 82Q (301.948294 sec): 3 clusters Score: Raw -2312609.350617 + Penalty 1961.997247 = -2310647.353371 nChanged 17 SP:Iteration 83Q (301.988126 sec): 3 clusters Score: Raw -2312612.654483 + Penalty 1961.997247 = -2310650.657236 nChanged 20 SP:Iteration 84Q (302.028023 sec): 3 clusters Score: Raw -2312616.415462 + Penalty 1961.997247 = -2310654.418216 nChanged 14 SP:Iteration 85Q (302.067767 sec): 3 clusters Score: Raw -2312618.480661 + Penalty 1961.997247 = -2310656.483414 nChanged 21 SP:Iteration 86Q (302.107289 sec): 3 clusters Score: Raw -2312622.497821 + Penalty 1961.997247 = -2310660.500574 nChanged 21 SP:Iteration 87Q (302.147352 sec): 3 clusters Score: Raw -2312625.996275 + Penalty 1961.997247 = -2310663.999028 nChanged 18 SP:Iteration 88Q (302.187019 sec): 3 clusters Score: Raw -2312628.696866 + Penalty 1961.997247 = -2310666.699619 nChanged 16 SP:Iteration 89Q (302.227036 sec): 3 clusters Score: Raw -2312631.543439 + Penalty 1961.997247 = -2310669.546193 nChanged 11 SP:Iteration 90Q (302.266526 sec): 3 clusters Score: Raw -2312633.245091 + Penalty 1961.997247 = -2310671.247844 nChanged 6 SP:Iteration 91Q (302.306294 sec): 3 clusters Score: Raw -2312633.914489 + Penalty 1961.997247 = -2310671.917242 nChanged 4 SP:Iteration 92Q (302.346241 sec): 3 clusters Score: Raw -2312634.332865 + Penalty 1961.997247 = -2310672.335619 nChanged 3 SP:Iteration 93Q (302.385649 sec): 3 clusters Score: Raw -2312634.697179 + Penalty 1961.997247 = -2310672.699932 nChanged 3 SP:Iteration 94Q (302.425791 sec): 3 clusters Score: Raw -2312635.069957 + Penalty 1961.997247 = -2310673.072710 nChanged 0 SP:Iteration 95F (302.471552 sec): 3 clusters Score: Raw -2312635.069957 + Penalty 1961.997247 = -2310673.072710 nChanged 0 Trying to split cluster 11 (1677 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (302.483283 sec): 2 clusters Score: Raw -105472.305656 + Penalty 705.352367 = -104766.953289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (302.490325 sec): 3 clusters Score: Raw -104732.529997 + Penalty 1410.704735 = -103321.825262 nChanged 642 SP:Iteration 1F (302.496729 sec): 3 clusters Score: Raw -105196.711809 + Penalty 1410.704735 = -103786.007074 nChanged 168 SP:Iteration 2F (302.503011 sec): 3 clusters Score: Raw -105403.886763 + Penalty 1410.704735 = -103993.182028 nChanged 119 SP:Iteration 3F (302.509332 sec): 3 clusters Score: Raw -105532.164032 + Penalty 1410.704735 = -104121.459297 nChanged 93 SP:Iteration 4F (302.515603 sec): 3 clusters Score: Raw -105627.408321 + Penalty 1410.704735 = -104216.703586 nChanged 81 SP:Iteration 5Q (302.522195 sec): 3 clusters Score: Raw -105684.963967 + Penalty 1410.704735 = -104274.259232 nChanged 40 SP:Iteration 6Q (302.528420 sec): 3 clusters Score: Raw -105706.250122 + Penalty 1410.704735 = -104295.545387 nChanged 22 SP:Iteration 7Q (302.534688 sec): 3 clusters Score: Raw -105717.585662 + Penalty 1410.704735 = -104306.880927 nChanged 14 SP:Iteration 8Q (302.540884 sec): 3 clusters Score: Raw -105724.961910 + Penalty 1410.704735 = -104314.257175 nChanged 4 SP:Iteration 9Q (302.547169 sec): 3 clusters Score: Raw -105726.627656 + Penalty 1410.704735 = -104315.922921 nChanged 5 SP:Iteration 10Q (302.553444 sec): 3 clusters Score: Raw -105730.035513 + Penalty 1410.704735 = -104319.330778 nChanged 11 SP:Iteration 11Q (302.559690 sec): 3 clusters Score: Raw -105736.073208 + Penalty 1410.704735 = -104325.368473 nChanged 9 SP:Iteration 12Q (302.565878 sec): 3 clusters Score: Raw -105740.339376 + Penalty 1410.704735 = -104329.634641 nChanged 10 SP:Iteration 13Q (302.572128 sec): 3 clusters Score: Raw -105747.752317 + Penalty 1410.704735 = -104337.047582 nChanged 15 SP:Iteration 14Q (302.578314 sec): 3 clusters Score: Raw -105761.618268 + Penalty 1410.704735 = -104350.913534 nChanged 15 SP:Iteration 15Q (302.584494 sec): 3 clusters Score: Raw -105769.845041 + Penalty 1410.704735 = -104359.140306 nChanged 13 SP:Iteration 16Q (302.590741 sec): 3 clusters Score: Raw -105776.474869 + Penalty 1410.704735 = -104365.770134 nChanged 13 SP:Iteration 17Q (302.596949 sec): 3 clusters Score: Raw -105784.120097 + Penalty 1410.704735 = -104373.415362 nChanged 10 SP:Iteration 18Q (302.603120 sec): 3 clusters Score: Raw -105786.381072 + Penalty 1410.704735 = -104375.676337 nChanged 4 SP:Iteration 19Q (302.609232 sec): 3 clusters Score: Raw -105787.601810 + Penalty 1410.704735 = -104376.897075 nChanged 4 SP:Iteration 20F (302.615463 sec): 3 clusters Score: Raw -105789.614954 + Penalty 1410.704735 = -104378.910219 nChanged 1 SP:Iteration 21Q (302.621605 sec): 3 clusters Score: Raw -105790.333143 + Penalty 1410.704735 = -104379.628408 nChanged 4 SP:Iteration 22Q (302.627733 sec): 3 clusters Score: Raw -105791.809427 + Penalty 1410.704735 = -104381.104692 nChanged 5 SP:Iteration 23Q (302.633875 sec): 3 clusters Score: Raw -105793.448344 + Penalty 1410.704735 = -104382.743609 nChanged 6 SP:Iteration 24Q (302.640042 sec): 3 clusters Score: Raw -105797.911286 + Penalty 1410.704735 = -104387.206551 nChanged 14 SP:Iteration 25Q (302.646240 sec): 3 clusters Score: Raw -105803.124154 + Penalty 1410.704735 = -104392.419419 nChanged 8 SP:Iteration 26Q (302.652476 sec): 3 clusters Score: Raw -105805.581493 + Penalty 1410.704735 = -104394.876758 nChanged 5 SP:Iteration 27Q (302.658719 sec): 3 clusters Score: Raw -105807.485235 + Penalty 1410.704735 = -104396.780500 nChanged 4 SP:Iteration 28Q (302.664916 sec): 3 clusters Score: Raw -105808.571644 + Penalty 1410.704735 = -104397.866910 nChanged 4 SP:Iteration 29Q (302.671117 sec): 3 clusters Score: Raw -105809.570370 + Penalty 1410.704735 = -104398.865635 nChanged 4 SP:Iteration 30Q (302.679831 sec): 3 clusters Score: Raw -105810.708379 + Penalty 1410.704735 = -104400.003644 nChanged 4 SP:Iteration 31Q (302.686049 sec): 3 clusters Score: Raw -105812.964302 + Penalty 1410.704735 = -104402.259568 nChanged 1 SP:Iteration 32Q (302.692253 sec): 3 clusters Score: Raw -105813.219443 + Penalty 1410.704735 = -104402.514708 nChanged 1 SP:Iteration 33Q (302.698442 sec): 3 clusters Score: Raw -105813.373056 + Penalty 1410.704735 = -104402.668322 nChanged 0 SP:Iteration 34F (302.704782 sec): 3 clusters Score: Raw -105813.373056 + Penalty 1410.704735 = -104402.668322 nChanged 0 Trying to split cluster 12 (518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (302.712339 sec): 2 clusters Score: Raw -36119.376709 + Penalty 593.747648 = -35525.629061 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (302.714939 sec): 3 clusters Score: Raw -35957.743029 + Penalty 1187.495296 = -34770.247733 nChanged 146 SP:Iteration 1F (302.717300 sec): 3 clusters Score: Raw -36125.405257 + Penalty 1187.495296 = -34937.909961 nChanged 47 SP:Iteration 2F (302.719622 sec): 3 clusters Score: Raw -36183.766870 + Penalty 1187.495296 = -34996.271574 nChanged 28 SP:Iteration 3F (302.721946 sec): 3 clusters Score: Raw -36215.005153 + Penalty 1187.495296 = -35027.509857 nChanged 15 SP:Iteration 4Q (302.724269 sec): 3 clusters Score: Raw -36231.682673 + Penalty 1187.495296 = -35044.187377 nChanged 11 SP:Iteration 5Q (302.726630 sec): 3 clusters Score: Raw -36242.144006 + Penalty 1187.495296 = -35054.648710 nChanged 7 SP:Iteration 6Q (302.728960 sec): 3 clusters Score: Raw -36255.287015 + Penalty 1187.495296 = -35067.791719 nChanged 9 SP:Iteration 7Q (302.731278 sec): 3 clusters Score: Raw -36270.733783 + Penalty 1187.495296 = -35083.238487 nChanged 8 SP:Iteration 8Q (302.733592 sec): 3 clusters Score: Raw -36281.805535 + Penalty 1187.495296 = -35094.310239 nChanged 5 SP:Iteration 9Q (302.735889 sec): 3 clusters Score: Raw -36288.281560 + Penalty 1187.495296 = -35100.786264 nChanged 5 SP:Iteration 10Q (302.738191 sec): 3 clusters Score: Raw -36292.945745 + Penalty 1187.495296 = -35105.450449 nChanged 3 SP:Iteration 11Q (302.740493 sec): 3 clusters Score: Raw -36294.981369 + Penalty 1187.495296 = -35107.486073 nChanged 3 SP:Iteration 12Q (302.742800 sec): 3 clusters Score: Raw -36296.535726 + Penalty 1187.495296 = -35109.040430 nChanged 1 SP:Iteration 13Q (302.745177 sec): 3 clusters Score: Raw -36298.109319 + Penalty 1187.495296 = -35110.614023 nChanged 5 SP:Iteration 14Q (302.748189 sec): 3 clusters Score: Raw -36303.038735 + Penalty 1187.495296 = -35115.543439 nChanged 3 SP:Iteration 15Q (302.750499 sec): 3 clusters Score: Raw -36306.496093 + Penalty 1187.495296 = -35119.000797 nChanged 6 SP:Iteration 16Q (302.752801 sec): 3 clusters Score: Raw -36313.628670 + Penalty 1187.495296 = -35126.133374 nChanged 1 SP:Iteration 17Q (302.755100 sec): 3 clusters Score: Raw -36316.117510 + Penalty 1187.495296 = -35128.622214 nChanged 2 SP:Iteration 18Q (302.757398 sec): 3 clusters Score: Raw -36318.608792 + Penalty 1187.495296 = -35131.113496 nChanged 4 SP:Iteration 19Q (302.759680 sec): 3 clusters Score: Raw -36320.979879 + Penalty 1187.495296 = -35133.484583 nChanged 4 SP:Iteration 20F (302.761994 sec): 3 clusters Score: Raw -36324.734146 + Penalty 1187.495296 = -35137.238850 nChanged 1 SP:Iteration 21Q (302.764306 sec): 3 clusters Score: Raw -36326.109917 + Penalty 1187.495296 = -35138.614621 nChanged 2 SP:Iteration 22Q (302.766594 sec): 3 clusters Score: Raw -36327.317873 + Penalty 1187.495296 = -35139.822577 nChanged 2 SP:Iteration 23Q (302.768883 sec): 3 clusters Score: Raw -36328.783968 + Penalty 1187.495296 = -35141.288672 nChanged 2 SP:Iteration 24Q (302.771181 sec): 3 clusters Score: Raw -36331.322807 + Penalty 1187.495296 = -35143.827511 nChanged 1 SP:Iteration 25Q (302.773501 sec): 3 clusters Score: Raw -36333.126065 + Penalty 1187.495296 = -35145.630769 nChanged 2 SP:Iteration 26Q (302.775830 sec): 3 clusters Score: Raw -36336.178410 + Penalty 1187.495296 = -35148.683113 nChanged 1 SP:Iteration 27Q (302.778112 sec): 3 clusters Score: Raw -36336.526356 + Penalty 1187.495296 = -35149.031060 nChanged 0 SP:Iteration 28F (302.780428 sec): 3 clusters Score: Raw -36336.526356 + Penalty 1187.495296 = -35149.031060 nChanged 0 Trying to split cluster 13 (23112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (302.816219 sec): 2 clusters Score: Raw -1568878.843049 + Penalty 954.570188 = -1567924.272861 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (302.858174 sec): 3 clusters Score: Raw -1554473.913205 + Penalty 1909.140376 = -1552564.772829 nChanged 10817 SP:Iteration 1F (302.896137 sec): 3 clusters Score: Raw -1560884.528487 + Penalty 1909.140376 = -1558975.388111 nChanged 1615 SP:Iteration 2F (302.934213 sec): 3 clusters Score: Raw -1561920.134262 + Penalty 1909.140376 = -1560010.993886 nChanged 1772 SP:Iteration 3F (302.972234 sec): 3 clusters Score: Raw -1563339.309867 + Penalty 1909.140376 = -1561430.169491 nChanged 1879 SP:Iteration 4F (303.010341 sec): 3 clusters Score: Raw -1564836.997615 + Penalty 1909.140376 = -1562927.857239 nChanged 1731 SP:Iteration 5F (303.048343 sec): 3 clusters Score: Raw -1566032.462117 + Penalty 1909.140376 = -1564123.321741 nChanged 1291 SP:Iteration 6F (303.086561 sec): 3 clusters Score: Raw -1566909.054812 + Penalty 1909.140376 = -1564999.914436 nChanged 952 SP:Iteration 7Q (303.125203 sec): 3 clusters Score: Raw -1567668.226861 + Penalty 1909.140376 = -1565759.086485 nChanged 734 SP:Iteration 8Q (303.163705 sec): 3 clusters Score: Raw -1568473.575764 + Penalty 1909.140376 = -1566564.435388 nChanged 565 SP:Iteration 9Q (303.201496 sec): 3 clusters Score: Raw -1569119.980166 + Penalty 1909.140376 = -1567210.839790 nChanged 379 SP:Iteration 10Q (303.237949 sec): 3 clusters Score: Raw -1569412.060038 + Penalty 1909.140376 = -1567502.919662 nChanged 266 SP:Iteration 11Q (303.273485 sec): 3 clusters Score: Raw -1569551.467519 + Penalty 1909.140376 = -1567642.327143 nChanged 217 SP:Iteration 12Q (303.308912 sec): 3 clusters Score: Raw -1569658.400373 + Penalty 1909.140376 = -1567749.259997 nChanged 174 SP:Iteration 13Q (303.343529 sec): 3 clusters Score: Raw -1569719.552771 + Penalty 1909.140376 = -1567810.412395 nChanged 134 SP:Iteration 14Q (303.378055 sec): 3 clusters Score: Raw -1569759.172154 + Penalty 1909.140376 = -1567850.031778 nChanged 119 SP:Iteration 15Q (303.412446 sec): 3 clusters Score: Raw -1569795.963295 + Penalty 1909.140376 = -1567886.822919 nChanged 96 SP:Iteration 16Q (303.446667 sec): 3 clusters Score: Raw -1569822.527668 + Penalty 1909.140376 = -1567913.387292 nChanged 90 SP:Iteration 17Q (303.480954 sec): 3 clusters Score: Raw -1569845.707740 + Penalty 1909.140376 = -1567936.567364 nChanged 75 SP:Iteration 18Q (303.514845 sec): 3 clusters Score: Raw -1569859.141531 + Penalty 1909.140376 = -1567950.001155 nChanged 55 SP:Iteration 19Q (303.548938 sec): 3 clusters Score: Raw -1569866.865392 + Penalty 1909.140376 = -1567957.725016 nChanged 31 SP:Iteration 20F (303.586920 sec): 3 clusters Score: Raw -1569873.871144 + Penalty 1909.140376 = -1567964.730768 nChanged 34 SP:Iteration 21Q (303.620912 sec): 3 clusters Score: Raw -1569878.539233 + Penalty 1909.140376 = -1567969.398857 nChanged 19 SP:Iteration 22Q (303.654598 sec): 3 clusters Score: Raw -1569880.282674 + Penalty 1909.140376 = -1567971.142298 nChanged 22 SP:Iteration 23Q (303.688393 sec): 3 clusters Score: Raw -1569882.589523 + Penalty 1909.140376 = -1567973.449147 nChanged 17 SP:Iteration 24Q (303.722321 sec): 3 clusters Score: Raw -1569884.670927 + Penalty 1909.140376 = -1567975.530551 nChanged 14 SP:Iteration 25Q (303.756360 sec): 3 clusters Score: Raw -1569886.207703 + Penalty 1909.140376 = -1567977.067327 nChanged 12 SP:Iteration 26Q (303.790114 sec): 3 clusters Score: Raw -1569887.520958 + Penalty 1909.140376 = -1567978.380582 nChanged 11 SP:Iteration 27Q (303.823878 sec): 3 clusters Score: Raw -1569888.434700 + Penalty 1909.140376 = -1567979.294324 nChanged 11 SP:Iteration 28Q (303.857673 sec): 3 clusters Score: Raw -1569889.334448 + Penalty 1909.140376 = -1567980.194072 nChanged 18 SP:Iteration 29Q (303.891450 sec): 3 clusters Score: Raw -1569890.924751 + Penalty 1909.140376 = -1567981.784375 nChanged 14 SP:Iteration 30Q (303.925243 sec): 3 clusters Score: Raw -1569892.108588 + Penalty 1909.140376 = -1567982.968212 nChanged 12 SP:Iteration 31Q (303.958813 sec): 3 clusters Score: Raw -1569893.282742 + Penalty 1909.140376 = -1567984.142366 nChanged 12 SP:Iteration 32Q (303.992613 sec): 3 clusters Score: Raw -1569894.793991 + Penalty 1909.140376 = -1567985.653615 nChanged 12 SP:Iteration 33Q (304.026321 sec): 3 clusters Score: Raw -1569895.747665 + Penalty 1909.140376 = -1567986.607289 nChanged 15 SP:Iteration 34Q (304.059940 sec): 3 clusters Score: Raw -1569897.096460 + Penalty 1909.140376 = -1567987.956084 nChanged 15 SP:Iteration 35Q (304.093641 sec): 3 clusters Score: Raw -1569898.503375 + Penalty 1909.140376 = -1567989.362999 nChanged 16 SP:Iteration 36Q (304.127397 sec): 3 clusters Score: Raw -1569900.381433 + Penalty 1909.140376 = -1567991.241057 nChanged 15 SP:Iteration 37Q (304.161004 sec): 3 clusters Score: Raw -1569901.992041 + Penalty 1909.140376 = -1567992.851665 nChanged 18 SP:Iteration 38Q (304.194689 sec): 3 clusters Score: Raw -1569904.164317 + Penalty 1909.140376 = -1567995.023941 nChanged 7 SP:Iteration 39Q (304.228292 sec): 3 clusters Score: Raw -1569904.500153 + Penalty 1909.140376 = -1567995.359777 nChanged 4 SP:Iteration 40F (304.266516 sec): 3 clusters Score: Raw -1569904.820173 + Penalty 1909.140376 = -1567995.679797 nChanged 4 SP:Iteration 41Q (304.300151 sec): 3 clusters Score: Raw -1569905.257564 + Penalty 1909.140376 = -1567996.117188 nChanged 1 SP:Iteration 42Q (304.334562 sec): 3 clusters Score: Raw -1569905.292707 + Penalty 1909.140376 = -1567996.152331 nChanged 1 SP:Iteration 43Q (304.393159 sec): 3 clusters Score: Raw -1569905.301733 + Penalty 1909.140376 = -1567996.161357 nChanged 0 SP:Iteration 44F (304.430417 sec): 3 clusters Score: Raw -1569905.301733 + Penalty 1909.140376 = -1567996.161357 nChanged 0 Score: Raw -25383800.483736 + Penalty 25505.718631 = -25358294.765105 Splitting cluster 13 changes total score from -25358470.203607 to -25358294.765105 So it's not getting split. Trying to split cluster 14 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.033223 sec): 2 clusters Score: Raw -137250.110951 + Penalty 708.088378 = -136542.022573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.076067 sec): 3 clusters Score: Raw -136431.769266 + Penalty 1416.176756 = -135015.592510 nChanged 675 SP:Iteration 1F (308.116558 sec): 3 clusters Score: Raw -136853.834956 + Penalty 1416.176756 = -135437.658201 nChanged 137 SP:Iteration 2F (308.159831 sec): 3 clusters Score: Raw -136948.901108 + Penalty 1416.176756 = -135532.724352 nChanged 103 SP:Iteration 3F (308.211518 sec): 3 clusters Score: Raw -137019.239958 + Penalty 1416.176756 = -135603.063202 nChanged 76 SP:Iteration 4Q (308.253481 sec): 3 clusters Score: Raw -137073.927366 + Penalty 1416.176756 = -135657.750611 nChanged 65 SP:Iteration 5Q (308.294285 sec): 3 clusters Score: Raw -137121.616946 + Penalty 1416.176756 = -135705.440191 nChanged 58 SP:Iteration 6Q (308.342277 sec): 3 clusters Score: Raw -137164.006977 + Penalty 1416.176756 = -135747.830221 nChanged 53 SP:Iteration 7Q (308.380544 sec): 3 clusters Score: Raw -137210.341340 + Penalty 1416.176756 = -135794.164584 nChanged 49 SP:Iteration 8Q (308.422380 sec): 3 clusters Score: Raw -137250.620213 + Penalty 1416.176756 = -135834.443457 nChanged 38 SP:Iteration 9Q (308.449061 sec): 3 clusters Score: Raw -137276.967016 + Penalty 1416.176756 = -135860.790260 nChanged 27 SP:Iteration 10Q (308.488842 sec): 3 clusters Score: Raw -137295.183134 + Penalty 1416.176756 = -135879.006379 nChanged 26 SP:Iteration 11Q (308.539090 sec): 3 clusters Score: Raw -137310.561234 + Penalty 1416.176756 = -135894.384478 nChanged 21 SP:Iteration 12Q (308.585736 sec): 3 clusters Score: Raw -137321.422466 + Penalty 1416.176756 = -135905.245710 nChanged 13 SP:Iteration 13Q (308.636196 sec): 3 clusters Score: Raw -137328.321529 + Penalty 1416.176756 = -135912.144773 nChanged 9 SP:Iteration 14Q (308.680704 sec): 3 clusters Score: Raw -137333.674370 + Penalty 1416.176756 = -135917.497614 nChanged 5 SP:Iteration 15Q (308.702250 sec): 3 clusters Score: Raw -137336.533677 + Penalty 1416.176756 = -135920.356922 nChanged 6 SP:Iteration 16Q (308.708743 sec): 3 clusters Score: Raw -137342.054176 + Penalty 1416.176756 = -135925.877421 nChanged 11 SP:Iteration 17Q (308.715194 sec): 3 clusters Score: Raw -137350.247379 + Penalty 1416.176756 = -135934.070624 nChanged 10 SP:Iteration 18Q (308.721620 sec): 3 clusters Score: Raw -137356.059120 + Penalty 1416.176756 = -135939.882364 nChanged 7 SP:Iteration 19Q (308.727993 sec): 3 clusters Score: Raw -137361.276294 + Penalty 1416.176756 = -135945.099539 nChanged 7 SP:Iteration 20F (308.734528 sec): 3 clusters Score: Raw -137366.419594 + Penalty 1416.176756 = -135950.242839 nChanged 7 SP:Iteration 21Q (308.740922 sec): 3 clusters Score: Raw -137371.680145 + Penalty 1416.176756 = -135955.503390 nChanged 6 SP:Iteration 22Q (308.747328 sec): 3 clusters Score: Raw -137377.410265 + Penalty 1416.176756 = -135961.233509 nChanged 6 SP:Iteration 23Q (308.753743 sec): 3 clusters Score: Raw -137380.898795 + Penalty 1416.176756 = -135964.722040 nChanged 5 SP:Iteration 24Q (308.760142 sec): 3 clusters Score: Raw -137383.171409 + Penalty 1416.176756 = -135966.994654 nChanged 2 SP:Iteration 25Q (308.766535 sec): 3 clusters Score: Raw -137383.890184 + Penalty 1416.176756 = -135967.713429 nChanged 0 SP:Iteration 26F (308.773049 sec): 3 clusters Score: Raw -137383.890184 + Penalty 1416.176756 = -135967.713429 nChanged 0 Trying to split cluster 15 (3765 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (308.789456 sec): 2 clusters Score: Raw -265573.446208 + Penalty 782.182798 = -264791.263409 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (308.804291 sec): 3 clusters Score: Raw -263571.365412 + Penalty 1564.365597 = -262006.999815 nChanged 1540 SP:Iteration 1F (308.833477 sec): 3 clusters Score: Raw -264345.998378 + Penalty 1564.365597 = -262781.632782 nChanged 269 SP:Iteration 2F (308.896374 sec): 3 clusters Score: Raw -264507.466285 + Penalty 1564.365597 = -262943.100689 nChanged 268 SP:Iteration 3F (308.945679 sec): 3 clusters Score: Raw -264683.867772 + Penalty 1564.365597 = -263119.502175 nChanged 238 SP:Iteration 4F (308.951102 sec): 3 clusters Score: Raw -264868.220291 + Penalty 1564.365597 = -263303.854695 nChanged 239 SP:Iteration 5F (308.964865 sec): 3 clusters Score: Raw -265085.966227 + Penalty 1564.365597 = -263521.600630 nChanged 282 SP:Iteration 6F (308.978537 sec): 3 clusters Score: Raw -265347.657002 + Penalty 1564.365597 = -263783.291405 nChanged 252 SP:Iteration 7F (308.993489 sec): 3 clusters Score: Raw -265567.251442 + Penalty 1564.365597 = -264002.885845 nChanged 213 SP:Iteration 8F (309.007106 sec): 3 clusters Score: Raw -265749.039563 + Penalty 1564.365597 = -264184.673967 nChanged 154 SP:Iteration 9Q (309.020723 sec): 3 clusters Score: Raw -265861.358305 + Penalty 1564.365597 = -264296.992708 nChanged 115 SP:Iteration 10Q (309.034387 sec): 3 clusters Score: Raw -265941.513540 + Penalty 1564.365597 = -264377.147943 nChanged 90 SP:Iteration 11Q (309.048170 sec): 3 clusters Score: Raw -265999.484221 + Penalty 1564.365597 = -264435.118624 nChanged 54 SP:Iteration 12Q (309.061800 sec): 3 clusters Score: Raw -266026.738842 + Penalty 1564.365597 = -264462.373245 nChanged 36 SP:Iteration 13Q (309.076536 sec): 3 clusters Score: Raw -266045.150764 + Penalty 1564.365597 = -264480.785167 nChanged 37 SP:Iteration 14Q (309.111148 sec): 3 clusters Score: Raw -266067.103354 + Penalty 1564.365597 = -264502.737757 nChanged 30 SP:Iteration 15Q (309.124797 sec): 3 clusters Score: Raw -266078.879545 + Penalty 1564.365597 = -264514.513948 nChanged 19 SP:Iteration 16Q (309.138513 sec): 3 clusters Score: Raw -266085.177947 + Penalty 1564.365597 = -264520.812351 nChanged 12 SP:Iteration 17Q (309.152788 sec): 3 clusters Score: Raw -266089.633836 + Penalty 1564.365597 = -264525.268239 nChanged 18 SP:Iteration 18Q (309.166458 sec): 3 clusters Score: Raw -266096.159278 + Penalty 1564.365597 = -264531.793681 nChanged 17 SP:Iteration 19Q (309.180156 sec): 3 clusters Score: Raw -266103.557319 + Penalty 1564.365597 = -264539.191722 nChanged 15 SP:Iteration 20F (309.194346 sec): 3 clusters Score: Raw -266108.487715 + Penalty 1564.365597 = -264544.122119 nChanged 12 SP:Iteration 21Q (309.207925 sec): 3 clusters Score: Raw -266112.302592 + Penalty 1564.365597 = -264547.936996 nChanged 8 SP:Iteration 22Q (309.222041 sec): 3 clusters Score: Raw -266114.052949 + Penalty 1564.365597 = -264549.687352 nChanged 4 SP:Iteration 23Q (309.235600 sec): 3 clusters Score: Raw -266114.968616 + Penalty 1564.365597 = -264550.603019 nChanged 3 SP:Iteration 24Q (309.249713 sec): 3 clusters Score: Raw -266115.585342 + Penalty 1564.365597 = -264551.219746 nChanged 2 SP:Iteration 25Q (309.263695 sec): 3 clusters Score: Raw -266115.840766 + Penalty 1564.365597 = -264551.475170 nChanged 1 SP:Iteration 26Q (309.277879 sec): 3 clusters Score: Raw -266115.926757 + Penalty 1564.365597 = -264551.561160 nChanged 1 SP:Iteration 27Q (309.292213 sec): 3 clusters Score: Raw -266116.194392 + Penalty 1564.365597 = -264551.828796 nChanged 3 SP:Iteration 28Q (309.306383 sec): 3 clusters Score: Raw -266117.212798 + Penalty 1564.365597 = -264552.847201 nChanged 4 SP:Iteration 29Q (309.320160 sec): 3 clusters Score: Raw -266118.253126 + Penalty 1564.365597 = -264553.887530 nChanged 2 SP:Iteration 30Q (309.333744 sec): 3 clusters Score: Raw -266118.795630 + Penalty 1564.365597 = -264554.430033 nChanged 2 SP:Iteration 31Q (309.347428 sec): 3 clusters Score: Raw -266119.199991 + Penalty 1564.365597 = -264554.834395 nChanged 1 SP:Iteration 32Q (309.361139 sec): 3 clusters Score: Raw -266119.549928 + Penalty 1564.365597 = -264555.184331 nChanged 3 SP:Iteration 33Q (309.374782 sec): 3 clusters Score: Raw -266121.251888 + Penalty 1564.365597 = -264556.886291 nChanged 4 SP:Iteration 34Q (309.388322 sec): 3 clusters Score: Raw -266123.587442 + Penalty 1564.365597 = -264559.221845 nChanged 6 SP:Iteration 35Q (309.402956 sec): 3 clusters Score: Raw -266126.512648 + Penalty 1564.365597 = -264562.147051 nChanged 10 SP:Iteration 36Q (309.416560 sec): 3 clusters Score: Raw -266129.590879 + Penalty 1564.365597 = -264565.225282 nChanged 5 SP:Iteration 37Q (309.430267 sec): 3 clusters Score: Raw -266130.967339 + Penalty 1564.365597 = -264566.601742 nChanged 2 SP:Iteration 38Q (309.443977 sec): 3 clusters Score: Raw -266131.893504 + Penalty 1564.365597 = -264567.527908 nChanged 3 SP:Iteration 39Q (309.457619 sec): 3 clusters Score: Raw -266132.761920 + Penalty 1564.365597 = -264568.396323 nChanged 1 SP:Iteration 40F (309.471049 sec): 3 clusters Score: Raw -266132.906955 + Penalty 1564.365597 = -264568.541359 nChanged 0 Trying to split cluster 16 (3607 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.486853 sec): 2 clusters Score: Raw -265706.282408 + Penalty 778.110010 = -264928.172398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.501567 sec): 3 clusters Score: Raw -263760.564482 + Penalty 1556.220019 = -262204.344462 nChanged 1486 SP:Iteration 1F (309.515094 sec): 3 clusters Score: Raw -264563.309618 + Penalty 1556.220019 = -263007.089599 nChanged 238 SP:Iteration 2F (309.528285 sec): 3 clusters Score: Raw -264673.720460 + Penalty 1556.220019 = -263117.500441 nChanged 159 SP:Iteration 3Q (309.541419 sec): 3 clusters Score: Raw -264761.471950 + Penalty 1556.220019 = -263205.251931 nChanged 162 SP:Iteration 4Q (309.554855 sec): 3 clusters Score: Raw -264858.645414 + Penalty 1556.220019 = -263302.425395 nChanged 168 SP:Iteration 5Q (309.568452 sec): 3 clusters Score: Raw -264946.227818 + Penalty 1556.220019 = -263390.007799 nChanged 135 SP:Iteration 6Q (309.581434 sec): 3 clusters Score: Raw -265014.549774 + Penalty 1556.220019 = -263458.329755 nChanged 139 SP:Iteration 7Q (309.594819 sec): 3 clusters Score: Raw -265088.671457 + Penalty 1556.220019 = -263532.451438 nChanged 128 SP:Iteration 8Q (309.607914 sec): 3 clusters Score: Raw -265161.013241 + Penalty 1556.220019 = -263604.793221 nChanged 121 SP:Iteration 9Q (309.621409 sec): 3 clusters Score: Raw -265230.036298 + Penalty 1556.220019 = -263673.816279 nChanged 116 SP:Iteration 10Q (309.634333 sec): 3 clusters Score: Raw -265293.590941 + Penalty 1556.220019 = -263737.370921 nChanged 115 SP:Iteration 11Q (309.647802 sec): 3 clusters Score: Raw -265363.152436 + Penalty 1556.220019 = -263806.932417 nChanged 114 SP:Iteration 12Q (309.661258 sec): 3 clusters Score: Raw -265423.982382 + Penalty 1556.220019 = -263867.762363 nChanged 107 SP:Iteration 13Q (309.674238 sec): 3 clusters Score: Raw -265483.672519 + Penalty 1556.220019 = -263927.452499 nChanged 104 SP:Iteration 14Q (309.687309 sec): 3 clusters Score: Raw -265555.647820 + Penalty 1556.220019 = -263999.427801 nChanged 101 SP:Iteration 15Q (309.700285 sec): 3 clusters Score: Raw -265632.804507 + Penalty 1556.220019 = -264076.584488 nChanged 93 SP:Iteration 16Q (309.713444 sec): 3 clusters Score: Raw -265690.386248 + Penalty 1556.220019 = -264134.166229 nChanged 82 SP:Iteration 17Q (309.726449 sec): 3 clusters Score: Raw -265744.592873 + Penalty 1556.220019 = -264188.372853 nChanged 73 SP:Iteration 18Q (309.739081 sec): 3 clusters Score: Raw -265793.548983 + Penalty 1556.220019 = -264237.328964 nChanged 67 SP:Iteration 19Q (309.751889 sec): 3 clusters Score: Raw -265847.026915 + Penalty 1556.220019 = -264290.806896 nChanged 63 SP:Iteration 20F (309.765416 sec): 3 clusters Score: Raw -265901.604736 + Penalty 1556.220019 = -264345.384717 nChanged 42 SP:Iteration 21Q (309.778082 sec): 3 clusters Score: Raw -265926.245256 + Penalty 1556.220019 = -264370.025237 nChanged 35 SP:Iteration 22Q (309.790786 sec): 3 clusters Score: Raw -265944.941961 + Penalty 1556.220019 = -264388.721941 nChanged 27 SP:Iteration 23Q (309.803812 sec): 3 clusters Score: Raw -265961.402048 + Penalty 1556.220019 = -264405.182028 nChanged 30 SP:Iteration 24Q (309.816987 sec): 3 clusters Score: Raw -265979.971262 + Penalty 1556.220019 = -264423.751243 nChanged 22 SP:Iteration 25Q (309.829419 sec): 3 clusters Score: Raw -265991.355524 + Penalty 1556.220019 = -264435.135505 nChanged 19 SP:Iteration 26Q (309.841964 sec): 3 clusters Score: Raw -265997.888913 + Penalty 1556.220019 = -264441.668893 nChanged 16 SP:Iteration 27Q (309.854531 sec): 3 clusters Score: Raw -266004.597496 + Penalty 1556.220019 = -264448.377476 nChanged 13 SP:Iteration 28Q (309.867084 sec): 3 clusters Score: Raw -266006.930320 + Penalty 1556.220019 = -264450.710300 nChanged 13 SP:Iteration 29Q (309.879674 sec): 3 clusters Score: Raw -266010.780709 + Penalty 1556.220019 = -264454.560690 nChanged 12 SP:Iteration 30Q (309.892145 sec): 3 clusters Score: Raw -266014.356760 + Penalty 1556.220019 = -264458.136741 nChanged 8 SP:Iteration 31Q (309.904666 sec): 3 clusters Score: Raw -266016.593035 + Penalty 1556.220019 = -264460.373015 nChanged 9 SP:Iteration 32Q (309.917249 sec): 3 clusters Score: Raw -266017.844467 + Penalty 1556.220019 = -264461.624448 nChanged 4 SP:Iteration 33Q (309.930690 sec): 3 clusters Score: Raw -266018.480285 + Penalty 1556.220019 = -264462.260266 nChanged 5 SP:Iteration 34Q (309.943804 sec): 3 clusters Score: Raw -266019.337126 + Penalty 1556.220019 = -264463.117107 nChanged 1 SP:Iteration 35Q (309.957167 sec): 3 clusters Score: Raw -266019.508069 + Penalty 1556.220019 = -264463.288049 nChanged 1 SP:Iteration 36Q (309.969570 sec): 3 clusters Score: Raw -266019.677414 + Penalty 1556.220019 = -264463.457395 nChanged 1 SP:Iteration 37Q (309.982183 sec): 3 clusters Score: Raw -266019.848888 + Penalty 1556.220019 = -264463.628868 nChanged 2 SP:Iteration 38Q (309.994566 sec): 3 clusters Score: Raw -266020.257587 + Penalty 1556.220019 = -264464.037568 nChanged 3 SP:Iteration 39Q (310.008126 sec): 3 clusters Score: Raw -266020.577597 + Penalty 1556.220019 = -264464.357577 nChanged 1 SP:Iteration 40F (310.021577 sec): 3 clusters Score: Raw -266020.612253 + Penalty 1556.220019 = -264464.392234 nChanged 0 Trying to split cluster 17 (3524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.037447 sec): 2 clusters Score: Raw -258172.761161 + Penalty 775.898439 = -257396.862722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.051676 sec): 3 clusters Score: Raw -256315.628274 + Penalty 1551.796878 = -254763.831396 nChanged 1428 SP:Iteration 1F (310.064751 sec): 3 clusters Score: Raw -257082.043697 + Penalty 1551.796878 = -255530.246820 nChanged 247 SP:Iteration 2F (310.077402 sec): 3 clusters Score: Raw -257225.959322 + Penalty 1551.796878 = -255674.162444 nChanged 201 SP:Iteration 3F (310.090125 sec): 3 clusters Score: Raw -257379.140637 + Penalty 1551.796878 = -255827.343759 nChanged 195 SP:Iteration 4F (310.102749 sec): 3 clusters Score: Raw -257545.041036 + Penalty 1551.796878 = -255993.244158 nChanged 193 SP:Iteration 5F (310.115338 sec): 3 clusters Score: Raw -257706.475059 + Penalty 1551.796878 = -256154.678182 nChanged 179 SP:Iteration 6F (310.127922 sec): 3 clusters Score: Raw -257866.641013 + Penalty 1551.796878 = -256314.844136 nChanged 179 SP:Iteration 7F (310.140966 sec): 3 clusters Score: Raw -258055.683282 + Penalty 1551.796878 = -256503.886404 nChanged 167 SP:Iteration 8Q (310.153514 sec): 3 clusters Score: Raw -258197.808717 + Penalty 1551.796878 = -256646.011840 nChanged 135 SP:Iteration 9Q (310.166154 sec): 3 clusters Score: Raw -258287.564822 + Penalty 1551.796878 = -256735.767945 nChanged 93 SP:Iteration 10Q (310.178733 sec): 3 clusters Score: Raw -258338.657130 + Penalty 1551.796878 = -256786.860252 nChanged 60 SP:Iteration 11Q (310.191219 sec): 3 clusters Score: Raw -258368.168936 + Penalty 1551.796878 = -256816.372058 nChanged 40 SP:Iteration 12Q (310.203713 sec): 3 clusters Score: Raw -258384.181030 + Penalty 1551.796878 = -256832.384152 nChanged 33 SP:Iteration 13Q (310.216048 sec): 3 clusters Score: Raw -258398.241925 + Penalty 1551.796878 = -256846.445047 nChanged 29 SP:Iteration 14Q (310.228548 sec): 3 clusters Score: Raw -258408.829668 + Penalty 1551.796878 = -256857.032791 nChanged 27 SP:Iteration 15Q (310.241015 sec): 3 clusters Score: Raw -258417.591684 + Penalty 1551.796878 = -256865.794806 nChanged 27 SP:Iteration 16Q (310.253889 sec): 3 clusters Score: Raw -258430.659734 + Penalty 1551.796878 = -256878.862857 nChanged 27 SP:Iteration 17Q (310.266822 sec): 3 clusters Score: Raw -258442.371479 + Penalty 1551.796878 = -256890.574602 nChanged 28 SP:Iteration 18Q (310.279602 sec): 3 clusters Score: Raw -258454.227940 + Penalty 1551.796878 = -256902.431062 nChanged 32 SP:Iteration 19Q (310.292646 sec): 3 clusters Score: Raw -258467.407980 + Penalty 1551.796878 = -256915.611102 nChanged 33 SP:Iteration 20F (310.305228 sec): 3 clusters Score: Raw -258479.285680 + Penalty 1551.796878 = -256927.488802 nChanged 24 SP:Iteration 21Q (310.317994 sec): 3 clusters Score: Raw -258487.221967 + Penalty 1551.796878 = -256935.425090 nChanged 19 SP:Iteration 22Q (310.330339 sec): 3 clusters Score: Raw -258492.757348 + Penalty 1551.796878 = -256940.960471 nChanged 14 SP:Iteration 23Q (310.342781 sec): 3 clusters Score: Raw -258495.440940 + Penalty 1551.796878 = -256943.644062 nChanged 7 SP:Iteration 24Q (310.355338 sec): 3 clusters Score: Raw -258496.399767 + Penalty 1551.796878 = -256944.602889 nChanged 5 SP:Iteration 25Q (310.367759 sec): 3 clusters Score: Raw -258498.119841 + Penalty 1551.796878 = -256946.322964 nChanged 8 SP:Iteration 26Q (310.380042 sec): 3 clusters Score: Raw -258500.608267 + Penalty 1551.796878 = -256948.811389 nChanged 10 SP:Iteration 27Q (310.392483 sec): 3 clusters Score: Raw -258503.769444 + Penalty 1551.796878 = -256951.972566 nChanged 18 SP:Iteration 28Q (310.404763 sec): 3 clusters Score: Raw -258509.118762 + Penalty 1551.796878 = -256957.321884 nChanged 17 SP:Iteration 29Q (310.417163 sec): 3 clusters Score: Raw -258513.641507 + Penalty 1551.796878 = -256961.844629 nChanged 9 SP:Iteration 30Q (310.429554 sec): 3 clusters Score: Raw -258515.909514 + Penalty 1551.796878 = -256964.112636 nChanged 13 SP:Iteration 31Q (310.441823 sec): 3 clusters Score: Raw -258518.278030 + Penalty 1551.796878 = -256966.481153 nChanged 6 SP:Iteration 32Q (310.454237 sec): 3 clusters Score: Raw -258519.783884 + Penalty 1551.796878 = -256967.987006 nChanged 10 SP:Iteration 33Q (310.466499 sec): 3 clusters Score: Raw -258521.981789 + Penalty 1551.796878 = -256970.184912 nChanged 7 SP:Iteration 34Q (310.478882 sec): 3 clusters Score: Raw -258523.705006 + Penalty 1551.796878 = -256971.908128 nChanged 6 SP:Iteration 35Q (310.491298 sec): 3 clusters Score: Raw -258525.290475 + Penalty 1551.796878 = -256973.493598 nChanged 9 SP:Iteration 36Q (310.503573 sec): 3 clusters Score: Raw -258527.214198 + Penalty 1551.796878 = -256975.417321 nChanged 7 SP:Iteration 37Q (310.516078 sec): 3 clusters Score: Raw -258528.011337 + Penalty 1551.796878 = -256976.214460 nChanged 3 SP:Iteration 38Q (310.528458 sec): 3 clusters Score: Raw -258528.379954 + Penalty 1551.796878 = -256976.583077 nChanged 1 SP:Iteration 39Q (310.540827 sec): 3 clusters Score: Raw -258528.499221 + Penalty 1551.796878 = -256976.702344 nChanged 1 SP:Iteration 40F (310.553400 sec): 3 clusters Score: Raw -258528.532568 + Penalty 1551.796878 = -256976.735690 nChanged 0 Trying to split cluster 18 (5795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (310.571272 sec): 2 clusters Score: Raw -434515.134275 + Penalty 823.151322 = -433691.982954 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (310.591606 sec): 3 clusters Score: Raw -431191.263508 + Penalty 1646.302644 = -429544.960864 nChanged 2564 SP:Iteration 1F (310.611625 sec): 3 clusters Score: Raw -432753.401265 + Penalty 1646.302644 = -431107.098622 nChanged 461 SP:Iteration 2F (310.631535 sec): 3 clusters Score: Raw -433040.625452 + Penalty 1646.302644 = -431394.322808 nChanged 387 SP:Iteration 3F (310.651133 sec): 3 clusters Score: Raw -433287.503098 + Penalty 1646.302644 = -431641.200455 nChanged 313 SP:Iteration 4F (310.670898 sec): 3 clusters Score: Raw -433481.655253 + Penalty 1646.302644 = -431835.352609 nChanged 296 SP:Iteration 5F (310.690518 sec): 3 clusters Score: Raw -433667.354387 + Penalty 1646.302644 = -432021.051744 nChanged 255 SP:Iteration 6Q (310.710208 sec): 3 clusters Score: Raw -433828.855784 + Penalty 1646.302644 = -432182.553140 nChanged 202 SP:Iteration 7Q (310.729812 sec): 3 clusters Score: Raw -433950.226414 + Penalty 1646.302644 = -432303.923771 nChanged 176 SP:Iteration 8Q (310.749574 sec): 3 clusters Score: Raw -434050.766648 + Penalty 1646.302644 = -432404.464004 nChanged 145 SP:Iteration 9Q (310.768829 sec): 3 clusters Score: Raw -434139.965672 + Penalty 1646.302644 = -432493.663029 nChanged 137 SP:Iteration 10Q (310.788930 sec): 3 clusters Score: Raw -434231.534242 + Penalty 1646.302644 = -432585.231599 nChanged 113 SP:Iteration 11Q (310.808244 sec): 3 clusters Score: Raw -434302.958620 + Penalty 1646.302644 = -432656.655976 nChanged 96 SP:Iteration 12Q (310.826994 sec): 3 clusters Score: Raw -434356.989315 + Penalty 1646.302644 = -432710.686671 nChanged 68 SP:Iteration 13Q (310.846072 sec): 3 clusters Score: Raw -434390.639888 + Penalty 1646.302644 = -432744.337244 nChanged 48 SP:Iteration 14Q (310.865344 sec): 3 clusters Score: Raw -434408.078157 + Penalty 1646.302644 = -432761.775514 nChanged 37 SP:Iteration 15Q (310.884662 sec): 3 clusters Score: Raw -434428.568949 + Penalty 1646.302644 = -432782.266305 nChanged 39 SP:Iteration 16Q (310.903704 sec): 3 clusters Score: Raw -434450.750596 + Penalty 1646.302644 = -432804.447952 nChanged 40 SP:Iteration 17Q (310.923202 sec): 3 clusters Score: Raw -434467.502818 + Penalty 1646.302644 = -432821.200175 nChanged 40 SP:Iteration 18Q (310.941936 sec): 3 clusters Score: Raw -434484.541409 + Penalty 1646.302644 = -432838.238766 nChanged 33 SP:Iteration 19Q (310.960770 sec): 3 clusters Score: Raw -434495.996711 + Penalty 1646.302644 = -432849.694067 nChanged 24 SP:Iteration 20F (310.980477 sec): 3 clusters Score: Raw -434504.702009 + Penalty 1646.302644 = -432858.399366 nChanged 20 SP:Iteration 21Q (310.999371 sec): 3 clusters Score: Raw -434511.839996 + Penalty 1646.302644 = -432865.537352 nChanged 26 SP:Iteration 22Q (311.018404 sec): 3 clusters Score: Raw -434522.628571 + Penalty 1646.302644 = -432876.325927 nChanged 29 SP:Iteration 23Q (311.037426 sec): 3 clusters Score: Raw -434533.883546 + Penalty 1646.302644 = -432887.580902 nChanged 25 SP:Iteration 24Q (311.056206 sec): 3 clusters Score: Raw -434542.228449 + Penalty 1646.302644 = -432895.925805 nChanged 22 SP:Iteration 25Q (311.075088 sec): 3 clusters Score: Raw -434550.462160 + Penalty 1646.302644 = -432904.159516 nChanged 18 SP:Iteration 26Q (311.093801 sec): 3 clusters Score: Raw -434555.728244 + Penalty 1646.302644 = -432909.425600 nChanged 15 SP:Iteration 27Q (311.112851 sec): 3 clusters Score: Raw -434561.657325 + Penalty 1646.302644 = -432915.354681 nChanged 19 SP:Iteration 28Q (311.131714 sec): 3 clusters Score: Raw -434569.352967 + Penalty 1646.302644 = -432923.050323 nChanged 20 SP:Iteration 29Q (311.150332 sec): 3 clusters Score: Raw -434577.014956 + Penalty 1646.302644 = -432930.712312 nChanged 26 SP:Iteration 30Q (311.169295 sec): 3 clusters Score: Raw -434586.312933 + Penalty 1646.302644 = -432940.010289 nChanged 15 SP:Iteration 31Q (311.187944 sec): 3 clusters Score: Raw -434590.854009 + Penalty 1646.302644 = -432944.551366 nChanged 15 SP:Iteration 32Q (311.206787 sec): 3 clusters Score: Raw -434595.508400 + Penalty 1646.302644 = -432949.205756 nChanged 13 SP:Iteration 33Q (311.226074 sec): 3 clusters Score: Raw -434601.105354 + Penalty 1646.302644 = -432954.802710 nChanged 14 SP:Iteration 34Q (311.245331 sec): 3 clusters Score: Raw -434606.825542 + Penalty 1646.302644 = -432960.522898 nChanged 12 SP:Iteration 35Q (311.263606 sec): 3 clusters Score: Raw -434610.003138 + Penalty 1646.302644 = -432963.700495 nChanged 13 SP:Iteration 36Q (311.282401 sec): 3 clusters Score: Raw -434614.350880 + Penalty 1646.302644 = -432968.048236 nChanged 13 SP:Iteration 37Q (311.318603 sec): 3 clusters Score: Raw -434619.840109 + Penalty 1646.302644 = -432973.537466 nChanged 11 SP:Iteration 38Q (311.337175 sec): 3 clusters Score: Raw -434625.506347 + Penalty 1646.302644 = -432979.203703 nChanged 7 SP:Iteration 39Q (311.356130 sec): 3 clusters Score: Raw -434629.106354 + Penalty 1646.302644 = -432982.803710 nChanged 6 SP:Iteration 40F (311.375772 sec): 3 clusters Score: Raw -434631.870766 + Penalty 1646.302644 = -432985.568123 nChanged 4 SP:Iteration 41Q (311.394350 sec): 3 clusters Score: Raw -434632.868570 + Penalty 1646.302644 = -432986.565927 nChanged 4 SP:Iteration 42Q (311.413154 sec): 3 clusters Score: Raw -434633.653848 + Penalty 1646.302644 = -432987.351204 nChanged 3 SP:Iteration 43Q (311.431913 sec): 3 clusters Score: Raw -434634.047176 + Penalty 1646.302644 = -432987.744533 nChanged 2 SP:Iteration 44Q (311.450764 sec): 3 clusters Score: Raw -434634.438300 + Penalty 1646.302644 = -432988.135656 nChanged 3 SP:Iteration 45Q (311.469475 sec): 3 clusters Score: Raw -434635.387039 + Penalty 1646.302644 = -432989.084396 nChanged 0 SP:Iteration 46F (311.489441 sec): 3 clusters Score: Raw -434635.387039 + Penalty 1646.302644 = -432989.084396 nChanged 0 Trying to split cluster 19 (52785 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (311.556401 sec): 2 clusters Score: Raw -3779893.258076 + Penalty 1033.028322 = -3778860.229754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (311.634676 sec): 3 clusters Score: Raw -3745864.953396 + Penalty 2066.056644 = -3743798.896752 nChanged 25078 SP:Iteration 1F (311.706218 sec): 3 clusters Score: Raw -3760609.573178 + Penalty 2066.056644 = -3758543.516534 nChanged 2015 SP:Iteration 2Q (311.781438 sec): 3 clusters Score: Raw -3761269.024312 + Penalty 2066.056644 = -3759202.967667 nChanged 2188 SP:Iteration 3Q (311.856407 sec): 3 clusters Score: Raw -3762133.459118 + Penalty 2066.056644 = -3760067.402473 nChanged 2463 SP:Iteration 4Q (311.931502 sec): 3 clusters Score: Raw -3763266.156575 + Penalty 2066.056644 = -3761200.099931 nChanged 2753 SP:Iteration 5F (312.002966 sec): 3 clusters Score: Raw -3764943.775741 + Penalty 2066.056644 = -3762877.719097 nChanged 3128 SP:Iteration 6F (312.074594 sec): 3 clusters Score: Raw -3767398.496185 + Penalty 2066.056644 = -3765332.439541 nChanged 3254 SP:Iteration 7F (312.146119 sec): 3 clusters Score: Raw -3770194.085211 + Penalty 2066.056644 = -3768128.028566 nChanged 3034 SP:Iteration 8F (312.217433 sec): 3 clusters Score: Raw -3772333.545617 + Penalty 2066.056644 = -3770267.488973 nChanged 2367 SP:Iteration 9Q (312.289386 sec): 3 clusters Score: Raw -3773554.389191 + Penalty 2066.056644 = -3771488.332547 nChanged 1646 SP:Iteration 10Q (312.360973 sec): 3 clusters Score: Raw -3774293.220006 + Penalty 2066.056644 = -3772227.163362 nChanged 1239 SP:Iteration 11Q (312.431746 sec): 3 clusters Score: Raw -3774772.676250 + Penalty 2066.056644 = -3772706.619605 nChanged 1025 SP:Iteration 12Q (312.501900 sec): 3 clusters Score: Raw -3775163.923744 + Penalty 2066.056644 = -3773097.867099 nChanged 971 SP:Iteration 13Q (312.572577 sec): 3 clusters Score: Raw -3775521.900376 + Penalty 2066.056644 = -3773455.843732 nChanged 810 SP:Iteration 14Q (312.643310 sec): 3 clusters Score: Raw -3775805.207843 + Penalty 2066.056644 = -3773739.151199 nChanged 797 SP:Iteration 15Q (312.712944 sec): 3 clusters Score: Raw -3776089.488932 + Penalty 2066.056644 = -3774023.432288 nChanged 821 SP:Iteration 16Q (312.782256 sec): 3 clusters Score: Raw -3776377.290074 + Penalty 2066.056644 = -3774311.233430 nChanged 863 SP:Iteration 17Q (312.851153 sec): 3 clusters Score: Raw -3776679.454977 + Penalty 2066.056644 = -3774613.398333 nChanged 839 SP:Iteration 18Q (312.920081 sec): 3 clusters Score: Raw -3776956.850627 + Penalty 2066.056644 = -3774890.793983 nChanged 811 SP:Iteration 19Q (312.989260 sec): 3 clusters Score: Raw -3777203.005614 + Penalty 2066.056644 = -3775136.948969 nChanged 783 SP:Iteration 20F (313.060698 sec): 3 clusters Score: Raw -3777439.337377 + Penalty 2066.056644 = -3775373.280733 nChanged 788 SP:Iteration 21Q (313.129407 sec): 3 clusters Score: Raw -3777670.120945 + Penalty 2066.056644 = -3775604.064300 nChanged 777 SP:Iteration 22Q (313.198263 sec): 3 clusters Score: Raw -3777893.375998 + Penalty 2066.056644 = -3775827.319354 nChanged 754 SP:Iteration 23Q (313.266440 sec): 3 clusters Score: Raw -3778103.215969 + Penalty 2066.056644 = -3776037.159325 nChanged 711 SP:Iteration 24Q (313.337104 sec): 3 clusters Score: Raw -3778297.228065 + Penalty 2066.056644 = -3776231.171421 nChanged 687 SP:Iteration 25Q (313.405628 sec): 3 clusters Score: Raw -3778468.242556 + Penalty 2066.056644 = -3776402.185912 nChanged 638 SP:Iteration 26Q (313.473653 sec): 3 clusters Score: Raw -3778617.919841 + Penalty 2066.056644 = -3776551.863197 nChanged 572 SP:Iteration 27Q (313.541640 sec): 3 clusters Score: Raw -3778735.129372 + Penalty 2066.056644 = -3776669.072728 nChanged 496 SP:Iteration 28Q (313.609858 sec): 3 clusters Score: Raw -3778827.764353 + Penalty 2066.056644 = -3776761.707708 nChanged 444 SP:Iteration 29Q (313.678534 sec): 3 clusters Score: Raw -3778899.585773 + Penalty 2066.056644 = -3776833.529128 nChanged 395 SP:Iteration 30Q (313.746778 sec): 3 clusters Score: Raw -3778954.034884 + Penalty 2066.056644 = -3776887.978239 nChanged 339 SP:Iteration 31Q (313.814882 sec): 3 clusters Score: Raw -3779000.605547 + Penalty 2066.056644 = -3776934.548903 nChanged 319 SP:Iteration 32Q (313.883013 sec): 3 clusters Score: Raw -3779044.240626 + Penalty 2066.056644 = -3776978.183981 nChanged 307 SP:Iteration 33Q (313.950871 sec): 3 clusters Score: Raw -3779080.081172 + Penalty 2066.056644 = -3777014.024528 nChanged 279 SP:Iteration 34Q (314.018648 sec): 3 clusters Score: Raw -3779111.525982 + Penalty 2066.056644 = -3777045.469337 nChanged 278 SP:Iteration 35Q (314.086308 sec): 3 clusters Score: Raw -3779144.106411 + Penalty 2066.056644 = -3777078.049766 nChanged 258 SP:Iteration 36Q (314.153732 sec): 3 clusters Score: Raw -3779173.678505 + Penalty 2066.056644 = -3777107.621861 nChanged 244 SP:Iteration 37Q (314.221006 sec): 3 clusters Score: Raw -3779201.250012 + Penalty 2066.056644 = -3777135.193368 nChanged 241 SP:Iteration 38Q (314.288759 sec): 3 clusters Score: Raw -3779225.397126 + Penalty 2066.056644 = -3777159.340481 nChanged 223 SP:Iteration 39Q (314.357875 sec): 3 clusters Score: Raw -3779246.016993 + Penalty 2066.056644 = -3777179.960349 nChanged 209 SP:Iteration 40F (314.429318 sec): 3 clusters Score: Raw -3779265.599282 + Penalty 2066.056644 = -3777199.542638 nChanged 191 SP:Iteration 41Q (314.496792 sec): 3 clusters Score: Raw -3779282.050890 + Penalty 2066.056644 = -3777215.994246 nChanged 183 SP:Iteration 42Q (314.564306 sec): 3 clusters Score: Raw -3779297.558799 + Penalty 2066.056644 = -3777231.502154 nChanged 169 SP:Iteration 43Q (314.631881 sec): 3 clusters Score: Raw -3779311.827101 + Penalty 2066.056644 = -3777245.770456 nChanged 169 SP:Iteration 44Q (314.699342 sec): 3 clusters Score: Raw -3779323.886977 + Penalty 2066.056644 = -3777257.830333 nChanged 154 SP:Iteration 45Q (314.766780 sec): 3 clusters Score: Raw -3779334.008438 + Penalty 2066.056644 = -3777267.951793 nChanged 129 SP:Iteration 46Q (314.834128 sec): 3 clusters Score: Raw -3779342.823568 + Penalty 2066.056644 = -3777276.766923 nChanged 154 SP:Iteration 47Q (314.902777 sec): 3 clusters Score: Raw -3779354.016847 + Penalty 2066.056644 = -3777287.960203 nChanged 157 SP:Iteration 48Q (314.969919 sec): 3 clusters Score: Raw -3779364.849585 + Penalty 2066.056644 = -3777298.792941 nChanged 176 SP:Iteration 49Q (315.037480 sec): 3 clusters Score: Raw -3779377.862551 + Penalty 2066.056644 = -3777311.805907 nChanged 180 SP:Iteration 50Q (315.105108 sec): 3 clusters Score: Raw -3779391.567222 + Penalty 2066.056644 = -3777325.510577 nChanged 188 SP:Iteration 51Q (315.172750 sec): 3 clusters Score: Raw -3779406.845584 + Penalty 2066.056644 = -3777340.788940 nChanged 193 SP:Iteration 52Q (315.239617 sec): 3 clusters Score: Raw -3779423.194230 + Penalty 2066.056644 = -3777357.137586 nChanged 191 SP:Iteration 53Q (315.306931 sec): 3 clusters Score: Raw -3779439.703138 + Penalty 2066.056644 = -3777373.646494 nChanged 185 SP:Iteration 54Q (315.373611 sec): 3 clusters Score: Raw -3779455.372561 + Penalty 2066.056644 = -3777389.315916 nChanged 209 SP:Iteration 55Q (315.441016 sec): 3 clusters Score: Raw -3779472.734076 + Penalty 2066.056644 = -3777406.677431 nChanged 211 SP:Iteration 56Q (315.507760 sec): 3 clusters Score: Raw -3779490.435894 + Penalty 2066.056644 = -3777424.379250 nChanged 198 SP:Iteration 57Q (315.574547 sec): 3 clusters Score: Raw -3779509.547644 + Penalty 2066.056644 = -3777443.491000 nChanged 200 SP:Iteration 58Q (315.641271 sec): 3 clusters Score: Raw -3779528.520850 + Penalty 2066.056644 = -3777462.464205 nChanged 216 SP:Iteration 59Q (315.707695 sec): 3 clusters Score: Raw -3779551.127295 + Penalty 2066.056644 = -3777485.070651 nChanged 229 SP:Iteration 60F (315.779139 sec): 3 clusters Score: Raw -3779574.498500 + Penalty 2066.056644 = -3777508.441856 nChanged 220 SP:Iteration 61Q (315.845469 sec): 3 clusters Score: Raw -3779596.785864 + Penalty 2066.056644 = -3777530.729220 nChanged 237 SP:Iteration 62Q (315.912058 sec): 3 clusters Score: Raw -3779620.888783 + Penalty 2066.056644 = -3777554.832139 nChanged 233 SP:Iteration 63Q (315.978174 sec): 3 clusters Score: Raw -3779646.056768 + Penalty 2066.056644 = -3777580.000124 nChanged 253 SP:Iteration 64Q (316.044642 sec): 3 clusters Score: Raw -3779675.965269 + Penalty 2066.056644 = -3777609.908625 nChanged 236 SP:Iteration 65Q (316.110712 sec): 3 clusters Score: Raw -3779701.811824 + Penalty 2066.056644 = -3777635.755180 nChanged 242 SP:Iteration 66Q (316.176492 sec): 3 clusters Score: Raw -3779730.589757 + Penalty 2066.056644 = -3777664.533112 nChanged 234 SP:Iteration 67Q (316.242416 sec): 3 clusters Score: Raw -3779760.280523 + Penalty 2066.056644 = -3777694.223879 nChanged 262 SP:Iteration 68Q (316.308044 sec): 3 clusters Score: Raw -3779794.610131 + Penalty 2066.056644 = -3777728.553487 nChanged 292 SP:Iteration 69Q (316.373722 sec): 3 clusters Score: Raw -3779839.779280 + Penalty 2066.056644 = -3777773.722636 nChanged 292 SP:Iteration 70Q (316.439079 sec): 3 clusters Score: Raw -3779885.726700 + Penalty 2066.056644 = -3777819.670056 nChanged 302 SP:Iteration 71Q (316.504608 sec): 3 clusters Score: Raw -3779938.953187 + Penalty 2066.056644 = -3777872.896543 nChanged 318 SP:Iteration 72Q (316.570218 sec): 3 clusters Score: Raw -3779992.061403 + Penalty 2066.056644 = -3777926.004759 nChanged 299 SP:Iteration 73Q (316.635507 sec): 3 clusters Score: Raw -3780038.038420 + Penalty 2066.056644 = -3777971.981775 nChanged 296 SP:Iteration 74Q (316.700677 sec): 3 clusters Score: Raw -3780086.282807 + Penalty 2066.056644 = -3778020.226163 nChanged 298 SP:Iteration 75Q (316.765362 sec): 3 clusters Score: Raw -3780133.018688 + Penalty 2066.056644 = -3778066.962043 nChanged 305 SP:Iteration 76Q (316.830113 sec): 3 clusters Score: Raw -3780179.849808 + Penalty 2066.056644 = -3778113.793163 nChanged 279 SP:Iteration 77Q (316.894680 sec): 3 clusters Score: Raw -3780219.521084 + Penalty 2066.056644 = -3778153.464440 nChanged 274 SP:Iteration 78Q (316.959111 sec): 3 clusters Score: Raw -3780258.013977 + Penalty 2066.056644 = -3778191.957333 nChanged 266 SP:Iteration 79Q (317.023586 sec): 3 clusters Score: Raw -3780296.228665 + Penalty 2066.056644 = -3778230.172020 nChanged 254 SP:Iteration 80F (317.094777 sec): 3 clusters Score: Raw -3780332.879583 + Penalty 2066.056644 = -3778266.822939 nChanged 271 SP:Iteration 81Q (317.159129 sec): 3 clusters Score: Raw -3780375.482094 + Penalty 2066.056644 = -3778309.425449 nChanged 252 SP:Iteration 82Q (317.223054 sec): 3 clusters Score: Raw -3780416.584140 + Penalty 2066.056644 = -3778350.527495 nChanged 251 SP:Iteration 83Q (317.286881 sec): 3 clusters Score: Raw -3780456.642516 + Penalty 2066.056644 = -3778390.585872 nChanged 238 SP:Iteration 84Q (317.350171 sec): 3 clusters Score: Raw -3780494.815023 + Penalty 2066.056644 = -3778428.758379 nChanged 220 SP:Iteration 85Q (317.413291 sec): 3 clusters Score: Raw -3780529.521567 + Penalty 2066.056644 = -3778463.464923 nChanged 216 SP:Iteration 86Q (317.476249 sec): 3 clusters Score: Raw -3780564.022589 + Penalty 2066.056644 = -3778497.965944 nChanged 190 SP:Iteration 87Q (317.538953 sec): 3 clusters Score: Raw -3780591.697939 + Penalty 2066.056644 = -3778525.641295 nChanged 160 SP:Iteration 88Q (317.601836 sec): 3 clusters Score: Raw -3780613.773050 + Penalty 2066.056644 = -3778547.716406 nChanged 137 SP:Iteration 89Q (317.664411 sec): 3 clusters Score: Raw -3780631.078186 + Penalty 2066.056644 = -3778565.021541 nChanged 127 SP:Iteration 90Q (317.726774 sec): 3 clusters Score: Raw -3780647.510581 + Penalty 2066.056644 = -3778581.453937 nChanged 117 SP:Iteration 91Q (317.789264 sec): 3 clusters Score: Raw -3780663.279151 + Penalty 2066.056644 = -3778597.222507 nChanged 126 SP:Iteration 92Q (317.851796 sec): 3 clusters Score: Raw -3780682.486960 + Penalty 2066.056644 = -3778616.430316 nChanged 133 SP:Iteration 93Q (317.915527 sec): 3 clusters Score: Raw -3780700.253813 + Penalty 2066.056644 = -3778634.197169 nChanged 109 SP:Iteration 94Q (317.977965 sec): 3 clusters Score: Raw -3780712.691693 + Penalty 2066.056644 = -3778646.635048 nChanged 90 SP:Iteration 95Q (318.040211 sec): 3 clusters Score: Raw -3780723.692907 + Penalty 2066.056644 = -3778657.636262 nChanged 86 SP:Iteration 96Q (318.101898 sec): 3 clusters Score: Raw -3780735.777920 + Penalty 2066.056644 = -3778669.721276 nChanged 99 SP:Iteration 97Q (318.163862 sec): 3 clusters Score: Raw -3780748.571054 + Penalty 2066.056644 = -3778682.514410 nChanged 92 SP:Iteration 98Q (318.225918 sec): 3 clusters Score: Raw -3780758.731274 + Penalty 2066.056644 = -3778692.674630 nChanged 69 SP:Iteration 99Q (318.287729 sec): 3 clusters Score: Raw -3780765.637562 + Penalty 2066.056644 = -3778699.580918 nChanged 62 SP:Iteration 100F (318.358823 sec): 3 clusters Score: Raw -3780771.581837 + Penalty 2066.056644 = -3778705.525193 nChanged 59 SP:Iteration 101Q (318.420494 sec): 3 clusters Score: Raw -3780776.928460 + Penalty 2066.056644 = -3778710.871816 nChanged 39 SP:Iteration 102Q (318.482328 sec): 3 clusters Score: Raw -3780779.730415 + Penalty 2066.056644 = -3778713.673770 nChanged 29 SP:Iteration 103Q (318.543660 sec): 3 clusters Score: Raw -3780782.322465 + Penalty 2066.056644 = -3778716.265821 nChanged 32 SP:Iteration 104Q (318.605248 sec): 3 clusters Score: Raw -3780784.780131 + Penalty 2066.056644 = -3778718.723487 nChanged 30 SP:Iteration 105Q (318.667010 sec): 3 clusters Score: Raw -3780786.656422 + Penalty 2066.056644 = -3778720.599778 nChanged 24 SP:Iteration 106Q (318.728644 sec): 3 clusters Score: Raw -3780788.271479 + Penalty 2066.056644 = -3778722.214835 nChanged 26 SP:Iteration 107Q (318.797247 sec): 3 clusters Score: Raw -3780789.977757 + Penalty 2066.056644 = -3778723.921112 nChanged 22 SP:Iteration 108Q (318.858622 sec): 3 clusters Score: Raw -3780791.837328 + Penalty 2066.056644 = -3778725.780683 nChanged 22 SP:Iteration 109Q (318.920000 sec): 3 clusters Score: Raw -3780793.629000 + Penalty 2066.056644 = -3778727.572356 nChanged 25 SP:Iteration 110Q (318.981521 sec): 3 clusters Score: Raw -3780795.904655 + Penalty 2066.056644 = -3778729.848011 nChanged 22 SP:Iteration 111Q (319.042971 sec): 3 clusters Score: Raw -3780797.620156 + Penalty 2066.056644 = -3778731.563512 nChanged 26 SP:Iteration 112Q (319.104226 sec): 3 clusters Score: Raw -3780799.887595 + Penalty 2066.056644 = -3778733.830951 nChanged 23 SP:Iteration 113Q (319.165550 sec): 3 clusters Score: Raw -3780802.045436 + Penalty 2066.056644 = -3778735.988792 nChanged 22 SP:Iteration 114Q (319.227002 sec): 3 clusters Score: Raw -3780803.432141 + Penalty 2066.056644 = -3778737.375496 nChanged 13 SP:Iteration 115Q (319.288189 sec): 3 clusters Score: Raw -3780804.124161 + Penalty 2066.056644 = -3778738.067516 nChanged 13 SP:Iteration 116Q (319.349389 sec): 3 clusters Score: Raw -3780804.719047 + Penalty 2066.056644 = -3778738.662403 nChanged 11 SP:Iteration 117Q (319.410862 sec): 3 clusters Score: Raw -3780805.169087 + Penalty 2066.056644 = -3778739.112443 nChanged 8 SP:Iteration 118Q (319.472007 sec): 3 clusters Score: Raw -3780805.659781 + Penalty 2066.056644 = -3778739.603137 nChanged 7 SP:Iteration 119Q (319.533278 sec): 3 clusters Score: Raw -3780806.108379 + Penalty 2066.056644 = -3778740.051734 nChanged 10 SP:Iteration 120F (319.604293 sec): 3 clusters Score: Raw -3780806.875823 + Penalty 2066.056644 = -3778740.819179 nChanged 11 SP:Iteration 121Q (319.665753 sec): 3 clusters Score: Raw -3780807.367139 + Penalty 2066.056644 = -3778741.310494 nChanged 8 SP:Iteration 122Q (319.727347 sec): 3 clusters Score: Raw -3780807.943741 + Penalty 2066.056644 = -3778741.887096 nChanged 11 SP:Iteration 123Q (319.789004 sec): 3 clusters Score: Raw -3780808.669981 + Penalty 2066.056644 = -3778742.613337 nChanged 12 SP:Iteration 124Q (319.850661 sec): 3 clusters Score: Raw -3780809.228065 + Penalty 2066.056644 = -3778743.171420 nChanged 5 SP:Iteration 125Q (319.911561 sec): 3 clusters Score: Raw -3780809.604292 + Penalty 2066.056644 = -3778743.547648 nChanged 8 SP:Iteration 126Q (319.973137 sec): 3 clusters Score: Raw -3780810.188183 + Penalty 2066.056644 = -3778744.131538 nChanged 7 SP:Iteration 127Q (320.035236 sec): 3 clusters Score: Raw -3780810.717978 + Penalty 2066.056644 = -3778744.661333 nChanged 3 SP:Iteration 128Q (320.097584 sec): 3 clusters Score: Raw -3780810.950948 + Penalty 2066.056644 = -3778744.894303 nChanged 5 SP:Iteration 129Q (320.159047 sec): 3 clusters Score: Raw -3780811.406525 + Penalty 2066.056644 = -3778745.349880 nChanged 9 SP:Iteration 130Q (320.220477 sec): 3 clusters Score: Raw -3780811.938196 + Penalty 2066.056644 = -3778745.881551 nChanged 8 SP:Iteration 131Q (320.282035 sec): 3 clusters Score: Raw -3780812.381617 + Penalty 2066.056644 = -3778746.324973 nChanged 6 SP:Iteration 132Q (320.344085 sec): 3 clusters Score: Raw -3780812.644005 + Penalty 2066.056644 = -3778746.587360 nChanged 3 SP:Iteration 133Q (320.406724 sec): 3 clusters Score: Raw -3780812.782231 + Penalty 2066.056644 = -3778746.725586 nChanged 3 SP:Iteration 134Q (320.468246 sec): 3 clusters Score: Raw -3780812.851012 + Penalty 2066.056644 = -3778746.794367 nChanged 0 SP:Iteration 135F (320.539617 sec): 3 clusters Score: Raw -3780812.851012 + Penalty 2066.056644 = -3778746.794367 nChanged 0 Trying to split cluster 20 (114949 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (320.652195 sec): 2 clusters Score: Raw -8516731.140611 + Penalty 1106.963164 = -8515624.177447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (320.796483 sec): 3 clusters Score: Raw -8440553.531077 + Penalty 2213.926328 = -8438339.604750 nChanged 55495 SP:Iteration 1F (320.938283 sec): 3 clusters Score: Raw -8473364.913654 + Penalty 2213.926328 = -8471150.987326 nChanged 3918 SP:Iteration 2Q (321.092190 sec): 3 clusters Score: Raw -8474520.799956 + Penalty 2213.926328 = -8472306.873628 nChanged 4498 SP:Iteration 3Q (321.246749 sec): 3 clusters Score: Raw -8476198.204531 + Penalty 2213.926328 = -8473984.278203 nChanged 5429 SP:Iteration 4Q (321.401648 sec): 3 clusters Score: Raw -8478739.786425 + Penalty 2213.926328 = -8476525.860097 nChanged 6298 SP:Iteration 5F (321.545391 sec): 3 clusters Score: Raw -8482148.240819 + Penalty 2213.926328 = -8479934.314491 nChanged 7111 SP:Iteration 6F (321.688989 sec): 3 clusters Score: Raw -8486339.386434 + Penalty 2213.926328 = -8484125.460106 nChanged 7520 SP:Iteration 7F (321.830810 sec): 3 clusters Score: Raw -8491214.964189 + Penalty 2213.926328 = -8489001.037861 nChanged 7286 SP:Iteration 8F (321.972939 sec): 3 clusters Score: Raw -8496201.554326 + Penalty 2213.926328 = -8493987.627998 nChanged 6645 SP:Iteration 9F (322.115847 sec): 3 clusters Score: Raw -8500498.755195 + Penalty 2213.926328 = -8498284.828868 nChanged 5158 SP:Iteration 10Q (322.267581 sec): 3 clusters Score: Raw -8503313.999035 + Penalty 2213.926328 = -8501100.072707 nChanged 3864 SP:Iteration 11Q (322.417348 sec): 3 clusters Score: Raw -8505156.452843 + Penalty 2213.926328 = -8502942.526515 nChanged 3076 SP:Iteration 12Q (322.565501 sec): 3 clusters Score: Raw -8506621.858415 + Penalty 2213.926328 = -8504407.932087 nChanged 2707 SP:Iteration 13Q (322.711037 sec): 3 clusters Score: Raw -8508001.967234 + Penalty 2213.926328 = -8505788.040906 nChanged 2674 SP:Iteration 14Q (322.856605 sec): 3 clusters Score: Raw -8509522.011533 + Penalty 2213.926328 = -8507308.085205 nChanged 2680 SP:Iteration 15Q (322.999584 sec): 3 clusters Score: Raw -8511112.511803 + Penalty 2213.926328 = -8508898.585475 nChanged 2668 SP:Iteration 16Q (323.141328 sec): 3 clusters Score: Raw -8512777.328008 + Penalty 2213.926328 = -8510563.401680 nChanged 2486 SP:Iteration 17Q (323.281363 sec): 3 clusters Score: Raw -8514314.766624 + Penalty 2213.926328 = -8512100.840296 nChanged 2272 SP:Iteration 18Q (323.444967 sec): 3 clusters Score: Raw -8515733.810010 + Penalty 2213.926328 = -8513519.883683 nChanged 2062 SP:Iteration 19Q (323.581855 sec): 3 clusters Score: Raw -8516945.680567 + Penalty 2213.926328 = -8514731.754239 nChanged 1811 SP:Iteration 20F (323.725075 sec): 3 clusters Score: Raw -8517936.029604 + Penalty 2213.926328 = -8515722.103276 nChanged 1518 SP:Iteration 21Q (323.860774 sec): 3 clusters Score: Raw -8518661.766076 + Penalty 2213.926328 = -8516447.839749 nChanged 1252 SP:Iteration 22Q (323.995613 sec): 3 clusters Score: Raw -8519184.320810 + Penalty 2213.926328 = -8516970.394482 nChanged 1148 SP:Iteration 23Q (324.129533 sec): 3 clusters Score: Raw -8519599.140078 + Penalty 2213.926328 = -8517385.213750 nChanged 985 SP:Iteration 24Q (324.263302 sec): 3 clusters Score: Raw -8519905.530122 + Penalty 2213.926328 = -8517691.603794 nChanged 878 SP:Iteration 25Q (324.395694 sec): 3 clusters Score: Raw -8520146.363244 + Penalty 2213.926328 = -8517932.436916 nChanged 756 SP:Iteration 26Q (324.527780 sec): 3 clusters Score: Raw -8520325.372734 + Penalty 2213.926328 = -8518111.446406 nChanged 658 SP:Iteration 27Q (324.660326 sec): 3 clusters Score: Raw -8520465.238502 + Penalty 2213.926328 = -8518251.312174 nChanged 596 SP:Iteration 28Q (324.792074 sec): 3 clusters Score: Raw -8520580.057365 + Penalty 2213.926328 = -8518366.131037 nChanged 531 SP:Iteration 29Q (324.923319 sec): 3 clusters Score: Raw -8520674.336973 + Penalty 2213.926328 = -8518460.410645 nChanged 462 SP:Iteration 30Q (325.054263 sec): 3 clusters Score: Raw -8520747.038525 + Penalty 2213.926328 = -8518533.112197 nChanged 407 SP:Iteration 31Q (325.184885 sec): 3 clusters Score: Raw -8520806.116665 + Penalty 2213.926328 = -8518592.190337 nChanged 366 SP:Iteration 32Q (325.315449 sec): 3 clusters Score: Raw -8520854.159054 + Penalty 2213.926328 = -8518640.232727 nChanged 346 SP:Iteration 33Q (325.445643 sec): 3 clusters Score: Raw -8520894.857782 + Penalty 2213.926328 = -8518680.931454 nChanged 264 SP:Iteration 34Q (325.575704 sec): 3 clusters Score: Raw -8520923.539272 + Penalty 2213.926328 = -8518709.612944 nChanged 254 SP:Iteration 35Q (325.705245 sec): 3 clusters Score: Raw -8520951.224623 + Penalty 2213.926328 = -8518737.298295 nChanged 251 SP:Iteration 36Q (325.835393 sec): 3 clusters Score: Raw -8520979.014772 + Penalty 2213.926328 = -8518765.088445 nChanged 259 SP:Iteration 37Q (325.965463 sec): 3 clusters Score: Raw -8521007.975349 + Penalty 2213.926328 = -8518794.049021 nChanged 241 SP:Iteration 38Q (326.095370 sec): 3 clusters Score: Raw -8521032.720518 + Penalty 2213.926328 = -8518818.794190 nChanged 218 SP:Iteration 39Q (326.225065 sec): 3 clusters Score: Raw -8521052.373892 + Penalty 2213.926328 = -8518838.447564 nChanged 191 SP:Iteration 40F (326.368058 sec): 3 clusters Score: Raw -8521067.657725 + Penalty 2213.926328 = -8518853.731397 nChanged 178 SP:Iteration 41Q (326.498643 sec): 3 clusters Score: Raw -8521079.740425 + Penalty 2213.926328 = -8518865.814097 nChanged 162 SP:Iteration 42Q (326.629289 sec): 3 clusters Score: Raw -8521090.445101 + Penalty 2213.926328 = -8518876.518773 nChanged 139 SP:Iteration 43Q (326.759830 sec): 3 clusters Score: Raw -8521100.499557 + Penalty 2213.926328 = -8518886.573229 nChanged 136 SP:Iteration 44Q (326.889994 sec): 3 clusters Score: Raw -8521109.393102 + Penalty 2213.926328 = -8518895.466774 nChanged 130 SP:Iteration 45Q (327.019882 sec): 3 clusters Score: Raw -8521117.524119 + Penalty 2213.926328 = -8518903.597791 nChanged 105 SP:Iteration 46Q (327.149643 sec): 3 clusters Score: Raw -8521123.651238 + Penalty 2213.926328 = -8518909.724911 nChanged 101 SP:Iteration 47Q (327.279358 sec): 3 clusters Score: Raw -8521129.523097 + Penalty 2213.926328 = -8518915.596769 nChanged 113 SP:Iteration 48Q (327.408816 sec): 3 clusters Score: Raw -8521135.254982 + Penalty 2213.926328 = -8518921.328654 nChanged 80 SP:Iteration 49Q (327.538303 sec): 3 clusters Score: Raw -8521139.441892 + Penalty 2213.926328 = -8518925.515564 nChanged 82 SP:Iteration 50Q (327.667750 sec): 3 clusters Score: Raw -8521144.199753 + Penalty 2213.926328 = -8518930.273425 nChanged 93 SP:Iteration 51Q (327.796961 sec): 3 clusters Score: Raw -8521150.126320 + Penalty 2213.926328 = -8518936.199992 nChanged 91 SP:Iteration 52Q (327.926026 sec): 3 clusters Score: Raw -8521156.097062 + Penalty 2213.926328 = -8518942.170734 nChanged 101 SP:Iteration 53Q (328.055178 sec): 3 clusters Score: Raw -8521163.700402 + Penalty 2213.926328 = -8518949.774074 nChanged 110 SP:Iteration 54Q (328.220595 sec): 3 clusters Score: Raw -8521172.339757 + Penalty 2213.926328 = -8518958.413430 nChanged 110 SP:Iteration 55Q (328.382445 sec): 3 clusters Score: Raw -8521179.772547 + Penalty 2213.926328 = -8518965.846219 nChanged 108 SP:Iteration 56Q (328.510284 sec): 3 clusters Score: Raw -8521187.352181 + Penalty 2213.926328 = -8518973.425853 nChanged 103 SP:Iteration 57Q (328.670550 sec): 3 clusters Score: Raw -8521193.492462 + Penalty 2213.926328 = -8518979.566134 nChanged 95 SP:Iteration 58Q (328.799893 sec): 3 clusters Score: Raw -8521199.249805 + Penalty 2213.926328 = -8518985.323477 nChanged 89 SP:Iteration 59Q (328.929753 sec): 3 clusters Score: Raw -8521204.667017 + Penalty 2213.926328 = -8518990.740690 nChanged 94 SP:Iteration 60F (329.072534 sec): 3 clusters Score: Raw -8521210.582650 + Penalty 2213.926328 = -8518996.656322 nChanged 93 SP:Iteration 61Q (329.201666 sec): 3 clusters Score: Raw -8521216.598926 + Penalty 2213.926328 = -8519002.672598 nChanged 108 SP:Iteration 62Q (329.330060 sec): 3 clusters Score: Raw -8521224.836232 + Penalty 2213.926328 = -8519010.909905 nChanged 118 SP:Iteration 63Q (329.458638 sec): 3 clusters Score: Raw -8521234.927375 + Penalty 2213.926328 = -8519021.001047 nChanged 128 SP:Iteration 64Q (329.587538 sec): 3 clusters Score: Raw -8521246.521168 + Penalty 2213.926328 = -8519032.594840 nChanged 129 SP:Iteration 65Q (329.716104 sec): 3 clusters Score: Raw -8521258.660778 + Penalty 2213.926328 = -8519044.734450 nChanged 135 SP:Iteration 66Q (329.845400 sec): 3 clusters Score: Raw -8521271.850495 + Penalty 2213.926328 = -8519057.924167 nChanged 144 SP:Iteration 67Q (329.973826 sec): 3 clusters Score: Raw -8521286.659487 + Penalty 2213.926328 = -8519072.733159 nChanged 131 SP:Iteration 68Q (330.102559 sec): 3 clusters Score: Raw -8521299.135704 + Penalty 2213.926328 = -8519085.209377 nChanged 132 SP:Iteration 69Q (330.231461 sec): 3 clusters Score: Raw -8521313.600600 + Penalty 2213.926328 = -8519099.674272 nChanged 147 SP:Iteration 70Q (330.359753 sec): 3 clusters Score: Raw -8521330.475390 + Penalty 2213.926328 = -8519116.549062 nChanged 143 SP:Iteration 71Q (330.487765 sec): 3 clusters Score: Raw -8521345.408142 + Penalty 2213.926328 = -8519131.481814 nChanged 139 SP:Iteration 72Q (330.615800 sec): 3 clusters Score: Raw -8521360.243959 + Penalty 2213.926328 = -8519146.317632 nChanged 144 SP:Iteration 73Q (330.744049 sec): 3 clusters Score: Raw -8521377.499352 + Penalty 2213.926328 = -8519163.573024 nChanged 169 SP:Iteration 74Q (330.872431 sec): 3 clusters Score: Raw -8521397.014576 + Penalty 2213.926328 = -8519183.088248 nChanged 148 SP:Iteration 75Q (331.000304 sec): 3 clusters Score: Raw -8521412.527124 + Penalty 2213.926328 = -8519198.600797 nChanged 127 SP:Iteration 76Q (331.128257 sec): 3 clusters Score: Raw -8521427.460327 + Penalty 2213.926328 = -8519213.533999 nChanged 124 SP:Iteration 77Q (331.254204 sec): 3 clusters Score: Raw -8521441.904657 + Penalty 2213.926328 = -8519227.978329 nChanged 132 SP:Iteration 78Q (331.381925 sec): 3 clusters Score: Raw -8521460.625984 + Penalty 2213.926328 = -8519246.699656 nChanged 141 SP:Iteration 79Q (331.509557 sec): 3 clusters Score: Raw -8521479.729450 + Penalty 2213.926328 = -8519265.803122 nChanged 134 SP:Iteration 80F (331.650994 sec): 3 clusters Score: Raw -8521495.497075 + Penalty 2213.926328 = -8519281.570747 nChanged 126 SP:Iteration 81Q (331.778354 sec): 3 clusters Score: Raw -8521509.049857 + Penalty 2213.926328 = -8519295.123530 nChanged 120 SP:Iteration 82Q (331.908204 sec): 3 clusters Score: Raw -8521520.931435 + Penalty 2213.926328 = -8519307.005107 nChanged 115 SP:Iteration 83Q (332.037119 sec): 3 clusters Score: Raw -8521533.335266 + Penalty 2213.926328 = -8519319.408938 nChanged 105 SP:Iteration 84Q (332.164688 sec): 3 clusters Score: Raw -8521545.215558 + Penalty 2213.926328 = -8519331.289230 nChanged 100 SP:Iteration 85Q (332.292203 sec): 3 clusters Score: Raw -8521553.901254 + Penalty 2213.926328 = -8519339.974926 nChanged 81 SP:Iteration 86Q (332.420064 sec): 3 clusters Score: Raw -8521559.528955 + Penalty 2213.926328 = -8519345.602627 nChanged 73 SP:Iteration 87Q (332.548340 sec): 3 clusters Score: Raw -8521565.275880 + Penalty 2213.926328 = -8519351.349553 nChanged 77 SP:Iteration 88Q (332.675589 sec): 3 clusters Score: Raw -8521571.054744 + Penalty 2213.926328 = -8519357.128416 nChanged 75 SP:Iteration 89Q (332.803129 sec): 3 clusters Score: Raw -8521575.551647 + Penalty 2213.926328 = -8519361.625319 nChanged 52 SP:Iteration 90Q (332.929766 sec): 3 clusters Score: Raw -8521578.489218 + Penalty 2213.926328 = -8519364.562890 nChanged 57 SP:Iteration 91Q (333.058979 sec): 3 clusters Score: Raw -8521581.404913 + Penalty 2213.926328 = -8519367.478585 nChanged 54 SP:Iteration 92Q (333.187075 sec): 3 clusters Score: Raw -8521584.881762 + Penalty 2213.926328 = -8519370.955435 nChanged 49 SP:Iteration 93Q (333.314700 sec): 3 clusters Score: Raw -8521588.065746 + Penalty 2213.926328 = -8519374.139418 nChanged 36 SP:Iteration 94Q (333.441505 sec): 3 clusters Score: Raw -8521590.679720 + Penalty 2213.926328 = -8519376.753392 nChanged 45 SP:Iteration 95Q (333.568186 sec): 3 clusters Score: Raw -8521594.395340 + Penalty 2213.926328 = -8519380.469012 nChanged 45 SP:Iteration 96Q (333.694660 sec): 3 clusters Score: Raw -8521597.241689 + Penalty 2213.926328 = -8519383.315361 nChanged 48 SP:Iteration 97Q (333.820925 sec): 3 clusters Score: Raw -8521599.870370 + Penalty 2213.926328 = -8519385.944043 nChanged 46 SP:Iteration 98Q (333.947961 sec): 3 clusters Score: Raw -8521602.160206 + Penalty 2213.926328 = -8519388.233878 nChanged 48 SP:Iteration 99Q (334.074480 sec): 3 clusters Score: Raw -8521604.466419 + Penalty 2213.926328 = -8519390.540092 nChanged 41 SP:Iteration 100F (334.216487 sec): 3 clusters Score: Raw -8521606.399035 + Penalty 2213.926328 = -8519392.472707 nChanged 36 SP:Iteration 101Q (334.342743 sec): 3 clusters Score: Raw -8521608.100560 + Penalty 2213.926328 = -8519394.174232 nChanged 24 SP:Iteration 102Q (334.468990 sec): 3 clusters Score: Raw -8521609.550151 + Penalty 2213.926328 = -8519395.623823 nChanged 24 SP:Iteration 103Q (334.595087 sec): 3 clusters Score: Raw -8521611.110269 + Penalty 2213.926328 = -8519397.183941 nChanged 23 SP:Iteration 104Q (334.721460 sec): 3 clusters Score: Raw -8521612.283149 + Penalty 2213.926328 = -8519398.356821 nChanged 23 SP:Iteration 105Q (334.847606 sec): 3 clusters Score: Raw -8521613.348789 + Penalty 2213.926328 = -8519399.422461 nChanged 20 SP:Iteration 106Q (334.973829 sec): 3 clusters Score: Raw -8521615.103187 + Penalty 2213.926328 = -8519401.176859 nChanged 27 SP:Iteration 107Q (335.100051 sec): 3 clusters Score: Raw -8521616.589707 + Penalty 2213.926328 = -8519402.663379 nChanged 23 SP:Iteration 108Q (335.226893 sec): 3 clusters Score: Raw -8521617.703452 + Penalty 2213.926328 = -8519403.777124 nChanged 17 SP:Iteration 109Q (335.352815 sec): 3 clusters Score: Raw -8521618.379234 + Penalty 2213.926328 = -8519404.452906 nChanged 14 SP:Iteration 110Q (335.479845 sec): 3 clusters Score: Raw -8521618.937084 + Penalty 2213.926328 = -8519405.010756 nChanged 14 SP:Iteration 111Q (335.605922 sec): 3 clusters Score: Raw -8521619.666573 + Penalty 2213.926328 = -8519405.740245 nChanged 17 SP:Iteration 112Q (335.733047 sec): 3 clusters Score: Raw -8521620.620797 + Penalty 2213.926328 = -8519406.694470 nChanged 18 SP:Iteration 113Q (335.859548 sec): 3 clusters Score: Raw -8521621.589469 + Penalty 2213.926328 = -8519407.663141 nChanged 16 SP:Iteration 114Q (335.986340 sec): 3 clusters Score: Raw -8521622.223719 + Penalty 2213.926328 = -8519408.297392 nChanged 17 SP:Iteration 115Q (336.112809 sec): 3 clusters Score: Raw -8521622.889331 + Penalty 2213.926328 = -8519408.963003 nChanged 14 SP:Iteration 116Q (336.239114 sec): 3 clusters Score: Raw -8521623.333083 + Penalty 2213.926328 = -8519409.406755 nChanged 9 SP:Iteration 117Q (336.365334 sec): 3 clusters Score: Raw -8521623.553635 + Penalty 2213.926328 = -8519409.627307 nChanged 8 SP:Iteration 118Q (336.491711 sec): 3 clusters Score: Raw -8521623.719676 + Penalty 2213.926328 = -8519409.793348 nChanged 3 SP:Iteration 119Q (336.618983 sec): 3 clusters Score: Raw -8521623.791349 + Penalty 2213.926328 = -8519409.865021 nChanged 4 SP:Iteration 120F (336.760974 sec): 3 clusters Score: Raw -8521623.981958 + Penalty 2213.926328 = -8519410.055630 nChanged 6 SP:Iteration 121Q (336.887578 sec): 3 clusters Score: Raw -8521624.247792 + Penalty 2213.926328 = -8519410.321464 nChanged 8 SP:Iteration 122Q (337.013782 sec): 3 clusters Score: Raw -8521624.446023 + Penalty 2213.926328 = -8519410.519695 nChanged 8 SP:Iteration 123Q (337.139774 sec): 3 clusters Score: Raw -8521624.691838 + Penalty 2213.926328 = -8519410.765510 nChanged 8 SP:Iteration 124Q (337.265944 sec): 3 clusters Score: Raw -8521625.010398 + Penalty 2213.926328 = -8519411.084070 nChanged 8 SP:Iteration 125Q (337.392855 sec): 3 clusters Score: Raw -8521625.270966 + Penalty 2213.926328 = -8519411.344638 nChanged 5 SP:Iteration 126Q (337.520647 sec): 3 clusters Score: Raw -8521625.412624 + Penalty 2213.926328 = -8519411.486296 nChanged 6 SP:Iteration 127Q (337.647403 sec): 3 clusters Score: Raw -8521625.579518 + Penalty 2213.926328 = -8519411.653190 nChanged 9 SP:Iteration 128Q (337.773616 sec): 3 clusters Score: Raw -8521625.923464 + Penalty 2213.926328 = -8519411.997136 nChanged 14 SP:Iteration 129Q (337.899745 sec): 3 clusters Score: Raw -8521626.552186 + Penalty 2213.926328 = -8519412.625858 nChanged 8 SP:Iteration 130Q (338.026302 sec): 3 clusters Score: Raw -8521626.847185 + Penalty 2213.926328 = -8519412.920857 nChanged 8 SP:Iteration 131Q (338.154652 sec): 3 clusters Score: Raw -8521627.200131 + Penalty 2213.926328 = -8519413.273803 nChanged 9 SP:Iteration 132Q (338.283042 sec): 3 clusters Score: Raw -8521627.501289 + Penalty 2213.926328 = -8519413.574961 nChanged 11 SP:Iteration 133Q (338.440124 sec): 3 clusters Score: Raw -8521627.823770 + Penalty 2213.926328 = -8519413.897442 nChanged 8 SP:Iteration 134Q (338.566372 sec): 3 clusters Score: Raw -8521628.070499 + Penalty 2213.926328 = -8519414.144171 nChanged 12 SP:Iteration 135Q (338.692835 sec): 3 clusters Score: Raw -8521628.496099 + Penalty 2213.926328 = -8519414.569771 nChanged 11 SP:Iteration 136Q (338.818943 sec): 3 clusters Score: Raw -8521628.821717 + Penalty 2213.926328 = -8519414.895389 nChanged 7 SP:Iteration 137Q (338.955156 sec): 3 clusters Score: Raw -8521629.068183 + Penalty 2213.926328 = -8519415.141855 nChanged 8 SP:Iteration 138Q (339.116657 sec): 3 clusters Score: Raw -8521629.470341 + Penalty 2213.926328 = -8519415.544013 nChanged 10 SP:Iteration 139Q (339.242933 sec): 3 clusters Score: Raw -8521630.001636 + Penalty 2213.926328 = -8519416.075309 nChanged 15 SP:Iteration 140F (339.400609 sec): 3 clusters Score: Raw -8521630.582650 + Penalty 2213.926328 = -8519416.656322 nChanged 14 SP:Iteration 141Q (339.526817 sec): 3 clusters Score: Raw -8521630.995727 + Penalty 2213.926328 = -8519417.069399 nChanged 8 SP:Iteration 142Q (339.653203 sec): 3 clusters Score: Raw -8521631.331277 + Penalty 2213.926328 = -8519417.404949 nChanged 10 SP:Iteration 143Q (339.779514 sec): 3 clusters Score: Raw -8521631.627537 + Penalty 2213.926328 = -8519417.701209 nChanged 5 SP:Iteration 144Q (339.905482 sec): 3 clusters Score: Raw -8521631.710332 + Penalty 2213.926328 = -8519417.784004 nChanged 4 SP:Iteration 145Q (340.031716 sec): 3 clusters Score: Raw -8521631.792383 + Penalty 2213.926328 = -8519417.866055 nChanged 2 SP:Iteration 146Q (340.158255 sec): 3 clusters Score: Raw -8521631.841802 + Penalty 2213.926328 = -8519417.915474 nChanged 1 SP:Iteration 147Q (340.284661 sec): 3 clusters Score: Raw -8521631.853869 + Penalty 2213.926328 = -8519417.927541 nChanged 2 SP:Iteration 148Q (340.410588 sec): 3 clusters Score: Raw -8521631.906196 + Penalty 2213.926328 = -8519417.979868 nChanged 5 SP:Iteration 149Q (340.537077 sec): 3 clusters Score: Raw -8521632.000251 + Penalty 2213.926328 = -8519418.073923 nChanged 5 SP:Iteration 150Q (340.663808 sec): 3 clusters Score: Raw -8521632.236902 + Penalty 2213.926328 = -8519418.310575 nChanged 7 SP:Iteration 151Q (340.790179 sec): 3 clusters Score: Raw -8521632.495832 + Penalty 2213.926328 = -8519418.569504 nChanged 6 SP:Iteration 152Q (340.916251 sec): 3 clusters Score: Raw -8521632.761580 + Penalty 2213.926328 = -8519418.835252 nChanged 4 SP:Iteration 153Q (341.042789 sec): 3 clusters Score: Raw -8521632.927244 + Penalty 2213.926328 = -8519419.000916 nChanged 5 SP:Iteration 154Q (341.169027 sec): 3 clusters Score: Raw -8521633.093435 + Penalty 2213.926328 = -8519419.167107 nChanged 3 SP:Iteration 155Q (341.295354 sec): 3 clusters Score: Raw -8521633.191415 + Penalty 2213.926328 = -8519419.265088 nChanged 4 SP:Iteration 156Q (341.421517 sec): 3 clusters Score: Raw -8521633.320997 + Penalty 2213.926328 = -8519419.394669 nChanged 4 SP:Iteration 157Q (341.547836 sec): 3 clusters Score: Raw -8521633.375920 + Penalty 2213.926328 = -8519419.449592 nChanged 2 SP:Iteration 158Q (341.674201 sec): 3 clusters Score: Raw -8521633.410000 + Penalty 2213.926328 = -8519419.483672 nChanged 3 SP:Iteration 159Q (341.800554 sec): 3 clusters Score: Raw -8521633.458147 + Penalty 2213.926328 = -8519419.531820 nChanged 4 SP:Iteration 160F (341.942583 sec): 3 clusters Score: Raw -8521633.539218 + Penalty 2213.926328 = -8519419.612891 nChanged 3 SP:Iteration 161Q (342.068931 sec): 3 clusters Score: Raw -8521633.599731 + Penalty 2213.926328 = -8519419.673404 nChanged 1 SP:Iteration 162Q (342.195157 sec): 3 clusters Score: Raw -8521633.603964 + Penalty 2213.926328 = -8519419.677636 nChanged 1 SP:Iteration 163Q (342.320397 sec): 3 clusters Score: Raw -8521633.608175 + Penalty 2213.926328 = -8519419.681847 nChanged 1 SP:Iteration 164Q (342.446509 sec): 3 clusters Score: Raw -8521633.626990 + Penalty 2213.926328 = -8519419.700662 nChanged 1 SP:Iteration 165Q (342.572734 sec): 3 clusters Score: Raw -8521633.640089 + Penalty 2213.926328 = -8519419.713761 nChanged 1 SP:Iteration 166Q (342.698903 sec): 3 clusters Score: Raw -8521633.651888 + Penalty 2213.926328 = -8519419.725561 nChanged 0 SP:Iteration 167F (342.840905 sec): 3 clusters Score: Raw -8521633.651888 + Penalty 2213.926328 = -8519419.725561 nChanged 0 Score: Raw -25387676.536329 + Penalty 25505.718631 = -25362170.817698 Splitting cluster 20 changes total score from -25358470.203607 to -25362170.817698 So it's getting split into cluster 21. Iteration 99Q (348.299334 sec): 22 clusters Score: Raw -25388373.351201 + Penalty 25505.718631 = -25362867.632570 nChanged 3047 Iteration 100F (351.985805 sec): 22 clusters Score: Raw -25389830.341428 + Penalty 25505.718631 = -25364324.622798 nChanged 2575 Iteration 101Q (354.121161 sec): 22 clusters Score: Raw -25390659.551752 + Penalty 25505.718631 = -25365153.833121 nChanged 1839 Iteration 102Q (356.078071 sec): 22 clusters Score: Raw -25391022.372569 + Penalty 25505.718631 = -25365516.653938 nChanged 1546 Iteration 103Q (358.022073 sec): 22 clusters Score: Raw -25391239.250000 + Penalty 25505.718631 = -25365733.531369 nChanged 1406 Iteration 104Q (359.973618 sec): 22 clusters Score: Raw -25391400.464753 + Penalty 25505.718631 = -25365894.746122 nChanged 1209 Iteration 105Q (361.929197 sec): 22 clusters Score: Raw -25391523.299780 + Penalty 25505.718631 = -25366017.581149 nChanged 1066 Iteration 106Q (363.874115 sec): 22 clusters Score: Raw -25391618.727601 + Penalty 25505.718631 = -25366113.008970 nChanged 988 Iteration 107Q (365.823897 sec): 22 clusters Score: Raw -25391699.218064 + Penalty 25505.718631 = -25366193.499434 nChanged 943 Iteration 108Q (367.768744 sec): 22 clusters Score: Raw -25391772.134472 + Penalty 25505.718631 = -25366266.415841 nChanged 912 Iteration 109Q (370.035115 sec): 22 clusters Score: Raw -25391841.058964 + Penalty 25505.718631 = -25366335.340334 nChanged 817 Iteration 110Q (372.252871 sec): 22 clusters Score: Raw -25391897.710383 + Penalty 25505.718631 = -25366391.991752 nChanged 728 Iteration 111Q (374.379056 sec): 22 clusters Score: Raw -25391946.502203 + Penalty 25505.718631 = -25366440.783572 nChanged 709 Iteration 112Q (376.546982 sec): 22 clusters Score: Raw -25391990.261166 + Penalty 25505.718631 = -25366484.542536 nChanged 631 Iteration 113Q (378.684021 sec): 22 clusters Score: Raw -25392024.840743 + Penalty 25505.718631 = -25366519.122113 nChanged 624 Iteration 114Q (381.047088 sec): 22 clusters Score: Raw -25392055.142872 + Penalty 25505.718631 = -25366549.424241 nChanged 574 Iteration 115Q (383.017779 sec): 22 clusters Score: Raw -25392082.680194 + Penalty 25505.718631 = -25366576.961563 nChanged 557 Iteration 116Q (384.964454 sec): 22 clusters Score: Raw -25392111.723794 + Penalty 25505.718631 = -25366606.005163 nChanged 548 Iteration 117Q (387.300866 sec): 22 clusters Score: Raw -25392138.618690 + Penalty 25505.718631 = -25366632.900059 nChanged 536 Iteration 118Q (389.481394 sec): 22 clusters Score: Raw -25392163.526570 + Penalty 25505.718631 = -25366657.807939 nChanged 544 Iteration 119Q (391.636175 sec): 22 clusters Score: Raw -25392189.367869 + Penalty 25505.718631 = -25366683.649239 nChanged 542 Iteration 120F (395.372103 sec): 22 clusters Score: Raw -25392214.568575 + Penalty 25505.718631 = -25366708.849944 nChanged 514 Iteration 121Q (397.486451 sec): 22 clusters Score: Raw -25392237.919380 + Penalty 25505.718631 = -25366732.200749 nChanged 502 Iteration 122Q (399.636267 sec): 22 clusters Score: Raw -25392259.640152 + Penalty 25505.718631 = -25366753.921522 nChanged 468 Iteration 123Q (401.802199 sec): 22 clusters Score: Raw -25392279.386646 + Penalty 25505.718631 = -25366773.668016 nChanged 455 Iteration 124Q (404.197152 sec): 22 clusters Score: Raw -25392299.131217 + Penalty 25505.718631 = -25366793.412586 nChanged 443 Iteration 125Q (406.412693 sec): 22 clusters Score: Raw -25392316.708802 + Penalty 25505.718631 = -25366810.990172 nChanged 419 Iteration 126Q (408.637805 sec): 22 clusters Score: Raw -25392334.316211 + Penalty 25505.718631 = -25366828.597580 nChanged 428 Iteration 127Q (411.083291 sec): 22 clusters Score: Raw -25392351.483893 + Penalty 25505.718631 = -25366845.765263 nChanged 365 Iteration 128Q (413.300015 sec): 22 clusters Score: Raw -25392365.092965 + Penalty 25505.718631 = -25366859.374334 nChanged 364 Iteration 129Q (415.533311 sec): 22 clusters Score: Raw -25392377.776071 + Penalty 25505.718631 = -25366872.057440 nChanged 327 Iteration 130Q (417.899733 sec): 22 clusters Score: Raw -25392391.083264 + Penalty 25505.718631 = -25366885.364633 nChanged 345 Iteration 131Q (420.171957 sec): 22 clusters Score: Raw -25392403.860571 + Penalty 25505.718631 = -25366898.141940 nChanged 332 Iteration 132Q (422.391436 sec): 22 clusters Score: Raw -25392415.457578 + Penalty 25505.718631 = -25366909.738947 nChanged 338 Iteration 133Q (424.748819 sec): 22 clusters Score: Raw -25392426.855752 + Penalty 25505.718631 = -25366921.137121 nChanged 284 Iteration 134Q (427.042948 sec): 22 clusters Score: Raw -25392435.853802 + Penalty 25505.718631 = -25366930.135171 nChanged 282 Iteration 135Q (429.228660 sec): 22 clusters Score: Raw -25392445.150946 + Penalty 25505.718631 = -25366939.432315 nChanged 257 Iteration 136Q (431.488625 sec): 22 clusters Score: Raw -25392455.363632 + Penalty 25505.718631 = -25366949.645001 nChanged 237 Iteration 137Q (433.934939 sec): 22 clusters Score: Raw -25392463.997382 + Penalty 25505.718631 = -25366958.278752 nChanged 258 Iteration 138Q (436.132556 sec): 22 clusters Score: Raw -25392473.709900 + Penalty 25505.718631 = -25366967.991269 nChanged 271 Writing temp clu file Because OldScore, -25366958.278752, is greater than current (better) Score,-25366967.991269 Compute initial score before splitting: Score: Raw -25392473.709900 + Penalty 25505.718631 = -25366967.991269 Trying to split cluster 1 (26946 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (436.297969 sec): 2 clusters Score: Raw -2047163.098496 + Penalty 969.151064 = -2046193.947432 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (436.366964 sec): 3 clusters Score: Raw -2030086.629205 + Penalty 1938.302127 = -2028148.327078 nChanged 12702 SP:Iteration 1F (436.444980 sec): 3 clusters Score: Raw -2037424.991893 + Penalty 1938.302127 = -2035486.689766 nChanged 1439 SP:Iteration 2F (436.517180 sec): 3 clusters Score: Raw -2038050.708418 + Penalty 1938.302127 = -2036112.406291 nChanged 1605 SP:Iteration 3F (436.599079 sec): 3 clusters Score: Raw -2038964.095106 + Penalty 1938.302127 = -2037025.792979 nChanged 1844 SP:Iteration 4F (436.678671 sec): 3 clusters Score: Raw -2040346.489065 + Penalty 1938.302127 = -2038408.186937 nChanged 2014 SP:Iteration 5F (436.756832 sec): 3 clusters Score: Raw -2042169.675145 + Penalty 1938.302127 = -2040231.373018 nChanged 1898 SP:Iteration 6F (436.840060 sec): 3 clusters Score: Raw -2044009.883876 + Penalty 1938.302127 = -2042071.581749 nChanged 1455 SP:Iteration 7F (436.917331 sec): 3 clusters Score: Raw -2045418.657088 + Penalty 1938.302127 = -2043480.354961 nChanged 925 SP:Iteration 8Q (436.998822 sec): 3 clusters Score: Raw -2046254.727836 + Penalty 1938.302127 = -2044316.425709 nChanged 535 SP:Iteration 9Q (437.079514 sec): 3 clusters Score: Raw -2046696.101732 + Penalty 1938.302127 = -2044757.799605 nChanged 301 SP:Iteration 10Q (437.157845 sec): 3 clusters Score: Raw -2046917.321088 + Penalty 1938.302127 = -2044979.018961 nChanged 187 SP:Iteration 11Q (437.233976 sec): 3 clusters Score: Raw -2047040.643302 + Penalty 1938.302127 = -2045102.341175 nChanged 127 SP:Iteration 12Q (437.310095 sec): 3 clusters Score: Raw -2047118.453802 + Penalty 1938.302127 = -2045180.151675 nChanged 98 SP:Iteration 13Q (437.364521 sec): 3 clusters Score: Raw -2047172.453675 + Penalty 1938.302127 = -2045234.151548 nChanged 72 SP:Iteration 14Q (437.443040 sec): 3 clusters Score: Raw -2047217.423514 + Penalty 1938.302127 = -2045279.121387 nChanged 61 SP:Iteration 15Q (437.521548 sec): 3 clusters Score: Raw -2047260.847411 + Penalty 1938.302127 = -2045322.545284 nChanged 47 SP:Iteration 16Q (437.603983 sec): 3 clusters Score: Raw -2047291.120157 + Penalty 1938.302127 = -2045352.818030 nChanged 41 SP:Iteration 17Q (437.681206 sec): 3 clusters Score: Raw -2047317.630621 + Penalty 1938.302127 = -2045379.328494 nChanged 34 SP:Iteration 18Q (437.716558 sec): 3 clusters Score: Raw -2047342.763642 + Penalty 1938.302127 = -2045404.461515 nChanged 31 SP:Iteration 19Q (437.766295 sec): 3 clusters Score: Raw -2047361.029672 + Penalty 1938.302127 = -2045422.727545 nChanged 30 SP:Iteration 20F (437.822375 sec): 3 clusters Score: Raw -2047379.118517 + Penalty 1938.302127 = -2045440.816390 nChanged 28 SP:Iteration 21Q (437.876343 sec): 3 clusters Score: Raw -2047394.381041 + Penalty 1938.302127 = -2045456.078914 nChanged 25 SP:Iteration 22Q (437.927757 sec): 3 clusters Score: Raw -2047409.616486 + Penalty 1938.302127 = -2045471.314359 nChanged 21 SP:Iteration 23Q (437.985074 sec): 3 clusters Score: Raw -2047422.383357 + Penalty 1938.302127 = -2045484.081230 nChanged 19 SP:Iteration 24Q (438.062064 sec): 3 clusters Score: Raw -2047431.090387 + Penalty 1938.302127 = -2045492.788260 nChanged 15 SP:Iteration 25Q (438.139114 sec): 3 clusters Score: Raw -2047439.395925 + Penalty 1938.302127 = -2045501.093797 nChanged 9 SP:Iteration 26Q (438.215835 sec): 3 clusters Score: Raw -2047445.405797 + Penalty 1938.302127 = -2045507.103669 nChanged 11 SP:Iteration 27Q (438.290184 sec): 3 clusters Score: Raw -2047452.853253 + Penalty 1938.302127 = -2045514.551126 nChanged 13 SP:Iteration 28Q (438.356122 sec): 3 clusters Score: Raw -2047458.521008 + Penalty 1938.302127 = -2045520.218881 nChanged 12 SP:Iteration 29Q (438.391706 sec): 3 clusters Score: Raw -2047463.825867 + Penalty 1938.302127 = -2045525.523739 nChanged 12 SP:Iteration 30Q (438.468127 sec): 3 clusters Score: Raw -2047471.576754 + Penalty 1938.302127 = -2045533.274627 nChanged 7 SP:Iteration 31Q (438.543515 sec): 3 clusters Score: Raw -2047475.105858 + Penalty 1938.302127 = -2045536.803731 nChanged 9 SP:Iteration 32Q (438.609864 sec): 3 clusters Score: Raw -2047481.100186 + Penalty 1938.302127 = -2045542.798059 nChanged 13 SP:Iteration 33Q (438.674108 sec): 3 clusters Score: Raw -2047489.939766 + Penalty 1938.302127 = -2045551.637639 nChanged 12 SP:Iteration 34Q (438.748098 sec): 3 clusters Score: Raw -2047497.899100 + Penalty 1938.302127 = -2045559.596973 nChanged 13 SP:Iteration 35Q (438.812663 sec): 3 clusters Score: Raw -2047508.176988 + Penalty 1938.302127 = -2045569.874861 nChanged 8 SP:Iteration 36Q (438.891223 sec): 3 clusters Score: Raw -2047512.265287 + Penalty 1938.302127 = -2045573.963160 nChanged 9 SP:Iteration 37Q (438.964113 sec): 3 clusters Score: Raw -2047514.777256 + Penalty 1938.302127 = -2045576.475129 nChanged 7 SP:Iteration 38Q (439.045100 sec): 3 clusters Score: Raw -2047518.542674 + Penalty 1938.302127 = -2045580.240547 nChanged 11 SP:Iteration 39Q (439.109942 sec): 3 clusters Score: Raw -2047525.848520 + Penalty 1938.302127 = -2045587.546393 nChanged 16 SP:Iteration 40F (439.153499 sec): 3 clusters Score: Raw -2047532.223611 + Penalty 1938.302127 = -2045593.921484 nChanged 13 SP:Iteration 41Q (439.239067 sec): 3 clusters Score: Raw -2047538.742033 + Penalty 1938.302127 = -2045600.439906 nChanged 11 SP:Iteration 42Q (439.278178 sec): 3 clusters Score: Raw -2047543.758253 + Penalty 1938.302127 = -2045605.456126 nChanged 6 SP:Iteration 43Q (439.314152 sec): 3 clusters Score: Raw -2047546.677836 + Penalty 1938.302127 = -2045608.375709 nChanged 6 SP:Iteration 44Q (439.349692 sec): 3 clusters Score: Raw -2047549.661950 + Penalty 1938.302127 = -2045611.359823 nChanged 6 SP:Iteration 45Q (439.385398 sec): 3 clusters Score: Raw -2047551.175226 + Penalty 1938.302127 = -2045612.873099 nChanged 2 SP:Iteration 46Q (439.420924 sec): 3 clusters Score: Raw -2047552.043535 + Penalty 1938.302127 = -2045613.741408 nChanged 3 SP:Iteration 47Q (439.456681 sec): 3 clusters Score: Raw -2047553.099690 + Penalty 1938.302127 = -2045614.797563 nChanged 1 SP:Iteration 48Q (439.492543 sec): 3 clusters Score: Raw -2047554.462016 + Penalty 1938.302127 = -2045616.159889 nChanged 1 SP:Iteration 49Q (439.528147 sec): 3 clusters Score: Raw -2047557.367454 + Penalty 1938.302127 = -2045619.065327 nChanged 5 SP:Iteration 50Q (439.564976 sec): 3 clusters Score: Raw -2047559.970134 + Penalty 1938.302127 = -2045621.668007 nChanged 2 SP:Iteration 51Q (439.600709 sec): 3 clusters Score: Raw -2047561.379663 + Penalty 1938.302127 = -2045623.077536 nChanged 5 SP:Iteration 52Q (439.636598 sec): 3 clusters Score: Raw -2047564.191109 + Penalty 1938.302127 = -2045625.888982 nChanged 6 SP:Iteration 53Q (439.672185 sec): 3 clusters Score: Raw -2047565.469066 + Penalty 1938.302127 = -2045627.166939 nChanged 3 SP:Iteration 54Q (439.707964 sec): 3 clusters Score: Raw -2047566.350172 + Penalty 1938.302127 = -2045628.048045 nChanged 2 SP:Iteration 55Q (439.743658 sec): 3 clusters Score: Raw -2047566.812342 + Penalty 1938.302127 = -2045628.510215 nChanged 1 SP:Iteration 56Q (439.779421 sec): 3 clusters Score: Raw -2047566.967104 + Penalty 1938.302127 = -2045628.664977 nChanged 1 SP:Iteration 57Q (439.815201 sec): 3 clusters Score: Raw -2047567.232428 + Penalty 1938.302127 = -2045628.930301 nChanged 3 SP:Iteration 58Q (439.856057 sec): 3 clusters Score: Raw -2047568.010892 + Penalty 1938.302127 = -2045629.708765 nChanged 2 SP:Iteration 59Q (439.897153 sec): 3 clusters Score: Raw -2047568.876944 + Penalty 1938.302127 = -2045630.574817 nChanged 1 SP:Iteration 60F (439.938876 sec): 3 clusters Score: Raw -2047569.285068 + Penalty 1938.302127 = -2045630.982941 nChanged 0 Trying to split cluster 2 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (439.951624 sec): 2 clusters Score: Raw -167740.897060 + Penalty 726.403604 = -167014.493457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (439.960223 sec): 3 clusters Score: Raw -166683.507164 + Penalty 1452.807207 = -165230.699957 nChanged 846 SP:Iteration 1F (439.968178 sec): 3 clusters Score: Raw -167277.128779 + Penalty 1452.807207 = -165824.321571 nChanged 199 SP:Iteration 2F (439.975950 sec): 3 clusters Score: Raw -167444.877454 + Penalty 1452.807207 = -165992.070247 nChanged 138 SP:Iteration 3F (439.983851 sec): 3 clusters Score: Raw -167561.418339 + Penalty 1452.807207 = -166108.611131 nChanged 116 SP:Iteration 4F (439.991828 sec): 3 clusters Score: Raw -167647.829701 + Penalty 1452.807207 = -166195.022494 nChanged 99 SP:Iteration 5Q (439.999731 sec): 3 clusters Score: Raw -167726.428358 + Penalty 1452.807207 = -166273.621151 nChanged 81 SP:Iteration 6Q (440.007568 sec): 3 clusters Score: Raw -167786.286014 + Penalty 1452.807207 = -166333.478807 nChanged 72 SP:Iteration 7Q (440.015418 sec): 3 clusters Score: Raw -167835.231118 + Penalty 1452.807207 = -166382.423911 nChanged 67 SP:Iteration 8Q (440.023162 sec): 3 clusters Score: Raw -167884.870090 + Penalty 1452.807207 = -166432.062883 nChanged 63 SP:Iteration 9Q (440.030982 sec): 3 clusters Score: Raw -167933.015894 + Penalty 1452.807207 = -166480.208687 nChanged 49 SP:Iteration 10Q (440.038683 sec): 3 clusters Score: Raw -167965.890910 + Penalty 1452.807207 = -166513.083702 nChanged 37 SP:Iteration 11Q (440.046443 sec): 3 clusters Score: Raw -167991.536949 + Penalty 1452.807207 = -166538.729742 nChanged 41 SP:Iteration 12Q (440.054189 sec): 3 clusters Score: Raw -168020.098844 + Penalty 1452.807207 = -166567.291636 nChanged 29 SP:Iteration 13Q (440.061980 sec): 3 clusters Score: Raw -168043.936956 + Penalty 1452.807207 = -166591.129749 nChanged 20 SP:Iteration 14Q (440.069680 sec): 3 clusters Score: Raw -168055.744178 + Penalty 1452.807207 = -166602.936971 nChanged 20 SP:Iteration 15Q (440.077366 sec): 3 clusters Score: Raw -168069.808999 + Penalty 1452.807207 = -166617.001792 nChanged 23 SP:Iteration 16Q (440.121472 sec): 3 clusters Score: Raw -168082.010184 + Penalty 1452.807207 = -166629.202977 nChanged 19 SP:Iteration 17Q (440.174813 sec): 3 clusters Score: Raw -168091.091351 + Penalty 1452.807207 = -166638.284144 nChanged 17 SP:Iteration 18Q (440.230667 sec): 3 clusters Score: Raw -168103.799160 + Penalty 1452.807207 = -166650.991952 nChanged 15 SP:Iteration 19Q (440.269997 sec): 3 clusters Score: Raw -168111.958614 + Penalty 1452.807207 = -166659.151407 nChanged 12 SP:Iteration 20F (440.320594 sec): 3 clusters Score: Raw -168123.486429 + Penalty 1452.807207 = -166670.679222 nChanged 15 SP:Iteration 21Q (440.363331 sec): 3 clusters Score: Raw -168135.183601 + Penalty 1452.807207 = -166682.376393 nChanged 12 SP:Iteration 22Q (440.413434 sec): 3 clusters Score: Raw -168141.415134 + Penalty 1452.807207 = -166688.607927 nChanged 10 SP:Iteration 23Q (440.463604 sec): 3 clusters Score: Raw -168145.722916 + Penalty 1452.807207 = -166692.915709 nChanged 5 SP:Iteration 24Q (440.505727 sec): 3 clusters Score: Raw -168146.974698 + Penalty 1452.807207 = -166694.167491 nChanged 5 SP:Iteration 25Q (440.552487 sec): 3 clusters Score: Raw -168148.985304 + Penalty 1452.807207 = -166696.178097 nChanged 4 SP:Iteration 26Q (440.597935 sec): 3 clusters Score: Raw -168150.154353 + Penalty 1452.807207 = -166697.347145 nChanged 3 SP:Iteration 27Q (440.640727 sec): 3 clusters Score: Raw -168151.396747 + Penalty 1452.807207 = -166698.589540 nChanged 1 SP:Iteration 28Q (440.681463 sec): 3 clusters Score: Raw -168151.509516 + Penalty 1452.807207 = -166698.702309 nChanged 0 SP:Iteration 29F (440.731940 sec): 3 clusters Score: Raw -168151.509516 + Penalty 1452.807207 = -166698.702309 nChanged 0 Trying to split cluster 3 (24127 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (440.779839 sec): 2 clusters Score: Raw -1724380.578640 + Penalty 958.653248 = -1723421.925392 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (440.858421 sec): 3 clusters Score: Raw -1709159.565245 + Penalty 1917.306497 = -1707242.258749 nChanged 11270 SP:Iteration 1F (440.923245 sec): 3 clusters Score: Raw -1715733.806232 + Penalty 1917.306497 = -1713816.499736 nChanged 1385 SP:Iteration 2F (440.992029 sec): 3 clusters Score: Raw -1716366.053127 + Penalty 1917.306497 = -1714448.746631 nChanged 1397 SP:Iteration 3F (441.060863 sec): 3 clusters Score: Raw -1717122.476317 + Penalty 1917.306497 = -1715205.169820 nChanged 1474 SP:Iteration 4F (441.143194 sec): 3 clusters Score: Raw -1718051.184451 + Penalty 1917.306497 = -1716133.877954 nChanged 1496 SP:Iteration 5F (441.211812 sec): 3 clusters Score: Raw -1719130.216657 + Penalty 1917.306497 = -1717212.910161 nChanged 1436 SP:Iteration 6F (441.287426 sec): 3 clusters Score: Raw -1720257.134611 + Penalty 1917.306497 = -1718339.828114 nChanged 1331 SP:Iteration 7F (441.363745 sec): 3 clusters Score: Raw -1721350.312816 + Penalty 1917.306497 = -1719433.006320 nChanged 1075 SP:Iteration 8Q (441.446778 sec): 3 clusters Score: Raw -1722225.011191 + Penalty 1917.306497 = -1720307.704694 nChanged 816 SP:Iteration 9Q (441.514761 sec): 3 clusters Score: Raw -1722808.534671 + Penalty 1917.306497 = -1720891.228174 nChanged 615 SP:Iteration 10Q (441.596442 sec): 3 clusters Score: Raw -1723233.550970 + Penalty 1917.306497 = -1721316.244474 nChanged 523 SP:Iteration 11Q (441.663027 sec): 3 clusters Score: Raw -1723576.034913 + Penalty 1917.306497 = -1721658.728416 nChanged 398 SP:Iteration 12Q (441.738514 sec): 3 clusters Score: Raw -1723833.122294 + Penalty 1917.306497 = -1721915.815797 nChanged 304 SP:Iteration 13Q (441.806175 sec): 3 clusters Score: Raw -1724013.163678 + Penalty 1917.306497 = -1722095.857181 nChanged 215 SP:Iteration 14Q (441.887901 sec): 3 clusters Score: Raw -1724136.915125 + Penalty 1917.306497 = -1722219.608628 nChanged 175 SP:Iteration 15Q (441.960786 sec): 3 clusters Score: Raw -1724231.578029 + Penalty 1917.306497 = -1722314.271532 nChanged 140 SP:Iteration 16Q (442.024744 sec): 3 clusters Score: Raw -1724308.448967 + Penalty 1917.306497 = -1722391.142470 nChanged 114 SP:Iteration 17Q (442.107473 sec): 3 clusters Score: Raw -1724363.019036 + Penalty 1917.306497 = -1722445.712539 nChanged 89 SP:Iteration 18Q (442.178215 sec): 3 clusters Score: Raw -1724397.774842 + Penalty 1917.306497 = -1722480.468345 nChanged 59 SP:Iteration 19Q (442.238670 sec): 3 clusters Score: Raw -1724419.229951 + Penalty 1917.306497 = -1722501.923455 nChanged 45 SP:Iteration 20F (442.318704 sec): 3 clusters Score: Raw -1724440.268014 + Penalty 1917.306497 = -1722522.961518 nChanged 33 SP:Iteration 21Q (442.393735 sec): 3 clusters Score: Raw -1724454.835854 + Penalty 1917.306497 = -1722537.529358 nChanged 28 SP:Iteration 22Q (442.468406 sec): 3 clusters Score: Raw -1724464.521192 + Penalty 1917.306497 = -1722547.214695 nChanged 25 SP:Iteration 23Q (442.539399 sec): 3 clusters Score: Raw -1724472.312246 + Penalty 1917.306497 = -1722555.005750 nChanged 28 SP:Iteration 24Q (442.608050 sec): 3 clusters Score: Raw -1724480.928731 + Penalty 1917.306497 = -1722563.622235 nChanged 22 SP:Iteration 25Q (442.674465 sec): 3 clusters Score: Raw -1724490.549338 + Penalty 1917.306497 = -1722573.242842 nChanged 29 SP:Iteration 26Q (442.749182 sec): 3 clusters Score: Raw -1724500.496840 + Penalty 1917.306497 = -1722583.190344 nChanged 26 SP:Iteration 27Q (442.827598 sec): 3 clusters Score: Raw -1724510.473104 + Penalty 1917.306497 = -1722593.166608 nChanged 28 SP:Iteration 28Q (442.895995 sec): 3 clusters Score: Raw -1724520.633394 + Penalty 1917.306497 = -1722603.326897 nChanged 10 SP:Iteration 29Q (442.955971 sec): 3 clusters Score: Raw -1724523.846637 + Penalty 1917.306497 = -1722606.540140 nChanged 11 SP:Iteration 30Q (443.025133 sec): 3 clusters Score: Raw -1724526.868832 + Penalty 1917.306497 = -1722609.562336 nChanged 10 SP:Iteration 31Q (443.091543 sec): 3 clusters Score: Raw -1724530.514561 + Penalty 1917.306497 = -1722613.208065 nChanged 12 SP:Iteration 32Q (443.170920 sec): 3 clusters Score: Raw -1724534.938857 + Penalty 1917.306497 = -1722617.632360 nChanged 14 SP:Iteration 33Q (443.239003 sec): 3 clusters Score: Raw -1724539.936342 + Penalty 1917.306497 = -1722622.629845 nChanged 10 SP:Iteration 34Q (443.308880 sec): 3 clusters Score: Raw -1724543.061581 + Penalty 1917.306497 = -1722625.755085 nChanged 10 SP:Iteration 35Q (443.368339 sec): 3 clusters Score: Raw -1724546.856061 + Penalty 1917.306497 = -1722629.549564 nChanged 12 SP:Iteration 36Q (443.446196 sec): 3 clusters Score: Raw -1724551.307919 + Penalty 1917.306497 = -1722634.001422 nChanged 7 SP:Iteration 37Q (443.523674 sec): 3 clusters Score: Raw -1724553.649196 + Penalty 1917.306497 = -1722636.342699 nChanged 7 SP:Iteration 38Q (443.580251 sec): 3 clusters Score: Raw -1724555.887750 + Penalty 1917.306497 = -1722638.581253 nChanged 11 SP:Iteration 39Q (443.647754 sec): 3 clusters Score: Raw -1724558.581917 + Penalty 1917.306497 = -1722641.275421 nChanged 10 SP:Iteration 40F (443.715518 sec): 3 clusters Score: Raw -1724563.860348 + Penalty 1917.306497 = -1722646.553852 nChanged 14 SP:Iteration 41Q (443.791416 sec): 3 clusters Score: Raw -1724575.600691 + Penalty 1917.306497 = -1722658.294195 nChanged 15 SP:Iteration 42Q (443.856573 sec): 3 clusters Score: Raw -1724585.846949 + Penalty 1917.306497 = -1722668.540452 nChanged 20 SP:Iteration 43Q (443.917394 sec): 3 clusters Score: Raw -1724599.042503 + Penalty 1917.306497 = -1722681.736006 nChanged 20 SP:Iteration 44Q (443.990232 sec): 3 clusters Score: Raw -1724608.658008 + Penalty 1917.306497 = -1722691.351511 nChanged 18 SP:Iteration 45Q (444.044962 sec): 3 clusters Score: Raw -1724616.206400 + Penalty 1917.306497 = -1722698.899904 nChanged 8 SP:Iteration 46Q (444.125501 sec): 3 clusters Score: Raw -1724621.281821 + Penalty 1917.306497 = -1722703.975324 nChanged 8 SP:Iteration 47Q (444.198423 sec): 3 clusters Score: Raw -1724623.983192 + Penalty 1917.306497 = -1722706.676695 nChanged 5 SP:Iteration 48Q (444.271000 sec): 3 clusters Score: Raw -1724626.041683 + Penalty 1917.306497 = -1722708.735187 nChanged 4 SP:Iteration 49Q (444.344273 sec): 3 clusters Score: Raw -1724627.498886 + Penalty 1917.306497 = -1722710.192389 nChanged 3 SP:Iteration 50Q (444.385739 sec): 3 clusters Score: Raw -1724628.518599 + Penalty 1917.306497 = -1722711.212103 nChanged 4 SP:Iteration 51Q (444.412388 sec): 3 clusters Score: Raw -1724629.225494 + Penalty 1917.306497 = -1722711.918998 nChanged 5 SP:Iteration 52Q (444.448177 sec): 3 clusters Score: Raw -1724631.046891 + Penalty 1917.306497 = -1722713.740394 nChanged 4 SP:Iteration 53Q (444.483901 sec): 3 clusters Score: Raw -1724631.963524 + Penalty 1917.306497 = -1722714.657027 nChanged 1 SP:Iteration 54Q (444.519759 sec): 3 clusters Score: Raw -1724632.266611 + Penalty 1917.306497 = -1722714.960115 nChanged 1 SP:Iteration 55Q (444.601543 sec): 3 clusters Score: Raw -1724632.417841 + Penalty 1917.306497 = -1722715.111344 nChanged 0 SP:Iteration 56F (444.670431 sec): 3 clusters Score: Raw -1724632.417841 + Penalty 1917.306497 = -1722715.111344 nChanged 0 Trying to split cluster 4 (16983 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (444.722336 sec): 2 clusters Score: Raw -1233099.758478 + Penalty 925.296972 = -1232174.461506 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (444.793148 sec): 3 clusters Score: Raw -1222656.212297 + Penalty 1850.593943 = -1220805.618353 nChanged 7894 SP:Iteration 1F (444.851805 sec): 3 clusters Score: Raw -1227277.743024 + Penalty 1850.593943 = -1225427.149081 nChanged 1195 SP:Iteration 2F (444.928518 sec): 3 clusters Score: Raw -1227958.127093 + Penalty 1850.593943 = -1226107.533150 nChanged 1278 SP:Iteration 3F (444.992691 sec): 3 clusters Score: Raw -1228759.467887 + Penalty 1850.593943 = -1226908.873944 nChanged 1247 SP:Iteration 4F (445.051319 sec): 3 clusters Score: Raw -1229596.627354 + Penalty 1850.593943 = -1227746.033411 nChanged 1107 SP:Iteration 5F (445.121069 sec): 3 clusters Score: Raw -1230298.855792 + Penalty 1850.593943 = -1228448.261848 nChanged 845 SP:Iteration 6Q (445.187456 sec): 3 clusters Score: Raw -1230859.304014 + Penalty 1850.593943 = -1229008.710071 nChanged 748 SP:Iteration 7Q (445.263209 sec): 3 clusters Score: Raw -1231370.608965 + Penalty 1850.593943 = -1229520.015021 nChanged 638 SP:Iteration 8Q (445.328467 sec): 3 clusters Score: Raw -1231828.011908 + Penalty 1850.593943 = -1229977.417964 nChanged 560 SP:Iteration 9Q (445.391520 sec): 3 clusters Score: Raw -1232219.248643 + Penalty 1850.593943 = -1230368.654700 nChanged 478 SP:Iteration 10Q (445.468972 sec): 3 clusters Score: Raw -1232586.256769 + Penalty 1850.593943 = -1230735.662825 nChanged 368 SP:Iteration 11Q (445.521035 sec): 3 clusters Score: Raw -1232870.285469 + Penalty 1850.593943 = -1231019.691526 nChanged 198 SP:Iteration 12Q (445.584700 sec): 3 clusters Score: Raw -1233007.102745 + Penalty 1850.593943 = -1231156.508802 nChanged 124 SP:Iteration 13Q (445.652026 sec): 3 clusters Score: Raw -1233091.965489 + Penalty 1850.593943 = -1231241.371545 nChanged 95 SP:Iteration 14Q (445.727560 sec): 3 clusters Score: Raw -1233152.897877 + Penalty 1850.593943 = -1231302.303933 nChanged 62 SP:Iteration 15Q (445.787291 sec): 3 clusters Score: Raw -1233186.367567 + Penalty 1850.593943 = -1231335.773624 nChanged 43 SP:Iteration 16Q (445.854335 sec): 3 clusters Score: Raw -1233208.870509 + Penalty 1850.593943 = -1231358.276565 nChanged 33 SP:Iteration 17Q (445.928959 sec): 3 clusters Score: Raw -1233225.240933 + Penalty 1850.593943 = -1231374.646990 nChanged 28 SP:Iteration 18Q (445.995505 sec): 3 clusters Score: Raw -1233238.276074 + Penalty 1850.593943 = -1231387.682130 nChanged 25 SP:Iteration 19Q (446.053405 sec): 3 clusters Score: Raw -1233249.437239 + Penalty 1850.593943 = -1231398.843296 nChanged 13 SP:Iteration 20F (446.122783 sec): 3 clusters Score: Raw -1233254.813336 + Penalty 1850.593943 = -1231404.219392 nChanged 13 SP:Iteration 21Q (446.180175 sec): 3 clusters Score: Raw -1233260.855286 + Penalty 1850.593943 = -1231410.261342 nChanged 14 SP:Iteration 22Q (446.246841 sec): 3 clusters Score: Raw -1233265.682470 + Penalty 1850.593943 = -1231415.088527 nChanged 8 SP:Iteration 23Q (446.322367 sec): 3 clusters Score: Raw -1233270.034876 + Penalty 1850.593943 = -1231419.440933 nChanged 10 SP:Iteration 24Q (446.380186 sec): 3 clusters Score: Raw -1233273.906325 + Penalty 1850.593943 = -1231423.312382 nChanged 7 SP:Iteration 25Q (446.445306 sec): 3 clusters Score: Raw -1233278.024326 + Penalty 1850.593943 = -1231427.430383 nChanged 8 SP:Iteration 26Q (446.509744 sec): 3 clusters Score: Raw -1233280.588705 + Penalty 1850.593943 = -1231429.994761 nChanged 6 SP:Iteration 27Q (446.573745 sec): 3 clusters Score: Raw -1233283.261931 + Penalty 1850.593943 = -1231432.667987 nChanged 4 SP:Iteration 28Q (446.633954 sec): 3 clusters Score: Raw -1233285.098862 + Penalty 1850.593943 = -1231434.504918 nChanged 5 SP:Iteration 29Q (446.707675 sec): 3 clusters Score: Raw -1233287.487565 + Penalty 1850.593943 = -1231436.893622 nChanged 8 SP:Iteration 30Q (446.774088 sec): 3 clusters Score: Raw -1233292.024101 + Penalty 1850.593943 = -1231441.430158 nChanged 8 SP:Iteration 31Q (446.828103 sec): 3 clusters Score: Raw -1233295.067620 + Penalty 1850.593943 = -1231444.473677 nChanged 6 SP:Iteration 32Q (446.890095 sec): 3 clusters Score: Raw -1233298.064395 + Penalty 1850.593943 = -1231447.470452 nChanged 6 SP:Iteration 33Q (446.955146 sec): 3 clusters Score: Raw -1233300.574896 + Penalty 1850.593943 = -1231449.980953 nChanged 6 SP:Iteration 34Q (447.019211 sec): 3 clusters Score: Raw -1233301.979753 + Penalty 1850.593943 = -1231451.385810 nChanged 2 SP:Iteration 35Q (447.082902 sec): 3 clusters Score: Raw -1233302.298107 + Penalty 1850.593943 = -1231451.704163 nChanged 0 SP:Iteration 36F (447.144088 sec): 3 clusters Score: Raw -1233302.298107 + Penalty 1850.593943 = -1231451.704163 nChanged 0 Trying to split cluster 5 (2142 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (447.158440 sec): 2 clusters Score: Raw -152115.445129 + Penalty 728.602049 = -151386.843080 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (447.209556 sec): 3 clusters Score: Raw -151025.851411 + Penalty 1457.204098 = -149568.647313 nChanged 847 SP:Iteration 1F (447.254538 sec): 3 clusters Score: Raw -151532.971335 + Penalty 1457.204098 = -150075.767237 nChanged 198 SP:Iteration 2F (447.298775 sec): 3 clusters Score: Raw -151668.443520 + Penalty 1457.204098 = -150211.239422 nChanged 129 SP:Iteration 3F (447.343055 sec): 3 clusters Score: Raw -151761.699214 + Penalty 1457.204098 = -150304.495117 nChanged 103 SP:Iteration 4Q (447.383374 sec): 3 clusters Score: Raw -151823.061205 + Penalty 1457.204098 = -150365.857108 nChanged 74 SP:Iteration 5Q (447.433370 sec): 3 clusters Score: Raw -151869.699367 + Penalty 1457.204098 = -150412.495270 nChanged 61 SP:Iteration 6Q (447.482928 sec): 3 clusters Score: Raw -151904.497533 + Penalty 1457.204098 = -150447.293435 nChanged 53 SP:Iteration 7Q (447.532129 sec): 3 clusters Score: Raw -151944.376422 + Penalty 1457.204098 = -150487.172324 nChanged 64 SP:Iteration 8Q (447.551799 sec): 3 clusters Score: Raw -151985.725807 + Penalty 1457.204098 = -150528.521709 nChanged 62 SP:Iteration 9Q (447.560175 sec): 3 clusters Score: Raw -152026.971398 + Penalty 1457.204098 = -150569.767301 nChanged 61 SP:Iteration 10Q (447.568140 sec): 3 clusters Score: Raw -152065.851966 + Penalty 1457.204098 = -150608.647868 nChanged 53 SP:Iteration 11Q (447.576077 sec): 3 clusters Score: Raw -152100.892520 + Penalty 1457.204098 = -150643.688422 nChanged 53 SP:Iteration 12Q (447.584093 sec): 3 clusters Score: Raw -152148.450885 + Penalty 1457.204098 = -150691.246788 nChanged 73 SP:Iteration 13Q (447.591978 sec): 3 clusters Score: Raw -152210.796288 + Penalty 1457.204098 = -150753.592190 nChanged 68 SP:Iteration 14Q (447.599816 sec): 3 clusters Score: Raw -152277.377286 + Penalty 1457.204098 = -150820.173189 nChanged 72 SP:Iteration 15Q (447.607693 sec): 3 clusters Score: Raw -152360.201748 + Penalty 1457.204098 = -150902.997651 nChanged 68 SP:Iteration 16Q (447.615512 sec): 3 clusters Score: Raw -152488.740139 + Penalty 1457.204098 = -151031.536042 nChanged 90 SP:Iteration 17Q (447.623256 sec): 3 clusters Score: Raw -152705.346961 + Penalty 1457.204098 = -151248.142864 nChanged 74 SP:Iteration 18Q (447.630926 sec): 3 clusters Score: Raw -152903.825367 + Penalty 1457.204098 = -151446.621270 nChanged 51 SP:Iteration 19Q (447.638698 sec): 3 clusters Score: Raw -153008.200695 + Penalty 1457.204098 = -151550.996597 nChanged 31 SP:Iteration 20F (447.646620 sec): 3 clusters Score: Raw -153085.318735 + Penalty 1457.204098 = -151628.114637 nChanged 23 SP:Iteration 21Q (447.654042 sec): 3 clusters Score: Raw -153133.981619 + Penalty 1457.204098 = -151676.777521 nChanged 13 SP:Iteration 22Q (447.661353 sec): 3 clusters Score: Raw -153149.147996 + Penalty 1457.204098 = -151691.943899 nChanged 4 SP:Iteration 23Q (447.668699 sec): 3 clusters Score: Raw -153151.526933 + Penalty 1457.204098 = -151694.322835 nChanged 1 SP:Iteration 24Q (447.675952 sec): 3 clusters Score: Raw -153151.865274 + Penalty 1457.204098 = -151694.661177 nChanged 0 SP:Iteration 25F (447.683837 sec): 3 clusters Score: Raw -153151.865274 + Penalty 1457.204098 = -151694.661177 nChanged 0 Score: Raw -25393516.764116 + Penalty 26720.276661 = -25366796.487455 Splitting cluster 5 changes total score from -25366967.991269 to -25366796.487455 So it's not getting split. Trying to split cluster 6 (470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (451.593814 sec): 2 clusters Score: Raw -27035.627563 + Penalty 584.509606 = -26451.117957 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (451.635351 sec): 3 clusters Score: Raw -27004.216389 + Penalty 1169.019212 = -25835.197177 nChanged 146 SP:Iteration 1F (451.684451 sec): 3 clusters Score: Raw -27228.056268 + Penalty 1169.019212 = -26059.037056 nChanged 45 SP:Iteration 2F (451.733659 sec): 3 clusters Score: Raw -27353.436375 + Penalty 1169.019212 = -26184.417163 nChanged 46 SP:Iteration 3F (451.772177 sec): 3 clusters Score: Raw -27446.624494 + Penalty 1169.019212 = -26277.605282 nChanged 24 SP:Iteration 4F (451.813417 sec): 3 clusters Score: Raw -27502.058227 + Penalty 1169.019212 = -26333.039015 nChanged 17 SP:Iteration 5Q (451.861978 sec): 3 clusters Score: Raw -27534.291745 + Penalty 1169.019212 = -26365.272533 nChanged 8 SP:Iteration 6Q (451.911048 sec): 3 clusters Score: Raw -27548.952003 + Penalty 1169.019212 = -26379.932791 nChanged 8 SP:Iteration 7Q (451.960160 sec): 3 clusters Score: Raw -27559.288332 + Penalty 1169.019212 = -26390.269120 nChanged 4 SP:Iteration 8Q (451.991072 sec): 3 clusters Score: Raw -27569.003712 + Penalty 1169.019212 = -26399.984500 nChanged 5 SP:Iteration 9Q (452.041882 sec): 3 clusters Score: Raw -27589.344469 + Penalty 1169.019212 = -26420.325257 nChanged 5 SP:Iteration 10Q (452.089596 sec): 3 clusters Score: Raw -27599.173355 + Penalty 1169.019212 = -26430.154143 nChanged 0 SP:Iteration 11F (452.134817 sec): 3 clusters Score: Raw -27603.708602 + Penalty 1169.019212 = -26434.689390 nChanged 4 SP:Iteration 12Q (452.178316 sec): 3 clusters Score: Raw -27639.768061 + Penalty 1169.019212 = -26470.748849 nChanged 6 SP:Iteration 13Q (452.217659 sec): 3 clusters Score: Raw -27691.293753 + Penalty 1169.019212 = -26522.274541 nChanged 7 SP:Iteration 14Q (452.261901 sec): 3 clusters Score: Raw -27755.334807 + Penalty 1169.019212 = -26586.315595 nChanged 9 SP:Iteration 15Q (452.305831 sec): 3 clusters Score: Raw -27772.975158 + Penalty 1169.019212 = -26603.955946 nChanged 3 SP:Iteration 16Q (452.352424 sec): 3 clusters Score: Raw -27776.917920 + Penalty 1169.019212 = -26607.898708 nChanged 1 SP:Iteration 17Q (452.392595 sec): 3 clusters Score: Raw -27777.981242 + Penalty 1169.019212 = -26608.962030 nChanged 0 SP:Iteration 18F (452.441385 sec): 3 clusters Score: Raw -27777.981242 + Penalty 1169.019212 = -26608.962030 nChanged 0 Score: Raw -25393222.697649 + Penalty 26720.276661 = -25366502.420988 Splitting cluster 6 changes total score from -25366967.991269 to -25366502.420988 So it's not getting split. Trying to split cluster 7 (37922 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (456.665220 sec): 2 clusters Score: Raw -2846246.938830 + Penalty 1001.612236 = -2845245.326593 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (456.761283 sec): 3 clusters Score: Raw -2821847.883080 + Penalty 2003.224473 = -2819844.658607 nChanged 18126 SP:Iteration 1F (456.852186 sec): 3 clusters Score: Raw -2832489.695553 + Penalty 2003.224473 = -2830486.471081 nChanged 1957 SP:Iteration 2F (456.948211 sec): 3 clusters Score: Raw -2833392.583616 + Penalty 2003.224473 = -2831389.359144 nChanged 2293 SP:Iteration 3F (457.038036 sec): 3 clusters Score: Raw -2834735.723738 + Penalty 2003.224473 = -2832732.499265 nChanged 2646 SP:Iteration 4F (457.135949 sec): 3 clusters Score: Raw -2836644.693812 + Penalty 2003.224473 = -2834641.469339 nChanged 2947 SP:Iteration 5F (457.223844 sec): 3 clusters Score: Raw -2839190.259330 + Penalty 2003.224473 = -2837187.034858 nChanged 2757 SP:Iteration 6F (457.310482 sec): 3 clusters Score: Raw -2841731.313621 + Penalty 2003.224473 = -2839728.089149 nChanged 2094 SP:Iteration 7F (457.400303 sec): 3 clusters Score: Raw -2843695.149728 + Penalty 2003.224473 = -2841691.925256 nChanged 1412 SP:Iteration 8Q (457.495801 sec): 3 clusters Score: Raw -2845013.592582 + Penalty 2003.224473 = -2843010.368110 nChanged 851 SP:Iteration 9Q (457.576812 sec): 3 clusters Score: Raw -2845784.425996 + Penalty 2003.224473 = -2843781.201523 nChanged 506 SP:Iteration 10Q (457.662449 sec): 3 clusters Score: Raw -2846207.501693 + Penalty 2003.224473 = -2844204.277221 nChanged 316 SP:Iteration 11Q (457.754800 sec): 3 clusters Score: Raw -2846425.671692 + Penalty 2003.224473 = -2844422.447219 nChanged 205 SP:Iteration 12Q (457.828975 sec): 3 clusters Score: Raw -2846558.186874 + Penalty 2003.224473 = -2844554.962401 nChanged 167 SP:Iteration 13Q (457.924541 sec): 3 clusters Score: Raw -2846640.151104 + Penalty 2003.224473 = -2844636.926631 nChanged 117 SP:Iteration 14Q (458.012242 sec): 3 clusters Score: Raw -2846676.546368 + Penalty 2003.224473 = -2844673.321895 nChanged 81 SP:Iteration 15Q (458.088710 sec): 3 clusters Score: Raw -2846700.888655 + Penalty 2003.224473 = -2844697.664182 nChanged 58 SP:Iteration 16Q (458.165361 sec): 3 clusters Score: Raw -2846718.432883 + Penalty 2003.224473 = -2844715.208411 nChanged 42 SP:Iteration 17Q (458.245268 sec): 3 clusters Score: Raw -2846730.268590 + Penalty 2003.224473 = -2844727.044118 nChanged 36 SP:Iteration 18Q (458.322456 sec): 3 clusters Score: Raw -2846739.719358 + Penalty 2003.224473 = -2844736.494886 nChanged 31 SP:Iteration 19Q (458.400878 sec): 3 clusters Score: Raw -2846749.070743 + Penalty 2003.224473 = -2844745.846271 nChanged 31 SP:Iteration 20F (458.493030 sec): 3 clusters Score: Raw -2846755.905577 + Penalty 2003.224473 = -2844752.681105 nChanged 16 SP:Iteration 21Q (458.570589 sec): 3 clusters Score: Raw -2846759.118866 + Penalty 2003.224473 = -2844755.894394 nChanged 9 SP:Iteration 22Q (458.648865 sec): 3 clusters Score: Raw -2846760.566021 + Penalty 2003.224473 = -2844757.341548 nChanged 11 SP:Iteration 23Q (458.728960 sec): 3 clusters Score: Raw -2846762.370494 + Penalty 2003.224473 = -2844759.146021 nChanged 8 SP:Iteration 24Q (458.804792 sec): 3 clusters Score: Raw -2846764.023850 + Penalty 2003.224473 = -2844760.799377 nChanged 7 SP:Iteration 25Q (458.890816 sec): 3 clusters Score: Raw -2846764.792218 + Penalty 2003.224473 = -2844761.567745 nChanged 6 SP:Iteration 26Q (458.960239 sec): 3 clusters Score: Raw -2846765.935651 + Penalty 2003.224473 = -2844762.711178 nChanged 7 SP:Iteration 27Q (459.045936 sec): 3 clusters Score: Raw -2846767.417266 + Penalty 2003.224473 = -2844764.192793 nChanged 7 SP:Iteration 28Q (459.115896 sec): 3 clusters Score: Raw -2846769.247360 + Penalty 2003.224473 = -2844766.022888 nChanged 8 SP:Iteration 29Q (459.204651 sec): 3 clusters Score: Raw -2846771.099461 + Penalty 2003.224473 = -2844767.874989 nChanged 8 SP:Iteration 30Q (459.279847 sec): 3 clusters Score: Raw -2846772.451958 + Penalty 2003.224473 = -2844769.227485 nChanged 7 SP:Iteration 31Q (459.371478 sec): 3 clusters Score: Raw -2846773.506399 + Penalty 2003.224473 = -2844770.281926 nChanged 11 SP:Iteration 32Q (459.461127 sec): 3 clusters Score: Raw -2846775.064124 + Penalty 2003.224473 = -2844771.839651 nChanged 4 SP:Iteration 33Q (459.551212 sec): 3 clusters Score: Raw -2846775.973419 + Penalty 2003.224473 = -2844772.748947 nChanged 2 SP:Iteration 34Q (459.635436 sec): 3 clusters Score: Raw -2846776.305154 + Penalty 2003.224473 = -2844773.080681 nChanged 2 SP:Iteration 35Q (459.729459 sec): 3 clusters Score: Raw -2846776.621427 + Penalty 2003.224473 = -2844773.396954 nChanged 2 SP:Iteration 36Q (459.819445 sec): 3 clusters Score: Raw -2846777.225486 + Penalty 2003.224473 = -2844774.001013 nChanged 6 SP:Iteration 37Q (459.909313 sec): 3 clusters Score: Raw -2846778.763153 + Penalty 2003.224473 = -2844775.538680 nChanged 10 SP:Iteration 38Q (459.998281 sec): 3 clusters Score: Raw -2846780.853114 + Penalty 2003.224473 = -2844777.628641 nChanged 4 SP:Iteration 39Q (460.077375 sec): 3 clusters Score: Raw -2846781.468871 + Penalty 2003.224473 = -2844778.244398 nChanged 5 SP:Iteration 40F (460.172077 sec): 3 clusters Score: Raw -2846782.056454 + Penalty 2003.224473 = -2844778.831981 nChanged 4 SP:Iteration 41Q (460.262546 sec): 3 clusters Score: Raw -2846782.733088 + Penalty 2003.224473 = -2844779.508615 nChanged 6 SP:Iteration 42Q (460.351468 sec): 3 clusters Score: Raw -2846783.446025 + Penalty 2003.224473 = -2844780.221552 nChanged 2 SP:Iteration 43Q (460.443492 sec): 3 clusters Score: Raw -2846783.765181 + Penalty 2003.224473 = -2844780.540708 nChanged 4 SP:Iteration 44Q (460.533423 sec): 3 clusters Score: Raw -2846784.260687 + Penalty 2003.224473 = -2844781.036215 nChanged 2 SP:Iteration 45Q (460.621784 sec): 3 clusters Score: Raw -2846784.452297 + Penalty 2003.224473 = -2844781.227825 nChanged 2 SP:Iteration 46Q (460.711176 sec): 3 clusters Score: Raw -2846784.766320 + Penalty 2003.224473 = -2844781.541848 nChanged 2 SP:Iteration 47Q (460.785771 sec): 3 clusters Score: Raw -2846784.976574 + Penalty 2003.224473 = -2844781.752101 nChanged 3 SP:Iteration 48Q (460.880101 sec): 3 clusters Score: Raw -2846785.364428 + Penalty 2003.224473 = -2844782.139956 nChanged 1 SP:Iteration 49Q (460.970184 sec): 3 clusters Score: Raw -2846785.521548 + Penalty 2003.224473 = -2844782.297076 nChanged 2 SP:Iteration 50Q (461.058983 sec): 3 clusters Score: Raw -2846785.688279 + Penalty 2003.224473 = -2844782.463807 nChanged 0 SP:Iteration 51F (461.154986 sec): 3 clusters Score: Raw -2846785.688279 + Penalty 2003.224473 = -2844782.463807 nChanged 0 Trying to split cluster 8 (2737 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (461.186029 sec): 2 clusters Score: Raw -196994.004011 + Penalty 751.888682 = -196242.115329 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (461.231616 sec): 3 clusters Score: Raw -195617.197239 + Penalty 1503.777365 = -194113.419874 nChanged 1084 SP:Iteration 1F (461.272289 sec): 3 clusters Score: Raw -196257.427173 + Penalty 1503.777365 = -194753.649808 nChanged 186 SP:Iteration 2F (461.323269 sec): 3 clusters Score: Raw -196356.673631 + Penalty 1503.777365 = -194852.896266 nChanged 145 SP:Iteration 3F (461.386998 sec): 3 clusters Score: Raw -196438.771309 + Penalty 1503.777365 = -194934.993944 nChanged 136 SP:Iteration 4Q (461.439867 sec): 3 clusters Score: Raw -196518.431042 + Penalty 1503.777365 = -195014.653677 nChanged 132 SP:Iteration 5Q (461.491885 sec): 3 clusters Score: Raw -196604.981222 + Penalty 1503.777365 = -195101.203857 nChanged 124 SP:Iteration 6Q (461.543348 sec): 3 clusters Score: Raw -196684.630130 + Penalty 1503.777365 = -195180.852765 nChanged 122 SP:Iteration 7Q (461.591620 sec): 3 clusters Score: Raw -196770.631303 + Penalty 1503.777365 = -195266.853938 nChanged 104 SP:Iteration 8Q (461.632439 sec): 3 clusters Score: Raw -196858.113397 + Penalty 1503.777365 = -195354.336033 nChanged 106 SP:Iteration 9Q (461.679524 sec): 3 clusters Score: Raw -196941.798460 + Penalty 1503.777365 = -195438.021095 nChanged 86 SP:Iteration 10Q (461.730195 sec): 3 clusters Score: Raw -197016.536865 + Penalty 1503.777365 = -195512.759500 nChanged 69 SP:Iteration 11Q (461.776020 sec): 3 clusters Score: Raw -197087.594119 + Penalty 1503.777365 = -195583.816754 nChanged 54 SP:Iteration 12Q (461.821823 sec): 3 clusters Score: Raw -197136.763737 + Penalty 1503.777365 = -195632.986373 nChanged 45 SP:Iteration 13Q (461.873442 sec): 3 clusters Score: Raw -197164.142856 + Penalty 1503.777365 = -195660.365491 nChanged 29 SP:Iteration 14Q (461.920749 sec): 3 clusters Score: Raw -197182.536394 + Penalty 1503.777365 = -195678.759029 nChanged 25 SP:Iteration 15Q (461.970746 sec): 3 clusters Score: Raw -197197.312655 + Penalty 1503.777365 = -195693.535290 nChanged 16 SP:Iteration 16Q (462.021655 sec): 3 clusters Score: Raw -197204.730812 + Penalty 1503.777365 = -195700.953447 nChanged 13 SP:Iteration 17Q (462.067576 sec): 3 clusters Score: Raw -197212.405784 + Penalty 1503.777365 = -195708.628419 nChanged 8 SP:Iteration 18Q (462.112555 sec): 3 clusters Score: Raw -197216.862829 + Penalty 1503.777365 = -195713.085464 nChanged 5 SP:Iteration 19Q (462.159044 sec): 3 clusters Score: Raw -197218.570885 + Penalty 1503.777365 = -195714.793520 nChanged 4 SP:Iteration 20F (462.201254 sec): 3 clusters Score: Raw -197221.516554 + Penalty 1503.777365 = -195717.739189 nChanged 5 SP:Iteration 21Q (462.252289 sec): 3 clusters Score: Raw -197222.627020 + Penalty 1503.777365 = -195718.849655 nChanged 3 SP:Iteration 22Q (462.301920 sec): 3 clusters Score: Raw -197224.305061 + Penalty 1503.777365 = -195720.527697 nChanged 2 SP:Iteration 23Q (462.352247 sec): 3 clusters Score: Raw -197225.185925 + Penalty 1503.777365 = -195721.408560 nChanged 2 SP:Iteration 24Q (462.395511 sec): 3 clusters Score: Raw -197226.353051 + Penalty 1503.777365 = -195722.575686 nChanged 3 SP:Iteration 25Q (462.448986 sec): 3 clusters Score: Raw -197227.544180 + Penalty 1503.777365 = -195723.766816 nChanged 2 SP:Iteration 26Q (462.498887 sec): 3 clusters Score: Raw -197228.355920 + Penalty 1503.777365 = -195724.578555 nChanged 2 SP:Iteration 27Q (462.538196 sec): 3 clusters Score: Raw -197228.830124 + Penalty 1503.777365 = -195725.052759 nChanged 2 SP:Iteration 28Q (462.584760 sec): 3 clusters Score: Raw -197230.319163 + Penalty 1503.777365 = -195726.541799 nChanged 3 SP:Iteration 29Q (462.637365 sec): 3 clusters Score: Raw -197231.457929 + Penalty 1503.777365 = -195727.680565 nChanged 1 SP:Iteration 30Q (462.682480 sec): 3 clusters Score: Raw -197231.585499 + Penalty 1503.777365 = -195727.808134 nChanged 1 SP:Iteration 31Q (462.714391 sec): 3 clusters Score: Raw -197231.677548 + Penalty 1503.777365 = -195727.900184 nChanged 0 SP:Iteration 32F (462.758765 sec): 3 clusters Score: Raw -197231.677548 + Penalty 1503.777365 = -195727.900184 nChanged 0 Trying to split cluster 9 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (462.789104 sec): 2 clusters Score: Raw -13851.466261 + Penalty 523.391892 = -13328.074369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (462.828138 sec): 3 clusters Score: Raw -13888.634454 + Penalty 1046.783784 = -12841.850670 nChanged 66 SP:Iteration 1F (462.871768 sec): 3 clusters Score: Raw -13984.417645 + Penalty 1046.783784 = -12937.633861 nChanged 9 SP:Iteration 2Q (462.923588 sec): 3 clusters Score: Raw -13995.861723 + Penalty 1046.783784 = -12949.077939 nChanged 5 SP:Iteration 3Q (462.966459 sec): 3 clusters Score: Raw -14010.245182 + Penalty 1046.783784 = -12963.461398 nChanged 8 SP:Iteration 4Q (462.998914 sec): 3 clusters Score: Raw -14035.108668 + Penalty 1046.783784 = -12988.324884 nChanged 6 SP:Iteration 5Q (463.048556 sec): 3 clusters Score: Raw -14074.215564 + Penalty 1046.783784 = -13027.431781 nChanged 7 SP:Iteration 6Q (463.093164 sec): 3 clusters Score: Raw -14091.258076 + Penalty 1046.783784 = -13044.474293 nChanged 5 SP:Iteration 7Q (463.124878 sec): 3 clusters Score: Raw -14108.375163 + Penalty 1046.783784 = -13061.591379 nChanged 3 SP:Iteration 8Q (463.171881 sec): 3 clusters Score: Raw -14133.956759 + Penalty 1046.783784 = -13087.172975 nChanged 3 SP:Iteration 9Q (463.220497 sec): 3 clusters Score: Raw -14142.699109 + Penalty 1046.783784 = -13095.915325 nChanged 3 SP:Iteration 10Q (463.252815 sec): 3 clusters Score: Raw -14148.688496 + Penalty 1046.783784 = -13101.904712 nChanged 0 SP:Iteration 11F (463.301626 sec): 3 clusters Score: Raw -14148.688496 + Penalty 1046.783784 = -13101.904712 nChanged 0 Trying to split cluster 10 (34836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (463.365542 sec): 2 clusters Score: Raw -2636615.147950 + Penalty 993.548628 = -2635621.599322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (463.451656 sec): 3 clusters Score: Raw -2614364.349449 + Penalty 1987.097257 = -2612377.252192 nChanged 16433 SP:Iteration 1F (463.542004 sec): 3 clusters Score: Raw -2624075.717509 + Penalty 1987.097257 = -2622088.620253 nChanged 1621 SP:Iteration 2Q (463.595531 sec): 3 clusters Score: Raw -2624757.422257 + Penalty 1987.097257 = -2622770.325000 nChanged 1786 SP:Iteration 3F (463.680202 sec): 3 clusters Score: Raw -2625621.806146 + Penalty 1987.097257 = -2623634.708889 nChanged 1982 SP:Iteration 4F (463.757601 sec): 3 clusters Score: Raw -2626726.237829 + Penalty 1987.097257 = -2624739.140572 nChanged 2251 SP:Iteration 5F (463.840210 sec): 3 clusters Score: Raw -2628307.940229 + Penalty 1987.097257 = -2626320.842972 nChanged 2450 SP:Iteration 6F (463.934517 sec): 3 clusters Score: Raw -2630475.422382 + Penalty 1987.097257 = -2628488.325125 nChanged 2225 SP:Iteration 7F (464.032355 sec): 3 clusters Score: Raw -2632559.213000 + Penalty 1987.097257 = -2630572.115743 nChanged 1792 SP:Iteration 8F (464.121752 sec): 3 clusters Score: Raw -2633976.891483 + Penalty 1987.097257 = -2631989.794227 nChanged 1209 SP:Iteration 9Q (464.222154 sec): 3 clusters Score: Raw -2634757.773968 + Penalty 1987.097257 = -2632770.676711 nChanged 855 SP:Iteration 10Q (464.313416 sec): 3 clusters Score: Raw -2635307.565729 + Penalty 1987.097257 = -2633320.468472 nChanged 657 SP:Iteration 11Q (464.393090 sec): 3 clusters Score: Raw -2635742.654974 + Penalty 1987.097257 = -2633755.557717 nChanged 564 SP:Iteration 12Q (464.484508 sec): 3 clusters Score: Raw -2636093.498386 + Penalty 1987.097257 = -2634106.401130 nChanged 493 SP:Iteration 13Q (464.574686 sec): 3 clusters Score: Raw -2636382.342368 + Penalty 1987.097257 = -2634395.245111 nChanged 401 SP:Iteration 14Q (464.662542 sec): 3 clusters Score: Raw -2636597.618919 + Penalty 1987.097257 = -2634610.521662 nChanged 343 SP:Iteration 15Q (464.753062 sec): 3 clusters Score: Raw -2636771.928567 + Penalty 1987.097257 = -2634784.831310 nChanged 331 SP:Iteration 16Q (464.837439 sec): 3 clusters Score: Raw -2636907.759601 + Penalty 1987.097257 = -2634920.662344 nChanged 247 SP:Iteration 17Q (464.919775 sec): 3 clusters Score: Raw -2636989.176790 + Penalty 1987.097257 = -2635002.079533 nChanged 199 SP:Iteration 18Q (465.008821 sec): 3 clusters Score: Raw -2637055.108633 + Penalty 1987.097257 = -2635068.011376 nChanged 182 SP:Iteration 19Q (465.091754 sec): 3 clusters Score: Raw -2637102.626243 + Penalty 1987.097257 = -2635115.528986 nChanged 147 SP:Iteration 20F (465.182660 sec): 3 clusters Score: Raw -2637131.093865 + Penalty 1987.097257 = -2635143.996609 nChanged 117 SP:Iteration 21Q (465.271540 sec): 3 clusters Score: Raw -2637152.040096 + Penalty 1987.097257 = -2635164.942839 nChanged 109 SP:Iteration 22Q (465.357543 sec): 3 clusters Score: Raw -2637171.881002 + Penalty 1987.097257 = -2635184.783746 nChanged 92 SP:Iteration 23Q (465.446359 sec): 3 clusters Score: Raw -2637189.524056 + Penalty 1987.097257 = -2635202.426800 nChanged 90 SP:Iteration 24Q (465.531758 sec): 3 clusters Score: Raw -2637207.149470 + Penalty 1987.097257 = -2635220.052213 nChanged 90 SP:Iteration 25Q (465.613277 sec): 3 clusters Score: Raw -2637224.679170 + Penalty 1987.097257 = -2635237.581914 nChanged 89 SP:Iteration 26Q (465.692286 sec): 3 clusters Score: Raw -2637243.771008 + Penalty 1987.097257 = -2635256.673752 nChanged 87 SP:Iteration 27Q (465.780827 sec): 3 clusters Score: Raw -2637259.425841 + Penalty 1987.097257 = -2635272.328584 nChanged 76 SP:Iteration 28Q (465.857064 sec): 3 clusters Score: Raw -2637274.978870 + Penalty 1987.097257 = -2635287.881613 nChanged 74 SP:Iteration 29Q (465.955440 sec): 3 clusters Score: Raw -2637286.932519 + Penalty 1987.097257 = -2635299.835262 nChanged 68 SP:Iteration 30Q (466.040675 sec): 3 clusters Score: Raw -2637297.563763 + Penalty 1987.097257 = -2635310.466506 nChanged 56 SP:Iteration 31Q (466.127916 sec): 3 clusters Score: Raw -2637304.637537 + Penalty 1987.097257 = -2635317.540280 nChanged 56 SP:Iteration 32Q (466.200558 sec): 3 clusters Score: Raw -2637311.641966 + Penalty 1987.097257 = -2635324.544710 nChanged 52 SP:Iteration 33Q (466.293157 sec): 3 clusters Score: Raw -2637319.134858 + Penalty 1987.097257 = -2635332.037601 nChanged 56 SP:Iteration 34Q (466.381747 sec): 3 clusters Score: Raw -2637326.352745 + Penalty 1987.097257 = -2635339.255488 nChanged 58 SP:Iteration 35Q (466.470333 sec): 3 clusters Score: Raw -2637334.595022 + Penalty 1987.097257 = -2635347.497766 nChanged 42 SP:Iteration 36Q (466.558957 sec): 3 clusters Score: Raw -2637339.222385 + Penalty 1987.097257 = -2635352.125129 nChanged 38 SP:Iteration 37Q (466.646663 sec): 3 clusters Score: Raw -2637343.127141 + Penalty 1987.097257 = -2635356.029885 nChanged 29 SP:Iteration 38Q (466.734541 sec): 3 clusters Score: Raw -2637346.398759 + Penalty 1987.097257 = -2635359.301502 nChanged 29 SP:Iteration 39Q (466.820484 sec): 3 clusters Score: Raw -2637349.436158 + Penalty 1987.097257 = -2635362.338901 nChanged 23 SP:Iteration 40F (466.913839 sec): 3 clusters Score: Raw -2637352.027839 + Penalty 1987.097257 = -2635364.930582 nChanged 19 SP:Iteration 41Q (467.001936 sec): 3 clusters Score: Raw -2637353.806239 + Penalty 1987.097257 = -2635366.708982 nChanged 21 SP:Iteration 42Q (467.077451 sec): 3 clusters Score: Raw -2637355.534486 + Penalty 1987.097257 = -2635368.437229 nChanged 16 SP:Iteration 43Q (467.161670 sec): 3 clusters Score: Raw -2637357.085504 + Penalty 1987.097257 = -2635369.988247 nChanged 15 SP:Iteration 44Q (467.248501 sec): 3 clusters Score: Raw -2637358.881809 + Penalty 1987.097257 = -2635371.784552 nChanged 14 SP:Iteration 45Q (467.327830 sec): 3 clusters Score: Raw -2637360.128988 + Penalty 1987.097257 = -2635373.031732 nChanged 16 SP:Iteration 46Q (467.415865 sec): 3 clusters Score: Raw -2637361.528210 + Penalty 1987.097257 = -2635374.430954 nChanged 14 SP:Iteration 47Q (467.503854 sec): 3 clusters Score: Raw -2637362.331101 + Penalty 1987.097257 = -2635375.233845 nChanged 9 SP:Iteration 48Q (467.572795 sec): 3 clusters Score: Raw -2637363.478318 + Penalty 1987.097257 = -2635376.381061 nChanged 18 SP:Iteration 49Q (467.668432 sec): 3 clusters Score: Raw -2637365.580860 + Penalty 1987.097257 = -2635378.483603 nChanged 16 SP:Iteration 50Q (467.756860 sec): 3 clusters Score: Raw -2637367.476307 + Penalty 1987.097257 = -2635380.379051 nChanged 11 SP:Iteration 51Q (467.841401 sec): 3 clusters Score: Raw -2637368.620823 + Penalty 1987.097257 = -2635381.523567 nChanged 13 SP:Iteration 52Q (467.911915 sec): 3 clusters Score: Raw -2637370.141965 + Penalty 1987.097257 = -2635383.044708 nChanged 10 SP:Iteration 53Q (467.999839 sec): 3 clusters Score: Raw -2637371.012860 + Penalty 1987.097257 = -2635383.915603 nChanged 11 SP:Iteration 54Q (468.075820 sec): 3 clusters Score: Raw -2637371.808756 + Penalty 1987.097257 = -2635384.711499 nChanged 7 SP:Iteration 55Q (468.163388 sec): 3 clusters Score: Raw -2637372.434469 + Penalty 1987.097257 = -2635385.337212 nChanged 12 SP:Iteration 56Q (468.244059 sec): 3 clusters Score: Raw -2637373.603436 + Penalty 1987.097257 = -2635386.506179 nChanged 8 SP:Iteration 57Q (468.332603 sec): 3 clusters Score: Raw -2637374.299375 + Penalty 1987.097257 = -2635387.202119 nChanged 12 SP:Iteration 58Q (468.396368 sec): 3 clusters Score: Raw -2637375.464684 + Penalty 1987.097257 = -2635388.367428 nChanged 15 SP:Iteration 59Q (468.488707 sec): 3 clusters Score: Raw -2637376.966180 + Penalty 1987.097257 = -2635389.868924 nChanged 13 SP:Iteration 60F (468.576556 sec): 3 clusters Score: Raw -2637378.099763 + Penalty 1987.097257 = -2635391.002507 nChanged 13 SP:Iteration 61Q (468.664381 sec): 3 clusters Score: Raw -2637379.147889 + Penalty 1987.097257 = -2635392.050633 nChanged 10 SP:Iteration 62Q (468.751641 sec): 3 clusters Score: Raw -2637379.870226 + Penalty 1987.097257 = -2635392.772970 nChanged 8 SP:Iteration 63Q (468.842682 sec): 3 clusters Score: Raw -2637380.659903 + Penalty 1987.097257 = -2635393.562646 nChanged 9 SP:Iteration 64Q (468.918996 sec): 3 clusters Score: Raw -2637381.586273 + Penalty 1987.097257 = -2635394.489017 nChanged 9 SP:Iteration 65Q (469.004160 sec): 3 clusters Score: Raw -2637382.651631 + Penalty 1987.097257 = -2635395.554374 nChanged 13 SP:Iteration 66Q (469.092351 sec): 3 clusters Score: Raw -2637384.298573 + Penalty 1987.097257 = -2635397.201316 nChanged 13 SP:Iteration 67Q (469.187954 sec): 3 clusters Score: Raw -2637385.607844 + Penalty 1987.097257 = -2635398.510588 nChanged 9 SP:Iteration 68Q (469.274646 sec): 3 clusters Score: Raw -2637386.417806 + Penalty 1987.097257 = -2635399.320549 nChanged 7 SP:Iteration 69Q (469.351691 sec): 3 clusters Score: Raw -2637386.865967 + Penalty 1987.097257 = -2635399.768710 nChanged 5 SP:Iteration 70Q (469.445369 sec): 3 clusters Score: Raw -2637387.400444 + Penalty 1987.097257 = -2635400.303187 nChanged 4 SP:Iteration 71Q (469.530526 sec): 3 clusters Score: Raw -2637387.959442 + Penalty 1987.097257 = -2635400.862186 nChanged 8 SP:Iteration 72Q (469.618539 sec): 3 clusters Score: Raw -2637389.025199 + Penalty 1987.097257 = -2635401.927942 nChanged 13 SP:Iteration 73Q (469.717351 sec): 3 clusters Score: Raw -2637390.864940 + Penalty 1987.097257 = -2635403.767684 nChanged 16 SP:Iteration 74Q (469.789501 sec): 3 clusters Score: Raw -2637393.116793 + Penalty 1987.097257 = -2635406.019536 nChanged 14 SP:Iteration 75Q (469.872510 sec): 3 clusters Score: Raw -2637394.319983 + Penalty 1987.097257 = -2635407.222727 nChanged 10 SP:Iteration 76Q (469.970913 sec): 3 clusters Score: Raw -2637395.345467 + Penalty 1987.097257 = -2635408.248211 nChanged 7 SP:Iteration 77Q (470.056066 sec): 3 clusters Score: Raw -2637395.861577 + Penalty 1987.097257 = -2635408.764321 nChanged 9 SP:Iteration 78Q (470.136244 sec): 3 clusters Score: Raw -2637396.601619 + Penalty 1987.097257 = -2635409.504363 nChanged 7 SP:Iteration 79Q (470.216864 sec): 3 clusters Score: Raw -2637397.270267 + Penalty 1987.097257 = -2635410.173010 nChanged 7 SP:Iteration 80F (470.291715 sec): 3 clusters Score: Raw -2637398.119585 + Penalty 1987.097257 = -2635411.022329 nChanged 9 SP:Iteration 81Q (470.356457 sec): 3 clusters Score: Raw -2637398.991766 + Penalty 1987.097257 = -2635411.894509 nChanged 12 SP:Iteration 82Q (470.438495 sec): 3 clusters Score: Raw -2637400.069713 + Penalty 1987.097257 = -2635412.972457 nChanged 12 SP:Iteration 83Q (470.523422 sec): 3 clusters Score: Raw -2637401.839097 + Penalty 1987.097257 = -2635414.741840 nChanged 12 SP:Iteration 84Q (470.598159 sec): 3 clusters Score: Raw -2637402.900629 + Penalty 1987.097257 = -2635415.803372 nChanged 9 SP:Iteration 85Q (470.670808 sec): 3 clusters Score: Raw -2637403.610649 + Penalty 1987.097257 = -2635416.513392 nChanged 9 SP:Iteration 86Q (470.752915 sec): 3 clusters Score: Raw -2637404.603394 + Penalty 1987.097257 = -2635417.506137 nChanged 10 SP:Iteration 87Q (470.842035 sec): 3 clusters Score: Raw -2637405.660717 + Penalty 1987.097257 = -2635418.563460 nChanged 10 SP:Iteration 88Q (470.924646 sec): 3 clusters Score: Raw -2637406.890835 + Penalty 1987.097257 = -2635419.793578 nChanged 10 SP:Iteration 89Q (471.010020 sec): 3 clusters Score: Raw -2637407.796706 + Penalty 1987.097257 = -2635420.699449 nChanged 6 SP:Iteration 90Q (471.096344 sec): 3 clusters Score: Raw -2637408.413004 + Penalty 1987.097257 = -2635421.315747 nChanged 8 SP:Iteration 91Q (471.181409 sec): 3 clusters Score: Raw -2637408.838132 + Penalty 1987.097257 = -2635421.740875 nChanged 3 SP:Iteration 92Q (471.265458 sec): 3 clusters Score: Raw -2637409.029788 + Penalty 1987.097257 = -2635421.932531 nChanged 4 SP:Iteration 93Q (471.342734 sec): 3 clusters Score: Raw -2637409.234113 + Penalty 1987.097257 = -2635422.136857 nChanged 0 SP:Iteration 94F (471.414482 sec): 3 clusters Score: Raw -2637409.234113 + Penalty 1987.097257 = -2635422.136857 nChanged 0 Trying to split cluster 11 (2081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.436616 sec): 2 clusters Score: Raw -131689.430758 + Penalty 725.857364 = -130963.573395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.484842 sec): 3 clusters Score: Raw -130688.891146 + Penalty 1451.714727 = -129237.176419 nChanged 783 SP:Iteration 1F (471.534759 sec): 3 clusters Score: Raw -131152.616440 + Penalty 1451.714727 = -129700.901713 nChanged 172 SP:Iteration 2F (471.580105 sec): 3 clusters Score: Raw -131303.715804 + Penalty 1451.714727 = -129852.001077 nChanged 137 SP:Iteration 3F (471.623974 sec): 3 clusters Score: Raw -131424.132573 + Penalty 1451.714727 = -129972.417846 nChanged 127 SP:Iteration 4F (471.663805 sec): 3 clusters Score: Raw -131546.617108 + Penalty 1451.714727 = -130094.902381 nChanged 126 SP:Iteration 5F (471.714119 sec): 3 clusters Score: Raw -131742.596402 + Penalty 1451.714727 = -130290.881675 nChanged 132 SP:Iteration 6F (471.764757 sec): 3 clusters Score: Raw -132044.151479 + Penalty 1451.714727 = -130592.436752 nChanged 125 SP:Iteration 7F (471.805708 sec): 3 clusters Score: Raw -132323.305470 + Penalty 1451.714727 = -130871.590743 nChanged 109 SP:Iteration 8F (471.850547 sec): 3 clusters Score: Raw -132534.381924 + Penalty 1451.714727 = -131082.667197 nChanged 84 SP:Iteration 9Q (471.901025 sec): 3 clusters Score: Raw -132643.672895 + Penalty 1451.714727 = -131191.958168 nChanged 46 SP:Iteration 10Q (471.951198 sec): 3 clusters Score: Raw -132686.551827 + Penalty 1451.714727 = -131234.837100 nChanged 27 SP:Iteration 11Q (472.001609 sec): 3 clusters Score: Raw -132707.820722 + Penalty 1451.714727 = -131256.105995 nChanged 12 SP:Iteration 12Q (472.051694 sec): 3 clusters Score: Raw -132716.920795 + Penalty 1451.714727 = -131265.206068 nChanged 10 SP:Iteration 13Q (472.095735 sec): 3 clusters Score: Raw -132724.397907 + Penalty 1451.714727 = -131272.683180 nChanged 12 SP:Iteration 14Q (472.145968 sec): 3 clusters Score: Raw -132730.866133 + Penalty 1451.714727 = -131279.151406 nChanged 6 SP:Iteration 15Q (472.196194 sec): 3 clusters Score: Raw -132733.676490 + Penalty 1451.714727 = -131281.961763 nChanged 4 SP:Iteration 16Q (472.236522 sec): 3 clusters Score: Raw -132736.511923 + Penalty 1451.714727 = -131284.797196 nChanged 7 SP:Iteration 17Q (472.286591 sec): 3 clusters Score: Raw -132740.696412 + Penalty 1451.714727 = -131288.981685 nChanged 5 SP:Iteration 18Q (472.332472 sec): 3 clusters Score: Raw -132743.386536 + Penalty 1451.714727 = -131291.671809 nChanged 4 SP:Iteration 19Q (472.382769 sec): 3 clusters Score: Raw -132746.660573 + Penalty 1451.714727 = -131294.945846 nChanged 5 SP:Iteration 20F (472.433353 sec): 3 clusters Score: Raw -132750.255681 + Penalty 1451.714727 = -131298.540954 nChanged 5 SP:Iteration 21Q (472.474949 sec): 3 clusters Score: Raw -132752.446207 + Penalty 1451.714727 = -131300.731480 nChanged 4 SP:Iteration 22Q (472.525230 sec): 3 clusters Score: Raw -132754.923081 + Penalty 1451.714727 = -131303.208354 nChanged 4 SP:Iteration 23Q (472.571258 sec): 3 clusters Score: Raw -132758.939957 + Penalty 1451.714727 = -131307.225230 nChanged 3 SP:Iteration 24Q (472.621359 sec): 3 clusters Score: Raw -132759.982499 + Penalty 1451.714727 = -131308.267772 nChanged 0 SP:Iteration 25F (472.672041 sec): 3 clusters Score: Raw -132759.982499 + Penalty 1451.714727 = -131308.267772 nChanged 0 Score: Raw -25393550.895711 + Penalty 26720.276661 = -25366830.619050 Splitting cluster 11 changes total score from -25366967.991269 to -25366830.619050 So it's not getting split. Trying to split cluster 12 (521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (476.665444 sec): 2 clusters Score: Raw -36308.819955 + Penalty 594.296254 = -35714.523701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (476.712763 sec): 3 clusters Score: Raw -36164.115541 + Penalty 1188.592508 = -34975.523034 nChanged 140 SP:Iteration 1F (476.762116 sec): 3 clusters Score: Raw -36300.400322 + Penalty 1188.592508 = -35111.807815 nChanged 32 SP:Iteration 2F (476.809156 sec): 3 clusters Score: Raw -36341.109564 + Penalty 1188.592508 = -35152.517057 nChanged 22 SP:Iteration 3Q (476.853495 sec): 3 clusters Score: Raw -36373.058498 + Penalty 1188.592508 = -35184.465990 nChanged 24 SP:Iteration 4Q (476.902712 sec): 3 clusters Score: Raw -36426.568430 + Penalty 1188.592508 = -35237.975922 nChanged 22 SP:Iteration 5Q (476.939409 sec): 3 clusters Score: Raw -36449.388507 + Penalty 1188.592508 = -35260.795999 nChanged 15 SP:Iteration 6Q (476.966728 sec): 3 clusters Score: Raw -36472.685312 + Penalty 1188.592508 = -35284.092804 nChanged 11 SP:Iteration 7Q (477.022570 sec): 3 clusters Score: Raw -36484.873555 + Penalty 1188.592508 = -35296.281047 nChanged 11 SP:Iteration 8Q (477.056843 sec): 3 clusters Score: Raw -36498.276629 + Penalty 1188.592508 = -35309.684122 nChanged 11 SP:Iteration 9Q (477.102023 sec): 3 clusters Score: Raw -36508.738713 + Penalty 1188.592508 = -35320.146206 nChanged 4 SP:Iteration 10Q (477.149850 sec): 3 clusters Score: Raw -36511.915070 + Penalty 1188.592508 = -35323.322563 nChanged 3 SP:Iteration 11Q (477.190254 sec): 3 clusters Score: Raw -36516.006991 + Penalty 1188.592508 = -35327.414483 nChanged 3 SP:Iteration 12Q (477.233003 sec): 3 clusters Score: Raw -36517.695868 + Penalty 1188.592508 = -35329.103360 nChanged 1 SP:Iteration 13Q (477.278213 sec): 3 clusters Score: Raw -36518.722600 + Penalty 1188.592508 = -35330.130092 nChanged 1 SP:Iteration 14Q (477.329562 sec): 3 clusters Score: Raw -36519.332990 + Penalty 1188.592508 = -35330.740482 nChanged 0 SP:Iteration 15F (477.372388 sec): 3 clusters Score: Raw -36519.332990 + Penalty 1188.592508 = -35330.740482 nChanged 0 Trying to split cluster 13 (25596 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (477.416383 sec): 2 clusters Score: Raw -1743032.987653 + Penalty 964.268180 = -1742068.719473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (477.503392 sec): 3 clusters Score: Raw -1726848.551293 + Penalty 1928.536360 = -1724920.014933 nChanged 12050 SP:Iteration 1F (477.571816 sec): 3 clusters Score: Raw -1734116.406911 + Penalty 1928.536360 = -1732187.870551 nChanged 1435 SP:Iteration 2F (477.655807 sec): 3 clusters Score: Raw -1734760.592648 + Penalty 1928.536360 = -1732832.056288 nChanged 1500 SP:Iteration 3F (477.732711 sec): 3 clusters Score: Raw -1735583.359299 + Penalty 1928.536360 = -1733654.822939 nChanged 1741 SP:Iteration 4F (477.815833 sec): 3 clusters Score: Raw -1736805.974613 + Penalty 1928.536360 = -1734877.438253 nChanged 1887 SP:Iteration 5F (477.897246 sec): 3 clusters Score: Raw -1738270.962491 + Penalty 1928.536360 = -1736342.426131 nChanged 1778 SP:Iteration 6F (477.978930 sec): 3 clusters Score: Raw -1739590.394122 + Penalty 1928.536360 = -1737661.857762 nChanged 1428 SP:Iteration 7F (478.059677 sec): 3 clusters Score: Raw -1740630.920355 + Penalty 1928.536360 = -1738702.383995 nChanged 1088 SP:Iteration 8Q (478.138076 sec): 3 clusters Score: Raw -1741350.052460 + Penalty 1928.536360 = -1739421.516100 nChanged 752 SP:Iteration 9Q (478.223565 sec): 3 clusters Score: Raw -1741765.106851 + Penalty 1928.536360 = -1739836.570491 nChanged 544 SP:Iteration 10Q (478.300896 sec): 3 clusters Score: Raw -1742056.519893 + Penalty 1928.536360 = -1740127.983533 nChanged 482 SP:Iteration 11Q (478.361903 sec): 3 clusters Score: Raw -1742331.710389 + Penalty 1928.536360 = -1740403.174029 nChanged 477 SP:Iteration 12Q (478.439833 sec): 3 clusters Score: Raw -1742649.100211 + Penalty 1928.536360 = -1740720.563851 nChanged 456 SP:Iteration 13Q (478.518311 sec): 3 clusters Score: Raw -1742957.884440 + Penalty 1928.536360 = -1741029.348080 nChanged 401 SP:Iteration 14Q (478.596867 sec): 3 clusters Score: Raw -1743192.986060 + Penalty 1928.536360 = -1741264.449700 nChanged 325 SP:Iteration 15Q (478.677688 sec): 3 clusters Score: Raw -1743363.401607 + Penalty 1928.536360 = -1741434.865247 nChanged 246 SP:Iteration 16Q (478.746518 sec): 3 clusters Score: Raw -1743487.672712 + Penalty 1928.536360 = -1741559.136352 nChanged 226 SP:Iteration 17Q (478.824121 sec): 3 clusters Score: Raw -1743580.053542 + Penalty 1928.536360 = -1741651.517182 nChanged 190 SP:Iteration 18Q (478.900052 sec): 3 clusters Score: Raw -1743645.983127 + Penalty 1928.536360 = -1741717.446767 nChanged 183 SP:Iteration 19Q (478.973025 sec): 3 clusters Score: Raw -1743706.908423 + Penalty 1928.536360 = -1741778.372063 nChanged 145 SP:Iteration 20F (479.047038 sec): 3 clusters Score: Raw -1743754.812067 + Penalty 1928.536360 = -1741826.275707 nChanged 144 SP:Iteration 21Q (479.130265 sec): 3 clusters Score: Raw -1743797.141899 + Penalty 1928.536360 = -1741868.605539 nChanged 115 SP:Iteration 22Q (479.211993 sec): 3 clusters Score: Raw -1743826.903971 + Penalty 1928.536360 = -1741898.367611 nChanged 89 SP:Iteration 23Q (479.286168 sec): 3 clusters Score: Raw -1743846.236103 + Penalty 1928.536360 = -1741917.699743 nChanged 69 SP:Iteration 24Q (479.359196 sec): 3 clusters Score: Raw -1743861.707657 + Penalty 1928.536360 = -1741933.171297 nChanged 72 SP:Iteration 25Q (479.425420 sec): 3 clusters Score: Raw -1743875.426703 + Penalty 1928.536360 = -1741946.890343 nChanged 58 SP:Iteration 26Q (479.500477 sec): 3 clusters Score: Raw -1743886.114560 + Penalty 1928.536360 = -1741957.578200 nChanged 56 SP:Iteration 27Q (479.583324 sec): 3 clusters Score: Raw -1743894.646754 + Penalty 1928.536360 = -1741966.110394 nChanged 44 SP:Iteration 28Q (479.651751 sec): 3 clusters Score: Raw -1743900.207352 + Penalty 1928.536360 = -1741971.670992 nChanged 39 SP:Iteration 29Q (479.727079 sec): 3 clusters Score: Raw -1743905.503821 + Penalty 1928.536360 = -1741976.967461 nChanged 44 SP:Iteration 30Q (479.794215 sec): 3 clusters Score: Raw -1743912.704582 + Penalty 1928.536360 = -1741984.168222 nChanged 46 SP:Iteration 31Q (479.858434 sec): 3 clusters Score: Raw -1743920.301230 + Penalty 1928.536360 = -1741991.764870 nChanged 41 SP:Iteration 32Q (479.932091 sec): 3 clusters Score: Raw -1743926.247834 + Penalty 1928.536360 = -1741997.711474 nChanged 27 SP:Iteration 33Q (480.005720 sec): 3 clusters Score: Raw -1743930.231545 + Penalty 1928.536360 = -1742001.695185 nChanged 35 SP:Iteration 34Q (480.080193 sec): 3 clusters Score: Raw -1743936.002997 + Penalty 1928.536360 = -1742007.466637 nChanged 22 SP:Iteration 35Q (480.154664 sec): 3 clusters Score: Raw -1743939.339289 + Penalty 1928.536360 = -1742010.802929 nChanged 25 SP:Iteration 36Q (480.230484 sec): 3 clusters Score: Raw -1743942.213690 + Penalty 1928.536360 = -1742013.677331 nChanged 12 SP:Iteration 37Q (480.305882 sec): 3 clusters Score: Raw -1743943.045401 + Penalty 1928.536360 = -1742014.509041 nChanged 11 SP:Iteration 38Q (480.385935 sec): 3 clusters Score: Raw -1743943.909082 + Penalty 1928.536360 = -1742015.372722 nChanged 12 SP:Iteration 39Q (480.448286 sec): 3 clusters Score: Raw -1743945.157764 + Penalty 1928.536360 = -1742016.621404 nChanged 15 SP:Iteration 40F (480.526728 sec): 3 clusters Score: Raw -1743946.559817 + Penalty 1928.536360 = -1742018.023457 nChanged 13 SP:Iteration 41Q (480.599482 sec): 3 clusters Score: Raw -1743948.250319 + Penalty 1928.536360 = -1742019.713959 nChanged 13 SP:Iteration 42Q (480.674592 sec): 3 clusters Score: Raw -1743949.976872 + Penalty 1928.536360 = -1742021.440512 nChanged 14 SP:Iteration 43Q (480.744789 sec): 3 clusters Score: Raw -1743951.385344 + Penalty 1928.536360 = -1742022.848984 nChanged 14 SP:Iteration 44Q (480.816824 sec): 3 clusters Score: Raw -1743953.400350 + Penalty 1928.536360 = -1742024.863990 nChanged 16 SP:Iteration 45Q (480.890294 sec): 3 clusters Score: Raw -1743955.234061 + Penalty 1928.536360 = -1742026.697701 nChanged 11 SP:Iteration 46Q (480.967038 sec): 3 clusters Score: Raw -1743956.636500 + Penalty 1928.536360 = -1742028.100140 nChanged 12 SP:Iteration 47Q (481.043264 sec): 3 clusters Score: Raw -1743957.874828 + Penalty 1928.536360 = -1742029.338468 nChanged 14 SP:Iteration 48Q (481.120555 sec): 3 clusters Score: Raw -1743959.401568 + Penalty 1928.536360 = -1742030.865208 nChanged 18 SP:Iteration 49Q (481.189049 sec): 3 clusters Score: Raw -1743961.513999 + Penalty 1928.536360 = -1742032.977639 nChanged 16 SP:Iteration 50Q (481.277252 sec): 3 clusters Score: Raw -1743963.236389 + Penalty 1928.536360 = -1742034.700029 nChanged 14 SP:Iteration 51Q (481.351956 sec): 3 clusters Score: Raw -1743964.443436 + Penalty 1928.536360 = -1742035.907076 nChanged 11 SP:Iteration 52Q (481.428634 sec): 3 clusters Score: Raw -1743965.782373 + Penalty 1928.536360 = -1742037.246013 nChanged 10 SP:Iteration 53Q (481.505987 sec): 3 clusters Score: Raw -1743966.544709 + Penalty 1928.536360 = -1742038.008349 nChanged 7 SP:Iteration 54Q (481.565902 sec): 3 clusters Score: Raw -1743966.950056 + Penalty 1928.536360 = -1742038.413696 nChanged 4 SP:Iteration 55Q (481.640361 sec): 3 clusters Score: Raw -1743967.125126 + Penalty 1928.536360 = -1742038.588766 nChanged 3 SP:Iteration 56Q (481.716764 sec): 3 clusters Score: Raw -1743967.390780 + Penalty 1928.536360 = -1742038.854420 nChanged 4 SP:Iteration 57Q (481.794549 sec): 3 clusters Score: Raw -1743967.717399 + Penalty 1928.536360 = -1742039.181039 nChanged 6 SP:Iteration 58Q (481.872092 sec): 3 clusters Score: Raw -1743968.334058 + Penalty 1928.536360 = -1742039.797698 nChanged 5 SP:Iteration 59Q (481.952553 sec): 3 clusters Score: Raw -1743968.625672 + Penalty 1928.536360 = -1742040.089312 nChanged 3 SP:Iteration 60F (482.026382 sec): 3 clusters Score: Raw -1743968.812254 + Penalty 1928.536360 = -1742040.275894 nChanged 2 SP:Iteration 61Q (482.102237 sec): 3 clusters Score: Raw -1743968.971693 + Penalty 1928.536360 = -1742040.435333 nChanged 2 SP:Iteration 62Q (482.182690 sec): 3 clusters Score: Raw -1743969.096729 + Penalty 1928.536360 = -1742040.560369 nChanged 4 SP:Iteration 63Q (482.270265 sec): 3 clusters Score: Raw -1743969.415391 + Penalty 1928.536360 = -1742040.879031 nChanged 3 SP:Iteration 64Q (482.341052 sec): 3 clusters Score: Raw -1743969.515148 + Penalty 1928.536360 = -1742040.978788 nChanged 0 SP:Iteration 65F (482.430561 sec): 3 clusters Score: Raw -1743969.515148 + Penalty 1928.536360 = -1742040.978788 nChanged 0 Trying to split cluster 14 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.444816 sec): 2 clusters Score: Raw -137242.899385 + Penalty 708.088378 = -136534.811008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (482.501127 sec): 3 clusters Score: Raw -136462.028997 + Penalty 1416.176756 = -135045.852241 nChanged 621 SP:Iteration 1F (482.539509 sec): 3 clusters Score: Raw -136859.809198 + Penalty 1416.176756 = -135443.632442 nChanged 152 SP:Iteration 2F (482.583479 sec): 3 clusters Score: Raw -136966.005521 + Penalty 1416.176756 = -135549.828765 nChanged 93 SP:Iteration 3F (482.639072 sec): 3 clusters Score: Raw -137044.094447 + Penalty 1416.176756 = -135627.917691 nChanged 95 SP:Iteration 4F (482.685725 sec): 3 clusters Score: Raw -137110.004765 + Penalty 1416.176756 = -135693.828009 nChanged 68 SP:Iteration 5Q (482.726457 sec): 3 clusters Score: Raw -137155.068173 + Penalty 1416.176756 = -135738.891417 nChanged 54 SP:Iteration 6Q (482.781444 sec): 3 clusters Score: Raw -137193.553587 + Penalty 1416.176756 = -135777.376831 nChanged 41 SP:Iteration 7Q (482.815720 sec): 3 clusters Score: Raw -137224.614848 + Penalty 1416.176756 = -135808.438092 nChanged 30 SP:Iteration 8Q (482.870483 sec): 3 clusters Score: Raw -137241.554860 + Penalty 1416.176756 = -135825.378104 nChanged 22 SP:Iteration 9Q (482.908655 sec): 3 clusters Score: Raw -137253.673242 + Penalty 1416.176756 = -135837.496487 nChanged 21 SP:Iteration 10Q (482.967227 sec): 3 clusters Score: Raw -137262.328437 + Penalty 1416.176756 = -135846.151681 nChanged 16 SP:Iteration 11Q (483.001240 sec): 3 clusters Score: Raw -137271.660214 + Penalty 1416.176756 = -135855.483459 nChanged 11 SP:Iteration 12Q (483.048597 sec): 3 clusters Score: Raw -137275.024897 + Penalty 1416.176756 = -135858.848141 nChanged 11 SP:Iteration 13Q (483.096285 sec): 3 clusters Score: Raw -137281.203089 + Penalty 1416.176756 = -135865.026333 nChanged 8 SP:Iteration 14Q (483.144607 sec): 3 clusters Score: Raw -137284.026737 + Penalty 1416.176756 = -135867.849981 nChanged 9 SP:Iteration 15Q (483.194875 sec): 3 clusters Score: Raw -137288.024619 + Penalty 1416.176756 = -135871.847863 nChanged 9 SP:Iteration 16Q (483.236924 sec): 3 clusters Score: Raw -137290.977946 + Penalty 1416.176756 = -135874.801191 nChanged 3 SP:Iteration 17Q (483.281441 sec): 3 clusters Score: Raw -137291.972049 + Penalty 1416.176756 = -135875.795294 nChanged 0 SP:Iteration 18F (483.335387 sec): 3 clusters Score: Raw -137291.972049 + Penalty 1416.176756 = -135875.795294 nChanged 0 Trying to split cluster 15 (4327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (483.360547 sec): 2 clusters Score: Raw -305405.386983 + Penalty 795.399825 = -304609.987158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.416385 sec): 3 clusters Score: Raw -303050.701359 + Penalty 1590.799651 = -301459.901708 nChanged 1817 SP:Iteration 1F (483.463389 sec): 3 clusters Score: Raw -304046.608818 + Penalty 1590.799651 = -302455.809167 nChanged 311 SP:Iteration 2F (483.498324 sec): 3 clusters Score: Raw -304169.715641 + Penalty 1590.799651 = -302578.915990 nChanged 196 SP:Iteration 3Q (483.537635 sec): 3 clusters Score: Raw -304248.046734 + Penalty 1590.799651 = -302657.247084 nChanged 171 SP:Iteration 4Q (483.574374 sec): 3 clusters Score: Raw -304328.802695 + Penalty 1590.799651 = -302738.003045 nChanged 159 SP:Iteration 5Q (483.633718 sec): 3 clusters Score: Raw -304411.715213 + Penalty 1590.799651 = -302820.915563 nChanged 160 SP:Iteration 6Q (483.690264 sec): 3 clusters Score: Raw -304507.223302 + Penalty 1590.799651 = -302916.423652 nChanged 163 SP:Iteration 7Q (483.744533 sec): 3 clusters Score: Raw -304586.684983 + Penalty 1590.799651 = -302995.885333 nChanged 155 SP:Iteration 8Q (483.795183 sec): 3 clusters Score: Raw -304671.529432 + Penalty 1590.799651 = -303080.729782 nChanged 156 SP:Iteration 9Q (483.848911 sec): 3 clusters Score: Raw -304758.594930 + Penalty 1590.799651 = -303167.795280 nChanged 165 SP:Iteration 10Q (483.899695 sec): 3 clusters Score: Raw -304850.140924 + Penalty 1590.799651 = -303259.341273 nChanged 182 SP:Iteration 11Q (483.950407 sec): 3 clusters Score: Raw -304968.530639 + Penalty 1590.799651 = -303377.730989 nChanged 209 SP:Iteration 12Q (483.997469 sec): 3 clusters Score: Raw -305117.802439 + Penalty 1590.799651 = -303527.002788 nChanged 217 SP:Iteration 13F (484.039276 sec): 3 clusters Score: Raw -305284.312044 + Penalty 1590.799651 = -303693.512394 nChanged 190 SP:Iteration 14Q (484.095059 sec): 3 clusters Score: Raw -305430.920256 + Penalty 1590.799651 = -303840.120606 nChanged 176 SP:Iteration 15Q (484.143424 sec): 3 clusters Score: Raw -305561.586117 + Penalty 1590.799651 = -303970.786467 nChanged 151 SP:Iteration 16Q (484.194391 sec): 3 clusters Score: Raw -305666.151569 + Penalty 1590.799651 = -304075.351919 nChanged 101 SP:Iteration 17Q (484.238959 sec): 3 clusters Score: Raw -305722.318580 + Penalty 1590.799651 = -304131.518929 nChanged 74 SP:Iteration 18Q (484.293242 sec): 3 clusters Score: Raw -305759.459959 + Penalty 1590.799651 = -304168.660308 nChanged 75 SP:Iteration 19Q (484.341455 sec): 3 clusters Score: Raw -305797.029831 + Penalty 1590.799651 = -304206.230180 nChanged 66 SP:Iteration 20F (484.384701 sec): 3 clusters Score: Raw -305830.221082 + Penalty 1590.799651 = -304239.421431 nChanged 65 SP:Iteration 21Q (484.431162 sec): 3 clusters Score: Raw -305864.666257 + Penalty 1590.799651 = -304273.866606 nChanged 64 SP:Iteration 22Q (484.481618 sec): 3 clusters Score: Raw -305898.508727 + Penalty 1590.799651 = -304307.709076 nChanged 51 SP:Iteration 23Q (484.525336 sec): 3 clusters Score: Raw -305919.945068 + Penalty 1590.799651 = -304329.145418 nChanged 40 SP:Iteration 24Q (484.585007 sec): 3 clusters Score: Raw -305934.618571 + Penalty 1590.799651 = -304343.818920 nChanged 39 SP:Iteration 25Q (484.633342 sec): 3 clusters Score: Raw -305949.311333 + Penalty 1590.799651 = -304358.511683 nChanged 31 SP:Iteration 26Q (484.684922 sec): 3 clusters Score: Raw -305960.002558 + Penalty 1590.799651 = -304369.202907 nChanged 25 SP:Iteration 27Q (484.737721 sec): 3 clusters Score: Raw -305967.190212 + Penalty 1590.799651 = -304376.390561 nChanged 18 SP:Iteration 28Q (484.788533 sec): 3 clusters Score: Raw -305971.175557 + Penalty 1590.799651 = -304380.375906 nChanged 13 SP:Iteration 29Q (484.833910 sec): 3 clusters Score: Raw -305974.275714 + Penalty 1590.799651 = -304383.476063 nChanged 17 SP:Iteration 30Q (484.873122 sec): 3 clusters Score: Raw -305978.296213 + Penalty 1590.799651 = -304387.496563 nChanged 12 SP:Iteration 31Q (484.924320 sec): 3 clusters Score: Raw -305982.200762 + Penalty 1590.799651 = -304391.401111 nChanged 19 SP:Iteration 32Q (484.976812 sec): 3 clusters Score: Raw -305990.053993 + Penalty 1590.799651 = -304399.254342 nChanged 20 SP:Iteration 33Q (485.028141 sec): 3 clusters Score: Raw -305998.984935 + Penalty 1590.799651 = -304408.185284 nChanged 20 SP:Iteration 34Q (485.076036 sec): 3 clusters Score: Raw -306008.891977 + Penalty 1590.799651 = -304418.092327 nChanged 17 SP:Iteration 35Q (485.128722 sec): 3 clusters Score: Raw -306013.960441 + Penalty 1590.799651 = -304423.160790 nChanged 12 SP:Iteration 36Q (485.183148 sec): 3 clusters Score: Raw -306018.791079 + Penalty 1590.799651 = -304427.991428 nChanged 13 SP:Iteration 37Q (485.237834 sec): 3 clusters Score: Raw -306022.955091 + Penalty 1590.799651 = -304432.155440 nChanged 7 SP:Iteration 38Q (485.290535 sec): 3 clusters Score: Raw -306024.611037 + Penalty 1590.799651 = -304433.811386 nChanged 3 SP:Iteration 39Q (485.338035 sec): 3 clusters Score: Raw -306025.600664 + Penalty 1590.799651 = -304434.801014 nChanged 5 SP:Iteration 40F (485.390934 sec): 3 clusters Score: Raw -306027.214219 + Penalty 1590.799651 = -304436.414568 nChanged 7 SP:Iteration 41Q (485.442535 sec): 3 clusters Score: Raw -306028.991281 + Penalty 1590.799651 = -304438.191630 nChanged 6 SP:Iteration 42Q (485.495688 sec): 3 clusters Score: Raw -306030.200820 + Penalty 1590.799651 = -304439.401169 nChanged 6 SP:Iteration 43Q (485.548773 sec): 3 clusters Score: Raw -306031.500563 + Penalty 1590.799651 = -304440.700912 nChanged 5 SP:Iteration 44Q (485.602847 sec): 3 clusters Score: Raw -306032.368847 + Penalty 1590.799651 = -304441.569197 nChanged 2 SP:Iteration 45Q (485.653688 sec): 3 clusters Score: Raw -306032.685549 + Penalty 1590.799651 = -304441.885899 nChanged 2 SP:Iteration 46Q (485.699481 sec): 3 clusters Score: Raw -306032.976052 + Penalty 1590.799651 = -304442.176401 nChanged 2 SP:Iteration 47Q (485.740313 sec): 3 clusters Score: Raw -306033.639801 + Penalty 1590.799651 = -304442.840151 nChanged 1 SP:Iteration 48Q (485.804194 sec): 3 clusters Score: Raw -306034.112325 + Penalty 1590.799651 = -304443.312674 nChanged 1 SP:Iteration 49Q (485.845242 sec): 3 clusters Score: Raw -306034.561633 + Penalty 1590.799651 = -304443.761982 nChanged 1 SP:Iteration 50Q (485.899231 sec): 3 clusters Score: Raw -306034.711538 + Penalty 1590.799651 = -304443.911888 nChanged 0 SP:Iteration 51F (485.954396 sec): 3 clusters Score: Raw -306034.711538 + Penalty 1590.799651 = -304443.911888 nChanged 0 Trying to split cluster 16 (3620 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (485.993211 sec): 2 clusters Score: Raw -266496.378673 + Penalty 778.451784 = -265717.926889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.046444 sec): 3 clusters Score: Raw -264589.555021 + Penalty 1556.903568 = -263032.651453 nChanged 1493 SP:Iteration 1F (486.084180 sec): 3 clusters Score: Raw -265379.494249 + Penalty 1556.903568 = -263822.590681 nChanged 274 SP:Iteration 2F (486.136053 sec): 3 clusters Score: Raw -265530.181868 + Penalty 1556.903568 = -263973.278300 nChanged 232 SP:Iteration 3F (486.187960 sec): 3 clusters Score: Raw -265657.084409 + Penalty 1556.903568 = -264100.180841 nChanged 203 SP:Iteration 4F (486.239826 sec): 3 clusters Score: Raw -265778.540810 + Penalty 1556.903568 = -264221.637242 nChanged 176 SP:Iteration 5Q (486.292097 sec): 3 clusters Score: Raw -265889.586138 + Penalty 1556.903568 = -264332.682570 nChanged 150 SP:Iteration 6Q (486.355961 sec): 3 clusters Score: Raw -265998.934588 + Penalty 1556.903568 = -264442.031020 nChanged 158 SP:Iteration 7Q (486.408919 sec): 3 clusters Score: Raw -266106.680913 + Penalty 1556.903568 = -264549.777345 nChanged 143 SP:Iteration 8Q (486.449971 sec): 3 clusters Score: Raw -266206.060425 + Penalty 1556.903568 = -264649.156857 nChanged 146 SP:Iteration 9Q (486.490785 sec): 3 clusters Score: Raw -266320.590500 + Penalty 1556.903568 = -264763.686932 nChanged 130 SP:Iteration 10Q (486.542575 sec): 3 clusters Score: Raw -266403.547824 + Penalty 1556.903568 = -264846.644256 nChanged 101 SP:Iteration 11Q (486.594654 sec): 3 clusters Score: Raw -266465.872917 + Penalty 1556.903568 = -264908.969349 nChanged 94 SP:Iteration 12Q (486.646472 sec): 3 clusters Score: Raw -266527.568192 + Penalty 1556.903568 = -264970.664624 nChanged 80 SP:Iteration 13Q (486.698147 sec): 3 clusters Score: Raw -266581.579231 + Penalty 1556.903568 = -265024.675663 nChanged 72 SP:Iteration 14Q (486.750189 sec): 3 clusters Score: Raw -266626.714331 + Penalty 1556.903568 = -265069.810763 nChanged 50 SP:Iteration 15Q (486.795687 sec): 3 clusters Score: Raw -266648.523520 + Penalty 1556.903568 = -265091.619953 nChanged 25 SP:Iteration 16Q (486.847301 sec): 3 clusters Score: Raw -266661.896580 + Penalty 1556.903568 = -265104.993012 nChanged 24 SP:Iteration 17Q (486.898747 sec): 3 clusters Score: Raw -266667.922796 + Penalty 1556.903568 = -265111.019228 nChanged 16 SP:Iteration 18Q (486.950233 sec): 3 clusters Score: Raw -266673.375249 + Penalty 1556.903568 = -265116.471681 nChanged 20 SP:Iteration 19Q (487.002151 sec): 3 clusters Score: Raw -266679.262767 + Penalty 1556.903568 = -265122.359199 nChanged 21 SP:Iteration 20F (487.043122 sec): 3 clusters Score: Raw -266687.485520 + Penalty 1556.903568 = -265130.581952 nChanged 21 SP:Iteration 21Q (487.094894 sec): 3 clusters Score: Raw -266697.078139 + Penalty 1556.903568 = -265140.174571 nChanged 26 SP:Iteration 22Q (487.138246 sec): 3 clusters Score: Raw -266707.460193 + Penalty 1556.903568 = -265150.556626 nChanged 25 SP:Iteration 23Q (487.197249 sec): 3 clusters Score: Raw -266720.506375 + Penalty 1556.903568 = -265163.602807 nChanged 28 SP:Iteration 24Q (487.232760 sec): 3 clusters Score: Raw -266741.836211 + Penalty 1556.903568 = -265184.932643 nChanged 30 SP:Iteration 25Q (487.278088 sec): 3 clusters Score: Raw -266758.881464 + Penalty 1556.903568 = -265201.977897 nChanged 30 SP:Iteration 26Q (487.329711 sec): 3 clusters Score: Raw -266778.113168 + Penalty 1556.903568 = -265221.209600 nChanged 24 SP:Iteration 27Q (487.380950 sec): 3 clusters Score: Raw -266790.604691 + Penalty 1556.903568 = -265233.701124 nChanged 26 SP:Iteration 28Q (487.432772 sec): 3 clusters Score: Raw -266802.400921 + Penalty 1556.903568 = -265245.497353 nChanged 21 SP:Iteration 29Q (487.484393 sec): 3 clusters Score: Raw -266810.695909 + Penalty 1556.903568 = -265253.792341 nChanged 11 SP:Iteration 30Q (487.535935 sec): 3 clusters Score: Raw -266814.505074 + Penalty 1556.903568 = -265257.601506 nChanged 11 SP:Iteration 31Q (487.587628 sec): 3 clusters Score: Raw -266818.073423 + Penalty 1556.903568 = -265261.169855 nChanged 12 SP:Iteration 32Q (487.639068 sec): 3 clusters Score: Raw -266820.323818 + Penalty 1556.903568 = -265263.420250 nChanged 6 SP:Iteration 33Q (487.684225 sec): 3 clusters Score: Raw -266821.178473 + Penalty 1556.903568 = -265264.274905 nChanged 3 SP:Iteration 34Q (487.727220 sec): 3 clusters Score: Raw -266821.675673 + Penalty 1556.903568 = -265264.772105 nChanged 1 SP:Iteration 35Q (487.778729 sec): 3 clusters Score: Raw -266821.772696 + Penalty 1556.903568 = -265264.869128 nChanged 2 SP:Iteration 36Q (487.825149 sec): 3 clusters Score: Raw -266821.922887 + Penalty 1556.903568 = -265265.019319 nChanged 1 SP:Iteration 37Q (487.838214 sec): 3 clusters Score: Raw -266822.131304 + Penalty 1556.903568 = -265265.227736 nChanged 1 SP:Iteration 38Q (487.850907 sec): 3 clusters Score: Raw -266822.356789 + Penalty 1556.903568 = -265265.453221 nChanged 0 SP:Iteration 39F (487.864152 sec): 3 clusters Score: Raw -266822.356789 + Penalty 1556.903568 = -265265.453221 nChanged 0 Trying to split cluster 17 (3510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (487.904307 sec): 2 clusters Score: Raw -257084.291457 + Penalty 775.520275 = -256308.771182 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (487.958109 sec): 3 clusters Score: Raw -255202.516111 + Penalty 1551.040550 = -253651.475561 nChanged 1442 SP:Iteration 1F (487.998954 sec): 3 clusters Score: Raw -256069.748339 + Penalty 1551.040550 = -254518.707789 nChanged 291 SP:Iteration 2F (488.051619 sec): 3 clusters Score: Raw -256281.760758 + Penalty 1551.040550 = -254730.720207 nChanged 242 SP:Iteration 3F (488.092335 sec): 3 clusters Score: Raw -256425.695382 + Penalty 1551.040550 = -254874.654832 nChanged 192 SP:Iteration 4F (488.144290 sec): 3 clusters Score: Raw -256539.314100 + Penalty 1551.040550 = -254988.273550 nChanged 166 SP:Iteration 5Q (488.196109 sec): 3 clusters Score: Raw -256631.442945 + Penalty 1551.040550 = -255080.402395 nChanged 140 SP:Iteration 6Q (488.244370 sec): 3 clusters Score: Raw -256714.610235 + Penalty 1551.040550 = -255163.569685 nChanged 131 SP:Iteration 7Q (488.296767 sec): 3 clusters Score: Raw -256804.859698 + Penalty 1551.040550 = -255253.819148 nChanged 130 SP:Iteration 8Q (488.348825 sec): 3 clusters Score: Raw -256894.226256 + Penalty 1551.040550 = -255343.185706 nChanged 108 SP:Iteration 9Q (488.401565 sec): 3 clusters Score: Raw -256958.418743 + Penalty 1551.040550 = -255407.378193 nChanged 106 SP:Iteration 10Q (488.452816 sec): 3 clusters Score: Raw -257014.571817 + Penalty 1551.040550 = -255463.531267 nChanged 91 SP:Iteration 11Q (488.509266 sec): 3 clusters Score: Raw -257055.388581 + Penalty 1551.040550 = -255504.348031 nChanged 64 SP:Iteration 12Q (488.554280 sec): 3 clusters Score: Raw -257073.832754 + Penalty 1551.040550 = -255522.792204 nChanged 35 SP:Iteration 13Q (488.602310 sec): 3 clusters Score: Raw -257080.867442 + Penalty 1551.040550 = -255529.826892 nChanged 25 SP:Iteration 14Q (488.647903 sec): 3 clusters Score: Raw -257089.157397 + Penalty 1551.040550 = -255538.116846 nChanged 25 SP:Iteration 15Q (488.699307 sec): 3 clusters Score: Raw -257096.570065 + Penalty 1551.040550 = -255545.529515 nChanged 27 SP:Iteration 16Q (488.752279 sec): 3 clusters Score: Raw -257104.454480 + Penalty 1551.040550 = -255553.413930 nChanged 25 SP:Iteration 17Q (488.800055 sec): 3 clusters Score: Raw -257112.676375 + Penalty 1551.040550 = -255561.635825 nChanged 28 SP:Iteration 18Q (488.851630 sec): 3 clusters Score: Raw -257119.437449 + Penalty 1551.040550 = -255568.396898 nChanged 20 SP:Iteration 19Q (488.913630 sec): 3 clusters Score: Raw -257123.932946 + Penalty 1551.040550 = -255572.892396 nChanged 13 SP:Iteration 20F (488.955073 sec): 3 clusters Score: Raw -257126.988280 + Penalty 1551.040550 = -255575.947730 nChanged 15 SP:Iteration 21Q (489.018621 sec): 3 clusters Score: Raw -257131.925686 + Penalty 1551.040550 = -255580.885136 nChanged 14 SP:Iteration 22Q (489.069643 sec): 3 clusters Score: Raw -257134.799053 + Penalty 1551.040550 = -255583.758503 nChanged 11 SP:Iteration 23Q (489.119474 sec): 3 clusters Score: Raw -257139.335773 + Penalty 1551.040550 = -255588.295223 nChanged 22 SP:Iteration 24Q (489.168632 sec): 3 clusters Score: Raw -257145.533400 + Penalty 1551.040550 = -255594.492850 nChanged 18 SP:Iteration 25Q (489.216593 sec): 3 clusters Score: Raw -257149.309463 + Penalty 1551.040550 = -255598.268913 nChanged 14 SP:Iteration 26Q (489.266122 sec): 3 clusters Score: Raw -257151.479244 + Penalty 1551.040550 = -255600.438694 nChanged 7 SP:Iteration 27Q (489.317665 sec): 3 clusters Score: Raw -257152.572319 + Penalty 1551.040550 = -255601.531769 nChanged 3 SP:Iteration 28Q (489.360274 sec): 3 clusters Score: Raw -257152.735483 + Penalty 1551.040550 = -255601.694933 nChanged 0 SP:Iteration 29F (489.412246 sec): 3 clusters Score: Raw -257152.735483 + Penalty 1551.040550 = -255601.694933 nChanged 0 Trying to split cluster 18 (5843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (489.444455 sec): 2 clusters Score: Raw -437710.249446 + Penalty 823.934966 = -436886.314480 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (489.491933 sec): 3 clusters Score: Raw -434359.716299 + Penalty 1647.869932 = -432711.846367 nChanged 2460 SP:Iteration 1F (489.538476 sec): 3 clusters Score: Raw -435786.854092 + Penalty 1647.869932 = -434138.984160 nChanged 398 SP:Iteration 2F (489.587876 sec): 3 clusters Score: Raw -436029.461160 + Penalty 1647.869932 = -434381.591228 nChanged 344 SP:Iteration 3F (489.642216 sec): 3 clusters Score: Raw -436255.905928 + Penalty 1647.869932 = -434608.035996 nChanged 315 SP:Iteration 4F (489.699235 sec): 3 clusters Score: Raw -436467.781186 + Penalty 1647.869932 = -434819.911254 nChanged 317 SP:Iteration 5F (489.742910 sec): 3 clusters Score: Raw -436700.998017 + Penalty 1647.869932 = -435053.128085 nChanged 310 SP:Iteration 6F (489.797331 sec): 3 clusters Score: Raw -436953.460734 + Penalty 1647.869932 = -435305.590802 nChanged 264 SP:Iteration 7Q (489.850858 sec): 3 clusters Score: Raw -437172.282759 + Penalty 1647.869932 = -435524.412827 nChanged 234 SP:Iteration 8Q (489.905594 sec): 3 clusters Score: Raw -437357.910857 + Penalty 1647.869932 = -435710.040925 nChanged 174 SP:Iteration 9Q (489.949254 sec): 3 clusters Score: Raw -437500.448064 + Penalty 1647.869932 = -435852.578132 nChanged 141 SP:Iteration 10Q (490.008856 sec): 3 clusters Score: Raw -437603.201119 + Penalty 1647.869932 = -435955.331187 nChanged 117 SP:Iteration 11Q (490.061332 sec): 3 clusters Score: Raw -437690.145488 + Penalty 1647.869932 = -436042.275555 nChanged 91 SP:Iteration 12Q (490.113009 sec): 3 clusters Score: Raw -437756.693925 + Penalty 1647.869932 = -436108.823992 nChanged 71 SP:Iteration 13Q (490.154970 sec): 3 clusters Score: Raw -437796.183412 + Penalty 1647.869932 = -436148.313480 nChanged 35 SP:Iteration 14Q (490.215368 sec): 3 clusters Score: Raw -437815.376265 + Penalty 1647.869932 = -436167.506332 nChanged 26 SP:Iteration 15Q (490.258284 sec): 3 clusters Score: Raw -437828.160566 + Penalty 1647.869932 = -436180.290634 nChanged 20 SP:Iteration 16Q (490.319181 sec): 3 clusters Score: Raw -437838.591303 + Penalty 1647.869932 = -436190.721371 nChanged 17 SP:Iteration 17Q (490.362452 sec): 3 clusters Score: Raw -437846.355573 + Penalty 1647.869932 = -436198.485641 nChanged 15 SP:Iteration 18Q (490.403481 sec): 3 clusters Score: Raw -437851.973013 + Penalty 1647.869932 = -436204.103081 nChanged 11 SP:Iteration 19Q (490.454805 sec): 3 clusters Score: Raw -437857.420515 + Penalty 1647.869932 = -436209.550583 nChanged 12 SP:Iteration 20F (490.505596 sec): 3 clusters Score: Raw -437864.717170 + Penalty 1647.869932 = -436216.847238 nChanged 8 SP:Iteration 21Q (490.553097 sec): 3 clusters Score: Raw -437868.027300 + Penalty 1647.869932 = -436220.157368 nChanged 6 SP:Iteration 22Q (490.609227 sec): 3 clusters Score: Raw -437870.701648 + Penalty 1647.869932 = -436222.831716 nChanged 6 SP:Iteration 23Q (490.650892 sec): 3 clusters Score: Raw -437875.016813 + Penalty 1647.869932 = -436227.146881 nChanged 7 SP:Iteration 24Q (490.710542 sec): 3 clusters Score: Raw -437877.529093 + Penalty 1647.869932 = -436229.659161 nChanged 2 SP:Iteration 25Q (490.764608 sec): 3 clusters Score: Raw -437878.398082 + Penalty 1647.869932 = -436230.528150 nChanged 6 SP:Iteration 26Q (490.808566 sec): 3 clusters Score: Raw -437880.767231 + Penalty 1647.869932 = -436232.897299 nChanged 4 SP:Iteration 27Q (490.873419 sec): 3 clusters Score: Raw -437882.139240 + Penalty 1647.869932 = -436234.269308 nChanged 4 SP:Iteration 28Q (490.916394 sec): 3 clusters Score: Raw -437883.196212 + Penalty 1647.869932 = -436235.326280 nChanged 2 SP:Iteration 29Q (490.970852 sec): 3 clusters Score: Raw -437883.760451 + Penalty 1647.869932 = -436235.890519 nChanged 3 SP:Iteration 30Q (491.026123 sec): 3 clusters Score: Raw -437884.810922 + Penalty 1647.869932 = -436236.940989 nChanged 1 SP:Iteration 31Q (491.081692 sec): 3 clusters Score: Raw -437885.291550 + Penalty 1647.869932 = -436237.421618 nChanged 0 SP:Iteration 32F (491.126553 sec): 3 clusters Score: Raw -437885.291550 + Penalty 1647.869932 = -436237.421618 nChanged 0 Trying to split cluster 19 (55527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (491.218619 sec): 2 clusters Score: Raw -3984852.133666 + Penalty 1037.839343 = -3983814.294323 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (491.331778 sec): 3 clusters Score: Raw -3948631.285110 + Penalty 2075.678687 = -3946555.606423 nChanged 26672 SP:Iteration 1F (491.450007 sec): 3 clusters Score: Raw -3965896.159788 + Penalty 2075.678687 = -3963820.481101 nChanged 3271 SP:Iteration 2F (491.569268 sec): 3 clusters Score: Raw -3967839.650745 + Penalty 2075.678687 = -3965763.972058 nChanged 3669 SP:Iteration 3F (491.684286 sec): 3 clusters Score: Raw -3970323.594296 + Penalty 2075.678687 = -3968247.915609 nChanged 3825 SP:Iteration 4F (491.797724 sec): 3 clusters Score: Raw -3973084.494602 + Penalty 2075.678687 = -3971008.815915 nChanged 3581 SP:Iteration 5F (491.916541 sec): 3 clusters Score: Raw -3975365.372485 + Penalty 2075.678687 = -3973289.693798 nChanged 2808 SP:Iteration 6F (492.034633 sec): 3 clusters Score: Raw -3976667.584082 + Penalty 2075.678687 = -3974591.905395 nChanged 1884 SP:Iteration 7Q (492.155480 sec): 3 clusters Score: Raw -3977269.765000 + Penalty 2075.678687 = -3975194.086313 nChanged 1136 SP:Iteration 8Q (492.266966 sec): 3 clusters Score: Raw -3977564.947756 + Penalty 2075.678687 = -3975489.269069 nChanged 853 SP:Iteration 9Q (492.398930 sec): 3 clusters Score: Raw -3977778.573530 + Penalty 2075.678687 = -3975702.894844 nChanged 744 SP:Iteration 10Q (492.484237 sec): 3 clusters Score: Raw -3977950.226813 + Penalty 2075.678687 = -3975874.548126 nChanged 712 SP:Iteration 11Q (492.561368 sec): 3 clusters Score: Raw -3978122.673264 + Penalty 2075.678687 = -3976046.994577 nChanged 710 SP:Iteration 12Q (492.684094 sec): 3 clusters Score: Raw -3978305.176595 + Penalty 2075.678687 = -3976229.497908 nChanged 748 SP:Iteration 13Q (492.797995 sec): 3 clusters Score: Raw -3978499.017742 + Penalty 2075.678687 = -3976423.339055 nChanged 728 SP:Iteration 14Q (492.922112 sec): 3 clusters Score: Raw -3978705.822198 + Penalty 2075.678687 = -3976630.143511 nChanged 753 SP:Iteration 15Q (493.045145 sec): 3 clusters Score: Raw -3978915.361937 + Penalty 2075.678687 = -3976839.683250 nChanged 752 SP:Iteration 16Q (493.176849 sec): 3 clusters Score: Raw -3979123.810151 + Penalty 2075.678687 = -3977048.131464 nChanged 759 SP:Iteration 17Q (493.292681 sec): 3 clusters Score: Raw -3979333.866013 + Penalty 2075.678687 = -3977258.187326 nChanged 735 SP:Iteration 18Q (493.406924 sec): 3 clusters Score: Raw -3979540.390919 + Penalty 2075.678687 = -3977464.712232 nChanged 776 SP:Iteration 19Q (493.520204 sec): 3 clusters Score: Raw -3979754.793249 + Penalty 2075.678687 = -3977679.114562 nChanged 753 SP:Iteration 20F (493.632336 sec): 3 clusters Score: Raw -3979941.916097 + Penalty 2075.678687 = -3977866.237410 nChanged 700 SP:Iteration 21Q (493.738674 sec): 3 clusters Score: Raw -3980113.382804 + Penalty 2075.678687 = -3978037.704117 nChanged 653 SP:Iteration 22Q (493.850642 sec): 3 clusters Score: Raw -3980250.487228 + Penalty 2075.678687 = -3978174.808542 nChanged 573 SP:Iteration 23Q (493.961213 sec): 3 clusters Score: Raw -3980368.257397 + Penalty 2075.678687 = -3978292.578710 nChanged 531 SP:Iteration 24Q (494.076344 sec): 3 clusters Score: Raw -3980471.242489 + Penalty 2075.678687 = -3978395.563802 nChanged 544 SP:Iteration 25Q (494.179305 sec): 3 clusters Score: Raw -3980571.660115 + Penalty 2075.678687 = -3978495.981428 nChanged 540 SP:Iteration 26Q (494.288208 sec): 3 clusters Score: Raw -3980667.169831 + Penalty 2075.678687 = -3978591.491144 nChanged 520 SP:Iteration 27Q (494.390116 sec): 3 clusters Score: Raw -3980761.537028 + Penalty 2075.678687 = -3978685.858341 nChanged 499 SP:Iteration 28Q (494.511038 sec): 3 clusters Score: Raw -3980846.549089 + Penalty 2075.678687 = -3978770.870402 nChanged 462 SP:Iteration 29Q (494.623177 sec): 3 clusters Score: Raw -3980927.892541 + Penalty 2075.678687 = -3978852.213854 nChanged 462 SP:Iteration 30Q (494.747876 sec): 3 clusters Score: Raw -3981006.394973 + Penalty 2075.678687 = -3978930.716286 nChanged 469 SP:Iteration 31Q (494.860877 sec): 3 clusters Score: Raw -3981093.699445 + Penalty 2075.678687 = -3979018.020758 nChanged 497 SP:Iteration 32Q (494.974157 sec): 3 clusters Score: Raw -3981181.356082 + Penalty 2075.678687 = -3979105.677395 nChanged 455 SP:Iteration 33Q (495.088514 sec): 3 clusters Score: Raw -3981261.925434 + Penalty 2075.678687 = -3979186.246747 nChanged 454 SP:Iteration 34Q (495.214519 sec): 3 clusters Score: Raw -3981340.332004 + Penalty 2075.678687 = -3979264.653317 nChanged 468 SP:Iteration 35Q (495.332071 sec): 3 clusters Score: Raw -3981423.711122 + Penalty 2075.678687 = -3979348.032436 nChanged 465 SP:Iteration 36Q (495.436207 sec): 3 clusters Score: Raw -3981502.023171 + Penalty 2075.678687 = -3979426.344484 nChanged 427 SP:Iteration 37Q (495.546676 sec): 3 clusters Score: Raw -3981574.518858 + Penalty 2075.678687 = -3979498.840171 nChanged 448 SP:Iteration 38Q (495.657271 sec): 3 clusters Score: Raw -3981660.215129 + Penalty 2075.678687 = -3979584.536442 nChanged 484 SP:Iteration 39Q (495.774304 sec): 3 clusters Score: Raw -3981752.441738 + Penalty 2075.678687 = -3979676.763052 nChanged 492 SP:Iteration 40F (495.885864 sec): 3 clusters Score: Raw -3981845.720711 + Penalty 2075.678687 = -3979770.042024 nChanged 486 SP:Iteration 41Q (496.003778 sec): 3 clusters Score: Raw -3981937.533198 + Penalty 2075.678687 = -3979861.854511 nChanged 478 SP:Iteration 42Q (496.110161 sec): 3 clusters Score: Raw -3982029.397876 + Penalty 2075.678687 = -3979953.719189 nChanged 466 SP:Iteration 43Q (496.239023 sec): 3 clusters Score: Raw -3982119.515057 + Penalty 2075.678687 = -3980043.836370 nChanged 452 SP:Iteration 44Q (496.357453 sec): 3 clusters Score: Raw -3982207.149057 + Penalty 2075.678687 = -3980131.470370 nChanged 432 SP:Iteration 45Q (496.468358 sec): 3 clusters Score: Raw -3982292.386361 + Penalty 2075.678687 = -3980216.707674 nChanged 445 SP:Iteration 46Q (496.577248 sec): 3 clusters Score: Raw -3982387.708687 + Penalty 2075.678687 = -3980312.030000 nChanged 461 SP:Iteration 47Q (496.705349 sec): 3 clusters Score: Raw -3982488.607514 + Penalty 2075.678687 = -3980412.928827 nChanged 412 SP:Iteration 48Q (496.813265 sec): 3 clusters Score: Raw -3982577.992937 + Penalty 2075.678687 = -3980502.314250 nChanged 433 SP:Iteration 49Q (496.937996 sec): 3 clusters Score: Raw -3982673.130478 + Penalty 2075.678687 = -3980597.451791 nChanged 430 SP:Iteration 50Q (497.051201 sec): 3 clusters Score: Raw -3982777.031249 + Penalty 2075.678687 = -3980701.352562 nChanged 450 SP:Iteration 51Q (497.165934 sec): 3 clusters Score: Raw -3982887.895789 + Penalty 2075.678687 = -3980812.217102 nChanged 458 SP:Iteration 52Q (497.275759 sec): 3 clusters Score: Raw -3982998.312079 + Penalty 2075.678687 = -3980922.633392 nChanged 413 SP:Iteration 53Q (497.380304 sec): 3 clusters Score: Raw -3983097.818370 + Penalty 2075.678687 = -3981022.139683 nChanged 429 SP:Iteration 54Q (497.491542 sec): 3 clusters Score: Raw -3983212.066100 + Penalty 2075.678687 = -3981136.387414 nChanged 432 SP:Iteration 55Q (497.607963 sec): 3 clusters Score: Raw -3983332.322550 + Penalty 2075.678687 = -3981256.643864 nChanged 408 SP:Iteration 56Q (497.726448 sec): 3 clusters Score: Raw -3983448.374275 + Penalty 2075.678687 = -3981372.695588 nChanged 387 SP:Iteration 57Q (497.840191 sec): 3 clusters Score: Raw -3983571.119302 + Penalty 2075.678687 = -3981495.440615 nChanged 398 SP:Iteration 58Q (497.944972 sec): 3 clusters Score: Raw -3983695.843625 + Penalty 2075.678687 = -3981620.164938 nChanged 363 SP:Iteration 59Q (498.059777 sec): 3 clusters Score: Raw -3983807.943422 + Penalty 2075.678687 = -3981732.264735 nChanged 370 SP:Iteration 60F (498.184683 sec): 3 clusters Score: Raw -3983927.756038 + Penalty 2075.678687 = -3981852.077351 nChanged 375 SP:Iteration 61Q (498.294237 sec): 3 clusters Score: Raw -3984060.656976 + Penalty 2075.678687 = -3981984.978289 nChanged 355 SP:Iteration 62Q (498.418984 sec): 3 clusters Score: Raw -3984194.583706 + Penalty 2075.678687 = -3982118.905019 nChanged 364 SP:Iteration 63Q (498.489748 sec): 3 clusters Score: Raw -3984339.607243 + Penalty 2075.678687 = -3982263.928556 nChanged 316 SP:Iteration 64Q (498.557750 sec): 3 clusters Score: Raw -3984472.618240 + Penalty 2075.678687 = -3982396.939553 nChanged 285 SP:Iteration 65Q (498.666360 sec): 3 clusters Score: Raw -3984584.745686 + Penalty 2075.678687 = -3982509.066999 nChanged 245 SP:Iteration 66Q (498.779453 sec): 3 clusters Score: Raw -3984678.125407 + Penalty 2075.678687 = -3982602.446720 nChanged 219 SP:Iteration 67Q (498.884894 sec): 3 clusters Score: Raw -3984758.923318 + Penalty 2075.678687 = -3982683.244631 nChanged 183 SP:Iteration 68Q (498.982126 sec): 3 clusters Score: Raw -3984827.121104 + Penalty 2075.678687 = -3982751.442417 nChanged 154 SP:Iteration 69Q (499.091769 sec): 3 clusters Score: Raw -3984890.259789 + Penalty 2075.678687 = -3982814.581102 nChanged 162 SP:Iteration 70Q (499.195053 sec): 3 clusters Score: Raw -3984950.708587 + Penalty 2075.678687 = -3982875.029900 nChanged 118 SP:Iteration 71Q (499.299593 sec): 3 clusters Score: Raw -3984994.684231 + Penalty 2075.678687 = -3982919.005544 nChanged 112 SP:Iteration 72Q (499.406638 sec): 3 clusters Score: Raw -3985028.571170 + Penalty 2075.678687 = -3982952.892483 nChanged 100 SP:Iteration 73Q (499.512653 sec): 3 clusters Score: Raw -3985064.895095 + Penalty 2075.678687 = -3982989.216409 nChanged 102 SP:Iteration 74Q (499.614342 sec): 3 clusters Score: Raw -3985101.615916 + Penalty 2075.678687 = -3983025.937229 nChanged 94 SP:Iteration 75Q (499.718812 sec): 3 clusters Score: Raw -3985133.429768 + Penalty 2075.678687 = -3983057.751081 nChanged 92 SP:Iteration 76Q (499.824052 sec): 3 clusters Score: Raw -3985161.972269 + Penalty 2075.678687 = -3983086.293582 nChanged 79 SP:Iteration 77Q (499.931688 sec): 3 clusters Score: Raw -3985185.400472 + Penalty 2075.678687 = -3983109.721785 nChanged 59 SP:Iteration 78Q (500.032608 sec): 3 clusters Score: Raw -3985203.848055 + Penalty 2075.678687 = -3983128.169368 nChanged 57 SP:Iteration 79Q (500.132576 sec): 3 clusters Score: Raw -3985220.343079 + Penalty 2075.678687 = -3983144.664392 nChanged 44 SP:Iteration 80F (500.243623 sec): 3 clusters Score: Raw -3985231.849304 + Penalty 2075.678687 = -3983156.170617 nChanged 34 SP:Iteration 81Q (500.343348 sec): 3 clusters Score: Raw -3985240.435582 + Penalty 2075.678687 = -3983164.756895 nChanged 36 SP:Iteration 82Q (500.438075 sec): 3 clusters Score: Raw -3985248.466491 + Penalty 2075.678687 = -3983172.787804 nChanged 25 SP:Iteration 83Q (500.542309 sec): 3 clusters Score: Raw -3985254.147234 + Penalty 2075.678687 = -3983178.468547 nChanged 29 SP:Iteration 84Q (500.644537 sec): 3 clusters Score: Raw -3985259.602764 + Penalty 2075.678687 = -3983183.924077 nChanged 19 SP:Iteration 85Q (500.745319 sec): 3 clusters Score: Raw -3985264.189248 + Penalty 2075.678687 = -3983188.510562 nChanged 17 SP:Iteration 86Q (500.856103 sec): 3 clusters Score: Raw -3985267.986391 + Penalty 2075.678687 = -3983192.307704 nChanged 14 SP:Iteration 87Q (500.968251 sec): 3 clusters Score: Raw -3985272.171003 + Penalty 2075.678687 = -3983196.492316 nChanged 22 SP:Iteration 88Q (501.072933 sec): 3 clusters Score: Raw -3985276.416600 + Penalty 2075.678687 = -3983200.737913 nChanged 9 SP:Iteration 89Q (501.173266 sec): 3 clusters Score: Raw -3985277.918933 + Penalty 2075.678687 = -3983202.240246 nChanged 7 SP:Iteration 90Q (501.268929 sec): 3 clusters Score: Raw -3985278.747456 + Penalty 2075.678687 = -3983203.068769 nChanged 6 SP:Iteration 91Q (501.384215 sec): 3 clusters Score: Raw -3985279.893195 + Penalty 2075.678687 = -3983204.214508 nChanged 11 SP:Iteration 92Q (501.488658 sec): 3 clusters Score: Raw -3985282.047866 + Penalty 2075.678687 = -3983206.369179 nChanged 9 SP:Iteration 93Q (501.586082 sec): 3 clusters Score: Raw -3985283.851470 + Penalty 2075.678687 = -3983208.172783 nChanged 8 SP:Iteration 94Q (501.690476 sec): 3 clusters Score: Raw -3985285.220809 + Penalty 2075.678687 = -3983209.542122 nChanged 8 SP:Iteration 95Q (501.801839 sec): 3 clusters Score: Raw -3985286.982050 + Penalty 2075.678687 = -3983211.303363 nChanged 8 SP:Iteration 96Q (501.910587 sec): 3 clusters Score: Raw -3985288.259730 + Penalty 2075.678687 = -3983212.581043 nChanged 4 SP:Iteration 97Q (502.010786 sec): 3 clusters Score: Raw -3985288.855744 + Penalty 2075.678687 = -3983213.177057 nChanged 5 SP:Iteration 98Q (502.127290 sec): 3 clusters Score: Raw -3985289.623852 + Penalty 2075.678687 = -3983213.945165 nChanged 3 SP:Iteration 99Q (502.235710 sec): 3 clusters Score: Raw -3985290.152243 + Penalty 2075.678687 = -3983214.473556 nChanged 2 SP:Iteration 100F (502.352996 sec): 3 clusters Score: Raw -3985290.418083 + Penalty 2075.678687 = -3983214.739396 nChanged 0 Trying to split cluster 20 (93862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.470866 sec): 2 clusters Score: Raw -7003961.776310 + Penalty 1087.710185 = -7002874.066125 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.630140 sec): 3 clusters Score: Raw -6941901.018674 + Penalty 2175.420371 = -6939725.598303 nChanged 45192 SP:Iteration 1F (502.790550 sec): 3 clusters Score: Raw -6969929.044249 + Penalty 2175.420371 = -6967753.623879 nChanged 4130 SP:Iteration 2Q (502.956785 sec): 3 clusters Score: Raw -6971564.081103 + Penalty 2175.420371 = -6969388.660733 nChanged 4737 SP:Iteration 3F (503.126172 sec): 3 clusters Score: Raw -6973810.053860 + Penalty 2175.420371 = -6971634.633489 nChanged 5475 SP:Iteration 4F (503.284951 sec): 3 clusters Score: Raw -6977066.658520 + Penalty 2175.420371 = -6974891.238149 nChanged 6242 SP:Iteration 5F (503.455249 sec): 3 clusters Score: Raw -6981352.757046 + Penalty 2175.420371 = -6979177.336676 nChanged 6593 SP:Iteration 6F (503.601419 sec): 3 clusters Score: Raw -6986205.390337 + Penalty 2175.420371 = -6984029.969966 nChanged 5934 SP:Iteration 7F (503.749444 sec): 3 clusters Score: Raw -6990527.570850 + Penalty 2175.420371 = -6988352.150479 nChanged 4625 SP:Iteration 8Q (503.923260 sec): 3 clusters Score: Raw -6993545.450158 + Penalty 2175.420371 = -6991370.029788 nChanged 3460 SP:Iteration 9Q (504.076565 sec): 3 clusters Score: Raw -6995518.203698 + Penalty 2175.420371 = -6993342.783328 nChanged 2500 SP:Iteration 10Q (504.243345 sec): 3 clusters Score: Raw -6996850.506726 + Penalty 2175.420371 = -6994675.086356 nChanged 2066 SP:Iteration 11Q (504.405394 sec): 3 clusters Score: Raw -6997834.313329 + Penalty 2175.420371 = -6995658.892959 nChanged 1718 SP:Iteration 12Q (504.566384 sec): 3 clusters Score: Raw -6998565.457245 + Penalty 2175.420371 = -6996390.036875 nChanged 1518 SP:Iteration 13Q (504.728417 sec): 3 clusters Score: Raw -6999153.630683 + Penalty 2175.420371 = -6996978.210312 nChanged 1317 SP:Iteration 14Q (504.895782 sec): 3 clusters Score: Raw -6999591.741803 + Penalty 2175.420371 = -6997416.321432 nChanged 1199 SP:Iteration 15Q (505.047674 sec): 3 clusters Score: Raw -6999964.295464 + Penalty 2175.420371 = -6997788.875094 nChanged 1112 SP:Iteration 16Q (505.205984 sec): 3 clusters Score: Raw -7000303.687117 + Penalty 2175.420371 = -6998128.266747 nChanged 982 SP:Iteration 17Q (505.358002 sec): 3 clusters Score: Raw -7000609.556491 + Penalty 2175.420371 = -6998434.136121 nChanged 1001 SP:Iteration 18Q (505.506111 sec): 3 clusters Score: Raw -7000934.535098 + Penalty 2175.420371 = -6998759.114728 nChanged 922 SP:Iteration 19Q (505.663827 sec): 3 clusters Score: Raw -7001240.967272 + Penalty 2175.420371 = -6999065.546902 nChanged 903 SP:Iteration 20F (505.820072 sec): 3 clusters Score: Raw -7001566.652633 + Penalty 2175.420371 = -6999391.232263 nChanged 928 SP:Iteration 21Q (505.978194 sec): 3 clusters Score: Raw -7001940.637809 + Penalty 2175.420371 = -6999765.217439 nChanged 884 SP:Iteration 22Q (506.109944 sec): 3 clusters Score: Raw -7002305.264338 + Penalty 2175.420371 = -7000129.843968 nChanged 887 SP:Iteration 23Q (506.243588 sec): 3 clusters Score: Raw -7002668.446300 + Penalty 2175.420371 = -7000493.025929 nChanged 853 SP:Iteration 24Q (506.393476 sec): 3 clusters Score: Raw -7003002.481588 + Penalty 2175.420371 = -7000827.061217 nChanged 764 SP:Iteration 25Q (506.570553 sec): 3 clusters Score: Raw -7003247.203880 + Penalty 2175.420371 = -7001071.783509 nChanged 657 SP:Iteration 26Q (506.731078 sec): 3 clusters Score: Raw -7003444.248254 + Penalty 2175.420371 = -7001268.827883 nChanged 554 SP:Iteration 27Q (506.883856 sec): 3 clusters Score: Raw -7003580.926438 + Penalty 2175.420371 = -7001405.506068 nChanged 483 SP:Iteration 28Q (507.049038 sec): 3 clusters Score: Raw -7003681.308849 + Penalty 2175.420371 = -7001505.888479 nChanged 386 SP:Iteration 29Q (507.209929 sec): 3 clusters Score: Raw -7003747.965822 + Penalty 2175.420371 = -7001572.545452 nChanged 354 SP:Iteration 30Q (507.369790 sec): 3 clusters Score: Raw -7003795.629632 + Penalty 2175.420371 = -7001620.209261 nChanged 300 SP:Iteration 31Q (507.506184 sec): 3 clusters Score: Raw -7003831.008728 + Penalty 2175.420371 = -7001655.588358 nChanged 235 SP:Iteration 32Q (507.666835 sec): 3 clusters Score: Raw -7003857.997019 + Penalty 2175.420371 = -7001682.576649 nChanged 209 SP:Iteration 33Q (507.830600 sec): 3 clusters Score: Raw -7003879.285280 + Penalty 2175.420371 = -7001703.864909 nChanged 206 SP:Iteration 34Q (507.984836 sec): 3 clusters Score: Raw -7003901.322279 + Penalty 2175.420371 = -7001725.901909 nChanged 200 SP:Iteration 35Q (508.128600 sec): 3 clusters Score: Raw -7003920.580373 + Penalty 2175.420371 = -7001745.160002 nChanged 200 SP:Iteration 36Q (508.292494 sec): 3 clusters Score: Raw -7003938.666271 + Penalty 2175.420371 = -7001763.245901 nChanged 198 SP:Iteration 37Q (508.461678 sec): 3 clusters Score: Raw -7003954.663027 + Penalty 2175.420371 = -7001779.242656 nChanged 174 SP:Iteration 38Q (508.610400 sec): 3 clusters Score: Raw -7003968.347292 + Penalty 2175.420371 = -7001792.926922 nChanged 166 SP:Iteration 39Q (508.757437 sec): 3 clusters Score: Raw -7003979.140755 + Penalty 2175.420371 = -7001803.720385 nChanged 146 SP:Iteration 40F (508.914491 sec): 3 clusters Score: Raw -7003987.986853 + Penalty 2175.420371 = -7001812.566483 nChanged 135 SP:Iteration 41Q (509.077298 sec): 3 clusters Score: Raw -7003996.030929 + Penalty 2175.420371 = -7001820.610558 nChanged 134 SP:Iteration 42Q (509.226985 sec): 3 clusters Score: Raw -7004003.866299 + Penalty 2175.420371 = -7001828.445928 nChanged 127 SP:Iteration 43Q (509.389913 sec): 3 clusters Score: Raw -7004010.580169 + Penalty 2175.420371 = -7001835.159798 nChanged 111 SP:Iteration 44Q (509.554709 sec): 3 clusters Score: Raw -7004016.619280 + Penalty 2175.420371 = -7001841.198910 nChanged 144 SP:Iteration 45Q (509.714326 sec): 3 clusters Score: Raw -7004023.895313 + Penalty 2175.420371 = -7001848.474943 nChanged 113 SP:Iteration 46Q (509.869924 sec): 3 clusters Score: Raw -7004029.186977 + Penalty 2175.420371 = -7001853.766607 nChanged 116 SP:Iteration 47Q (510.023859 sec): 3 clusters Score: Raw -7004035.028330 + Penalty 2175.420371 = -7001859.607960 nChanged 122 SP:Iteration 48Q (510.177872 sec): 3 clusters Score: Raw -7004041.385625 + Penalty 2175.420371 = -7001865.965254 nChanged 123 SP:Iteration 49Q (510.336368 sec): 3 clusters Score: Raw -7004047.806581 + Penalty 2175.420371 = -7001872.386210 nChanged 128 SP:Iteration 50Q (510.489058 sec): 3 clusters Score: Raw -7004055.256260 + Penalty 2175.420371 = -7001879.835890 nChanged 140 SP:Iteration 51Q (510.630130 sec): 3 clusters Score: Raw -7004063.079742 + Penalty 2175.420371 = -7001887.659372 nChanged 134 SP:Iteration 52Q (510.772221 sec): 3 clusters Score: Raw -7004069.977459 + Penalty 2175.420371 = -7001894.557089 nChanged 117 SP:Iteration 53Q (510.911614 sec): 3 clusters Score: Raw -7004075.967142 + Penalty 2175.420371 = -7001900.546771 nChanged 112 SP:Iteration 54Q (511.057888 sec): 3 clusters Score: Raw -7004081.571283 + Penalty 2175.420371 = -7001906.150912 nChanged 94 SP:Iteration 55Q (511.211327 sec): 3 clusters Score: Raw -7004086.140562 + Penalty 2175.420371 = -7001910.720191 nChanged 89 SP:Iteration 56Q (511.364124 sec): 3 clusters Score: Raw -7004090.118301 + Penalty 2175.420371 = -7001914.697930 nChanged 97 SP:Iteration 57Q (511.514125 sec): 3 clusters Score: Raw -7004095.194393 + Penalty 2175.420371 = -7001919.774022 nChanged 99 SP:Iteration 58Q (511.666260 sec): 3 clusters Score: Raw -7004100.515065 + Penalty 2175.420371 = -7001925.094695 nChanged 110 SP:Iteration 59Q (511.830164 sec): 3 clusters Score: Raw -7004106.804260 + Penalty 2175.420371 = -7001931.383889 nChanged 116 SP:Iteration 60F (511.990593 sec): 3 clusters Score: Raw -7004112.484664 + Penalty 2175.420371 = -7001937.064293 nChanged 89 SP:Iteration 61Q (512.150413 sec): 3 clusters Score: Raw -7004116.304664 + Penalty 2175.420371 = -7001940.884294 nChanged 85 SP:Iteration 62Q (512.305891 sec): 3 clusters Score: Raw -7004120.302415 + Penalty 2175.420371 = -7001944.882044 nChanged 87 SP:Iteration 63Q (512.470010 sec): 3 clusters Score: Raw -7004124.936494 + Penalty 2175.420371 = -7001949.516123 nChanged 92 SP:Iteration 64Q (512.630885 sec): 3 clusters Score: Raw -7004129.318004 + Penalty 2175.420371 = -7001953.897633 nChanged 93 SP:Iteration 65Q (512.790610 sec): 3 clusters Score: Raw -7004133.660538 + Penalty 2175.420371 = -7001958.240168 nChanged 88 SP:Iteration 66Q (512.946653 sec): 3 clusters Score: Raw -7004137.811820 + Penalty 2175.420371 = -7001962.391449 nChanged 74 SP:Iteration 67Q (513.099714 sec): 3 clusters Score: Raw -7004141.056652 + Penalty 2175.420371 = -7001965.636281 nChanged 59 SP:Iteration 68Q (513.255000 sec): 3 clusters Score: Raw -7004143.345982 + Penalty 2175.420371 = -7001967.925611 nChanged 69 SP:Iteration 69Q (513.412826 sec): 3 clusters Score: Raw -7004146.093520 + Penalty 2175.420371 = -7001970.673149 nChanged 84 SP:Iteration 70Q (513.568773 sec): 3 clusters Score: Raw -7004149.585854 + Penalty 2175.420371 = -7001974.165484 nChanged 69 SP:Iteration 71Q (513.716697 sec): 3 clusters Score: Raw -7004152.266592 + Penalty 2175.420371 = -7001976.846222 nChanged 67 SP:Iteration 72Q (513.864856 sec): 3 clusters Score: Raw -7004155.009376 + Penalty 2175.420371 = -7001979.589005 nChanged 66 SP:Iteration 73Q (514.015068 sec): 3 clusters Score: Raw -7004157.310564 + Penalty 2175.420371 = -7001981.890193 nChanged 65 SP:Iteration 74Q (514.171756 sec): 3 clusters Score: Raw -7004159.737613 + Penalty 2175.420371 = -7001984.317242 nChanged 75 SP:Iteration 75Q (514.312587 sec): 3 clusters Score: Raw -7004163.037629 + Penalty 2175.420371 = -7001987.617258 nChanged 83 SP:Iteration 76Q (514.471533 sec): 3 clusters Score: Raw -7004166.735677 + Penalty 2175.420371 = -7001991.315306 nChanged 73 SP:Iteration 77Q (514.623011 sec): 3 clusters Score: Raw -7004169.121486 + Penalty 2175.420371 = -7001993.701115 nChanged 58 SP:Iteration 78Q (514.788553 sec): 3 clusters Score: Raw -7004170.621923 + Penalty 2175.420371 = -7001995.201552 nChanged 50 SP:Iteration 79Q (514.943552 sec): 3 clusters Score: Raw -7004171.820837 + Penalty 2175.420371 = -7001996.400466 nChanged 47 SP:Iteration 80F (515.111040 sec): 3 clusters Score: Raw -7004173.134330 + Penalty 2175.420371 = -7001997.713960 nChanged 45 SP:Iteration 81Q (515.271112 sec): 3 clusters Score: Raw -7004174.262464 + Penalty 2175.420371 = -7001998.842093 nChanged 37 SP:Iteration 82Q (515.427942 sec): 3 clusters Score: Raw -7004175.308073 + Penalty 2175.420371 = -7001999.887703 nChanged 46 SP:Iteration 83Q (515.580663 sec): 3 clusters Score: Raw -7004176.974535 + Penalty 2175.420371 = -7002001.554164 nChanged 58 SP:Iteration 84Q (515.724994 sec): 3 clusters Score: Raw -7004179.145126 + Penalty 2175.420371 = -7002003.724755 nChanged 53 SP:Iteration 85Q (515.885744 sec): 3 clusters Score: Raw -7004180.906493 + Penalty 2175.420371 = -7002005.486122 nChanged 48 SP:Iteration 86Q (516.029983 sec): 3 clusters Score: Raw -7004182.820528 + Penalty 2175.420371 = -7002007.400157 nChanged 54 SP:Iteration 87Q (516.171758 sec): 3 clusters Score: Raw -7004184.969360 + Penalty 2175.420371 = -7002009.548990 nChanged 60 SP:Iteration 88Q (516.340665 sec): 3 clusters Score: Raw -7004187.544724 + Penalty 2175.420371 = -7002012.124353 nChanged 67 SP:Iteration 89Q (516.498151 sec): 3 clusters Score: Raw -7004190.137673 + Penalty 2175.420371 = -7002014.717303 nChanged 61 SP:Iteration 90Q (516.632693 sec): 3 clusters Score: Raw -7004192.265666 + Penalty 2175.420371 = -7002016.845295 nChanged 54 SP:Iteration 91Q (516.778045 sec): 3 clusters Score: Raw -7004193.934537 + Penalty 2175.420371 = -7002018.514167 nChanged 51 SP:Iteration 92Q (516.931855 sec): 3 clusters Score: Raw -7004195.640191 + Penalty 2175.420371 = -7002020.219821 nChanged 50 SP:Iteration 93Q (517.074344 sec): 3 clusters Score: Raw -7004197.636230 + Penalty 2175.420371 = -7002022.215859 nChanged 53 SP:Iteration 94Q (517.233756 sec): 3 clusters Score: Raw -7004199.513699 + Penalty 2175.420371 = -7002024.093329 nChanged 52 SP:Iteration 95Q (517.391642 sec): 3 clusters Score: Raw -7004201.435312 + Penalty 2175.420371 = -7002026.014942 nChanged 62 SP:Iteration 96Q (517.519334 sec): 3 clusters Score: Raw -7004203.958602 + Penalty 2175.420371 = -7002028.538232 nChanged 65 SP:Iteration 97Q (517.673733 sec): 3 clusters Score: Raw -7004206.382640 + Penalty 2175.420371 = -7002030.962269 nChanged 61 SP:Iteration 98Q (517.829928 sec): 3 clusters Score: Raw -7004208.438234 + Penalty 2175.420371 = -7002033.017864 nChanged 66 SP:Iteration 99Q (517.978997 sec): 3 clusters Score: Raw -7004210.936000 + Penalty 2175.420371 = -7002035.515630 nChanged 77 SP:Iteration 100F (518.134461 sec): 3 clusters Score: Raw -7004214.630908 + Penalty 2175.420371 = -7002039.210538 nChanged 78 SP:Iteration 101Q (518.295846 sec): 3 clusters Score: Raw -7004218.230981 + Penalty 2175.420371 = -7002042.810610 nChanged 70 SP:Iteration 102Q (518.450690 sec): 3 clusters Score: Raw -7004221.325628 + Penalty 2175.420371 = -7002045.905258 nChanged 79 SP:Iteration 103Q (518.607537 sec): 3 clusters Score: Raw -7004224.925705 + Penalty 2175.420371 = -7002049.505335 nChanged 70 SP:Iteration 104Q (518.767449 sec): 3 clusters Score: Raw -7004228.146559 + Penalty 2175.420371 = -7002052.726188 nChanged 75 SP:Iteration 105Q (518.921725 sec): 3 clusters Score: Raw -7004232.105336 + Penalty 2175.420371 = -7002056.684965 nChanged 79 SP:Iteration 106Q (519.082814 sec): 3 clusters Score: Raw -7004236.055365 + Penalty 2175.420371 = -7002060.634994 nChanged 91 SP:Iteration 107Q (519.233832 sec): 3 clusters Score: Raw -7004240.264762 + Penalty 2175.420371 = -7002064.844391 nChanged 83 SP:Iteration 108Q (519.387831 sec): 3 clusters Score: Raw -7004244.109584 + Penalty 2175.420371 = -7002068.689214 nChanged 69 SP:Iteration 109Q (519.545360 sec): 3 clusters Score: Raw -7004247.084976 + Penalty 2175.420371 = -7002071.664606 nChanged 64 SP:Iteration 110Q (519.698293 sec): 3 clusters Score: Raw -7004250.480172 + Penalty 2175.420371 = -7002075.059802 nChanged 80 SP:Iteration 111Q (519.864075 sec): 3 clusters Score: Raw -7004254.410565 + Penalty 2175.420371 = -7002078.990194 nChanged 72 SP:Iteration 112Q (520.028007 sec): 3 clusters Score: Raw -7004258.157538 + Penalty 2175.420371 = -7002082.737167 nChanged 88 SP:Iteration 113Q (520.182896 sec): 3 clusters Score: Raw -7004263.147756 + Penalty 2175.420371 = -7002087.727386 nChanged 84 SP:Iteration 114Q (520.333750 sec): 3 clusters Score: Raw -7004267.568810 + Penalty 2175.420371 = -7002092.148440 nChanged 77 SP:Iteration 115Q (520.478735 sec): 3 clusters Score: Raw -7004271.671881 + Penalty 2175.420371 = -7002096.251511 nChanged 80 SP:Iteration 116Q (520.629383 sec): 3 clusters Score: Raw -7004275.707058 + Penalty 2175.420371 = -7002100.286687 nChanged 68 SP:Iteration 117Q (520.775087 sec): 3 clusters Score: Raw -7004278.619215 + Penalty 2175.420371 = -7002103.198844 nChanged 66 SP:Iteration 118Q (520.914724 sec): 3 clusters Score: Raw -7004281.226985 + Penalty 2175.420371 = -7002105.806615 nChanged 60 SP:Iteration 119Q (521.069578 sec): 3 clusters Score: Raw -7004283.903968 + Penalty 2175.420371 = -7002108.483598 nChanged 63 SP:Iteration 120F (521.232885 sec): 3 clusters Score: Raw -7004286.247547 + Penalty 2175.420371 = -7002110.827176 nChanged 56 SP:Iteration 121Q (521.387979 sec): 3 clusters Score: Raw -7004288.125491 + Penalty 2175.420371 = -7002112.705121 nChanged 52 SP:Iteration 122Q (521.537145 sec): 3 clusters Score: Raw -7004290.272851 + Penalty 2175.420371 = -7002114.852480 nChanged 58 SP:Iteration 123Q (521.694720 sec): 3 clusters Score: Raw -7004292.692589 + Penalty 2175.420371 = -7002117.272219 nChanged 56 SP:Iteration 124Q (521.852279 sec): 3 clusters Score: Raw -7004295.004869 + Penalty 2175.420371 = -7002119.584499 nChanged 53 SP:Iteration 125Q (522.004129 sec): 3 clusters Score: Raw -7004296.889074 + Penalty 2175.420371 = -7002121.468703 nChanged 47 SP:Iteration 126Q (522.164530 sec): 3 clusters Score: Raw -7004298.392866 + Penalty 2175.420371 = -7002122.972495 nChanged 40 SP:Iteration 127Q (522.328519 sec): 3 clusters Score: Raw -7004299.517773 + Penalty 2175.420371 = -7002124.097403 nChanged 31 SP:Iteration 128Q (522.476677 sec): 3 clusters Score: Raw -7004300.369155 + Penalty 2175.420371 = -7002124.948784 nChanged 27 SP:Iteration 129Q (522.634224 sec): 3 clusters Score: Raw -7004300.930656 + Penalty 2175.420371 = -7002125.510286 nChanged 19 SP:Iteration 130Q (522.783619 sec): 3 clusters Score: Raw -7004301.301170 + Penalty 2175.420371 = -7002125.880800 nChanged 16 SP:Iteration 131Q (522.944470 sec): 3 clusters Score: Raw -7004301.541721 + Penalty 2175.420371 = -7002126.121350 nChanged 14 SP:Iteration 132Q (523.094508 sec): 3 clusters Score: Raw -7004301.791084 + Penalty 2175.420371 = -7002126.370713 nChanged 13 SP:Iteration 133Q (523.239291 sec): 3 clusters Score: Raw -7004302.077693 + Penalty 2175.420371 = -7002126.657323 nChanged 15 SP:Iteration 134Q (523.391200 sec): 3 clusters Score: Raw -7004302.463243 + Penalty 2175.420371 = -7002127.042872 nChanged 12 SP:Iteration 135Q (523.543591 sec): 3 clusters Score: Raw -7004302.706783 + Penalty 2175.420371 = -7002127.286412 nChanged 12 SP:Iteration 136Q (523.699428 sec): 3 clusters Score: Raw -7004302.998973 + Penalty 2175.420371 = -7002127.578602 nChanged 11 SP:Iteration 137Q (523.852878 sec): 3 clusters Score: Raw -7004303.193359 + Penalty 2175.420371 = -7002127.772988 nChanged 10 SP:Iteration 138Q (524.000804 sec): 3 clusters Score: Raw -7004303.454598 + Penalty 2175.420371 = -7002128.034228 nChanged 12 SP:Iteration 139Q (524.145279 sec): 3 clusters Score: Raw -7004303.633471 + Penalty 2175.420371 = -7002128.213100 nChanged 8 SP:Iteration 140F (524.309847 sec): 3 clusters Score: Raw -7004303.738635 + Penalty 2175.420371 = -7002128.318264 nChanged 6 SP:Iteration 141Q (524.461160 sec): 3 clusters Score: Raw -7004303.796633 + Penalty 2175.420371 = -7002128.376263 nChanged 5 SP:Iteration 142Q (524.612143 sec): 3 clusters Score: Raw -7004303.884831 + Penalty 2175.420371 = -7002128.464460 nChanged 8 SP:Iteration 143Q (524.758971 sec): 3 clusters Score: Raw -7004304.034436 + Penalty 2175.420371 = -7002128.614066 nChanged 3 SP:Iteration 144Q (524.914890 sec): 3 clusters Score: Raw -7004304.087561 + Penalty 2175.420371 = -7002128.667190 nChanged 4 SP:Iteration 145Q (525.062095 sec): 3 clusters Score: Raw -7004304.216407 + Penalty 2175.420371 = -7002128.796037 nChanged 6 SP:Iteration 146Q (525.218154 sec): 3 clusters Score: Raw -7004304.309120 + Penalty 2175.420371 = -7002128.888749 nChanged 3 SP:Iteration 147Q (525.379072 sec): 3 clusters Score: Raw -7004304.361557 + Penalty 2175.420371 = -7002128.941186 nChanged 3 SP:Iteration 148Q (525.528678 sec): 3 clusters Score: Raw -7004304.403454 + Penalty 2175.420371 = -7002128.983083 nChanged 3 SP:Iteration 149Q (525.684806 sec): 3 clusters Score: Raw -7004304.460380 + Penalty 2175.420371 = -7002129.040009 nChanged 3 SP:Iteration 150Q (525.841669 sec): 3 clusters Score: Raw -7004304.518520 + Penalty 2175.420371 = -7002129.098150 nChanged 3 SP:Iteration 151Q (525.992164 sec): 3 clusters Score: Raw -7004304.581818 + Penalty 2175.420371 = -7002129.161447 nChanged 5 SP:Iteration 152Q (526.148967 sec): 3 clusters Score: Raw -7004304.641799 + Penalty 2175.420371 = -7002129.221429 nChanged 3 SP:Iteration 153Q (526.293113 sec): 3 clusters Score: Raw -7004304.688399 + Penalty 2175.420371 = -7002129.268029 nChanged 2 SP:Iteration 154Q (526.447613 sec): 3 clusters Score: Raw -7004304.733863 + Penalty 2175.420371 = -7002129.313493 nChanged 3 SP:Iteration 155Q (526.600117 sec): 3 clusters Score: Raw -7004304.770314 + Penalty 2175.420371 = -7002129.349943 nChanged 3 SP:Iteration 156Q (526.753257 sec): 3 clusters Score: Raw -7004304.808219 + Penalty 2175.420371 = -7002129.387848 nChanged 2 SP:Iteration 157Q (526.891803 sec): 3 clusters Score: Raw -7004304.826494 + Penalty 2175.420371 = -7002129.406123 nChanged 1 SP:Iteration 158Q (527.044309 sec): 3 clusters Score: Raw -7004304.843294 + Penalty 2175.420371 = -7002129.422923 nChanged 1 SP:Iteration 159Q (527.195334 sec): 3 clusters Score: Raw -7004304.856958 + Penalty 2175.420371 = -7002129.436587 nChanged 0 SP:Iteration 160F (527.357272 sec): 3 clusters Score: Raw -7004304.856958 + Penalty 2175.420371 = -7002129.436587 nChanged 0 Trying to split cluster 21 (11639 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (527.402799 sec): 2 clusters Score: Raw -870967.464308 + Penalty 889.401097 = -870078.063212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (527.468820 sec): 3 clusters Score: Raw -863941.744649 + Penalty 1778.802193 = -862162.942456 nChanged 5287 SP:Iteration 1F (527.533013 sec): 3 clusters Score: Raw -866882.881614 + Penalty 1778.802193 = -865104.079420 nChanged 641 SP:Iteration 2F (527.585013 sec): 3 clusters Score: Raw -867128.073423 + Penalty 1778.802193 = -865349.271230 nChanged 568 SP:Iteration 3Q (527.653248 sec): 3 clusters Score: Raw -867364.293854 + Penalty 1778.802193 = -865585.491661 nChanged 586 SP:Iteration 4F (527.697428 sec): 3 clusters Score: Raw -867680.093644 + Penalty 1778.802193 = -865901.291451 nChanged 696 SP:Iteration 5F (527.765353 sec): 3 clusters Score: Raw -868106.595430 + Penalty 1778.802193 = -866327.793236 nChanged 740 SP:Iteration 6F (527.830992 sec): 3 clusters Score: Raw -868638.224136 + Penalty 1778.802193 = -866859.421942 nChanged 796 SP:Iteration 7F (527.882427 sec): 3 clusters Score: Raw -869252.258245 + Penalty 1778.802193 = -867473.456051 nChanged 687 SP:Iteration 8F (527.953946 sec): 3 clusters Score: Raw -869814.681886 + Penalty 1778.802193 = -868035.879693 nChanged 548 SP:Iteration 9Q (528.017572 sec): 3 clusters Score: Raw -870231.251373 + Penalty 1778.802193 = -868452.449180 nChanged 412 SP:Iteration 10Q (528.072404 sec): 3 clusters Score: Raw -870472.730569 + Penalty 1778.802193 = -868693.928375 nChanged 281 SP:Iteration 11Q (528.139626 sec): 3 clusters Score: Raw -870581.060881 + Penalty 1778.802193 = -868802.258687 nChanged 157 SP:Iteration 12Q (528.204439 sec): 3 clusters Score: Raw -870638.201185 + Penalty 1778.802193 = -868859.398992 nChanged 144 SP:Iteration 13Q (528.255141 sec): 3 clusters Score: Raw -870697.026430 + Penalty 1778.802193 = -868918.224236 nChanged 158 SP:Iteration 14Q (528.312298 sec): 3 clusters Score: Raw -870764.661073 + Penalty 1778.802193 = -868985.858879 nChanged 128 SP:Iteration 15Q (528.369352 sec): 3 clusters Score: Raw -870816.451893 + Penalty 1778.802193 = -869037.649700 nChanged 104 SP:Iteration 16Q (528.427191 sec): 3 clusters Score: Raw -870854.498567 + Penalty 1778.802193 = -869075.696373 nChanged 104 SP:Iteration 17Q (528.484976 sec): 3 clusters Score: Raw -870891.795706 + Penalty 1778.802193 = -869112.993513 nChanged 94 SP:Iteration 18Q (528.532290 sec): 3 clusters Score: Raw -870921.330786 + Penalty 1778.802193 = -869142.528593 nChanged 83 SP:Iteration 19Q (528.593083 sec): 3 clusters Score: Raw -870945.613114 + Penalty 1778.802193 = -869166.810921 nChanged 76 SP:Iteration 20F (528.661291 sec): 3 clusters Score: Raw -870966.147601 + Penalty 1778.802193 = -869187.345408 nChanged 69 SP:Iteration 21Q (528.709915 sec): 3 clusters Score: Raw -870986.665771 + Penalty 1778.802193 = -869207.863578 nChanged 65 SP:Iteration 22Q (528.769186 sec): 3 clusters Score: Raw -871006.278757 + Penalty 1778.802193 = -869227.476563 nChanged 54 SP:Iteration 23Q (528.817699 sec): 3 clusters Score: Raw -871020.435526 + Penalty 1778.802193 = -869241.633333 nChanged 37 SP:Iteration 24Q (528.883831 sec): 3 clusters Score: Raw -871028.388344 + Penalty 1778.802193 = -869249.586151 nChanged 38 SP:Iteration 25Q (528.945550 sec): 3 clusters Score: Raw -871038.259978 + Penalty 1778.802193 = -869259.457785 nChanged 40 SP:Iteration 26Q (529.002121 sec): 3 clusters Score: Raw -871049.591119 + Penalty 1778.802193 = -869270.788925 nChanged 43 SP:Iteration 27Q (529.055792 sec): 3 clusters Score: Raw -871059.765616 + Penalty 1778.802193 = -869280.963422 nChanged 30 SP:Iteration 28Q (529.120426 sec): 3 clusters Score: Raw -871066.507168 + Penalty 1778.802193 = -869287.704974 nChanged 26 SP:Iteration 29Q (529.157712 sec): 3 clusters Score: Raw -871072.221872 + Penalty 1778.802193 = -869293.419679 nChanged 26 SP:Iteration 30Q (529.209824 sec): 3 clusters Score: Raw -871078.034770 + Penalty 1778.802193 = -869299.232577 nChanged 20 SP:Iteration 31Q (529.263145 sec): 3 clusters Score: Raw -871081.629784 + Penalty 1778.802193 = -869302.827591 nChanged 17 SP:Iteration 32Q (529.330125 sec): 3 clusters Score: Raw -871085.407664 + Penalty 1778.802193 = -869306.605470 nChanged 17 SP:Iteration 33Q (529.376058 sec): 3 clusters Score: Raw -871089.353344 + Penalty 1778.802193 = -869310.551151 nChanged 16 SP:Iteration 34Q (529.428755 sec): 3 clusters Score: Raw -871093.617954 + Penalty 1778.802193 = -869314.815760 nChanged 18 SP:Iteration 35Q (529.483029 sec): 3 clusters Score: Raw -871097.454623 + Penalty 1778.802193 = -869318.652430 nChanged 15 SP:Iteration 36Q (529.535298 sec): 3 clusters Score: Raw -871099.502910 + Penalty 1778.802193 = -869320.700716 nChanged 12 SP:Iteration 37Q (529.596465 sec): 3 clusters Score: Raw -871100.962378 + Penalty 1778.802193 = -869322.160184 nChanged 11 SP:Iteration 38Q (529.651159 sec): 3 clusters Score: Raw -871102.905269 + Penalty 1778.802193 = -869324.103076 nChanged 13 SP:Iteration 39Q (529.715910 sec): 3 clusters Score: Raw -871105.555830 + Penalty 1778.802193 = -869326.753637 nChanged 15 SP:Iteration 40F (529.772532 sec): 3 clusters Score: Raw -871109.292172 + Penalty 1778.802193 = -869330.489979 nChanged 21 SP:Iteration 41Q (529.817150 sec): 3 clusters Score: Raw -871113.896098 + Penalty 1778.802193 = -869335.093905 nChanged 19 SP:Iteration 42Q (529.884726 sec): 3 clusters Score: Raw -871118.134240 + Penalty 1778.802193 = -869339.332047 nChanged 13 SP:Iteration 43Q (529.932740 sec): 3 clusters Score: Raw -871119.940442 + Penalty 1778.802193 = -869341.138249 nChanged 10 SP:Iteration 44Q (529.980302 sec): 3 clusters Score: Raw -871121.243574 + Penalty 1778.802193 = -869342.441380 nChanged 7 SP:Iteration 45Q (530.046201 sec): 3 clusters Score: Raw -871122.367095 + Penalty 1778.802193 = -869343.564902 nChanged 5 SP:Iteration 46Q (530.094257 sec): 3 clusters Score: Raw -871123.186823 + Penalty 1778.802193 = -869344.384629 nChanged 6 SP:Iteration 47Q (530.161242 sec): 3 clusters Score: Raw -871124.365981 + Penalty 1778.802193 = -869345.563787 nChanged 8 SP:Iteration 48Q (530.208188 sec): 3 clusters Score: Raw -871125.219709 + Penalty 1778.802193 = -869346.417516 nChanged 7 SP:Iteration 49Q (530.263426 sec): 3 clusters Score: Raw -871125.992741 + Penalty 1778.802193 = -869347.190548 nChanged 10 SP:Iteration 50Q (530.309981 sec): 3 clusters Score: Raw -871127.367746 + Penalty 1778.802193 = -869348.565553 nChanged 12 SP:Iteration 51Q (530.364952 sec): 3 clusters Score: Raw -871128.651160 + Penalty 1778.802193 = -869349.848967 nChanged 12 SP:Iteration 52Q (530.432767 sec): 3 clusters Score: Raw -871130.732914 + Penalty 1778.802193 = -869351.930721 nChanged 7 SP:Iteration 53Q (530.493076 sec): 3 clusters Score: Raw -871131.596323 + Penalty 1778.802193 = -869352.794130 nChanged 2 SP:Iteration 54Q (530.544287 sec): 3 clusters Score: Raw -871131.886433 + Penalty 1778.802193 = -869353.084240 nChanged 1 SP:Iteration 55Q (530.611089 sec): 3 clusters Score: Raw -871131.900493 + Penalty 1778.802193 = -869353.098299 nChanged 1 SP:Iteration 56Q (530.671846 sec): 3 clusters Score: Raw -871131.973378 + Penalty 1778.802193 = -869353.171184 nChanged 0 SP:Iteration 57F (530.734114 sec): 3 clusters Score: Raw -871131.973378 + Penalty 1778.802193 = -869353.171184 nChanged 0 Iteration 139Q (532.866371 sec): 22 clusters Score: Raw -25392484.548036 + Penalty 25505.718631 = -25366978.829406 nChanged 293 Iteration 140F (536.665589 sec): 22 clusters Score: Raw -25392496.227479 + Penalty 25505.718631 = -25366990.508848 nChanged 279 Iteration 141Q (538.866756 sec): 22 clusters Score: Raw -25392506.864794 + Penalty 25505.718631 = -25367001.146163 nChanged 303 Iteration 142Q (541.086896 sec): 22 clusters Score: Raw -25392518.278610 + Penalty 25505.718631 = -25367012.559979 nChanged 323 Iteration 143Q (543.233070 sec): 22 clusters Score: Raw -25392530.364788 + Penalty 25505.718631 = -25367024.646157 nChanged 326 Iteration 144Q (545.473498 sec): 22 clusters Score: Raw -25392541.891662 + Penalty 25505.718631 = -25367036.173031 nChanged 329 Iteration 145Q (547.605501 sec): 22 clusters Score: Raw -25392554.762412 + Penalty 25505.718631 = -25367049.043781 nChanged 354 Iteration 146Q (549.763141 sec): 22 clusters Score: Raw -25392568.193688 + Penalty 25505.718631 = -25367062.475057 nChanged 330 Iteration 147Q (551.986343 sec): 22 clusters Score: Raw -25392581.152929 + Penalty 25505.718631 = -25367075.434298 nChanged 305 Iteration 148Q (554.077156 sec): 22 clusters Score: Raw -25392593.008362 + Penalty 25505.718631 = -25367087.289731 nChanged 304 Iteration 149Q (556.256114 sec): 22 clusters Score: Raw -25392605.901081 + Penalty 25505.718631 = -25367100.182450 nChanged 318 Iteration 150Q (558.531956 sec): 22 clusters Score: Raw -25392621.394431 + Penalty 25505.718631 = -25367115.675800 nChanged 353 Iteration 151Q (560.731648 sec): 22 clusters Score: Raw -25392640.189901 + Penalty 25505.718631 = -25367134.471270 nChanged 369 Iteration 152Q (562.910081 sec): 22 clusters Score: Raw -25392660.938092 + Penalty 25505.718631 = -25367155.219462 nChanged 349 Iteration 153Q (565.162822 sec): 22 clusters Score: Raw -25392678.288014 + Penalty 25505.718631 = -25367172.569383 nChanged 337 Iteration 154Q (567.390626 sec): 22 clusters Score: Raw -25392693.990438 + Penalty 25505.718631 = -25367188.271807 nChanged 324 Iteration 155Q (569.485164 sec): 22 clusters Score: Raw -25392708.450745 + Penalty 25505.718631 = -25367202.732114 nChanged 359 Iteration 156Q (571.636264 sec): 22 clusters Score: Raw -25392724.927138 + Penalty 25505.718631 = -25367219.208508 nChanged 331 Iteration 157Q (573.929032 sec): 22 clusters Score: Raw -25392740.345075 + Penalty 25505.718631 = -25367234.626444 nChanged 323 Iteration 158Q (576.043173 sec): 22 clusters Score: Raw -25392754.552207 + Penalty 25505.718631 = -25367248.833577 nChanged 306 Iteration 159Q (578.218127 sec): 22 clusters Score: Raw -25392767.532616 + Penalty 25505.718631 = -25367261.813985 nChanged 321 Iteration 160F (581.982587 sec): 22 clusters Score: Raw -25392782.370926 + Penalty 25505.718631 = -25367276.652295 nChanged 314 Iteration 161Q (584.222948 sec): 22 clusters Score: Raw -25392795.968579 + Penalty 25505.718631 = -25367290.249948 nChanged 314 Iteration 162Q (586.347058 sec): 22 clusters Score: Raw -25392809.157325 + Penalty 25505.718631 = -25367303.438695 nChanged 311 Iteration 163Q (588.578605 sec): 22 clusters Score: Raw -25392822.939029 + Penalty 25505.718631 = -25367317.220398 nChanged 300 Iteration 164Q (590.770855 sec): 22 clusters Score: Raw -25392836.979307 + Penalty 25505.718631 = -25367331.260676 nChanged 309 Iteration 165Q (592.944264 sec): 22 clusters Score: Raw -25392850.787334 + Penalty 25505.718631 = -25367345.068704 nChanged 315 Iteration 166Q (595.246031 sec): 22 clusters Score: Raw -25392866.174309 + Penalty 25505.718631 = -25367360.455679 nChanged 323 Iteration 167Q (597.332087 sec): 22 clusters Score: Raw -25392880.187219 + Penalty 25505.718631 = -25367374.468589 nChanged 323 Iteration 168Q (599.416869 sec): 22 clusters Score: Raw -25392893.718281 + Penalty 25505.718631 = -25367387.999650 nChanged 339 Iteration 169Q (601.699567 sec): 22 clusters Score: Raw -25392907.065925 + Penalty 25505.718631 = -25367401.347294 nChanged 305 Iteration 170Q (603.927579 sec): 22 clusters Score: Raw -25392919.195637 + Penalty 25505.718631 = -25367413.477006 nChanged 305 Iteration 171Q (606.048766 sec): 22 clusters Score: Raw -25392932.585110 + Penalty 25505.718631 = -25367426.866479 nChanged 299 Iteration 172Q (608.128840 sec): 22 clusters Score: Raw -25392944.916241 + Penalty 25505.718631 = -25367439.197610 nChanged 273 Iteration 173Q (610.366525 sec): 22 clusters Score: Raw -25392954.644438 + Penalty 25505.718631 = -25367448.925807 nChanged 254 Iteration 174Q (612.490371 sec): 22 clusters Score: Raw -25392963.710132 + Penalty 25505.718631 = -25367457.991501 nChanged 247 Iteration 175Q (614.654925 sec): 22 clusters Score: Raw -25392972.731854 + Penalty 25505.718631 = -25367467.013224 nChanged 262 Iteration 176Q (616.929576 sec): 22 clusters Score: Raw -25392982.838350 + Penalty 25505.718631 = -25367477.119720 nChanged 235 Iteration 177Q (619.080370 sec): 22 clusters Score: Raw -25392991.059842 + Penalty 25505.718631 = -25367485.341212 nChanged 253 Iteration 178Q (621.279942 sec): 22 clusters Score: Raw -25392998.971889 + Penalty 25505.718631 = -25367493.253258 nChanged 225 Writing temp clu file Because OldScore, -25367485.341212, is greater than current (better) Score,-25367493.253258 Compute initial score before splitting: Score: Raw -25392998.971889 + Penalty 25505.718631 = -25367493.253258 Trying to split cluster 1 (26980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (621.432268 sec): 2 clusters Score: Raw -2049649.473675 + Penalty 969.270857 = -2048680.202817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (621.497876 sec): 3 clusters Score: Raw -2032646.289077 + Penalty 1938.541715 = -2030707.747363 nChanged 12627 SP:Iteration 1F (621.584461 sec): 3 clusters Score: Raw -2039974.599378 + Penalty 1938.541715 = -2038036.057663 nChanged 1385 SP:Iteration 2F (621.666207 sec): 3 clusters Score: Raw -2040662.842418 + Penalty 1938.541715 = -2038724.300703 nChanged 1718 SP:Iteration 3F (621.746711 sec): 3 clusters Score: Raw -2041827.957134 + Penalty 1938.541715 = -2039889.415419 nChanged 2065 SP:Iteration 4F (621.811821 sec): 3 clusters Score: Raw -2043590.726421 + Penalty 1938.541715 = -2041652.184706 nChanged 2220 SP:Iteration 5F (621.894392 sec): 3 clusters Score: Raw -2045706.130622 + Penalty 1938.541715 = -2043767.588907 nChanged 1879 SP:Iteration 6F (621.975618 sec): 3 clusters Score: Raw -2047517.089963 + Penalty 1938.541715 = -2045578.548249 nChanged 1262 SP:Iteration 7Q (622.046858 sec): 3 clusters Score: Raw -2048681.136625 + Penalty 1938.541715 = -2046742.594910 nChanged 781 SP:Iteration 8Q (622.121551 sec): 3 clusters Score: Raw -2049233.053623 + Penalty 1938.541715 = -2047294.511909 nChanged 482 SP:Iteration 9Q (622.194915 sec): 3 clusters Score: Raw -2049508.719013 + Penalty 1938.541715 = -2047570.177298 nChanged 325 SP:Iteration 10Q (622.267517 sec): 3 clusters Score: Raw -2049685.850400 + Penalty 1938.541715 = -2047747.308685 nChanged 263 SP:Iteration 11Q (622.348374 sec): 3 clusters Score: Raw -2049828.673427 + Penalty 1938.541715 = -2047890.131712 nChanged 244 SP:Iteration 12Q (622.429978 sec): 3 clusters Score: Raw -2049944.579801 + Penalty 1938.541715 = -2048006.038086 nChanged 192 SP:Iteration 13Q (622.499239 sec): 3 clusters Score: Raw -2050034.001689 + Penalty 1938.541715 = -2048095.459975 nChanged 169 SP:Iteration 14Q (622.557561 sec): 3 clusters Score: Raw -2050108.480139 + Penalty 1938.541715 = -2048169.938425 nChanged 144 SP:Iteration 15Q (622.619951 sec): 3 clusters Score: Raw -2050162.782032 + Penalty 1938.541715 = -2048224.240317 nChanged 126 SP:Iteration 16Q (622.703934 sec): 3 clusters Score: Raw -2050208.416397 + Penalty 1938.541715 = -2048269.874682 nChanged 107 SP:Iteration 17Q (622.771041 sec): 3 clusters Score: Raw -2050241.353993 + Penalty 1938.541715 = -2048302.812279 nChanged 81 SP:Iteration 18Q (622.838645 sec): 3 clusters Score: Raw -2050264.402810 + Penalty 1938.541715 = -2048325.861096 nChanged 60 SP:Iteration 19Q (622.905973 sec): 3 clusters Score: Raw -2050277.317656 + Penalty 1938.541715 = -2048338.775942 nChanged 48 SP:Iteration 20F (622.986763 sec): 3 clusters Score: Raw -2050286.102468 + Penalty 1938.541715 = -2048347.560754 nChanged 42 SP:Iteration 21Q (623.054967 sec): 3 clusters Score: Raw -2050293.660748 + Penalty 1938.541715 = -2048355.119033 nChanged 35 SP:Iteration 22Q (623.130534 sec): 3 clusters Score: Raw -2050298.890643 + Penalty 1938.541715 = -2048360.348928 nChanged 28 SP:Iteration 23Q (623.194670 sec): 3 clusters Score: Raw -2050302.379485 + Penalty 1938.541715 = -2048363.837770 nChanged 22 SP:Iteration 24Q (623.262571 sec): 3 clusters Score: Raw -2050304.328601 + Penalty 1938.541715 = -2048365.786886 nChanged 13 SP:Iteration 25Q (623.320627 sec): 3 clusters Score: Raw -2050305.577028 + Penalty 1938.541715 = -2048367.035314 nChanged 11 SP:Iteration 26Q (623.395303 sec): 3 clusters Score: Raw -2050306.445688 + Penalty 1938.541715 = -2048367.903973 nChanged 9 SP:Iteration 27Q (623.468679 sec): 3 clusters Score: Raw -2050307.308002 + Penalty 1938.541715 = -2048368.766287 nChanged 9 SP:Iteration 28Q (623.537822 sec): 3 clusters Score: Raw -2050308.157312 + Penalty 1938.541715 = -2048369.615597 nChanged 3 SP:Iteration 29Q (623.624327 sec): 3 clusters Score: Raw -2050308.380469 + Penalty 1938.541715 = -2048369.838754 nChanged 0 SP:Iteration 30F (623.705734 sec): 3 clusters Score: Raw -2050308.380469 + Penalty 1938.541715 = -2048369.838754 nChanged 0 Trying to split cluster 2 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (623.734437 sec): 2 clusters Score: Raw -167740.897060 + Penalty 726.403604 = -167014.493457 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (623.782245 sec): 3 clusters Score: Raw -166746.294933 + Penalty 1452.807207 = -165293.487726 nChanged 798 SP:Iteration 1F (623.828120 sec): 3 clusters Score: Raw -167261.515923 + Penalty 1452.807207 = -165808.708715 nChanged 186 SP:Iteration 2F (623.875463 sec): 3 clusters Score: Raw -167464.574642 + Penalty 1452.807207 = -166011.767434 nChanged 169 SP:Iteration 3F (623.914537 sec): 3 clusters Score: Raw -167615.867338 + Penalty 1452.807207 = -166163.060131 nChanged 119 SP:Iteration 4F (623.967479 sec): 3 clusters Score: Raw -167725.787943 + Penalty 1452.807207 = -166272.980736 nChanged 93 SP:Iteration 5Q (624.013974 sec): 3 clusters Score: Raw -167811.320911 + Penalty 1452.807207 = -166358.513703 nChanged 75 SP:Iteration 6Q (624.067382 sec): 3 clusters Score: Raw -167876.060326 + Penalty 1452.807207 = -166423.253119 nChanged 65 SP:Iteration 7Q (624.119242 sec): 3 clusters Score: Raw -167935.119712 + Penalty 1452.807207 = -166482.312505 nChanged 60 SP:Iteration 8Q (624.164708 sec): 3 clusters Score: Raw -167989.595542 + Penalty 1452.807207 = -166536.788335 nChanged 50 SP:Iteration 9Q (624.213577 sec): 3 clusters Score: Raw -168037.021079 + Penalty 1452.807207 = -166584.213872 nChanged 30 SP:Iteration 10Q (624.251097 sec): 3 clusters Score: Raw -168055.443691 + Penalty 1452.807207 = -166602.636484 nChanged 18 SP:Iteration 11Q (624.300995 sec): 3 clusters Score: Raw -168065.587955 + Penalty 1452.807207 = -166612.780748 nChanged 16 SP:Iteration 12Q (624.339367 sec): 3 clusters Score: Raw -168077.324387 + Penalty 1452.807207 = -166624.517180 nChanged 10 SP:Iteration 13Q (624.392460 sec): 3 clusters Score: Raw -168086.667797 + Penalty 1452.807207 = -166633.860590 nChanged 16 SP:Iteration 14Q (624.442057 sec): 3 clusters Score: Raw -168097.745337 + Penalty 1452.807207 = -166644.938130 nChanged 13 SP:Iteration 15Q (624.489817 sec): 3 clusters Score: Raw -168108.161731 + Penalty 1452.807207 = -166655.354524 nChanged 10 SP:Iteration 16Q (624.528918 sec): 3 clusters Score: Raw -168115.038095 + Penalty 1452.807207 = -166662.230888 nChanged 7 SP:Iteration 17Q (624.576487 sec): 3 clusters Score: Raw -168119.359705 + Penalty 1452.807207 = -166666.552497 nChanged 6 SP:Iteration 18Q (624.633206 sec): 3 clusters Score: Raw -168122.453361 + Penalty 1452.807207 = -166669.646154 nChanged 9 SP:Iteration 19Q (624.671912 sec): 3 clusters Score: Raw -168126.492217 + Penalty 1452.807207 = -166673.685010 nChanged 6 SP:Iteration 20F (624.723893 sec): 3 clusters Score: Raw -168128.897787 + Penalty 1452.807207 = -166676.090580 nChanged 2 SP:Iteration 21Q (624.780434 sec): 3 clusters Score: Raw -168129.763267 + Penalty 1452.807207 = -166676.956060 nChanged 1 SP:Iteration 22Q (624.814706 sec): 3 clusters Score: Raw -168130.255822 + Penalty 1452.807207 = -166677.448615 nChanged 1 SP:Iteration 23Q (624.865201 sec): 3 clusters Score: Raw -168130.853077 + Penalty 1452.807207 = -166678.045870 nChanged 3 SP:Iteration 24Q (624.914777 sec): 3 clusters Score: Raw -168132.822769 + Penalty 1452.807207 = -166680.015562 nChanged 4 SP:Iteration 25Q (624.965589 sec): 3 clusters Score: Raw -168135.506795 + Penalty 1452.807207 = -166682.699588 nChanged 5 SP:Iteration 26Q (625.007158 sec): 3 clusters Score: Raw -168137.759244 + Penalty 1452.807207 = -166684.952037 nChanged 4 SP:Iteration 27Q (625.055456 sec): 3 clusters Score: Raw -168139.922063 + Penalty 1452.807207 = -166687.114856 nChanged 6 SP:Iteration 28Q (625.112950 sec): 3 clusters Score: Raw -168143.942802 + Penalty 1452.807207 = -166691.135595 nChanged 8 SP:Iteration 29Q (625.161346 sec): 3 clusters Score: Raw -168148.328604 + Penalty 1452.807207 = -166695.521396 nChanged 4 SP:Iteration 30Q (625.206664 sec): 3 clusters Score: Raw -168149.501703 + Penalty 1452.807207 = -166696.694496 nChanged 2 SP:Iteration 31Q (625.257965 sec): 3 clusters Score: Raw -168150.763225 + Penalty 1452.807207 = -166697.956018 nChanged 3 SP:Iteration 32Q (625.306473 sec): 3 clusters Score: Raw -168152.711396 + Penalty 1452.807207 = -166699.904189 nChanged 4 SP:Iteration 33Q (625.346254 sec): 3 clusters Score: Raw -168154.730527 + Penalty 1452.807207 = -166701.923319 nChanged 2 SP:Iteration 34Q (625.390745 sec): 3 clusters Score: Raw -168155.694664 + Penalty 1452.807207 = -166702.887457 nChanged 3 SP:Iteration 35Q (625.440710 sec): 3 clusters Score: Raw -168157.366097 + Penalty 1452.807207 = -166704.558890 nChanged 2 SP:Iteration 36Q (625.488927 sec): 3 clusters Score: Raw -168157.911377 + Penalty 1452.807207 = -166705.104169 nChanged 1 SP:Iteration 37Q (625.537257 sec): 3 clusters Score: Raw -168158.095944 + Penalty 1452.807207 = -166705.288736 nChanged 0 SP:Iteration 38F (625.581076 sec): 3 clusters Score: Raw -168158.095944 + Penalty 1452.807207 = -166705.288736 nChanged 0 Trying to split cluster 3 (23976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (625.640312 sec): 2 clusters Score: Raw -1715585.909602 + Penalty 958.056818 = -1714627.852785 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (625.712290 sec): 3 clusters Score: Raw -1700364.890814 + Penalty 1916.113636 = -1698448.777178 nChanged 11177 SP:Iteration 1F (625.787593 sec): 3 clusters Score: Raw -1706777.197904 + Penalty 1916.113636 = -1704861.084268 nChanged 1227 SP:Iteration 2F (625.865885 sec): 3 clusters Score: Raw -1707276.139767 + Penalty 1916.113636 = -1705360.026131 nChanged 1229 SP:Iteration 3F (625.942298 sec): 3 clusters Score: Raw -1707841.865754 + Penalty 1916.113636 = -1705925.752118 nChanged 1300 SP:Iteration 4F (626.020127 sec): 3 clusters Score: Raw -1708559.983248 + Penalty 1916.113636 = -1706643.869612 nChanged 1358 SP:Iteration 5F (626.097794 sec): 3 clusters Score: Raw -1709460.252134 + Penalty 1916.113636 = -1707544.138498 nChanged 1413 SP:Iteration 6F (626.172125 sec): 3 clusters Score: Raw -1710514.107138 + Penalty 1916.113636 = -1708597.993503 nChanged 1327 SP:Iteration 7F (626.243543 sec): 3 clusters Score: Raw -1711566.070008 + Penalty 1916.113636 = -1709649.956373 nChanged 1197 SP:Iteration 8Q (626.313518 sec): 3 clusters Score: Raw -1712363.977711 + Penalty 1916.113636 = -1710447.864075 nChanged 930 SP:Iteration 9Q (626.384341 sec): 3 clusters Score: Raw -1712856.728577 + Penalty 1916.113636 = -1710940.614942 nChanged 664 SP:Iteration 10Q (626.455937 sec): 3 clusters Score: Raw -1713147.772281 + Penalty 1916.113636 = -1711231.658645 nChanged 506 SP:Iteration 11Q (626.536847 sec): 3 clusters Score: Raw -1713353.784964 + Penalty 1916.113636 = -1711437.671328 nChanged 432 SP:Iteration 12Q (626.608851 sec): 3 clusters Score: Raw -1713524.474777 + Penalty 1916.113636 = -1711608.361141 nChanged 375 SP:Iteration 13Q (626.668698 sec): 3 clusters Score: Raw -1713670.858682 + Penalty 1916.113636 = -1711754.745046 nChanged 381 SP:Iteration 14Q (626.747985 sec): 3 clusters Score: Raw -1713827.605592 + Penalty 1916.113636 = -1711911.491957 nChanged 389 SP:Iteration 15Q (626.826131 sec): 3 clusters Score: Raw -1713998.224396 + Penalty 1916.113636 = -1712082.110760 nChanged 390 SP:Iteration 16Q (626.888936 sec): 3 clusters Score: Raw -1714167.794054 + Penalty 1916.113636 = -1712251.680419 nChanged 361 SP:Iteration 17Q (626.970274 sec): 3 clusters Score: Raw -1714331.010924 + Penalty 1916.113636 = -1712414.897289 nChanged 382 SP:Iteration 18Q (627.043353 sec): 3 clusters Score: Raw -1714526.041888 + Penalty 1916.113636 = -1712609.928252 nChanged 348 SP:Iteration 19Q (627.115675 sec): 3 clusters Score: Raw -1714705.066789 + Penalty 1916.113636 = -1712788.953153 nChanged 310 SP:Iteration 20F (627.192548 sec): 3 clusters Score: Raw -1714866.155730 + Penalty 1916.113636 = -1712950.042094 nChanged 277 SP:Iteration 21Q (627.265185 sec): 3 clusters Score: Raw -1715022.587565 + Penalty 1916.113636 = -1713106.473929 nChanged 242 SP:Iteration 22Q (627.337782 sec): 3 clusters Score: Raw -1715148.127064 + Penalty 1916.113636 = -1713232.013429 nChanged 217 SP:Iteration 23Q (627.399726 sec): 3 clusters Score: Raw -1715259.038998 + Penalty 1916.113636 = -1713342.925362 nChanged 181 SP:Iteration 24Q (627.471085 sec): 3 clusters Score: Raw -1715341.614660 + Penalty 1916.113636 = -1713425.501024 nChanged 154 SP:Iteration 25Q (627.539209 sec): 3 clusters Score: Raw -1715414.927672 + Penalty 1916.113636 = -1713498.814036 nChanged 127 SP:Iteration 26Q (627.609774 sec): 3 clusters Score: Raw -1715470.985653 + Penalty 1916.113636 = -1713554.872017 nChanged 105 SP:Iteration 27Q (627.682920 sec): 3 clusters Score: Raw -1715519.609432 + Penalty 1916.113636 = -1713603.495796 nChanged 88 SP:Iteration 28Q (627.758233 sec): 3 clusters Score: Raw -1715565.075630 + Penalty 1916.113636 = -1713648.961994 nChanged 75 SP:Iteration 29Q (627.820060 sec): 3 clusters Score: Raw -1715605.757040 + Penalty 1916.113636 = -1713689.643405 nChanged 73 SP:Iteration 30Q (627.899902 sec): 3 clusters Score: Raw -1715645.434188 + Penalty 1916.113636 = -1713729.320552 nChanged 54 SP:Iteration 31Q (627.962306 sec): 3 clusters Score: Raw -1715678.570980 + Penalty 1916.113636 = -1713762.457344 nChanged 42 SP:Iteration 32Q (628.031151 sec): 3 clusters Score: Raw -1715701.309723 + Penalty 1916.113636 = -1713785.196088 nChanged 32 SP:Iteration 33Q (628.105215 sec): 3 clusters Score: Raw -1715719.764514 + Penalty 1916.113636 = -1713803.650878 nChanged 32 SP:Iteration 34Q (628.160919 sec): 3 clusters Score: Raw -1715735.769271 + Penalty 1916.113636 = -1713819.655635 nChanged 18 SP:Iteration 35Q (628.223131 sec): 3 clusters Score: Raw -1715743.728621 + Penalty 1916.113636 = -1713827.614986 nChanged 18 SP:Iteration 36Q (628.297385 sec): 3 clusters Score: Raw -1715750.788789 + Penalty 1916.113636 = -1713834.675153 nChanged 12 SP:Iteration 37Q (628.364854 sec): 3 clusters Score: Raw -1715757.174551 + Penalty 1916.113636 = -1713841.060915 nChanged 8 SP:Iteration 38Q (628.441054 sec): 3 clusters Score: Raw -1715761.597169 + Penalty 1916.113636 = -1713845.483534 nChanged 10 SP:Iteration 39Q (628.510123 sec): 3 clusters Score: Raw -1715768.708799 + Penalty 1916.113636 = -1713852.595164 nChanged 13 SP:Iteration 40F (628.573081 sec): 3 clusters Score: Raw -1715774.091479 + Penalty 1916.113636 = -1713857.977844 nChanged 9 SP:Iteration 41Q (628.632280 sec): 3 clusters Score: Raw -1715779.540892 + Penalty 1916.113636 = -1713863.427257 nChanged 10 SP:Iteration 42Q (628.701044 sec): 3 clusters Score: Raw -1715783.600917 + Penalty 1916.113636 = -1713867.487282 nChanged 7 SP:Iteration 43Q (628.766754 sec): 3 clusters Score: Raw -1715787.795723 + Penalty 1916.113636 = -1713871.682087 nChanged 7 SP:Iteration 44Q (628.832490 sec): 3 clusters Score: Raw -1715792.348622 + Penalty 1916.113636 = -1713876.234986 nChanged 5 SP:Iteration 45Q (628.899658 sec): 3 clusters Score: Raw -1715794.797806 + Penalty 1916.113636 = -1713878.684170 nChanged 5 SP:Iteration 46Q (628.960345 sec): 3 clusters Score: Raw -1715796.778844 + Penalty 1916.113636 = -1713880.665208 nChanged 5 SP:Iteration 47Q (629.029791 sec): 3 clusters Score: Raw -1715798.571377 + Penalty 1916.113636 = -1713882.457742 nChanged 2 SP:Iteration 48Q (629.097060 sec): 3 clusters Score: Raw -1715799.283334 + Penalty 1916.113636 = -1713883.169698 nChanged 0 SP:Iteration 49F (629.164566 sec): 3 clusters Score: Raw -1715799.283334 + Penalty 1916.113636 = -1713883.169698 nChanged 0 Trying to split cluster 4 (16959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (629.211687 sec): 2 clusters Score: Raw -1231478.573037 + Penalty 925.162625 = -1230553.410412 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (629.272835 sec): 3 clusters Score: Raw -1221030.672385 + Penalty 1850.325250 = -1219180.347135 nChanged 7751 SP:Iteration 1F (629.334718 sec): 3 clusters Score: Raw -1225374.385498 + Penalty 1850.325250 = -1223524.060249 nChanged 839 SP:Iteration 2Q (629.410156 sec): 3 clusters Score: Raw -1225672.460458 + Penalty 1850.325250 = -1223822.135209 nChanged 785 SP:Iteration 3Q (629.480994 sec): 3 clusters Score: Raw -1225937.240720 + Penalty 1850.325250 = -1224086.915470 nChanged 725 SP:Iteration 4Q (629.552316 sec): 3 clusters Score: Raw -1226196.728385 + Penalty 1850.325250 = -1224346.403136 nChanged 748 SP:Iteration 5Q (629.621006 sec): 3 clusters Score: Raw -1226502.044090 + Penalty 1850.325250 = -1224651.718840 nChanged 794 SP:Iteration 6Q (629.687025 sec): 3 clusters Score: Raw -1226880.741405 + Penalty 1850.325250 = -1225030.416155 nChanged 824 SP:Iteration 7Q (629.748864 sec): 3 clusters Score: Raw -1227304.572752 + Penalty 1850.325250 = -1225454.247503 nChanged 837 SP:Iteration 8Q (629.821653 sec): 3 clusters Score: Raw -1227814.448472 + Penalty 1850.325250 = -1225964.123222 nChanged 838 SP:Iteration 9Q (629.886472 sec): 3 clusters Score: Raw -1228307.117751 + Penalty 1850.325250 = -1226456.792502 nChanged 808 SP:Iteration 10Q (629.953110 sec): 3 clusters Score: Raw -1228763.229663 + Penalty 1850.325250 = -1226912.904413 nChanged 698 SP:Iteration 11Q (630.020671 sec): 3 clusters Score: Raw -1229083.786096 + Penalty 1850.325250 = -1227233.460846 nChanged 561 SP:Iteration 12Q (630.076766 sec): 3 clusters Score: Raw -1229293.911936 + Penalty 1850.325250 = -1227443.586686 nChanged 424 SP:Iteration 13Q (630.142447 sec): 3 clusters Score: Raw -1229419.871252 + Penalty 1850.325250 = -1227569.546002 nChanged 322 SP:Iteration 14Q (630.223046 sec): 3 clusters Score: Raw -1229511.626585 + Penalty 1850.325250 = -1227661.301335 nChanged 264 SP:Iteration 15Q (630.283353 sec): 3 clusters Score: Raw -1229583.392283 + Penalty 1850.325250 = -1227733.067033 nChanged 214 SP:Iteration 16Q (630.352342 sec): 3 clusters Score: Raw -1229636.683721 + Penalty 1850.325250 = -1227786.358472 nChanged 167 SP:Iteration 17Q (630.423516 sec): 3 clusters Score: Raw -1229680.487175 + Penalty 1850.325250 = -1227830.161926 nChanged 161 SP:Iteration 18Q (630.481409 sec): 3 clusters Score: Raw -1229714.003697 + Penalty 1850.325250 = -1227863.678447 nChanged 136 SP:Iteration 19Q (630.552017 sec): 3 clusters Score: Raw -1229740.885352 + Penalty 1850.325250 = -1227890.560103 nChanged 133 SP:Iteration 20F (630.621445 sec): 3 clusters Score: Raw -1229765.671570 + Penalty 1850.325250 = -1227915.346320 nChanged 111 SP:Iteration 21Q (630.698073 sec): 3 clusters Score: Raw -1229785.265306 + Penalty 1850.325250 = -1227934.940056 nChanged 122 SP:Iteration 22Q (630.756755 sec): 3 clusters Score: Raw -1229804.070532 + Penalty 1850.325250 = -1227953.745282 nChanged 92 SP:Iteration 23Q (630.822467 sec): 3 clusters Score: Raw -1229818.912351 + Penalty 1850.325250 = -1227968.587101 nChanged 89 SP:Iteration 24Q (630.892349 sec): 3 clusters Score: Raw -1229835.347688 + Penalty 1850.325250 = -1227985.022439 nChanged 102 SP:Iteration 25Q (630.962565 sec): 3 clusters Score: Raw -1229853.187707 + Penalty 1850.325250 = -1228002.862458 nChanged 124 SP:Iteration 26Q (631.032442 sec): 3 clusters Score: Raw -1229874.245244 + Penalty 1850.325250 = -1228023.919995 nChanged 114 SP:Iteration 27Q (631.084787 sec): 3 clusters Score: Raw -1229892.101216 + Penalty 1850.325250 = -1228041.775967 nChanged 105 SP:Iteration 28Q (631.161374 sec): 3 clusters Score: Raw -1229908.621420 + Penalty 1850.325250 = -1228058.296170 nChanged 112 SP:Iteration 29Q (631.228555 sec): 3 clusters Score: Raw -1229928.522097 + Penalty 1850.325250 = -1228078.196848 nChanged 119 SP:Iteration 30Q (631.287631 sec): 3 clusters Score: Raw -1229950.600654 + Penalty 1850.325250 = -1228100.275404 nChanged 128 SP:Iteration 31Q (631.366571 sec): 3 clusters Score: Raw -1229970.582442 + Penalty 1850.325250 = -1228120.257192 nChanged 106 SP:Iteration 32Q (631.424907 sec): 3 clusters Score: Raw -1229984.755569 + Penalty 1850.325250 = -1228134.430319 nChanged 91 SP:Iteration 33Q (631.500330 sec): 3 clusters Score: Raw -1229996.751794 + Penalty 1850.325250 = -1228146.426544 nChanged 99 SP:Iteration 34Q (631.557251 sec): 3 clusters Score: Raw -1230009.253598 + Penalty 1850.325250 = -1228158.928348 nChanged 82 SP:Iteration 35Q (631.636396 sec): 3 clusters Score: Raw -1230018.116359 + Penalty 1850.325250 = -1228167.791110 nChanged 76 SP:Iteration 36Q (631.698744 sec): 3 clusters Score: Raw -1230027.940257 + Penalty 1850.325250 = -1228177.615007 nChanged 79 SP:Iteration 37Q (631.762279 sec): 3 clusters Score: Raw -1230036.334149 + Penalty 1850.325250 = -1228186.008899 nChanged 70 SP:Iteration 38Q (631.829377 sec): 3 clusters Score: Raw -1230044.139371 + Penalty 1850.325250 = -1228193.814121 nChanged 61 SP:Iteration 39Q (631.896126 sec): 3 clusters Score: Raw -1230051.176062 + Penalty 1850.325250 = -1228200.850813 nChanged 60 SP:Iteration 40F (631.955979 sec): 3 clusters Score: Raw -1230058.887305 + Penalty 1850.325250 = -1228208.562055 nChanged 69 SP:Iteration 41Q (632.027893 sec): 3 clusters Score: Raw -1230066.895435 + Penalty 1850.325250 = -1228216.570185 nChanged 60 SP:Iteration 42Q (632.099077 sec): 3 clusters Score: Raw -1230073.333423 + Penalty 1850.325250 = -1228223.008173 nChanged 63 SP:Iteration 43Q (632.169609 sec): 3 clusters Score: Raw -1230079.989385 + Penalty 1850.325250 = -1228229.664135 nChanged 52 SP:Iteration 44Q (632.230512 sec): 3 clusters Score: Raw -1230085.864423 + Penalty 1850.325250 = -1228235.539173 nChanged 58 SP:Iteration 45Q (632.299824 sec): 3 clusters Score: Raw -1230093.241652 + Penalty 1850.325250 = -1228242.916402 nChanged 65 SP:Iteration 46Q (632.364565 sec): 3 clusters Score: Raw -1230102.689905 + Penalty 1850.325250 = -1228252.364656 nChanged 69 SP:Iteration 47Q (632.438153 sec): 3 clusters Score: Raw -1230111.222534 + Penalty 1850.325250 = -1228260.897284 nChanged 64 SP:Iteration 48Q (632.507326 sec): 3 clusters Score: Raw -1230118.317572 + Penalty 1850.325250 = -1228267.992322 nChanged 60 SP:Iteration 49Q (632.567220 sec): 3 clusters Score: Raw -1230123.988933 + Penalty 1850.325250 = -1228273.663683 nChanged 47 SP:Iteration 50Q (632.635322 sec): 3 clusters Score: Raw -1230129.657108 + Penalty 1850.325250 = -1228279.331858 nChanged 62 SP:Iteration 51Q (632.712870 sec): 3 clusters Score: Raw -1230139.147664 + Penalty 1850.325250 = -1228288.822414 nChanged 78 SP:Iteration 52Q (632.779978 sec): 3 clusters Score: Raw -1230150.408044 + Penalty 1850.325250 = -1228300.082795 nChanged 88 SP:Iteration 53Q (632.846192 sec): 3 clusters Score: Raw -1230163.520801 + Penalty 1850.325250 = -1228313.195552 nChanged 82 SP:Iteration 54Q (632.915807 sec): 3 clusters Score: Raw -1230174.749897 + Penalty 1850.325250 = -1228324.424647 nChanged 104 SP:Iteration 55Q (632.968542 sec): 3 clusters Score: Raw -1230192.007484 + Penalty 1850.325250 = -1228341.682234 nChanged 141 SP:Iteration 56Q (633.047177 sec): 3 clusters Score: Raw -1230220.017025 + Penalty 1850.325250 = -1228369.691776 nChanged 139 SP:Iteration 57Q (633.102685 sec): 3 clusters Score: Raw -1230251.668521 + Penalty 1850.325250 = -1228401.343271 nChanged 162 SP:Iteration 58Q (633.173463 sec): 3 clusters Score: Raw -1230287.994518 + Penalty 1850.325250 = -1228437.669268 nChanged 163 SP:Iteration 59Q (633.235949 sec): 3 clusters Score: Raw -1230328.504892 + Penalty 1850.325250 = -1228478.179642 nChanged 161 SP:Iteration 60F (633.301454 sec): 3 clusters Score: Raw -1230368.737990 + Penalty 1850.325250 = -1228518.412741 nChanged 156 SP:Iteration 61Q (633.376228 sec): 3 clusters Score: Raw -1230405.778320 + Penalty 1850.325250 = -1228555.453070 nChanged 161 SP:Iteration 62Q (633.445175 sec): 3 clusters Score: Raw -1230448.326252 + Penalty 1850.325250 = -1228598.001002 nChanged 165 SP:Iteration 63Q (633.500807 sec): 3 clusters Score: Raw -1230493.799433 + Penalty 1850.325250 = -1228643.474183 nChanged 177 SP:Iteration 64Q (633.580558 sec): 3 clusters Score: Raw -1230546.863886 + Penalty 1850.325250 = -1228696.538636 nChanged 177 SP:Iteration 65Q (633.650416 sec): 3 clusters Score: Raw -1230595.628122 + Penalty 1850.325250 = -1228745.302872 nChanged 161 SP:Iteration 66Q (633.714245 sec): 3 clusters Score: Raw -1230641.819408 + Penalty 1850.325250 = -1228791.494158 nChanged 175 SP:Iteration 67Q (633.776231 sec): 3 clusters Score: Raw -1230698.330394 + Penalty 1850.325250 = -1228848.005145 nChanged 183 SP:Iteration 68Q (633.831761 sec): 3 clusters Score: Raw -1230762.925347 + Penalty 1850.325250 = -1228912.600097 nChanged 181 SP:Iteration 69Q (633.904271 sec): 3 clusters Score: Raw -1230823.698137 + Penalty 1850.325250 = -1228973.372887 nChanged 177 SP:Iteration 70Q (633.967249 sec): 3 clusters Score: Raw -1230883.668900 + Penalty 1850.325250 = -1229033.343650 nChanged 184 SP:Iteration 71Q (634.024161 sec): 3 clusters Score: Raw -1230951.805550 + Penalty 1850.325250 = -1229101.480301 nChanged 170 SP:Iteration 72Q (634.089826 sec): 3 clusters Score: Raw -1231010.068773 + Penalty 1850.325250 = -1229159.743523 nChanged 151 SP:Iteration 73Q (634.158059 sec): 3 clusters Score: Raw -1231054.532446 + Penalty 1850.325250 = -1229204.207196 nChanged 150 SP:Iteration 74Q (634.230732 sec): 3 clusters Score: Raw -1231104.282641 + Penalty 1850.325250 = -1229253.957392 nChanged 154 SP:Iteration 75Q (634.285568 sec): 3 clusters Score: Raw -1231159.696352 + Penalty 1850.325250 = -1229309.371103 nChanged 126 SP:Iteration 76Q (634.355028 sec): 3 clusters Score: Raw -1231202.408215 + Penalty 1850.325250 = -1229352.082965 nChanged 108 SP:Iteration 77Q (634.415557 sec): 3 clusters Score: Raw -1231244.269033 + Penalty 1850.325250 = -1229393.943783 nChanged 107 SP:Iteration 78Q (634.469704 sec): 3 clusters Score: Raw -1231284.167918 + Penalty 1850.325250 = -1229433.842669 nChanged 108 SP:Iteration 79Q (634.538078 sec): 3 clusters Score: Raw -1231326.039409 + Penalty 1850.325250 = -1229475.714159 nChanged 99 SP:Iteration 80F (634.595106 sec): 3 clusters Score: Raw -1231366.940418 + Penalty 1850.325250 = -1229516.615168 nChanged 90 SP:Iteration 81Q (634.666728 sec): 3 clusters Score: Raw -1231400.318678 + Penalty 1850.325250 = -1229549.993428 nChanged 80 SP:Iteration 82Q (634.724311 sec): 3 clusters Score: Raw -1231432.811663 + Penalty 1850.325250 = -1229582.486413 nChanged 76 SP:Iteration 83Q (634.780110 sec): 3 clusters Score: Raw -1231461.909054 + Penalty 1850.325250 = -1229611.583804 nChanged 68 SP:Iteration 84Q (634.848739 sec): 3 clusters Score: Raw -1231488.425446 + Penalty 1850.325250 = -1229638.100197 nChanged 63 SP:Iteration 85Q (634.902219 sec): 3 clusters Score: Raw -1231513.057232 + Penalty 1850.325250 = -1229662.731982 nChanged 59 SP:Iteration 86Q (634.958680 sec): 3 clusters Score: Raw -1231534.947361 + Penalty 1850.325250 = -1229684.622111 nChanged 46 SP:Iteration 87Q (635.014229 sec): 3 clusters Score: Raw -1231550.309321 + Penalty 1850.325250 = -1229699.984071 nChanged 40 SP:Iteration 88Q (635.076595 sec): 3 clusters Score: Raw -1231567.345860 + Penalty 1850.325250 = -1229717.020610 nChanged 42 SP:Iteration 89Q (635.142664 sec): 3 clusters Score: Raw -1231584.695668 + Penalty 1850.325250 = -1229734.370418 nChanged 41 SP:Iteration 90Q (635.196841 sec): 3 clusters Score: Raw -1231604.949370 + Penalty 1850.325250 = -1229754.624121 nChanged 38 SP:Iteration 91Q (635.258847 sec): 3 clusters Score: Raw -1231623.937488 + Penalty 1850.325250 = -1229773.612239 nChanged 37 SP:Iteration 92Q (635.319762 sec): 3 clusters Score: Raw -1231643.989778 + Penalty 1850.325250 = -1229793.664528 nChanged 28 SP:Iteration 93Q (635.384728 sec): 3 clusters Score: Raw -1231656.392950 + Penalty 1850.325250 = -1229806.067701 nChanged 31 SP:Iteration 94Q (635.432930 sec): 3 clusters Score: Raw -1231666.602805 + Penalty 1850.325250 = -1229816.277555 nChanged 23 SP:Iteration 95Q (635.488652 sec): 3 clusters Score: Raw -1231673.847962 + Penalty 1850.325250 = -1229823.522712 nChanged 9 SP:Iteration 96Q (635.548470 sec): 3 clusters Score: Raw -1231677.227008 + Penalty 1850.325250 = -1229826.901759 nChanged 9 SP:Iteration 97Q (635.612899 sec): 3 clusters Score: Raw -1231679.012407 + Penalty 1850.325250 = -1229828.687157 nChanged 7 SP:Iteration 98Q (635.672073 sec): 3 clusters Score: Raw -1231681.278488 + Penalty 1850.325250 = -1229830.953238 nChanged 7 SP:Iteration 99Q (635.733650 sec): 3 clusters Score: Raw -1231683.499005 + Penalty 1850.325250 = -1229833.173756 nChanged 6 SP:Iteration 100F (635.795804 sec): 3 clusters Score: Raw -1231685.137964 + Penalty 1850.325250 = -1229834.812715 nChanged 6 SP:Iteration 101Q (635.868161 sec): 3 clusters Score: Raw -1231687.040922 + Penalty 1850.325250 = -1229836.715672 nChanged 7 SP:Iteration 102Q (635.929907 sec): 3 clusters Score: Raw -1231689.150312 + Penalty 1850.325250 = -1229838.825062 nChanged 6 SP:Iteration 103Q (635.987282 sec): 3 clusters Score: Raw -1231690.444170 + Penalty 1850.325250 = -1229840.118920 nChanged 2 SP:Iteration 104Q (636.053417 sec): 3 clusters Score: Raw -1231691.019682 + Penalty 1850.325250 = -1229840.694433 nChanged 3 SP:Iteration 105Q (636.121654 sec): 3 clusters Score: Raw -1231691.307471 + Penalty 1850.325250 = -1229840.982221 nChanged 1 SP:Iteration 106Q (636.185842 sec): 3 clusters Score: Raw -1231691.722487 + Penalty 1850.325250 = -1229841.397237 nChanged 1 SP:Iteration 107Q (636.243301 sec): 3 clusters Score: Raw -1231692.214057 + Penalty 1850.325250 = -1229841.888807 nChanged 1 SP:Iteration 108Q (636.308988 sec): 3 clusters Score: Raw -1231692.732292 + Penalty 1850.325250 = -1229842.407043 nChanged 2 SP:Iteration 109Q (636.379027 sec): 3 clusters Score: Raw -1231693.739592 + Penalty 1850.325250 = -1229843.414342 nChanged 1 SP:Iteration 110Q (636.440375 sec): 3 clusters Score: Raw -1231694.073703 + Penalty 1850.325250 = -1229843.748454 nChanged 0 SP:Iteration 111F (636.505007 sec): 3 clusters Score: Raw -1231694.073703 + Penalty 1850.325250 = -1229843.748454 nChanged 0 Trying to split cluster 5 (2120 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (636.529523 sec): 2 clusters Score: Raw -150558.688338 + Penalty 727.621280 = -149831.067059 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (636.570668 sec): 3 clusters Score: Raw -149561.538094 + Penalty 1455.242560 = -148106.295534 nChanged 786 SP:Iteration 1F (636.615181 sec): 3 clusters Score: Raw -150039.134620 + Penalty 1455.242560 = -148583.892060 nChanged 170 SP:Iteration 2F (636.653047 sec): 3 clusters Score: Raw -150142.672992 + Penalty 1455.242560 = -148687.430432 nChanged 125 SP:Iteration 3F (636.697743 sec): 3 clusters Score: Raw -150217.435181 + Penalty 1455.242560 = -148762.192621 nChanged 98 SP:Iteration 4Q (636.741485 sec): 3 clusters Score: Raw -150290.654787 + Penalty 1455.242560 = -148835.412227 nChanged 85 SP:Iteration 5Q (636.799720 sec): 3 clusters Score: Raw -150354.822165 + Penalty 1455.242560 = -148899.579605 nChanged 75 SP:Iteration 6Q (636.850366 sec): 3 clusters Score: Raw -150412.080091 + Penalty 1455.242560 = -148956.837532 nChanged 59 SP:Iteration 7Q (636.892161 sec): 3 clusters Score: Raw -150460.746473 + Penalty 1455.242560 = -149005.503913 nChanged 65 SP:Iteration 8Q (636.943584 sec): 3 clusters Score: Raw -150514.033618 + Penalty 1455.242560 = -149058.791058 nChanged 62 SP:Iteration 9Q (636.981079 sec): 3 clusters Score: Raw -150587.367328 + Penalty 1455.242560 = -149132.124768 nChanged 70 SP:Iteration 10Q (637.034565 sec): 3 clusters Score: Raw -150684.539685 + Penalty 1455.242560 = -149229.297126 nChanged 72 SP:Iteration 11Q (637.078525 sec): 3 clusters Score: Raw -150798.778642 + Penalty 1455.242560 = -149343.536082 nChanged 70 SP:Iteration 12Q (637.123923 sec): 3 clusters Score: Raw -150873.692652 + Penalty 1455.242560 = -149418.450092 nChanged 52 SP:Iteration 13Q (637.169182 sec): 3 clusters Score: Raw -150919.544823 + Penalty 1455.242560 = -149464.302263 nChanged 54 SP:Iteration 14Q (637.229918 sec): 3 clusters Score: Raw -150965.395549 + Penalty 1455.242560 = -149510.152989 nChanged 45 SP:Iteration 15Q (637.270823 sec): 3 clusters Score: Raw -150999.397696 + Penalty 1455.242560 = -149544.155136 nChanged 28 SP:Iteration 16Q (637.315713 sec): 3 clusters Score: Raw -151023.467803 + Penalty 1455.242560 = -149568.225243 nChanged 33 SP:Iteration 17Q (637.370344 sec): 3 clusters Score: Raw -151056.852501 + Penalty 1455.242560 = -149601.609941 nChanged 36 SP:Iteration 18Q (637.420146 sec): 3 clusters Score: Raw -151088.682261 + Penalty 1455.242560 = -149633.439701 nChanged 33 SP:Iteration 19Q (637.471455 sec): 3 clusters Score: Raw -151124.542151 + Penalty 1455.242560 = -149669.299591 nChanged 44 SP:Iteration 20F (637.516221 sec): 3 clusters Score: Raw -151194.638758 + Penalty 1455.242560 = -149739.396198 nChanged 48 SP:Iteration 21Q (637.561196 sec): 3 clusters Score: Raw -151309.780088 + Penalty 1455.242560 = -149854.537528 nChanged 60 SP:Iteration 22Q (637.599117 sec): 3 clusters Score: Raw -151484.146900 + Penalty 1455.242560 = -150028.904340 nChanged 41 SP:Iteration 23Q (637.627399 sec): 3 clusters Score: Raw -151592.050509 + Penalty 1455.242560 = -150136.807950 nChanged 14 SP:Iteration 24Q (637.679405 sec): 3 clusters Score: Raw -151611.353076 + Penalty 1455.242560 = -150156.110517 nChanged 1 SP:Iteration 25Q (637.724058 sec): 3 clusters Score: Raw -151612.195580 + Penalty 1455.242560 = -150156.953020 nChanged 1 SP:Iteration 26Q (637.763362 sec): 3 clusters Score: Raw -151612.416213 + Penalty 1455.242560 = -150157.173653 nChanged 0 SP:Iteration 27F (637.813199 sec): 3 clusters Score: Raw -151612.416213 + Penalty 1455.242560 = -150157.173653 nChanged 0 Score: Raw -25394056.466460 + Penalty 26720.276661 = -25367336.189799 Splitting cluster 5 changes total score from -25367493.253258 to -25367336.189799 So it's not getting split. Trying to split cluster 6 (473 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (641.811878 sec): 2 clusters Score: Raw -27221.501988 + Penalty 585.114062 = -26636.387926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (641.844505 sec): 3 clusters Score: Raw -27169.063576 + Penalty 1170.228124 = -25998.835452 nChanged 147 SP:Iteration 1F (641.882207 sec): 3 clusters Score: Raw -27395.909966 + Penalty 1170.228124 = -26225.681842 nChanged 46 SP:Iteration 2F (641.924617 sec): 3 clusters Score: Raw -27491.193225 + Penalty 1170.228124 = -26320.965101 nChanged 46 SP:Iteration 3F (641.971910 sec): 3 clusters Score: Raw -27588.775293 + Penalty 1170.228124 = -26418.547169 nChanged 23 SP:Iteration 4Q (642.002373 sec): 3 clusters Score: Raw -27646.430222 + Penalty 1170.228124 = -26476.202098 nChanged 9 SP:Iteration 5Q (642.037598 sec): 3 clusters Score: Raw -27678.161649 + Penalty 1170.228124 = -26507.933525 nChanged 8 SP:Iteration 6Q (642.078888 sec): 3 clusters Score: Raw -27706.805847 + Penalty 1170.228124 = -26536.577723 nChanged 7 SP:Iteration 7Q (642.121281 sec): 3 clusters Score: Raw -27737.484004 + Penalty 1170.228124 = -26567.255880 nChanged 8 SP:Iteration 8Q (642.164671 sec): 3 clusters Score: Raw -27762.016246 + Penalty 1170.228124 = -26591.788122 nChanged 12 SP:Iteration 9Q (642.217579 sec): 3 clusters Score: Raw -27819.765317 + Penalty 1170.228124 = -26649.537193 nChanged 7 SP:Iteration 10Q (642.251260 sec): 3 clusters Score: Raw -27869.455417 + Penalty 1170.228124 = -26699.227293 nChanged 7 SP:Iteration 11Q (642.292265 sec): 3 clusters Score: Raw -27895.562648 + Penalty 1170.228124 = -26725.334524 nChanged 3 SP:Iteration 12Q (642.334257 sec): 3 clusters Score: Raw -27900.918540 + Penalty 1170.228124 = -26730.690417 nChanged 5 SP:Iteration 13Q (642.376868 sec): 3 clusters Score: Raw -27915.551007 + Penalty 1170.228124 = -26745.322883 nChanged 2 SP:Iteration 14Q (642.420917 sec): 3 clusters Score: Raw -27919.470883 + Penalty 1170.228124 = -26749.242759 nChanged 1 SP:Iteration 15Q (642.463827 sec): 3 clusters Score: Raw -27922.645293 + Penalty 1170.228124 = -26752.417169 nChanged 1 SP:Iteration 16Q (642.505892 sec): 3 clusters Score: Raw -27925.688520 + Penalty 1170.228124 = -26755.460396 nChanged 0 SP:Iteration 17F (642.549682 sec): 3 clusters Score: Raw -27925.688520 + Penalty 1170.228124 = -26755.460396 nChanged 0 Score: Raw -25393706.925118 + Penalty 26720.276661 = -25366986.648457 Splitting cluster 6 changes total score from -25367493.253258 to -25366986.648457 So it's not getting split. Trying to split cluster 7 (37888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (646.590033 sec): 2 clusters Score: Raw -2843730.662048 + Penalty 1001.527023 = -2842729.135025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (646.647316 sec): 3 clusters Score: Raw -2819427.367643 + Penalty 2003.054046 = -2817424.313596 nChanged 18024 SP:Iteration 1F (646.739289 sec): 3 clusters Score: Raw -2830519.319013 + Penalty 2003.054046 = -2828516.264967 nChanged 2285 SP:Iteration 2F (646.829560 sec): 3 clusters Score: Raw -2831779.222908 + Penalty 2003.054046 = -2829776.168862 nChanged 2530 SP:Iteration 3F (646.923464 sec): 3 clusters Score: Raw -2833312.237520 + Penalty 2003.054046 = -2831309.183474 nChanged 2573 SP:Iteration 4F (646.999101 sec): 3 clusters Score: Raw -2835109.502909 + Penalty 2003.054046 = -2833106.448862 nChanged 2421 SP:Iteration 5F (647.093226 sec): 3 clusters Score: Raw -2836891.236050 + Penalty 2003.054046 = -2834888.182004 nChanged 1996 SP:Iteration 6F (647.184453 sec): 3 clusters Score: Raw -2838297.538690 + Penalty 2003.054046 = -2836294.484644 nChanged 1664 SP:Iteration 7Q (647.283508 sec): 3 clusters Score: Raw -2839395.673543 + Penalty 2003.054046 = -2837392.619496 nChanged 1364 SP:Iteration 8Q (647.381054 sec): 3 clusters Score: Raw -2840136.768135 + Penalty 2003.054046 = -2838133.714088 nChanged 1051 SP:Iteration 9Q (647.474499 sec): 3 clusters Score: Raw -2840531.503174 + Penalty 2003.054046 = -2838528.449128 nChanged 712 SP:Iteration 10Q (647.570662 sec): 3 clusters Score: Raw -2840720.280786 + Penalty 2003.054046 = -2838717.226740 nChanged 478 SP:Iteration 11Q (647.660563 sec): 3 clusters Score: Raw -2840814.574853 + Penalty 2003.054046 = -2838811.520807 nChanged 332 SP:Iteration 12Q (647.755359 sec): 3 clusters Score: Raw -2840874.232757 + Penalty 2003.054046 = -2838871.178711 nChanged 257 SP:Iteration 13Q (647.847585 sec): 3 clusters Score: Raw -2840915.351214 + Penalty 2003.054046 = -2838912.297168 nChanged 227 SP:Iteration 14Q (647.949475 sec): 3 clusters Score: Raw -2840947.369206 + Penalty 2003.054046 = -2838944.315159 nChanged 190 SP:Iteration 15Q (648.033259 sec): 3 clusters Score: Raw -2840975.308890 + Penalty 2003.054046 = -2838972.254843 nChanged 177 SP:Iteration 16Q (648.123587 sec): 3 clusters Score: Raw -2841001.304098 + Penalty 2003.054046 = -2838998.250052 nChanged 181 SP:Iteration 17Q (648.215001 sec): 3 clusters Score: Raw -2841029.530603 + Penalty 2003.054046 = -2839026.476557 nChanged 185 SP:Iteration 18Q (648.310360 sec): 3 clusters Score: Raw -2841062.654533 + Penalty 2003.054046 = -2839059.600486 nChanged 181 SP:Iteration 19Q (648.402982 sec): 3 clusters Score: Raw -2841093.822273 + Penalty 2003.054046 = -2839090.768226 nChanged 195 SP:Iteration 20F (648.496436 sec): 3 clusters Score: Raw -2841127.704403 + Penalty 2003.054046 = -2839124.650357 nChanged 182 SP:Iteration 21Q (648.590153 sec): 3 clusters Score: Raw -2841160.716445 + Penalty 2003.054046 = -2839157.662399 nChanged 213 SP:Iteration 22Q (648.685295 sec): 3 clusters Score: Raw -2841198.231164 + Penalty 2003.054046 = -2839195.177118 nChanged 225 SP:Iteration 23Q (648.774164 sec): 3 clusters Score: Raw -2841239.394522 + Penalty 2003.054046 = -2839236.340475 nChanged 209 SP:Iteration 24Q (648.866763 sec): 3 clusters Score: Raw -2841279.694966 + Penalty 2003.054046 = -2839276.640919 nChanged 215 SP:Iteration 25Q (648.956327 sec): 3 clusters Score: Raw -2841322.543017 + Penalty 2003.054046 = -2839319.488971 nChanged 219 SP:Iteration 26Q (649.055615 sec): 3 clusters Score: Raw -2841367.712179 + Penalty 2003.054046 = -2839364.658132 nChanged 212 SP:Iteration 27Q (649.147755 sec): 3 clusters Score: Raw -2841417.103307 + Penalty 2003.054046 = -2839414.049260 nChanged 216 SP:Iteration 28Q (649.236432 sec): 3 clusters Score: Raw -2841474.375160 + Penalty 2003.054046 = -2839471.321113 nChanged 240 SP:Iteration 29Q (649.327836 sec): 3 clusters Score: Raw -2841546.044931 + Penalty 2003.054046 = -2839542.990885 nChanged 251 SP:Iteration 30Q (649.420923 sec): 3 clusters Score: Raw -2841626.504379 + Penalty 2003.054046 = -2839623.450332 nChanged 288 SP:Iteration 31Q (649.499950 sec): 3 clusters Score: Raw -2841732.120752 + Penalty 2003.054046 = -2839729.066706 nChanged 308 SP:Iteration 32Q (649.592351 sec): 3 clusters Score: Raw -2841866.924106 + Penalty 2003.054046 = -2839863.870059 nChanged 326 SP:Iteration 33Q (649.681792 sec): 3 clusters Score: Raw -2842036.298067 + Penalty 2003.054046 = -2840033.244021 nChanged 339 SP:Iteration 34Q (649.758743 sec): 3 clusters Score: Raw -2842220.377534 + Penalty 2003.054046 = -2840217.323487 nChanged 327 SP:Iteration 35Q (649.846483 sec): 3 clusters Score: Raw -2842388.030172 + Penalty 2003.054046 = -2840384.976125 nChanged 334 SP:Iteration 36Q (649.934564 sec): 3 clusters Score: Raw -2842549.711889 + Penalty 2003.054046 = -2840546.657842 nChanged 338 SP:Iteration 37Q (650.021375 sec): 3 clusters Score: Raw -2842716.415620 + Penalty 2003.054046 = -2840713.361574 nChanged 292 SP:Iteration 38Q (650.119423 sec): 3 clusters Score: Raw -2842836.463274 + Penalty 2003.054046 = -2840833.409227 nChanged 262 SP:Iteration 39Q (650.211063 sec): 3 clusters Score: Raw -2842929.656819 + Penalty 2003.054046 = -2840926.602773 nChanged 233 SP:Iteration 40F (650.305119 sec): 3 clusters Score: Raw -2843005.338734 + Penalty 2003.054046 = -2841002.284687 nChanged 224 SP:Iteration 41Q (650.392767 sec): 3 clusters Score: Raw -2843079.862514 + Penalty 2003.054046 = -2841076.808468 nChanged 227 SP:Iteration 42Q (650.471492 sec): 3 clusters Score: Raw -2843151.182607 + Penalty 2003.054046 = -2841148.128561 nChanged 192 SP:Iteration 43Q (650.551789 sec): 3 clusters Score: Raw -2843198.791767 + Penalty 2003.054046 = -2841195.737721 nChanged 171 SP:Iteration 44Q (650.633094 sec): 3 clusters Score: Raw -2843236.631051 + Penalty 2003.054046 = -2841233.577004 nChanged 147 SP:Iteration 45Q (650.708724 sec): 3 clusters Score: Raw -2843262.402291 + Penalty 2003.054046 = -2841259.348244 nChanged 104 SP:Iteration 46Q (650.799931 sec): 3 clusters Score: Raw -2843277.506878 + Penalty 2003.054046 = -2841274.452832 nChanged 98 SP:Iteration 47Q (650.886750 sec): 3 clusters Score: Raw -2843290.056005 + Penalty 2003.054046 = -2841287.001958 nChanged 96 SP:Iteration 48Q (650.974661 sec): 3 clusters Score: Raw -2843301.269149 + Penalty 2003.054046 = -2841298.215102 nChanged 82 SP:Iteration 49Q (651.061761 sec): 3 clusters Score: Raw -2843312.166479 + Penalty 2003.054046 = -2841309.112432 nChanged 103 SP:Iteration 50Q (651.155073 sec): 3 clusters Score: Raw -2843326.539202 + Penalty 2003.054046 = -2841323.485155 nChanged 104 SP:Iteration 51Q (651.238482 sec): 3 clusters Score: Raw -2843344.076531 + Penalty 2003.054046 = -2841341.022485 nChanged 113 SP:Iteration 52Q (651.320185 sec): 3 clusters Score: Raw -2843362.404558 + Penalty 2003.054046 = -2841359.350512 nChanged 117 SP:Iteration 53Q (651.402863 sec): 3 clusters Score: Raw -2843381.105240 + Penalty 2003.054046 = -2841378.051193 nChanged 109 SP:Iteration 54Q (651.504383 sec): 3 clusters Score: Raw -2843397.013164 + Penalty 2003.054046 = -2841393.959118 nChanged 105 SP:Iteration 55Q (651.586575 sec): 3 clusters Score: Raw -2843413.171384 + Penalty 2003.054046 = -2841410.117337 nChanged 110 SP:Iteration 56Q (651.679918 sec): 3 clusters Score: Raw -2843432.027987 + Penalty 2003.054046 = -2841428.973940 nChanged 125 SP:Iteration 57Q (651.774624 sec): 3 clusters Score: Raw -2843452.695875 + Penalty 2003.054046 = -2841449.641829 nChanged 107 SP:Iteration 58Q (651.861189 sec): 3 clusters Score: Raw -2843468.187499 + Penalty 2003.054046 = -2841465.133452 nChanged 102 SP:Iteration 59Q (651.937979 sec): 3 clusters Score: Raw -2843483.538729 + Penalty 2003.054046 = -2841480.484682 nChanged 98 SP:Iteration 60F (652.022644 sec): 3 clusters Score: Raw -2843496.504088 + Penalty 2003.054046 = -2841493.450041 nChanged 82 SP:Iteration 61Q (652.116476 sec): 3 clusters Score: Raw -2843510.085827 + Penalty 2003.054046 = -2841507.031781 nChanged 103 SP:Iteration 62Q (652.199635 sec): 3 clusters Score: Raw -2843527.871360 + Penalty 2003.054046 = -2841524.817313 nChanged 105 SP:Iteration 63Q (652.286247 sec): 3 clusters Score: Raw -2843544.059147 + Penalty 2003.054046 = -2841541.005101 nChanged 81 SP:Iteration 64Q (652.365863 sec): 3 clusters Score: Raw -2843555.707029 + Penalty 2003.054046 = -2841552.652983 nChanged 89 SP:Iteration 65Q (652.456672 sec): 3 clusters Score: Raw -2843568.887236 + Penalty 2003.054046 = -2841565.833189 nChanged 78 SP:Iteration 66Q (652.542337 sec): 3 clusters Score: Raw -2843580.157014 + Penalty 2003.054046 = -2841577.102968 nChanged 76 SP:Iteration 67Q (652.637277 sec): 3 clusters Score: Raw -2843591.762886 + Penalty 2003.054046 = -2841588.708840 nChanged 66 SP:Iteration 68Q (652.726946 sec): 3 clusters Score: Raw -2843601.173716 + Penalty 2003.054046 = -2841598.119670 nChanged 62 SP:Iteration 69Q (652.813269 sec): 3 clusters Score: Raw -2843609.403680 + Penalty 2003.054046 = -2841606.349634 nChanged 54 SP:Iteration 70Q (652.896548 sec): 3 clusters Score: Raw -2843617.422453 + Penalty 2003.054046 = -2841614.368407 nChanged 61 SP:Iteration 71Q (652.983647 sec): 3 clusters Score: Raw -2843625.073464 + Penalty 2003.054046 = -2841622.019417 nChanged 53 SP:Iteration 72Q (653.071316 sec): 3 clusters Score: Raw -2843630.798050 + Penalty 2003.054046 = -2841627.744004 nChanged 38 SP:Iteration 73Q (653.160049 sec): 3 clusters Score: Raw -2843634.426303 + Penalty 2003.054046 = -2841631.372257 nChanged 37 SP:Iteration 74Q (653.247428 sec): 3 clusters Score: Raw -2843637.604973 + Penalty 2003.054046 = -2841634.550926 nChanged 36 SP:Iteration 75Q (653.335868 sec): 3 clusters Score: Raw -2843641.572679 + Penalty 2003.054046 = -2841638.518632 nChanged 28 SP:Iteration 76Q (653.424803 sec): 3 clusters Score: Raw -2843644.205732 + Penalty 2003.054046 = -2841641.151686 nChanged 29 SP:Iteration 77Q (653.509416 sec): 3 clusters Score: Raw -2843647.205350 + Penalty 2003.054046 = -2841644.151303 nChanged 26 SP:Iteration 78Q (653.594327 sec): 3 clusters Score: Raw -2843649.781264 + Penalty 2003.054046 = -2841646.727217 nChanged 30 SP:Iteration 79Q (653.681467 sec): 3 clusters Score: Raw -2843652.394428 + Penalty 2003.054046 = -2841649.340381 nChanged 29 SP:Iteration 80F (653.773794 sec): 3 clusters Score: Raw -2843655.356851 + Penalty 2003.054046 = -2841652.302805 nChanged 37 SP:Iteration 81Q (653.853631 sec): 3 clusters Score: Raw -2843659.015254 + Penalty 2003.054046 = -2841655.961208 nChanged 27 SP:Iteration 82Q (653.947005 sec): 3 clusters Score: Raw -2843661.907773 + Penalty 2003.054046 = -2841658.853726 nChanged 31 SP:Iteration 83Q (654.030837 sec): 3 clusters Score: Raw -2843665.150790 + Penalty 2003.054046 = -2841662.096744 nChanged 23 SP:Iteration 84Q (654.123411 sec): 3 clusters Score: Raw -2843668.343576 + Penalty 2003.054046 = -2841665.289530 nChanged 25 SP:Iteration 85Q (654.212586 sec): 3 clusters Score: Raw -2843670.894561 + Penalty 2003.054046 = -2841667.840514 nChanged 24 SP:Iteration 86Q (654.296753 sec): 3 clusters Score: Raw -2843672.620547 + Penalty 2003.054046 = -2841669.566501 nChanged 27 SP:Iteration 87Q (654.379551 sec): 3 clusters Score: Raw -2843675.557040 + Penalty 2003.054046 = -2841672.502993 nChanged 33 SP:Iteration 88Q (654.470051 sec): 3 clusters Score: Raw -2843680.031191 + Penalty 2003.054046 = -2841676.977145 nChanged 28 SP:Iteration 89Q (654.549222 sec): 3 clusters Score: Raw -2843684.097623 + Penalty 2003.054046 = -2841681.043577 nChanged 29 SP:Iteration 90Q (654.645185 sec): 3 clusters Score: Raw -2843687.940314 + Penalty 2003.054046 = -2841684.886268 nChanged 33 SP:Iteration 91Q (654.735439 sec): 3 clusters Score: Raw -2843691.869610 + Penalty 2003.054046 = -2841688.815564 nChanged 33 SP:Iteration 92Q (654.820219 sec): 3 clusters Score: Raw -2843695.393112 + Penalty 2003.054046 = -2841692.339066 nChanged 26 SP:Iteration 93Q (654.909623 sec): 3 clusters Score: Raw -2843698.492201 + Penalty 2003.054046 = -2841695.438154 nChanged 28 SP:Iteration 94Q (654.998419 sec): 3 clusters Score: Raw -2843702.039938 + Penalty 2003.054046 = -2841698.985891 nChanged 39 SP:Iteration 95Q (655.085097 sec): 3 clusters Score: Raw -2843707.203372 + Penalty 2003.054046 = -2841704.149326 nChanged 42 SP:Iteration 96Q (655.171849 sec): 3 clusters Score: Raw -2843713.226709 + Penalty 2003.054046 = -2841710.172663 nChanged 36 SP:Iteration 97Q (655.243667 sec): 3 clusters Score: Raw -2843718.073151 + Penalty 2003.054046 = -2841715.019105 nChanged 28 SP:Iteration 98Q (655.329598 sec): 3 clusters Score: Raw -2843721.126281 + Penalty 2003.054046 = -2841718.072234 nChanged 26 SP:Iteration 99Q (655.419225 sec): 3 clusters Score: Raw -2843723.751108 + Penalty 2003.054046 = -2841720.697061 nChanged 21 SP:Iteration 100F (655.504313 sec): 3 clusters Score: Raw -2843725.713436 + Penalty 2003.054046 = -2841722.659390 nChanged 21 SP:Iteration 101Q (655.589268 sec): 3 clusters Score: Raw -2843727.764273 + Penalty 2003.054046 = -2841724.710226 nChanged 19 SP:Iteration 102Q (655.664378 sec): 3 clusters Score: Raw -2843729.282034 + Penalty 2003.054046 = -2841726.227988 nChanged 21 SP:Iteration 103Q (655.757552 sec): 3 clusters Score: Raw -2843730.998580 + Penalty 2003.054046 = -2841727.944534 nChanged 17 SP:Iteration 104Q (655.840357 sec): 3 clusters Score: Raw -2843732.181535 + Penalty 2003.054046 = -2841729.127488 nChanged 15 SP:Iteration 105Q (655.920393 sec): 3 clusters Score: Raw -2843733.327465 + Penalty 2003.054046 = -2841730.273419 nChanged 14 SP:Iteration 106Q (656.003812 sec): 3 clusters Score: Raw -2843734.417479 + Penalty 2003.054046 = -2841731.363432 nChanged 13 SP:Iteration 107Q (656.079088 sec): 3 clusters Score: Raw -2843735.295677 + Penalty 2003.054046 = -2841732.241630 nChanged 17 SP:Iteration 108Q (656.155132 sec): 3 clusters Score: Raw -2843736.677356 + Penalty 2003.054046 = -2841733.623309 nChanged 22 SP:Iteration 109Q (656.234995 sec): 3 clusters Score: Raw -2843738.382164 + Penalty 2003.054046 = -2841735.328118 nChanged 14 SP:Iteration 110Q (656.289049 sec): 3 clusters Score: Raw -2843739.126169 + Penalty 2003.054046 = -2841736.072123 nChanged 7 SP:Iteration 111Q (656.339792 sec): 3 clusters Score: Raw -2843739.508678 + Penalty 2003.054046 = -2841736.454631 nChanged 9 SP:Iteration 112Q (656.403247 sec): 3 clusters Score: Raw -2843740.045971 + Penalty 2003.054046 = -2841736.991924 nChanged 8 SP:Iteration 113Q (656.453378 sec): 3 clusters Score: Raw -2843740.639046 + Penalty 2003.054046 = -2841737.584999 nChanged 6 SP:Iteration 114Q (656.533734 sec): 3 clusters Score: Raw -2843741.006181 + Penalty 2003.054046 = -2841737.952135 nChanged 4 SP:Iteration 115Q (656.611410 sec): 3 clusters Score: Raw -2843741.185278 + Penalty 2003.054046 = -2841738.131232 nChanged 4 SP:Iteration 116Q (656.707461 sec): 3 clusters Score: Raw -2843741.365101 + Penalty 2003.054046 = -2841738.311054 nChanged 2 SP:Iteration 117Q (656.788766 sec): 3 clusters Score: Raw -2843741.466940 + Penalty 2003.054046 = -2841738.412894 nChanged 1 SP:Iteration 118Q (656.862053 sec): 3 clusters Score: Raw -2843741.491974 + Penalty 2003.054046 = -2841738.437927 nChanged 1 SP:Iteration 119Q (656.935080 sec): 3 clusters Score: Raw -2843741.618768 + Penalty 2003.054046 = -2841738.564722 nChanged 4 SP:Iteration 120F (657.026386 sec): 3 clusters Score: Raw -2843741.930764 + Penalty 2003.054046 = -2841738.876718 nChanged 4 SP:Iteration 121Q (657.115858 sec): 3 clusters Score: Raw -2843742.224083 + Penalty 2003.054046 = -2841739.170036 nChanged 5 SP:Iteration 122Q (657.185564 sec): 3 clusters Score: Raw -2843742.505413 + Penalty 2003.054046 = -2841739.451366 nChanged 4 SP:Iteration 123Q (657.235961 sec): 3 clusters Score: Raw -2843742.767452 + Penalty 2003.054046 = -2841739.713406 nChanged 3 SP:Iteration 124Q (657.286918 sec): 3 clusters Score: Raw -2843742.936333 + Penalty 2003.054046 = -2841739.882287 nChanged 4 SP:Iteration 125Q (657.364548 sec): 3 clusters Score: Raw -2843743.166217 + Penalty 2003.054046 = -2841740.112170 nChanged 7 SP:Iteration 126Q (657.458159 sec): 3 clusters Score: Raw -2843743.673470 + Penalty 2003.054046 = -2841740.619424 nChanged 10 SP:Iteration 127Q (657.530346 sec): 3 clusters Score: Raw -2843744.274380 + Penalty 2003.054046 = -2841741.220333 nChanged 7 SP:Iteration 128Q (657.606716 sec): 3 clusters Score: Raw -2843744.714200 + Penalty 2003.054046 = -2841741.660153 nChanged 11 SP:Iteration 129Q (657.691750 sec): 3 clusters Score: Raw -2843745.575854 + Penalty 2003.054046 = -2841742.521807 nChanged 11 SP:Iteration 130Q (657.777350 sec): 3 clusters Score: Raw -2843746.618858 + Penalty 2003.054046 = -2841743.564812 nChanged 8 SP:Iteration 131Q (657.854257 sec): 3 clusters Score: Raw -2843747.286682 + Penalty 2003.054046 = -2841744.232635 nChanged 9 SP:Iteration 132Q (657.928938 sec): 3 clusters Score: Raw -2843748.235432 + Penalty 2003.054046 = -2841745.181386 nChanged 13 SP:Iteration 133Q (658.016236 sec): 3 clusters Score: Raw -2843749.711306 + Penalty 2003.054046 = -2841746.657259 nChanged 11 SP:Iteration 134Q (658.092174 sec): 3 clusters Score: Raw -2843750.609875 + Penalty 2003.054046 = -2841747.555828 nChanged 7 SP:Iteration 135Q (658.176975 sec): 3 clusters Score: Raw -2843751.250093 + Penalty 2003.054046 = -2841748.196046 nChanged 7 SP:Iteration 136Q (658.244400 sec): 3 clusters Score: Raw -2843751.584357 + Penalty 2003.054046 = -2841748.530311 nChanged 2 SP:Iteration 137Q (658.331736 sec): 3 clusters Score: Raw -2843751.802995 + Penalty 2003.054046 = -2841748.748949 nChanged 4 SP:Iteration 138Q (658.414332 sec): 3 clusters Score: Raw -2843752.399166 + Penalty 2003.054046 = -2841749.345119 nChanged 8 SP:Iteration 139Q (658.475813 sec): 3 clusters Score: Raw -2843752.975502 + Penalty 2003.054046 = -2841749.921456 nChanged 8 SP:Iteration 140F (658.565467 sec): 3 clusters Score: Raw -2843753.455256 + Penalty 2003.054046 = -2841750.401210 nChanged 6 SP:Iteration 141Q (658.624300 sec): 3 clusters Score: Raw -2843753.794756 + Penalty 2003.054046 = -2841750.740710 nChanged 7 SP:Iteration 142Q (658.709652 sec): 3 clusters Score: Raw -2843754.179383 + Penalty 2003.054046 = -2841751.125337 nChanged 5 SP:Iteration 143Q (658.791101 sec): 3 clusters Score: Raw -2843754.405786 + Penalty 2003.054046 = -2841751.351739 nChanged 1 SP:Iteration 144Q (658.867659 sec): 3 clusters Score: Raw -2843754.483718 + Penalty 2003.054046 = -2841751.429671 nChanged 1 SP:Iteration 145Q (658.956039 sec): 3 clusters Score: Raw -2843754.530190 + Penalty 2003.054046 = -2841751.476144 nChanged 1 SP:Iteration 146Q (659.033718 sec): 3 clusters Score: Raw -2843754.624205 + Penalty 2003.054046 = -2841751.570158 nChanged 2 SP:Iteration 147Q (659.108610 sec): 3 clusters Score: Raw -2843754.730076 + Penalty 2003.054046 = -2841751.676029 nChanged 3 SP:Iteration 148Q (659.198068 sec): 3 clusters Score: Raw -2843754.935113 + Penalty 2003.054046 = -2841751.881067 nChanged 2 SP:Iteration 149Q (659.248791 sec): 3 clusters Score: Raw -2843755.022733 + Penalty 2003.054046 = -2841751.968687 nChanged 0 SP:Iteration 150F (659.305447 sec): 3 clusters Score: Raw -2843755.022733 + Penalty 2003.054046 = -2841751.968687 nChanged 0 Trying to split cluster 8 (2728 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (659.335595 sec): 2 clusters Score: Raw -196233.782578 + Penalty 751.575782 = -195482.206796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (659.376652 sec): 3 clusters Score: Raw -194864.058653 + Penalty 1503.151564 = -193360.907089 nChanged 1073 SP:Iteration 1F (659.426222 sec): 3 clusters Score: Raw -195530.733817 + Penalty 1503.151564 = -194027.582254 nChanged 215 SP:Iteration 2F (659.462949 sec): 3 clusters Score: Raw -195661.812579 + Penalty 1503.151564 = -194158.661016 nChanged 147 SP:Iteration 3F (659.509634 sec): 3 clusters Score: Raw -195751.394789 + Penalty 1503.151564 = -194248.243225 nChanged 130 SP:Iteration 4Q (659.546953 sec): 3 clusters Score: Raw -195834.619455 + Penalty 1503.151564 = -194331.467892 nChanged 111 SP:Iteration 5Q (659.595206 sec): 3 clusters Score: Raw -195901.235954 + Penalty 1503.151564 = -194398.084390 nChanged 84 SP:Iteration 6Q (659.629382 sec): 3 clusters Score: Raw -195946.870729 + Penalty 1503.151564 = -194443.719166 nChanged 77 SP:Iteration 7Q (659.667743 sec): 3 clusters Score: Raw -195988.699265 + Penalty 1503.151564 = -194485.547701 nChanged 65 SP:Iteration 8Q (659.713042 sec): 3 clusters Score: Raw -196029.038806 + Penalty 1503.151564 = -194525.887242 nChanged 67 SP:Iteration 9Q (659.756205 sec): 3 clusters Score: Raw -196068.914428 + Penalty 1503.151564 = -194565.762865 nChanged 57 SP:Iteration 10Q (659.791100 sec): 3 clusters Score: Raw -196099.486469 + Penalty 1503.151564 = -194596.334906 nChanged 57 SP:Iteration 11Q (659.833803 sec): 3 clusters Score: Raw -196124.091864 + Penalty 1503.151564 = -194620.940300 nChanged 45 SP:Iteration 12Q (659.864021 sec): 3 clusters Score: Raw -196141.335327 + Penalty 1503.151564 = -194638.183763 nChanged 39 SP:Iteration 13Q (659.916931 sec): 3 clusters Score: Raw -196154.815374 + Penalty 1503.151564 = -194651.663810 nChanged 34 SP:Iteration 14Q (659.951524 sec): 3 clusters Score: Raw -196163.824191 + Penalty 1503.151564 = -194660.672628 nChanged 21 SP:Iteration 15Q (659.992201 sec): 3 clusters Score: Raw -196168.203094 + Penalty 1503.151564 = -194665.051530 nChanged 11 SP:Iteration 16Q (660.033603 sec): 3 clusters Score: Raw -196171.780132 + Penalty 1503.151564 = -194668.628568 nChanged 16 SP:Iteration 17Q (660.084522 sec): 3 clusters Score: Raw -196175.966729 + Penalty 1503.151564 = -194672.815166 nChanged 14 SP:Iteration 18Q (660.131986 sec): 3 clusters Score: Raw -196180.210876 + Penalty 1503.151564 = -194677.059312 nChanged 8 SP:Iteration 19Q (660.178762 sec): 3 clusters Score: Raw -196182.295519 + Penalty 1503.151564 = -194679.143955 nChanged 4 SP:Iteration 20F (660.226342 sec): 3 clusters Score: Raw -196183.236944 + Penalty 1503.151564 = -194680.085380 nChanged 4 SP:Iteration 21Q (660.265407 sec): 3 clusters Score: Raw -196184.124281 + Penalty 1503.151564 = -194680.972717 nChanged 3 SP:Iteration 22Q (660.307419 sec): 3 clusters Score: Raw -196184.555250 + Penalty 1503.151564 = -194681.403687 nChanged 5 SP:Iteration 23Q (660.340698 sec): 3 clusters Score: Raw -196185.388613 + Penalty 1503.151564 = -194682.237049 nChanged 8 SP:Iteration 24Q (660.392311 sec): 3 clusters Score: Raw -196186.975912 + Penalty 1503.151564 = -194683.824348 nChanged 7 SP:Iteration 25Q (660.440720 sec): 3 clusters Score: Raw -196188.746950 + Penalty 1503.151564 = -194685.595387 nChanged 5 SP:Iteration 26Q (660.473019 sec): 3 clusters Score: Raw -196189.902839 + Penalty 1503.151564 = -194686.751276 nChanged 3 SP:Iteration 27Q (660.513970 sec): 3 clusters Score: Raw -196190.344560 + Penalty 1503.151564 = -194687.192997 nChanged 2 SP:Iteration 28Q (660.553181 sec): 3 clusters Score: Raw -196190.939468 + Penalty 1503.151564 = -194687.787904 nChanged 4 SP:Iteration 29Q (660.596952 sec): 3 clusters Score: Raw -196191.760649 + Penalty 1503.151564 = -194688.609086 nChanged 5 SP:Iteration 30Q (660.638339 sec): 3 clusters Score: Raw -196192.710892 + Penalty 1503.151564 = -194689.559328 nChanged 5 SP:Iteration 31Q (660.681832 sec): 3 clusters Score: Raw -196193.446626 + Penalty 1503.151564 = -194690.295062 nChanged 1 SP:Iteration 32Q (660.726659 sec): 3 clusters Score: Raw -196193.581005 + Penalty 1503.151564 = -194690.429441 nChanged 1 SP:Iteration 33Q (660.777640 sec): 3 clusters Score: Raw -196194.404513 + Penalty 1503.151564 = -194691.252949 nChanged 5 SP:Iteration 34Q (660.788142 sec): 3 clusters Score: Raw -196195.728658 + Penalty 1503.151564 = -194692.577095 nChanged 5 SP:Iteration 35Q (660.798250 sec): 3 clusters Score: Raw -196197.057705 + Penalty 1503.151564 = -194693.906142 nChanged 7 SP:Iteration 36Q (660.808383 sec): 3 clusters Score: Raw -196199.605551 + Penalty 1503.151564 = -194696.453987 nChanged 7 SP:Iteration 37Q (660.818535 sec): 3 clusters Score: Raw -196201.835622 + Penalty 1503.151564 = -194698.684059 nChanged 6 SP:Iteration 38Q (660.828654 sec): 3 clusters Score: Raw -196203.824316 + Penalty 1503.151564 = -194700.672752 nChanged 7 SP:Iteration 39Q (660.838825 sec): 3 clusters Score: Raw -196205.549238 + Penalty 1503.151564 = -194702.397674 nChanged 6 SP:Iteration 40F (660.849101 sec): 3 clusters Score: Raw -196207.158765 + Penalty 1503.151564 = -194704.007201 nChanged 6 SP:Iteration 41Q (660.859172 sec): 3 clusters Score: Raw -196208.954361 + Penalty 1503.151564 = -194705.802798 nChanged 10 SP:Iteration 42Q (660.896657 sec): 3 clusters Score: Raw -196212.339055 + Penalty 1503.151564 = -194709.187491 nChanged 15 SP:Iteration 43Q (660.932166 sec): 3 clusters Score: Raw -196216.331133 + Penalty 1503.151564 = -194713.179569 nChanged 15 SP:Iteration 44Q (660.962333 sec): 3 clusters Score: Raw -196219.981338 + Penalty 1503.151564 = -194716.829774 nChanged 12 SP:Iteration 45Q (661.009406 sec): 3 clusters Score: Raw -196223.303638 + Penalty 1503.151564 = -194720.152075 nChanged 10 SP:Iteration 46Q (661.043806 sec): 3 clusters Score: Raw -196226.225650 + Penalty 1503.151564 = -194723.074086 nChanged 14 SP:Iteration 47Q (661.090109 sec): 3 clusters Score: Raw -196230.011122 + Penalty 1503.151564 = -194726.859559 nChanged 18 SP:Iteration 48Q (661.133425 sec): 3 clusters Score: Raw -196236.686159 + Penalty 1503.151564 = -194733.534595 nChanged 21 SP:Iteration 49Q (661.166434 sec): 3 clusters Score: Raw -196244.540595 + Penalty 1503.151564 = -194741.389031 nChanged 18 SP:Iteration 50Q (661.200931 sec): 3 clusters Score: Raw -196249.178568 + Penalty 1503.151564 = -194746.027004 nChanged 12 SP:Iteration 51Q (661.241253 sec): 3 clusters Score: Raw -196252.658092 + Penalty 1503.151564 = -194749.506529 nChanged 10 SP:Iteration 52Q (661.281983 sec): 3 clusters Score: Raw -196255.588682 + Penalty 1503.151564 = -194752.437118 nChanged 12 SP:Iteration 53Q (661.325180 sec): 3 clusters Score: Raw -196260.491111 + Penalty 1503.151564 = -194757.339547 nChanged 13 SP:Iteration 54Q (661.369127 sec): 3 clusters Score: Raw -196264.326812 + Penalty 1503.151564 = -194761.175249 nChanged 8 SP:Iteration 55Q (661.411434 sec): 3 clusters Score: Raw -196266.604900 + Penalty 1503.151564 = -194763.453337 nChanged 12 SP:Iteration 56Q (661.463735 sec): 3 clusters Score: Raw -196270.285552 + Penalty 1503.151564 = -194767.133988 nChanged 12 SP:Iteration 57Q (661.512057 sec): 3 clusters Score: Raw -196273.297496 + Penalty 1503.151564 = -194770.145932 nChanged 7 SP:Iteration 58Q (661.563196 sec): 3 clusters Score: Raw -196275.075443 + Penalty 1503.151564 = -194771.923879 nChanged 13 SP:Iteration 59Q (661.602657 sec): 3 clusters Score: Raw -196279.049557 + Penalty 1503.151564 = -194775.897993 nChanged 16 SP:Iteration 60F (661.648266 sec): 3 clusters Score: Raw -196285.634630 + Penalty 1503.151564 = -194782.483066 nChanged 17 SP:Iteration 61Q (661.659360 sec): 3 clusters Score: Raw -196292.840542 + Penalty 1503.151564 = -194789.688978 nChanged 23 SP:Iteration 62Q (661.669622 sec): 3 clusters Score: Raw -196299.838762 + Penalty 1503.151564 = -194796.687198 nChanged 16 SP:Iteration 63Q (661.679680 sec): 3 clusters Score: Raw -196304.333040 + Penalty 1503.151564 = -194801.181477 nChanged 9 SP:Iteration 64Q (661.689702 sec): 3 clusters Score: Raw -196306.984533 + Penalty 1503.151564 = -194803.832969 nChanged 7 SP:Iteration 65Q (661.699632 sec): 3 clusters Score: Raw -196309.445769 + Penalty 1503.151564 = -194806.294205 nChanged 5 SP:Iteration 66Q (661.710618 sec): 3 clusters Score: Raw -196310.514967 + Penalty 1503.151564 = -194807.363403 nChanged 3 SP:Iteration 67Q (661.720712 sec): 3 clusters Score: Raw -196310.970198 + Penalty 1503.151564 = -194807.818635 nChanged 3 SP:Iteration 68Q (661.730675 sec): 3 clusters Score: Raw -196311.532126 + Penalty 1503.151564 = -194808.380562 nChanged 3 SP:Iteration 69Q (661.740745 sec): 3 clusters Score: Raw -196312.558833 + Penalty 1503.151564 = -194809.407270 nChanged 7 SP:Iteration 70Q (661.786638 sec): 3 clusters Score: Raw -196314.446629 + Penalty 1503.151564 = -194811.295065 nChanged 8 SP:Iteration 71Q (661.836032 sec): 3 clusters Score: Raw -196316.462795 + Penalty 1503.151564 = -194813.311231 nChanged 4 SP:Iteration 72Q (661.864440 sec): 3 clusters Score: Raw -196317.624187 + Penalty 1503.151564 = -194814.472624 nChanged 2 SP:Iteration 73Q (661.910635 sec): 3 clusters Score: Raw -196318.007672 + Penalty 1503.151564 = -194814.856109 nChanged 2 SP:Iteration 74Q (661.966918 sec): 3 clusters Score: Raw -196318.502593 + Penalty 1503.151564 = -194815.351029 nChanged 5 SP:Iteration 75Q (662.012976 sec): 3 clusters Score: Raw -196320.126285 + Penalty 1503.151564 = -194816.974721 nChanged 5 SP:Iteration 76Q (662.057535 sec): 3 clusters Score: Raw -196321.040214 + Penalty 1503.151564 = -194817.888650 nChanged 3 SP:Iteration 77Q (662.086921 sec): 3 clusters Score: Raw -196321.618490 + Penalty 1503.151564 = -194818.466926 nChanged 2 SP:Iteration 78Q (662.132238 sec): 3 clusters Score: Raw -196321.773832 + Penalty 1503.151564 = -194818.622268 nChanged 0 SP:Iteration 79F (662.173946 sec): 3 clusters Score: Raw -196321.773832 + Penalty 1503.151564 = -194818.622268 nChanged 0 Trying to split cluster 9 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.196668 sec): 2 clusters Score: Raw -13851.466261 + Penalty 523.391892 = -13328.074369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.238413 sec): 3 clusters Score: Raw -13885.233865 + Penalty 1046.783784 = -12838.450081 nChanged 73 SP:Iteration 1F (662.268894 sec): 3 clusters Score: Raw -14008.888753 + Penalty 1046.783784 = -12962.104969 nChanged 18 SP:Iteration 2F (662.315659 sec): 3 clusters Score: Raw -14039.467921 + Penalty 1046.783784 = -12992.684137 nChanged 5 SP:Iteration 3Q (662.366927 sec): 3 clusters Score: Raw -14083.521226 + Penalty 1046.783784 = -13036.737443 nChanged 13 SP:Iteration 4F (662.394261 sec): 3 clusters Score: Raw -14110.677281 + Penalty 1046.783784 = -13063.893498 nChanged 8 SP:Iteration 5Q (662.427791 sec): 3 clusters Score: Raw -14144.220874 + Penalty 1046.783784 = -13097.437090 nChanged 6 SP:Iteration 6Q (662.475229 sec): 3 clusters Score: Raw -14171.520925 + Penalty 1046.783784 = -13124.737141 nChanged 6 SP:Iteration 7Q (662.514530 sec): 3 clusters Score: Raw -14195.101647 + Penalty 1046.783784 = -13148.317863 nChanged 3 SP:Iteration 8Q (662.552520 sec): 3 clusters Score: Raw -14198.897413 + Penalty 1046.783784 = -13152.113629 nChanged 1 SP:Iteration 9Q (662.602406 sec): 3 clusters Score: Raw -14201.294734 + Penalty 1046.783784 = -13154.510950 nChanged 1 SP:Iteration 10Q (662.647793 sec): 3 clusters Score: Raw -14203.048528 + Penalty 1046.783784 = -13156.264744 nChanged 1 SP:Iteration 11Q (662.696783 sec): 3 clusters Score: Raw -14203.983296 + Penalty 1046.783784 = -13157.199512 nChanged 0 SP:Iteration 12F (662.730804 sec): 3 clusters Score: Raw -14203.983296 + Penalty 1046.783784 = -13157.199512 nChanged 0 Trying to split cluster 10 (35782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (662.785082 sec): 2 clusters Score: Raw -2706893.160748 + Penalty 996.094024 = -2705897.066724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (662.882302 sec): 3 clusters Score: Raw -2684034.587355 + Penalty 1992.188048 = -2682042.399307 nChanged 16903 SP:Iteration 1F (662.968624 sec): 3 clusters Score: Raw -2694360.911373 + Penalty 1992.188048 = -2692368.723325 nChanged 2140 SP:Iteration 2F (663.050875 sec): 3 clusters Score: Raw -2695473.842483 + Penalty 1992.188048 = -2693481.654435 nChanged 2306 SP:Iteration 3F (663.134587 sec): 3 clusters Score: Raw -2696956.460197 + Penalty 1992.188048 = -2694964.272149 nChanged 2662 SP:Iteration 4F (663.224108 sec): 3 clusters Score: Raw -2698953.341936 + Penalty 1992.188048 = -2696961.153888 nChanged 2639 SP:Iteration 5F (663.277430 sec): 3 clusters Score: Raw -2701309.225501 + Penalty 1992.188048 = -2699317.037453 nChanged 2351 SP:Iteration 6F (663.372363 sec): 3 clusters Score: Raw -2703409.858664 + Penalty 1992.188048 = -2701417.670616 nChanged 1696 SP:Iteration 7Q (663.467679 sec): 3 clusters Score: Raw -2704591.118158 + Penalty 1992.188048 = -2702598.930110 nChanged 1079 SP:Iteration 8Q (663.554796 sec): 3 clusters Score: Raw -2705088.033941 + Penalty 1992.188048 = -2703095.845893 nChanged 651 SP:Iteration 9Q (663.644764 sec): 3 clusters Score: Raw -2705328.113441 + Penalty 1992.188048 = -2703335.925393 nChanged 460 SP:Iteration 10Q (663.699765 sec): 3 clusters Score: Raw -2705494.095792 + Penalty 1992.188048 = -2703501.907744 nChanged 419 SP:Iteration 11Q (663.796759 sec): 3 clusters Score: Raw -2705636.943625 + Penalty 1992.188048 = -2703644.755577 nChanged 349 SP:Iteration 12Q (663.862495 sec): 3 clusters Score: Raw -2705745.841512 + Penalty 1992.188048 = -2703753.653464 nChanged 318 SP:Iteration 13Q (663.948610 sec): 3 clusters Score: Raw -2705839.350158 + Penalty 1992.188048 = -2703847.162110 nChanged 289 SP:Iteration 14Q (664.024217 sec): 3 clusters Score: Raw -2705915.529948 + Penalty 1992.188048 = -2703923.341900 nChanged 283 SP:Iteration 15Q (664.117115 sec): 3 clusters Score: Raw -2705985.663760 + Penalty 1992.188048 = -2703993.475712 nChanged 266 SP:Iteration 16Q (664.209751 sec): 3 clusters Score: Raw -2706055.775170 + Penalty 1992.188048 = -2704063.587122 nChanged 257 SP:Iteration 17Q (664.289529 sec): 3 clusters Score: Raw -2706122.130643 + Penalty 1992.188048 = -2704129.942595 nChanged 260 SP:Iteration 18Q (664.358133 sec): 3 clusters Score: Raw -2706193.784052 + Penalty 1992.188048 = -2704201.596004 nChanged 267 SP:Iteration 19Q (664.437291 sec): 3 clusters Score: Raw -2706271.970254 + Penalty 1992.188048 = -2704279.782206 nChanged 279 SP:Iteration 20F (664.512540 sec): 3 clusters Score: Raw -2706352.529858 + Penalty 1992.188048 = -2704360.341810 nChanged 259 SP:Iteration 21Q (664.600791 sec): 3 clusters Score: Raw -2706431.306867 + Penalty 1992.188048 = -2704439.118819 nChanged 250 SP:Iteration 22Q (664.691961 sec): 3 clusters Score: Raw -2706511.392194 + Penalty 1992.188048 = -2704519.204146 nChanged 238 SP:Iteration 23Q (664.768604 sec): 3 clusters Score: Raw -2706580.085219 + Penalty 1992.188048 = -2704587.897171 nChanged 204 SP:Iteration 24Q (664.854513 sec): 3 clusters Score: Raw -2706640.063871 + Penalty 1992.188048 = -2704647.875823 nChanged 200 SP:Iteration 25Q (664.933912 sec): 3 clusters Score: Raw -2706704.346111 + Penalty 1992.188048 = -2704712.158063 nChanged 173 SP:Iteration 26Q (665.013511 sec): 3 clusters Score: Raw -2706770.118375 + Penalty 1992.188048 = -2704777.930327 nChanged 169 SP:Iteration 27Q (665.077995 sec): 3 clusters Score: Raw -2706852.225640 + Penalty 1992.188048 = -2704860.037592 nChanged 166 SP:Iteration 28Q (665.171595 sec): 3 clusters Score: Raw -2706935.756372 + Penalty 1992.188048 = -2704943.568324 nChanged 145 SP:Iteration 29Q (665.258223 sec): 3 clusters Score: Raw -2706997.476915 + Penalty 1992.188048 = -2705005.288867 nChanged 128 SP:Iteration 30Q (665.338136 sec): 3 clusters Score: Raw -2707053.103578 + Penalty 1992.188048 = -2705060.915530 nChanged 115 SP:Iteration 31Q (665.406835 sec): 3 clusters Score: Raw -2707099.930575 + Penalty 1992.188048 = -2705107.742527 nChanged 112 SP:Iteration 32Q (665.454540 sec): 3 clusters Score: Raw -2707139.106207 + Penalty 1992.188048 = -2705146.918159 nChanged 96 SP:Iteration 33Q (665.540987 sec): 3 clusters Score: Raw -2707172.720476 + Penalty 1992.188048 = -2705180.532428 nChanged 84 SP:Iteration 34Q (665.606897 sec): 3 clusters Score: Raw -2707196.512386 + Penalty 1992.188048 = -2705204.324338 nChanged 72 SP:Iteration 35Q (665.690147 sec): 3 clusters Score: Raw -2707213.908409 + Penalty 1992.188048 = -2705221.720361 nChanged 67 SP:Iteration 36Q (665.771847 sec): 3 clusters Score: Raw -2707228.023041 + Penalty 1992.188048 = -2705235.834993 nChanged 52 SP:Iteration 37Q (665.861979 sec): 3 clusters Score: Raw -2707238.512384 + Penalty 1992.188048 = -2705246.324336 nChanged 37 SP:Iteration 38Q (665.943597 sec): 3 clusters Score: Raw -2707245.248414 + Penalty 1992.188048 = -2705253.060366 nChanged 40 SP:Iteration 39Q (666.026137 sec): 3 clusters Score: Raw -2707251.429385 + Penalty 1992.188048 = -2705259.241337 nChanged 36 SP:Iteration 40F (666.100725 sec): 3 clusters Score: Raw -2707255.401858 + Penalty 1992.188048 = -2705263.213810 nChanged 29 SP:Iteration 41Q (666.183904 sec): 3 clusters Score: Raw -2707259.862672 + Penalty 1992.188048 = -2705267.674624 nChanged 27 SP:Iteration 42Q (666.235901 sec): 3 clusters Score: Raw -2707263.411829 + Penalty 1992.188048 = -2705271.223781 nChanged 31 SP:Iteration 43Q (666.325717 sec): 3 clusters Score: Raw -2707267.056668 + Penalty 1992.188048 = -2705274.868620 nChanged 29 SP:Iteration 44Q (666.421343 sec): 3 clusters Score: Raw -2707271.070768 + Penalty 1992.188048 = -2705278.882720 nChanged 26 SP:Iteration 45Q (666.507608 sec): 3 clusters Score: Raw -2707275.616357 + Penalty 1992.188048 = -2705283.428309 nChanged 29 SP:Iteration 46Q (666.577902 sec): 3 clusters Score: Raw -2707279.229119 + Penalty 1992.188048 = -2705287.041071 nChanged 25 SP:Iteration 47Q (666.662180 sec): 3 clusters Score: Raw -2707281.965025 + Penalty 1992.188048 = -2705289.776977 nChanged 18 SP:Iteration 48Q (666.741139 sec): 3 clusters Score: Raw -2707284.438774 + Penalty 1992.188048 = -2705292.250726 nChanged 20 SP:Iteration 49Q (666.828128 sec): 3 clusters Score: Raw -2707287.406987 + Penalty 1992.188048 = -2705295.218939 nChanged 24 SP:Iteration 50Q (666.900055 sec): 3 clusters Score: Raw -2707290.885571 + Penalty 1992.188048 = -2705298.697523 nChanged 26 SP:Iteration 51Q (666.985638 sec): 3 clusters Score: Raw -2707294.535362 + Penalty 1992.188048 = -2705302.347314 nChanged 24 SP:Iteration 52Q (667.065341 sec): 3 clusters Score: Raw -2707298.089551 + Penalty 1992.188048 = -2705305.901503 nChanged 21 SP:Iteration 53Q (667.150987 sec): 3 clusters Score: Raw -2707301.115620 + Penalty 1992.188048 = -2705308.927572 nChanged 19 SP:Iteration 54Q (667.228475 sec): 3 clusters Score: Raw -2707303.374450 + Penalty 1992.188048 = -2705311.186402 nChanged 21 SP:Iteration 55Q (667.315141 sec): 3 clusters Score: Raw -2707305.810726 + Penalty 1992.188048 = -2705313.622678 nChanged 19 SP:Iteration 56Q (667.392758 sec): 3 clusters Score: Raw -2707307.700113 + Penalty 1992.188048 = -2705315.512065 nChanged 14 SP:Iteration 57Q (667.471823 sec): 3 clusters Score: Raw -2707309.519589 + Penalty 1992.188048 = -2705317.331541 nChanged 13 SP:Iteration 58Q (667.557105 sec): 3 clusters Score: Raw -2707310.518750 + Penalty 1992.188048 = -2705318.330702 nChanged 8 SP:Iteration 59Q (667.649534 sec): 3 clusters Score: Raw -2707311.323313 + Penalty 1992.188048 = -2705319.135265 nChanged 9 SP:Iteration 60F (667.713519 sec): 3 clusters Score: Raw -2707312.259746 + Penalty 1992.188048 = -2705320.071698 nChanged 9 SP:Iteration 61Q (667.780521 sec): 3 clusters Score: Raw -2707312.934695 + Penalty 1992.188048 = -2705320.746647 nChanged 3 SP:Iteration 62Q (667.873184 sec): 3 clusters Score: Raw -2707313.155054 + Penalty 1992.188048 = -2705320.967006 nChanged 4 SP:Iteration 63Q (667.959396 sec): 3 clusters Score: Raw -2707313.627308 + Penalty 1992.188048 = -2705321.439260 nChanged 8 SP:Iteration 64Q (668.049544 sec): 3 clusters Score: Raw -2707314.683854 + Penalty 1992.188048 = -2705322.495806 nChanged 10 SP:Iteration 65Q (668.141176 sec): 3 clusters Score: Raw -2707315.718385 + Penalty 1992.188048 = -2705323.530337 nChanged 6 SP:Iteration 66Q (668.227673 sec): 3 clusters Score: Raw -2707316.262601 + Penalty 1992.188048 = -2705324.074553 nChanged 4 SP:Iteration 67Q (668.306827 sec): 3 clusters Score: Raw -2707317.104345 + Penalty 1992.188048 = -2705324.916297 nChanged 8 SP:Iteration 68Q (668.407204 sec): 3 clusters Score: Raw -2707318.391632 + Penalty 1992.188048 = -2705326.203584 nChanged 11 SP:Iteration 69Q (668.497379 sec): 3 clusters Score: Raw -2707319.830421 + Penalty 1992.188048 = -2705327.642373 nChanged 7 SP:Iteration 70Q (668.584793 sec): 3 clusters Score: Raw -2707320.429699 + Penalty 1992.188048 = -2705328.241651 nChanged 7 SP:Iteration 71Q (668.670085 sec): 3 clusters Score: Raw -2707321.135760 + Penalty 1992.188048 = -2705328.947712 nChanged 3 SP:Iteration 72Q (668.750622 sec): 3 clusters Score: Raw -2707321.335943 + Penalty 1992.188048 = -2705329.147895 nChanged 2 SP:Iteration 73Q (668.839355 sec): 3 clusters Score: Raw -2707321.515594 + Penalty 1992.188048 = -2705329.327546 nChanged 2 SP:Iteration 74Q (668.928169 sec): 3 clusters Score: Raw -2707321.726026 + Penalty 1992.188048 = -2705329.537978 nChanged 1 SP:Iteration 75Q (669.016536 sec): 3 clusters Score: Raw -2707321.751408 + Penalty 1992.188048 = -2705329.563360 nChanged 0 SP:Iteration 76F (669.099991 sec): 3 clusters Score: Raw -2707321.751408 + Penalty 1992.188048 = -2705329.563360 nChanged 0 Trying to split cluster 11 (2198 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (669.126004 sec): 2 clusters Score: Raw -139210.379162 + Penalty 731.053798 = -138479.325364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (669.174767 sec): 3 clusters Score: Raw -138142.506773 + Penalty 1462.107596 = -136680.399178 nChanged 884 SP:Iteration 1F (669.223320 sec): 3 clusters Score: Raw -138686.397274 + Penalty 1462.107596 = -137224.289679 nChanged 171 SP:Iteration 2F (669.262755 sec): 3 clusters Score: Raw -138789.670339 + Penalty 1462.107596 = -137327.562743 nChanged 114 SP:Iteration 3F (669.312700 sec): 3 clusters Score: Raw -138882.824571 + Penalty 1462.107596 = -137420.716976 nChanged 107 SP:Iteration 4Q (669.369259 sec): 3 clusters Score: Raw -139030.624124 + Penalty 1462.107596 = -137568.516528 nChanged 123 SP:Iteration 5F (669.415389 sec): 3 clusters Score: Raw -139213.004620 + Penalty 1462.107596 = -137750.897024 nChanged 119 SP:Iteration 6F (669.458484 sec): 3 clusters Score: Raw -139379.685059 + Penalty 1462.107596 = -137917.577464 nChanged 128 SP:Iteration 7F (669.510940 sec): 3 clusters Score: Raw -139518.083817 + Penalty 1462.107596 = -138055.976221 nChanged 119 SP:Iteration 8F (669.552680 sec): 3 clusters Score: Raw -139659.313612 + Penalty 1462.107596 = -138197.206017 nChanged 128 SP:Iteration 9F (669.601679 sec): 3 clusters Score: Raw -139808.370189 + Penalty 1462.107596 = -138346.262594 nChanged 105 SP:Iteration 10Q (669.645972 sec): 3 clusters Score: Raw -139922.597914 + Penalty 1462.107596 = -138460.490318 nChanged 77 SP:Iteration 11Q (669.693877 sec): 3 clusters Score: Raw -140010.546246 + Penalty 1462.107596 = -138548.438650 nChanged 72 SP:Iteration 12Q (669.750052 sec): 3 clusters Score: Raw -140086.595699 + Penalty 1462.107596 = -138624.488104 nChanged 58 SP:Iteration 13Q (669.798298 sec): 3 clusters Score: Raw -140146.714748 + Penalty 1462.107596 = -138684.607153 nChanged 54 SP:Iteration 14Q (669.847498 sec): 3 clusters Score: Raw -140205.109050 + Penalty 1462.107596 = -138743.001454 nChanged 42 SP:Iteration 15Q (669.883153 sec): 3 clusters Score: Raw -140238.466320 + Penalty 1462.107596 = -138776.358724 nChanged 24 SP:Iteration 16Q (669.928742 sec): 3 clusters Score: Raw -140258.521018 + Penalty 1462.107596 = -138796.413422 nChanged 13 SP:Iteration 17Q (669.971577 sec): 3 clusters Score: Raw -140265.829409 + Penalty 1462.107596 = -138803.721814 nChanged 10 SP:Iteration 18Q (670.007227 sec): 3 clusters Score: Raw -140273.292558 + Penalty 1462.107596 = -138811.184962 nChanged 10 SP:Iteration 19Q (670.050033 sec): 3 clusters Score: Raw -140282.591981 + Penalty 1462.107596 = -138820.484385 nChanged 6 SP:Iteration 20F (670.097074 sec): 3 clusters Score: Raw -140290.309196 + Penalty 1462.107596 = -138828.201601 nChanged 5 SP:Iteration 21Q (670.142529 sec): 3 clusters Score: Raw -140293.465116 + Penalty 1462.107596 = -138831.357520 nChanged 8 SP:Iteration 22Q (670.193424 sec): 3 clusters Score: Raw -140301.327098 + Penalty 1462.107596 = -138839.219502 nChanged 7 SP:Iteration 23Q (670.239878 sec): 3 clusters Score: Raw -140308.170918 + Penalty 1462.107596 = -138846.063322 nChanged 5 SP:Iteration 24Q (670.288857 sec): 3 clusters Score: Raw -140311.199589 + Penalty 1462.107596 = -138849.091993 nChanged 5 SP:Iteration 25Q (670.336747 sec): 3 clusters Score: Raw -140313.725561 + Penalty 1462.107596 = -138851.617966 nChanged 3 SP:Iteration 26Q (670.368067 sec): 3 clusters Score: Raw -140315.457012 + Penalty 1462.107596 = -138853.349416 nChanged 1 SP:Iteration 27Q (670.419636 sec): 3 clusters Score: Raw -140315.809024 + Penalty 1462.107596 = -138853.701429 nChanged 1 SP:Iteration 28Q (670.471726 sec): 3 clusters Score: Raw -140316.004759 + Penalty 1462.107596 = -138853.897164 nChanged 1 SP:Iteration 29Q (670.525236 sec): 3 clusters Score: Raw -140316.257663 + Penalty 1462.107596 = -138854.150067 nChanged 1 SP:Iteration 30Q (670.577098 sec): 3 clusters Score: Raw -140316.476327 + Penalty 1462.107596 = -138854.368731 nChanged 2 SP:Iteration 31Q (670.634512 sec): 3 clusters Score: Raw -140317.198165 + Penalty 1462.107596 = -138855.090569 nChanged 1 SP:Iteration 32Q (670.673961 sec): 3 clusters Score: Raw -140317.425822 + Penalty 1462.107596 = -138855.318227 nChanged 1 SP:Iteration 33Q (670.714390 sec): 3 clusters Score: Raw -140317.741378 + Penalty 1462.107596 = -138855.633782 nChanged 0 SP:Iteration 34F (670.765093 sec): 3 clusters Score: Raw -140317.741378 + Penalty 1462.107596 = -138855.633782 nChanged 0 Score: Raw -25394110.100802 + Penalty 26720.276661 = -25367389.824141 Splitting cluster 11 changes total score from -25367493.253258 to -25367389.824141 So it's not getting split. Trying to split cluster 12 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.867201 sec): 2 clusters Score: Raw -36227.157891 + Penalty 594.113737 = -35633.044154 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.869964 sec): 3 clusters Score: Raw -36074.277015 + Penalty 1188.227474 = -34886.049541 nChanged 155 SP:Iteration 1F (674.872387 sec): 3 clusters Score: Raw -36217.233632 + Penalty 1188.227474 = -35029.006158 nChanged 41 SP:Iteration 2F (674.874835 sec): 3 clusters Score: Raw -36257.069992 + Penalty 1188.227474 = -35068.842518 nChanged 20 SP:Iteration 3Q (674.877312 sec): 3 clusters Score: Raw -36274.905424 + Penalty 1188.227474 = -35086.677949 nChanged 17 SP:Iteration 4Q (674.879771 sec): 3 clusters Score: Raw -36293.610733 + Penalty 1188.227474 = -35105.383258 nChanged 13 SP:Iteration 5Q (674.882203 sec): 3 clusters Score: Raw -36310.022518 + Penalty 1188.227474 = -35121.795044 nChanged 9 SP:Iteration 6Q (674.884637 sec): 3 clusters Score: Raw -36322.565109 + Penalty 1188.227474 = -35134.337634 nChanged 9 SP:Iteration 7Q (674.887019 sec): 3 clusters Score: Raw -36330.205921 + Penalty 1188.227474 = -35141.978447 nChanged 3 SP:Iteration 8Q (674.889440 sec): 3 clusters Score: Raw -36332.999077 + Penalty 1188.227474 = -35144.771603 nChanged 8 SP:Iteration 9Q (674.891851 sec): 3 clusters Score: Raw -36341.002049 + Penalty 1188.227474 = -35152.774575 nChanged 6 SP:Iteration 10Q (674.894259 sec): 3 clusters Score: Raw -36345.263612 + Penalty 1188.227474 = -35157.036137 nChanged 1 SP:Iteration 11Q (674.896681 sec): 3 clusters Score: Raw -36345.914950 + Penalty 1188.227474 = -35157.687476 nChanged 1 SP:Iteration 12Q (674.899090 sec): 3 clusters Score: Raw -36346.539950 + Penalty 1188.227474 = -35158.312476 nChanged 1 SP:Iteration 13Q (674.901497 sec): 3 clusters Score: Raw -36346.837958 + Penalty 1188.227474 = -35158.610484 nChanged 0 SP:Iteration 14F (674.903928 sec): 3 clusters Score: Raw -36346.837958 + Penalty 1188.227474 = -35158.610484 nChanged 0 Trying to split cluster 13 (27313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.946423 sec): 2 clusters Score: Raw -1862379.298788 + Penalty 970.436216 = -1861408.862573 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.994839 sec): 3 clusters Score: Raw -1845075.556370 + Penalty 1940.872431 = -1843134.683939 nChanged 12827 SP:Iteration 1F (675.078920 sec): 3 clusters Score: Raw -1852566.179245 + Penalty 1940.872431 = -1850625.306814 nChanged 1441 SP:Iteration 2F (675.167972 sec): 3 clusters Score: Raw -1853159.912986 + Penalty 1940.872431 = -1851219.040554 nChanged 1558 SP:Iteration 3F (675.238369 sec): 3 clusters Score: Raw -1853926.814711 + Penalty 1940.872431 = -1851985.942280 nChanged 1736 SP:Iteration 4F (675.321686 sec): 3 clusters Score: Raw -1854914.215962 + Penalty 1940.872431 = -1852973.343531 nChanged 1842 SP:Iteration 5F (675.405398 sec): 3 clusters Score: Raw -1856078.107521 + Penalty 1940.872431 = -1854137.235090 nChanged 1772 SP:Iteration 6F (675.478670 sec): 3 clusters Score: Raw -1857320.908963 + Penalty 1940.872431 = -1855380.036532 nChanged 1630 SP:Iteration 7F (675.555620 sec): 3 clusters Score: Raw -1858544.344659 + Penalty 1940.872431 = -1856603.472228 nChanged 1455 SP:Iteration 8F (675.636264 sec): 3 clusters Score: Raw -1859714.166061 + Penalty 1940.872431 = -1857773.293630 nChanged 1218 SP:Iteration 9Q (675.730340 sec): 3 clusters Score: Raw -1860736.144863 + Penalty 1940.872431 = -1858795.272432 nChanged 885 SP:Iteration 10Q (675.814735 sec): 3 clusters Score: Raw -1861406.583073 + Penalty 1940.872431 = -1859465.710642 nChanged 658 SP:Iteration 11Q (675.897253 sec): 3 clusters Score: Raw -1861825.217571 + Penalty 1940.872431 = -1859884.345140 nChanged 498 SP:Iteration 12Q (675.979242 sec): 3 clusters Score: Raw -1862133.483913 + Penalty 1940.872431 = -1860192.611482 nChanged 432 SP:Iteration 13Q (676.059060 sec): 3 clusters Score: Raw -1862369.096311 + Penalty 1940.872431 = -1860428.223880 nChanged 350 SP:Iteration 14Q (676.138073 sec): 3 clusters Score: Raw -1862530.541062 + Penalty 1940.872431 = -1860589.668631 nChanged 288 SP:Iteration 15Q (676.208599 sec): 3 clusters Score: Raw -1862658.965766 + Penalty 1940.872431 = -1860718.093335 nChanged 254 SP:Iteration 16Q (676.289920 sec): 3 clusters Score: Raw -1862774.759463 + Penalty 1940.872431 = -1860833.887032 nChanged 225 SP:Iteration 17Q (676.356987 sec): 3 clusters Score: Raw -1862885.431147 + Penalty 1940.872431 = -1860944.558716 nChanged 216 SP:Iteration 18Q (676.434198 sec): 3 clusters Score: Raw -1862995.475614 + Penalty 1940.872431 = -1861054.603182 nChanged 167 SP:Iteration 19Q (676.514860 sec): 3 clusters Score: Raw -1863088.131276 + Penalty 1940.872431 = -1861147.258845 nChanged 150 SP:Iteration 20F (676.597829 sec): 3 clusters Score: Raw -1863164.215995 + Penalty 1940.872431 = -1861223.343564 nChanged 129 SP:Iteration 21Q (676.673976 sec): 3 clusters Score: Raw -1863221.291111 + Penalty 1940.872431 = -1861280.418680 nChanged 126 SP:Iteration 22Q (676.750234 sec): 3 clusters Score: Raw -1863265.393388 + Penalty 1940.872431 = -1861324.520957 nChanged 86 SP:Iteration 23Q (676.830875 sec): 3 clusters Score: Raw -1863289.202047 + Penalty 1940.872431 = -1861348.329616 nChanged 86 SP:Iteration 24Q (676.915967 sec): 3 clusters Score: Raw -1863310.344253 + Penalty 1940.872431 = -1861369.471822 nChanged 67 SP:Iteration 25Q (676.995200 sec): 3 clusters Score: Raw -1863323.319708 + Penalty 1940.872431 = -1861382.447277 nChanged 49 SP:Iteration 26Q (677.060016 sec): 3 clusters Score: Raw -1863333.931358 + Penalty 1940.872431 = -1861393.058927 nChanged 56 SP:Iteration 27Q (677.143942 sec): 3 clusters Score: Raw -1863347.342809 + Penalty 1940.872431 = -1861406.470378 nChanged 50 SP:Iteration 28Q (677.221467 sec): 3 clusters Score: Raw -1863356.758006 + Penalty 1940.872431 = -1861415.885575 nChanged 43 SP:Iteration 29Q (677.298349 sec): 3 clusters Score: Raw -1863363.958231 + Penalty 1940.872431 = -1861423.085800 nChanged 34 SP:Iteration 30Q (677.375842 sec): 3 clusters Score: Raw -1863367.564336 + Penalty 1940.872431 = -1861426.691905 nChanged 26 SP:Iteration 31Q (677.453226 sec): 3 clusters Score: Raw -1863370.083306 + Penalty 1940.872431 = -1861429.210875 nChanged 17 SP:Iteration 32Q (677.520993 sec): 3 clusters Score: Raw -1863371.851969 + Penalty 1940.872431 = -1861430.979538 nChanged 15 SP:Iteration 33Q (677.600890 sec): 3 clusters Score: Raw -1863373.238293 + Penalty 1940.872431 = -1861432.365862 nChanged 13 SP:Iteration 34Q (677.678455 sec): 3 clusters Score: Raw -1863374.526992 + Penalty 1940.872431 = -1861433.654561 nChanged 10 SP:Iteration 35Q (677.759993 sec): 3 clusters Score: Raw -1863375.182120 + Penalty 1940.872431 = -1861434.309688 nChanged 10 SP:Iteration 36Q (677.822677 sec): 3 clusters Score: Raw -1863376.079074 + Penalty 1940.872431 = -1861435.206643 nChanged 13 SP:Iteration 37Q (677.895045 sec): 3 clusters Score: Raw -1863377.119775 + Penalty 1940.872431 = -1861436.247344 nChanged 18 SP:Iteration 38Q (677.973942 sec): 3 clusters Score: Raw -1863379.096378 + Penalty 1940.872431 = -1861438.223947 nChanged 19 SP:Iteration 39Q (678.053981 sec): 3 clusters Score: Raw -1863381.318005 + Penalty 1940.872431 = -1861440.445574 nChanged 24 SP:Iteration 40F (678.134956 sec): 3 clusters Score: Raw -1863384.725890 + Penalty 1940.872431 = -1861443.853459 nChanged 21 SP:Iteration 41Q (678.209843 sec): 3 clusters Score: Raw -1863386.518358 + Penalty 1940.872431 = -1861445.645927 nChanged 11 SP:Iteration 42Q (678.291902 sec): 3 clusters Score: Raw -1863387.674879 + Penalty 1940.872431 = -1861446.802448 nChanged 12 SP:Iteration 43Q (678.370034 sec): 3 clusters Score: Raw -1863388.488984 + Penalty 1940.872431 = -1861447.616553 nChanged 13 SP:Iteration 44Q (678.448309 sec): 3 clusters Score: Raw -1863390.088027 + Penalty 1940.872431 = -1861449.215596 nChanged 14 SP:Iteration 45Q (678.513463 sec): 3 clusters Score: Raw -1863391.407513 + Penalty 1940.872431 = -1861450.535082 nChanged 12 SP:Iteration 46Q (678.586000 sec): 3 clusters Score: Raw -1863392.179853 + Penalty 1940.872431 = -1861451.307422 nChanged 8 SP:Iteration 47Q (678.662915 sec): 3 clusters Score: Raw -1863392.655335 + Penalty 1940.872431 = -1861451.782904 nChanged 6 SP:Iteration 48Q (678.742388 sec): 3 clusters Score: Raw -1863392.988738 + Penalty 1940.872431 = -1861452.116307 nChanged 5 SP:Iteration 49Q (678.812727 sec): 3 clusters Score: Raw -1863393.160551 + Penalty 1940.872431 = -1861452.288120 nChanged 1 SP:Iteration 50Q (678.896730 sec): 3 clusters Score: Raw -1863393.202525 + Penalty 1940.872431 = -1861452.330094 nChanged 0 SP:Iteration 51F (678.966134 sec): 3 clusters Score: Raw -1863393.202525 + Penalty 1940.872431 = -1861452.330094 nChanged 0 Score: Raw -25394016.642323 + Penalty 26720.276661 = -25367296.365662 Splitting cluster 13 changes total score from -25367493.253258 to -25367296.365662 So it's not getting split. Trying to split cluster 14 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (683.025908 sec): 2 clusters Score: Raw -137242.899385 + Penalty 708.088378 = -136534.811008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (683.064292 sec): 3 clusters Score: Raw -136421.228090 + Penalty 1416.176756 = -135005.051335 nChanged 664 SP:Iteration 1F (683.110828 sec): 3 clusters Score: Raw -136874.589818 + Penalty 1416.176756 = -135458.413063 nChanged 139 SP:Iteration 2F (683.160900 sec): 3 clusters Score: Raw -136977.447365 + Penalty 1416.176756 = -135561.270609 nChanged 102 SP:Iteration 3F (683.212665 sec): 3 clusters Score: Raw -137051.036019 + Penalty 1416.176756 = -135634.859263 nChanged 74 SP:Iteration 4Q (683.262441 sec): 3 clusters Score: Raw -137106.541456 + Penalty 1416.176756 = -135690.364700 nChanged 57 SP:Iteration 5Q (683.308494 sec): 3 clusters Score: Raw -137142.371874 + Penalty 1416.176756 = -135726.195118 nChanged 51 SP:Iteration 6Q (683.351362 sec): 3 clusters Score: Raw -137177.405424 + Penalty 1416.176756 = -135761.228669 nChanged 39 SP:Iteration 7Q (683.397891 sec): 3 clusters Score: Raw -137201.854740 + Penalty 1416.176756 = -135785.677985 nChanged 43 SP:Iteration 8Q (683.445543 sec): 3 clusters Score: Raw -137235.781064 + Penalty 1416.176756 = -135819.604308 nChanged 29 SP:Iteration 9Q (683.485194 sec): 3 clusters Score: Raw -137251.050068 + Penalty 1416.176756 = -135834.873312 nChanged 21 SP:Iteration 10Q (683.526648 sec): 3 clusters Score: Raw -137260.722074 + Penalty 1416.176756 = -135844.545318 nChanged 21 SP:Iteration 11Q (683.576790 sec): 3 clusters Score: Raw -137269.496163 + Penalty 1416.176756 = -135853.319408 nChanged 17 SP:Iteration 12Q (683.612846 sec): 3 clusters Score: Raw -137278.454118 + Penalty 1416.176756 = -135862.277362 nChanged 15 SP:Iteration 13Q (683.655360 sec): 3 clusters Score: Raw -137285.544108 + Penalty 1416.176756 = -135869.367353 nChanged 14 SP:Iteration 14Q (683.697962 sec): 3 clusters Score: Raw -137291.378940 + Penalty 1416.176756 = -135875.202185 nChanged 10 SP:Iteration 15Q (683.743471 sec): 3 clusters Score: Raw -137294.335994 + Penalty 1416.176756 = -135878.159238 nChanged 4 SP:Iteration 16Q (683.794900 sec): 3 clusters Score: Raw -137297.002941 + Penalty 1416.176756 = -135880.826186 nChanged 6 SP:Iteration 17Q (683.845323 sec): 3 clusters Score: Raw -137298.624743 + Penalty 1416.176756 = -135882.447987 nChanged 2 SP:Iteration 18Q (683.895782 sec): 3 clusters Score: Raw -137299.595594 + Penalty 1416.176756 = -135883.418838 nChanged 2 SP:Iteration 19Q (683.938279 sec): 3 clusters Score: Raw -137300.584322 + Penalty 1416.176756 = -135884.407566 nChanged 5 SP:Iteration 20F (683.988911 sec): 3 clusters Score: Raw -137302.101740 + Penalty 1416.176756 = -135885.924984 nChanged 2 SP:Iteration 21Q (684.037842 sec): 3 clusters Score: Raw -137303.515530 + Penalty 1416.176756 = -135887.338774 nChanged 8 SP:Iteration 22Q (684.076903 sec): 3 clusters Score: Raw -137306.590084 + Penalty 1416.176756 = -135890.413329 nChanged 6 SP:Iteration 23Q (684.124478 sec): 3 clusters Score: Raw -137309.700166 + Penalty 1416.176756 = -135893.523411 nChanged 8 SP:Iteration 24Q (684.173804 sec): 3 clusters Score: Raw -137313.331522 + Penalty 1416.176756 = -135897.154767 nChanged 10 SP:Iteration 25Q (684.225380 sec): 3 clusters Score: Raw -137318.734297 + Penalty 1416.176756 = -135902.557542 nChanged 7 SP:Iteration 26Q (684.278160 sec): 3 clusters Score: Raw -137322.846644 + Penalty 1416.176756 = -135906.669888 nChanged 9 SP:Iteration 27Q (684.330173 sec): 3 clusters Score: Raw -137327.956145 + Penalty 1416.176756 = -135911.779389 nChanged 6 SP:Iteration 28Q (684.389918 sec): 3 clusters Score: Raw -137331.042895 + Penalty 1416.176756 = -135914.866139 nChanged 6 SP:Iteration 29Q (684.431472 sec): 3 clusters Score: Raw -137333.535286 + Penalty 1416.176756 = -135917.358530 nChanged 4 SP:Iteration 30Q (684.482050 sec): 3 clusters Score: Raw -137336.650193 + Penalty 1416.176756 = -135920.473438 nChanged 7 SP:Iteration 31Q (684.544333 sec): 3 clusters Score: Raw -137342.424001 + Penalty 1416.176756 = -135926.247245 nChanged 9 SP:Iteration 32Q (684.577593 sec): 3 clusters Score: Raw -137346.675203 + Penalty 1416.176756 = -135930.498447 nChanged 5 SP:Iteration 33Q (684.626372 sec): 3 clusters Score: Raw -137348.529313 + Penalty 1416.176756 = -135932.352557 nChanged 3 SP:Iteration 34Q (684.686155 sec): 3 clusters Score: Raw -137349.686578 + Penalty 1416.176756 = -135933.509822 nChanged 4 SP:Iteration 35Q (684.717351 sec): 3 clusters Score: Raw -137351.968914 + Penalty 1416.176756 = -135935.792159 nChanged 5 SP:Iteration 36Q (684.758234 sec): 3 clusters Score: Raw -137353.994460 + Penalty 1416.176756 = -135937.817705 nChanged 4 SP:Iteration 37Q (684.798795 sec): 3 clusters Score: Raw -137355.325071 + Penalty 1416.176756 = -135939.148315 nChanged 2 SP:Iteration 38Q (684.845395 sec): 3 clusters Score: Raw -137356.757281 + Penalty 1416.176756 = -135940.580525 nChanged 3 SP:Iteration 39Q (684.886031 sec): 3 clusters Score: Raw -137358.222767 + Penalty 1416.176756 = -135942.046012 nChanged 0 SP:Iteration 40F (684.928289 sec): 3 clusters Score: Raw -137358.222767 + Penalty 1416.176756 = -135942.046012 nChanged 0 Trying to split cluster 15 (4347 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (684.956148 sec): 2 clusters Score: Raw -306798.109464 + Penalty 795.837917 = -306002.271547 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.006334 sec): 3 clusters Score: Raw -304395.706307 + Penalty 1591.675834 = -302804.030474 nChanged 1831 SP:Iteration 1F (685.058273 sec): 3 clusters Score: Raw -305454.558379 + Penalty 1591.675834 = -303862.882545 nChanged 331 SP:Iteration 2F (685.110964 sec): 3 clusters Score: Raw -305652.798838 + Penalty 1591.675834 = -304061.123004 nChanged 262 SP:Iteration 3F (685.163911 sec): 3 clusters Score: Raw -305822.775657 + Penalty 1591.675834 = -304231.099823 nChanged 254 SP:Iteration 4F (685.204619 sec): 3 clusters Score: Raw -306010.422011 + Penalty 1591.675834 = -304418.746177 nChanged 214 SP:Iteration 5Q (685.257361 sec): 3 clusters Score: Raw -306173.792767 + Penalty 1591.675834 = -304582.116933 nChanged 203 SP:Iteration 6Q (685.310019 sec): 3 clusters Score: Raw -306312.860068 + Penalty 1591.675834 = -304721.184234 nChanged 175 SP:Iteration 7Q (685.360013 sec): 3 clusters Score: Raw -306430.690622 + Penalty 1591.675834 = -304839.014788 nChanged 140 SP:Iteration 8Q (685.412651 sec): 3 clusters Score: Raw -306522.388628 + Penalty 1591.675834 = -304930.712794 nChanged 125 SP:Iteration 9Q (685.465585 sec): 3 clusters Score: Raw -306582.701466 + Penalty 1591.675834 = -304991.025632 nChanged 89 SP:Iteration 10Q (685.513051 sec): 3 clusters Score: Raw -306619.844828 + Penalty 1591.675834 = -305028.168995 nChanged 65 SP:Iteration 11Q (685.565627 sec): 3 clusters Score: Raw -306646.564563 + Penalty 1591.675834 = -305054.888729 nChanged 57 SP:Iteration 12Q (685.618763 sec): 3 clusters Score: Raw -306665.955987 + Penalty 1591.675834 = -305074.280153 nChanged 39 SP:Iteration 13Q (685.671267 sec): 3 clusters Score: Raw -306685.111935 + Penalty 1591.675834 = -305093.436102 nChanged 42 SP:Iteration 14Q (685.735380 sec): 3 clusters Score: Raw -306712.281381 + Penalty 1591.675834 = -305120.605547 nChanged 56 SP:Iteration 15Q (685.771817 sec): 3 clusters Score: Raw -306742.001799 + Penalty 1591.675834 = -305150.325965 nChanged 40 SP:Iteration 16Q (685.822145 sec): 3 clusters Score: Raw -306762.990711 + Penalty 1591.675834 = -305171.314877 nChanged 48 SP:Iteration 17Q (685.875954 sec): 3 clusters Score: Raw -306781.968008 + Penalty 1591.675834 = -305190.292174 nChanged 49 SP:Iteration 18Q (685.916289 sec): 3 clusters Score: Raw -306801.247934 + Penalty 1591.675834 = -305209.572100 nChanged 43 SP:Iteration 19Q (685.968940 sec): 3 clusters Score: Raw -306819.661912 + Penalty 1591.675834 = -305227.986079 nChanged 41 SP:Iteration 20F (686.017495 sec): 3 clusters Score: Raw -306840.228145 + Penalty 1591.675834 = -305248.552311 nChanged 42 SP:Iteration 21Q (686.069960 sec): 3 clusters Score: Raw -306857.506068 + Penalty 1591.675834 = -305265.830234 nChanged 37 SP:Iteration 22Q (686.122671 sec): 3 clusters Score: Raw -306873.199079 + Penalty 1591.675834 = -305281.523245 nChanged 31 SP:Iteration 23Q (686.172021 sec): 3 clusters Score: Raw -306882.111016 + Penalty 1591.675834 = -305290.435183 nChanged 27 SP:Iteration 24Q (686.226241 sec): 3 clusters Score: Raw -306889.735949 + Penalty 1591.675834 = -305298.060115 nChanged 19 SP:Iteration 25Q (686.273579 sec): 3 clusters Score: Raw -306896.748943 + Penalty 1591.675834 = -305305.073109 nChanged 19 SP:Iteration 26Q (686.326377 sec): 3 clusters Score: Raw -306901.973898 + Penalty 1591.675834 = -305310.298064 nChanged 13 SP:Iteration 27Q (686.377771 sec): 3 clusters Score: Raw -306905.798466 + Penalty 1591.675834 = -305314.122632 nChanged 16 SP:Iteration 28Q (686.430730 sec): 3 clusters Score: Raw -306910.533012 + Penalty 1591.675834 = -305318.857179 nChanged 19 SP:Iteration 29Q (686.467470 sec): 3 clusters Score: Raw -306914.794267 + Penalty 1591.675834 = -305323.118433 nChanged 13 SP:Iteration 30Q (686.506966 sec): 3 clusters Score: Raw -306916.702595 + Penalty 1591.675834 = -305325.026761 nChanged 5 SP:Iteration 31Q (686.550442 sec): 3 clusters Score: Raw -306917.651934 + Penalty 1591.675834 = -305325.976100 nChanged 3 SP:Iteration 32Q (686.599494 sec): 3 clusters Score: Raw -306918.104332 + Penalty 1591.675834 = -305326.428498 nChanged 4 SP:Iteration 33Q (686.652651 sec): 3 clusters Score: Raw -306918.734330 + Penalty 1591.675834 = -305327.058496 nChanged 5 SP:Iteration 34Q (686.695355 sec): 3 clusters Score: Raw -306919.622693 + Penalty 1591.675834 = -305327.946859 nChanged 6 SP:Iteration 35Q (686.756678 sec): 3 clusters Score: Raw -306920.777854 + Penalty 1591.675834 = -305329.102020 nChanged 1 SP:Iteration 36Q (686.808677 sec): 3 clusters Score: Raw -306920.840852 + Penalty 1591.675834 = -305329.165018 nChanged 0 SP:Iteration 37F (686.851172 sec): 3 clusters Score: Raw -306920.840852 + Penalty 1591.675834 = -305329.165018 nChanged 0 Trying to split cluster 16 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (686.878842 sec): 2 clusters Score: Raw -266570.932989 + Penalty 778.478023 = -265792.454965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (686.931214 sec): 3 clusters Score: Raw -264654.797206 + Penalty 1556.956047 = -263097.841159 nChanged 1514 SP:Iteration 1F (686.981788 sec): 3 clusters Score: Raw -265561.210412 + Penalty 1556.956047 = -264004.254365 nChanged 235 SP:Iteration 2F (687.041885 sec): 3 clusters Score: Raw -265675.034869 + Penalty 1556.956047 = -264118.078822 nChanged 154 SP:Iteration 3Q (687.093688 sec): 3 clusters Score: Raw -265747.571537 + Penalty 1556.956047 = -264190.615490 nChanged 137 SP:Iteration 4Q (687.138123 sec): 3 clusters Score: Raw -265828.755841 + Penalty 1556.956047 = -264271.799794 nChanged 133 SP:Iteration 5Q (687.191562 sec): 3 clusters Score: Raw -265906.437543 + Penalty 1556.956047 = -264349.481496 nChanged 136 SP:Iteration 6Q (687.245169 sec): 3 clusters Score: Raw -265980.372273 + Penalty 1556.956047 = -264423.416226 nChanged 138 SP:Iteration 7Q (687.297828 sec): 3 clusters Score: Raw -266058.865759 + Penalty 1556.956047 = -264501.909712 nChanged 123 SP:Iteration 8Q (687.358026 sec): 3 clusters Score: Raw -266116.894753 + Penalty 1556.956047 = -264559.938706 nChanged 103 SP:Iteration 9Q (687.407205 sec): 3 clusters Score: Raw -266157.469030 + Penalty 1556.956047 = -264600.512984 nChanged 79 SP:Iteration 10Q (687.459596 sec): 3 clusters Score: Raw -266185.164062 + Penalty 1556.956047 = -264628.208016 nChanged 76 SP:Iteration 11Q (687.512976 sec): 3 clusters Score: Raw -266214.964988 + Penalty 1556.956047 = -264658.008941 nChanged 62 SP:Iteration 12Q (687.552643 sec): 3 clusters Score: Raw -266235.108176 + Penalty 1556.956047 = -264678.152129 nChanged 48 SP:Iteration 13Q (687.601329 sec): 3 clusters Score: Raw -266250.770102 + Penalty 1556.956047 = -264693.814055 nChanged 43 SP:Iteration 14Q (687.661247 sec): 3 clusters Score: Raw -266263.265751 + Penalty 1556.956047 = -264706.309705 nChanged 40 SP:Iteration 15Q (687.706469 sec): 3 clusters Score: Raw -266276.079667 + Penalty 1556.956047 = -264719.123620 nChanged 39 SP:Iteration 16Q (687.745346 sec): 3 clusters Score: Raw -266285.180720 + Penalty 1556.956047 = -264728.224673 nChanged 26 SP:Iteration 17Q (687.810498 sec): 3 clusters Score: Raw -266290.732346 + Penalty 1556.956047 = -264733.776299 nChanged 17 SP:Iteration 18Q (687.858620 sec): 3 clusters Score: Raw -266294.265278 + Penalty 1556.956047 = -264737.309231 nChanged 18 SP:Iteration 19Q (687.907639 sec): 3 clusters Score: Raw -266298.551608 + Penalty 1556.956047 = -264741.595561 nChanged 22 SP:Iteration 20F (687.960112 sec): 3 clusters Score: Raw -266304.174253 + Penalty 1556.956047 = -264747.218207 nChanged 24 SP:Iteration 21Q (687.974193 sec): 3 clusters Score: Raw -266310.742033 + Penalty 1556.956047 = -264753.785987 nChanged 25 SP:Iteration 22Q (687.987427 sec): 3 clusters Score: Raw -266316.254562 + Penalty 1556.956047 = -264759.298515 nChanged 24 SP:Iteration 23Q (688.000498 sec): 3 clusters Score: Raw -266324.075357 + Penalty 1556.956047 = -264767.119311 nChanged 29 SP:Iteration 24Q (688.016034 sec): 3 clusters Score: Raw -266330.972985 + Penalty 1556.956047 = -264774.016938 nChanged 22 SP:Iteration 25Q (688.029077 sec): 3 clusters Score: Raw -266335.206630 + Penalty 1556.956047 = -264778.250584 nChanged 18 SP:Iteration 26Q (688.043050 sec): 3 clusters Score: Raw -266338.937603 + Penalty 1556.956047 = -264781.981556 nChanged 18 SP:Iteration 27Q (688.056114 sec): 3 clusters Score: Raw -266343.473552 + Penalty 1556.956047 = -264786.517505 nChanged 20 SP:Iteration 28Q (688.069035 sec): 3 clusters Score: Raw -266349.956664 + Penalty 1556.956047 = -264793.000617 nChanged 23 SP:Iteration 29Q (688.082013 sec): 3 clusters Score: Raw -266356.287041 + Penalty 1556.956047 = -264799.330994 nChanged 26 SP:Iteration 30Q (688.115718 sec): 3 clusters Score: Raw -266362.191124 + Penalty 1556.956047 = -264805.235077 nChanged 24 SP:Iteration 31Q (688.129160 sec): 3 clusters Score: Raw -266368.216476 + Penalty 1556.956047 = -264811.260429 nChanged 31 SP:Iteration 32Q (688.142230 sec): 3 clusters Score: Raw -266376.930641 + Penalty 1556.956047 = -264819.974594 nChanged 26 SP:Iteration 33Q (688.155398 sec): 3 clusters Score: Raw -266384.214454 + Penalty 1556.956047 = -264827.258407 nChanged 24 SP:Iteration 34Q (688.168530 sec): 3 clusters Score: Raw -266392.318966 + Penalty 1556.956047 = -264835.362919 nChanged 35 SP:Iteration 35Q (688.182571 sec): 3 clusters Score: Raw -266403.698535 + Penalty 1556.956047 = -264846.742488 nChanged 38 SP:Iteration 36Q (688.195737 sec): 3 clusters Score: Raw -266416.605950 + Penalty 1556.956047 = -264859.649903 nChanged 34 SP:Iteration 37Q (688.230024 sec): 3 clusters Score: Raw -266427.985070 + Penalty 1556.956047 = -264871.029023 nChanged 40 SP:Iteration 38Q (688.294275 sec): 3 clusters Score: Raw -266443.605927 + Penalty 1556.956047 = -264886.649880 nChanged 49 SP:Iteration 39Q (688.336361 sec): 3 clusters Score: Raw -266466.624987 + Penalty 1556.956047 = -264909.668940 nChanged 59 SP:Iteration 40F (688.388824 sec): 3 clusters Score: Raw -266499.590107 + Penalty 1556.956047 = -264942.634060 nChanged 73 SP:Iteration 41Q (688.433372 sec): 3 clusters Score: Raw -266551.546312 + Penalty 1556.956047 = -264994.590265 nChanged 79 SP:Iteration 42Q (688.478512 sec): 3 clusters Score: Raw -266608.326511 + Penalty 1556.956047 = -265051.370464 nChanged 81 SP:Iteration 43Q (688.535506 sec): 3 clusters Score: Raw -266665.240620 + Penalty 1556.956047 = -265108.284573 nChanged 63 SP:Iteration 44Q (688.571999 sec): 3 clusters Score: Raw -266708.223819 + Penalty 1556.956047 = -265151.267772 nChanged 52 SP:Iteration 45Q (688.626502 sec): 3 clusters Score: Raw -266737.669331 + Penalty 1556.956047 = -265180.713285 nChanged 48 SP:Iteration 46Q (688.665715 sec): 3 clusters Score: Raw -266764.921383 + Penalty 1556.956047 = -265207.965336 nChanged 39 SP:Iteration 47Q (688.717931 sec): 3 clusters Score: Raw -266782.068145 + Penalty 1556.956047 = -265225.112098 nChanged 29 SP:Iteration 48Q (688.758929 sec): 3 clusters Score: Raw -266792.395770 + Penalty 1556.956047 = -265235.439723 nChanged 31 SP:Iteration 49Q (688.822904 sec): 3 clusters Score: Raw -266803.793303 + Penalty 1556.956047 = -265246.837256 nChanged 25 SP:Iteration 50Q (688.863581 sec): 3 clusters Score: Raw -266813.423525 + Penalty 1556.956047 = -265256.467478 nChanged 19 SP:Iteration 51Q (688.921248 sec): 3 clusters Score: Raw -266819.301233 + Penalty 1556.956047 = -265262.345186 nChanged 16 SP:Iteration 52Q (688.969159 sec): 3 clusters Score: Raw -266824.841286 + Penalty 1556.956047 = -265267.885239 nChanged 14 SP:Iteration 53Q (689.021545 sec): 3 clusters Score: Raw -266830.053037 + Penalty 1556.956047 = -265273.096990 nChanged 11 SP:Iteration 54Q (689.072562 sec): 3 clusters Score: Raw -266832.973742 + Penalty 1556.956047 = -265276.017695 nChanged 5 SP:Iteration 55Q (689.124761 sec): 3 clusters Score: Raw -266833.990301 + Penalty 1556.956047 = -265277.034254 nChanged 2 SP:Iteration 56Q (689.172762 sec): 3 clusters Score: Raw -266834.298857 + Penalty 1556.956047 = -265277.342811 nChanged 3 SP:Iteration 57Q (689.223232 sec): 3 clusters Score: Raw -266834.814461 + Penalty 1556.956047 = -265277.858414 nChanged 1 SP:Iteration 58Q (689.265909 sec): 3 clusters Score: Raw -266835.188647 + Penalty 1556.956047 = -265278.232600 nChanged 1 SP:Iteration 59Q (689.316586 sec): 3 clusters Score: Raw -266835.324002 + Penalty 1556.956047 = -265278.367956 nChanged 1 SP:Iteration 60F (689.368917 sec): 3 clusters Score: Raw -266835.589422 + Penalty 1556.956047 = -265278.633375 nChanged 0 Trying to split cluster 17 (3519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (689.395979 sec): 2 clusters Score: Raw -257736.651450 + Penalty 775.763553 = -256960.887897 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (689.435943 sec): 3 clusters Score: Raw -255896.622476 + Penalty 1551.527106 = -254345.095370 nChanged 1448 SP:Iteration 1F (689.488064 sec): 3 clusters Score: Raw -256715.888474 + Penalty 1551.527106 = -255164.361368 nChanged 268 SP:Iteration 2F (689.536665 sec): 3 clusters Score: Raw -256922.233712 + Penalty 1551.527106 = -255370.706606 nChanged 267 SP:Iteration 3F (689.588418 sec): 3 clusters Score: Raw -257126.844376 + Penalty 1551.527106 = -255575.317270 nChanged 235 SP:Iteration 4F (689.629390 sec): 3 clusters Score: Raw -257325.774201 + Penalty 1551.527106 = -255774.247095 nChanged 205 SP:Iteration 5F (689.681445 sec): 3 clusters Score: Raw -257500.235694 + Penalty 1551.527106 = -255948.708588 nChanged 156 SP:Iteration 6Q (689.733278 sec): 3 clusters Score: Raw -257624.322500 + Penalty 1551.527106 = -256072.795394 nChanged 124 SP:Iteration 7Q (689.784963 sec): 3 clusters Score: Raw -257738.375159 + Penalty 1551.527106 = -256186.848052 nChanged 93 SP:Iteration 8Q (689.828009 sec): 3 clusters Score: Raw -257825.238197 + Penalty 1551.527106 = -256273.711090 nChanged 79 SP:Iteration 9Q (689.872820 sec): 3 clusters Score: Raw -257895.629231 + Penalty 1551.527106 = -256344.102125 nChanged 59 SP:Iteration 10Q (689.924310 sec): 3 clusters Score: Raw -257936.211326 + Penalty 1551.527106 = -256384.684220 nChanged 42 SP:Iteration 11Q (689.975847 sec): 3 clusters Score: Raw -257962.999026 + Penalty 1551.527106 = -256411.471920 nChanged 32 SP:Iteration 12Q (690.019538 sec): 3 clusters Score: Raw -257984.237160 + Penalty 1551.527106 = -256432.710054 nChanged 22 SP:Iteration 13Q (690.070986 sec): 3 clusters Score: Raw -257997.758871 + Penalty 1551.527106 = -256446.231765 nChanged 14 SP:Iteration 14Q (690.118813 sec): 3 clusters Score: Raw -258005.863670 + Penalty 1551.527106 = -256454.336564 nChanged 11 SP:Iteration 15Q (690.170294 sec): 3 clusters Score: Raw -258010.086311 + Penalty 1551.527106 = -256458.559205 nChanged 9 SP:Iteration 16Q (690.216357 sec): 3 clusters Score: Raw -258014.953718 + Penalty 1551.527106 = -256463.426612 nChanged 8 SP:Iteration 17Q (690.251797 sec): 3 clusters Score: Raw -258018.205679 + Penalty 1551.527106 = -256466.678573 nChanged 4 SP:Iteration 18Q (690.298221 sec): 3 clusters Score: Raw -258019.586385 + Penalty 1551.527106 = -256468.059279 nChanged 5 SP:Iteration 19Q (690.346339 sec): 3 clusters Score: Raw -258021.732237 + Penalty 1551.527106 = -256470.205131 nChanged 3 SP:Iteration 20F (690.388342 sec): 3 clusters Score: Raw -258022.504660 + Penalty 1551.527106 = -256470.977554 nChanged 2 SP:Iteration 21Q (690.439498 sec): 3 clusters Score: Raw -258022.884545 + Penalty 1551.527106 = -256471.357438 nChanged 0 SP:Iteration 22F (690.491181 sec): 3 clusters Score: Raw -258022.884545 + Penalty 1551.527106 = -256471.357438 nChanged 0 Trying to split cluster 18 (5845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (690.532881 sec): 2 clusters Score: Raw -437870.293936 + Penalty 823.967478 = -437046.326458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (690.578768 sec): 3 clusters Score: Raw -434566.368213 + Penalty 1647.934956 = -432918.433257 nChanged 2502 SP:Iteration 1F (690.615608 sec): 3 clusters Score: Raw -435854.669184 + Penalty 1647.934956 = -434206.734227 nChanged 343 SP:Iteration 2F (690.669875 sec): 3 clusters Score: Raw -435998.861338 + Penalty 1647.934956 = -434350.926382 nChanged 298 SP:Iteration 3F (690.724382 sec): 3 clusters Score: Raw -436138.379781 + Penalty 1647.934956 = -434490.444825 nChanged 321 SP:Iteration 4F (690.778942 sec): 3 clusters Score: Raw -436302.159151 + Penalty 1647.934956 = -434654.224195 nChanged 325 SP:Iteration 5F (690.832700 sec): 3 clusters Score: Raw -436485.122395 + Penalty 1647.934956 = -434837.187439 nChanged 326 SP:Iteration 6F (690.885004 sec): 3 clusters Score: Raw -436681.172095 + Penalty 1647.934956 = -435033.237139 nChanged 319 SP:Iteration 7F (690.928238 sec): 3 clusters Score: Raw -436894.117047 + Penalty 1647.934956 = -435246.182091 nChanged 301 SP:Iteration 8F (690.984212 sec): 3 clusters Score: Raw -437127.608972 + Penalty 1647.934956 = -435479.674016 nChanged 295 SP:Iteration 9F (691.042793 sec): 3 clusters Score: Raw -437393.699149 + Penalty 1647.934956 = -435745.764193 nChanged 225 SP:Iteration 10Q (691.099477 sec): 3 clusters Score: Raw -437583.272350 + Penalty 1647.934956 = -435935.337394 nChanged 167 SP:Iteration 11Q (691.155829 sec): 3 clusters Score: Raw -437697.737434 + Penalty 1647.934956 = -436049.802478 nChanged 115 SP:Iteration 12Q (691.201866 sec): 3 clusters Score: Raw -437761.430030 + Penalty 1647.934956 = -436113.495074 nChanged 79 SP:Iteration 13Q (691.243827 sec): 3 clusters Score: Raw -437809.482766 + Penalty 1647.934956 = -436161.547810 nChanged 75 SP:Iteration 14Q (691.302000 sec): 3 clusters Score: Raw -437847.861206 + Penalty 1647.934956 = -436199.926250 nChanged 56 SP:Iteration 15Q (691.352096 sec): 3 clusters Score: Raw -437874.769412 + Penalty 1647.934956 = -436226.834456 nChanged 44 SP:Iteration 16Q (691.401578 sec): 3 clusters Score: Raw -437896.273378 + Penalty 1647.934956 = -436248.338422 nChanged 41 SP:Iteration 17Q (691.441484 sec): 3 clusters Score: Raw -437912.625751 + Penalty 1647.934956 = -436264.690795 nChanged 30 SP:Iteration 18Q (691.503426 sec): 3 clusters Score: Raw -437922.978718 + Penalty 1647.934956 = -436275.043762 nChanged 19 SP:Iteration 19Q (691.555529 sec): 3 clusters Score: Raw -437930.510096 + Penalty 1647.934956 = -436282.575140 nChanged 18 SP:Iteration 20F (691.597680 sec): 3 clusters Score: Raw -437937.000420 + Penalty 1647.934956 = -436289.065464 nChanged 21 SP:Iteration 21Q (691.662085 sec): 3 clusters Score: Raw -437943.469961 + Penalty 1647.934956 = -436295.535005 nChanged 15 SP:Iteration 22Q (691.717263 sec): 3 clusters Score: Raw -437947.650463 + Penalty 1647.934956 = -436299.715507 nChanged 20 SP:Iteration 23Q (691.761643 sec): 3 clusters Score: Raw -437956.874921 + Penalty 1647.934956 = -436308.939965 nChanged 20 SP:Iteration 24Q (691.817320 sec): 3 clusters Score: Raw -437964.537111 + Penalty 1647.934956 = -436316.602155 nChanged 20 SP:Iteration 25Q (691.869420 sec): 3 clusters Score: Raw -437971.441820 + Penalty 1647.934956 = -436323.506864 nChanged 22 SP:Iteration 26Q (691.892101 sec): 3 clusters Score: Raw -437978.497159 + Penalty 1647.934956 = -436330.562203 nChanged 18 SP:Iteration 27Q (691.940124 sec): 3 clusters Score: Raw -437985.008531 + Penalty 1647.934956 = -436337.073575 nChanged 19 SP:Iteration 28Q (692.003037 sec): 3 clusters Score: Raw -437991.341175 + Penalty 1647.934956 = -436343.406219 nChanged 13 SP:Iteration 29Q (692.044345 sec): 3 clusters Score: Raw -437994.933547 + Penalty 1647.934956 = -436346.998591 nChanged 8 SP:Iteration 30Q (692.103321 sec): 3 clusters Score: Raw -437997.952370 + Penalty 1647.934956 = -436350.017414 nChanged 12 SP:Iteration 31Q (692.151381 sec): 3 clusters Score: Raw -438001.624964 + Penalty 1647.934956 = -436353.690008 nChanged 10 SP:Iteration 32Q (692.196853 sec): 3 clusters Score: Raw -438005.854302 + Penalty 1647.934956 = -436357.919346 nChanged 18 SP:Iteration 33Q (692.245459 sec): 3 clusters Score: Raw -438011.870014 + Penalty 1647.934956 = -436363.935058 nChanged 13 SP:Iteration 34Q (692.297996 sec): 3 clusters Score: Raw -438015.978477 + Penalty 1647.934956 = -436368.043521 nChanged 9 SP:Iteration 35Q (692.353810 sec): 3 clusters Score: Raw -438018.933812 + Penalty 1647.934956 = -436370.998856 nChanged 10 SP:Iteration 36Q (692.405489 sec): 3 clusters Score: Raw -438022.322559 + Penalty 1647.934956 = -436374.387603 nChanged 6 SP:Iteration 37Q (692.448338 sec): 3 clusters Score: Raw -438025.533241 + Penalty 1647.934956 = -436377.598285 nChanged 11 SP:Iteration 38Q (692.504379 sec): 3 clusters Score: Raw -438030.852677 + Penalty 1647.934956 = -436382.917721 nChanged 15 SP:Iteration 39Q (692.550496 sec): 3 clusters Score: Raw -438035.015077 + Penalty 1647.934956 = -436387.080121 nChanged 13 SP:Iteration 40F (692.605288 sec): 3 clusters Score: Raw -438040.767288 + Penalty 1647.934956 = -436392.832332 nChanged 10 SP:Iteration 41Q (692.658294 sec): 3 clusters Score: Raw -438045.107386 + Penalty 1647.934956 = -436397.172430 nChanged 5 SP:Iteration 42Q (692.710593 sec): 3 clusters Score: Raw -438047.342623 + Penalty 1647.934956 = -436399.407667 nChanged 6 SP:Iteration 43Q (692.768521 sec): 3 clusters Score: Raw -438049.269008 + Penalty 1647.934956 = -436401.334052 nChanged 5 SP:Iteration 44Q (692.819793 sec): 3 clusters Score: Raw -438050.230046 + Penalty 1647.934956 = -436402.295090 nChanged 2 SP:Iteration 45Q (692.861408 sec): 3 clusters Score: Raw -438050.862550 + Penalty 1647.934956 = -436402.927594 nChanged 2 SP:Iteration 46Q (692.913122 sec): 3 clusters Score: Raw -438051.448624 + Penalty 1647.934956 = -436403.513668 nChanged 2 SP:Iteration 47Q (692.965428 sec): 3 clusters Score: Raw -438052.153292 + Penalty 1647.934956 = -436404.218336 nChanged 4 SP:Iteration 48Q (693.009691 sec): 3 clusters Score: Raw -438053.083917 + Penalty 1647.934956 = -436405.148961 nChanged 1 SP:Iteration 49Q (693.063258 sec): 3 clusters Score: Raw -438053.149523 + Penalty 1647.934956 = -436405.214567 nChanged 0 SP:Iteration 50F (693.112890 sec): 3 clusters Score: Raw -438053.149523 + Penalty 1647.934956 = -436405.214567 nChanged 0 Trying to split cluster 19 (55999 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.195142 sec): 2 clusters Score: Raw -4025937.982550 + Penalty 1038.643466 = -4024899.339085 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.317665 sec): 3 clusters Score: Raw -3989611.050589 + Penalty 2077.286931 = -3987533.763658 nChanged 26683 SP:Iteration 1F (693.439421 sec): 3 clusters Score: Raw -4005818.517372 + Penalty 2077.286931 = -4003741.230441 nChanged 2567 SP:Iteration 2Q (693.545892 sec): 3 clusters Score: Raw -4006874.658154 + Penalty 2077.286931 = -4004797.371223 nChanged 2966 SP:Iteration 3F (693.658959 sec): 3 clusters Score: Raw -4008472.740932 + Penalty 2077.286931 = -4006395.454001 nChanged 3575 SP:Iteration 4F (693.762743 sec): 3 clusters Score: Raw -4010947.811915 + Penalty 2077.286931 = -4008870.524984 nChanged 4038 SP:Iteration 5F (693.867290 sec): 3 clusters Score: Raw -4014178.431814 + Penalty 2077.286931 = -4012101.144883 nChanged 3937 SP:Iteration 6F (693.971258 sec): 3 clusters Score: Raw -4017290.843115 + Penalty 2077.286931 = -4015213.556184 nChanged 3277 SP:Iteration 7F (694.083791 sec): 3 clusters Score: Raw -4019375.733679 + Penalty 2077.286931 = -4017298.446747 nChanged 2232 SP:Iteration 8Q (694.192604 sec): 3 clusters Score: Raw -4020462.803297 + Penalty 2077.286931 = -4018385.516365 nChanged 1577 SP:Iteration 9Q (694.309417 sec): 3 clusters Score: Raw -4021274.314147 + Penalty 2077.286931 = -4019197.027216 nChanged 1471 SP:Iteration 10Q (694.428284 sec): 3 clusters Score: Raw -4022115.871746 + Penalty 2077.286931 = -4020038.584814 nChanged 1424 SP:Iteration 11Q (694.541157 sec): 3 clusters Score: Raw -4023068.921760 + Penalty 2077.286931 = -4020991.634829 nChanged 1378 SP:Iteration 12Q (694.658683 sec): 3 clusters Score: Raw -4024020.196871 + Penalty 2077.286931 = -4021942.909940 nChanged 1281 SP:Iteration 13Q (694.773829 sec): 3 clusters Score: Raw -4024854.939901 + Penalty 2077.286931 = -4022777.652969 nChanged 1094 SP:Iteration 14Q (694.896210 sec): 3 clusters Score: Raw -4025460.224179 + Penalty 2077.286931 = -4023382.937247 nChanged 878 SP:Iteration 15Q (694.995391 sec): 3 clusters Score: Raw -4025865.462782 + Penalty 2077.286931 = -4023788.175851 nChanged 743 SP:Iteration 16Q (695.112485 sec): 3 clusters Score: Raw -4026141.853334 + Penalty 2077.286931 = -4024064.566403 nChanged 606 SP:Iteration 17Q (695.231711 sec): 3 clusters Score: Raw -4026326.221018 + Penalty 2077.286931 = -4024248.934086 nChanged 456 SP:Iteration 18Q (695.337001 sec): 3 clusters Score: Raw -4026433.904229 + Penalty 2077.286931 = -4024356.617298 nChanged 362 SP:Iteration 19Q (695.454061 sec): 3 clusters Score: Raw -4026509.138531 + Penalty 2077.286931 = -4024431.851600 nChanged 276 SP:Iteration 20F (695.546780 sec): 3 clusters Score: Raw -4026559.096987 + Penalty 2077.286931 = -4024481.810055 nChanged 219 SP:Iteration 21Q (695.626706 sec): 3 clusters Score: Raw -4026586.140605 + Penalty 2077.286931 = -4024508.853674 nChanged 181 SP:Iteration 22Q (695.719747 sec): 3 clusters Score: Raw -4026605.546203 + Penalty 2077.286931 = -4024528.259272 nChanged 148 SP:Iteration 23Q (695.798394 sec): 3 clusters Score: Raw -4026619.891897 + Penalty 2077.286931 = -4024542.604966 nChanged 129 SP:Iteration 24Q (695.878100 sec): 3 clusters Score: Raw -4026631.853394 + Penalty 2077.286931 = -4024554.566463 nChanged 116 SP:Iteration 25Q (695.957227 sec): 3 clusters Score: Raw -4026642.573355 + Penalty 2077.286931 = -4024565.286423 nChanged 116 SP:Iteration 26Q (696.064502 sec): 3 clusters Score: Raw -4026652.532636 + Penalty 2077.286931 = -4024575.245704 nChanged 102 SP:Iteration 27Q (696.184657 sec): 3 clusters Score: Raw -4026659.871095 + Penalty 2077.286931 = -4024582.584164 nChanged 97 SP:Iteration 28Q (696.306987 sec): 3 clusters Score: Raw -4026665.663016 + Penalty 2077.286931 = -4024588.376085 nChanged 81 SP:Iteration 29Q (696.418446 sec): 3 clusters Score: Raw -4026670.085728 + Penalty 2077.286931 = -4024592.798797 nChanged 75 SP:Iteration 30Q (696.535468 sec): 3 clusters Score: Raw -4026674.483153 + Penalty 2077.286931 = -4024597.196222 nChanged 70 SP:Iteration 31Q (696.645442 sec): 3 clusters Score: Raw -4026678.221387 + Penalty 2077.286931 = -4024600.934455 nChanged 75 SP:Iteration 32Q (696.767945 sec): 3 clusters Score: Raw -4026682.551466 + Penalty 2077.286931 = -4024605.264535 nChanged 81 SP:Iteration 33Q (696.890823 sec): 3 clusters Score: Raw -4026687.906505 + Penalty 2077.286931 = -4024610.619573 nChanged 87 SP:Iteration 34Q (697.007216 sec): 3 clusters Score: Raw -4026693.954631 + Penalty 2077.286931 = -4024616.667699 nChanged 91 SP:Iteration 35Q (697.122137 sec): 3 clusters Score: Raw -4026700.132135 + Penalty 2077.286931 = -4024622.845203 nChanged 89 SP:Iteration 36Q (697.227237 sec): 3 clusters Score: Raw -4026706.016465 + Penalty 2077.286931 = -4024628.729534 nChanged 94 SP:Iteration 37Q (697.331565 sec): 3 clusters Score: Raw -4026712.558431 + Penalty 2077.286931 = -4024635.271500 nChanged 87 SP:Iteration 38Q (697.442806 sec): 3 clusters Score: Raw -4026717.940722 + Penalty 2077.286931 = -4024640.653791 nChanged 83 SP:Iteration 39Q (697.557529 sec): 3 clusters Score: Raw -4026722.861451 + Penalty 2077.286931 = -4024645.574520 nChanged 81 SP:Iteration 40F (697.674620 sec): 3 clusters Score: Raw -4026727.700811 + Penalty 2077.286931 = -4024650.413880 nChanged 76 SP:Iteration 41Q (697.776087 sec): 3 clusters Score: Raw -4026731.892005 + Penalty 2077.286931 = -4024654.605073 nChanged 77 SP:Iteration 42Q (697.883378 sec): 3 clusters Score: Raw -4026736.534492 + Penalty 2077.286931 = -4024659.247560 nChanged 82 SP:Iteration 43Q (698.001358 sec): 3 clusters Score: Raw -4026741.215508 + Penalty 2077.286931 = -4024663.928576 nChanged 72 SP:Iteration 44Q (698.098522 sec): 3 clusters Score: Raw -4026745.389294 + Penalty 2077.286931 = -4024668.102363 nChanged 75 SP:Iteration 45Q (698.207124 sec): 3 clusters Score: Raw -4026749.424362 + Penalty 2077.286931 = -4024672.137431 nChanged 70 SP:Iteration 46Q (698.305271 sec): 3 clusters Score: Raw -4026753.718753 + Penalty 2077.286931 = -4024676.431822 nChanged 81 SP:Iteration 47Q (698.420490 sec): 3 clusters Score: Raw -4026758.835616 + Penalty 2077.286931 = -4024681.548684 nChanged 66 SP:Iteration 48Q (698.537565 sec): 3 clusters Score: Raw -4026762.842601 + Penalty 2077.286931 = -4024685.555669 nChanged 63 SP:Iteration 49Q (698.654086 sec): 3 clusters Score: Raw -4026766.447741 + Penalty 2077.286931 = -4024689.160810 nChanged 69 SP:Iteration 50Q (698.765410 sec): 3 clusters Score: Raw -4026770.326493 + Penalty 2077.286931 = -4024693.039562 nChanged 65 SP:Iteration 51Q (698.868384 sec): 3 clusters Score: Raw -4026773.961635 + Penalty 2077.286931 = -4024696.674703 nChanged 63 SP:Iteration 52Q (698.975016 sec): 3 clusters Score: Raw -4026777.237648 + Penalty 2077.286931 = -4024699.950716 nChanged 52 SP:Iteration 53Q (699.095594 sec): 3 clusters Score: Raw -4026780.096524 + Penalty 2077.286931 = -4024702.809592 nChanged 56 SP:Iteration 54Q (699.210723 sec): 3 clusters Score: Raw -4026783.327364 + Penalty 2077.286931 = -4024706.040433 nChanged 68 SP:Iteration 55Q (699.321113 sec): 3 clusters Score: Raw -4026787.030897 + Penalty 2077.286931 = -4024709.743966 nChanged 58 SP:Iteration 56Q (699.424936 sec): 3 clusters Score: Raw -4026789.881060 + Penalty 2077.286931 = -4024712.594129 nChanged 54 SP:Iteration 57Q (699.541448 sec): 3 clusters Score: Raw -4026792.472972 + Penalty 2077.286931 = -4024715.186041 nChanged 54 SP:Iteration 58Q (699.648117 sec): 3 clusters Score: Raw -4026795.206891 + Penalty 2077.286931 = -4024717.919960 nChanged 62 SP:Iteration 59Q (699.746614 sec): 3 clusters Score: Raw -4026798.636408 + Penalty 2077.286931 = -4024721.349477 nChanged 69 SP:Iteration 60F (699.868599 sec): 3 clusters Score: Raw -4026802.507663 + Penalty 2077.286931 = -4024725.220731 nChanged 63 SP:Iteration 61Q (699.979385 sec): 3 clusters Score: Raw -4026805.752281 + Penalty 2077.286931 = -4024728.465350 nChanged 64 SP:Iteration 62Q (700.089641 sec): 3 clusters Score: Raw -4026809.182132 + Penalty 2077.286931 = -4024731.895201 nChanged 67 SP:Iteration 63Q (700.208706 sec): 3 clusters Score: Raw -4026813.237612 + Penalty 2077.286931 = -4024735.950680 nChanged 59 SP:Iteration 64Q (700.311119 sec): 3 clusters Score: Raw -4026816.461243 + Penalty 2077.286931 = -4024739.174312 nChanged 69 SP:Iteration 65Q (700.419620 sec): 3 clusters Score: Raw -4026820.142020 + Penalty 2077.286931 = -4024742.855088 nChanged 55 SP:Iteration 66Q (700.528811 sec): 3 clusters Score: Raw -4026823.689811 + Penalty 2077.286931 = -4024746.402879 nChanged 63 SP:Iteration 67Q (700.637191 sec): 3 clusters Score: Raw -4026827.349320 + Penalty 2077.286931 = -4024750.062388 nChanged 63 SP:Iteration 68Q (700.745787 sec): 3 clusters Score: Raw -4026831.448544 + Penalty 2077.286931 = -4024754.161612 nChanged 63 SP:Iteration 69Q (700.854507 sec): 3 clusters Score: Raw -4026834.915661 + Penalty 2077.286931 = -4024757.628730 nChanged 60 SP:Iteration 70Q (700.958436 sec): 3 clusters Score: Raw -4026838.966544 + Penalty 2077.286931 = -4024761.679612 nChanged 77 SP:Iteration 71Q (701.067652 sec): 3 clusters Score: Raw -4026845.622003 + Penalty 2077.286931 = -4024768.335072 nChanged 89 SP:Iteration 72Q (701.174254 sec): 3 clusters Score: Raw -4026853.911724 + Penalty 2077.286931 = -4024776.624793 nChanged 79 SP:Iteration 73Q (701.293944 sec): 3 clusters Score: Raw -4026861.610668 + Penalty 2077.286931 = -4024784.323736 nChanged 86 SP:Iteration 74Q (701.394867 sec): 3 clusters Score: Raw -4026868.940915 + Penalty 2077.286931 = -4024791.653984 nChanged 75 SP:Iteration 75Q (701.508661 sec): 3 clusters Score: Raw -4026874.330384 + Penalty 2077.286931 = -4024797.043453 nChanged 69 SP:Iteration 76Q (701.610057 sec): 3 clusters Score: Raw -4026880.720156 + Penalty 2077.286931 = -4024803.433224 nChanged 73 SP:Iteration 77Q (701.721493 sec): 3 clusters Score: Raw -4026886.154512 + Penalty 2077.286931 = -4024808.867580 nChanged 62 SP:Iteration 78Q (701.827190 sec): 3 clusters Score: Raw -4026890.587310 + Penalty 2077.286931 = -4024813.300378 nChanged 66 SP:Iteration 79Q (701.935741 sec): 3 clusters Score: Raw -4026894.583098 + Penalty 2077.286931 = -4024817.296167 nChanged 66 SP:Iteration 80F (702.047326 sec): 3 clusters Score: Raw -4026898.854755 + Penalty 2077.286931 = -4024821.567823 nChanged 61 SP:Iteration 81Q (702.167822 sec): 3 clusters Score: Raw -4026902.572099 + Penalty 2077.286931 = -4024825.285168 nChanged 60 SP:Iteration 82Q (702.258610 sec): 3 clusters Score: Raw -4026906.167547 + Penalty 2077.286931 = -4024828.880616 nChanged 56 SP:Iteration 83Q (702.348131 sec): 3 clusters Score: Raw -4026908.885631 + Penalty 2077.286931 = -4024831.598700 nChanged 50 SP:Iteration 84Q (702.457650 sec): 3 clusters Score: Raw -4026911.715691 + Penalty 2077.286931 = -4024834.428760 nChanged 49 SP:Iteration 85Q (702.576620 sec): 3 clusters Score: Raw -4026915.078757 + Penalty 2077.286931 = -4024837.791826 nChanged 69 SP:Iteration 86Q (702.697141 sec): 3 clusters Score: Raw -4026920.462791 + Penalty 2077.286931 = -4024843.175860 nChanged 61 SP:Iteration 87Q (702.805820 sec): 3 clusters Score: Raw -4026924.463257 + Penalty 2077.286931 = -4024847.176325 nChanged 44 SP:Iteration 88Q (702.915926 sec): 3 clusters Score: Raw -4026927.318820 + Penalty 2077.286931 = -4024850.031889 nChanged 48 SP:Iteration 89Q (703.029088 sec): 3 clusters Score: Raw -4026930.280387 + Penalty 2077.286931 = -4024852.993455 nChanged 47 SP:Iteration 90Q (703.145346 sec): 3 clusters Score: Raw -4026932.658447 + Penalty 2077.286931 = -4024855.371516 nChanged 39 SP:Iteration 91Q (703.248444 sec): 3 clusters Score: Raw -4026934.398941 + Penalty 2077.286931 = -4024857.112010 nChanged 30 SP:Iteration 92Q (703.339502 sec): 3 clusters Score: Raw -4026935.887705 + Penalty 2077.286931 = -4024858.600774 nChanged 32 SP:Iteration 93Q (703.452260 sec): 3 clusters Score: Raw -4026937.204659 + Penalty 2077.286931 = -4024859.917728 nChanged 24 SP:Iteration 94Q (703.569458 sec): 3 clusters Score: Raw -4026938.131150 + Penalty 2077.286931 = -4024860.844219 nChanged 28 SP:Iteration 95Q (703.675077 sec): 3 clusters Score: Raw -4026939.269286 + Penalty 2077.286931 = -4024861.982355 nChanged 25 SP:Iteration 96Q (703.797854 sec): 3 clusters Score: Raw -4026940.321349 + Penalty 2077.286931 = -4024863.034417 nChanged 29 SP:Iteration 97Q (703.906898 sec): 3 clusters Score: Raw -4026941.615868 + Penalty 2077.286931 = -4024864.328937 nChanged 29 SP:Iteration 98Q (704.011575 sec): 3 clusters Score: Raw -4026943.112342 + Penalty 2077.286931 = -4024865.825410 nChanged 26 SP:Iteration 99Q (704.130092 sec): 3 clusters Score: Raw -4026944.416439 + Penalty 2077.286931 = -4024867.129508 nChanged 25 SP:Iteration 100F (704.227800 sec): 3 clusters Score: Raw -4026945.442565 + Penalty 2077.286931 = -4024868.155634 nChanged 27 SP:Iteration 101Q (704.335121 sec): 3 clusters Score: Raw -4026946.601400 + Penalty 2077.286931 = -4024869.314469 nChanged 32 SP:Iteration 102Q (704.442670 sec): 3 clusters Score: Raw -4026948.451854 + Penalty 2077.286931 = -4024871.164922 nChanged 35 SP:Iteration 103Q (704.538325 sec): 3 clusters Score: Raw -4026950.151822 + Penalty 2077.286931 = -4024872.864890 nChanged 32 SP:Iteration 104Q (704.634683 sec): 3 clusters Score: Raw -4026951.684437 + Penalty 2077.286931 = -4024874.397506 nChanged 30 SP:Iteration 105Q (704.734678 sec): 3 clusters Score: Raw -4026953.143768 + Penalty 2077.286931 = -4024875.856837 nChanged 25 SP:Iteration 106Q (704.840942 sec): 3 clusters Score: Raw -4026954.101449 + Penalty 2077.286931 = -4024876.814518 nChanged 23 SP:Iteration 107Q (704.938223 sec): 3 clusters Score: Raw -4026955.004853 + Penalty 2077.286931 = -4024877.717922 nChanged 22 SP:Iteration 108Q (705.033845 sec): 3 clusters Score: Raw -4026955.842283 + Penalty 2077.286931 = -4024878.555352 nChanged 23 SP:Iteration 109Q (705.149095 sec): 3 clusters Score: Raw -4026956.872727 + Penalty 2077.286931 = -4024879.585795 nChanged 25 SP:Iteration 110Q (705.258205 sec): 3 clusters Score: Raw -4026957.895352 + Penalty 2077.286931 = -4024880.608420 nChanged 21 SP:Iteration 111Q (705.348362 sec): 3 clusters Score: Raw -4026958.898079 + Penalty 2077.286931 = -4024881.611147 nChanged 27 SP:Iteration 112Q (705.459110 sec): 3 clusters Score: Raw -4026959.966058 + Penalty 2077.286931 = -4024882.679127 nChanged 23 SP:Iteration 113Q (705.575572 sec): 3 clusters Score: Raw -4026960.743351 + Penalty 2077.286931 = -4024883.456419 nChanged 26 SP:Iteration 114Q (705.692172 sec): 3 clusters Score: Raw -4026961.708391 + Penalty 2077.286931 = -4024884.421459 nChanged 23 SP:Iteration 115Q (705.806361 sec): 3 clusters Score: Raw -4026962.544538 + Penalty 2077.286931 = -4024885.257607 nChanged 26 SP:Iteration 116Q (705.907136 sec): 3 clusters Score: Raw -4026963.671215 + Penalty 2077.286931 = -4024886.384284 nChanged 24 SP:Iteration 117Q (706.016478 sec): 3 clusters Score: Raw -4026964.738355 + Penalty 2077.286931 = -4024887.451424 nChanged 23 SP:Iteration 118Q (706.127769 sec): 3 clusters Score: Raw -4026965.728275 + Penalty 2077.286931 = -4024888.441344 nChanged 20 SP:Iteration 119Q (706.237927 sec): 3 clusters Score: Raw -4026966.376107 + Penalty 2077.286931 = -4024889.089176 nChanged 14 SP:Iteration 120F (706.356056 sec): 3 clusters Score: Raw -4026966.777704 + Penalty 2077.286931 = -4024889.490773 nChanged 10 SP:Iteration 121Q (706.467253 sec): 3 clusters Score: Raw -4026967.086427 + Penalty 2077.286931 = -4024889.799495 nChanged 8 SP:Iteration 122Q (706.588533 sec): 3 clusters Score: Raw -4026967.303520 + Penalty 2077.286931 = -4024890.016589 nChanged 15 SP:Iteration 123Q (706.691903 sec): 3 clusters Score: Raw -4026967.720087 + Penalty 2077.286931 = -4024890.433156 nChanged 9 SP:Iteration 124Q (706.810193 sec): 3 clusters Score: Raw -4026967.928672 + Penalty 2077.286931 = -4024890.641740 nChanged 4 SP:Iteration 125Q (706.920991 sec): 3 clusters Score: Raw -4026968.002329 + Penalty 2077.286931 = -4024890.715398 nChanged 2 SP:Iteration 126Q (707.033771 sec): 3 clusters Score: Raw -4026968.033243 + Penalty 2077.286931 = -4024890.746311 nChanged 2 SP:Iteration 127Q (707.144128 sec): 3 clusters Score: Raw -4026968.073803 + Penalty 2077.286931 = -4024890.786872 nChanged 4 SP:Iteration 128Q (707.252078 sec): 3 clusters Score: Raw -4026968.127089 + Penalty 2077.286931 = -4024890.840157 nChanged 3 SP:Iteration 129Q (707.373599 sec): 3 clusters Score: Raw -4026968.219332 + Penalty 2077.286931 = -4024890.932401 nChanged 4 SP:Iteration 130Q (707.485009 sec): 3 clusters Score: Raw -4026968.322837 + Penalty 2077.286931 = -4024891.035906 nChanged 7 SP:Iteration 131Q (707.593974 sec): 3 clusters Score: Raw -4026968.469111 + Penalty 2077.286931 = -4024891.182179 nChanged 5 SP:Iteration 132Q (707.704565 sec): 3 clusters Score: Raw -4026968.566755 + Penalty 2077.286931 = -4024891.279824 nChanged 2 SP:Iteration 133Q (707.816775 sec): 3 clusters Score: Raw -4026968.617348 + Penalty 2077.286931 = -4024891.330416 nChanged 4 SP:Iteration 134Q (707.923878 sec): 3 clusters Score: Raw -4026968.717953 + Penalty 2077.286931 = -4024891.431022 nChanged 3 SP:Iteration 135Q (708.023473 sec): 3 clusters Score: Raw -4026968.818694 + Penalty 2077.286931 = -4024891.531763 nChanged 8 SP:Iteration 136Q (708.125899 sec): 3 clusters Score: Raw -4026969.141377 + Penalty 2077.286931 = -4024891.854445 nChanged 7 SP:Iteration 137Q (708.221790 sec): 3 clusters Score: Raw -4026969.359743 + Penalty 2077.286931 = -4024892.072812 nChanged 6 SP:Iteration 138Q (708.319382 sec): 3 clusters Score: Raw -4026969.490425 + Penalty 2077.286931 = -4024892.203493 nChanged 3 SP:Iteration 139Q (708.425162 sec): 3 clusters Score: Raw -4026969.542789 + Penalty 2077.286931 = -4024892.255857 nChanged 1 SP:Iteration 140F (708.536257 sec): 3 clusters Score: Raw -4026969.574112 + Penalty 2077.286931 = -4024892.287181 nChanged 1 SP:Iteration 141Q (708.636839 sec): 3 clusters Score: Raw -4026969.604261 + Penalty 2077.286931 = -4024892.317330 nChanged 2 SP:Iteration 142Q (708.742579 sec): 3 clusters Score: Raw -4026969.681876 + Penalty 2077.286931 = -4024892.394945 nChanged 2 SP:Iteration 143Q (708.850470 sec): 3 clusters Score: Raw -4026969.763003 + Penalty 2077.286931 = -4024892.476072 nChanged 1 SP:Iteration 144Q (708.955927 sec): 3 clusters Score: Raw -4026969.780824 + Penalty 2077.286931 = -4024892.493892 nChanged 0 SP:Iteration 145F (709.062678 sec): 3 clusters Score: Raw -4026969.780824 + Penalty 2077.286931 = -4024892.493892 nChanged 0 Trying to split cluster 20 (86174 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (709.174210 sec): 2 clusters Score: Raw -6447685.783816 + Penalty 1079.591760 = -6446606.192056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (709.328062 sec): 3 clusters Score: Raw -6390972.898210 + Penalty 2159.183520 = -6388813.714691 nChanged 41623 SP:Iteration 1F (709.456482 sec): 3 clusters Score: Raw -6416801.431132 + Penalty 2159.183520 = -6414642.247612 nChanged 4736 SP:Iteration 2F (709.604521 sec): 3 clusters Score: Raw -6418988.856617 + Penalty 2159.183520 = -6416829.673097 nChanged 5785 SP:Iteration 3F (709.768791 sec): 3 clusters Score: Raw -6422532.304682 + Penalty 2159.183520 = -6420373.121163 nChanged 6940 SP:Iteration 4F (709.907818 sec): 3 clusters Score: Raw -6428014.935224 + Penalty 2159.183520 = -6425855.751704 nChanged 7386 SP:Iteration 5F (710.066885 sec): 3 clusters Score: Raw -6434931.148105 + Penalty 2159.183520 = -6432771.964585 nChanged 6152 SP:Iteration 6F (710.224495 sec): 3 clusters Score: Raw -6441057.758392 + Penalty 2159.183520 = -6438898.574873 nChanged 3883 SP:Iteration 7Q (710.383167 sec): 3 clusters Score: Raw -6444876.631364 + Penalty 2159.183520 = -6442717.447845 nChanged 1948 SP:Iteration 8Q (710.502745 sec): 3 clusters Score: Raw -6446701.095321 + Penalty 2159.183520 = -6444541.911802 nChanged 782 SP:Iteration 9Q (710.637148 sec): 3 clusters Score: Raw -6447379.705639 + Penalty 2159.183520 = -6445220.522119 nChanged 250 SP:Iteration 10Q (710.776651 sec): 3 clusters Score: Raw -6447599.900869 + Penalty 2159.183520 = -6445440.717349 nChanged 103 SP:Iteration 11Q (710.927569 sec): 3 clusters Score: Raw -6447697.757135 + Penalty 2159.183520 = -6445538.573616 nChanged 40 SP:Iteration 12Q (711.060236 sec): 3 clusters Score: Raw -6447733.759879 + Penalty 2159.183520 = -6445574.576359 nChanged 25 SP:Iteration 13Q (711.193942 sec): 3 clusters Score: Raw -6447764.116146 + Penalty 2159.183520 = -6445604.932627 nChanged 23 SP:Iteration 14Q (711.326072 sec): 3 clusters Score: Raw -6447786.542565 + Penalty 2159.183520 = -6445627.359045 nChanged 11 SP:Iteration 15Q (711.455136 sec): 3 clusters Score: Raw -6447795.313840 + Penalty 2159.183520 = -6445636.130321 nChanged 5 SP:Iteration 16Q (711.578697 sec): 3 clusters Score: Raw -6447801.741317 + Penalty 2159.183520 = -6445642.557797 nChanged 4 SP:Iteration 17Q (711.705920 sec): 3 clusters Score: Raw -6447804.272479 + Penalty 2159.183520 = -6445645.088959 nChanged 4 SP:Iteration 18Q (711.830886 sec): 3 clusters Score: Raw -6447807.708073 + Penalty 2159.183520 = -6445648.524553 nChanged 5 SP:Iteration 19Q (711.963382 sec): 3 clusters Score: Raw -6447812.918458 + Penalty 2159.183520 = -6445653.734939 nChanged 4 SP:Iteration 20F (712.107515 sec): 3 clusters Score: Raw -6447815.525842 + Penalty 2159.183520 = -6445656.342323 nChanged 0 Trying to split cluster 21 (16247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.155095 sec): 2 clusters Score: Raw -1211945.856487 + Penalty 921.088038 = -1211024.768449 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.220925 sec): 3 clusters Score: Raw -1201945.317285 + Penalty 1842.176076 = -1200103.141209 nChanged 7463 SP:Iteration 1F (712.284496 sec): 3 clusters Score: Raw -1206272.364511 + Penalty 1842.176076 = -1204430.188436 nChanged 777 SP:Iteration 2Q (712.340296 sec): 3 clusters Score: Raw -1206545.101262 + Penalty 1842.176076 = -1204702.925186 nChanged 745 SP:Iteration 3Q (712.392920 sec): 3 clusters Score: Raw -1206804.471066 + Penalty 1842.176076 = -1204962.294990 nChanged 666 SP:Iteration 4Q (712.469794 sec): 3 clusters Score: Raw -1207048.809696 + Penalty 1842.176076 = -1205206.633620 nChanged 697 SP:Iteration 5Q (712.528303 sec): 3 clusters Score: Raw -1207320.897877 + Penalty 1842.176076 = -1205478.721801 nChanged 682 SP:Iteration 6Q (712.604070 sec): 3 clusters Score: Raw -1207629.705710 + Penalty 1842.176076 = -1205787.529634 nChanged 700 SP:Iteration 7Q (712.662816 sec): 3 clusters Score: Raw -1207973.132609 + Penalty 1842.176076 = -1206130.956534 nChanged 726 SP:Iteration 8Q (712.739824 sec): 3 clusters Score: Raw -1208367.716811 + Penalty 1842.176076 = -1206525.540735 nChanged 721 SP:Iteration 9Q (712.794614 sec): 3 clusters Score: Raw -1208762.154052 + Penalty 1842.176076 = -1206919.977976 nChanged 741 SP:Iteration 10Q (712.858394 sec): 3 clusters Score: Raw -1209204.735551 + Penalty 1842.176076 = -1207362.559476 nChanged 698 SP:Iteration 11Q (712.936780 sec): 3 clusters Score: Raw -1209704.501544 + Penalty 1842.176076 = -1207862.325469 nChanged 668 SP:Iteration 12Q (712.995589 sec): 3 clusters Score: Raw -1210217.343027 + Penalty 1842.176076 = -1208375.166951 nChanged 578 SP:Iteration 13Q (713.063255 sec): 3 clusters Score: Raw -1210613.420589 + Penalty 1842.176076 = -1208771.244514 nChanged 474 SP:Iteration 14Q (713.130304 sec): 3 clusters Score: Raw -1210871.100574 + Penalty 1842.176076 = -1209028.924499 nChanged 335 SP:Iteration 15Q (713.207363 sec): 3 clusters Score: Raw -1211028.140497 + Penalty 1842.176076 = -1209185.964421 nChanged 290 SP:Iteration 16Q (713.268704 sec): 3 clusters Score: Raw -1211154.433889 + Penalty 1842.176076 = -1209312.257813 nChanged 263 SP:Iteration 17Q (713.321415 sec): 3 clusters Score: Raw -1211264.015299 + Penalty 1842.176076 = -1209421.839223 nChanged 218 SP:Iteration 18Q (713.395084 sec): 3 clusters Score: Raw -1211353.013303 + Penalty 1842.176076 = -1209510.837227 nChanged 219 SP:Iteration 19Q (713.461519 sec): 3 clusters Score: Raw -1211438.164146 + Penalty 1842.176076 = -1209595.988071 nChanged 196 SP:Iteration 20F (713.530248 sec): 3 clusters Score: Raw -1211518.634467 + Penalty 1842.176076 = -1209676.458392 nChanged 195 SP:Iteration 21Q (713.590598 sec): 3 clusters Score: Raw -1211612.026879 + Penalty 1842.176076 = -1209769.850803 nChanged 188 SP:Iteration 22Q (713.663011 sec): 3 clusters Score: Raw -1211699.809321 + Penalty 1842.176076 = -1209857.633245 nChanged 162 SP:Iteration 23Q (713.717049 sec): 3 clusters Score: Raw -1211773.984875 + Penalty 1842.176076 = -1209931.808799 nChanged 154 SP:Iteration 24Q (713.777842 sec): 3 clusters Score: Raw -1211835.961518 + Penalty 1842.176076 = -1209993.785442 nChanged 127 SP:Iteration 25Q (713.843205 sec): 3 clusters Score: Raw -1211885.976894 + Penalty 1842.176076 = -1210043.800819 nChanged 117 SP:Iteration 26Q (713.917447 sec): 3 clusters Score: Raw -1211928.454809 + Penalty 1842.176076 = -1210086.278733 nChanged 94 SP:Iteration 27Q (713.976960 sec): 3 clusters Score: Raw -1211960.258382 + Penalty 1842.176076 = -1210118.082306 nChanged 104 SP:Iteration 28Q (714.039850 sec): 3 clusters Score: Raw -1211994.308319 + Penalty 1842.176076 = -1210152.132243 nChanged 93 SP:Iteration 29Q (714.116528 sec): 3 clusters Score: Raw -1212024.241154 + Penalty 1842.176076 = -1210182.065078 nChanged 72 SP:Iteration 30Q (714.173003 sec): 3 clusters Score: Raw -1212046.151893 + Penalty 1842.176076 = -1210203.975817 nChanged 57 SP:Iteration 31Q (714.239940 sec): 3 clusters Score: Raw -1212061.806361 + Penalty 1842.176076 = -1210219.630285 nChanged 49 SP:Iteration 32Q (714.298533 sec): 3 clusters Score: Raw -1212074.342027 + Penalty 1842.176076 = -1210232.165951 nChanged 37 SP:Iteration 33Q (714.364852 sec): 3 clusters Score: Raw -1212083.309440 + Penalty 1842.176076 = -1210241.133364 nChanged 33 SP:Iteration 34Q (714.415530 sec): 3 clusters Score: Raw -1212090.201854 + Penalty 1842.176076 = -1210248.025779 nChanged 34 SP:Iteration 35Q (714.478550 sec): 3 clusters Score: Raw -1212097.602911 + Penalty 1842.176076 = -1210255.426835 nChanged 36 SP:Iteration 36Q (714.553477 sec): 3 clusters Score: Raw -1212104.765428 + Penalty 1842.176076 = -1210262.589352 nChanged 21 SP:Iteration 37Q (714.619616 sec): 3 clusters Score: Raw -1212108.473524 + Penalty 1842.176076 = -1210266.297448 nChanged 19 SP:Iteration 38Q (714.677193 sec): 3 clusters Score: Raw -1212111.471231 + Penalty 1842.176076 = -1210269.295156 nChanged 18 SP:Iteration 39Q (714.742919 sec): 3 clusters Score: Raw -1212113.949008 + Penalty 1842.176076 = -1210271.772932 nChanged 12 SP:Iteration 40F (714.792074 sec): 3 clusters Score: Raw -1212115.701554 + Penalty 1842.176076 = -1210273.525479 nChanged 11 SP:Iteration 41Q (714.857545 sec): 3 clusters Score: Raw -1212117.279406 + Penalty 1842.176076 = -1210275.103330 nChanged 10 SP:Iteration 42Q (714.915405 sec): 3 clusters Score: Raw -1212118.585001 + Penalty 1842.176076 = -1210276.408925 nChanged 12 SP:Iteration 43Q (714.969438 sec): 3 clusters Score: Raw -1212119.825669 + Penalty 1842.176076 = -1210277.649593 nChanged 10 SP:Iteration 44Q (715.037097 sec): 3 clusters Score: Raw -1212121.422139 + Penalty 1842.176076 = -1210279.246064 nChanged 13 SP:Iteration 45Q (715.101739 sec): 3 clusters Score: Raw -1212123.714423 + Penalty 1842.176076 = -1210281.538348 nChanged 14 SP:Iteration 46Q (715.154011 sec): 3 clusters Score: Raw -1212125.993536 + Penalty 1842.176076 = -1210283.817460 nChanged 11 SP:Iteration 47Q (715.220595 sec): 3 clusters Score: Raw -1212128.073766 + Penalty 1842.176076 = -1210285.897690 nChanged 12 SP:Iteration 48Q (715.285555 sec): 3 clusters Score: Raw -1212130.367787 + Penalty 1842.176076 = -1210288.191711 nChanged 13 SP:Iteration 49Q (715.344791 sec): 3 clusters Score: Raw -1212132.964837 + Penalty 1842.176076 = -1210290.788762 nChanged 10 SP:Iteration 50Q (715.408406 sec): 3 clusters Score: Raw -1212134.934536 + Penalty 1842.176076 = -1210292.758460 nChanged 12 SP:Iteration 51Q (715.472993 sec): 3 clusters Score: Raw -1212137.172051 + Penalty 1842.176076 = -1210294.995975 nChanged 13 SP:Iteration 52Q (715.537190 sec): 3 clusters Score: Raw -1212140.049371 + Penalty 1842.176076 = -1210297.873295 nChanged 9 SP:Iteration 53Q (715.600339 sec): 3 clusters Score: Raw -1212141.586202 + Penalty 1842.176076 = -1210299.410126 nChanged 11 SP:Iteration 54Q (715.664985 sec): 3 clusters Score: Raw -1212142.909255 + Penalty 1842.176076 = -1210300.733180 nChanged 2 SP:Iteration 55Q (715.726027 sec): 3 clusters Score: Raw -1212143.096707 + Penalty 1842.176076 = -1210300.920631 nChanged 0 SP:Iteration 56F (715.793517 sec): 3 clusters Score: Raw -1212143.096707 + Penalty 1842.176076 = -1210300.920631 nChanged 0 Iteration 179Q (718.005267 sec): 22 clusters Score: Raw -25393005.124655 + Penalty 25505.718631 = -25367499.406024 nChanged 214 Iteration 180F (721.874219 sec): 22 clusters Score: Raw -25393011.712975 + Penalty 25505.718631 = -25367505.994344 nChanged 213 Iteration 181Q (724.108646 sec): 22 clusters Score: Raw -25393017.786977 + Penalty 25505.718631 = -25367512.068346 nChanged 193 Iteration 182Q (726.583262 sec): 22 clusters Score: Raw -25393022.677347 + Penalty 25505.718631 = -25367516.958716 nChanged 182 Iteration 183Q (728.808464 sec): 22 clusters Score: Raw -25393027.919649 + Penalty 25505.718631 = -25367522.201019 nChanged 196 Iteration 184Q (731.231983 sec): 22 clusters Score: Raw -25393033.733327 + Penalty 25505.718631 = -25367528.014696 nChanged 202 Iteration 185Q (733.454363 sec): 22 clusters Score: Raw -25393039.173043 + Penalty 25505.718631 = -25367533.454413 nChanged 196 Iteration 186Q (735.884284 sec): 22 clusters Score: Raw -25393044.656117 + Penalty 25505.718631 = -25367538.937487 nChanged 192 Iteration 187Q (738.077802 sec): 22 clusters Score: Raw -25393049.940111 + Penalty 25505.718631 = -25367544.221480 nChanged 192 Iteration 188Q (740.491105 sec): 22 clusters Score: Raw -25393055.490776 + Penalty 25505.718631 = -25367549.772146 nChanged 191 Iteration 189Q (742.627058 sec): 22 clusters Score: Raw -25393060.750883 + Penalty 25505.718631 = -25367555.032252 nChanged 181 Iteration 190Q (744.999155 sec): 22 clusters Score: Raw -25393065.819606 + Penalty 25505.718631 = -25367560.100975 nChanged 183 Iteration 191Q (747.178295 sec): 22 clusters Score: Raw -25393070.269151 + Penalty 25505.718631 = -25367564.550520 nChanged 183 Iteration 192Q (749.566124 sec): 22 clusters Score: Raw -25393074.703383 + Penalty 25505.718631 = -25367568.984752 nChanged 181 Iteration 193Q (751.780129 sec): 22 clusters Score: Raw -25393079.364695 + Penalty 25505.718631 = -25367573.646064 nChanged 172 Iteration 194Q (754.169063 sec): 22 clusters Score: Raw -25393083.371985 + Penalty 25505.718631 = -25367577.653354 nChanged 152 Iteration 195Q (756.303494 sec): 22 clusters Score: Raw -25393087.128126 + Penalty 25505.718631 = -25367581.409495 nChanged 157 Iteration 196Q (758.666862 sec): 22 clusters Score: Raw -25393090.339018 + Penalty 25505.718631 = -25367584.620387 nChanged 161 Iteration 197Q (760.839174 sec): 22 clusters Score: Raw -25393094.001156 + Penalty 25505.718631 = -25367588.282526 nChanged 175 Iteration 198Q (763.279865 sec): 22 clusters Score: Raw -25393097.982732 + Penalty 25505.718631 = -25367592.264101 nChanged 187 Iteration 199Q (765.476299 sec): 22 clusters Score: Raw -25393102.025344 + Penalty 25505.718631 = -25367596.306713 nChanged 160 Iteration 200F (769.281569 sec): 22 clusters Score: Raw -25393105.476521 + Penalty 25505.718631 = -25367599.757890 nChanged 165 Iteration 201Q (771.759420 sec): 22 clusters Score: Raw -25393109.082558 + Penalty 25505.718631 = -25367603.363927 nChanged 138 Iteration 202Q (773.872606 sec): 22 clusters Score: Raw -25393112.799400 + Penalty 25505.718631 = -25367607.080769 nChanged 136 Iteration 203Q (776.280349 sec): 22 clusters Score: Raw -25393116.674744 + Penalty 25505.718631 = -25367610.956113 nChanged 131 Iteration 204Q (778.481348 sec): 22 clusters Score: Raw -25393120.638751 + Penalty 25505.718631 = -25367614.920120 nChanged 136 Iteration 205Q (780.918097 sec): 22 clusters Score: Raw -25393124.902316 + Penalty 25505.718631 = -25367619.183685 nChanged 131 Iteration 206Q (783.087565 sec): 22 clusters Score: Raw -25393128.356930 + Penalty 25505.718631 = -25367622.638300 nChanged 121 Iteration 207Q (785.475096 sec): 22 clusters Score: Raw -25393131.506111 + Penalty 25505.718631 = -25367625.787481 nChanged 112 Iteration 208Q (787.658398 sec): 22 clusters Score: Raw -25393133.726600 + Penalty 25505.718631 = -25367628.007969 nChanged 121 Iteration 209Q (789.989526 sec): 22 clusters Score: Raw -25393136.372641 + Penalty 25505.718631 = -25367630.654010 nChanged 118 Iteration 210Q (792.260284 sec): 22 clusters Score: Raw -25393139.219668 + Penalty 25505.718631 = -25367633.501038 nChanged 118 Iteration 211Q (794.505122 sec): 22 clusters Score: Raw -25393141.852970 + Penalty 25505.718631 = -25367636.134339 nChanged 106 Iteration 212Q (796.757300 sec): 22 clusters Score: Raw -25393143.771462 + Penalty 25505.718631 = -25367638.052831 nChanged 87 Iteration 213Q (798.980029 sec): 22 clusters Score: Raw -25393145.103235 + Penalty 25505.718631 = -25367639.384605 nChanged 94 Iteration 214Q (801.249437 sec): 22 clusters Score: Raw -25393146.579617 + Penalty 25505.718631 = -25367640.860986 nChanged 69 Iteration 215Q (803.477072 sec): 22 clusters Score: Raw -25393147.826154 + Penalty 25505.718631 = -25367642.107523 nChanged 62 Iteration 216Q (805.788797 sec): 22 clusters Score: Raw -25393148.999930 + Penalty 25505.718631 = -25367643.281300 nChanged 56 Iteration 217Q (808.031030 sec): 22 clusters Score: Raw -25393149.860228 + Penalty 25505.718631 = -25367644.141598 nChanged 61 Iteration 218Q (810.333375 sec): 22 clusters Score: Raw -25393150.788931 + Penalty 25505.718631 = -25367645.070300 nChanged 50 Writing temp clu file Because OldScore, -25367644.141598, is greater than current (better) Score,-25367645.070300 Compute initial score before splitting: Score: Raw -25393150.788931 + Penalty 25505.718631 = -25367645.070300 Trying to split cluster 1 (26979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (810.494041 sec): 2 clusters Score: Raw -2049581.150225 + Penalty 969.267336 = -2048611.882889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (810.560476 sec): 3 clusters Score: Raw -2032617.469638 + Penalty 1938.534672 = -2030678.934965 nChanged 12608 SP:Iteration 1F (810.644741 sec): 3 clusters Score: Raw -2039920.776927 + Penalty 1938.534672 = -2037982.242255 nChanged 1474 SP:Iteration 2F (810.732094 sec): 3 clusters Score: Raw -2040603.149916 + Penalty 1938.534672 = -2038664.615243 nChanged 1462 SP:Iteration 3F (810.814753 sec): 3 clusters Score: Raw -2041364.371108 + Penalty 1938.534672 = -2039425.836436 nChanged 1431 SP:Iteration 4F (810.891040 sec): 3 clusters Score: Raw -2042187.104470 + Penalty 1938.534672 = -2040248.569798 nChanged 1516 SP:Iteration 5F (810.978238 sec): 3 clusters Score: Raw -2043153.932811 + Penalty 1938.534672 = -2041215.398139 nChanged 1554 SP:Iteration 6F (811.058779 sec): 3 clusters Score: Raw -2044160.003152 + Penalty 1938.534672 = -2042221.468480 nChanged 1461 SP:Iteration 7F (811.137233 sec): 3 clusters Score: Raw -2045045.145841 + Penalty 1938.534672 = -2043106.611168 nChanged 1287 SP:Iteration 8Q (811.213968 sec): 3 clusters Score: Raw -2045712.089507 + Penalty 1938.534672 = -2043773.554835 nChanged 979 SP:Iteration 9Q (811.293975 sec): 3 clusters Score: Raw -2046111.684003 + Penalty 1938.534672 = -2044173.149330 nChanged 732 SP:Iteration 10Q (811.332253 sec): 3 clusters Score: Raw -2046337.910664 + Penalty 1938.534672 = -2044399.375992 nChanged 506 SP:Iteration 11Q (811.377105 sec): 3 clusters Score: Raw -2046474.274241 + Penalty 1938.534672 = -2044535.739568 nChanged 409 SP:Iteration 12Q (811.422711 sec): 3 clusters Score: Raw -2046586.019816 + Penalty 1938.534672 = -2044647.485144 nChanged 387 SP:Iteration 13Q (811.468151 sec): 3 clusters Score: Raw -2046702.528709 + Penalty 1938.534672 = -2044763.994037 nChanged 387 SP:Iteration 14Q (811.513432 sec): 3 clusters Score: Raw -2046817.656793 + Penalty 1938.534672 = -2044879.122121 nChanged 403 SP:Iteration 15Q (811.590936 sec): 3 clusters Score: Raw -2046935.452270 + Penalty 1938.534672 = -2044996.917597 nChanged 399 SP:Iteration 16Q (811.667397 sec): 3 clusters Score: Raw -2047050.654774 + Penalty 1938.534672 = -2045112.120102 nChanged 384 SP:Iteration 17Q (811.747531 sec): 3 clusters Score: Raw -2047156.734164 + Penalty 1938.534672 = -2045218.199492 nChanged 388 SP:Iteration 18Q (811.827119 sec): 3 clusters Score: Raw -2047260.720117 + Penalty 1938.534672 = -2045322.185445 nChanged 349 SP:Iteration 19Q (811.905252 sec): 3 clusters Score: Raw -2047352.354570 + Penalty 1938.534672 = -2045413.819898 nChanged 311 SP:Iteration 20F (811.990745 sec): 3 clusters Score: Raw -2047429.136989 + Penalty 1938.534672 = -2045490.602316 nChanged 304 SP:Iteration 21Q (812.060806 sec): 3 clusters Score: Raw -2047492.185119 + Penalty 1938.534672 = -2045553.650447 nChanged 279 SP:Iteration 22Q (812.139791 sec): 3 clusters Score: Raw -2047545.928737 + Penalty 1938.534672 = -2045607.394064 nChanged 251 SP:Iteration 23Q (812.219149 sec): 3 clusters Score: Raw -2047585.642751 + Penalty 1938.534672 = -2045647.108079 nChanged 207 SP:Iteration 24Q (812.284876 sec): 3 clusters Score: Raw -2047618.640438 + Penalty 1938.534672 = -2045680.105766 nChanged 207 SP:Iteration 25Q (812.359026 sec): 3 clusters Score: Raw -2047653.691265 + Penalty 1938.534672 = -2045715.156593 nChanged 188 SP:Iteration 26Q (812.429597 sec): 3 clusters Score: Raw -2047684.329075 + Penalty 1938.534672 = -2045745.794403 nChanged 180 SP:Iteration 27Q (812.507808 sec): 3 clusters Score: Raw -2047715.169793 + Penalty 1938.534672 = -2045776.635121 nChanged 194 SP:Iteration 28Q (812.588817 sec): 3 clusters Score: Raw -2047749.425913 + Penalty 1938.534672 = -2045810.891240 nChanged 178 SP:Iteration 29Q (812.666625 sec): 3 clusters Score: Raw -2047771.454142 + Penalty 1938.534672 = -2045832.919470 nChanged 139 SP:Iteration 30Q (812.745590 sec): 3 clusters Score: Raw -2047789.094009 + Penalty 1938.534672 = -2045850.559336 nChanged 116 SP:Iteration 31Q (812.823984 sec): 3 clusters Score: Raw -2047803.452243 + Penalty 1938.534672 = -2045864.917571 nChanged 137 SP:Iteration 32Q (812.903758 sec): 3 clusters Score: Raw -2047821.388527 + Penalty 1938.534672 = -2045882.853854 nChanged 142 SP:Iteration 33Q (812.982058 sec): 3 clusters Score: Raw -2047843.720258 + Penalty 1938.534672 = -2045905.185586 nChanged 158 SP:Iteration 34Q (813.059095 sec): 3 clusters Score: Raw -2047868.403189 + Penalty 1938.534672 = -2045929.868517 nChanged 166 SP:Iteration 35Q (813.125221 sec): 3 clusters Score: Raw -2047893.964921 + Penalty 1938.534672 = -2045955.430249 nChanged 167 SP:Iteration 36Q (813.204382 sec): 3 clusters Score: Raw -2047915.112462 + Penalty 1938.534672 = -2045976.577790 nChanged 144 SP:Iteration 37Q (813.283835 sec): 3 clusters Score: Raw -2047934.049053 + Penalty 1938.534672 = -2045995.514381 nChanged 126 SP:Iteration 38Q (813.355186 sec): 3 clusters Score: Raw -2047949.634851 + Penalty 1938.534672 = -2046011.100179 nChanged 115 SP:Iteration 39Q (813.435015 sec): 3 clusters Score: Raw -2047963.025037 + Penalty 1938.534672 = -2046024.490365 nChanged 99 SP:Iteration 40F (813.477622 sec): 3 clusters Score: Raw -2047971.947544 + Penalty 1938.534672 = -2046033.412872 nChanged 80 SP:Iteration 41Q (813.561523 sec): 3 clusters Score: Raw -2047978.804308 + Penalty 1938.534672 = -2046040.269636 nChanged 64 SP:Iteration 42Q (813.648739 sec): 3 clusters Score: Raw -2047983.792143 + Penalty 1938.534672 = -2046045.257471 nChanged 61 SP:Iteration 43Q (813.720007 sec): 3 clusters Score: Raw -2047988.663910 + Penalty 1938.534672 = -2046050.129238 nChanged 71 SP:Iteration 44Q (813.815473 sec): 3 clusters Score: Raw -2047994.426559 + Penalty 1938.534672 = -2046055.891887 nChanged 61 SP:Iteration 45Q (813.889737 sec): 3 clusters Score: Raw -2047999.052198 + Penalty 1938.534672 = -2046060.517525 nChanged 53 SP:Iteration 46Q (813.959935 sec): 3 clusters Score: Raw -2048002.328846 + Penalty 1938.534672 = -2046063.794174 nChanged 48 SP:Iteration 47Q (814.035956 sec): 3 clusters Score: Raw -2048006.045077 + Penalty 1938.534672 = -2046067.510404 nChanged 53 SP:Iteration 48Q (814.121030 sec): 3 clusters Score: Raw -2048009.129430 + Penalty 1938.534672 = -2046070.594758 nChanged 49 SP:Iteration 49Q (814.204375 sec): 3 clusters Score: Raw -2048012.137718 + Penalty 1938.534672 = -2046073.603045 nChanged 54 SP:Iteration 50Q (814.270238 sec): 3 clusters Score: Raw -2048015.625017 + Penalty 1938.534672 = -2046077.090345 nChanged 58 SP:Iteration 51Q (814.344268 sec): 3 clusters Score: Raw -2048018.950299 + Penalty 1938.534672 = -2046080.415627 nChanged 49 SP:Iteration 52Q (814.431331 sec): 3 clusters Score: Raw -2048021.444343 + Penalty 1938.534672 = -2046082.909670 nChanged 46 SP:Iteration 53Q (814.509672 sec): 3 clusters Score: Raw -2048025.018900 + Penalty 1938.534672 = -2046086.484227 nChanged 46 SP:Iteration 54Q (814.591195 sec): 3 clusters Score: Raw -2048028.742908 + Penalty 1938.534672 = -2046090.208236 nChanged 50 SP:Iteration 55Q (814.670598 sec): 3 clusters Score: Raw -2048031.939584 + Penalty 1938.534672 = -2046093.404912 nChanged 55 SP:Iteration 56Q (814.751351 sec): 3 clusters Score: Raw -2048035.775352 + Penalty 1938.534672 = -2046097.240680 nChanged 50 SP:Iteration 57Q (814.833898 sec): 3 clusters Score: Raw -2048038.648007 + Penalty 1938.534672 = -2046100.113335 nChanged 32 SP:Iteration 58Q (814.896928 sec): 3 clusters Score: Raw -2048040.370245 + Penalty 1938.534672 = -2046101.835573 nChanged 33 SP:Iteration 59Q (814.979139 sec): 3 clusters Score: Raw -2048041.796301 + Penalty 1938.534672 = -2046103.261628 nChanged 23 SP:Iteration 60F (815.067761 sec): 3 clusters Score: Raw -2048042.642298 + Penalty 1938.534672 = -2046104.107626 nChanged 24 SP:Iteration 61Q (815.149593 sec): 3 clusters Score: Raw -2048043.600192 + Penalty 1938.534672 = -2046105.065520 nChanged 29 SP:Iteration 62Q (815.222955 sec): 3 clusters Score: Raw -2048045.032382 + Penalty 1938.534672 = -2046106.497710 nChanged 35 SP:Iteration 63Q (815.305098 sec): 3 clusters Score: Raw -2048047.091610 + Penalty 1938.534672 = -2046108.556938 nChanged 53 SP:Iteration 64Q (815.386959 sec): 3 clusters Score: Raw -2048050.564390 + Penalty 1938.534672 = -2046112.029718 nChanged 35 SP:Iteration 65Q (815.467390 sec): 3 clusters Score: Raw -2048052.306926 + Penalty 1938.534672 = -2046113.772254 nChanged 29 SP:Iteration 66Q (815.531821 sec): 3 clusters Score: Raw -2048053.792884 + Penalty 1938.534672 = -2046115.258212 nChanged 28 SP:Iteration 67Q (815.610067 sec): 3 clusters Score: Raw -2048055.298331 + Penalty 1938.534672 = -2046116.763659 nChanged 29 SP:Iteration 68Q (815.691145 sec): 3 clusters Score: Raw -2048057.049004 + Penalty 1938.534672 = -2046118.514331 nChanged 30 SP:Iteration 69Q (815.768998 sec): 3 clusters Score: Raw -2048058.875970 + Penalty 1938.534672 = -2046120.341298 nChanged 38 SP:Iteration 70Q (815.853093 sec): 3 clusters Score: Raw -2048061.137564 + Penalty 1938.534672 = -2046122.602891 nChanged 33 SP:Iteration 71Q (815.937964 sec): 3 clusters Score: Raw -2048062.411765 + Penalty 1938.534672 = -2046123.877093 nChanged 21 SP:Iteration 72Q (816.019153 sec): 3 clusters Score: Raw -2048063.239950 + Penalty 1938.534672 = -2046124.705278 nChanged 21 SP:Iteration 73Q (816.085951 sec): 3 clusters Score: Raw -2048064.327717 + Penalty 1938.534672 = -2046125.793045 nChanged 19 SP:Iteration 74Q (816.164164 sec): 3 clusters Score: Raw -2048065.004494 + Penalty 1938.534672 = -2046126.469822 nChanged 14 SP:Iteration 75Q (816.233872 sec): 3 clusters Score: Raw -2048065.498446 + Penalty 1938.534672 = -2046126.963773 nChanged 17 SP:Iteration 76Q (816.312083 sec): 3 clusters Score: Raw -2048066.341258 + Penalty 1938.534672 = -2046127.806586 nChanged 18 SP:Iteration 77Q (816.397074 sec): 3 clusters Score: Raw -2048067.164201 + Penalty 1938.534672 = -2046128.629529 nChanged 15 SP:Iteration 78Q (816.469061 sec): 3 clusters Score: Raw -2048067.686927 + Penalty 1938.534672 = -2046129.152255 nChanged 22 SP:Iteration 79Q (816.547701 sec): 3 clusters Score: Raw -2048068.700653 + Penalty 1938.534672 = -2046130.165981 nChanged 22 SP:Iteration 80F (816.627125 sec): 3 clusters Score: Raw -2048069.558040 + Penalty 1938.534672 = -2046131.023368 nChanged 20 SP:Iteration 81Q (816.706238 sec): 3 clusters Score: Raw -2048070.352426 + Penalty 1938.534672 = -2046131.817754 nChanged 17 SP:Iteration 82Q (816.784642 sec): 3 clusters Score: Raw -2048070.970072 + Penalty 1938.534672 = -2046132.435400 nChanged 18 SP:Iteration 83Q (816.862545 sec): 3 clusters Score: Raw -2048071.683927 + Penalty 1938.534672 = -2046133.149255 nChanged 20 SP:Iteration 84Q (816.933048 sec): 3 clusters Score: Raw -2048072.376898 + Penalty 1938.534672 = -2046133.842226 nChanged 19 SP:Iteration 85Q (817.001681 sec): 3 clusters Score: Raw -2048073.121059 + Penalty 1938.534672 = -2046134.586386 nChanged 20 SP:Iteration 86Q (817.071504 sec): 3 clusters Score: Raw -2048073.831733 + Penalty 1938.534672 = -2046135.297061 nChanged 18 SP:Iteration 87Q (817.148449 sec): 3 clusters Score: Raw -2048074.960965 + Penalty 1938.534672 = -2046136.426292 nChanged 26 SP:Iteration 88Q (817.229597 sec): 3 clusters Score: Raw -2048076.245207 + Penalty 1938.534672 = -2046137.710535 nChanged 24 SP:Iteration 89Q (817.304979 sec): 3 clusters Score: Raw -2048077.284027 + Penalty 1938.534672 = -2046138.749354 nChanged 22 SP:Iteration 90Q (817.373621 sec): 3 clusters Score: Raw -2048078.110627 + Penalty 1938.534672 = -2046139.575955 nChanged 19 SP:Iteration 91Q (817.457834 sec): 3 clusters Score: Raw -2048078.859055 + Penalty 1938.534672 = -2046140.324383 nChanged 23 SP:Iteration 92Q (817.534307 sec): 3 clusters Score: Raw -2048079.842614 + Penalty 1938.534672 = -2046141.307942 nChanged 19 SP:Iteration 93Q (817.620932 sec): 3 clusters Score: Raw -2048080.643379 + Penalty 1938.534672 = -2046142.108707 nChanged 17 SP:Iteration 94Q (817.687747 sec): 3 clusters Score: Raw -2048081.185780 + Penalty 1938.534672 = -2046142.651107 nChanged 21 SP:Iteration 95Q (817.766777 sec): 3 clusters Score: Raw -2048082.127300 + Penalty 1938.534672 = -2046143.592628 nChanged 19 SP:Iteration 96Q (817.849870 sec): 3 clusters Score: Raw -2048082.939733 + Penalty 1938.534672 = -2046144.405061 nChanged 17 SP:Iteration 97Q (817.931140 sec): 3 clusters Score: Raw -2048083.805912 + Penalty 1938.534672 = -2046145.271240 nChanged 23 SP:Iteration 98Q (818.013378 sec): 3 clusters Score: Raw -2048084.841485 + Penalty 1938.534672 = -2046146.306813 nChanged 15 SP:Iteration 99Q (818.094498 sec): 3 clusters Score: Raw -2048085.435286 + Penalty 1938.534672 = -2046146.900614 nChanged 19 SP:Iteration 100F (818.164950 sec): 3 clusters Score: Raw -2048086.148176 + Penalty 1938.534672 = -2046147.613504 nChanged 26 SP:Iteration 101Q (818.249016 sec): 3 clusters Score: Raw -2048087.147140 + Penalty 1938.534672 = -2046148.612467 nChanged 21 SP:Iteration 102Q (818.340022 sec): 3 clusters Score: Raw -2048088.010361 + Penalty 1938.534672 = -2046149.475689 nChanged 24 SP:Iteration 103Q (818.412195 sec): 3 clusters Score: Raw -2048088.779304 + Penalty 1938.534672 = -2046150.244632 nChanged 22 SP:Iteration 104Q (818.494758 sec): 3 clusters Score: Raw -2048089.744406 + Penalty 1938.534672 = -2046151.209734 nChanged 29 SP:Iteration 105Q (818.562031 sec): 3 clusters Score: Raw -2048090.994817 + Penalty 1938.534672 = -2046152.460144 nChanged 23 SP:Iteration 106Q (818.641394 sec): 3 clusters Score: Raw -2048091.938883 + Penalty 1938.534672 = -2046153.404211 nChanged 21 SP:Iteration 107Q (818.715593 sec): 3 clusters Score: Raw -2048092.681116 + Penalty 1938.534672 = -2046154.146444 nChanged 23 SP:Iteration 108Q (818.806248 sec): 3 clusters Score: Raw -2048093.525204 + Penalty 1938.534672 = -2046154.990531 nChanged 25 SP:Iteration 109Q (818.876556 sec): 3 clusters Score: Raw -2048094.727085 + Penalty 1938.534672 = -2046156.192413 nChanged 27 SP:Iteration 110Q (818.955341 sec): 3 clusters Score: Raw -2048096.191729 + Penalty 1938.534672 = -2046157.657057 nChanged 31 SP:Iteration 111Q (819.041413 sec): 3 clusters Score: Raw -2048097.666096 + Penalty 1938.534672 = -2046159.131423 nChanged 32 SP:Iteration 112Q (819.122780 sec): 3 clusters Score: Raw -2048099.271651 + Penalty 1938.534672 = -2046160.736978 nChanged 37 SP:Iteration 113Q (819.191893 sec): 3 clusters Score: Raw -2048101.251704 + Penalty 1938.534672 = -2046162.717032 nChanged 26 SP:Iteration 114Q (819.265715 sec): 3 clusters Score: Raw -2048102.512558 + Penalty 1938.534672 = -2046163.977886 nChanged 28 SP:Iteration 115Q (819.340950 sec): 3 clusters Score: Raw -2048103.971310 + Penalty 1938.534672 = -2046165.436638 nChanged 33 SP:Iteration 116Q (819.410221 sec): 3 clusters Score: Raw -2048106.121605 + Penalty 1938.534672 = -2046167.586933 nChanged 29 SP:Iteration 117Q (819.477299 sec): 3 clusters Score: Raw -2048107.507714 + Penalty 1938.534672 = -2046168.973041 nChanged 20 SP:Iteration 118Q (819.554113 sec): 3 clusters Score: Raw -2048108.238622 + Penalty 1938.534672 = -2046169.703950 nChanged 19 SP:Iteration 119Q (819.636403 sec): 3 clusters Score: Raw -2048108.887387 + Penalty 1938.534672 = -2046170.352715 nChanged 17 SP:Iteration 120F (819.708894 sec): 3 clusters Score: Raw -2048109.420634 + Penalty 1938.534672 = -2046170.885961 nChanged 13 SP:Iteration 121Q (819.792768 sec): 3 clusters Score: Raw -2048109.803718 + Penalty 1938.534672 = -2046171.269045 nChanged 8 SP:Iteration 122Q (819.857580 sec): 3 clusters Score: Raw -2048109.909805 + Penalty 1938.534672 = -2046171.375133 nChanged 3 SP:Iteration 123Q (819.934768 sec): 3 clusters Score: Raw -2048109.965128 + Penalty 1938.534672 = -2046171.430456 nChanged 6 SP:Iteration 124Q (820.011714 sec): 3 clusters Score: Raw -2048110.167886 + Penalty 1938.534672 = -2046171.633214 nChanged 9 SP:Iteration 125Q (820.096307 sec): 3 clusters Score: Raw -2048110.391234 + Penalty 1938.534672 = -2046171.856562 nChanged 9 SP:Iteration 126Q (820.166724 sec): 3 clusters Score: Raw -2048110.656942 + Penalty 1938.534672 = -2046172.122270 nChanged 9 SP:Iteration 127Q (820.244094 sec): 3 clusters Score: Raw -2048110.985762 + Penalty 1938.534672 = -2046172.451090 nChanged 12 SP:Iteration 128Q (820.328620 sec): 3 clusters Score: Raw -2048111.449615 + Penalty 1938.534672 = -2046172.914942 nChanged 17 SP:Iteration 129Q (820.396118 sec): 3 clusters Score: Raw -2048112.209405 + Penalty 1938.534672 = -2046173.674732 nChanged 20 SP:Iteration 130Q (820.473337 sec): 3 clusters Score: Raw -2048113.268372 + Penalty 1938.534672 = -2046174.733700 nChanged 30 SP:Iteration 131Q (820.550662 sec): 3 clusters Score: Raw -2048115.128574 + Penalty 1938.534672 = -2046176.593901 nChanged 45 SP:Iteration 132Q (820.628886 sec): 3 clusters Score: Raw -2048118.917919 + Penalty 1938.534672 = -2046180.383247 nChanged 55 SP:Iteration 133Q (820.704529 sec): 3 clusters Score: Raw -2048123.113994 + Penalty 1938.534672 = -2046184.579322 nChanged 55 SP:Iteration 134Q (820.781998 sec): 3 clusters Score: Raw -2048127.699728 + Penalty 1938.534672 = -2046189.165055 nChanged 53 SP:Iteration 135Q (820.852721 sec): 3 clusters Score: Raw -2048131.387377 + Penalty 1938.534672 = -2046192.852705 nChanged 47 SP:Iteration 136Q (820.919641 sec): 3 clusters Score: Raw -2048134.618915 + Penalty 1938.534672 = -2046196.084243 nChanged 47 SP:Iteration 137Q (821.000777 sec): 3 clusters Score: Raw -2048137.715494 + Penalty 1938.534672 = -2046199.180822 nChanged 42 SP:Iteration 138Q (821.071230 sec): 3 clusters Score: Raw -2048140.469708 + Penalty 1938.534672 = -2046201.935036 nChanged 45 SP:Iteration 139Q (821.153394 sec): 3 clusters Score: Raw -2048143.583278 + Penalty 1938.534672 = -2046205.048605 nChanged 48 SP:Iteration 140F (821.217128 sec): 3 clusters Score: Raw -2048147.188713 + Penalty 1938.534672 = -2046208.654041 nChanged 49 SP:Iteration 141Q (821.298546 sec): 3 clusters Score: Raw -2048150.432728 + Penalty 1938.534672 = -2046211.898056 nChanged 48 SP:Iteration 142Q (821.375005 sec): 3 clusters Score: Raw -2048153.595370 + Penalty 1938.534672 = -2046215.060697 nChanged 44 SP:Iteration 143Q (821.455040 sec): 3 clusters Score: Raw -2048156.397943 + Penalty 1938.534672 = -2046217.863270 nChanged 45 SP:Iteration 144Q (821.532960 sec): 3 clusters Score: Raw -2048158.887336 + Penalty 1938.534672 = -2046220.352663 nChanged 41 SP:Iteration 145Q (821.598501 sec): 3 clusters Score: Raw -2048161.269617 + Penalty 1938.534672 = -2046222.734944 nChanged 35 SP:Iteration 146Q (821.680171 sec): 3 clusters Score: Raw -2048163.501459 + Penalty 1938.534672 = -2046224.966787 nChanged 39 SP:Iteration 147Q (821.750989 sec): 3 clusters Score: Raw -2048166.071832 + Penalty 1938.534672 = -2046227.537159 nChanged 55 SP:Iteration 148Q (821.825595 sec): 3 clusters Score: Raw -2048170.622518 + Penalty 1938.534672 = -2046232.087846 nChanged 58 SP:Iteration 149Q (821.898504 sec): 3 clusters Score: Raw -2048175.221456 + Penalty 1938.534672 = -2046236.686784 nChanged 60 SP:Iteration 150Q (821.979316 sec): 3 clusters Score: Raw -2048179.995466 + Penalty 1938.534672 = -2046241.460794 nChanged 62 SP:Iteration 151Q (822.050922 sec): 3 clusters Score: Raw -2048185.610390 + Penalty 1938.534672 = -2046247.075718 nChanged 58 SP:Iteration 152Q (822.113870 sec): 3 clusters Score: Raw -2048190.688505 + Penalty 1938.534672 = -2046252.153832 nChanged 58 SP:Iteration 153Q (822.188748 sec): 3 clusters Score: Raw -2048195.215443 + Penalty 1938.534672 = -2046256.680771 nChanged 56 SP:Iteration 154Q (822.269887 sec): 3 clusters Score: Raw -2048199.615781 + Penalty 1938.534672 = -2046261.081109 nChanged 64 SP:Iteration 155Q (822.336320 sec): 3 clusters Score: Raw -2048204.804325 + Penalty 1938.534672 = -2046266.269653 nChanged 62 SP:Iteration 156Q (822.413022 sec): 3 clusters Score: Raw -2048209.748028 + Penalty 1938.534672 = -2046271.213356 nChanged 62 SP:Iteration 157Q (822.503169 sec): 3 clusters Score: Raw -2048214.878537 + Penalty 1938.534672 = -2046276.343865 nChanged 69 SP:Iteration 158Q (822.580274 sec): 3 clusters Score: Raw -2048221.898803 + Penalty 1938.534672 = -2046283.364131 nChanged 81 SP:Iteration 159Q (822.665060 sec): 3 clusters Score: Raw -2048230.031711 + Penalty 1938.534672 = -2046291.497038 nChanged 69 SP:Iteration 160F (822.737116 sec): 3 clusters Score: Raw -2048238.982198 + Penalty 1938.534672 = -2046300.447525 nChanged 75 SP:Iteration 161Q (822.811653 sec): 3 clusters Score: Raw -2048249.788149 + Penalty 1938.534672 = -2046311.253477 nChanged 93 SP:Iteration 162Q (822.876349 sec): 3 clusters Score: Raw -2048263.894338 + Penalty 1938.534672 = -2046325.359666 nChanged 97 SP:Iteration 163Q (822.965462 sec): 3 clusters Score: Raw -2048276.127559 + Penalty 1938.534672 = -2046337.592887 nChanged 97 SP:Iteration 164Q (823.031966 sec): 3 clusters Score: Raw -2048288.136878 + Penalty 1938.534672 = -2046349.602206 nChanged 84 SP:Iteration 165Q (823.113801 sec): 3 clusters Score: Raw -2048297.540817 + Penalty 1938.534672 = -2046359.006145 nChanged 79 SP:Iteration 166Q (823.196928 sec): 3 clusters Score: Raw -2048306.605323 + Penalty 1938.534672 = -2046368.070651 nChanged 97 SP:Iteration 167Q (823.285914 sec): 3 clusters Score: Raw -2048319.317266 + Penalty 1938.534672 = -2046380.782594 nChanged 100 SP:Iteration 168Q (823.354617 sec): 3 clusters Score: Raw -2048330.483608 + Penalty 1938.534672 = -2046391.948936 nChanged 86 SP:Iteration 169Q (823.446093 sec): 3 clusters Score: Raw -2048341.123220 + Penalty 1938.534672 = -2046402.588548 nChanged 100 SP:Iteration 170Q (823.526478 sec): 3 clusters Score: Raw -2048353.483117 + Penalty 1938.534672 = -2046414.948445 nChanged 96 SP:Iteration 171Q (823.607574 sec): 3 clusters Score: Raw -2048364.183591 + Penalty 1938.534672 = -2046425.648919 nChanged 89 SP:Iteration 172Q (823.677080 sec): 3 clusters Score: Raw -2048373.913942 + Penalty 1938.534672 = -2046435.379270 nChanged 90 SP:Iteration 173Q (823.752149 sec): 3 clusters Score: Raw -2048383.569587 + Penalty 1938.534672 = -2046445.034915 nChanged 91 SP:Iteration 174Q (823.830099 sec): 3 clusters Score: Raw -2048395.403652 + Penalty 1938.534672 = -2046456.868980 nChanged 107 SP:Iteration 175Q (823.908940 sec): 3 clusters Score: Raw -2048408.373202 + Penalty 1938.534672 = -2046469.838530 nChanged 100 SP:Iteration 176Q (823.991969 sec): 3 clusters Score: Raw -2048420.448771 + Penalty 1938.534672 = -2046481.914099 nChanged 112 SP:Iteration 177Q (824.062480 sec): 3 clusters Score: Raw -2048435.629154 + Penalty 1938.534672 = -2046497.094481 nChanged 115 SP:Iteration 178Q (824.146786 sec): 3 clusters Score: Raw -2048452.631524 + Penalty 1938.534672 = -2046514.096852 nChanged 140 SP:Iteration 179Q (824.223204 sec): 3 clusters Score: Raw -2048476.294163 + Penalty 1938.534672 = -2046537.759490 nChanged 144 SP:Iteration 180F (824.303473 sec): 3 clusters Score: Raw -2048500.332858 + Penalty 1938.534672 = -2046561.798186 nChanged 129 SP:Iteration 181Q (824.375664 sec): 3 clusters Score: Raw -2048521.355280 + Penalty 1938.534672 = -2046582.820608 nChanged 142 SP:Iteration 182Q (824.450852 sec): 3 clusters Score: Raw -2048544.678022 + Penalty 1938.534672 = -2046606.143349 nChanged 145 SP:Iteration 183Q (824.520632 sec): 3 clusters Score: Raw -2048571.100812 + Penalty 1938.534672 = -2046632.566139 nChanged 158 SP:Iteration 184Q (824.597284 sec): 3 clusters Score: Raw -2048603.770781 + Penalty 1938.534672 = -2046665.236109 nChanged 168 SP:Iteration 185Q (824.674082 sec): 3 clusters Score: Raw -2048640.402965 + Penalty 1938.534672 = -2046701.868293 nChanged 174 SP:Iteration 186Q (824.744425 sec): 3 clusters Score: Raw -2048678.111612 + Penalty 1938.534672 = -2046739.576940 nChanged 176 SP:Iteration 187Q (824.817447 sec): 3 clusters Score: Raw -2048718.816087 + Penalty 1938.534672 = -2046780.281415 nChanged 192 SP:Iteration 188Q (824.893449 sec): 3 clusters Score: Raw -2048767.047161 + Penalty 1938.534672 = -2046828.512489 nChanged 188 SP:Iteration 189Q (824.960759 sec): 3 clusters Score: Raw -2048815.202989 + Penalty 1938.534672 = -2046876.668317 nChanged 179 SP:Iteration 190Q (825.029172 sec): 3 clusters Score: Raw -2048869.269030 + Penalty 1938.534672 = -2046930.734358 nChanged 187 SP:Iteration 191Q (825.096878 sec): 3 clusters Score: Raw -2048926.324539 + Penalty 1938.534672 = -2046987.789866 nChanged 194 SP:Iteration 192Q (825.165298 sec): 3 clusters Score: Raw -2048989.774960 + Penalty 1938.534672 = -2047051.240287 nChanged 200 SP:Iteration 193Q (825.242752 sec): 3 clusters Score: Raw -2049057.017314 + Penalty 1938.534672 = -2047118.482642 nChanged 185 SP:Iteration 194Q (825.317502 sec): 3 clusters Score: Raw -2049118.158760 + Penalty 1938.534672 = -2047179.624088 nChanged 168 SP:Iteration 195Q (825.398136 sec): 3 clusters Score: Raw -2049174.678247 + Penalty 1938.534672 = -2047236.143575 nChanged 162 SP:Iteration 196Q (825.475235 sec): 3 clusters Score: Raw -2049230.975870 + Penalty 1938.534672 = -2047292.441198 nChanged 152 SP:Iteration 197Q (825.548560 sec): 3 clusters Score: Raw -2049279.054403 + Penalty 1938.534672 = -2047340.519731 nChanged 143 SP:Iteration 198Q (825.615801 sec): 3 clusters Score: Raw -2049324.591783 + Penalty 1938.534672 = -2047386.057111 nChanged 118 SP:Iteration 199Q (825.686951 sec): 3 clusters Score: Raw -2049362.514634 + Penalty 1938.534672 = -2047423.979961 nChanged 110 SP:Iteration 200F (825.754354 sec): 3 clusters Score: Raw -2049398.520837 + Penalty 1938.534672 = -2047459.986165 nChanged 118 SP:Iteration 201Q (825.832161 sec): 3 clusters Score: Raw -2049437.255809 + Penalty 1938.534672 = -2047498.721137 nChanged 106 SP:Iteration 202Q (825.901637 sec): 3 clusters Score: Raw -2049474.778805 + Penalty 1938.534672 = -2047536.244133 nChanged 88 SP:Iteration 203Q (825.985254 sec): 3 clusters Score: Raw -2049511.098083 + Penalty 1938.534672 = -2047572.563411 nChanged 83 SP:Iteration 204Q (826.063509 sec): 3 clusters Score: Raw -2049543.988504 + Penalty 1938.534672 = -2047605.453832 nChanged 76 SP:Iteration 205Q (826.141688 sec): 3 clusters Score: Raw -2049571.937168 + Penalty 1938.534672 = -2047633.402496 nChanged 71 SP:Iteration 206Q (826.217057 sec): 3 clusters Score: Raw -2049599.108286 + Penalty 1938.534672 = -2047660.573614 nChanged 55 SP:Iteration 207Q (826.295389 sec): 3 clusters Score: Raw -2049620.621471 + Penalty 1938.534672 = -2047682.086799 nChanged 43 SP:Iteration 208Q (826.374529 sec): 3 clusters Score: Raw -2049638.380033 + Penalty 1938.534672 = -2047699.845361 nChanged 35 SP:Iteration 209Q (826.438767 sec): 3 clusters Score: Raw -2049651.083967 + Penalty 1938.534672 = -2047712.549295 nChanged 24 SP:Iteration 210Q (826.520448 sec): 3 clusters Score: Raw -2049659.046257 + Penalty 1938.534672 = -2047720.511584 nChanged 25 SP:Iteration 211Q (826.595899 sec): 3 clusters Score: Raw -2049667.157205 + Penalty 1938.534672 = -2047728.622533 nChanged 23 SP:Iteration 212Q (826.662254 sec): 3 clusters Score: Raw -2049674.621353 + Penalty 1938.534672 = -2047736.086681 nChanged 18 SP:Iteration 213Q (826.741467 sec): 3 clusters Score: Raw -2049680.226260 + Penalty 1938.534672 = -2047741.691588 nChanged 19 SP:Iteration 214Q (826.819839 sec): 3 clusters Score: Raw -2049685.533626 + Penalty 1938.534672 = -2047746.998954 nChanged 16 SP:Iteration 215Q (826.895602 sec): 3 clusters Score: Raw -2049690.471286 + Penalty 1938.534672 = -2047751.936613 nChanged 20 SP:Iteration 216Q (826.972309 sec): 3 clusters Score: Raw -2049696.781742 + Penalty 1938.534672 = -2047758.247069 nChanged 13 SP:Iteration 217Q (827.046589 sec): 3 clusters Score: Raw -2049700.490999 + Penalty 1938.534672 = -2047761.956327 nChanged 12 SP:Iteration 218Q (827.111892 sec): 3 clusters Score: Raw -2049704.564370 + Penalty 1938.534672 = -2047766.029697 nChanged 12 SP:Iteration 219Q (827.149965 sec): 3 clusters Score: Raw -2049708.609820 + Penalty 1938.534672 = -2047770.075147 nChanged 12 SP:Iteration 220F (827.194714 sec): 3 clusters Score: Raw -2049712.305457 + Penalty 1938.534672 = -2047773.770784 nChanged 11 SP:Iteration 221Q (827.234484 sec): 3 clusters Score: Raw -2049715.357161 + Penalty 1938.534672 = -2047776.822489 nChanged 6 SP:Iteration 222Q (827.273745 sec): 3 clusters Score: Raw -2049717.054684 + Penalty 1938.534672 = -2047778.520011 nChanged 7 SP:Iteration 223Q (827.313202 sec): 3 clusters Score: Raw -2049719.121624 + Penalty 1938.534672 = -2047780.586951 nChanged 2 SP:Iteration 224Q (827.352594 sec): 3 clusters Score: Raw -2049719.515241 + Penalty 1938.534672 = -2047780.980569 nChanged 2 SP:Iteration 225Q (827.391425 sec): 3 clusters Score: Raw -2049720.247907 + Penalty 1938.534672 = -2047781.713235 nChanged 2 SP:Iteration 226Q (827.430582 sec): 3 clusters Score: Raw -2049720.807312 + Penalty 1938.534672 = -2047782.272639 nChanged 3 SP:Iteration 227Q (827.469932 sec): 3 clusters Score: Raw -2049721.635418 + Penalty 1938.534672 = -2047783.100745 nChanged 4 SP:Iteration 228Q (827.509466 sec): 3 clusters Score: Raw -2049723.644826 + Penalty 1938.534672 = -2047785.110154 nChanged 2 SP:Iteration 229Q (827.548885 sec): 3 clusters Score: Raw -2049725.073453 + Penalty 1938.534672 = -2047786.538781 nChanged 3 SP:Iteration 230Q (827.588350 sec): 3 clusters Score: Raw -2049725.738614 + Penalty 1938.534672 = -2047787.203942 nChanged 5 SP:Iteration 231Q (827.627597 sec): 3 clusters Score: Raw -2049727.680316 + Penalty 1938.534672 = -2047789.145644 nChanged 7 SP:Iteration 232Q (827.667175 sec): 3 clusters Score: Raw -2049730.769041 + Penalty 1938.534672 = -2047792.234369 nChanged 4 SP:Iteration 233Q (827.706122 sec): 3 clusters Score: Raw -2049732.349817 + Penalty 1938.534672 = -2047793.815145 nChanged 4 SP:Iteration 234Q (827.745667 sec): 3 clusters Score: Raw -2049733.173411 + Penalty 1938.534672 = -2047794.638739 nChanged 2 SP:Iteration 235Q (827.785050 sec): 3 clusters Score: Raw -2049733.841147 + Penalty 1938.534672 = -2047795.306475 nChanged 1 SP:Iteration 236Q (827.824081 sec): 3 clusters Score: Raw -2049734.055241 + Penalty 1938.534672 = -2047795.520569 nChanged 0 SP:Iteration 237F (827.868819 sec): 3 clusters Score: Raw -2049734.055241 + Penalty 1938.534672 = -2047795.520569 nChanged 0 Trying to split cluster 2 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (827.882287 sec): 2 clusters Score: Raw -167809.270541 + Penalty 726.448982 = -167082.821559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (827.891057 sec): 3 clusters Score: Raw -166838.993128 + Penalty 1452.897964 = -165386.095164 nChanged 821 SP:Iteration 1F (827.898944 sec): 3 clusters Score: Raw -167363.496156 + Penalty 1452.897964 = -165910.598191 nChanged 183 SP:Iteration 2F (827.906846 sec): 3 clusters Score: Raw -167499.243280 + Penalty 1452.897964 = -166046.345316 nChanged 135 SP:Iteration 3F (827.914800 sec): 3 clusters Score: Raw -167619.625232 + Penalty 1452.897964 = -166166.727267 nChanged 128 SP:Iteration 4F (827.922730 sec): 3 clusters Score: Raw -167743.379110 + Penalty 1452.897964 = -166290.481146 nChanged 108 SP:Iteration 5F (827.930645 sec): 3 clusters Score: Raw -167864.567144 + Penalty 1452.897964 = -166411.669180 nChanged 96 SP:Iteration 6Q (827.951200 sec): 3 clusters Score: Raw -167956.432248 + Penalty 1452.897964 = -166503.534284 nChanged 81 SP:Iteration 7Q (827.959473 sec): 3 clusters Score: Raw -168021.367396 + Penalty 1452.897964 = -166568.469432 nChanged 46 SP:Iteration 8Q (827.967315 sec): 3 clusters Score: Raw -168057.538117 + Penalty 1452.897964 = -166604.640153 nChanged 42 SP:Iteration 9Q (827.975072 sec): 3 clusters Score: Raw -168102.001864 + Penalty 1452.897964 = -166649.103900 nChanged 40 SP:Iteration 10Q (827.982855 sec): 3 clusters Score: Raw -168130.775842 + Penalty 1452.897964 = -166677.877877 nChanged 25 SP:Iteration 11Q (827.990605 sec): 3 clusters Score: Raw -168145.249837 + Penalty 1452.897964 = -166692.351873 nChanged 22 SP:Iteration 12Q (827.998271 sec): 3 clusters Score: Raw -168163.114090 + Penalty 1452.897964 = -166710.216126 nChanged 14 SP:Iteration 13Q (828.005912 sec): 3 clusters Score: Raw -168176.334750 + Penalty 1452.897964 = -166723.436786 nChanged 10 SP:Iteration 14Q (828.013563 sec): 3 clusters Score: Raw -168182.637324 + Penalty 1452.897964 = -166729.739360 nChanged 7 SP:Iteration 15Q (828.021241 sec): 3 clusters Score: Raw -168185.923219 + Penalty 1452.897964 = -166733.025255 nChanged 7 SP:Iteration 16Q (828.028879 sec): 3 clusters Score: Raw -168188.319729 + Penalty 1452.897964 = -166735.421765 nChanged 2 SP:Iteration 17Q (828.036511 sec): 3 clusters Score: Raw -168188.975488 + Penalty 1452.897964 = -166736.077524 nChanged 2 SP:Iteration 18Q (828.044063 sec): 3 clusters Score: Raw -168189.669689 + Penalty 1452.897964 = -166736.771725 nChanged 0 SP:Iteration 19F (828.086109 sec): 3 clusters Score: Raw -168189.669689 + Penalty 1452.897964 = -166736.771725 nChanged 0 Trying to split cluster 3 (24075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (828.136517 sec): 2 clusters Score: Raw -1723939.957797 + Penalty 958.448277 = -1722981.509520 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (828.207011 sec): 3 clusters Score: Raw -1708787.444560 + Penalty 1916.896555 = -1706870.548005 nChanged 11391 SP:Iteration 1F (828.283183 sec): 3 clusters Score: Raw -1715308.688725 + Penalty 1916.896555 = -1713391.792170 nChanged 1371 SP:Iteration 2F (828.349432 sec): 3 clusters Score: Raw -1715902.218943 + Penalty 1916.896555 = -1713985.322388 nChanged 1495 SP:Iteration 3F (828.415896 sec): 3 clusters Score: Raw -1716731.734310 + Penalty 1916.896555 = -1714814.837755 nChanged 1670 SP:Iteration 4F (828.499204 sec): 3 clusters Score: Raw -1717877.529201 + Penalty 1916.896555 = -1715960.632646 nChanged 1798 SP:Iteration 5F (828.572776 sec): 3 clusters Score: Raw -1719347.318029 + Penalty 1916.896555 = -1717430.421474 nChanged 1676 SP:Iteration 6F (828.643459 sec): 3 clusters Score: Raw -1720829.640065 + Penalty 1916.896555 = -1718912.743510 nChanged 1357 SP:Iteration 7F (828.709890 sec): 3 clusters Score: Raw -1721944.267504 + Penalty 1916.896555 = -1720027.370949 nChanged 957 SP:Iteration 8Q (828.783542 sec): 3 clusters Score: Raw -1722696.982472 + Penalty 1916.896555 = -1720780.085917 nChanged 666 SP:Iteration 9Q (828.852262 sec): 3 clusters Score: Raw -1723177.839442 + Penalty 1916.896555 = -1721260.942887 nChanged 455 SP:Iteration 10Q (828.925994 sec): 3 clusters Score: Raw -1723494.930182 + Penalty 1916.896555 = -1721578.033627 nChanged 330 SP:Iteration 11Q (829.007540 sec): 3 clusters Score: Raw -1723711.367828 + Penalty 1916.896555 = -1721794.471273 nChanged 238 SP:Iteration 12Q (829.066964 sec): 3 clusters Score: Raw -1723868.953962 + Penalty 1916.896555 = -1721952.057407 nChanged 169 SP:Iteration 13Q (829.140102 sec): 3 clusters Score: Raw -1723974.463768 + Penalty 1916.896555 = -1722057.567213 nChanged 123 SP:Iteration 14Q (829.201536 sec): 3 clusters Score: Raw -1724048.046849 + Penalty 1916.896555 = -1722131.150294 nChanged 84 SP:Iteration 15Q (829.270604 sec): 3 clusters Score: Raw -1724082.760994 + Penalty 1916.896555 = -1722165.864439 nChanged 46 SP:Iteration 16Q (829.341505 sec): 3 clusters Score: Raw -1724105.488291 + Penalty 1916.896555 = -1722188.591736 nChanged 35 SP:Iteration 17Q (829.411790 sec): 3 clusters Score: Raw -1724122.532423 + Penalty 1916.896555 = -1722205.635868 nChanged 40 SP:Iteration 18Q (829.481698 sec): 3 clusters Score: Raw -1724140.693339 + Penalty 1916.896555 = -1722223.796784 nChanged 28 SP:Iteration 19Q (829.551917 sec): 3 clusters Score: Raw -1724153.290620 + Penalty 1916.896555 = -1722236.394065 nChanged 28 SP:Iteration 20F (829.619569 sec): 3 clusters Score: Raw -1724163.756854 + Penalty 1916.896555 = -1722246.860299 nChanged 28 SP:Iteration 21Q (829.689281 sec): 3 clusters Score: Raw -1724176.292245 + Penalty 1916.896555 = -1722259.395690 nChanged 27 SP:Iteration 22Q (829.762410 sec): 3 clusters Score: Raw -1724190.245171 + Penalty 1916.896555 = -1722273.348616 nChanged 20 SP:Iteration 23Q (829.831262 sec): 3 clusters Score: Raw -1724200.386857 + Penalty 1916.896555 = -1722283.490302 nChanged 17 SP:Iteration 24Q (829.906107 sec): 3 clusters Score: Raw -1724207.723042 + Penalty 1916.896555 = -1722290.826487 nChanged 14 SP:Iteration 25Q (829.979295 sec): 3 clusters Score: Raw -1724214.365121 + Penalty 1916.896555 = -1722297.468566 nChanged 10 SP:Iteration 26Q (830.053369 sec): 3 clusters Score: Raw -1724218.207521 + Penalty 1916.896555 = -1722301.310966 nChanged 9 SP:Iteration 27Q (830.127016 sec): 3 clusters Score: Raw -1724221.035145 + Penalty 1916.896555 = -1722304.138590 nChanged 5 SP:Iteration 28Q (830.200719 sec): 3 clusters Score: Raw -1724222.641714 + Penalty 1916.896555 = -1722305.745159 nChanged 4 SP:Iteration 29Q (830.274015 sec): 3 clusters Score: Raw -1724223.527523 + Penalty 1916.896555 = -1722306.630968 nChanged 4 SP:Iteration 30Q (830.346950 sec): 3 clusters Score: Raw -1724224.664004 + Penalty 1916.896555 = -1722307.767449 nChanged 4 SP:Iteration 31Q (830.420505 sec): 3 clusters Score: Raw -1724225.556258 + Penalty 1916.896555 = -1722308.659703 nChanged 2 SP:Iteration 32Q (830.492393 sec): 3 clusters Score: Raw -1724225.806905 + Penalty 1916.896555 = -1722308.910350 nChanged 0 SP:Iteration 33F (830.563203 sec): 3 clusters Score: Raw -1724225.806905 + Penalty 1916.896555 = -1722308.910350 nChanged 0 Trying to split cluster 4 (16959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (830.610289 sec): 2 clusters Score: Raw -1231502.375406 + Penalty 925.162625 = -1230577.212782 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (830.679216 sec): 3 clusters Score: Raw -1220912.451268 + Penalty 1850.325250 = -1219062.126019 nChanged 7871 SP:Iteration 1F (830.744783 sec): 3 clusters Score: Raw -1225829.689008 + Penalty 1850.325250 = -1223979.363758 nChanged 1226 SP:Iteration 2F (830.813801 sec): 3 clusters Score: Raw -1226535.669095 + Penalty 1850.325250 = -1224685.343845 nChanged 1292 SP:Iteration 3F (830.883683 sec): 3 clusters Score: Raw -1227384.091637 + Penalty 1850.325250 = -1225533.766387 nChanged 1228 SP:Iteration 4F (830.941995 sec): 3 clusters Score: Raw -1228220.454689 + Penalty 1850.325250 = -1226370.129440 nChanged 1113 SP:Iteration 5F (831.019418 sec): 3 clusters Score: Raw -1228997.605044 + Penalty 1850.325250 = -1227147.279794 nChanged 952 SP:Iteration 6F (831.089183 sec): 3 clusters Score: Raw -1229691.088521 + Penalty 1850.325250 = -1227840.763271 nChanged 788 SP:Iteration 7Q (831.152935 sec): 3 clusters Score: Raw -1230284.407845 + Penalty 1850.325250 = -1228434.082595 nChanged 625 SP:Iteration 8Q (831.208671 sec): 3 clusters Score: Raw -1230731.641229 + Penalty 1850.325250 = -1228881.315980 nChanged 435 SP:Iteration 9Q (831.273034 sec): 3 clusters Score: Raw -1231034.839045 + Penalty 1850.325250 = -1229184.513796 nChanged 311 SP:Iteration 10Q (831.342875 sec): 3 clusters Score: Raw -1231261.631594 + Penalty 1850.325250 = -1229411.306344 nChanged 193 SP:Iteration 11Q (831.415534 sec): 3 clusters Score: Raw -1231391.050546 + Penalty 1850.325250 = -1229540.725296 nChanged 121 SP:Iteration 12Q (831.475173 sec): 3 clusters Score: Raw -1231478.119356 + Penalty 1850.325250 = -1229627.794106 nChanged 72 SP:Iteration 13Q (831.539548 sec): 3 clusters Score: Raw -1231528.697384 + Penalty 1850.325250 = -1229678.372134 nChanged 49 SP:Iteration 14Q (831.609411 sec): 3 clusters Score: Raw -1231564.801709 + Penalty 1850.325250 = -1229714.476459 nChanged 29 SP:Iteration 15Q (831.675001 sec): 3 clusters Score: Raw -1231588.972209 + Penalty 1850.325250 = -1229738.646959 nChanged 22 SP:Iteration 16Q (831.741559 sec): 3 clusters Score: Raw -1231607.738722 + Penalty 1850.325250 = -1229757.413472 nChanged 21 SP:Iteration 17Q (831.805030 sec): 3 clusters Score: Raw -1231630.366016 + Penalty 1850.325250 = -1229780.040766 nChanged 16 SP:Iteration 18Q (831.869060 sec): 3 clusters Score: Raw -1231646.887050 + Penalty 1850.325250 = -1229796.561800 nChanged 11 SP:Iteration 19Q (831.933669 sec): 3 clusters Score: Raw -1231653.770418 + Penalty 1850.325250 = -1229803.445168 nChanged 6 SP:Iteration 20F (831.996714 sec): 3 clusters Score: Raw -1231658.052076 + Penalty 1850.325250 = -1229807.726826 nChanged 4 SP:Iteration 21Q (832.054148 sec): 3 clusters Score: Raw -1231661.554876 + Penalty 1850.325250 = -1229811.229626 nChanged 5 SP:Iteration 22Q (832.119825 sec): 3 clusters Score: Raw -1231665.138014 + Penalty 1850.325250 = -1229814.812765 nChanged 5 SP:Iteration 23Q (832.179581 sec): 3 clusters Score: Raw -1231668.894117 + Penalty 1850.325250 = -1229818.568867 nChanged 5 SP:Iteration 24Q (832.244221 sec): 3 clusters Score: Raw -1231672.550862 + Penalty 1850.325250 = -1229822.225612 nChanged 2 SP:Iteration 25Q (832.312089 sec): 3 clusters Score: Raw -1231673.201613 + Penalty 1850.325250 = -1229822.876363 nChanged 1 SP:Iteration 26Q (832.377335 sec): 3 clusters Score: Raw -1231674.003688 + Penalty 1850.325250 = -1229823.678438 nChanged 0 SP:Iteration 27F (832.441150 sec): 3 clusters Score: Raw -1231674.003688 + Penalty 1850.325250 = -1229823.678438 nChanged 0 Trying to split cluster 5 (2114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (832.465780 sec): 2 clusters Score: Raw -150121.871063 + Penalty 727.352031 = -149394.519032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (832.517898 sec): 3 clusters Score: Raw -149088.464701 + Penalty 1454.704062 = -147633.760640 nChanged 823 SP:Iteration 1F (832.569082 sec): 3 clusters Score: Raw -149560.174760 + Penalty 1454.704062 = -148105.470698 nChanged 158 SP:Iteration 2F (832.605781 sec): 3 clusters Score: Raw -149651.913535 + Penalty 1454.704062 = -148197.209474 nChanged 107 SP:Iteration 3F (832.656696 sec): 3 clusters Score: Raw -149720.090263 + Penalty 1454.704062 = -148265.386202 nChanged 88 SP:Iteration 4Q (832.707318 sec): 3 clusters Score: Raw -149769.678017 + Penalty 1454.704062 = -148314.973955 nChanged 74 SP:Iteration 5Q (832.769799 sec): 3 clusters Score: Raw -149808.434867 + Penalty 1454.704062 = -148353.730805 nChanged 57 SP:Iteration 6Q (832.809205 sec): 3 clusters Score: Raw -149838.951669 + Penalty 1454.704062 = -148384.247608 nChanged 54 SP:Iteration 7Q (832.859963 sec): 3 clusters Score: Raw -149871.779111 + Penalty 1454.704062 = -148417.075050 nChanged 61 SP:Iteration 8Q (832.910374 sec): 3 clusters Score: Raw -149910.095137 + Penalty 1454.704062 = -148455.391075 nChanged 55 SP:Iteration 9Q (832.960000 sec): 3 clusters Score: Raw -149941.083812 + Penalty 1454.704062 = -148486.379751 nChanged 59 SP:Iteration 10Q (833.010904 sec): 3 clusters Score: Raw -149978.519155 + Penalty 1454.704062 = -148523.815094 nChanged 54 SP:Iteration 11Q (833.061552 sec): 3 clusters Score: Raw -150011.882636 + Penalty 1454.704062 = -148557.178574 nChanged 43 SP:Iteration 12Q (833.111987 sec): 3 clusters Score: Raw -150036.989059 + Penalty 1454.704062 = -148582.284997 nChanged 45 SP:Iteration 13Q (833.162234 sec): 3 clusters Score: Raw -150073.025201 + Penalty 1454.704062 = -148618.321140 nChanged 57 SP:Iteration 14Q (833.212717 sec): 3 clusters Score: Raw -150115.659409 + Penalty 1454.704062 = -148660.955347 nChanged 54 SP:Iteration 15Q (833.256411 sec): 3 clusters Score: Raw -150150.799243 + Penalty 1454.704062 = -148696.095182 nChanged 44 SP:Iteration 16Q (833.306835 sec): 3 clusters Score: Raw -150176.501348 + Penalty 1454.704062 = -148721.797287 nChanged 41 SP:Iteration 17Q (833.357186 sec): 3 clusters Score: Raw -150205.945919 + Penalty 1454.704062 = -148751.241857 nChanged 42 SP:Iteration 18Q (833.407703 sec): 3 clusters Score: Raw -150256.257836 + Penalty 1454.704062 = -148801.553774 nChanged 64 SP:Iteration 19Q (833.450660 sec): 3 clusters Score: Raw -150318.486375 + Penalty 1454.704062 = -148863.782313 nChanged 63 SP:Iteration 20F (833.501092 sec): 3 clusters Score: Raw -150398.037711 + Penalty 1454.704062 = -148943.333649 nChanged 78 SP:Iteration 21Q (833.551380 sec): 3 clusters Score: Raw -150467.290447 + Penalty 1454.704062 = -149012.586385 nChanged 50 SP:Iteration 22Q (833.591005 sec): 3 clusters Score: Raw -150509.739571 + Penalty 1454.704062 = -149055.035509 nChanged 48 SP:Iteration 23Q (833.641203 sec): 3 clusters Score: Raw -150545.640790 + Penalty 1454.704062 = -149090.936728 nChanged 52 SP:Iteration 24Q (833.687708 sec): 3 clusters Score: Raw -150591.190608 + Penalty 1454.704062 = -149136.486547 nChanged 59 SP:Iteration 25Q (833.737902 sec): 3 clusters Score: Raw -150655.849415 + Penalty 1454.704062 = -149201.145353 nChanged 65 SP:Iteration 26Q (833.783619 sec): 3 clusters Score: Raw -150768.790723 + Penalty 1454.704062 = -149314.086662 nChanged 56 SP:Iteration 27Q (833.833831 sec): 3 clusters Score: Raw -150873.115156 + Penalty 1454.704062 = -149418.411095 nChanged 54 SP:Iteration 28Q (833.883776 sec): 3 clusters Score: Raw -151014.493527 + Penalty 1454.704062 = -149559.789465 nChanged 44 SP:Iteration 29Q (833.925743 sec): 3 clusters Score: Raw -151151.848607 + Penalty 1454.704062 = -149697.144545 nChanged 15 SP:Iteration 30Q (833.975536 sec): 3 clusters Score: Raw -151176.061124 + Penalty 1454.704062 = -149721.357062 nChanged 1 SP:Iteration 31Q (834.022141 sec): 3 clusters Score: Raw -151176.678433 + Penalty 1454.704062 = -149721.974372 nChanged 1 SP:Iteration 32Q (834.072608 sec): 3 clusters Score: Raw -151177.371286 + Penalty 1454.704062 = -149722.667225 nChanged 0 SP:Iteration 33F (834.124333 sec): 3 clusters Score: Raw -151177.371286 + Penalty 1454.704062 = -149722.667225 nChanged 0 Score: Raw -25394206.832532 + Penalty 26720.276661 = -25367486.555871 Splitting cluster 5 changes total score from -25367645.070300 to -25367486.555871 So it's not getting split. Trying to split cluster 6 (476 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (837.990820 sec): 2 clusters Score: Raw -27405.818813 + Penalty 585.714696 = -26820.104117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (838.040782 sec): 3 clusters Score: Raw -27362.711463 + Penalty 1171.429392 = -26191.282070 nChanged 149 SP:Iteration 1F (838.076234 sec): 3 clusters Score: Raw -27637.240044 + Penalty 1171.429392 = -26465.810652 nChanged 66 SP:Iteration 2F (838.117905 sec): 3 clusters Score: Raw -27782.244595 + Penalty 1171.429392 = -26610.815202 nChanged 32 SP:Iteration 3F (838.159245 sec): 3 clusters Score: Raw -27881.090837 + Penalty 1171.429392 = -26709.661445 nChanged 18 SP:Iteration 4Q (838.194614 sec): 3 clusters Score: Raw -27941.376335 + Penalty 1171.429392 = -26769.946942 nChanged 17 SP:Iteration 5Q (838.243815 sec): 3 clusters Score: Raw -27990.008131 + Penalty 1171.429392 = -26818.578738 nChanged 12 SP:Iteration 6Q (838.290761 sec): 3 clusters Score: Raw -28033.417249 + Penalty 1171.429392 = -26861.987857 nChanged 11 SP:Iteration 7Q (838.340556 sec): 3 clusters Score: Raw -28092.892337 + Penalty 1171.429392 = -26921.462945 nChanged 10 SP:Iteration 8Q (838.387026 sec): 3 clusters Score: Raw -28134.992206 + Penalty 1171.429392 = -26963.562813 nChanged 6 SP:Iteration 9Q (838.436689 sec): 3 clusters Score: Raw -28173.642979 + Penalty 1171.429392 = -27002.213587 nChanged 9 SP:Iteration 10Q (838.484516 sec): 3 clusters Score: Raw -28234.719449 + Penalty 1171.429392 = -27063.290057 nChanged 10 SP:Iteration 11Q (838.528706 sec): 3 clusters Score: Raw -28281.945588 + Penalty 1171.429392 = -27110.516195 nChanged 7 SP:Iteration 12Q (838.574896 sec): 3 clusters Score: Raw -28311.464208 + Penalty 1171.429392 = -27140.034816 nChanged 6 SP:Iteration 13Q (838.623843 sec): 3 clusters Score: Raw -28329.454571 + Penalty 1171.429392 = -27158.025179 nChanged 5 SP:Iteration 14Q (838.674125 sec): 3 clusters Score: Raw -28345.543565 + Penalty 1171.429392 = -27174.114173 nChanged 3 SP:Iteration 15Q (838.716789 sec): 3 clusters Score: Raw -28352.394439 + Penalty 1171.429392 = -27180.965047 nChanged 1 SP:Iteration 16Q (838.758438 sec): 3 clusters Score: Raw -28354.159866 + Penalty 1171.429392 = -27182.730474 nChanged 1 SP:Iteration 17Q (838.808977 sec): 3 clusters Score: Raw -28355.239839 + Penalty 1171.429392 = -27183.810447 nChanged 0 SP:Iteration 18F (838.858782 sec): 3 clusters Score: Raw -28355.239839 + Penalty 1171.429392 = -27183.810447 nChanged 0 Score: Raw -25394100.753335 + Penalty 26720.276661 = -25367380.476674 Splitting cluster 6 changes total score from -25367645.070300 to -25367380.476674 So it's not getting split. Trying to split cluster 7 (37888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (843.169546 sec): 2 clusters Score: Raw -2843730.860308 + Penalty 1001.527023 = -2842729.333284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (843.262852 sec): 3 clusters Score: Raw -2819510.106507 + Penalty 2003.054046 = -2817507.052461 nChanged 17952 SP:Iteration 1F (843.353910 sec): 3 clusters Score: Raw -2829986.405339 + Penalty 2003.054046 = -2827983.351293 nChanged 1592 SP:Iteration 2Q (843.454952 sec): 3 clusters Score: Raw -2830621.023836 + Penalty 2003.054046 = -2828617.969790 nChanged 1960 SP:Iteration 3F (843.554122 sec): 3 clusters Score: Raw -2831689.048329 + Penalty 2003.054046 = -2829685.994282 nChanged 2453 SP:Iteration 4F (843.636961 sec): 3 clusters Score: Raw -2833465.509670 + Penalty 2003.054046 = -2831462.455623 nChanged 2785 SP:Iteration 5F (843.727302 sec): 3 clusters Score: Raw -2835684.127884 + Penalty 2003.054046 = -2833681.073837 nChanged 2630 SP:Iteration 6F (843.822992 sec): 3 clusters Score: Raw -2837936.017573 + Penalty 2003.054046 = -2835932.963527 nChanged 2225 SP:Iteration 7F (843.917452 sec): 3 clusters Score: Raw -2839588.536096 + Penalty 2003.054046 = -2837585.482049 nChanged 1597 SP:Iteration 8Q (844.012594 sec): 3 clusters Score: Raw -2840442.275931 + Penalty 2003.054046 = -2838439.221885 nChanged 975 SP:Iteration 9Q (844.104647 sec): 3 clusters Score: Raw -2840762.310474 + Penalty 2003.054046 = -2838759.256428 nChanged 564 SP:Iteration 10Q (844.186579 sec): 3 clusters Score: Raw -2840893.883228 + Penalty 2003.054046 = -2838890.829181 nChanged 382 SP:Iteration 11Q (844.278893 sec): 3 clusters Score: Raw -2840983.186099 + Penalty 2003.054046 = -2838980.132052 nChanged 339 SP:Iteration 12Q (844.371529 sec): 3 clusters Score: Raw -2841047.256558 + Penalty 2003.054046 = -2839044.202511 nChanged 273 SP:Iteration 13Q (844.458766 sec): 3 clusters Score: Raw -2841093.046708 + Penalty 2003.054046 = -2839089.992661 nChanged 211 SP:Iteration 14Q (844.550378 sec): 3 clusters Score: Raw -2841122.005746 + Penalty 2003.054046 = -2839118.951700 nChanged 196 SP:Iteration 15Q (844.642952 sec): 3 clusters Score: Raw -2841149.089110 + Penalty 2003.054046 = -2839146.035063 nChanged 174 SP:Iteration 16Q (844.730653 sec): 3 clusters Score: Raw -2841172.959873 + Penalty 2003.054046 = -2839169.905827 nChanged 178 SP:Iteration 17Q (844.814141 sec): 3 clusters Score: Raw -2841200.640178 + Penalty 2003.054046 = -2839197.586132 nChanged 194 SP:Iteration 18Q (844.897181 sec): 3 clusters Score: Raw -2841231.274191 + Penalty 2003.054046 = -2839228.220145 nChanged 173 SP:Iteration 19Q (844.993543 sec): 3 clusters Score: Raw -2841256.092050 + Penalty 2003.054046 = -2839253.038003 nChanged 172 SP:Iteration 20F (845.075693 sec): 3 clusters Score: Raw -2841280.288561 + Penalty 2003.054046 = -2839277.234514 nChanged 142 SP:Iteration 21Q (845.173102 sec): 3 clusters Score: Raw -2841300.699337 + Penalty 2003.054046 = -2839297.645291 nChanged 137 SP:Iteration 22Q (845.261150 sec): 3 clusters Score: Raw -2841318.533783 + Penalty 2003.054046 = -2839315.479737 nChanged 141 SP:Iteration 23Q (845.355594 sec): 3 clusters Score: Raw -2841340.428041 + Penalty 2003.054046 = -2839337.373995 nChanged 135 SP:Iteration 24Q (845.454609 sec): 3 clusters Score: Raw -2841361.892992 + Penalty 2003.054046 = -2839358.838946 nChanged 151 SP:Iteration 25Q (845.552491 sec): 3 clusters Score: Raw -2841388.384350 + Penalty 2003.054046 = -2839385.330304 nChanged 177 SP:Iteration 26Q (845.652291 sec): 3 clusters Score: Raw -2841428.627372 + Penalty 2003.054046 = -2839425.573325 nChanged 208 SP:Iteration 27Q (845.748123 sec): 3 clusters Score: Raw -2841485.256675 + Penalty 2003.054046 = -2839482.202629 nChanged 248 SP:Iteration 28Q (845.850217 sec): 3 clusters Score: Raw -2841561.757436 + Penalty 2003.054046 = -2839558.703390 nChanged 287 SP:Iteration 29Q (845.939675 sec): 3 clusters Score: Raw -2841671.866939 + Penalty 2003.054046 = -2839668.812893 nChanged 307 SP:Iteration 30Q (846.027132 sec): 3 clusters Score: Raw -2841813.370111 + Penalty 2003.054046 = -2839810.316065 nChanged 331 SP:Iteration 31Q (846.112789 sec): 3 clusters Score: Raw -2841979.886148 + Penalty 2003.054046 = -2839976.832101 nChanged 362 SP:Iteration 32Q (846.194359 sec): 3 clusters Score: Raw -2842174.037725 + Penalty 2003.054046 = -2840170.983678 nChanged 358 SP:Iteration 33Q (846.286288 sec): 3 clusters Score: Raw -2842354.894643 + Penalty 2003.054046 = -2840351.840597 nChanged 382 SP:Iteration 34Q (846.376654 sec): 3 clusters Score: Raw -2842534.277324 + Penalty 2003.054046 = -2840531.223278 nChanged 338 SP:Iteration 35Q (846.474766 sec): 3 clusters Score: Raw -2842679.476486 + Penalty 2003.054046 = -2840676.422440 nChanged 307 SP:Iteration 36Q (846.560438 sec): 3 clusters Score: Raw -2842788.477509 + Penalty 2003.054046 = -2840785.423463 nChanged 261 SP:Iteration 37Q (846.639843 sec): 3 clusters Score: Raw -2842873.551982 + Penalty 2003.054046 = -2840870.497935 nChanged 237 SP:Iteration 38Q (846.734041 sec): 3 clusters Score: Raw -2842938.383568 + Penalty 2003.054046 = -2840935.329521 nChanged 212 SP:Iteration 39Q (846.827993 sec): 3 clusters Score: Raw -2842998.106050 + Penalty 2003.054046 = -2840995.052004 nChanged 200 SP:Iteration 40F (846.923786 sec): 3 clusters Score: Raw -2843051.950243 + Penalty 2003.054046 = -2841048.896197 nChanged 197 SP:Iteration 41Q (847.017698 sec): 3 clusters Score: Raw -2843099.336204 + Penalty 2003.054046 = -2841096.282157 nChanged 179 SP:Iteration 42Q (847.107220 sec): 3 clusters Score: Raw -2843136.685442 + Penalty 2003.054046 = -2841133.631396 nChanged 174 SP:Iteration 43Q (847.196834 sec): 3 clusters Score: Raw -2843168.316406 + Penalty 2003.054046 = -2841165.262360 nChanged 166 SP:Iteration 44Q (847.278239 sec): 3 clusters Score: Raw -2843197.022921 + Penalty 2003.054046 = -2841193.968875 nChanged 133 SP:Iteration 45Q (847.377182 sec): 3 clusters Score: Raw -2843215.933608 + Penalty 2003.054046 = -2841212.879562 nChanged 118 SP:Iteration 46Q (847.463130 sec): 3 clusters Score: Raw -2843230.879525 + Penalty 2003.054046 = -2841227.825479 nChanged 99 SP:Iteration 47Q (847.549362 sec): 3 clusters Score: Raw -2843243.168302 + Penalty 2003.054046 = -2841240.114255 nChanged 96 SP:Iteration 48Q (847.643606 sec): 3 clusters Score: Raw -2843254.207605 + Penalty 2003.054046 = -2841251.153558 nChanged 97 SP:Iteration 49Q (847.725771 sec): 3 clusters Score: Raw -2843266.068730 + Penalty 2003.054046 = -2841263.014683 nChanged 90 SP:Iteration 50Q (847.812712 sec): 3 clusters Score: Raw -2843276.802322 + Penalty 2003.054046 = -2841273.748276 nChanged 80 SP:Iteration 51Q (847.884947 sec): 3 clusters Score: Raw -2843285.810587 + Penalty 2003.054046 = -2841282.756540 nChanged 82 SP:Iteration 52Q (847.941707 sec): 3 clusters Score: Raw -2843294.576261 + Penalty 2003.054046 = -2841291.522215 nChanged 81 SP:Iteration 53Q (847.997847 sec): 3 clusters Score: Raw -2843305.105290 + Penalty 2003.054046 = -2841302.051243 nChanged 105 SP:Iteration 54Q (848.087226 sec): 3 clusters Score: Raw -2843319.809489 + Penalty 2003.054046 = -2841316.755443 nChanged 105 SP:Iteration 55Q (848.176338 sec): 3 clusters Score: Raw -2843334.478126 + Penalty 2003.054046 = -2841331.424080 nChanged 91 SP:Iteration 56Q (848.263989 sec): 3 clusters Score: Raw -2843345.768922 + Penalty 2003.054046 = -2841342.714876 nChanged 97 SP:Iteration 57Q (848.339123 sec): 3 clusters Score: Raw -2843360.390687 + Penalty 2003.054046 = -2841357.336641 nChanged 127 SP:Iteration 58Q (848.426187 sec): 3 clusters Score: Raw -2843381.687077 + Penalty 2003.054046 = -2841378.633031 nChanged 116 SP:Iteration 59Q (848.501565 sec): 3 clusters Score: Raw -2843400.279709 + Penalty 2003.054046 = -2841397.225662 nChanged 107 SP:Iteration 60F (848.593977 sec): 3 clusters Score: Raw -2843417.633567 + Penalty 2003.054046 = -2841414.579520 nChanged 119 SP:Iteration 61Q (848.676810 sec): 3 clusters Score: Raw -2843437.165934 + Penalty 2003.054046 = -2841434.111887 nChanged 115 SP:Iteration 62Q (848.764697 sec): 3 clusters Score: Raw -2843454.466148 + Penalty 2003.054046 = -2841451.412102 nChanged 107 SP:Iteration 63Q (848.835394 sec): 3 clusters Score: Raw -2843468.997917 + Penalty 2003.054046 = -2841465.943871 nChanged 93 SP:Iteration 64Q (848.920615 sec): 3 clusters Score: Raw -2843482.148880 + Penalty 2003.054046 = -2841479.094834 nChanged 94 SP:Iteration 65Q (849.017937 sec): 3 clusters Score: Raw -2843495.925361 + Penalty 2003.054046 = -2841492.871314 nChanged 96 SP:Iteration 66Q (849.110731 sec): 3 clusters Score: Raw -2843511.985011 + Penalty 2003.054046 = -2841508.930965 nChanged 103 SP:Iteration 67Q (849.201995 sec): 3 clusters Score: Raw -2843529.091256 + Penalty 2003.054046 = -2841526.037209 nChanged 96 SP:Iteration 68Q (849.294058 sec): 3 clusters Score: Raw -2843543.727618 + Penalty 2003.054046 = -2841540.673571 nChanged 87 SP:Iteration 69Q (849.384670 sec): 3 clusters Score: Raw -2843555.712038 + Penalty 2003.054046 = -2841552.657992 nChanged 82 SP:Iteration 70Q (849.436901 sec): 3 clusters Score: Raw -2843568.150085 + Penalty 2003.054046 = -2841565.096039 nChanged 72 SP:Iteration 71Q (849.529847 sec): 3 clusters Score: Raw -2843577.830515 + Penalty 2003.054046 = -2841574.776468 nChanged 73 SP:Iteration 72Q (849.627327 sec): 3 clusters Score: Raw -2843587.879075 + Penalty 2003.054046 = -2841584.825028 nChanged 66 SP:Iteration 73Q (849.719379 sec): 3 clusters Score: Raw -2843597.140731 + Penalty 2003.054046 = -2841594.086684 nChanged 63 SP:Iteration 74Q (849.811909 sec): 3 clusters Score: Raw -2843606.225811 + Penalty 2003.054046 = -2841603.171765 nChanged 67 SP:Iteration 75Q (849.906969 sec): 3 clusters Score: Raw -2843615.316102 + Penalty 2003.054046 = -2841612.262055 nChanged 53 SP:Iteration 76Q (849.999414 sec): 3 clusters Score: Raw -2843622.968207 + Penalty 2003.054046 = -2841619.914160 nChanged 53 SP:Iteration 77Q (850.091772 sec): 3 clusters Score: Raw -2843629.318983 + Penalty 2003.054046 = -2841626.264936 nChanged 42 SP:Iteration 78Q (850.183330 sec): 3 clusters Score: Raw -2843633.362232 + Penalty 2003.054046 = -2841630.308186 nChanged 38 SP:Iteration 79Q (850.239581 sec): 3 clusters Score: Raw -2843636.816596 + Penalty 2003.054046 = -2841633.762550 nChanged 35 SP:Iteration 80F (850.338053 sec): 3 clusters Score: Raw -2843640.743186 + Penalty 2003.054046 = -2841637.689140 nChanged 36 SP:Iteration 81Q (850.421007 sec): 3 clusters Score: Raw -2843644.513503 + Penalty 2003.054046 = -2841641.459457 nChanged 35 SP:Iteration 82Q (850.512171 sec): 3 clusters Score: Raw -2843648.362246 + Penalty 2003.054046 = -2841645.308199 nChanged 31 SP:Iteration 83Q (850.596585 sec): 3 clusters Score: Raw -2843651.226388 + Penalty 2003.054046 = -2841648.172342 nChanged 22 SP:Iteration 84Q (850.685615 sec): 3 clusters Score: Raw -2843653.000452 + Penalty 2003.054046 = -2841649.946405 nChanged 32 SP:Iteration 85Q (850.773883 sec): 3 clusters Score: Raw -2843656.063870 + Penalty 2003.054046 = -2841653.009824 nChanged 37 SP:Iteration 86Q (850.856022 sec): 3 clusters Score: Raw -2843660.130909 + Penalty 2003.054046 = -2841657.076862 nChanged 42 SP:Iteration 87Q (850.941693 sec): 3 clusters Score: Raw -2843664.799875 + Penalty 2003.054046 = -2841661.745829 nChanged 33 SP:Iteration 88Q (851.016595 sec): 3 clusters Score: Raw -2843668.753330 + Penalty 2003.054046 = -2841665.699284 nChanged 35 SP:Iteration 89Q (851.105474 sec): 3 clusters Score: Raw -2843672.688901 + Penalty 2003.054046 = -2841669.634855 nChanged 26 SP:Iteration 90Q (851.189551 sec): 3 clusters Score: Raw -2843674.544864 + Penalty 2003.054046 = -2841671.490817 nChanged 19 SP:Iteration 91Q (851.233787 sec): 3 clusters Score: Raw -2843675.704094 + Penalty 2003.054046 = -2841672.650047 nChanged 15 SP:Iteration 92Q (851.281741 sec): 3 clusters Score: Raw -2843676.855866 + Penalty 2003.054046 = -2841673.801820 nChanged 22 SP:Iteration 93Q (851.365430 sec): 3 clusters Score: Raw -2843679.518843 + Penalty 2003.054046 = -2841676.464797 nChanged 24 SP:Iteration 94Q (851.450299 sec): 3 clusters Score: Raw -2843681.880384 + Penalty 2003.054046 = -2841678.826338 nChanged 27 SP:Iteration 95Q (851.526336 sec): 3 clusters Score: Raw -2843686.147409 + Penalty 2003.054046 = -2841683.093362 nChanged 30 SP:Iteration 96Q (851.618210 sec): 3 clusters Score: Raw -2843690.450872 + Penalty 2003.054046 = -2841687.396826 nChanged 39 SP:Iteration 97Q (851.683708 sec): 3 clusters Score: Raw -2843694.852610 + Penalty 2003.054046 = -2841691.798563 nChanged 38 SP:Iteration 98Q (851.731053 sec): 3 clusters Score: Raw -2843699.369131 + Penalty 2003.054046 = -2841696.315085 nChanged 30 SP:Iteration 99Q (851.778176 sec): 3 clusters Score: Raw -2843702.767286 + Penalty 2003.054046 = -2841699.713240 nChanged 27 SP:Iteration 100F (851.874098 sec): 3 clusters Score: Raw -2843706.582485 + Penalty 2003.054046 = -2841703.528439 nChanged 36 SP:Iteration 101Q (851.961706 sec): 3 clusters Score: Raw -2843712.862411 + Penalty 2003.054046 = -2841709.808364 nChanged 45 SP:Iteration 102Q (852.034386 sec): 3 clusters Score: Raw -2843719.462082 + Penalty 2003.054046 = -2841716.408036 nChanged 35 SP:Iteration 103Q (852.123338 sec): 3 clusters Score: Raw -2843722.992858 + Penalty 2003.054046 = -2841719.938812 nChanged 28 SP:Iteration 104Q (852.210794 sec): 3 clusters Score: Raw -2843725.985883 + Penalty 2003.054046 = -2841722.931837 nChanged 27 SP:Iteration 105Q (852.296403 sec): 3 clusters Score: Raw -2843729.033275 + Penalty 2003.054046 = -2841725.979228 nChanged 24 SP:Iteration 106Q (852.381847 sec): 3 clusters Score: Raw -2843730.931128 + Penalty 2003.054046 = -2841727.877081 nChanged 16 SP:Iteration 107Q (852.460810 sec): 3 clusters Score: Raw -2843732.045366 + Penalty 2003.054046 = -2841728.991320 nChanged 13 SP:Iteration 108Q (852.547443 sec): 3 clusters Score: Raw -2843732.994416 + Penalty 2003.054046 = -2841729.940369 nChanged 13 SP:Iteration 109Q (852.633637 sec): 3 clusters Score: Raw -2843734.028531 + Penalty 2003.054046 = -2841730.974484 nChanged 16 SP:Iteration 110Q (852.722360 sec): 3 clusters Score: Raw -2843735.517338 + Penalty 2003.054046 = -2841732.463291 nChanged 19 SP:Iteration 111Q (852.804541 sec): 3 clusters Score: Raw -2843737.090443 + Penalty 2003.054046 = -2841734.036397 nChanged 16 SP:Iteration 112Q (852.881982 sec): 3 clusters Score: Raw -2843738.562291 + Penalty 2003.054046 = -2841735.508245 nChanged 16 SP:Iteration 113Q (852.964461 sec): 3 clusters Score: Raw -2843739.642604 + Penalty 2003.054046 = -2841736.588557 nChanged 9 SP:Iteration 114Q (853.049983 sec): 3 clusters Score: Raw -2843740.206238 + Penalty 2003.054046 = -2841737.152191 nChanged 4 SP:Iteration 115Q (853.117950 sec): 3 clusters Score: Raw -2843740.417513 + Penalty 2003.054046 = -2841737.363466 nChanged 5 SP:Iteration 116Q (853.204543 sec): 3 clusters Score: Raw -2843740.800242 + Penalty 2003.054046 = -2841737.746196 nChanged 5 SP:Iteration 117Q (853.286562 sec): 3 clusters Score: Raw -2843741.248100 + Penalty 2003.054046 = -2841738.194053 nChanged 8 SP:Iteration 118Q (853.368873 sec): 3 clusters Score: Raw -2843741.731456 + Penalty 2003.054046 = -2841738.677409 nChanged 3 SP:Iteration 119Q (853.443996 sec): 3 clusters Score: Raw -2843741.855683 + Penalty 2003.054046 = -2841738.801636 nChanged 2 SP:Iteration 120F (853.532822 sec): 3 clusters Score: Raw -2843741.985973 + Penalty 2003.054046 = -2841738.931927 nChanged 2 SP:Iteration 121Q (853.619046 sec): 3 clusters Score: Raw -2843742.128430 + Penalty 2003.054046 = -2841739.074384 nChanged 2 SP:Iteration 122Q (853.700462 sec): 3 clusters Score: Raw -2843742.199335 + Penalty 2003.054046 = -2841739.145289 nChanged 1 SP:Iteration 123Q (853.786522 sec): 3 clusters Score: Raw -2843742.245671 + Penalty 2003.054046 = -2841739.191624 nChanged 0 SP:Iteration 124F (853.837343 sec): 3 clusters Score: Raw -2843742.245671 + Penalty 2003.054046 = -2841739.191624 nChanged 0 Trying to split cluster 8 (2649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (853.860882 sec): 2 clusters Score: Raw -190290.670285 + Penalty 748.784061 = -189541.886224 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (853.907138 sec): 3 clusters Score: Raw -188943.197951 + Penalty 1497.568123 = -187445.629828 nChanged 1048 SP:Iteration 1F (853.959573 sec): 3 clusters Score: Raw -189526.955966 + Penalty 1497.568123 = -188029.387843 nChanged 212 SP:Iteration 2F (854.000255 sec): 3 clusters Score: Raw -189627.508237 + Penalty 1497.568123 = -188129.940114 nChanged 112 SP:Iteration 3Q (854.051479 sec): 3 clusters Score: Raw -189667.309012 + Penalty 1497.568123 = -188169.740889 nChanged 91 SP:Iteration 4Q (854.097402 sec): 3 clusters Score: Raw -189707.287537 + Penalty 1497.568123 = -188209.719415 nChanged 73 SP:Iteration 5Q (854.138078 sec): 3 clusters Score: Raw -189744.558042 + Penalty 1497.568123 = -188246.989920 nChanged 79 SP:Iteration 6Q (854.188881 sec): 3 clusters Score: Raw -189786.257070 + Penalty 1497.568123 = -188288.688947 nChanged 85 SP:Iteration 7Q (854.236479 sec): 3 clusters Score: Raw -189830.632752 + Penalty 1497.568123 = -188333.064629 nChanged 79 SP:Iteration 8Q (854.297632 sec): 3 clusters Score: Raw -189880.228301 + Penalty 1497.568123 = -188382.660178 nChanged 98 SP:Iteration 9Q (854.351017 sec): 3 clusters Score: Raw -189948.117849 + Penalty 1497.568123 = -188450.549726 nChanged 107 SP:Iteration 10Q (854.391350 sec): 3 clusters Score: Raw -190027.467312 + Penalty 1497.568123 = -188529.899189 nChanged 97 SP:Iteration 11Q (854.443233 sec): 3 clusters Score: Raw -190092.337849 + Penalty 1497.568123 = -188594.769726 nChanged 74 SP:Iteration 12Q (854.497674 sec): 3 clusters Score: Raw -190142.590836 + Penalty 1497.568123 = -188645.022713 nChanged 60 SP:Iteration 13Q (854.538729 sec): 3 clusters Score: Raw -190178.685093 + Penalty 1497.568123 = -188681.116970 nChanged 46 SP:Iteration 14Q (854.587017 sec): 3 clusters Score: Raw -190209.350775 + Penalty 1497.568123 = -188711.782652 nChanged 48 SP:Iteration 15Q (854.632672 sec): 3 clusters Score: Raw -190237.688009 + Penalty 1497.568123 = -188740.119886 nChanged 44 SP:Iteration 16Q (854.683559 sec): 3 clusters Score: Raw -190258.703939 + Penalty 1497.568123 = -188761.135816 nChanged 29 SP:Iteration 17Q (854.734573 sec): 3 clusters Score: Raw -190269.338572 + Penalty 1497.568123 = -188771.770449 nChanged 16 SP:Iteration 18Q (854.785710 sec): 3 clusters Score: Raw -190276.527603 + Penalty 1497.568123 = -188778.959480 nChanged 18 SP:Iteration 19Q (854.836690 sec): 3 clusters Score: Raw -190283.568097 + Penalty 1497.568123 = -188785.999974 nChanged 11 SP:Iteration 20F (854.872042 sec): 3 clusters Score: Raw -190289.876356 + Penalty 1497.568123 = -188792.308233 nChanged 18 SP:Iteration 21Q (854.916983 sec): 3 clusters Score: Raw -190299.196642 + Penalty 1497.568123 = -188801.628519 nChanged 20 SP:Iteration 22Q (854.955131 sec): 3 clusters Score: Raw -190309.156316 + Penalty 1497.568123 = -188811.588193 nChanged 14 SP:Iteration 23Q (854.993351 sec): 3 clusters Score: Raw -190314.765965 + Penalty 1497.568123 = -188817.197842 nChanged 13 SP:Iteration 24Q (855.036099 sec): 3 clusters Score: Raw -190319.751072 + Penalty 1497.568123 = -188822.182949 nChanged 12 SP:Iteration 25Q (855.080152 sec): 3 clusters Score: Raw -190325.199624 + Penalty 1497.568123 = -188827.631501 nChanged 8 SP:Iteration 26Q (855.131006 sec): 3 clusters Score: Raw -190331.532668 + Penalty 1497.568123 = -188833.964545 nChanged 15 SP:Iteration 27Q (855.176384 sec): 3 clusters Score: Raw -190339.257317 + Penalty 1497.568123 = -188841.689194 nChanged 11 SP:Iteration 28Q (855.206366 sec): 3 clusters Score: Raw -190343.292256 + Penalty 1497.568123 = -188845.724133 nChanged 12 SP:Iteration 29Q (855.257644 sec): 3 clusters Score: Raw -190347.622970 + Penalty 1497.568123 = -188850.054847 nChanged 9 SP:Iteration 30Q (855.308720 sec): 3 clusters Score: Raw -190350.239862 + Penalty 1497.568123 = -188852.671740 nChanged 8 SP:Iteration 31Q (855.361812 sec): 3 clusters Score: Raw -190354.732590 + Penalty 1497.568123 = -188857.164467 nChanged 12 SP:Iteration 32Q (855.401618 sec): 3 clusters Score: Raw -190361.745951 + Penalty 1497.568123 = -188864.177828 nChanged 14 SP:Iteration 33Q (855.452705 sec): 3 clusters Score: Raw -190371.663789 + Penalty 1497.568123 = -188874.095666 nChanged 17 SP:Iteration 34Q (855.503199 sec): 3 clusters Score: Raw -190380.268526 + Penalty 1497.568123 = -188882.700403 nChanged 10 SP:Iteration 35Q (855.544588 sec): 3 clusters Score: Raw -190385.752579 + Penalty 1497.568123 = -188888.184456 nChanged 13 SP:Iteration 36Q (855.595557 sec): 3 clusters Score: Raw -190394.130826 + Penalty 1497.568123 = -188896.562703 nChanged 15 SP:Iteration 37Q (855.655092 sec): 3 clusters Score: Raw -190404.271427 + Penalty 1497.568123 = -188906.703304 nChanged 20 SP:Iteration 38Q (855.688522 sec): 3 clusters Score: Raw -190415.305190 + Penalty 1497.568123 = -188917.737067 nChanged 20 SP:Iteration 39Q (855.732623 sec): 3 clusters Score: Raw -190426.314609 + Penalty 1497.568123 = -188928.746486 nChanged 14 SP:Iteration 40F (855.783060 sec): 3 clusters Score: Raw -190433.888498 + Penalty 1497.568123 = -188936.320375 nChanged 14 SP:Iteration 41Q (855.828315 sec): 3 clusters Score: Raw -190443.983319 + Penalty 1497.568123 = -188946.415196 nChanged 18 SP:Iteration 42Q (855.878867 sec): 3 clusters Score: Raw -190457.261147 + Penalty 1497.568123 = -188959.693024 nChanged 15 SP:Iteration 43Q (855.929592 sec): 3 clusters Score: Raw -190467.103026 + Penalty 1497.568123 = -188969.534903 nChanged 15 SP:Iteration 44Q (855.975289 sec): 3 clusters Score: Raw -190474.955048 + Penalty 1497.568123 = -188977.386925 nChanged 14 SP:Iteration 45Q (856.025812 sec): 3 clusters Score: Raw -190480.799876 + Penalty 1497.568123 = -188983.231753 nChanged 8 SP:Iteration 46Q (856.072220 sec): 3 clusters Score: Raw -190482.260231 + Penalty 1497.568123 = -188984.692108 nChanged 1 SP:Iteration 47Q (856.123088 sec): 3 clusters Score: Raw -190482.543791 + Penalty 1497.568123 = -188984.975668 nChanged 0 SP:Iteration 48F (856.162001 sec): 3 clusters Score: Raw -190482.543791 + Penalty 1497.568123 = -188984.975668 nChanged 0 Trying to split cluster 9 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (856.181486 sec): 2 clusters Score: Raw -13851.466261 + Penalty 523.391892 = -13328.074369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (856.231041 sec): 3 clusters Score: Raw -13906.159648 + Penalty 1046.783784 = -12859.375864 nChanged 59 SP:Iteration 1F (856.280028 sec): 3 clusters Score: Raw -14023.255358 + Penalty 1046.783784 = -12976.471574 nChanged 15 SP:Iteration 2F (856.329653 sec): 3 clusters Score: Raw -14052.132574 + Penalty 1046.783784 = -13005.348790 nChanged 10 SP:Iteration 3Q (856.372072 sec): 3 clusters Score: Raw -14068.802184 + Penalty 1046.783784 = -13022.018400 nChanged 3 SP:Iteration 4Q (856.415640 sec): 3 clusters Score: Raw -14072.871041 + Penalty 1046.783784 = -13026.087257 nChanged 1 SP:Iteration 5Q (856.464642 sec): 3 clusters Score: Raw -14073.100730 + Penalty 1046.783784 = -13026.316946 nChanged 0 SP:Iteration 6F (856.500543 sec): 3 clusters Score: Raw -14073.100730 + Penalty 1046.783784 = -13026.316946 nChanged 0 Trying to split cluster 10 (36516 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (856.567414 sec): 2 clusters Score: Raw -2761309.730269 + Penalty 998.023051 = -2760311.707218 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (856.664391 sec): 3 clusters Score: Raw -2737797.187608 + Penalty 1996.046102 = -2735801.141506 nChanged 17424 SP:Iteration 1F (856.754644 sec): 3 clusters Score: Raw -2748082.945701 + Penalty 1996.046102 = -2746086.899599 nChanged 1901 SP:Iteration 2F (856.850959 sec): 3 clusters Score: Raw -2748936.973203 + Penalty 1996.046102 = -2746940.927101 nChanged 2296 SP:Iteration 3F (856.932863 sec): 3 clusters Score: Raw -2750302.327256 + Penalty 1996.046102 = -2748306.281154 nChanged 2726 SP:Iteration 4F (857.020756 sec): 3 clusters Score: Raw -2752369.517641 + Penalty 1996.046102 = -2750373.471539 nChanged 2992 SP:Iteration 5F (857.117008 sec): 3 clusters Score: Raw -2755108.349783 + Penalty 1996.046102 = -2753112.303681 nChanged 2614 SP:Iteration 6F (857.205657 sec): 3 clusters Score: Raw -2757654.678248 + Penalty 1996.046102 = -2755658.632146 nChanged 1796 SP:Iteration 7Q (857.296148 sec): 3 clusters Score: Raw -2758987.824746 + Penalty 1996.046102 = -2756991.778644 nChanged 1070 SP:Iteration 8Q (857.390379 sec): 3 clusters Score: Raw -2759495.808027 + Penalty 1996.046102 = -2757499.761925 nChanged 648 SP:Iteration 9Q (857.466340 sec): 3 clusters Score: Raw -2759751.634539 + Penalty 1996.046102 = -2757755.588437 nChanged 476 SP:Iteration 10Q (857.561967 sec): 3 clusters Score: Raw -2759935.650536 + Penalty 1996.046102 = -2757939.604434 nChanged 403 SP:Iteration 11Q (857.654932 sec): 3 clusters Score: Raw -2760083.896248 + Penalty 1996.046102 = -2758087.850146 nChanged 371 SP:Iteration 12Q (857.738233 sec): 3 clusters Score: Raw -2760226.862372 + Penalty 1996.046102 = -2758230.816270 nChanged 376 SP:Iteration 13Q (857.830165 sec): 3 clusters Score: Raw -2760374.465022 + Penalty 1996.046102 = -2758378.418920 nChanged 369 SP:Iteration 14Q (857.916772 sec): 3 clusters Score: Raw -2760531.341648 + Penalty 1996.046102 = -2758535.295546 nChanged 335 SP:Iteration 15Q (858.006056 sec): 3 clusters Score: Raw -2760666.387222 + Penalty 1996.046102 = -2758670.341120 nChanged 317 SP:Iteration 16Q (858.090589 sec): 3 clusters Score: Raw -2760790.547350 + Penalty 1996.046102 = -2758794.501248 nChanged 296 SP:Iteration 17Q (858.167433 sec): 3 clusters Score: Raw -2760897.926466 + Penalty 1996.046102 = -2758901.880364 nChanged 272 SP:Iteration 18Q (858.249155 sec): 3 clusters Score: Raw -2761000.442135 + Penalty 1996.046102 = -2759004.396033 nChanged 255 SP:Iteration 19Q (858.335613 sec): 3 clusters Score: Raw -2761094.516931 + Penalty 1996.046102 = -2759098.470829 nChanged 222 SP:Iteration 20F (858.424755 sec): 3 clusters Score: Raw -2761179.918311 + Penalty 1996.046102 = -2759183.872209 nChanged 227 SP:Iteration 21Q (858.496889 sec): 3 clusters Score: Raw -2761262.193693 + Penalty 1996.046102 = -2759266.147591 nChanged 194 SP:Iteration 22Q (858.580177 sec): 3 clusters Score: Raw -2761326.890815 + Penalty 1996.046102 = -2759330.844713 nChanged 167 SP:Iteration 23Q (858.665139 sec): 3 clusters Score: Raw -2761383.371957 + Penalty 1996.046102 = -2759387.325855 nChanged 157 SP:Iteration 24Q (858.749950 sec): 3 clusters Score: Raw -2761436.233990 + Penalty 1996.046102 = -2759440.187888 nChanged 129 SP:Iteration 25Q (858.837097 sec): 3 clusters Score: Raw -2761478.704796 + Penalty 1996.046102 = -2759482.658694 nChanged 123 SP:Iteration 26Q (858.923520 sec): 3 clusters Score: Raw -2761518.778423 + Penalty 1996.046102 = -2759522.732321 nChanged 107 SP:Iteration 27Q (858.998416 sec): 3 clusters Score: Raw -2761552.344211 + Penalty 1996.046102 = -2759556.298109 nChanged 89 SP:Iteration 28Q (859.075468 sec): 3 clusters Score: Raw -2761579.759896 + Penalty 1996.046102 = -2759583.713794 nChanged 83 SP:Iteration 29Q (859.157085 sec): 3 clusters Score: Raw -2761605.152595 + Penalty 1996.046102 = -2759609.106493 nChanged 83 SP:Iteration 30Q (859.222653 sec): 3 clusters Score: Raw -2761631.115495 + Penalty 1996.046102 = -2759635.069393 nChanged 92 SP:Iteration 31Q (859.314001 sec): 3 clusters Score: Raw -2761661.580563 + Penalty 1996.046102 = -2759665.534462 nChanged 88 SP:Iteration 32Q (859.403445 sec): 3 clusters Score: Raw -2761686.021807 + Penalty 1996.046102 = -2759689.975705 nChanged 72 SP:Iteration 33Q (859.482975 sec): 3 clusters Score: Raw -2761700.443180 + Penalty 1996.046102 = -2759704.397078 nChanged 43 SP:Iteration 34Q (859.556182 sec): 3 clusters Score: Raw -2761708.086992 + Penalty 1996.046102 = -2759712.040890 nChanged 37 SP:Iteration 35Q (859.637923 sec): 3 clusters Score: Raw -2761716.268393 + Penalty 1996.046102 = -2759720.222291 nChanged 45 SP:Iteration 36Q (859.724965 sec): 3 clusters Score: Raw -2761725.683338 + Penalty 1996.046102 = -2759729.637236 nChanged 29 SP:Iteration 37Q (859.808549 sec): 3 clusters Score: Raw -2761730.168043 + Penalty 1996.046102 = -2759734.121941 nChanged 27 SP:Iteration 38Q (859.885935 sec): 3 clusters Score: Raw -2761734.604394 + Penalty 1996.046102 = -2759738.558292 nChanged 22 SP:Iteration 39Q (859.956068 sec): 3 clusters Score: Raw -2761737.863092 + Penalty 1996.046102 = -2759741.816991 nChanged 14 SP:Iteration 40F (860.039778 sec): 3 clusters Score: Raw -2761739.535807 + Penalty 1996.046102 = -2759743.489705 nChanged 9 SP:Iteration 41Q (860.118344 sec): 3 clusters Score: Raw -2761740.919282 + Penalty 1996.046102 = -2759744.873180 nChanged 7 SP:Iteration 42Q (860.192538 sec): 3 clusters Score: Raw -2761741.799813 + Penalty 1996.046102 = -2759745.753711 nChanged 13 SP:Iteration 43Q (860.282276 sec): 3 clusters Score: Raw -2761743.249176 + Penalty 1996.046102 = -2759747.203075 nChanged 13 SP:Iteration 44Q (860.364489 sec): 3 clusters Score: Raw -2761745.140430 + Penalty 1996.046102 = -2759749.094328 nChanged 13 SP:Iteration 45Q (860.443429 sec): 3 clusters Score: Raw -2761746.738439 + Penalty 1996.046102 = -2759750.692337 nChanged 10 SP:Iteration 46Q (860.536669 sec): 3 clusters Score: Raw -2761748.235757 + Penalty 1996.046102 = -2759752.189655 nChanged 11 SP:Iteration 47Q (860.618262 sec): 3 clusters Score: Raw -2761749.356549 + Penalty 1996.046102 = -2759753.310447 nChanged 7 SP:Iteration 48Q (860.694792 sec): 3 clusters Score: Raw -2761750.120606 + Penalty 1996.046102 = -2759754.074504 nChanged 5 SP:Iteration 49Q (860.783813 sec): 3 clusters Score: Raw -2761750.889205 + Penalty 1996.046102 = -2759754.843103 nChanged 6 SP:Iteration 50Q (860.866311 sec): 3 clusters Score: Raw -2761751.490185 + Penalty 1996.046102 = -2759755.444083 nChanged 2 SP:Iteration 51Q (860.951402 sec): 3 clusters Score: Raw -2761751.616304 + Penalty 1996.046102 = -2759755.570202 nChanged 4 SP:Iteration 52Q (861.034453 sec): 3 clusters Score: Raw -2761752.123385 + Penalty 1996.046102 = -2759756.077283 nChanged 7 SP:Iteration 53Q (861.117557 sec): 3 clusters Score: Raw -2761752.763428 + Penalty 1996.046102 = -2759756.717326 nChanged 10 SP:Iteration 54Q (861.181964 sec): 3 clusters Score: Raw -2761753.972451 + Penalty 1996.046102 = -2759757.926349 nChanged 10 SP:Iteration 55Q (861.271238 sec): 3 clusters Score: Raw -2761755.141258 + Penalty 1996.046102 = -2759759.095156 nChanged 10 SP:Iteration 56Q (861.356854 sec): 3 clusters Score: Raw -2761756.753104 + Penalty 1996.046102 = -2759760.707002 nChanged 13 SP:Iteration 57Q (861.418757 sec): 3 clusters Score: Raw -2761758.470051 + Penalty 1996.046102 = -2759762.423949 nChanged 6 SP:Iteration 58Q (861.508816 sec): 3 clusters Score: Raw -2761758.890014 + Penalty 1996.046102 = -2759762.843913 nChanged 4 SP:Iteration 59Q (861.589993 sec): 3 clusters Score: Raw -2761759.321984 + Penalty 1996.046102 = -2759763.275882 nChanged 4 SP:Iteration 60F (861.683950 sec): 3 clusters Score: Raw -2761759.795833 + Penalty 1996.046102 = -2759763.749731 nChanged 6 SP:Iteration 61Q (861.767438 sec): 3 clusters Score: Raw -2761760.183249 + Penalty 1996.046102 = -2759764.137147 nChanged 8 SP:Iteration 62Q (861.847779 sec): 3 clusters Score: Raw -2761760.796056 + Penalty 1996.046102 = -2759764.749954 nChanged 6 SP:Iteration 63Q (861.927669 sec): 3 clusters Score: Raw -2761761.535565 + Penalty 1996.046102 = -2759765.489464 nChanged 8 SP:Iteration 64Q (862.010916 sec): 3 clusters Score: Raw -2761762.574758 + Penalty 1996.046102 = -2759766.528656 nChanged 7 SP:Iteration 65Q (862.095172 sec): 3 clusters Score: Raw -2761763.780753 + Penalty 1996.046102 = -2759767.734651 nChanged 12 SP:Iteration 66Q (862.184748 sec): 3 clusters Score: Raw -2761764.775991 + Penalty 1996.046102 = -2759768.729889 nChanged 7 SP:Iteration 67Q (862.263961 sec): 3 clusters Score: Raw -2761765.455192 + Penalty 1996.046102 = -2759769.409090 nChanged 6 SP:Iteration 68Q (862.349985 sec): 3 clusters Score: Raw -2761765.920681 + Penalty 1996.046102 = -2759769.874579 nChanged 5 SP:Iteration 69Q (862.426407 sec): 3 clusters Score: Raw -2761766.303619 + Penalty 1996.046102 = -2759770.257517 nChanged 1 SP:Iteration 70Q (862.495611 sec): 3 clusters Score: Raw -2761766.359245 + Penalty 1996.046102 = -2759770.313143 nChanged 0 SP:Iteration 71F (862.591837 sec): 3 clusters Score: Raw -2761766.359245 + Penalty 1996.046102 = -2759770.313143 nChanged 0 Trying to split cluster 11 (2421 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.619720 sec): 2 clusters Score: Raw -153534.178771 + Penalty 740.233916 = -152793.944855 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.657066 sec): 3 clusters Score: Raw -152274.163096 + Penalty 1480.467832 = -150793.695264 nChanged 980 SP:Iteration 1F (862.698304 sec): 3 clusters Score: Raw -152846.191020 + Penalty 1480.467832 = -151365.723188 nChanged 206 SP:Iteration 2F (862.743517 sec): 3 clusters Score: Raw -152995.076261 + Penalty 1480.467832 = -151514.608429 nChanged 156 SP:Iteration 3F (862.783142 sec): 3 clusters Score: Raw -153103.198692 + Penalty 1480.467832 = -151622.730860 nChanged 113 SP:Iteration 4Q (862.834043 sec): 3 clusters Score: Raw -153167.353138 + Penalty 1480.467832 = -151686.885306 nChanged 86 SP:Iteration 5Q (862.884873 sec): 3 clusters Score: Raw -153218.263431 + Penalty 1480.467832 = -151737.795599 nChanged 64 SP:Iteration 6Q (862.924822 sec): 3 clusters Score: Raw -153250.100666 + Penalty 1480.467832 = -151769.632834 nChanged 50 SP:Iteration 7Q (862.975089 sec): 3 clusters Score: Raw -153272.736377 + Penalty 1480.467832 = -151792.268546 nChanged 44 SP:Iteration 8Q (863.031785 sec): 3 clusters Score: Raw -153305.580348 + Penalty 1480.467832 = -151825.112516 nChanged 54 SP:Iteration 9Q (863.080392 sec): 3 clusters Score: Raw -153368.003439 + Penalty 1480.467832 = -151887.535607 nChanged 67 SP:Iteration 10Q (863.120966 sec): 3 clusters Score: Raw -153468.632599 + Penalty 1480.467832 = -151988.164767 nChanged 63 SP:Iteration 11Q (863.172947 sec): 3 clusters Score: Raw -153611.175686 + Penalty 1480.467832 = -152130.707854 nChanged 78 SP:Iteration 12Q (863.209865 sec): 3 clusters Score: Raw -153745.316793 + Penalty 1480.467832 = -152264.848961 nChanged 63 SP:Iteration 13Q (863.253759 sec): 3 clusters Score: Raw -153808.635151 + Penalty 1480.467832 = -152328.167319 nChanged 65 SP:Iteration 14Q (863.304323 sec): 3 clusters Score: Raw -153871.098733 + Penalty 1480.467832 = -152390.630901 nChanged 75 SP:Iteration 15Q (863.344366 sec): 3 clusters Score: Raw -153928.493818 + Penalty 1480.467832 = -152448.025986 nChanged 66 SP:Iteration 16Q (863.391580 sec): 3 clusters Score: Raw -153966.607458 + Penalty 1480.467832 = -152486.139626 nChanged 59 SP:Iteration 17Q (863.433695 sec): 3 clusters Score: Raw -153995.539420 + Penalty 1480.467832 = -152515.071588 nChanged 53 SP:Iteration 18Q (863.479190 sec): 3 clusters Score: Raw -154032.574512 + Penalty 1480.467832 = -152552.106680 nChanged 73 SP:Iteration 19Q (863.523296 sec): 3 clusters Score: Raw -154088.921852 + Penalty 1480.467832 = -152608.454020 nChanged 85 SP:Iteration 20F (863.567778 sec): 3 clusters Score: Raw -154154.720117 + Penalty 1480.467832 = -152674.252285 nChanged 81 SP:Iteration 21Q (863.612258 sec): 3 clusters Score: Raw -154214.692351 + Penalty 1480.467832 = -152734.224519 nChanged 61 SP:Iteration 22Q (863.662341 sec): 3 clusters Score: Raw -154249.181907 + Penalty 1480.467832 = -152768.714075 nChanged 54 SP:Iteration 23Q (863.695647 sec): 3 clusters Score: Raw -154282.594519 + Penalty 1480.467832 = -152802.126687 nChanged 48 SP:Iteration 24Q (863.742504 sec): 3 clusters Score: Raw -154313.604462 + Penalty 1480.467832 = -152833.136630 nChanged 48 SP:Iteration 25Q (863.799547 sec): 3 clusters Score: Raw -154343.695995 + Penalty 1480.467832 = -152863.228163 nChanged 49 SP:Iteration 26Q (863.838912 sec): 3 clusters Score: Raw -154378.364284 + Penalty 1480.467832 = -152897.896452 nChanged 52 SP:Iteration 27Q (863.889821 sec): 3 clusters Score: Raw -154415.653559 + Penalty 1480.467832 = -152935.185728 nChanged 43 SP:Iteration 28Q (863.940374 sec): 3 clusters Score: Raw -154448.291652 + Penalty 1480.467832 = -152967.823821 nChanged 33 SP:Iteration 29Q (863.991408 sec): 3 clusters Score: Raw -154482.436900 + Penalty 1480.467832 = -153001.969068 nChanged 31 SP:Iteration 30Q (864.042457 sec): 3 clusters Score: Raw -154504.315527 + Penalty 1480.467832 = -153023.847695 nChanged 29 SP:Iteration 31Q (864.083454 sec): 3 clusters Score: Raw -154531.891803 + Penalty 1480.467832 = -153051.423971 nChanged 35 SP:Iteration 32Q (864.126820 sec): 3 clusters Score: Raw -154561.035002 + Penalty 1480.467832 = -153080.567170 nChanged 23 SP:Iteration 33Q (864.181566 sec): 3 clusters Score: Raw -154578.401976 + Penalty 1480.467832 = -153097.934145 nChanged 16 SP:Iteration 34Q (864.217266 sec): 3 clusters Score: Raw -154588.951171 + Penalty 1480.467832 = -153108.483340 nChanged 10 SP:Iteration 35Q (864.271952 sec): 3 clusters Score: Raw -154598.418484 + Penalty 1480.467832 = -153117.950652 nChanged 8 SP:Iteration 36Q (864.308183 sec): 3 clusters Score: Raw -154604.192113 + Penalty 1480.467832 = -153123.724281 nChanged 13 SP:Iteration 37Q (864.363247 sec): 3 clusters Score: Raw -154611.336009 + Penalty 1480.467832 = -153130.868177 nChanged 8 SP:Iteration 38Q (864.403321 sec): 3 clusters Score: Raw -154616.170402 + Penalty 1480.467832 = -153135.702571 nChanged 4 SP:Iteration 39Q (864.449122 sec): 3 clusters Score: Raw -154618.537752 + Penalty 1480.467832 = -153138.069920 nChanged 7 SP:Iteration 40F (864.494922 sec): 3 clusters Score: Raw -154641.746100 + Penalty 1480.467832 = -153161.278268 nChanged 20 SP:Iteration 41Q (864.545615 sec): 3 clusters Score: Raw -154666.774417 + Penalty 1480.467832 = -153186.306585 nChanged 14 SP:Iteration 42Q (864.604379 sec): 3 clusters Score: Raw -154678.970170 + Penalty 1480.467832 = -153198.502338 nChanged 15 SP:Iteration 43Q (864.650932 sec): 3 clusters Score: Raw -154691.960328 + Penalty 1480.467832 = -153211.492497 nChanged 13 SP:Iteration 44Q (864.690058 sec): 3 clusters Score: Raw -154700.493754 + Penalty 1480.467832 = -153220.025922 nChanged 8 SP:Iteration 45Q (864.729058 sec): 3 clusters Score: Raw -154709.727080 + Penalty 1480.467832 = -153229.259248 nChanged 9 SP:Iteration 46Q (864.780821 sec): 3 clusters Score: Raw -154719.991301 + Penalty 1480.467832 = -153239.523469 nChanged 9 SP:Iteration 47Q (864.832316 sec): 3 clusters Score: Raw -154727.011860 + Penalty 1480.467832 = -153246.544028 nChanged 5 SP:Iteration 48Q (864.883257 sec): 3 clusters Score: Raw -154730.306080 + Penalty 1480.467832 = -153249.838248 nChanged 6 SP:Iteration 49Q (864.934388 sec): 3 clusters Score: Raw -154733.510695 + Penalty 1480.467832 = -153253.042864 nChanged 4 SP:Iteration 50Q (864.971522 sec): 3 clusters Score: Raw -154735.384825 + Penalty 1480.467832 = -153254.916993 nChanged 4 SP:Iteration 51Q (865.015794 sec): 3 clusters Score: Raw -154738.471134 + Penalty 1480.467832 = -153258.003302 nChanged 3 SP:Iteration 52Q (865.059300 sec): 3 clusters Score: Raw -154739.215131 + Penalty 1480.467832 = -153258.747299 nChanged 2 SP:Iteration 53Q (865.119757 sec): 3 clusters Score: Raw -154740.263587 + Penalty 1480.467832 = -153259.795755 nChanged 2 SP:Iteration 54Q (865.157920 sec): 3 clusters Score: Raw -154740.931738 + Penalty 1480.467832 = -153260.463906 nChanged 1 SP:Iteration 55Q (865.209631 sec): 3 clusters Score: Raw -154741.468303 + Penalty 1480.467832 = -153261.000471 nChanged 2 SP:Iteration 56Q (865.261382 sec): 3 clusters Score: Raw -154742.107573 + Penalty 1480.467832 = -153261.639741 nChanged 2 SP:Iteration 57Q (865.312748 sec): 3 clusters Score: Raw -154742.514775 + Penalty 1480.467832 = -153262.046943 nChanged 0 SP:Iteration 58F (865.366990 sec): 3 clusters Score: Raw -154742.514775 + Penalty 1480.467832 = -153262.046943 nChanged 0 Score: Raw -25394359.668313 + Penalty 26720.276661 = -25367639.391652 Splitting cluster 11 changes total score from -25367645.070300 to -25367639.391652 So it's not getting split. Trying to split cluster 12 (523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.651163 sec): 2 clusters Score: Raw -36415.893540 + Penalty 594.660239 = -35821.233301 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.711422 sec): 3 clusters Score: Raw -36257.253417 + Penalty 1189.320478 = -35067.932939 nChanged 173 SP:Iteration 1F (869.739504 sec): 3 clusters Score: Raw -36399.974862 + Penalty 1189.320478 = -35210.654384 nChanged 36 SP:Iteration 2F (869.784349 sec): 3 clusters Score: Raw -36435.304637 + Penalty 1189.320478 = -35245.984159 nChanged 21 SP:Iteration 3Q (869.833706 sec): 3 clusters Score: Raw -36454.520986 + Penalty 1189.320478 = -35265.200508 nChanged 10 SP:Iteration 4Q (869.882251 sec): 3 clusters Score: Raw -36463.887488 + Penalty 1189.320478 = -35274.567010 nChanged 13 SP:Iteration 5Q (869.932097 sec): 3 clusters Score: Raw -36475.075801 + Penalty 1189.320478 = -35285.755323 nChanged 5 SP:Iteration 6Q (869.971763 sec): 3 clusters Score: Raw -36478.078391 + Penalty 1189.320478 = -35288.757913 nChanged 4 SP:Iteration 7Q (870.021747 sec): 3 clusters Score: Raw -36481.407517 + Penalty 1189.320478 = -35292.087039 nChanged 1 SP:Iteration 8Q (870.071681 sec): 3 clusters Score: Raw -36481.965808 + Penalty 1189.320478 = -35292.645330 nChanged 1 SP:Iteration 9Q (870.113025 sec): 3 clusters Score: Raw -36482.931966 + Penalty 1189.320478 = -35293.611488 nChanged 0 SP:Iteration 10F (870.147788 sec): 3 clusters Score: Raw -36482.931966 + Penalty 1189.320478 = -35293.611488 nChanged 0 Trying to split cluster 13 (28358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (870.201519 sec): 2 clusters Score: Raw -1936045.563315 + Penalty 974.003123 = -1935071.560191 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (870.287213 sec): 3 clusters Score: Raw -1918080.799632 + Penalty 1948.006247 = -1916132.793385 nChanged 13369 SP:Iteration 1F (870.348147 sec): 3 clusters Score: Raw -1925912.590581 + Penalty 1948.006247 = -1923964.584334 nChanged 1414 SP:Iteration 2Q (870.430333 sec): 3 clusters Score: Raw -1926539.088625 + Penalty 1948.006247 = -1924591.082378 nChanged 1626 SP:Iteration 3F (870.512466 sec): 3 clusters Score: Raw -1927423.095724 + Penalty 1948.006247 = -1925475.089478 nChanged 1722 SP:Iteration 4F (870.588736 sec): 3 clusters Score: Raw -1928578.008044 + Penalty 1948.006247 = -1926630.001797 nChanged 1754 SP:Iteration 5F (870.668542 sec): 3 clusters Score: Raw -1929865.273648 + Penalty 1948.006247 = -1927917.267401 nChanged 1675 SP:Iteration 6F (870.750236 sec): 3 clusters Score: Raw -1931134.676672 + Penalty 1948.006247 = -1929186.670425 nChanged 1529 SP:Iteration 7F (870.824042 sec): 3 clusters Score: Raw -1932111.097442 + Penalty 1948.006247 = -1930163.091195 nChanged 1160 SP:Iteration 8Q (870.895527 sec): 3 clusters Score: Raw -1932685.563801 + Penalty 1948.006247 = -1930737.557555 nChanged 837 SP:Iteration 9Q (870.973349 sec): 3 clusters Score: Raw -1933002.475571 + Penalty 1948.006247 = -1931054.469325 nChanged 557 SP:Iteration 10Q (871.037179 sec): 3 clusters Score: Raw -1933191.076010 + Penalty 1948.006247 = -1931243.069763 nChanged 428 SP:Iteration 11Q (871.126726 sec): 3 clusters Score: Raw -1933314.150480 + Penalty 1948.006247 = -1931366.144233 nChanged 335 SP:Iteration 12Q (871.199744 sec): 3 clusters Score: Raw -1933406.885795 + Penalty 1948.006247 = -1931458.879548 nChanged 331 SP:Iteration 13Q (871.277330 sec): 3 clusters Score: Raw -1933508.264456 + Penalty 1948.006247 = -1931560.258209 nChanged 341 SP:Iteration 14Q (871.367003 sec): 3 clusters Score: Raw -1933618.105954 + Penalty 1948.006247 = -1931670.099707 nChanged 353 SP:Iteration 15Q (871.438485 sec): 3 clusters Score: Raw -1933735.785364 + Penalty 1948.006247 = -1931787.779118 nChanged 374 SP:Iteration 16Q (871.516560 sec): 3 clusters Score: Raw -1933868.814130 + Penalty 1948.006247 = -1931920.807884 nChanged 405 SP:Iteration 17Q (871.584885 sec): 3 clusters Score: Raw -1934011.367071 + Penalty 1948.006247 = -1932063.360825 nChanged 415 SP:Iteration 18Q (871.657565 sec): 3 clusters Score: Raw -1934163.964501 + Penalty 1948.006247 = -1932215.958254 nChanged 450 SP:Iteration 19Q (871.736736 sec): 3 clusters Score: Raw -1934341.955957 + Penalty 1948.006247 = -1932393.949711 nChanged 422 SP:Iteration 20F (871.817708 sec): 3 clusters Score: Raw -1934497.288469 + Penalty 1948.006247 = -1932549.282222 nChanged 418 SP:Iteration 21Q (871.894849 sec): 3 clusters Score: Raw -1934654.723604 + Penalty 1948.006247 = -1932706.717357 nChanged 394 SP:Iteration 22Q (871.974534 sec): 3 clusters Score: Raw -1934805.274062 + Penalty 1948.006247 = -1932857.267815 nChanged 376 SP:Iteration 23Q (872.049712 sec): 3 clusters Score: Raw -1934953.754867 + Penalty 1948.006247 = -1933005.748620 nChanged 388 SP:Iteration 24Q (872.128180 sec): 3 clusters Score: Raw -1935122.993970 + Penalty 1948.006247 = -1933174.987723 nChanged 393 SP:Iteration 25Q (872.209443 sec): 3 clusters Score: Raw -1935313.478946 + Penalty 1948.006247 = -1933365.472699 nChanged 368 SP:Iteration 26Q (872.281115 sec): 3 clusters Score: Raw -1935523.488131 + Penalty 1948.006247 = -1933575.481885 nChanged 373 SP:Iteration 27Q (872.360780 sec): 3 clusters Score: Raw -1935742.381403 + Penalty 1948.006247 = -1933794.375156 nChanged 343 SP:Iteration 28Q (872.440964 sec): 3 clusters Score: Raw -1935952.385308 + Penalty 1948.006247 = -1934004.379061 nChanged 320 SP:Iteration 29Q (872.502572 sec): 3 clusters Score: Raw -1936131.029460 + Penalty 1948.006247 = -1934183.023213 nChanged 256 SP:Iteration 30Q (872.588535 sec): 3 clusters Score: Raw -1936272.604235 + Penalty 1948.006247 = -1934324.597988 nChanged 235 SP:Iteration 31Q (872.658197 sec): 3 clusters Score: Raw -1936394.098073 + Penalty 1948.006247 = -1934446.091827 nChanged 192 SP:Iteration 32Q (872.729955 sec): 3 clusters Score: Raw -1936472.778592 + Penalty 1948.006247 = -1934524.772345 nChanged 175 SP:Iteration 33Q (872.803774 sec): 3 clusters Score: Raw -1936531.244976 + Penalty 1948.006247 = -1934583.238730 nChanged 133 SP:Iteration 34Q (872.876135 sec): 3 clusters Score: Raw -1936568.280027 + Penalty 1948.006247 = -1934620.273781 nChanged 97 SP:Iteration 35Q (872.953965 sec): 3 clusters Score: Raw -1936595.189149 + Penalty 1948.006247 = -1934647.182902 nChanged 96 SP:Iteration 36Q (873.019869 sec): 3 clusters Score: Raw -1936621.031054 + Penalty 1948.006247 = -1934673.024808 nChanged 64 SP:Iteration 37Q (873.091170 sec): 3 clusters Score: Raw -1936634.473582 + Penalty 1948.006247 = -1934686.467335 nChanged 57 SP:Iteration 38Q (873.173346 sec): 3 clusters Score: Raw -1936645.667134 + Penalty 1948.006247 = -1934697.660887 nChanged 47 SP:Iteration 39Q (873.238878 sec): 3 clusters Score: Raw -1936655.336362 + Penalty 1948.006247 = -1934707.330115 nChanged 43 SP:Iteration 40F (873.322166 sec): 3 clusters Score: Raw -1936663.870644 + Penalty 1948.006247 = -1934715.864397 nChanged 32 SP:Iteration 41Q (873.397433 sec): 3 clusters Score: Raw -1936669.502952 + Penalty 1948.006247 = -1934721.496705 nChanged 27 SP:Iteration 42Q (873.464188 sec): 3 clusters Score: Raw -1936674.329305 + Penalty 1948.006247 = -1934726.323059 nChanged 26 SP:Iteration 43Q (873.539689 sec): 3 clusters Score: Raw -1936679.511985 + Penalty 1948.006247 = -1934731.505739 nChanged 35 SP:Iteration 44Q (873.617985 sec): 3 clusters Score: Raw -1936688.306557 + Penalty 1948.006247 = -1934740.300310 nChanged 39 SP:Iteration 45Q (873.687371 sec): 3 clusters Score: Raw -1936695.609818 + Penalty 1948.006247 = -1934747.603571 nChanged 29 SP:Iteration 46Q (873.741642 sec): 3 clusters Score: Raw -1936700.021999 + Penalty 1948.006247 = -1934752.015753 nChanged 27 SP:Iteration 47Q (873.815145 sec): 3 clusters Score: Raw -1936703.509556 + Penalty 1948.006247 = -1934755.503310 nChanged 21 SP:Iteration 48Q (873.885328 sec): 3 clusters Score: Raw -1936706.572189 + Penalty 1948.006247 = -1934758.565943 nChanged 14 SP:Iteration 49Q (873.956833 sec): 3 clusters Score: Raw -1936708.070046 + Penalty 1948.006247 = -1934760.063799 nChanged 15 SP:Iteration 50Q (874.040594 sec): 3 clusters Score: Raw -1936709.677901 + Penalty 1948.006247 = -1934761.671655 nChanged 11 SP:Iteration 51Q (874.109822 sec): 3 clusters Score: Raw -1936710.865244 + Penalty 1948.006247 = -1934762.858997 nChanged 9 SP:Iteration 52Q (874.186612 sec): 3 clusters Score: Raw -1936711.903341 + Penalty 1948.006247 = -1934763.897094 nChanged 14 SP:Iteration 53Q (874.261707 sec): 3 clusters Score: Raw -1936714.727397 + Penalty 1948.006247 = -1934766.721150 nChanged 14 SP:Iteration 54Q (874.335880 sec): 3 clusters Score: Raw -1936716.415231 + Penalty 1948.006247 = -1934768.408984 nChanged 13 SP:Iteration 55Q (874.406679 sec): 3 clusters Score: Raw -1936718.322976 + Penalty 1948.006247 = -1934770.316729 nChanged 11 SP:Iteration 56Q (874.480074 sec): 3 clusters Score: Raw -1936719.630157 + Penalty 1948.006247 = -1934771.623910 nChanged 9 SP:Iteration 57Q (874.550708 sec): 3 clusters Score: Raw -1936720.682240 + Penalty 1948.006247 = -1934772.675993 nChanged 10 SP:Iteration 58Q (874.628515 sec): 3 clusters Score: Raw -1936722.008772 + Penalty 1948.006247 = -1934774.002525 nChanged 10 SP:Iteration 59Q (874.699428 sec): 3 clusters Score: Raw -1936723.618487 + Penalty 1948.006247 = -1934775.612240 nChanged 12 SP:Iteration 60F (874.778788 sec): 3 clusters Score: Raw -1936725.273482 + Penalty 1948.006247 = -1934777.267235 nChanged 13 SP:Iteration 61Q (874.856224 sec): 3 clusters Score: Raw -1936726.943018 + Penalty 1948.006247 = -1934778.936772 nChanged 15 SP:Iteration 62Q (874.916390 sec): 3 clusters Score: Raw -1936728.987020 + Penalty 1948.006247 = -1934780.980774 nChanged 17 SP:Iteration 63Q (874.997658 sec): 3 clusters Score: Raw -1936731.218262 + Penalty 1948.006247 = -1934783.212015 nChanged 12 SP:Iteration 64Q (875.076673 sec): 3 clusters Score: Raw -1936732.907851 + Penalty 1948.006247 = -1934784.901604 nChanged 13 SP:Iteration 65Q (875.157888 sec): 3 clusters Score: Raw -1936734.896072 + Penalty 1948.006247 = -1934786.889825 nChanged 17 SP:Iteration 66Q (875.235372 sec): 3 clusters Score: Raw -1936736.974761 + Penalty 1948.006247 = -1934788.968514 nChanged 20 SP:Iteration 67Q (875.313639 sec): 3 clusters Score: Raw -1936740.975501 + Penalty 1948.006247 = -1934792.969254 nChanged 15 SP:Iteration 68Q (875.390961 sec): 3 clusters Score: Raw -1936743.935405 + Penalty 1948.006247 = -1934795.929158 nChanged 22 SP:Iteration 69Q (875.465702 sec): 3 clusters Score: Raw -1936749.144330 + Penalty 1948.006247 = -1934801.138084 nChanged 19 SP:Iteration 70Q (875.540695 sec): 3 clusters Score: Raw -1936753.495847 + Penalty 1948.006247 = -1934805.489601 nChanged 28 SP:Iteration 71Q (875.615777 sec): 3 clusters Score: Raw -1936758.302760 + Penalty 1948.006247 = -1934810.296513 nChanged 30 SP:Iteration 72Q (875.685197 sec): 3 clusters Score: Raw -1936762.877053 + Penalty 1948.006247 = -1934814.870807 nChanged 31 SP:Iteration 73Q (875.757135 sec): 3 clusters Score: Raw -1936770.821308 + Penalty 1948.006247 = -1934822.815062 nChanged 38 SP:Iteration 74Q (875.828482 sec): 3 clusters Score: Raw -1936779.352066 + Penalty 1948.006247 = -1934831.345820 nChanged 35 SP:Iteration 75Q (875.907898 sec): 3 clusters Score: Raw -1936786.880451 + Penalty 1948.006247 = -1934838.874205 nChanged 36 SP:Iteration 76Q (875.978996 sec): 3 clusters Score: Raw -1936796.213970 + Penalty 1948.006247 = -1934848.207723 nChanged 45 SP:Iteration 77Q (876.050877 sec): 3 clusters Score: Raw -1936805.827129 + Penalty 1948.006247 = -1934857.820882 nChanged 50 SP:Iteration 78Q (876.124806 sec): 3 clusters Score: Raw -1936814.349130 + Penalty 1948.006247 = -1934866.342883 nChanged 29 SP:Iteration 79Q (876.192332 sec): 3 clusters Score: Raw -1936819.279414 + Penalty 1948.006247 = -1934871.273167 nChanged 29 SP:Iteration 80F (876.283545 sec): 3 clusters Score: Raw -1936824.792315 + Penalty 1948.006247 = -1934876.786068 nChanged 30 SP:Iteration 81Q (876.347541 sec): 3 clusters Score: Raw -1936830.793719 + Penalty 1948.006247 = -1934882.787472 nChanged 26 SP:Iteration 82Q (876.426078 sec): 3 clusters Score: Raw -1936836.314318 + Penalty 1948.006247 = -1934888.308071 nChanged 32 SP:Iteration 83Q (876.493444 sec): 3 clusters Score: Raw -1936842.183367 + Penalty 1948.006247 = -1934894.177121 nChanged 31 SP:Iteration 84Q (876.568311 sec): 3 clusters Score: Raw -1936847.474276 + Penalty 1948.006247 = -1934899.468029 nChanged 26 SP:Iteration 85Q (876.645222 sec): 3 clusters Score: Raw -1936851.230078 + Penalty 1948.006247 = -1934903.223831 nChanged 15 SP:Iteration 86Q (876.724297 sec): 3 clusters Score: Raw -1936853.862013 + Penalty 1948.006247 = -1934905.855766 nChanged 14 SP:Iteration 87Q (876.796733 sec): 3 clusters Score: Raw -1936856.183051 + Penalty 1948.006247 = -1934908.176804 nChanged 13 SP:Iteration 88Q (876.873292 sec): 3 clusters Score: Raw -1936857.921756 + Penalty 1948.006247 = -1934909.915509 nChanged 10 SP:Iteration 89Q (876.942264 sec): 3 clusters Score: Raw -1936859.421488 + Penalty 1948.006247 = -1934911.415242 nChanged 13 SP:Iteration 90Q (877.016426 sec): 3 clusters Score: Raw -1936861.296619 + Penalty 1948.006247 = -1934913.290372 nChanged 14 SP:Iteration 91Q (877.091235 sec): 3 clusters Score: Raw -1936863.517843 + Penalty 1948.006247 = -1934915.511596 nChanged 17 SP:Iteration 92Q (877.164945 sec): 3 clusters Score: Raw -1936866.561400 + Penalty 1948.006247 = -1934918.555154 nChanged 21 SP:Iteration 93Q (877.238801 sec): 3 clusters Score: Raw -1936869.723063 + Penalty 1948.006247 = -1934921.716816 nChanged 17 SP:Iteration 94Q (877.311403 sec): 3 clusters Score: Raw -1936872.285854 + Penalty 1948.006247 = -1934924.279607 nChanged 22 SP:Iteration 95Q (877.383511 sec): 3 clusters Score: Raw -1936875.602451 + Penalty 1948.006247 = -1934927.596204 nChanged 25 SP:Iteration 96Q (877.461011 sec): 3 clusters Score: Raw -1936878.441102 + Penalty 1948.006247 = -1934930.434856 nChanged 14 SP:Iteration 97Q (877.539510 sec): 3 clusters Score: Raw -1936879.454183 + Penalty 1948.006247 = -1934931.447937 nChanged 7 SP:Iteration 98Q (877.615827 sec): 3 clusters Score: Raw -1936880.075382 + Penalty 1948.006247 = -1934932.069135 nChanged 8 SP:Iteration 99Q (877.691603 sec): 3 clusters Score: Raw -1936880.571432 + Penalty 1948.006247 = -1934932.565185 nChanged 5 SP:Iteration 100F (877.760795 sec): 3 clusters Score: Raw -1936880.818841 + Penalty 1948.006247 = -1934932.812595 nChanged 5 SP:Iteration 101Q (877.838533 sec): 3 clusters Score: Raw -1936881.413446 + Penalty 1948.006247 = -1934933.407199 nChanged 7 SP:Iteration 102Q (877.918192 sec): 3 clusters Score: Raw -1936881.949188 + Penalty 1948.006247 = -1934933.942941 nChanged 9 SP:Iteration 103Q (877.994086 sec): 3 clusters Score: Raw -1936882.997203 + Penalty 1948.006247 = -1934934.990956 nChanged 9 SP:Iteration 104Q (878.074172 sec): 3 clusters Score: Raw -1936883.661724 + Penalty 1948.006247 = -1934935.655477 nChanged 3 SP:Iteration 105Q (878.149902 sec): 3 clusters Score: Raw -1936884.001293 + Penalty 1948.006247 = -1934935.995046 nChanged 2 SP:Iteration 106Q (878.220873 sec): 3 clusters Score: Raw -1936884.085960 + Penalty 1948.006247 = -1934936.079713 nChanged 0 SP:Iteration 107F (878.291036 sec): 3 clusters Score: Raw -1936884.085960 + Penalty 1948.006247 = -1934936.079713 nChanged 0 Trying to split cluster 14 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (878.316526 sec): 2 clusters Score: Raw -137242.899385 + Penalty 708.088378 = -136534.811008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (878.350635 sec): 3 clusters Score: Raw -136432.027660 + Penalty 1416.176756 = -135015.850904 nChanged 640 SP:Iteration 1F (878.392585 sec): 3 clusters Score: Raw -136928.366386 + Penalty 1416.176756 = -135512.189630 nChanged 151 SP:Iteration 2F (878.429559 sec): 3 clusters Score: Raw -137068.923570 + Penalty 1416.176756 = -135652.746814 nChanged 108 SP:Iteration 3F (878.477463 sec): 3 clusters Score: Raw -137153.335574 + Penalty 1416.176756 = -135737.158818 nChanged 79 SP:Iteration 4Q (878.514602 sec): 3 clusters Score: Raw -137213.825296 + Penalty 1416.176756 = -135797.648540 nChanged 56 SP:Iteration 5Q (878.565107 sec): 3 clusters Score: Raw -137250.715357 + Penalty 1416.176756 = -135834.538601 nChanged 41 SP:Iteration 6Q (878.612143 sec): 3 clusters Score: Raw -137282.527707 + Penalty 1416.176756 = -135866.350951 nChanged 43 SP:Iteration 7Q (878.654530 sec): 3 clusters Score: Raw -137319.951526 + Penalty 1416.176756 = -135903.774770 nChanged 42 SP:Iteration 8Q (878.694928 sec): 3 clusters Score: Raw -137344.041727 + Penalty 1416.176756 = -135927.864971 nChanged 26 SP:Iteration 9Q (878.718065 sec): 3 clusters Score: Raw -137363.433412 + Penalty 1416.176756 = -135947.256656 nChanged 30 SP:Iteration 10Q (878.725054 sec): 3 clusters Score: Raw -137384.420303 + Penalty 1416.176756 = -135968.243547 nChanged 30 SP:Iteration 11Q (878.731669 sec): 3 clusters Score: Raw -137407.636674 + Penalty 1416.176756 = -135991.459919 nChanged 32 SP:Iteration 12Q (878.738259 sec): 3 clusters Score: Raw -137429.903090 + Penalty 1416.176756 = -136013.726334 nChanged 23 SP:Iteration 13Q (878.744970 sec): 3 clusters Score: Raw -137444.938651 + Penalty 1416.176756 = -136028.761895 nChanged 24 SP:Iteration 14Q (878.751499 sec): 3 clusters Score: Raw -137460.751346 + Penalty 1416.176756 = -136044.574590 nChanged 25 SP:Iteration 15Q (878.758059 sec): 3 clusters Score: Raw -137486.803155 + Penalty 1416.176756 = -136070.626400 nChanged 27 SP:Iteration 16Q (878.764568 sec): 3 clusters Score: Raw -137509.201252 + Penalty 1416.176756 = -136093.024497 nChanged 21 SP:Iteration 17Q (878.771105 sec): 3 clusters Score: Raw -137521.963035 + Penalty 1416.176756 = -136105.786280 nChanged 16 SP:Iteration 18Q (878.777620 sec): 3 clusters Score: Raw -137535.455911 + Penalty 1416.176756 = -136119.279156 nChanged 23 SP:Iteration 19Q (878.784420 sec): 3 clusters Score: Raw -137548.399253 + Penalty 1416.176756 = -136132.222497 nChanged 15 SP:Iteration 20F (878.790998 sec): 3 clusters Score: Raw -137556.100702 + Penalty 1416.176756 = -136139.923946 nChanged 14 SP:Iteration 21Q (878.797512 sec): 3 clusters Score: Raw -137562.027455 + Penalty 1416.176756 = -136145.850699 nChanged 10 SP:Iteration 22Q (878.804015 sec): 3 clusters Score: Raw -137566.784700 + Penalty 1416.176756 = -136150.607945 nChanged 3 SP:Iteration 23Q (878.846734 sec): 3 clusters Score: Raw -137568.818861 + Penalty 1416.176756 = -136152.642105 nChanged 2 SP:Iteration 24Q (878.887992 sec): 3 clusters Score: Raw -137569.422102 + Penalty 1416.176756 = -136153.245346 nChanged 1 SP:Iteration 25Q (878.932619 sec): 3 clusters Score: Raw -137569.521025 + Penalty 1416.176756 = -136153.344270 nChanged 0 SP:Iteration 26F (878.979769 sec): 3 clusters Score: Raw -137569.521025 + Penalty 1416.176756 = -136153.344270 nChanged 0 Trying to split cluster 15 (4358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (879.002817 sec): 2 clusters Score: Raw -307543.037428 + Penalty 796.078009 = -306746.959419 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (879.049525 sec): 3 clusters Score: Raw -305138.607505 + Penalty 1592.156018 = -303546.451487 nChanged 1823 SP:Iteration 1F (879.094342 sec): 3 clusters Score: Raw -306348.437539 + Penalty 1592.156018 = -304756.281521 nChanged 371 SP:Iteration 2F (879.139150 sec): 3 clusters Score: Raw -306706.872717 + Penalty 1592.156018 = -305114.716699 nChanged 367 SP:Iteration 3F (879.178154 sec): 3 clusters Score: Raw -307107.565377 + Penalty 1592.156018 = -305515.409359 nChanged 379 SP:Iteration 4F (879.222613 sec): 3 clusters Score: Raw -307476.822064 + Penalty 1592.156018 = -305884.666046 nChanged 287 SP:Iteration 5F (879.267356 sec): 3 clusters Score: Raw -307714.076952 + Penalty 1592.156018 = -306121.920934 nChanged 217 SP:Iteration 6Q (879.301352 sec): 3 clusters Score: Raw -307859.081413 + Penalty 1592.156018 = -306266.925395 nChanged 148 SP:Iteration 7Q (879.331569 sec): 3 clusters Score: Raw -307933.336868 + Penalty 1592.156018 = -306341.180850 nChanged 96 SP:Iteration 8Q (879.347361 sec): 3 clusters Score: Raw -307974.900400 + Penalty 1592.156018 = -306382.744382 nChanged 66 SP:Iteration 9Q (879.363127 sec): 3 clusters Score: Raw -307992.650654 + Penalty 1592.156018 = -306400.494636 nChanged 34 SP:Iteration 10Q (879.378728 sec): 3 clusters Score: Raw -308000.217122 + Penalty 1592.156018 = -306408.061104 nChanged 24 SP:Iteration 11Q (879.394259 sec): 3 clusters Score: Raw -308006.588956 + Penalty 1592.156018 = -306414.432938 nChanged 17 SP:Iteration 12Q (879.409877 sec): 3 clusters Score: Raw -308011.498268 + Penalty 1592.156018 = -306419.342250 nChanged 21 SP:Iteration 13Q (879.461952 sec): 3 clusters Score: Raw -308019.143435 + Penalty 1592.156018 = -306426.987417 nChanged 19 SP:Iteration 14Q (879.496064 sec): 3 clusters Score: Raw -308024.497361 + Penalty 1592.156018 = -306432.341343 nChanged 25 SP:Iteration 15Q (879.540498 sec): 3 clusters Score: Raw -308032.889202 + Penalty 1592.156018 = -306440.733184 nChanged 26 SP:Iteration 16Q (879.589557 sec): 3 clusters Score: Raw -308041.093735 + Penalty 1592.156018 = -306448.937717 nChanged 29 SP:Iteration 17Q (879.628455 sec): 3 clusters Score: Raw -308052.056984 + Penalty 1592.156018 = -306459.900966 nChanged 33 SP:Iteration 18Q (879.662805 sec): 3 clusters Score: Raw -308063.481824 + Penalty 1592.156018 = -306471.325806 nChanged 26 SP:Iteration 19Q (879.678598 sec): 3 clusters Score: Raw -308074.183126 + Penalty 1592.156018 = -306482.027108 nChanged 27 SP:Iteration 20F (879.694291 sec): 3 clusters Score: Raw -308085.397741 + Penalty 1592.156018 = -306493.241723 nChanged 26 SP:Iteration 21Q (879.709908 sec): 3 clusters Score: Raw -308095.595949 + Penalty 1592.156018 = -306503.439931 nChanged 23 SP:Iteration 22Q (879.725941 sec): 3 clusters Score: Raw -308102.946912 + Penalty 1592.156018 = -306510.790894 nChanged 15 SP:Iteration 23Q (879.741394 sec): 3 clusters Score: Raw -308106.600737 + Penalty 1592.156018 = -306514.444719 nChanged 13 SP:Iteration 24Q (879.774193 sec): 3 clusters Score: Raw -308110.208667 + Penalty 1592.156018 = -306518.052650 nChanged 12 SP:Iteration 25Q (879.827672 sec): 3 clusters Score: Raw -308113.255527 + Penalty 1592.156018 = -306521.099509 nChanged 13 SP:Iteration 26Q (879.874283 sec): 3 clusters Score: Raw -308118.189536 + Penalty 1592.156018 = -306526.033518 nChanged 16 SP:Iteration 27Q (879.922390 sec): 3 clusters Score: Raw -308122.915390 + Penalty 1592.156018 = -306530.759372 nChanged 7 SP:Iteration 28Q (879.967519 sec): 3 clusters Score: Raw -308124.907749 + Penalty 1592.156018 = -306532.751731 nChanged 8 SP:Iteration 29Q (880.010821 sec): 3 clusters Score: Raw -308126.601480 + Penalty 1592.156018 = -306534.445462 nChanged 4 SP:Iteration 30Q (880.064943 sec): 3 clusters Score: Raw -308127.090090 + Penalty 1592.156018 = -306534.934072 nChanged 3 SP:Iteration 31Q (880.107041 sec): 3 clusters Score: Raw -308127.761179 + Penalty 1592.156018 = -306535.605161 nChanged 1 SP:Iteration 32Q (880.155272 sec): 3 clusters Score: Raw -308127.888221 + Penalty 1592.156018 = -306535.732203 nChanged 0 SP:Iteration 33F (880.203930 sec): 3 clusters Score: Raw -308127.888221 + Penalty 1592.156018 = -306535.732203 nChanged 0 Trying to split cluster 16 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (880.231203 sec): 2 clusters Score: Raw -266570.932989 + Penalty 778.478023 = -265792.454965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (880.269375 sec): 3 clusters Score: Raw -264630.633628 + Penalty 1556.956047 = -263073.677581 nChanged 1542 SP:Iteration 1F (880.316526 sec): 3 clusters Score: Raw -265533.640967 + Penalty 1556.956047 = -263976.684920 nChanged 269 SP:Iteration 2F (880.366640 sec): 3 clusters Score: Raw -265752.958936 + Penalty 1556.956047 = -264196.002889 nChanged 248 SP:Iteration 3F (880.409536 sec): 3 clusters Score: Raw -265922.634696 + Penalty 1556.956047 = -264365.678649 nChanged 218 SP:Iteration 4F (880.458763 sec): 3 clusters Score: Raw -266066.646392 + Penalty 1556.956047 = -264509.690345 nChanged 187 SP:Iteration 5F (880.505172 sec): 3 clusters Score: Raw -266187.411787 + Penalty 1556.956047 = -264630.455741 nChanged 152 SP:Iteration 6Q (880.544680 sec): 3 clusters Score: Raw -266270.060915 + Penalty 1556.956047 = -264713.104868 nChanged 110 SP:Iteration 7Q (880.590514 sec): 3 clusters Score: Raw -266318.027204 + Penalty 1556.956047 = -264761.071157 nChanged 82 SP:Iteration 8Q (880.621101 sec): 3 clusters Score: Raw -266348.206325 + Penalty 1556.956047 = -264791.250278 nChanged 54 SP:Iteration 9Q (880.668840 sec): 3 clusters Score: Raw -266363.828954 + Penalty 1556.956047 = -264806.872907 nChanged 38 SP:Iteration 10Q (880.711684 sec): 3 clusters Score: Raw -266375.642736 + Penalty 1556.956047 = -264818.686689 nChanged 33 SP:Iteration 11Q (880.754260 sec): 3 clusters Score: Raw -266382.606452 + Penalty 1556.956047 = -264825.650405 nChanged 20 SP:Iteration 12Q (880.793859 sec): 3 clusters Score: Raw -266386.282702 + Penalty 1556.956047 = -264829.326655 nChanged 12 SP:Iteration 13Q (880.846220 sec): 3 clusters Score: Raw -266387.872471 + Penalty 1556.956047 = -264830.916424 nChanged 14 SP:Iteration 14Q (880.879678 sec): 3 clusters Score: Raw -266390.829548 + Penalty 1556.956047 = -264833.873501 nChanged 16 SP:Iteration 15Q (880.929562 sec): 3 clusters Score: Raw -266394.880414 + Penalty 1556.956047 = -264837.924367 nChanged 19 SP:Iteration 16Q (880.974081 sec): 3 clusters Score: Raw -266399.126249 + Penalty 1556.956047 = -264842.170202 nChanged 22 SP:Iteration 17Q (881.025108 sec): 3 clusters Score: Raw -266403.489355 + Penalty 1556.956047 = -264846.533308 nChanged 12 SP:Iteration 18Q (881.063398 sec): 3 clusters Score: Raw -266405.990110 + Penalty 1556.956047 = -264849.034063 nChanged 10 SP:Iteration 19Q (881.112975 sec): 3 clusters Score: Raw -266407.709944 + Penalty 1556.956047 = -264850.753897 nChanged 8 SP:Iteration 20F (881.165159 sec): 3 clusters Score: Raw -266408.788117 + Penalty 1556.956047 = -264851.832070 nChanged 6 SP:Iteration 21Q (881.205509 sec): 3 clusters Score: Raw -266409.459948 + Penalty 1556.956047 = -264852.503901 nChanged 5 SP:Iteration 22Q (881.246209 sec): 3 clusters Score: Raw -266410.234437 + Penalty 1556.956047 = -264853.278390 nChanged 7 SP:Iteration 23Q (881.294872 sec): 3 clusters Score: Raw -266411.512397 + Penalty 1556.956047 = -264854.556350 nChanged 12 SP:Iteration 24Q (881.333211 sec): 3 clusters Score: Raw -266413.757638 + Penalty 1556.956047 = -264856.801591 nChanged 8 SP:Iteration 25Q (881.372440 sec): 3 clusters Score: Raw -266414.754297 + Penalty 1556.956047 = -264857.798250 nChanged 5 SP:Iteration 26Q (881.410016 sec): 3 clusters Score: Raw -266415.922293 + Penalty 1556.956047 = -264858.966246 nChanged 9 SP:Iteration 27Q (881.452468 sec): 3 clusters Score: Raw -266417.125196 + Penalty 1556.956047 = -264860.169149 nChanged 5 SP:Iteration 28Q (881.496540 sec): 3 clusters Score: Raw -266418.176644 + Penalty 1556.956047 = -264861.220597 nChanged 8 SP:Iteration 29Q (881.544386 sec): 3 clusters Score: Raw -266419.534236 + Penalty 1556.956047 = -264862.578189 nChanged 5 SP:Iteration 30Q (881.591770 sec): 3 clusters Score: Raw -266420.021487 + Penalty 1556.956047 = -264863.065440 nChanged 6 SP:Iteration 31Q (881.623925 sec): 3 clusters Score: Raw -266421.619238 + Penalty 1556.956047 = -264864.663192 nChanged 7 SP:Iteration 32Q (881.637050 sec): 3 clusters Score: Raw -266422.985245 + Penalty 1556.956047 = -264866.029198 nChanged 7 SP:Iteration 33Q (881.650118 sec): 3 clusters Score: Raw -266424.107418 + Penalty 1556.956047 = -264867.151371 nChanged 3 SP:Iteration 34Q (881.663230 sec): 3 clusters Score: Raw -266424.901464 + Penalty 1556.956047 = -264867.945418 nChanged 5 SP:Iteration 35Q (881.676210 sec): 3 clusters Score: Raw -266425.587416 + Penalty 1556.956047 = -264868.631369 nChanged 3 SP:Iteration 36Q (881.689105 sec): 3 clusters Score: Raw -266425.864044 + Penalty 1556.956047 = -264868.907997 nChanged 1 SP:Iteration 37Q (881.702025 sec): 3 clusters Score: Raw -266425.967265 + Penalty 1556.956047 = -264869.011218 nChanged 1 SP:Iteration 38Q (881.714096 sec): 3 clusters Score: Raw -266426.218399 + Penalty 1556.956047 = -264869.262352 nChanged 4 SP:Iteration 39Q (881.727189 sec): 3 clusters Score: Raw -266426.896149 + Penalty 1556.956047 = -264869.940102 nChanged 5 SP:Iteration 40F (881.740494 sec): 3 clusters Score: Raw -266427.741911 + Penalty 1556.956047 = -264870.785864 nChanged 9 SP:Iteration 41Q (881.753675 sec): 3 clusters Score: Raw -266429.628369 + Penalty 1556.956047 = -264872.672322 nChanged 13 SP:Iteration 42Q (881.762965 sec): 3 clusters Score: Raw -266431.910164 + Penalty 1556.956047 = -264874.954118 nChanged 18 SP:Iteration 43Q (881.795539 sec): 3 clusters Score: Raw -266436.468186 + Penalty 1556.956047 = -264879.512139 nChanged 17 SP:Iteration 44Q (881.808687 sec): 3 clusters Score: Raw -266443.223717 + Penalty 1556.956047 = -264886.267670 nChanged 28 SP:Iteration 45Q (881.821782 sec): 3 clusters Score: Raw -266453.588430 + Penalty 1556.956047 = -264896.632383 nChanged 34 SP:Iteration 46Q (881.834797 sec): 3 clusters Score: Raw -266462.956202 + Penalty 1556.956047 = -264906.000155 nChanged 22 SP:Iteration 47Q (881.847798 sec): 3 clusters Score: Raw -266469.489810 + Penalty 1556.956047 = -264912.533763 nChanged 31 SP:Iteration 48Q (881.860743 sec): 3 clusters Score: Raw -266480.822257 + Penalty 1556.956047 = -264923.866210 nChanged 41 SP:Iteration 49Q (881.874307 sec): 3 clusters Score: Raw -266496.494884 + Penalty 1556.956047 = -264939.538838 nChanged 53 SP:Iteration 50Q (881.915877 sec): 3 clusters Score: Raw -266520.943500 + Penalty 1556.956047 = -264963.987453 nChanged 51 SP:Iteration 51Q (881.928960 sec): 3 clusters Score: Raw -266546.272146 + Penalty 1556.956047 = -264989.316099 nChanged 55 SP:Iteration 52Q (881.942176 sec): 3 clusters Score: Raw -266575.291461 + Penalty 1556.956047 = -265018.335414 nChanged 56 SP:Iteration 53Q (881.955243 sec): 3 clusters Score: Raw -266605.045182 + Penalty 1556.956047 = -265048.089136 nChanged 56 SP:Iteration 54Q (881.984454 sec): 3 clusters Score: Raw -266633.017898 + Penalty 1556.956047 = -265076.061851 nChanged 54 SP:Iteration 55Q (882.018446 sec): 3 clusters Score: Raw -266662.663082 + Penalty 1556.956047 = -265105.707035 nChanged 49 SP:Iteration 56Q (882.031508 sec): 3 clusters Score: Raw -266694.471321 + Penalty 1556.956047 = -265137.515274 nChanged 46 SP:Iteration 57Q (882.044394 sec): 3 clusters Score: Raw -266729.649716 + Penalty 1556.956047 = -265172.693669 nChanged 57 SP:Iteration 58Q (882.057277 sec): 3 clusters Score: Raw -266761.586660 + Penalty 1556.956047 = -265204.630613 nChanged 48 SP:Iteration 59Q (882.101063 sec): 3 clusters Score: Raw -266789.527918 + Penalty 1556.956047 = -265232.571871 nChanged 45 SP:Iteration 60F (882.109783 sec): 3 clusters Score: Raw -266811.020798 + Penalty 1556.956047 = -265254.064752 nChanged 32 SP:Iteration 61Q (882.122534 sec): 3 clusters Score: Raw -266826.298533 + Penalty 1556.956047 = -265269.342487 nChanged 30 SP:Iteration 62Q (882.169949 sec): 3 clusters Score: Raw -266838.411965 + Penalty 1556.956047 = -265281.455918 nChanged 30 SP:Iteration 63Q (882.220694 sec): 3 clusters Score: Raw -266848.485646 + Penalty 1556.956047 = -265291.529600 nChanged 19 SP:Iteration 64Q (882.254105 sec): 3 clusters Score: Raw -266856.791387 + Penalty 1556.956047 = -265299.835340 nChanged 21 SP:Iteration 65Q (882.266919 sec): 3 clusters Score: Raw -266866.847335 + Penalty 1556.956047 = -265309.891288 nChanged 23 SP:Iteration 66Q (882.311600 sec): 3 clusters Score: Raw -266875.769396 + Penalty 1556.956047 = -265318.813349 nChanged 13 SP:Iteration 67Q (882.352554 sec): 3 clusters Score: Raw -266880.296126 + Penalty 1556.956047 = -265323.340079 nChanged 14 SP:Iteration 68Q (882.385959 sec): 3 clusters Score: Raw -266885.282408 + Penalty 1556.956047 = -265328.326361 nChanged 12 SP:Iteration 69Q (882.423765 sec): 3 clusters Score: Raw -266888.197154 + Penalty 1556.956047 = -265331.241107 nChanged 5 SP:Iteration 70Q (882.457504 sec): 3 clusters Score: Raw -266889.147593 + Penalty 1556.956047 = -265332.191546 nChanged 2 SP:Iteration 71Q (882.496541 sec): 3 clusters Score: Raw -266889.693169 + Penalty 1556.956047 = -265332.737122 nChanged 2 SP:Iteration 72Q (882.538857 sec): 3 clusters Score: Raw -266890.017489 + Penalty 1556.956047 = -265333.061442 nChanged 2 SP:Iteration 73Q (882.583998 sec): 3 clusters Score: Raw -266890.210033 + Penalty 1556.956047 = -265333.253986 nChanged 0 SP:Iteration 74F (882.640025 sec): 3 clusters Score: Raw -266890.210033 + Penalty 1556.956047 = -265333.253986 nChanged 0 Trying to split cluster 17 (3522 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (882.661639 sec): 2 clusters Score: Raw -257914.282767 + Penalty 775.844507 = -257138.438260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (882.699039 sec): 3 clusters Score: Raw -256049.878744 + Penalty 1551.689015 = -254498.189729 nChanged 1459 SP:Iteration 1F (882.711839 sec): 3 clusters Score: Raw -256885.604706 + Penalty 1551.689015 = -255333.915691 nChanged 252 SP:Iteration 2F (882.724600 sec): 3 clusters Score: Raw -257049.259723 + Penalty 1551.689015 = -255497.570708 nChanged 198 SP:Iteration 3F (882.737220 sec): 3 clusters Score: Raw -257174.520745 + Penalty 1551.689015 = -255622.831730 nChanged 168 SP:Iteration 4Q (882.750016 sec): 3 clusters Score: Raw -257283.525364 + Penalty 1551.689015 = -255731.836349 nChanged 153 SP:Iteration 5Q (882.802244 sec): 3 clusters Score: Raw -257388.813252 + Penalty 1551.689015 = -255837.124237 nChanged 164 SP:Iteration 6Q (882.846723 sec): 3 clusters Score: Raw -257512.944129 + Penalty 1551.689015 = -255961.255114 nChanged 152 SP:Iteration 7Q (882.892181 sec): 3 clusters Score: Raw -257620.028766 + Penalty 1551.689015 = -256068.339751 nChanged 129 SP:Iteration 8Q (882.934244 sec): 3 clusters Score: Raw -257707.192377 + Penalty 1551.689015 = -256155.503362 nChanged 103 SP:Iteration 9Q (882.983669 sec): 3 clusters Score: Raw -257777.851725 + Penalty 1551.689015 = -256226.162710 nChanged 91 SP:Iteration 10Q (883.026400 sec): 3 clusters Score: Raw -257839.038685 + Penalty 1551.689015 = -256287.349670 nChanged 84 SP:Iteration 11Q (883.061331 sec): 3 clusters Score: Raw -257885.514530 + Penalty 1551.689015 = -256333.825515 nChanged 55 SP:Iteration 12Q (883.105232 sec): 3 clusters Score: Raw -257912.908855 + Penalty 1551.689015 = -256361.219840 nChanged 42 SP:Iteration 13Q (883.141042 sec): 3 clusters Score: Raw -257930.552867 + Penalty 1551.689015 = -256378.863852 nChanged 33 SP:Iteration 14Q (883.185754 sec): 3 clusters Score: Raw -257945.297973 + Penalty 1551.689015 = -256393.608958 nChanged 19 SP:Iteration 15Q (883.215647 sec): 3 clusters Score: Raw -257953.402511 + Penalty 1551.689015 = -256401.713496 nChanged 14 SP:Iteration 16Q (883.252610 sec): 3 clusters Score: Raw -257959.084211 + Penalty 1551.689015 = -256407.395196 nChanged 13 SP:Iteration 17Q (883.294351 sec): 3 clusters Score: Raw -257962.560421 + Penalty 1551.689015 = -256410.871406 nChanged 11 SP:Iteration 18Q (883.345508 sec): 3 clusters Score: Raw -257964.829131 + Penalty 1551.689015 = -256413.140116 nChanged 3 SP:Iteration 19Q (883.389561 sec): 3 clusters Score: Raw -257965.701192 + Penalty 1551.689015 = -256414.012178 nChanged 5 SP:Iteration 20F (883.429502 sec): 3 clusters Score: Raw -257967.437091 + Penalty 1551.689015 = -256415.748076 nChanged 3 SP:Iteration 21Q (883.468385 sec): 3 clusters Score: Raw -257967.741131 + Penalty 1551.689015 = -256416.052116 nChanged 1 SP:Iteration 22Q (883.507386 sec): 3 clusters Score: Raw -257967.950106 + Penalty 1551.689015 = -256416.261091 nChanged 0 SP:Iteration 23F (883.536551 sec): 3 clusters Score: Raw -257967.950106 + Penalty 1551.689015 = -256416.261091 nChanged 0 Trying to split cluster 18 (5837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (883.566321 sec): 2 clusters Score: Raw -437311.603914 + Penalty 823.837363 = -436487.766551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (883.617327 sec): 3 clusters Score: Raw -433979.102952 + Penalty 1647.674727 = -432331.428225 nChanged 2563 SP:Iteration 1F (883.652572 sec): 3 clusters Score: Raw -435420.379768 + Penalty 1647.674727 = -433772.705042 nChanged 371 SP:Iteration 2F (883.702176 sec): 3 clusters Score: Raw -435610.860116 + Penalty 1647.674727 = -433963.185390 nChanged 327 SP:Iteration 3F (883.750462 sec): 3 clusters Score: Raw -435796.366569 + Penalty 1647.674727 = -434148.691842 nChanged 325 SP:Iteration 4F (883.800823 sec): 3 clusters Score: Raw -436013.482957 + Penalty 1647.674727 = -434365.808231 nChanged 353 SP:Iteration 5F (883.845425 sec): 3 clusters Score: Raw -436287.098449 + Penalty 1647.674727 = -434639.423722 nChanged 334 SP:Iteration 6F (883.889077 sec): 3 clusters Score: Raw -436573.251392 + Penalty 1647.674727 = -434925.576666 nChanged 278 SP:Iteration 7Q (883.935434 sec): 3 clusters Score: Raw -436796.484974 + Penalty 1647.674727 = -435148.810248 nChanged 220 SP:Iteration 8Q (883.995177 sec): 3 clusters Score: Raw -436930.474894 + Penalty 1647.674727 = -435282.800168 nChanged 151 SP:Iteration 9Q (884.046878 sec): 3 clusters Score: Raw -436996.849604 + Penalty 1647.674727 = -435349.174877 nChanged 94 SP:Iteration 10Q (884.085522 sec): 3 clusters Score: Raw -437037.309457 + Penalty 1647.674727 = -435389.634731 nChanged 79 SP:Iteration 11Q (884.146276 sec): 3 clusters Score: Raw -437068.058358 + Penalty 1647.674727 = -435420.383631 nChanged 80 SP:Iteration 12Q (884.176845 sec): 3 clusters Score: Raw -437098.592579 + Penalty 1647.674727 = -435450.917852 nChanged 64 SP:Iteration 13Q (884.226465 sec): 3 clusters Score: Raw -437122.519996 + Penalty 1647.674727 = -435474.845270 nChanged 64 SP:Iteration 14Q (884.262878 sec): 3 clusters Score: Raw -437140.959311 + Penalty 1647.674727 = -435493.284584 nChanged 40 SP:Iteration 15Q (884.313641 sec): 3 clusters Score: Raw -437152.125643 + Penalty 1647.674727 = -435504.450916 nChanged 37 SP:Iteration 16Q (884.356485 sec): 3 clusters Score: Raw -437165.490077 + Penalty 1647.674727 = -435517.815350 nChanged 39 SP:Iteration 17Q (884.417015 sec): 3 clusters Score: Raw -437178.924656 + Penalty 1647.674727 = -435531.249929 nChanged 45 SP:Iteration 18Q (884.458500 sec): 3 clusters Score: Raw -437192.492275 + Penalty 1647.674727 = -435544.817548 nChanged 43 SP:Iteration 19Q (884.500352 sec): 3 clusters Score: Raw -437205.657780 + Penalty 1647.674727 = -435557.983053 nChanged 37 SP:Iteration 20F (884.548197 sec): 3 clusters Score: Raw -437217.796919 + Penalty 1647.674727 = -435570.122193 nChanged 32 SP:Iteration 21Q (884.593085 sec): 3 clusters Score: Raw -437229.853467 + Penalty 1647.674727 = -435582.178741 nChanged 37 SP:Iteration 22Q (884.658620 sec): 3 clusters Score: Raw -437242.047782 + Penalty 1647.674727 = -435594.373056 nChanged 32 SP:Iteration 23Q (884.708006 sec): 3 clusters Score: Raw -437252.109602 + Penalty 1647.674727 = -435604.434875 nChanged 35 SP:Iteration 24Q (884.754661 sec): 3 clusters Score: Raw -437263.749384 + Penalty 1647.674727 = -435616.074658 nChanged 32 SP:Iteration 25Q (884.791370 sec): 3 clusters Score: Raw -437277.197190 + Penalty 1647.674727 = -435629.522463 nChanged 41 SP:Iteration 26Q (884.839157 sec): 3 clusters Score: Raw -437298.778517 + Penalty 1647.674727 = -435651.103790 nChanged 43 SP:Iteration 27Q (884.891717 sec): 3 clusters Score: Raw -437318.243553 + Penalty 1647.674727 = -435670.568827 nChanged 43 SP:Iteration 28Q (884.942017 sec): 3 clusters Score: Raw -437336.828675 + Penalty 1647.674727 = -435689.153949 nChanged 41 SP:Iteration 29Q (884.985065 sec): 3 clusters Score: Raw -437357.541818 + Penalty 1647.674727 = -435709.867092 nChanged 42 SP:Iteration 30Q (885.026126 sec): 3 clusters Score: Raw -437379.648706 + Penalty 1647.674727 = -435731.973979 nChanged 36 SP:Iteration 31Q (885.080511 sec): 3 clusters Score: Raw -437399.250223 + Penalty 1647.674727 = -435751.575497 nChanged 34 SP:Iteration 32Q (885.135037 sec): 3 clusters Score: Raw -437416.971973 + Penalty 1647.674727 = -435769.297247 nChanged 27 SP:Iteration 33Q (885.177271 sec): 3 clusters Score: Raw -437430.630258 + Penalty 1647.674727 = -435782.955532 nChanged 24 SP:Iteration 34Q (885.220024 sec): 3 clusters Score: Raw -437438.902384 + Penalty 1647.674727 = -435791.227657 nChanged 19 SP:Iteration 35Q (885.268982 sec): 3 clusters Score: Raw -437447.803407 + Penalty 1647.674727 = -435800.128681 nChanged 18 SP:Iteration 36Q (885.302619 sec): 3 clusters Score: Raw -437454.216377 + Penalty 1647.674727 = -435806.541651 nChanged 12 SP:Iteration 37Q (885.346317 sec): 3 clusters Score: Raw -437457.691111 + Penalty 1647.674727 = -435810.016385 nChanged 13 SP:Iteration 38Q (885.386934 sec): 3 clusters Score: Raw -437461.935122 + Penalty 1647.674727 = -435814.260395 nChanged 5 SP:Iteration 39Q (885.441147 sec): 3 clusters Score: Raw -437463.411350 + Penalty 1647.674727 = -435815.736623 nChanged 3 SP:Iteration 40F (885.491698 sec): 3 clusters Score: Raw -437464.554362 + Penalty 1647.674727 = -435816.879635 nChanged 3 SP:Iteration 41Q (885.525444 sec): 3 clusters Score: Raw -437466.022717 + Penalty 1647.674727 = -435818.347991 nChanged 6 SP:Iteration 42Q (885.570767 sec): 3 clusters Score: Raw -437468.125785 + Penalty 1647.674727 = -435820.451058 nChanged 5 SP:Iteration 43Q (885.612861 sec): 3 clusters Score: Raw -437470.120889 + Penalty 1647.674727 = -435822.446163 nChanged 4 SP:Iteration 44Q (885.665959 sec): 3 clusters Score: Raw -437471.422030 + Penalty 1647.674727 = -435823.747303 nChanged 2 SP:Iteration 45Q (885.712187 sec): 3 clusters Score: Raw -437471.858808 + Penalty 1647.674727 = -435824.184081 nChanged 0 SP:Iteration 46F (885.762300 sec): 3 clusters Score: Raw -437471.858808 + Penalty 1647.674727 = -435824.184081 nChanged 0 Trying to split cluster 19 (55681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.835414 sec): 2 clusters Score: Raw -4007749.191427 + Penalty 1038.102454 = -4006711.088972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.927064 sec): 3 clusters Score: Raw -3971721.143002 + Penalty 2076.204908 = -3969644.938094 nChanged 26557 SP:Iteration 1F (886.034355 sec): 3 clusters Score: Raw -3987450.550195 + Penalty 2076.204908 = -3985374.345287 nChanged 2133 SP:Iteration 2Q (886.153749 sec): 3 clusters Score: Raw -3988019.155324 + Penalty 2076.204908 = -3985942.950416 nChanged 2126 SP:Iteration 3Q (886.250601 sec): 3 clusters Score: Raw -3988645.183789 + Penalty 2076.204908 = -3986568.978881 nChanged 2128 SP:Iteration 4Q (886.359182 sec): 3 clusters Score: Raw -3989381.003496 + Penalty 2076.204908 = -3987304.798587 nChanged 2325 SP:Iteration 5Q (886.472057 sec): 3 clusters Score: Raw -3990388.135311 + Penalty 2076.204908 = -3988311.930403 nChanged 2650 SP:Iteration 6Q (886.587793 sec): 3 clusters Score: Raw -3991873.620055 + Penalty 2076.204908 = -3989797.415147 nChanged 3076 SP:Iteration 7F (886.705542 sec): 3 clusters Score: Raw -3993987.832550 + Penalty 2076.204908 = -3991911.627642 nChanged 3432 SP:Iteration 8F (886.814464 sec): 3 clusters Score: Raw -3996419.544839 + Penalty 2076.204908 = -3994343.339930 nChanged 3123 SP:Iteration 9F (886.930309 sec): 3 clusters Score: Raw -3998255.042378 + Penalty 2076.204908 = -3996178.837470 nChanged 2363 SP:Iteration 10Q (887.041714 sec): 3 clusters Score: Raw -3999179.905398 + Penalty 2076.204908 = -3997103.700490 nChanged 1503 SP:Iteration 11Q (887.154482 sec): 3 clusters Score: Raw -3999531.208921 + Penalty 2076.204908 = -3997455.004013 nChanged 889 SP:Iteration 12Q (887.260233 sec): 3 clusters Score: Raw -3999682.497698 + Penalty 2076.204908 = -3997606.292789 nChanged 639 SP:Iteration 13Q (887.367654 sec): 3 clusters Score: Raw -3999790.441363 + Penalty 2076.204908 = -3997714.236454 nChanged 585 SP:Iteration 14Q (887.460894 sec): 3 clusters Score: Raw -3999898.683366 + Penalty 2076.204908 = -3997822.478458 nChanged 603 SP:Iteration 15Q (887.576752 sec): 3 clusters Score: Raw -4000022.291614 + Penalty 2076.204908 = -3997946.086705 nChanged 664 SP:Iteration 16Q (887.689570 sec): 3 clusters Score: Raw -4000166.728153 + Penalty 2076.204908 = -3998090.523245 nChanged 754 SP:Iteration 17Q (887.814416 sec): 3 clusters Score: Raw -4000355.472948 + Penalty 2076.204908 = -3998279.268039 nChanged 853 SP:Iteration 18Q (887.925940 sec): 3 clusters Score: Raw -4000594.913213 + Penalty 2076.204908 = -3998518.708305 nChanged 897 SP:Iteration 19Q (888.050663 sec): 3 clusters Score: Raw -4000877.926518 + Penalty 2076.204908 = -3998801.721609 nChanged 999 SP:Iteration 20F (888.151151 sec): 3 clusters Score: Raw -4001231.035586 + Penalty 2076.204908 = -3999154.830677 nChanged 1114 SP:Iteration 21Q (888.246121 sec): 3 clusters Score: Raw -4001661.985690 + Penalty 2076.204908 = -3999585.780782 nChanged 1186 SP:Iteration 22Q (888.357206 sec): 3 clusters Score: Raw -4002177.038017 + Penalty 2076.204908 = -4000100.833108 nChanged 1224 SP:Iteration 23Q (888.472606 sec): 3 clusters Score: Raw -4002764.865362 + Penalty 2076.204908 = -4000688.660453 nChanged 1246 SP:Iteration 24Q (888.579740 sec): 3 clusters Score: Raw -4003460.450930 + Penalty 2076.204908 = -4001384.246021 nChanged 1360 SP:Iteration 25Q (888.687900 sec): 3 clusters Score: Raw -4004293.086538 + Penalty 2076.204908 = -4002216.881630 nChanged 1357 SP:Iteration 26Q (888.796040 sec): 3 clusters Score: Raw -4005233.257832 + Penalty 2076.204908 = -4003157.052923 nChanged 1334 SP:Iteration 27Q (888.905708 sec): 3 clusters Score: Raw -4006118.876289 + Penalty 2076.204908 = -4004042.671381 nChanged 1154 SP:Iteration 28Q (889.019868 sec): 3 clusters Score: Raw -4006862.848033 + Penalty 2076.204908 = -4004786.643125 nChanged 971 SP:Iteration 29Q (889.131254 sec): 3 clusters Score: Raw -4007404.223352 + Penalty 2076.204908 = -4005328.018444 nChanged 755 SP:Iteration 30Q (889.238744 sec): 3 clusters Score: Raw -4007755.772960 + Penalty 2076.204908 = -4005679.568051 nChanged 609 SP:Iteration 31Q (889.347166 sec): 3 clusters Score: Raw -4007980.451086 + Penalty 2076.204908 = -4005904.246178 nChanged 460 SP:Iteration 32Q (889.459669 sec): 3 clusters Score: Raw -4008101.839077 + Penalty 2076.204908 = -4006025.634168 nChanged 363 SP:Iteration 33Q (889.538132 sec): 3 clusters Score: Raw -4008184.908885 + Penalty 2076.204908 = -4006108.703976 nChanged 272 SP:Iteration 34Q (889.645938 sec): 3 clusters Score: Raw -4008234.005729 + Penalty 2076.204908 = -4006157.800821 nChanged 218 SP:Iteration 35Q (889.753445 sec): 3 clusters Score: Raw -4008265.226318 + Penalty 2076.204908 = -4006189.021410 nChanged 178 SP:Iteration 36Q (889.850218 sec): 3 clusters Score: Raw -4008289.984848 + Penalty 2076.204908 = -4006213.779940 nChanged 154 SP:Iteration 37Q (889.954858 sec): 3 clusters Score: Raw -4008310.760197 + Penalty 2076.204908 = -4006234.555288 nChanged 126 SP:Iteration 38Q (890.071627 sec): 3 clusters Score: Raw -4008322.945488 + Penalty 2076.204908 = -4006246.740580 nChanged 123 SP:Iteration 39Q (890.178208 sec): 3 clusters Score: Raw -4008334.106708 + Penalty 2076.204908 = -4006257.901800 nChanged 116 SP:Iteration 40F (890.264907 sec): 3 clusters Score: Raw -4008386.433897 + Penalty 2076.204908 = -4006310.228989 nChanged 153 SP:Iteration 41Q (890.370109 sec): 3 clusters Score: Raw -4008403.306929 + Penalty 2076.204908 = -4006327.102021 nChanged 123 SP:Iteration 42Q (890.481102 sec): 3 clusters Score: Raw -4008414.680569 + Penalty 2076.204908 = -4006338.475661 nChanged 100 SP:Iteration 43Q (890.588099 sec): 3 clusters Score: Raw -4008423.578840 + Penalty 2076.204908 = -4006347.373931 nChanged 102 SP:Iteration 44Q (890.698088 sec): 3 clusters Score: Raw -4008432.274735 + Penalty 2076.204908 = -4006356.069827 nChanged 94 SP:Iteration 45Q (890.813432 sec): 3 clusters Score: Raw -4008439.088069 + Penalty 2076.204908 = -4006362.883161 nChanged 81 SP:Iteration 46Q (890.916680 sec): 3 clusters Score: Raw -4008444.164151 + Penalty 2076.204908 = -4006367.959243 nChanged 63 SP:Iteration 47Q (891.013518 sec): 3 clusters Score: Raw -4008447.819889 + Penalty 2076.204908 = -4006371.614981 nChanged 55 SP:Iteration 48Q (891.114448 sec): 3 clusters Score: Raw -4008450.228656 + Penalty 2076.204908 = -4006374.023748 nChanged 49 SP:Iteration 49Q (891.235147 sec): 3 clusters Score: Raw -4008452.294572 + Penalty 2076.204908 = -4006376.089663 nChanged 35 SP:Iteration 50Q (891.338071 sec): 3 clusters Score: Raw -4008453.986100 + Penalty 2076.204908 = -4006377.781192 nChanged 36 SP:Iteration 51Q (891.428041 sec): 3 clusters Score: Raw -4008455.848936 + Penalty 2076.204908 = -4006379.644028 nChanged 39 SP:Iteration 52Q (891.529644 sec): 3 clusters Score: Raw -4008458.207512 + Penalty 2076.204908 = -4006382.002604 nChanged 42 SP:Iteration 53Q (891.618766 sec): 3 clusters Score: Raw -4008460.835798 + Penalty 2076.204908 = -4006384.630889 nChanged 49 SP:Iteration 54Q (891.725746 sec): 3 clusters Score: Raw -4008463.604022 + Penalty 2076.204908 = -4006387.399114 nChanged 50 SP:Iteration 55Q (891.835877 sec): 3 clusters Score: Raw -4008465.918525 + Penalty 2076.204908 = -4006389.713617 nChanged 45 SP:Iteration 56Q (891.940833 sec): 3 clusters Score: Raw -4008468.195004 + Penalty 2076.204908 = -4006391.990096 nChanged 38 SP:Iteration 57Q (892.030710 sec): 3 clusters Score: Raw -4008470.373231 + Penalty 2076.204908 = -4006394.168323 nChanged 47 SP:Iteration 58Q (892.126560 sec): 3 clusters Score: Raw -4008473.012057 + Penalty 2076.204908 = -4006396.807149 nChanged 54 SP:Iteration 59Q (892.197564 sec): 3 clusters Score: Raw -4008476.343648 + Penalty 2076.204908 = -4006400.138740 nChanged 55 SP:Iteration 60F (892.306648 sec): 3 clusters Score: Raw -4008479.640217 + Penalty 2076.204908 = -4006403.435309 nChanged 59 SP:Iteration 61Q (892.389238 sec): 3 clusters Score: Raw -4008483.180857 + Penalty 2076.204908 = -4006406.975949 nChanged 62 SP:Iteration 62Q (892.479646 sec): 3 clusters Score: Raw -4008486.975533 + Penalty 2076.204908 = -4006410.770625 nChanged 58 SP:Iteration 63Q (892.558305 sec): 3 clusters Score: Raw -4008490.192970 + Penalty 2076.204908 = -4006413.988062 nChanged 45 SP:Iteration 64Q (892.651417 sec): 3 clusters Score: Raw -4008492.897398 + Penalty 2076.204908 = -4006416.692490 nChanged 50 SP:Iteration 65Q (892.766561 sec): 3 clusters Score: Raw -4008495.641125 + Penalty 2076.204908 = -4006419.436216 nChanged 51 SP:Iteration 66Q (892.870925 sec): 3 clusters Score: Raw -4008498.369130 + Penalty 2076.204908 = -4006422.164221 nChanged 51 SP:Iteration 67Q (892.966468 sec): 3 clusters Score: Raw -4008500.703271 + Penalty 2076.204908 = -4006424.498363 nChanged 56 SP:Iteration 68Q (893.062917 sec): 3 clusters Score: Raw -4008503.664809 + Penalty 2076.204908 = -4006427.459901 nChanged 58 SP:Iteration 69Q (893.175400 sec): 3 clusters Score: Raw -4008507.338850 + Penalty 2076.204908 = -4006431.133942 nChanged 77 SP:Iteration 70Q (893.280002 sec): 3 clusters Score: Raw -4008512.993815 + Penalty 2076.204908 = -4006436.788906 nChanged 73 SP:Iteration 71Q (893.391683 sec): 3 clusters Score: Raw -4008517.850150 + Penalty 2076.204908 = -4006441.645241 nChanged 60 SP:Iteration 72Q (893.486009 sec): 3 clusters Score: Raw -4008521.812426 + Penalty 2076.204908 = -4006445.607517 nChanged 63 SP:Iteration 73Q (893.588230 sec): 3 clusters Score: Raw -4008526.504643 + Penalty 2076.204908 = -4006450.299735 nChanged 66 SP:Iteration 74Q (893.664646 sec): 3 clusters Score: Raw -4008530.939339 + Penalty 2076.204908 = -4006454.734430 nChanged 68 SP:Iteration 75Q (893.775710 sec): 3 clusters Score: Raw -4008536.067411 + Penalty 2076.204908 = -4006459.862503 nChanged 63 SP:Iteration 76Q (893.866827 sec): 3 clusters Score: Raw -4008540.730027 + Penalty 2076.204908 = -4006464.525119 nChanged 56 SP:Iteration 77Q (893.970302 sec): 3 clusters Score: Raw -4008544.330479 + Penalty 2076.204908 = -4006468.125570 nChanged 59 SP:Iteration 78Q (894.068162 sec): 3 clusters Score: Raw -4008547.694367 + Penalty 2076.204908 = -4006471.489458 nChanged 55 SP:Iteration 79Q (894.156250 sec): 3 clusters Score: Raw -4008550.989835 + Penalty 2076.204908 = -4006474.784926 nChanged 58 SP:Iteration 80F (894.271734 sec): 3 clusters Score: Raw -4008554.754644 + Penalty 2076.204908 = -4006478.549735 nChanged 61 SP:Iteration 81Q (894.370866 sec): 3 clusters Score: Raw -4008559.383612 + Penalty 2076.204908 = -4006483.178703 nChanged 62 SP:Iteration 82Q (894.461407 sec): 3 clusters Score: Raw -4008563.464091 + Penalty 2076.204908 = -4006487.259182 nChanged 53 SP:Iteration 83Q (894.568135 sec): 3 clusters Score: Raw -4008567.132235 + Penalty 2076.204908 = -4006490.927327 nChanged 63 SP:Iteration 84Q (894.682812 sec): 3 clusters Score: Raw -4008572.109151 + Penalty 2076.204908 = -4006495.904242 nChanged 76 SP:Iteration 85Q (894.784231 sec): 3 clusters Score: Raw -4008579.207363 + Penalty 2076.204908 = -4006503.002455 nChanged 63 SP:Iteration 86Q (894.884188 sec): 3 clusters Score: Raw -4008583.793495 + Penalty 2076.204908 = -4006507.588587 nChanged 54 SP:Iteration 87Q (894.982447 sec): 3 clusters Score: Raw -4008587.234319 + Penalty 2076.204908 = -4006511.029411 nChanged 56 SP:Iteration 88Q (895.088486 sec): 3 clusters Score: Raw -4008590.790222 + Penalty 2076.204908 = -4006514.585314 nChanged 60 SP:Iteration 89Q (895.159098 sec): 3 clusters Score: Raw -4008595.329305 + Penalty 2076.204908 = -4006519.124396 nChanged 62 SP:Iteration 90Q (895.260094 sec): 3 clusters Score: Raw -4008599.055014 + Penalty 2076.204908 = -4006522.850105 nChanged 49 SP:Iteration 91Q (895.331571 sec): 3 clusters Score: Raw -4008601.292277 + Penalty 2076.204908 = -4006525.087368 nChanged 40 SP:Iteration 92Q (895.443220 sec): 3 clusters Score: Raw -4008603.108328 + Penalty 2076.204908 = -4006526.903420 nChanged 31 SP:Iteration 93Q (895.551285 sec): 3 clusters Score: Raw -4008604.345678 + Penalty 2076.204908 = -4006528.140770 nChanged 27 SP:Iteration 94Q (895.642202 sec): 3 clusters Score: Raw -4008605.722493 + Penalty 2076.204908 = -4006529.517584 nChanged 32 SP:Iteration 95Q (895.735117 sec): 3 clusters Score: Raw -4008607.742102 + Penalty 2076.204908 = -4006531.537193 nChanged 35 SP:Iteration 96Q (895.850922 sec): 3 clusters Score: Raw -4008610.039441 + Penalty 2076.204908 = -4006533.834533 nChanged 43 SP:Iteration 97Q (895.965994 sec): 3 clusters Score: Raw -4008612.648145 + Penalty 2076.204908 = -4006536.443237 nChanged 49 SP:Iteration 98Q (896.072395 sec): 3 clusters Score: Raw -4008615.830120 + Penalty 2076.204908 = -4006539.625211 nChanged 53 SP:Iteration 99Q (896.165084 sec): 3 clusters Score: Raw -4008619.467751 + Penalty 2076.204908 = -4006543.262842 nChanged 53 SP:Iteration 100F (896.264982 sec): 3 clusters Score: Raw -4008623.004040 + Penalty 2076.204908 = -4006546.799132 nChanged 40 SP:Iteration 101Q (896.364502 sec): 3 clusters Score: Raw -4008625.371168 + Penalty 2076.204908 = -4006549.166259 nChanged 38 SP:Iteration 102Q (896.457564 sec): 3 clusters Score: Raw -4008627.456780 + Penalty 2076.204908 = -4006551.251872 nChanged 38 SP:Iteration 103Q (896.565457 sec): 3 clusters Score: Raw -4008629.519594 + Penalty 2076.204908 = -4006553.314685 nChanged 38 SP:Iteration 104Q (896.669806 sec): 3 clusters Score: Raw -4008631.472555 + Penalty 2076.204908 = -4006555.267646 nChanged 32 SP:Iteration 105Q (896.743003 sec): 3 clusters Score: Raw -4008633.216679 + Penalty 2076.204908 = -4006557.011771 nChanged 37 SP:Iteration 106Q (896.813234 sec): 3 clusters Score: Raw -4008635.491538 + Penalty 2076.204908 = -4006559.286629 nChanged 46 SP:Iteration 107Q (896.921287 sec): 3 clusters Score: Raw -4008638.103965 + Penalty 2076.204908 = -4006561.899057 nChanged 36 SP:Iteration 108Q (897.031069 sec): 3 clusters Score: Raw -4008639.935415 + Penalty 2076.204908 = -4006563.730506 nChanged 32 SP:Iteration 109Q (897.139535 sec): 3 clusters Score: Raw -4008641.254100 + Penalty 2076.204908 = -4006565.049191 nChanged 30 SP:Iteration 110Q (897.230720 sec): 3 clusters Score: Raw -4008643.036009 + Penalty 2076.204908 = -4006566.831101 nChanged 36 SP:Iteration 111Q (897.334193 sec): 3 clusters Score: Raw -4008645.117284 + Penalty 2076.204908 = -4006568.912376 nChanged 37 SP:Iteration 112Q (897.435060 sec): 3 clusters Score: Raw -4008647.105513 + Penalty 2076.204908 = -4006570.900605 nChanged 46 SP:Iteration 113Q (897.532150 sec): 3 clusters Score: Raw -4008650.264362 + Penalty 2076.204908 = -4006574.059453 nChanged 48 SP:Iteration 114Q (897.628959 sec): 3 clusters Score: Raw -4008653.431019 + Penalty 2076.204908 = -4006577.226111 nChanged 42 SP:Iteration 115Q (897.736750 sec): 3 clusters Score: Raw -4008655.710594 + Penalty 2076.204908 = -4006579.505685 nChanged 34 SP:Iteration 116Q (897.846390 sec): 3 clusters Score: Raw -4008657.391488 + Penalty 2076.204908 = -4006581.186580 nChanged 24 SP:Iteration 117Q (897.947765 sec): 3 clusters Score: Raw -4008658.556213 + Penalty 2076.204908 = -4006582.351304 nChanged 33 SP:Iteration 118Q (898.058473 sec): 3 clusters Score: Raw -4008659.856291 + Penalty 2076.204908 = -4006583.651382 nChanged 20 SP:Iteration 119Q (898.167359 sec): 3 clusters Score: Raw -4008660.702944 + Penalty 2076.204908 = -4006584.498035 nChanged 19 SP:Iteration 120F (898.269913 sec): 3 clusters Score: Raw -4008661.531783 + Penalty 2076.204908 = -4006585.326875 nChanged 20 SP:Iteration 121Q (898.381299 sec): 3 clusters Score: Raw -4008662.349001 + Penalty 2076.204908 = -4006586.144092 nChanged 16 SP:Iteration 122Q (898.487615 sec): 3 clusters Score: Raw -4008662.873184 + Penalty 2076.204908 = -4006586.668276 nChanged 7 SP:Iteration 123Q (898.585878 sec): 3 clusters Score: Raw -4008663.091230 + Penalty 2076.204908 = -4006586.886322 nChanged 8 SP:Iteration 124Q (898.690861 sec): 3 clusters Score: Raw -4008663.358525 + Penalty 2076.204908 = -4006587.153617 nChanged 9 SP:Iteration 125Q (898.792423 sec): 3 clusters Score: Raw -4008663.559277 + Penalty 2076.204908 = -4006587.354368 nChanged 5 SP:Iteration 126Q (898.895341 sec): 3 clusters Score: Raw -4008663.689020 + Penalty 2076.204908 = -4006587.484112 nChanged 4 SP:Iteration 127Q (899.002001 sec): 3 clusters Score: Raw -4008663.814269 + Penalty 2076.204908 = -4006587.609361 nChanged 3 SP:Iteration 128Q (899.100228 sec): 3 clusters Score: Raw -4008663.882839 + Penalty 2076.204908 = -4006587.677930 nChanged 2 SP:Iteration 129Q (899.201194 sec): 3 clusters Score: Raw -4008663.922351 + Penalty 2076.204908 = -4006587.717443 nChanged 1 SP:Iteration 130Q (899.296812 sec): 3 clusters Score: Raw -4008663.959060 + Penalty 2076.204908 = -4006587.754152 nChanged 2 SP:Iteration 131Q (899.404499 sec): 3 clusters Score: Raw -4008664.008002 + Penalty 2076.204908 = -4006587.803093 nChanged 1 SP:Iteration 132Q (899.507644 sec): 3 clusters Score: Raw -4008664.018711 + Penalty 2076.204908 = -4006587.813803 nChanged 0 SP:Iteration 133F (899.615888 sec): 3 clusters Score: Raw -4008664.018711 + Penalty 2076.204908 = -4006587.813803 nChanged 0 Trying to split cluster 20 (83268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (899.726215 sec): 2 clusters Score: Raw -6236817.071960 + Penalty 1076.332862 = -6235740.739098 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (899.863765 sec): 3 clusters Score: Raw -6182153.633909 + Penalty 2152.665724 = -6180000.968185 nChanged 40203 SP:Iteration 1F (900.008406 sec): 3 clusters Score: Raw -6206501.336144 + Penalty 2152.665724 = -6204348.670420 nChanged 3536 SP:Iteration 2Q (900.162225 sec): 3 clusters Score: Raw -6207728.411177 + Penalty 2152.665724 = -6205575.745453 nChanged 3935 SP:Iteration 3Q (900.290568 sec): 3 clusters Score: Raw -6209396.293170 + Penalty 2152.665724 = -6207243.627446 nChanged 4457 SP:Iteration 4F (900.436622 sec): 3 clusters Score: Raw -6211687.993304 + Penalty 2152.665724 = -6209535.327580 nChanged 4956 SP:Iteration 5F (900.582212 sec): 3 clusters Score: Raw -6214712.217091 + Penalty 2152.665724 = -6212559.551367 nChanged 5239 SP:Iteration 6F (900.726552 sec): 3 clusters Score: Raw -6218231.407602 + Penalty 2152.665724 = -6216078.741878 nChanged 5094 SP:Iteration 7F (900.869537 sec): 3 clusters Score: Raw -6221570.443000 + Penalty 2152.665724 = -6219417.777276 nChanged 4216 SP:Iteration 8F (901.015539 sec): 3 clusters Score: Raw -6223733.371676 + Penalty 2152.665724 = -6221580.705951 nChanged 2924 SP:Iteration 9Q (901.163742 sec): 3 clusters Score: Raw -6224738.844416 + Penalty 2152.665724 = -6222586.178692 nChanged 1940 SP:Iteration 10Q (901.311987 sec): 3 clusters Score: Raw -6225240.646671 + Penalty 2152.665724 = -6223087.980947 nChanged 1392 SP:Iteration 11Q (901.460194 sec): 3 clusters Score: Raw -6225583.730834 + Penalty 2152.665724 = -6223431.065110 nChanged 1225 SP:Iteration 12Q (901.604200 sec): 3 clusters Score: Raw -6225908.631070 + Penalty 2152.665724 = -6223755.965346 nChanged 1234 SP:Iteration 13Q (901.752313 sec): 3 clusters Score: Raw -6226256.022088 + Penalty 2152.665724 = -6224103.356364 nChanged 1328 SP:Iteration 14Q (901.906081 sec): 3 clusters Score: Raw -6226664.303996 + Penalty 2152.665724 = -6224511.638272 nChanged 1400 SP:Iteration 15Q (902.051580 sec): 3 clusters Score: Raw -6227143.538679 + Penalty 2152.665724 = -6224990.872955 nChanged 1518 SP:Iteration 16Q (902.200645 sec): 3 clusters Score: Raw -6227709.103531 + Penalty 2152.665724 = -6225556.437807 nChanged 1572 SP:Iteration 17Q (902.344294 sec): 3 clusters Score: Raw -6228389.787714 + Penalty 2152.665724 = -6226237.121990 nChanged 1724 SP:Iteration 18Q (902.485354 sec): 3 clusters Score: Raw -6229197.557412 + Penalty 2152.665724 = -6227044.891688 nChanged 1780 SP:Iteration 19Q (902.635739 sec): 3 clusters Score: Raw -6230104.860360 + Penalty 2152.665724 = -6227952.194636 nChanged 1764 SP:Iteration 20F (902.782187 sec): 3 clusters Score: Raw -6231105.599946 + Penalty 2152.665724 = -6228952.934222 nChanged 1692 SP:Iteration 21Q (902.913281 sec): 3 clusters Score: Raw -6232163.944620 + Penalty 2152.665724 = -6230011.278896 nChanged 1757 SP:Iteration 22Q (903.054284 sec): 3 clusters Score: Raw -6233256.954573 + Penalty 2152.665724 = -6231104.288849 nChanged 1531 SP:Iteration 23Q (903.200122 sec): 3 clusters Score: Raw -6234116.393111 + Penalty 2152.665724 = -6231963.727387 nChanged 1324 SP:Iteration 24Q (903.341940 sec): 3 clusters Score: Raw -6234795.192450 + Penalty 2152.665724 = -6232642.526726 nChanged 1143 SP:Iteration 25Q (903.491582 sec): 3 clusters Score: Raw -6235284.208673 + Penalty 2152.665724 = -6233131.542949 nChanged 955 SP:Iteration 26Q (903.623467 sec): 3 clusters Score: Raw -6235612.087845 + Penalty 2152.665724 = -6233459.422121 nChanged 767 SP:Iteration 27Q (903.765889 sec): 3 clusters Score: Raw -6235836.512940 + Penalty 2152.665724 = -6233683.847216 nChanged 641 SP:Iteration 28Q (903.902625 sec): 3 clusters Score: Raw -6236002.480018 + Penalty 2152.665724 = -6233849.814294 nChanged 549 SP:Iteration 29Q (904.030451 sec): 3 clusters Score: Raw -6236119.456969 + Penalty 2152.665724 = -6233966.791245 nChanged 442 SP:Iteration 30Q (904.177242 sec): 3 clusters Score: Raw -6236199.841908 + Penalty 2152.665724 = -6234047.176183 nChanged 374 SP:Iteration 31Q (904.309358 sec): 3 clusters Score: Raw -6236263.292976 + Penalty 2152.665724 = -6234110.627251 nChanged 333 SP:Iteration 32Q (904.453981 sec): 3 clusters Score: Raw -6236313.390914 + Penalty 2152.665724 = -6234160.725190 nChanged 313 SP:Iteration 33Q (904.592484 sec): 3 clusters Score: Raw -6236356.977937 + Penalty 2152.665724 = -6234204.312213 nChanged 280 SP:Iteration 34Q (904.728647 sec): 3 clusters Score: Raw -6236394.624368 + Penalty 2152.665724 = -6234241.958644 nChanged 277 SP:Iteration 35Q (904.852779 sec): 3 clusters Score: Raw -6236429.027648 + Penalty 2152.665724 = -6234276.361924 nChanged 240 SP:Iteration 36Q (904.992996 sec): 3 clusters Score: Raw -6236455.866222 + Penalty 2152.665724 = -6234303.200498 nChanged 239 SP:Iteration 37Q (905.142345 sec): 3 clusters Score: Raw -6236482.768079 + Penalty 2152.665724 = -6234330.102355 nChanged 220 SP:Iteration 38Q (905.281489 sec): 3 clusters Score: Raw -6236507.912596 + Penalty 2152.665724 = -6234355.246872 nChanged 226 SP:Iteration 39Q (905.422409 sec): 3 clusters Score: Raw -6236529.398433 + Penalty 2152.665724 = -6234376.732709 nChanged 195 SP:Iteration 40F (905.541217 sec): 3 clusters Score: Raw -6236549.308814 + Penalty 2152.665724 = -6234396.643090 nChanged 186 SP:Iteration 41Q (905.683000 sec): 3 clusters Score: Raw -6236564.529610 + Penalty 2152.665724 = -6234411.863885 nChanged 168 SP:Iteration 42Q (905.822255 sec): 3 clusters Score: Raw -6236578.808417 + Penalty 2152.665724 = -6234426.142693 nChanged 167 SP:Iteration 43Q (905.958288 sec): 3 clusters Score: Raw -6236593.187467 + Penalty 2152.665724 = -6234440.521743 nChanged 170 SP:Iteration 44Q (906.101040 sec): 3 clusters Score: Raw -6236607.456666 + Penalty 2152.665724 = -6234454.790942 nChanged 171 SP:Iteration 45Q (906.231581 sec): 3 clusters Score: Raw -6236623.294549 + Penalty 2152.665724 = -6234470.628825 nChanged 179 SP:Iteration 46Q (906.364180 sec): 3 clusters Score: Raw -6236639.897842 + Penalty 2152.665724 = -6234487.232118 nChanged 193 SP:Iteration 47Q (906.498561 sec): 3 clusters Score: Raw -6236659.704644 + Penalty 2152.665724 = -6234507.038920 nChanged 205 SP:Iteration 48Q (906.633902 sec): 3 clusters Score: Raw -6236680.959247 + Penalty 2152.665724 = -6234528.293523 nChanged 193 SP:Iteration 49Q (906.767345 sec): 3 clusters Score: Raw -6236701.789304 + Penalty 2152.665724 = -6234549.123580 nChanged 194 SP:Iteration 50Q (906.906261 sec): 3 clusters Score: Raw -6236721.001118 + Penalty 2152.665724 = -6234568.335394 nChanged 197 SP:Iteration 51Q (907.048757 sec): 3 clusters Score: Raw -6236738.665013 + Penalty 2152.665724 = -6234585.999289 nChanged 164 SP:Iteration 52Q (907.185954 sec): 3 clusters Score: Raw -6236753.420987 + Penalty 2152.665724 = -6234600.755262 nChanged 160 SP:Iteration 53Q (907.317137 sec): 3 clusters Score: Raw -6236767.744897 + Penalty 2152.665724 = -6234615.079173 nChanged 156 SP:Iteration 54Q (907.452630 sec): 3 clusters Score: Raw -6236781.106480 + Penalty 2152.665724 = -6234628.440756 nChanged 151 SP:Iteration 55Q (907.590156 sec): 3 clusters Score: Raw -6236794.122754 + Penalty 2152.665724 = -6234641.457030 nChanged 158 SP:Iteration 56Q (907.720168 sec): 3 clusters Score: Raw -6236808.864910 + Penalty 2152.665724 = -6234656.199186 nChanged 165 SP:Iteration 57Q (907.854844 sec): 3 clusters Score: Raw -6236823.084689 + Penalty 2152.665724 = -6234670.418965 nChanged 155 SP:Iteration 58Q (907.989953 sec): 3 clusters Score: Raw -6236836.517480 + Penalty 2152.665724 = -6234683.851756 nChanged 166 SP:Iteration 59Q (908.120633 sec): 3 clusters Score: Raw -6236852.472469 + Penalty 2152.665724 = -6234699.806745 nChanged 156 SP:Iteration 60F (908.259327 sec): 3 clusters Score: Raw -6236867.466768 + Penalty 2152.665724 = -6234714.801044 nChanged 161 SP:Iteration 61Q (908.394261 sec): 3 clusters Score: Raw -6236883.783164 + Penalty 2152.665724 = -6234731.117440 nChanged 162 SP:Iteration 62Q (908.531117 sec): 3 clusters Score: Raw -6236897.217073 + Penalty 2152.665724 = -6234744.551349 nChanged 128 SP:Iteration 63Q (908.663475 sec): 3 clusters Score: Raw -6236906.531447 + Penalty 2152.665724 = -6234753.865723 nChanged 124 SP:Iteration 64Q (908.800455 sec): 3 clusters Score: Raw -6236915.129617 + Penalty 2152.665724 = -6234762.463893 nChanged 122 SP:Iteration 65Q (908.937677 sec): 3 clusters Score: Raw -6236923.339303 + Penalty 2152.665724 = -6234770.673579 nChanged 111 SP:Iteration 66Q (909.070379 sec): 3 clusters Score: Raw -6236930.096021 + Penalty 2152.665724 = -6234777.430297 nChanged 114 SP:Iteration 67Q (909.200519 sec): 3 clusters Score: Raw -6236938.047450 + Penalty 2152.665724 = -6234785.381725 nChanged 110 SP:Iteration 68Q (909.342253 sec): 3 clusters Score: Raw -6236946.883379 + Penalty 2152.665724 = -6234794.217655 nChanged 121 SP:Iteration 69Q (909.481476 sec): 3 clusters Score: Raw -6236956.915875 + Penalty 2152.665724 = -6234804.250151 nChanged 113 SP:Iteration 70Q (909.621360 sec): 3 clusters Score: Raw -6236965.590990 + Penalty 2152.665724 = -6234812.925266 nChanged 97 SP:Iteration 71Q (909.759539 sec): 3 clusters Score: Raw -6236972.311216 + Penalty 2152.665724 = -6234819.645492 nChanged 96 SP:Iteration 72Q (909.891209 sec): 3 clusters Score: Raw -6236978.159023 + Penalty 2152.665724 = -6234825.493299 nChanged 82 SP:Iteration 73Q (910.028979 sec): 3 clusters Score: Raw -6236982.588926 + Penalty 2152.665724 = -6234829.923202 nChanged 71 SP:Iteration 74Q (910.167774 sec): 3 clusters Score: Raw -6236986.224867 + Penalty 2152.665724 = -6234833.559143 nChanged 67 SP:Iteration 75Q (910.293884 sec): 3 clusters Score: Raw -6236989.344494 + Penalty 2152.665724 = -6234836.678770 nChanged 57 SP:Iteration 76Q (910.398385 sec): 3 clusters Score: Raw -6236991.966725 + Penalty 2152.665724 = -6234839.301001 nChanged 63 SP:Iteration 77Q (910.503862 sec): 3 clusters Score: Raw -6236994.634188 + Penalty 2152.665724 = -6234841.968464 nChanged 47 SP:Iteration 78Q (910.637612 sec): 3 clusters Score: Raw -6236996.327186 + Penalty 2152.665724 = -6234843.661462 nChanged 38 SP:Iteration 79Q (910.774242 sec): 3 clusters Score: Raw -6236997.846637 + Penalty 2152.665724 = -6234845.180912 nChanged 32 SP:Iteration 80F (910.927465 sec): 3 clusters Score: Raw -6236998.700652 + Penalty 2152.665724 = -6234846.034928 nChanged 21 SP:Iteration 81Q (911.063092 sec): 3 clusters Score: Raw -6236999.412874 + Penalty 2152.665724 = -6234846.747150 nChanged 35 SP:Iteration 82Q (911.190127 sec): 3 clusters Score: Raw -6237001.013778 + Penalty 2152.665724 = -6234848.348053 nChanged 33 SP:Iteration 83Q (911.328156 sec): 3 clusters Score: Raw -6237002.266214 + Penalty 2152.665724 = -6234849.600490 nChanged 33 SP:Iteration 84Q (911.466348 sec): 3 clusters Score: Raw -6237003.676857 + Penalty 2152.665724 = -6234851.011133 nChanged 27 SP:Iteration 85Q (911.593368 sec): 3 clusters Score: Raw -6237005.025628 + Penalty 2152.665724 = -6234852.359903 nChanged 33 SP:Iteration 86Q (911.737199 sec): 3 clusters Score: Raw -6237006.526655 + Penalty 2152.665724 = -6234853.860931 nChanged 31 SP:Iteration 87Q (911.873369 sec): 3 clusters Score: Raw -6237008.028650 + Penalty 2152.665724 = -6234855.362926 nChanged 42 SP:Iteration 88Q (912.006405 sec): 3 clusters Score: Raw -6237010.090933 + Penalty 2152.665724 = -6234857.425208 nChanged 44 SP:Iteration 89Q (912.145363 sec): 3 clusters Score: Raw -6237012.518719 + Penalty 2152.665724 = -6234859.852995 nChanged 51 SP:Iteration 90Q (912.269690 sec): 3 clusters Score: Raw -6237015.343852 + Penalty 2152.665724 = -6234862.678127 nChanged 62 SP:Iteration 91Q (912.408585 sec): 3 clusters Score: Raw -6237019.065618 + Penalty 2152.665724 = -6234866.399894 nChanged 56 SP:Iteration 92Q (912.546816 sec): 3 clusters Score: Raw -6237022.354251 + Penalty 2152.665724 = -6234869.688526 nChanged 59 SP:Iteration 93Q (912.674265 sec): 3 clusters Score: Raw -6237025.854725 + Penalty 2152.665724 = -6234873.189001 nChanged 67 SP:Iteration 94Q (912.796327 sec): 3 clusters Score: Raw -6237030.123793 + Penalty 2152.665724 = -6234877.458069 nChanged 69 SP:Iteration 95Q (912.933997 sec): 3 clusters Score: Raw -6237035.213092 + Penalty 2152.665724 = -6234882.547368 nChanged 71 SP:Iteration 96Q (913.078125 sec): 3 clusters Score: Raw -6237039.352447 + Penalty 2152.665724 = -6234886.686723 nChanged 46 SP:Iteration 97Q (913.198007 sec): 3 clusters Score: Raw -6237041.949227 + Penalty 2152.665724 = -6234889.283503 nChanged 37 SP:Iteration 98Q (913.338157 sec): 3 clusters Score: Raw -6237043.648971 + Penalty 2152.665724 = -6234890.983247 nChanged 33 SP:Iteration 99Q (913.468862 sec): 3 clusters Score: Raw -6237045.177005 + Penalty 2152.665724 = -6234892.511280 nChanged 36 SP:Iteration 100F (913.616882 sec): 3 clusters Score: Raw -6237046.598863 + Penalty 2152.665724 = -6234893.933139 nChanged 32 SP:Iteration 101Q (913.751960 sec): 3 clusters Score: Raw -6237047.648460 + Penalty 2152.665724 = -6234894.982736 nChanged 35 SP:Iteration 102Q (913.880635 sec): 3 clusters Score: Raw -6237048.965936 + Penalty 2152.665724 = -6234896.300212 nChanged 39 SP:Iteration 103Q (914.014008 sec): 3 clusters Score: Raw -6237050.732587 + Penalty 2152.665724 = -6234898.066863 nChanged 42 SP:Iteration 104Q (914.153058 sec): 3 clusters Score: Raw -6237052.914705 + Penalty 2152.665724 = -6234900.248981 nChanged 51 SP:Iteration 105Q (914.286285 sec): 3 clusters Score: Raw -6237055.910727 + Penalty 2152.665724 = -6234903.245003 nChanged 53 SP:Iteration 106Q (914.411802 sec): 3 clusters Score: Raw -6237058.570641 + Penalty 2152.665724 = -6234905.904917 nChanged 57 SP:Iteration 107Q (914.544411 sec): 3 clusters Score: Raw -6237062.061643 + Penalty 2152.665724 = -6234909.395918 nChanged 73 SP:Iteration 108Q (914.682313 sec): 3 clusters Score: Raw -6237067.147447 + Penalty 2152.665724 = -6234914.481723 nChanged 57 SP:Iteration 109Q (914.807711 sec): 3 clusters Score: Raw -6237070.818360 + Penalty 2152.665724 = -6234918.152636 nChanged 49 SP:Iteration 110Q (914.940003 sec): 3 clusters Score: Raw -6237073.533320 + Penalty 2152.665724 = -6234920.867596 nChanged 47 SP:Iteration 111Q (915.082667 sec): 3 clusters Score: Raw -6237076.124919 + Penalty 2152.665724 = -6234923.459194 nChanged 47 SP:Iteration 112Q (915.221421 sec): 3 clusters Score: Raw -6237078.767738 + Penalty 2152.665724 = -6234926.102014 nChanged 37 SP:Iteration 113Q (915.356450 sec): 3 clusters Score: Raw -6237080.433959 + Penalty 2152.665724 = -6234927.768235 nChanged 34 SP:Iteration 114Q (915.487083 sec): 3 clusters Score: Raw -6237082.018683 + Penalty 2152.665724 = -6234929.352959 nChanged 23 SP:Iteration 115Q (915.624451 sec): 3 clusters Score: Raw -6237083.171658 + Penalty 2152.665724 = -6234930.505934 nChanged 31 SP:Iteration 116Q (915.762043 sec): 3 clusters Score: Raw -6237085.003526 + Penalty 2152.665724 = -6234932.337802 nChanged 39 SP:Iteration 117Q (915.902881 sec): 3 clusters Score: Raw -6237087.086250 + Penalty 2152.665724 = -6234934.420526 nChanged 37 SP:Iteration 118Q (916.039829 sec): 3 clusters Score: Raw -6237089.329313 + Penalty 2152.665724 = -6234936.663588 nChanged 49 SP:Iteration 119Q (916.179754 sec): 3 clusters Score: Raw -6237093.000269 + Penalty 2152.665724 = -6234940.334545 nChanged 56 SP:Iteration 120F (916.327123 sec): 3 clusters Score: Raw -6237097.060645 + Penalty 2152.665724 = -6234944.394921 nChanged 68 SP:Iteration 121Q (916.464839 sec): 3 clusters Score: Raw -6237102.914715 + Penalty 2152.665724 = -6234950.248990 nChanged 76 SP:Iteration 122Q (916.571604 sec): 3 clusters Score: Raw -6237110.442702 + Penalty 2152.665724 = -6234957.776978 nChanged 74 SP:Iteration 123Q (916.670327 sec): 3 clusters Score: Raw -6237117.959410 + Penalty 2152.665724 = -6234965.293686 nChanged 79 SP:Iteration 124Q (916.802503 sec): 3 clusters Score: Raw -6237124.436971 + Penalty 2152.665724 = -6234971.771247 nChanged 65 SP:Iteration 125Q (916.931976 sec): 3 clusters Score: Raw -6237129.776932 + Penalty 2152.665724 = -6234977.111208 nChanged 63 SP:Iteration 126Q (917.060191 sec): 3 clusters Score: Raw -6237134.662333 + Penalty 2152.665724 = -6234981.996609 nChanged 68 SP:Iteration 127Q (917.178801 sec): 3 clusters Score: Raw -6237139.952491 + Penalty 2152.665724 = -6234987.286767 nChanged 72 SP:Iteration 128Q (917.295609 sec): 3 clusters Score: Raw -6237146.002724 + Penalty 2152.665724 = -6234993.337000 nChanged 61 SP:Iteration 129Q (917.423037 sec): 3 clusters Score: Raw -6237151.076785 + Penalty 2152.665724 = -6234998.411061 nChanged 80 SP:Iteration 130Q (917.555429 sec): 3 clusters Score: Raw -6237158.351697 + Penalty 2152.665724 = -6235005.685973 nChanged 71 SP:Iteration 131Q (917.687847 sec): 3 clusters Score: Raw -6237163.993879 + Penalty 2152.665724 = -6235011.328155 nChanged 74 SP:Iteration 132Q (917.817011 sec): 3 clusters Score: Raw -6237170.461330 + Penalty 2152.665724 = -6235017.795606 nChanged 77 SP:Iteration 133Q (917.948626 sec): 3 clusters Score: Raw -6237176.021340 + Penalty 2152.665724 = -6235023.355616 nChanged 67 SP:Iteration 134Q (918.085957 sec): 3 clusters Score: Raw -6237181.494560 + Penalty 2152.665724 = -6235028.828835 nChanged 71 SP:Iteration 135Q (918.215462 sec): 3 clusters Score: Raw -6237187.919922 + Penalty 2152.665724 = -6235035.254197 nChanged 69 SP:Iteration 136Q (918.311858 sec): 3 clusters Score: Raw -6237193.458169 + Penalty 2152.665724 = -6235040.792444 nChanged 71 SP:Iteration 137Q (918.439186 sec): 3 clusters Score: Raw -6237198.966057 + Penalty 2152.665724 = -6235046.300333 nChanged 54 SP:Iteration 138Q (918.573377 sec): 3 clusters Score: Raw -6237202.915547 + Penalty 2152.665724 = -6235050.249823 nChanged 63 SP:Iteration 139Q (918.705304 sec): 3 clusters Score: Raw -6237207.114701 + Penalty 2152.665724 = -6235054.448977 nChanged 56 SP:Iteration 140F (918.835494 sec): 3 clusters Score: Raw -6237211.471737 + Penalty 2152.665724 = -6235058.806013 nChanged 59 SP:Iteration 141Q (918.959582 sec): 3 clusters Score: Raw -6237215.902223 + Penalty 2152.665724 = -6235063.236499 nChanged 64 SP:Iteration 142Q (919.098725 sec): 3 clusters Score: Raw -6237220.448014 + Penalty 2152.665724 = -6235067.782290 nChanged 59 SP:Iteration 143Q (919.228407 sec): 3 clusters Score: Raw -6237224.542621 + Penalty 2152.665724 = -6235071.876897 nChanged 53 SP:Iteration 144Q (919.357868 sec): 3 clusters Score: Raw -6237227.878960 + Penalty 2152.665724 = -6235075.213236 nChanged 49 SP:Iteration 145Q (919.491311 sec): 3 clusters Score: Raw -6237230.821079 + Penalty 2152.665724 = -6235078.155355 nChanged 50 SP:Iteration 146Q (919.628109 sec): 3 clusters Score: Raw -6237234.400140 + Penalty 2152.665724 = -6235081.734415 nChanged 45 SP:Iteration 147Q (919.750653 sec): 3 clusters Score: Raw -6237237.629165 + Penalty 2152.665724 = -6235084.963441 nChanged 42 SP:Iteration 148Q (919.870785 sec): 3 clusters Score: Raw -6237240.237446 + Penalty 2152.665724 = -6235087.571722 nChanged 31 SP:Iteration 149Q (920.002365 sec): 3 clusters Score: Raw -6237242.115867 + Penalty 2152.665724 = -6235089.450143 nChanged 35 SP:Iteration 150Q (920.126979 sec): 3 clusters Score: Raw -6237244.633992 + Penalty 2152.665724 = -6235091.968268 nChanged 44 SP:Iteration 151Q (920.257071 sec): 3 clusters Score: Raw -6237249.075207 + Penalty 2152.665724 = -6235096.409482 nChanged 53 SP:Iteration 152Q (920.389037 sec): 3 clusters Score: Raw -6237252.929316 + Penalty 2152.665724 = -6235100.263592 nChanged 46 SP:Iteration 153Q (920.516957 sec): 3 clusters Score: Raw -6237255.171999 + Penalty 2152.665724 = -6235102.506274 nChanged 29 SP:Iteration 154Q (920.651011 sec): 3 clusters Score: Raw -6237256.595954 + Penalty 2152.665724 = -6235103.930230 nChanged 26 SP:Iteration 155Q (920.786038 sec): 3 clusters Score: Raw -6237258.338233 + Penalty 2152.665724 = -6235105.672509 nChanged 29 SP:Iteration 156Q (920.916618 sec): 3 clusters Score: Raw -6237260.044356 + Penalty 2152.665724 = -6235107.378632 nChanged 29 SP:Iteration 157Q (921.042706 sec): 3 clusters Score: Raw -6237261.459550 + Penalty 2152.665724 = -6235108.793825 nChanged 28 SP:Iteration 158Q (921.169924 sec): 3 clusters Score: Raw -6237262.823309 + Penalty 2152.665724 = -6235110.157585 nChanged 22 SP:Iteration 159Q (921.301336 sec): 3 clusters Score: Raw -6237263.743419 + Penalty 2152.665724 = -6235111.077695 nChanged 14 SP:Iteration 160F (921.417952 sec): 3 clusters Score: Raw -6237264.262585 + Penalty 2152.665724 = -6235111.596861 nChanged 10 SP:Iteration 161Q (921.549877 sec): 3 clusters Score: Raw -6237264.599739 + Penalty 2152.665724 = -6235111.934015 nChanged 11 SP:Iteration 162Q (921.687744 sec): 3 clusters Score: Raw -6237265.073134 + Penalty 2152.665724 = -6235112.407410 nChanged 20 SP:Iteration 163Q (921.811536 sec): 3 clusters Score: Raw -6237266.098852 + Penalty 2152.665724 = -6235113.433128 nChanged 18 SP:Iteration 164Q (921.947144 sec): 3 clusters Score: Raw -6237266.824086 + Penalty 2152.665724 = -6235114.158362 nChanged 23 SP:Iteration 165Q (922.055904 sec): 3 clusters Score: Raw -6237268.068690 + Penalty 2152.665724 = -6235115.402966 nChanged 30 SP:Iteration 166Q (922.185600 sec): 3 clusters Score: Raw -6237269.863145 + Penalty 2152.665724 = -6235117.197421 nChanged 26 SP:Iteration 167Q (922.305198 sec): 3 clusters Score: Raw -6237271.097233 + Penalty 2152.665724 = -6235118.431509 nChanged 21 SP:Iteration 168Q (922.430384 sec): 3 clusters Score: Raw -6237272.086297 + Penalty 2152.665724 = -6235119.420573 nChanged 21 SP:Iteration 169Q (922.558516 sec): 3 clusters Score: Raw -6237272.957579 + Penalty 2152.665724 = -6235120.291855 nChanged 20 SP:Iteration 170Q (922.681178 sec): 3 clusters Score: Raw -6237274.074696 + Penalty 2152.665724 = -6235121.408972 nChanged 28 SP:Iteration 171Q (922.816707 sec): 3 clusters Score: Raw -6237275.952536 + Penalty 2152.665724 = -6235123.286812 nChanged 34 SP:Iteration 172Q (922.942632 sec): 3 clusters Score: Raw -6237278.083502 + Penalty 2152.665724 = -6235125.417778 nChanged 42 SP:Iteration 173Q (923.070080 sec): 3 clusters Score: Raw -6237281.112226 + Penalty 2152.665724 = -6235128.446502 nChanged 38 SP:Iteration 174Q (923.197603 sec): 3 clusters Score: Raw -6237283.842121 + Penalty 2152.665724 = -6235131.176397 nChanged 35 SP:Iteration 175Q (923.317876 sec): 3 clusters Score: Raw -6237285.875068 + Penalty 2152.665724 = -6235133.209343 nChanged 25 SP:Iteration 176Q (923.447827 sec): 3 clusters Score: Raw -6237286.964482 + Penalty 2152.665724 = -6235134.298758 nChanged 14 SP:Iteration 177Q (923.573791 sec): 3 clusters Score: Raw -6237287.448540 + Penalty 2152.665724 = -6235134.782816 nChanged 6 SP:Iteration 178Q (923.691407 sec): 3 clusters Score: Raw -6237287.571592 + Penalty 2152.665724 = -6235134.905867 nChanged 4 SP:Iteration 179Q (923.820388 sec): 3 clusters Score: Raw -6237287.732342 + Penalty 2152.665724 = -6235135.066618 nChanged 7 SP:Iteration 180F (923.958391 sec): 3 clusters Score: Raw -6237287.946954 + Penalty 2152.665724 = -6235135.281230 nChanged 7 SP:Iteration 181Q (924.092734 sec): 3 clusters Score: Raw -6237288.116632 + Penalty 2152.665724 = -6235135.450908 nChanged 10 SP:Iteration 182Q (924.227804 sec): 3 clusters Score: Raw -6237288.531623 + Penalty 2152.665724 = -6235135.865899 nChanged 12 SP:Iteration 183Q (924.360169 sec): 3 clusters Score: Raw -6237289.017678 + Penalty 2152.665724 = -6235136.351954 nChanged 10 SP:Iteration 184Q (924.493712 sec): 3 clusters Score: Raw -6237289.297765 + Penalty 2152.665724 = -6235136.632041 nChanged 9 SP:Iteration 185Q (924.628724 sec): 3 clusters Score: Raw -6237289.616187 + Penalty 2152.665724 = -6235136.950463 nChanged 9 SP:Iteration 186Q (924.761405 sec): 3 clusters Score: Raw -6237289.836756 + Penalty 2152.665724 = -6235137.171032 nChanged 7 SP:Iteration 187Q (924.860988 sec): 3 clusters Score: Raw -6237290.071024 + Penalty 2152.665724 = -6235137.405299 nChanged 8 SP:Iteration 188Q (924.996842 sec): 3 clusters Score: Raw -6237290.287850 + Penalty 2152.665724 = -6235137.622126 nChanged 7 SP:Iteration 189Q (925.122340 sec): 3 clusters Score: Raw -6237290.584609 + Penalty 2152.665724 = -6235137.918885 nChanged 8 SP:Iteration 190Q (925.252474 sec): 3 clusters Score: Raw -6237291.089417 + Penalty 2152.665724 = -6235138.423693 nChanged 10 SP:Iteration 191Q (925.384226 sec): 3 clusters Score: Raw -6237291.690910 + Penalty 2152.665724 = -6235139.025186 nChanged 13 SP:Iteration 192Q (925.504908 sec): 3 clusters Score: Raw -6237292.370269 + Penalty 2152.665724 = -6235139.704545 nChanged 11 SP:Iteration 193Q (925.625647 sec): 3 clusters Score: Raw -6237292.826948 + Penalty 2152.665724 = -6235140.161224 nChanged 13 SP:Iteration 194Q (925.753374 sec): 3 clusters Score: Raw -6237293.369574 + Penalty 2152.665724 = -6235140.703850 nChanged 13 SP:Iteration 195Q (925.882306 sec): 3 clusters Score: Raw -6237293.951197 + Penalty 2152.665724 = -6235141.285473 nChanged 14 SP:Iteration 196Q (926.011640 sec): 3 clusters Score: Raw -6237294.489686 + Penalty 2152.665724 = -6235141.823962 nChanged 11 SP:Iteration 197Q (926.113748 sec): 3 clusters Score: Raw -6237294.850424 + Penalty 2152.665724 = -6235142.184700 nChanged 9 SP:Iteration 198Q (926.243959 sec): 3 clusters Score: Raw -6237295.164734 + Penalty 2152.665724 = -6235142.499010 nChanged 6 SP:Iteration 199Q (926.379279 sec): 3 clusters Score: Raw -6237295.538780 + Penalty 2152.665724 = -6235142.873056 nChanged 7 SP:Iteration 200F (926.516836 sec): 3 clusters Score: Raw -6237295.782364 + Penalty 2152.665724 = -6235143.116640 nChanged 3 SP:Iteration 201Q (926.648918 sec): 3 clusters Score: Raw -6237295.854659 + Penalty 2152.665724 = -6235143.188935 nChanged 2 SP:Iteration 202Q (926.772187 sec): 3 clusters Score: Raw -6237295.899836 + Penalty 2152.665724 = -6235143.234112 nChanged 0 SP:Iteration 203F (926.922698 sec): 3 clusters Score: Raw -6237295.899836 + Penalty 2152.665724 = -6235143.234112 nChanged 0 Trying to split cluster 21 (17443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (926.968679 sec): 2 clusters Score: Raw -1300285.688182 + Penalty 927.835902 = -1299357.852280 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (927.038790 sec): 3 clusters Score: Raw -1289463.907140 + Penalty 1855.671803 = -1287608.235337 nChanged 8032 SP:Iteration 1F (927.084471 sec): 3 clusters Score: Raw -1294084.567258 + Penalty 1855.671803 = -1292228.895455 nChanged 788 SP:Iteration 2Q (927.147704 sec): 3 clusters Score: Raw -1294370.954184 + Penalty 1855.671803 = -1292515.282381 nChanged 803 SP:Iteration 3Q (927.215248 sec): 3 clusters Score: Raw -1294708.219000 + Penalty 1855.671803 = -1292852.547197 nChanged 852 SP:Iteration 4Q (927.272049 sec): 3 clusters Score: Raw -1295107.756445 + Penalty 1855.671803 = -1293252.084641 nChanged 928 SP:Iteration 5F (927.337335 sec): 3 clusters Score: Raw -1295611.375156 + Penalty 1855.671803 = -1293755.703353 nChanged 967 SP:Iteration 6F (927.397516 sec): 3 clusters Score: Raw -1296194.906315 + Penalty 1855.671803 = -1294339.234511 nChanged 981 SP:Iteration 7F (927.462499 sec): 3 clusters Score: Raw -1296849.073928 + Penalty 1855.671803 = -1294993.402124 nChanged 942 SP:Iteration 8F (927.521263 sec): 3 clusters Score: Raw -1297444.352463 + Penalty 1855.671803 = -1295588.680660 nChanged 775 SP:Iteration 9Q (927.577365 sec): 3 clusters Score: Raw -1297857.333813 + Penalty 1855.671803 = -1296001.662010 nChanged 620 SP:Iteration 10Q (927.645405 sec): 3 clusters Score: Raw -1298118.852471 + Penalty 1855.671803 = -1296263.180668 nChanged 440 SP:Iteration 11Q (927.713915 sec): 3 clusters Score: Raw -1298266.035996 + Penalty 1855.671803 = -1296410.364193 nChanged 320 SP:Iteration 12Q (927.779883 sec): 3 clusters Score: Raw -1298360.752850 + Penalty 1855.671803 = -1296505.081047 nChanged 269 SP:Iteration 13Q (927.838388 sec): 3 clusters Score: Raw -1298438.848755 + Penalty 1855.671803 = -1296583.176952 nChanged 246 SP:Iteration 14Q (927.902530 sec): 3 clusters Score: Raw -1298513.792722 + Penalty 1855.671803 = -1296658.120919 nChanged 272 SP:Iteration 15Q (927.967886 sec): 3 clusters Score: Raw -1298601.525847 + Penalty 1855.671803 = -1296745.854044 nChanged 275 SP:Iteration 16Q (928.016440 sec): 3 clusters Score: Raw -1298693.933008 + Penalty 1855.671803 = -1296838.261205 nChanged 247 SP:Iteration 17Q (928.081550 sec): 3 clusters Score: Raw -1298781.154352 + Penalty 1855.671803 = -1296925.482548 nChanged 268 SP:Iteration 18Q (928.143365 sec): 3 clusters Score: Raw -1298871.702170 + Penalty 1855.671803 = -1297016.030367 nChanged 253 SP:Iteration 19Q (928.182950 sec): 3 clusters Score: Raw -1298954.605247 + Penalty 1855.671803 = -1297098.933443 nChanged 263 SP:Iteration 20F (928.235180 sec): 3 clusters Score: Raw -1299045.549221 + Penalty 1855.671803 = -1297189.877418 nChanged 263 SP:Iteration 21Q (928.311321 sec): 3 clusters Score: Raw -1299143.317962 + Penalty 1855.671803 = -1297287.646159 nChanged 250 SP:Iteration 22Q (928.359151 sec): 3 clusters Score: Raw -1299239.670525 + Penalty 1855.671803 = -1297383.998721 nChanged 248 SP:Iteration 23Q (928.435062 sec): 3 clusters Score: Raw -1299339.407254 + Penalty 1855.671803 = -1297483.735451 nChanged 234 SP:Iteration 24Q (928.496282 sec): 3 clusters Score: Raw -1299438.683007 + Penalty 1855.671803 = -1297583.011204 nChanged 220 SP:Iteration 25Q (928.540598 sec): 3 clusters Score: Raw -1299530.563888 + Penalty 1855.671803 = -1297674.892084 nChanged 235 SP:Iteration 26Q (928.597381 sec): 3 clusters Score: Raw -1299638.292682 + Penalty 1855.671803 = -1297782.620879 nChanged 222 SP:Iteration 27Q (928.662120 sec): 3 clusters Score: Raw -1299742.475411 + Penalty 1855.671803 = -1297886.803608 nChanged 197 SP:Iteration 28Q (928.717262 sec): 3 clusters Score: Raw -1299844.408541 + Penalty 1855.671803 = -1297988.736738 nChanged 188 SP:Iteration 29Q (928.775044 sec): 3 clusters Score: Raw -1299940.405821 + Penalty 1855.671803 = -1298084.734018 nChanged 178 SP:Iteration 30Q (928.836533 sec): 3 clusters Score: Raw -1300030.212823 + Penalty 1855.671803 = -1298174.541020 nChanged 147 SP:Iteration 31Q (928.896330 sec): 3 clusters Score: Raw -1300106.262933 + Penalty 1855.671803 = -1298250.591130 nChanged 128 SP:Iteration 32Q (928.963338 sec): 3 clusters Score: Raw -1300168.595517 + Penalty 1855.671803 = -1298312.923714 nChanged 107 SP:Iteration 33Q (929.014817 sec): 3 clusters Score: Raw -1300214.008601 + Penalty 1855.671803 = -1298358.336798 nChanged 90 SP:Iteration 34Q (929.073259 sec): 3 clusters Score: Raw -1300249.618911 + Penalty 1855.671803 = -1298393.947108 nChanged 82 SP:Iteration 35Q (929.145004 sec): 3 clusters Score: Raw -1300290.160856 + Penalty 1855.671803 = -1298434.489053 nChanged 82 SP:Iteration 36Q (929.190697 sec): 3 clusters Score: Raw -1300329.791198 + Penalty 1855.671803 = -1298474.119395 nChanged 78 SP:Iteration 37Q (929.255220 sec): 3 clusters Score: Raw -1300365.121613 + Penalty 1855.671803 = -1298509.449810 nChanged 67 SP:Iteration 38Q (929.301557 sec): 3 clusters Score: Raw -1300390.586673 + Penalty 1855.671803 = -1298534.914870 nChanged 61 SP:Iteration 39Q (929.366841 sec): 3 clusters Score: Raw -1300412.612319 + Penalty 1855.671803 = -1298556.940516 nChanged 46 SP:Iteration 40F (929.419843 sec): 3 clusters Score: Raw -1300425.849553 + Penalty 1855.671803 = -1298570.177750 nChanged 39 SP:Iteration 41Q (929.487155 sec): 3 clusters Score: Raw -1300439.092883 + Penalty 1855.671803 = -1298583.421080 nChanged 34 SP:Iteration 42Q (929.552922 sec): 3 clusters Score: Raw -1300449.536537 + Penalty 1855.671803 = -1298593.864734 nChanged 28 SP:Iteration 43Q (929.602910 sec): 3 clusters Score: Raw -1300455.527624 + Penalty 1855.671803 = -1298599.855821 nChanged 20 SP:Iteration 44Q (929.648580 sec): 3 clusters Score: Raw -1300459.889211 + Penalty 1855.671803 = -1298604.217408 nChanged 13 SP:Iteration 45Q (929.709043 sec): 3 clusters Score: Raw -1300462.946402 + Penalty 1855.671803 = -1298607.274599 nChanged 14 SP:Iteration 46Q (929.761408 sec): 3 clusters Score: Raw -1300465.778509 + Penalty 1855.671803 = -1298610.106706 nChanged 16 SP:Iteration 47Q (929.815153 sec): 3 clusters Score: Raw -1300470.214885 + Penalty 1855.671803 = -1298614.543082 nChanged 17 SP:Iteration 48Q (929.875436 sec): 3 clusters Score: Raw -1300476.685707 + Penalty 1855.671803 = -1298621.013904 nChanged 16 SP:Iteration 49Q (929.935677 sec): 3 clusters Score: Raw -1300482.526645 + Penalty 1855.671803 = -1298626.854842 nChanged 20 SP:Iteration 50Q (930.002272 sec): 3 clusters Score: Raw -1300489.325860 + Penalty 1855.671803 = -1298633.654057 nChanged 17 SP:Iteration 51Q (930.057231 sec): 3 clusters Score: Raw -1300494.890434 + Penalty 1855.671803 = -1298639.218631 nChanged 13 SP:Iteration 52Q (930.124338 sec): 3 clusters Score: Raw -1300497.888587 + Penalty 1855.671803 = -1298642.216784 nChanged 7 SP:Iteration 53Q (930.177112 sec): 3 clusters Score: Raw -1300499.497081 + Penalty 1855.671803 = -1298643.825278 nChanged 8 SP:Iteration 54Q (930.235282 sec): 3 clusters Score: Raw -1300501.548579 + Penalty 1855.671803 = -1298645.876775 nChanged 8 SP:Iteration 55Q (930.294446 sec): 3 clusters Score: Raw -1300503.376689 + Penalty 1855.671803 = -1298647.704886 nChanged 9 SP:Iteration 56Q (930.358060 sec): 3 clusters Score: Raw -1300505.483192 + Penalty 1855.671803 = -1298649.811389 nChanged 8 SP:Iteration 57Q (930.412367 sec): 3 clusters Score: Raw -1300507.141877 + Penalty 1855.671803 = -1298651.470074 nChanged 7 SP:Iteration 58Q (930.460363 sec): 3 clusters Score: Raw -1300509.800460 + Penalty 1855.671803 = -1298654.128657 nChanged 8 SP:Iteration 59Q (930.522377 sec): 3 clusters Score: Raw -1300512.707265 + Penalty 1855.671803 = -1298657.035461 nChanged 7 SP:Iteration 60F (930.581281 sec): 3 clusters Score: Raw -1300516.232310 + Penalty 1855.671803 = -1298660.560507 nChanged 9 SP:Iteration 61Q (930.632142 sec): 3 clusters Score: Raw -1300519.252235 + Penalty 1855.671803 = -1298663.580432 nChanged 9 SP:Iteration 62Q (930.700022 sec): 3 clusters Score: Raw -1300522.444482 + Penalty 1855.671803 = -1298666.772679 nChanged 9 SP:Iteration 63Q (930.756831 sec): 3 clusters Score: Raw -1300525.416251 + Penalty 1855.671803 = -1298669.744448 nChanged 3 SP:Iteration 64Q (930.806361 sec): 3 clusters Score: Raw -1300526.365364 + Penalty 1855.671803 = -1298670.693561 nChanged 6 SP:Iteration 65Q (930.865325 sec): 3 clusters Score: Raw -1300527.680211 + Penalty 1855.671803 = -1298672.008407 nChanged 3 SP:Iteration 66Q (930.917499 sec): 3 clusters Score: Raw -1300528.510401 + Penalty 1855.671803 = -1298672.838598 nChanged 1 SP:Iteration 67Q (930.979500 sec): 3 clusters Score: Raw -1300528.724030 + Penalty 1855.671803 = -1298673.052227 nChanged 1 SP:Iteration 68Q (931.046437 sec): 3 clusters Score: Raw -1300528.808783 + Penalty 1855.671803 = -1298673.136980 nChanged 0 SP:Iteration 69F (931.109478 sec): 3 clusters Score: Raw -1300528.808783 + Penalty 1855.671803 = -1298673.136980 nChanged 0 Iteration 219Q (933.300172 sec): 22 clusters Score: Raw -25393151.468400 + Penalty 25505.718631 = -25367645.749769 nChanged 45 Iteration 220F (937.016948 sec): 22 clusters Score: Raw -25393152.027152 + Penalty 25505.718631 = -25367646.308521 nChanged 44 Iteration 221Q (939.205095 sec): 22 clusters Score: Raw -25393152.833794 + Penalty 25505.718631 = -25367647.115163 nChanged 55 Iteration 222Q (941.402198 sec): 22 clusters Score: Raw -25393153.996739 + Penalty 25505.718631 = -25367648.278108 nChanged 66 Iteration 223Q (943.631336 sec): 22 clusters Score: Raw -25393155.663581 + Penalty 25505.718631 = -25367649.944950 nChanged 75 Iteration 224Q (945.800739 sec): 22 clusters Score: Raw -25393157.537035 + Penalty 25505.718631 = -25367651.818404 nChanged 75 Iteration 225Q (947.920812 sec): 22 clusters Score: Raw -25393159.550806 + Penalty 25505.718631 = -25367653.832175 nChanged 67 Iteration 226Q (950.057882 sec): 22 clusters Score: Raw -25393161.317510 + Penalty 25505.718631 = -25367655.598879 nChanged 82 Iteration 227Q (952.143060 sec): 22 clusters Score: Raw -25393163.234596 + Penalty 25505.718631 = -25367657.515965 nChanged 87 Iteration 228Q (954.215920 sec): 22 clusters Score: Raw -25393164.810974 + Penalty 25505.718631 = -25367659.092343 nChanged 70 Iteration 229Q (956.315690 sec): 22 clusters Score: Raw -25393166.018818 + Penalty 25505.718631 = -25367660.300187 nChanged 70 Iteration 230Q (958.500135 sec): 22 clusters Score: Raw -25393167.398082 + Penalty 25505.718631 = -25367661.679452 nChanged 63 Iteration 231Q (960.710329 sec): 22 clusters Score: Raw -25393168.348968 + Penalty 25505.718631 = -25367662.630337 nChanged 62 Iteration 232Q (962.905862 sec): 22 clusters Score: Raw -25393169.382822 + Penalty 25505.718631 = -25367663.664191 nChanged 54 Iteration 233Q (965.107552 sec): 22 clusters Score: Raw -25393170.229609 + Penalty 25505.718631 = -25367664.510979 nChanged 49 Iteration 234Q (967.268134 sec): 22 clusters Score: Raw -25393171.028920 + Penalty 25505.718631 = -25367665.310290 nChanged 50 Iteration 235Q (969.430793 sec): 22 clusters Score: Raw -25393172.169809 + Penalty 25505.718631 = -25367666.451179 nChanged 59 Iteration 236Q (971.604971 sec): 22 clusters Score: Raw -25393173.332434 + Penalty 25505.718631 = -25367667.613803 nChanged 33 Iteration 237Q (973.805172 sec): 22 clusters Score: Raw -25393174.035592 + Penalty 25505.718631 = -25367668.316961 nChanged 34 Iteration 238Q (975.935943 sec): 22 clusters Score: Raw -25393174.684479 + Penalty 25505.718631 = -25367668.965849 nChanged 30 Iteration 239Q (978.055556 sec): 22 clusters Score: Raw -25393175.749129 + Penalty 25505.718631 = -25367670.030499 nChanged 25 Iteration 240F (981.809953 sec): 22 clusters Score: Raw -25393176.386481 + Penalty 25505.718631 = -25367670.667850 nChanged 26 Iteration 241Q (983.959386 sec): 22 clusters Score: Raw -25393177.538597 + Penalty 25505.718631 = -25367671.819966 nChanged 34 Iteration 242Q (986.074180 sec): 22 clusters Score: Raw -25393178.306613 + Penalty 25505.718631 = -25367672.587982 nChanged 41 Iteration 243Q (988.234114 sec): 22 clusters Score: Raw -25393179.729436 + Penalty 25505.718631 = -25367674.010805 nChanged 47 Iteration 244Q (990.359590 sec): 22 clusters Score: Raw -25393181.404391 + Penalty 25505.718631 = -25367675.685761 nChanged 49 Iteration 245Q (992.524477 sec): 22 clusters Score: Raw -25393182.385808 + Penalty 25505.718631 = -25367676.667178 nChanged 51 Iteration 246Q (994.706075 sec): 22 clusters Score: Raw -25393183.874686 + Penalty 25505.718631 = -25367678.156055 nChanged 51 Iteration 247Q (996.860413 sec): 22 clusters Score: Raw -25393186.166252 + Penalty 25505.718631 = -25367680.447622 nChanged 41 Iteration 248Q (999.049580 sec): 22 clusters Score: Raw -25393187.506844 + Penalty 25505.718631 = -25367681.788213 nChanged 35 Iteration 249Q (1001.272757 sec): 22 clusters Score: Raw -25393188.687191 + Penalty 25505.718631 = -25367682.968561 nChanged 39 Iteration 250Q (1003.503805 sec): 22 clusters Score: Raw -25393189.657279 + Penalty 25505.718631 = -25367683.938648 nChanged 30 Iteration 251Q (1005.668407 sec): 22 clusters Score: Raw -25393190.447300 + Penalty 25505.718631 = -25367684.728670 nChanged 27 Iteration 252Q (1007.803082 sec): 22 clusters Score: Raw -25393191.358884 + Penalty 25505.718631 = -25367685.640253 nChanged 29 Iteration 253Q (1010.060801 sec): 22 clusters Score: Raw -25393192.336985 + Penalty 25505.718631 = -25367686.618354 nChanged 30 Iteration 254Q (1012.258854 sec): 22 clusters Score: Raw -25393193.066220 + Penalty 25505.718631 = -25367687.347589 nChanged 37 Iteration 255Q (1014.576501 sec): 22 clusters Score: Raw -25393193.954648 + Penalty 25505.718631 = -25367688.236017 nChanged 42 Iteration 256Q (1016.832477 sec): 22 clusters Score: Raw -25393194.868227 + Penalty 25505.718631 = -25367689.149597 nChanged 42 Iteration 257Q (1019.151005 sec): 22 clusters Score: Raw -25393195.621762 + Penalty 25505.718631 = -25367689.903131 nChanged 40 Iteration 258Q (1021.373103 sec): 22 clusters Score: Raw -25393196.817967 + Penalty 25505.718631 = -25367691.099336 nChanged 37 Writing temp clu file Because OldScore, -25367689.903131, is greater than current (better) Score,-25367691.099336 Compute initial score before splitting: Score: Raw -25393196.817967 + Penalty 25505.718631 = -25367691.099336 Trying to split cluster 1 (26979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1021.528550 sec): 2 clusters Score: Raw -2049581.150225 + Penalty 969.267336 = -2048611.882889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1021.606378 sec): 3 clusters Score: Raw -2032496.987008 + Penalty 1938.534672 = -2030558.452336 nChanged 12581 SP:Iteration 1F (1021.671597 sec): 3 clusters Score: Raw -2039904.249344 + Penalty 1938.534672 = -2037965.714672 nChanged 1347 SP:Iteration 2Q (1021.752561 sec): 3 clusters Score: Raw -2040423.781139 + Penalty 1938.534672 = -2038485.246467 nChanged 1334 SP:Iteration 3Q (1021.836216 sec): 3 clusters Score: Raw -2041001.209681 + Penalty 1938.534672 = -2039062.675009 nChanged 1384 SP:Iteration 4F (1021.922339 sec): 3 clusters Score: Raw -2041674.651825 + Penalty 1938.534672 = -2039736.117153 nChanged 1434 SP:Iteration 5F (1021.994538 sec): 3 clusters Score: Raw -2042483.066685 + Penalty 1938.534672 = -2040544.532013 nChanged 1513 SP:Iteration 6F (1022.067270 sec): 3 clusters Score: Raw -2043523.608597 + Penalty 1938.534672 = -2041585.073925 nChanged 1480 SP:Iteration 7F (1022.139300 sec): 3 clusters Score: Raw -2044478.246947 + Penalty 1938.534672 = -2042539.712275 nChanged 1327 SP:Iteration 8Q (1022.214189 sec): 3 clusters Score: Raw -2045154.061664 + Penalty 1938.534672 = -2043215.526992 nChanged 950 SP:Iteration 9Q (1022.277517 sec): 3 clusters Score: Raw -2045483.651542 + Penalty 1938.534672 = -2043545.116870 nChanged 619 SP:Iteration 10Q (1022.357334 sec): 3 clusters Score: Raw -2045639.353680 + Penalty 1938.534672 = -2043700.819008 nChanged 408 SP:Iteration 11Q (1022.439096 sec): 3 clusters Score: Raw -2045734.125391 + Penalty 1938.534672 = -2043795.590719 nChanged 363 SP:Iteration 12Q (1022.513247 sec): 3 clusters Score: Raw -2045825.683829 + Penalty 1938.534672 = -2043887.149157 nChanged 381 SP:Iteration 13Q (1022.586920 sec): 3 clusters Score: Raw -2045929.895612 + Penalty 1938.534672 = -2043991.360939 nChanged 414 SP:Iteration 14Q (1022.671391 sec): 3 clusters Score: Raw -2046045.158142 + Penalty 1938.534672 = -2044106.623469 nChanged 428 SP:Iteration 15Q (1022.745337 sec): 3 clusters Score: Raw -2046166.308223 + Penalty 1938.534672 = -2044227.773551 nChanged 436 SP:Iteration 16Q (1022.817449 sec): 3 clusters Score: Raw -2046303.946396 + Penalty 1938.534672 = -2044365.411724 nChanged 443 SP:Iteration 17Q (1022.897430 sec): 3 clusters Score: Raw -2046455.191635 + Penalty 1938.534672 = -2044516.656963 nChanged 499 SP:Iteration 18Q (1022.973202 sec): 3 clusters Score: Raw -2046628.387519 + Penalty 1938.534672 = -2044689.852847 nChanged 493 SP:Iteration 19Q (1023.053518 sec): 3 clusters Score: Raw -2046790.327418 + Penalty 1938.534672 = -2044851.792746 nChanged 484 SP:Iteration 20F (1023.138841 sec): 3 clusters Score: Raw -2046952.873720 + Penalty 1938.534672 = -2045014.339048 nChanged 446 SP:Iteration 21Q (1023.226207 sec): 3 clusters Score: Raw -2047103.676577 + Penalty 1938.534672 = -2045165.141904 nChanged 424 SP:Iteration 22Q (1023.306926 sec): 3 clusters Score: Raw -2047241.133535 + Penalty 1938.534672 = -2045302.598863 nChanged 440 SP:Iteration 23Q (1023.384410 sec): 3 clusters Score: Raw -2047392.910650 + Penalty 1938.534672 = -2045454.375977 nChanged 437 SP:Iteration 24Q (1023.453725 sec): 3 clusters Score: Raw -2047551.973827 + Penalty 1938.534672 = -2045613.439155 nChanged 464 SP:Iteration 25Q (1023.540228 sec): 3 clusters Score: Raw -2047733.317181 + Penalty 1938.534672 = -2045794.782508 nChanged 445 SP:Iteration 26Q (1023.615422 sec): 3 clusters Score: Raw -2047897.129117 + Penalty 1938.534672 = -2045958.594445 nChanged 422 SP:Iteration 27Q (1023.695668 sec): 3 clusters Score: Raw -2048042.176676 + Penalty 1938.534672 = -2046103.642004 nChanged 418 SP:Iteration 28Q (1023.774975 sec): 3 clusters Score: Raw -2048202.606481 + Penalty 1938.534672 = -2046264.071809 nChanged 445 SP:Iteration 29Q (1023.856562 sec): 3 clusters Score: Raw -2048382.423572 + Penalty 1938.534672 = -2046443.888900 nChanged 434 SP:Iteration 30Q (1023.933981 sec): 3 clusters Score: Raw -2048571.359438 + Penalty 1938.534672 = -2046632.824766 nChanged 418 SP:Iteration 31Q (1023.998658 sec): 3 clusters Score: Raw -2048752.761051 + Penalty 1938.534672 = -2046814.226378 nChanged 377 SP:Iteration 32Q (1024.073522 sec): 3 clusters Score: Raw -2048919.636163 + Penalty 1938.534672 = -2046981.101491 nChanged 356 SP:Iteration 33Q (1024.159894 sec): 3 clusters Score: Raw -2049083.710419 + Penalty 1938.534672 = -2047145.175746 nChanged 296 SP:Iteration 34Q (1024.232666 sec): 3 clusters Score: Raw -2049217.243906 + Penalty 1938.534672 = -2047278.709234 nChanged 244 SP:Iteration 35Q (1024.316676 sec): 3 clusters Score: Raw -2049329.177152 + Penalty 1938.534672 = -2047390.642480 nChanged 215 SP:Iteration 36Q (1024.393189 sec): 3 clusters Score: Raw -2049422.887722 + Penalty 1938.534672 = -2047484.353050 nChanged 188 SP:Iteration 37Q (1024.459976 sec): 3 clusters Score: Raw -2049514.466554 + Penalty 1938.534672 = -2047575.931882 nChanged 181 SP:Iteration 38Q (1024.540276 sec): 3 clusters Score: Raw -2049604.058828 + Penalty 1938.534672 = -2047665.524156 nChanged 132 SP:Iteration 39Q (1024.617112 sec): 3 clusters Score: Raw -2049682.807141 + Penalty 1938.534672 = -2047744.272469 nChanged 132 SP:Iteration 40F (1024.698687 sec): 3 clusters Score: Raw -2049779.702119 + Penalty 1938.534672 = -2047841.167447 nChanged 124 SP:Iteration 41Q (1024.766706 sec): 3 clusters Score: Raw -2049887.656079 + Penalty 1938.534672 = -2047949.121407 nChanged 98 SP:Iteration 42Q (1024.840864 sec): 3 clusters Score: Raw -2049982.473540 + Penalty 1938.534672 = -2048043.938868 nChanged 90 SP:Iteration 43Q (1024.917056 sec): 3 clusters Score: Raw -2050061.682917 + Penalty 1938.534672 = -2048123.148245 nChanged 88 SP:Iteration 44Q (1024.991252 sec): 3 clusters Score: Raw -2050130.346214 + Penalty 1938.534672 = -2048191.811542 nChanged 83 SP:Iteration 45Q (1025.061588 sec): 3 clusters Score: Raw -2050167.197404 + Penalty 1938.534672 = -2048228.662732 nChanged 55 SP:Iteration 46Q (1025.138554 sec): 3 clusters Score: Raw -2050189.160175 + Penalty 1938.534672 = -2048250.625503 nChanged 50 SP:Iteration 47Q (1025.212554 sec): 3 clusters Score: Raw -2050208.079127 + Penalty 1938.534672 = -2048269.544455 nChanged 34 SP:Iteration 48Q (1025.277557 sec): 3 clusters Score: Raw -2050216.944424 + Penalty 1938.534672 = -2048278.409752 nChanged 25 SP:Iteration 49Q (1025.352273 sec): 3 clusters Score: Raw -2050222.785232 + Penalty 1938.534672 = -2048284.250560 nChanged 19 SP:Iteration 50Q (1025.422729 sec): 3 clusters Score: Raw -2050226.247130 + Penalty 1938.534672 = -2048287.712457 nChanged 12 SP:Iteration 51Q (1025.490613 sec): 3 clusters Score: Raw -2050228.469538 + Penalty 1938.534672 = -2048289.934866 nChanged 12 SP:Iteration 52Q (1025.569066 sec): 3 clusters Score: Raw -2050231.305425 + Penalty 1938.534672 = -2048292.770753 nChanged 13 SP:Iteration 53Q (1025.646913 sec): 3 clusters Score: Raw -2050234.050096 + Penalty 1938.534672 = -2048295.515424 nChanged 10 SP:Iteration 54Q (1025.721259 sec): 3 clusters Score: Raw -2050236.490625 + Penalty 1938.534672 = -2048297.955952 nChanged 13 SP:Iteration 55Q (1025.788807 sec): 3 clusters Score: Raw -2050239.011078 + Penalty 1938.534672 = -2048300.476405 nChanged 9 SP:Iteration 56Q (1025.847176 sec): 3 clusters Score: Raw -2050240.659668 + Penalty 1938.534672 = -2048302.124996 nChanged 15 SP:Iteration 57Q (1025.925685 sec): 3 clusters Score: Raw -2050243.457880 + Penalty 1938.534672 = -2048304.923207 nChanged 13 SP:Iteration 58Q (1025.993752 sec): 3 clusters Score: Raw -2050245.506140 + Penalty 1938.534672 = -2048306.971468 nChanged 15 SP:Iteration 59Q (1026.064394 sec): 3 clusters Score: Raw -2050247.755146 + Penalty 1938.534672 = -2048309.220474 nChanged 15 SP:Iteration 60F (1026.140273 sec): 3 clusters Score: Raw -2050249.894131 + Penalty 1938.534672 = -2048311.359459 nChanged 10 SP:Iteration 61Q (1026.214741 sec): 3 clusters Score: Raw -2050252.271933 + Penalty 1938.534672 = -2048313.737260 nChanged 8 SP:Iteration 62Q (1026.290619 sec): 3 clusters Score: Raw -2050254.056244 + Penalty 1938.534672 = -2048315.521572 nChanged 10 SP:Iteration 63Q (1026.358513 sec): 3 clusters Score: Raw -2050255.389454 + Penalty 1938.534672 = -2048316.854782 nChanged 3 SP:Iteration 64Q (1026.432817 sec): 3 clusters Score: Raw -2050255.650575 + Penalty 1938.534672 = -2048317.115902 nChanged 3 SP:Iteration 65Q (1026.507068 sec): 3 clusters Score: Raw -2050255.970567 + Penalty 1938.534672 = -2048317.435895 nChanged 5 SP:Iteration 66Q (1026.577146 sec): 3 clusters Score: Raw -2050256.620321 + Penalty 1938.534672 = -2048318.085649 nChanged 3 SP:Iteration 67Q (1026.650869 sec): 3 clusters Score: Raw -2050257.235055 + Penalty 1938.534672 = -2048318.700382 nChanged 3 SP:Iteration 68Q (1026.721448 sec): 3 clusters Score: Raw -2050257.805895 + Penalty 1938.534672 = -2048319.271223 nChanged 4 SP:Iteration 69Q (1026.796823 sec): 3 clusters Score: Raw -2050258.422350 + Penalty 1938.534672 = -2048319.887678 nChanged 4 SP:Iteration 70Q (1026.875010 sec): 3 clusters Score: Raw -2050258.916828 + Penalty 1938.534672 = -2048320.382155 nChanged 1 SP:Iteration 71Q (1026.949740 sec): 3 clusters Score: Raw -2050258.981320 + Penalty 1938.534672 = -2048320.446647 nChanged 0 SP:Iteration 72F (1027.030947 sec): 3 clusters Score: Raw -2050258.981320 + Penalty 1938.534672 = -2048320.446647 nChanged 0 Trying to split cluster 2 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1027.055590 sec): 2 clusters Score: Raw -167809.270541 + Penalty 726.448982 = -167082.821559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1027.100734 sec): 3 clusters Score: Raw -166793.316215 + Penalty 1452.897964 = -165340.418251 nChanged 777 SP:Iteration 1F (1027.137751 sec): 3 clusters Score: Raw -167379.794721 + Penalty 1452.897964 = -165926.896756 nChanged 214 SP:Iteration 2F (1027.194855 sec): 3 clusters Score: Raw -167579.765053 + Penalty 1452.897964 = -166126.867088 nChanged 153 SP:Iteration 3F (1027.234716 sec): 3 clusters Score: Raw -167710.967323 + Penalty 1452.897964 = -166258.069359 nChanged 107 SP:Iteration 4F (1027.284151 sec): 3 clusters Score: Raw -167805.889348 + Penalty 1452.897964 = -166352.991384 nChanged 79 SP:Iteration 5Q (1027.332968 sec): 3 clusters Score: Raw -167875.032795 + Penalty 1452.897964 = -166422.134830 nChanged 82 SP:Iteration 6Q (1027.388546 sec): 3 clusters Score: Raw -167921.261711 + Penalty 1452.897964 = -166468.363746 nChanged 47 SP:Iteration 7Q (1027.442252 sec): 3 clusters Score: Raw -167951.585443 + Penalty 1452.897964 = -166498.687479 nChanged 43 SP:Iteration 8Q (1027.488937 sec): 3 clusters Score: Raw -167971.848506 + Penalty 1452.897964 = -166518.950541 nChanged 26 SP:Iteration 9Q (1027.521560 sec): 3 clusters Score: Raw -167981.048714 + Penalty 1452.897964 = -166528.150749 nChanged 22 SP:Iteration 10Q (1027.569363 sec): 3 clusters Score: Raw -167989.853157 + Penalty 1452.897964 = -166536.955193 nChanged 26 SP:Iteration 11Q (1027.629479 sec): 3 clusters Score: Raw -168001.500939 + Penalty 1452.897964 = -166548.602974 nChanged 18 SP:Iteration 12Q (1027.677451 sec): 3 clusters Score: Raw -168008.343987 + Penalty 1452.897964 = -166555.446023 nChanged 15 SP:Iteration 13Q (1027.714429 sec): 3 clusters Score: Raw -168014.726991 + Penalty 1452.897964 = -166561.829027 nChanged 16 SP:Iteration 14Q (1027.761396 sec): 3 clusters Score: Raw -168020.336919 + Penalty 1452.897964 = -166567.438954 nChanged 19 SP:Iteration 15Q (1027.808876 sec): 3 clusters Score: Raw -168027.646942 + Penalty 1452.897964 = -166574.748978 nChanged 12 SP:Iteration 16Q (1027.863010 sec): 3 clusters Score: Raw -168034.392625 + Penalty 1452.897964 = -166581.494660 nChanged 22 SP:Iteration 17Q (1027.915080 sec): 3 clusters Score: Raw -168046.421576 + Penalty 1452.897964 = -166593.523611 nChanged 18 SP:Iteration 18Q (1027.966912 sec): 3 clusters Score: Raw -168053.536209 + Penalty 1452.897964 = -166600.638245 nChanged 15 SP:Iteration 19Q (1028.016764 sec): 3 clusters Score: Raw -168061.033136 + Penalty 1452.897964 = -166608.135171 nChanged 9 SP:Iteration 20F (1028.072113 sec): 3 clusters Score: Raw -168065.546427 + Penalty 1452.897964 = -166612.648463 nChanged 12 SP:Iteration 21Q (1028.121591 sec): 3 clusters Score: Raw -168071.984606 + Penalty 1452.897964 = -166619.086641 nChanged 15 SP:Iteration 22Q (1028.154667 sec): 3 clusters Score: Raw -168077.584869 + Penalty 1452.897964 = -166624.686905 nChanged 8 SP:Iteration 23Q (1028.209001 sec): 3 clusters Score: Raw -168079.563922 + Penalty 1452.897964 = -166626.665957 nChanged 8 SP:Iteration 24Q (1028.259506 sec): 3 clusters Score: Raw -168082.820752 + Penalty 1452.897964 = -166629.922787 nChanged 9 SP:Iteration 25Q (1028.306398 sec): 3 clusters Score: Raw -168087.339226 + Penalty 1452.897964 = -166634.441262 nChanged 11 SP:Iteration 26Q (1028.353407 sec): 3 clusters Score: Raw -168090.565339 + Penalty 1452.897964 = -166637.667375 nChanged 13 SP:Iteration 27Q (1028.401593 sec): 3 clusters Score: Raw -168095.817828 + Penalty 1452.897964 = -166642.919863 nChanged 7 SP:Iteration 28Q (1028.446799 sec): 3 clusters Score: Raw -168099.597223 + Penalty 1452.897964 = -166646.699258 nChanged 9 SP:Iteration 29Q (1028.492563 sec): 3 clusters Score: Raw -168102.778760 + Penalty 1452.897964 = -166649.880795 nChanged 4 SP:Iteration 30Q (1028.540771 sec): 3 clusters Score: Raw -168103.704231 + Penalty 1452.897964 = -166650.806266 nChanged 3 SP:Iteration 31Q (1028.584183 sec): 3 clusters Score: Raw -168104.419420 + Penalty 1452.897964 = -166651.521456 nChanged 1 SP:Iteration 32Q (1028.621560 sec): 3 clusters Score: Raw -168104.622258 + Penalty 1452.897964 = -166651.724293 nChanged 2 SP:Iteration 33Q (1028.673757 sec): 3 clusters Score: Raw -168105.196141 + Penalty 1452.897964 = -166652.298177 nChanged 4 SP:Iteration 34Q (1028.699253 sec): 3 clusters Score: Raw -168106.206269 + Penalty 1452.897964 = -166653.308305 nChanged 4 SP:Iteration 35Q (1028.753042 sec): 3 clusters Score: Raw -168107.687558 + Penalty 1452.897964 = -166654.789594 nChanged 1 SP:Iteration 36Q (1028.780283 sec): 3 clusters Score: Raw -168107.800687 + Penalty 1452.897964 = -166654.902723 nChanged 0 SP:Iteration 37F (1028.827237 sec): 3 clusters Score: Raw -168107.800687 + Penalty 1452.897964 = -166654.902723 nChanged 0 Trying to split cluster 3 (24335 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1028.887361 sec): 2 clusters Score: Raw -1742761.429026 + Penalty 959.468738 = -1741801.960289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1028.966357 sec): 3 clusters Score: Raw -1727382.290460 + Penalty 1918.937475 = -1725463.352985 nChanged 11463 SP:Iteration 1F (1029.032306 sec): 3 clusters Score: Raw -1733891.764280 + Penalty 1918.937475 = -1731972.826805 nChanged 1127 SP:Iteration 2Q (1029.119117 sec): 3 clusters Score: Raw -1734307.995925 + Penalty 1918.937475 = -1732389.058450 nChanged 1170 SP:Iteration 3Q (1029.176694 sec): 3 clusters Score: Raw -1734825.913735 + Penalty 1918.937475 = -1732906.976260 nChanged 1272 SP:Iteration 4F (1029.245329 sec): 3 clusters Score: Raw -1735402.845939 + Penalty 1918.937475 = -1733483.908464 nChanged 1272 SP:Iteration 5F (1029.317022 sec): 3 clusters Score: Raw -1736077.845663 + Penalty 1918.937475 = -1734158.908188 nChanged 1346 SP:Iteration 6F (1029.400526 sec): 3 clusters Score: Raw -1736878.671130 + Penalty 1918.937475 = -1734959.733655 nChanged 1342 SP:Iteration 7F (1029.463026 sec): 3 clusters Score: Raw -1737734.818732 + Penalty 1918.937475 = -1735815.881257 nChanged 1284 SP:Iteration 8F (1029.534551 sec): 3 clusters Score: Raw -1738606.363855 + Penalty 1918.937475 = -1736687.426380 nChanged 1155 SP:Iteration 9Q (1029.607785 sec): 3 clusters Score: Raw -1739272.162466 + Penalty 1918.937475 = -1737353.224990 nChanged 893 SP:Iteration 10Q (1029.680587 sec): 3 clusters Score: Raw -1739709.082539 + Penalty 1918.937475 = -1737790.145064 nChanged 640 SP:Iteration 11Q (1029.754145 sec): 3 clusters Score: Raw -1739918.573597 + Penalty 1918.937475 = -1737999.636121 nChanged 390 SP:Iteration 12Q (1029.823355 sec): 3 clusters Score: Raw -1740031.443189 + Penalty 1918.937475 = -1738112.505714 nChanged 318 SP:Iteration 13Q (1029.899447 sec): 3 clusters Score: Raw -1740126.255776 + Penalty 1918.937475 = -1738207.318300 nChanged 312 SP:Iteration 14Q (1029.988826 sec): 3 clusters Score: Raw -1740212.537212 + Penalty 1918.937475 = -1738293.599737 nChanged 316 SP:Iteration 15Q (1030.054911 sec): 3 clusters Score: Raw -1740300.446688 + Penalty 1918.937475 = -1738381.509213 nChanged 322 SP:Iteration 16Q (1030.137573 sec): 3 clusters Score: Raw -1740398.529734 + Penalty 1918.937475 = -1738479.592259 nChanged 333 SP:Iteration 17Q (1030.214098 sec): 3 clusters Score: Raw -1740513.353081 + Penalty 1918.937475 = -1738594.415606 nChanged 329 SP:Iteration 18Q (1030.293134 sec): 3 clusters Score: Raw -1740631.399196 + Penalty 1918.937475 = -1738712.461721 nChanged 324 SP:Iteration 19Q (1030.370985 sec): 3 clusters Score: Raw -1740748.924945 + Penalty 1918.937475 = -1738829.987470 nChanged 334 SP:Iteration 20F (1030.448519 sec): 3 clusters Score: Raw -1740871.955994 + Penalty 1918.937475 = -1738953.018519 nChanged 338 SP:Iteration 21Q (1030.521932 sec): 3 clusters Score: Raw -1741008.021086 + Penalty 1918.937475 = -1739089.083611 nChanged 343 SP:Iteration 22Q (1030.597967 sec): 3 clusters Score: Raw -1741164.282241 + Penalty 1918.937475 = -1739245.344766 nChanged 363 SP:Iteration 23Q (1030.675723 sec): 3 clusters Score: Raw -1741357.306921 + Penalty 1918.937475 = -1739438.369446 nChanged 348 SP:Iteration 24Q (1030.753741 sec): 3 clusters Score: Raw -1741548.574867 + Penalty 1918.937475 = -1739629.637392 nChanged 308 SP:Iteration 25Q (1030.827934 sec): 3 clusters Score: Raw -1741707.714022 + Penalty 1918.937475 = -1739788.776547 nChanged 288 SP:Iteration 26Q (1030.905456 sec): 3 clusters Score: Raw -1741857.280162 + Penalty 1918.937475 = -1739938.342687 nChanged 269 SP:Iteration 27Q (1030.978594 sec): 3 clusters Score: Raw -1742021.281458 + Penalty 1918.937475 = -1740102.343983 nChanged 274 SP:Iteration 28Q (1031.049671 sec): 3 clusters Score: Raw -1742184.717302 + Penalty 1918.937475 = -1740265.779827 nChanged 253 SP:Iteration 29Q (1031.112272 sec): 3 clusters Score: Raw -1742318.961842 + Penalty 1918.937475 = -1740400.024367 nChanged 204 SP:Iteration 30Q (1031.190090 sec): 3 clusters Score: Raw -1742425.280816 + Penalty 1918.937475 = -1740506.343341 nChanged 183 SP:Iteration 31Q (1031.264315 sec): 3 clusters Score: Raw -1742525.679968 + Penalty 1918.937475 = -1740606.742493 nChanged 154 SP:Iteration 32Q (1031.335239 sec): 3 clusters Score: Raw -1742602.373350 + Penalty 1918.937475 = -1740683.435875 nChanged 128 SP:Iteration 33Q (1031.396718 sec): 3 clusters Score: Raw -1742658.127617 + Penalty 1918.937475 = -1740739.190141 nChanged 120 SP:Iteration 34Q (1031.478808 sec): 3 clusters Score: Raw -1742708.947184 + Penalty 1918.937475 = -1740790.009708 nChanged 114 SP:Iteration 35Q (1031.553595 sec): 3 clusters Score: Raw -1742761.026989 + Penalty 1918.937475 = -1740842.089514 nChanged 98 SP:Iteration 36Q (1031.621339 sec): 3 clusters Score: Raw -1742797.263306 + Penalty 1918.937475 = -1740878.325831 nChanged 69 SP:Iteration 37Q (1031.698513 sec): 3 clusters Score: Raw -1742819.730228 + Penalty 1918.937475 = -1740900.792752 nChanged 59 SP:Iteration 38Q (1031.767358 sec): 3 clusters Score: Raw -1742836.234953 + Penalty 1918.937475 = -1740917.297478 nChanged 55 SP:Iteration 39Q (1031.841337 sec): 3 clusters Score: Raw -1742855.354545 + Penalty 1918.937475 = -1740936.417069 nChanged 50 SP:Iteration 40F (1031.914539 sec): 3 clusters Score: Raw -1742873.838348 + Penalty 1918.937475 = -1740954.900873 nChanged 39 SP:Iteration 41Q (1031.974416 sec): 3 clusters Score: Raw -1742886.860390 + Penalty 1918.937475 = -1740967.922914 nChanged 32 SP:Iteration 42Q (1032.055357 sec): 3 clusters Score: Raw -1742895.261909 + Penalty 1918.937475 = -1740976.324434 nChanged 37 SP:Iteration 43Q (1032.127535 sec): 3 clusters Score: Raw -1742904.039068 + Penalty 1918.937475 = -1740985.101593 nChanged 36 SP:Iteration 44Q (1032.201441 sec): 3 clusters Score: Raw -1742913.974476 + Penalty 1918.937475 = -1740995.037001 nChanged 32 SP:Iteration 45Q (1032.266154 sec): 3 clusters Score: Raw -1742922.218266 + Penalty 1918.937475 = -1741003.280791 nChanged 26 SP:Iteration 46Q (1032.334032 sec): 3 clusters Score: Raw -1742927.197938 + Penalty 1918.937475 = -1741008.260463 nChanged 18 SP:Iteration 47Q (1032.394812 sec): 3 clusters Score: Raw -1742931.728521 + Penalty 1918.937475 = -1741012.791046 nChanged 21 SP:Iteration 48Q (1032.472388 sec): 3 clusters Score: Raw -1742934.529488 + Penalty 1918.937475 = -1741015.592013 nChanged 16 SP:Iteration 49Q (1032.534207 sec): 3 clusters Score: Raw -1742937.478318 + Penalty 1918.937475 = -1741018.540843 nChanged 15 SP:Iteration 50Q (1032.607974 sec): 3 clusters Score: Raw -1742940.054211 + Penalty 1918.937475 = -1741021.116736 nChanged 17 SP:Iteration 51Q (1032.666441 sec): 3 clusters Score: Raw -1742944.177327 + Penalty 1918.937475 = -1741025.239852 nChanged 13 SP:Iteration 52Q (1032.740697 sec): 3 clusters Score: Raw -1742948.889256 + Penalty 1918.937475 = -1741029.951781 nChanged 15 SP:Iteration 53Q (1032.800474 sec): 3 clusters Score: Raw -1742952.372789 + Penalty 1918.937475 = -1741033.435314 nChanged 16 SP:Iteration 54Q (1032.873457 sec): 3 clusters Score: Raw -1742955.909459 + Penalty 1918.937475 = -1741036.971984 nChanged 15 SP:Iteration 55Q (1032.931824 sec): 3 clusters Score: Raw -1742958.662051 + Penalty 1918.937475 = -1741039.724576 nChanged 12 SP:Iteration 56Q (1033.001997 sec): 3 clusters Score: Raw -1742961.501786 + Penalty 1918.937475 = -1741042.564311 nChanged 15 SP:Iteration 57Q (1033.065355 sec): 3 clusters Score: Raw -1742965.284378 + Penalty 1918.937475 = -1741046.346903 nChanged 13 SP:Iteration 58Q (1033.136797 sec): 3 clusters Score: Raw -1742968.359496 + Penalty 1918.937475 = -1741049.422020 nChanged 16 SP:Iteration 59Q (1033.195427 sec): 3 clusters Score: Raw -1742972.624070 + Penalty 1918.937475 = -1741053.686595 nChanged 14 SP:Iteration 60F (1033.270449 sec): 3 clusters Score: Raw -1742975.639079 + Penalty 1918.937475 = -1741056.701604 nChanged 9 SP:Iteration 61Q (1033.342603 sec): 3 clusters Score: Raw -1742978.067281 + Penalty 1918.937475 = -1741059.129806 nChanged 12 SP:Iteration 62Q (1033.412652 sec): 3 clusters Score: Raw -1742980.466845 + Penalty 1918.937475 = -1741061.529370 nChanged 7 SP:Iteration 63Q (1033.481100 sec): 3 clusters Score: Raw -1742981.475944 + Penalty 1918.937475 = -1741062.538468 nChanged 5 SP:Iteration 64Q (1033.548941 sec): 3 clusters Score: Raw -1742983.203316 + Penalty 1918.937475 = -1741064.265840 nChanged 3 SP:Iteration 65Q (1033.629272 sec): 3 clusters Score: Raw -1742984.022771 + Penalty 1918.937475 = -1741065.085295 nChanged 6 SP:Iteration 66Q (1033.692130 sec): 3 clusters Score: Raw -1742985.656904 + Penalty 1918.937475 = -1741066.719428 nChanged 5 SP:Iteration 67Q (1033.761873 sec): 3 clusters Score: Raw -1742986.666598 + Penalty 1918.937475 = -1741067.729123 nChanged 5 SP:Iteration 68Q (1033.832460 sec): 3 clusters Score: Raw -1742988.206515 + Penalty 1918.937475 = -1741069.269040 nChanged 7 SP:Iteration 69Q (1033.911461 sec): 3 clusters Score: Raw -1742989.428804 + Penalty 1918.937475 = -1741070.491328 nChanged 5 SP:Iteration 70Q (1033.974251 sec): 3 clusters Score: Raw -1742990.218866 + Penalty 1918.937475 = -1741071.281391 nChanged 3 SP:Iteration 71Q (1034.034640 sec): 3 clusters Score: Raw -1742990.533900 + Penalty 1918.937475 = -1741071.596425 nChanged 1 SP:Iteration 72Q (1034.112421 sec): 3 clusters Score: Raw -1742990.634792 + Penalty 1918.937475 = -1741071.697317 nChanged 3 SP:Iteration 73Q (1034.182344 sec): 3 clusters Score: Raw -1742991.054648 + Penalty 1918.937475 = -1741072.117173 nChanged 0 SP:Iteration 74F (1034.246723 sec): 3 clusters Score: Raw -1742991.054648 + Penalty 1918.937475 = -1741072.117173 nChanged 0 Trying to split cluster 4 (16959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1034.299367 sec): 2 clusters Score: Raw -1231517.168030 + Penalty 925.162625 = -1230592.005406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1034.363903 sec): 3 clusters Score: Raw -1221165.343145 + Penalty 1850.325250 = -1219315.017896 nChanged 7712 SP:Iteration 1F (1034.430422 sec): 3 clusters Score: Raw -1225548.329249 + Penalty 1850.325250 = -1223698.003999 nChanged 868 SP:Iteration 2F (1034.495308 sec): 3 clusters Score: Raw -1225886.023783 + Penalty 1850.325250 = -1224035.698534 nChanged 818 SP:Iteration 3Q (1034.562256 sec): 3 clusters Score: Raw -1226248.589213 + Penalty 1850.325250 = -1224398.263963 nChanged 830 SP:Iteration 4Q (1034.632569 sec): 3 clusters Score: Raw -1226627.664352 + Penalty 1850.325250 = -1224777.339103 nChanged 855 SP:Iteration 5F (1034.687138 sec): 3 clusters Score: Raw -1227036.514033 + Penalty 1850.325250 = -1225186.188783 nChanged 852 SP:Iteration 6F (1034.764316 sec): 3 clusters Score: Raw -1227460.818597 + Penalty 1850.325250 = -1225610.493347 nChanged 810 SP:Iteration 7Q (1034.820640 sec): 3 clusters Score: Raw -1227885.265767 + Penalty 1850.325250 = -1226034.940517 nChanged 795 SP:Iteration 8Q (1034.895902 sec): 3 clusters Score: Raw -1228319.336819 + Penalty 1850.325250 = -1226469.011569 nChanged 747 SP:Iteration 9Q (1034.952828 sec): 3 clusters Score: Raw -1228723.591002 + Penalty 1850.325250 = -1226873.265752 nChanged 707 SP:Iteration 10Q (1035.018094 sec): 3 clusters Score: Raw -1229072.290941 + Penalty 1850.325250 = -1227221.965691 nChanged 603 SP:Iteration 11Q (1035.080437 sec): 3 clusters Score: Raw -1229312.407967 + Penalty 1850.325250 = -1227462.082717 nChanged 480 SP:Iteration 12Q (1035.148294 sec): 3 clusters Score: Raw -1229494.536197 + Penalty 1850.325250 = -1227644.210948 nChanged 413 SP:Iteration 13Q (1035.205246 sec): 3 clusters Score: Raw -1229653.140260 + Penalty 1850.325250 = -1227802.815010 nChanged 337 SP:Iteration 14Q (1035.272329 sec): 3 clusters Score: Raw -1229775.758382 + Penalty 1850.325250 = -1227925.433133 nChanged 286 SP:Iteration 15Q (1035.341173 sec): 3 clusters Score: Raw -1229873.553400 + Penalty 1850.325250 = -1228023.228150 nChanged 289 SP:Iteration 16Q (1035.411426 sec): 3 clusters Score: Raw -1229954.407868 + Penalty 1850.325250 = -1228104.082618 nChanged 223 SP:Iteration 17Q (1035.482655 sec): 3 clusters Score: Raw -1230010.922742 + Penalty 1850.325250 = -1228160.597492 nChanged 188 SP:Iteration 18Q (1035.543962 sec): 3 clusters Score: Raw -1230060.337008 + Penalty 1850.325250 = -1228210.011758 nChanged 215 SP:Iteration 19Q (1035.603333 sec): 3 clusters Score: Raw -1230122.705003 + Penalty 1850.325250 = -1228272.379753 nChanged 222 SP:Iteration 20F (1035.669581 sec): 3 clusters Score: Raw -1230177.757965 + Penalty 1850.325250 = -1228327.432715 nChanged 208 SP:Iteration 21Q (1035.725510 sec): 3 clusters Score: Raw -1230229.138584 + Penalty 1850.325250 = -1228378.813334 nChanged 210 SP:Iteration 22Q (1035.783981 sec): 3 clusters Score: Raw -1230284.495582 + Penalty 1850.325250 = -1228434.170333 nChanged 231 SP:Iteration 23Q (1035.847433 sec): 3 clusters Score: Raw -1230349.578877 + Penalty 1850.325250 = -1228499.253628 nChanged 228 SP:Iteration 24Q (1035.917494 sec): 3 clusters Score: Raw -1230413.753635 + Penalty 1850.325250 = -1228563.428386 nChanged 211 SP:Iteration 25Q (1035.990199 sec): 3 clusters Score: Raw -1230476.591885 + Penalty 1850.325250 = -1228626.266635 nChanged 231 SP:Iteration 26Q (1036.044618 sec): 3 clusters Score: Raw -1230548.696163 + Penalty 1850.325250 = -1228698.370913 nChanged 232 SP:Iteration 27Q (1036.110302 sec): 3 clusters Score: Raw -1230615.186519 + Penalty 1850.325250 = -1228764.861269 nChanged 228 SP:Iteration 28Q (1036.170875 sec): 3 clusters Score: Raw -1230676.607464 + Penalty 1850.325250 = -1228826.282214 nChanged 188 SP:Iteration 29Q (1036.233759 sec): 3 clusters Score: Raw -1230722.927446 + Penalty 1850.325250 = -1228872.602197 nChanged 174 SP:Iteration 30Q (1036.307593 sec): 3 clusters Score: Raw -1230768.129100 + Penalty 1850.325250 = -1228917.803850 nChanged 194 SP:Iteration 31Q (1036.359431 sec): 3 clusters Score: Raw -1230814.982944 + Penalty 1850.325250 = -1228964.657695 nChanged 173 SP:Iteration 32Q (1036.423733 sec): 3 clusters Score: Raw -1230855.909763 + Penalty 1850.325250 = -1229005.584514 nChanged 147 SP:Iteration 33Q (1036.482570 sec): 3 clusters Score: Raw -1230882.214840 + Penalty 1850.325250 = -1229031.889591 nChanged 126 SP:Iteration 34Q (1036.549419 sec): 3 clusters Score: Raw -1230903.514843 + Penalty 1850.325250 = -1229053.189593 nChanged 114 SP:Iteration 35Q (1036.622662 sec): 3 clusters Score: Raw -1230922.858761 + Penalty 1850.325250 = -1229072.533512 nChanged 106 SP:Iteration 36Q (1036.680647 sec): 3 clusters Score: Raw -1230941.525130 + Penalty 1850.325250 = -1229091.199880 nChanged 96 SP:Iteration 37Q (1036.749116 sec): 3 clusters Score: Raw -1230959.773402 + Penalty 1850.325250 = -1229109.448153 nChanged 91 SP:Iteration 38Q (1036.810841 sec): 3 clusters Score: Raw -1230978.694443 + Penalty 1850.325250 = -1229128.369193 nChanged 107 SP:Iteration 39Q (1036.876845 sec): 3 clusters Score: Raw -1231003.651835 + Penalty 1850.325250 = -1229153.326586 nChanged 109 SP:Iteration 40F (1036.942367 sec): 3 clusters Score: Raw -1231036.138731 + Penalty 1850.325250 = -1229185.813481 nChanged 136 SP:Iteration 41Q (1037.020687 sec): 3 clusters Score: Raw -1231077.935485 + Penalty 1850.325250 = -1229227.610235 nChanged 166 SP:Iteration 42Q (1037.082444 sec): 3 clusters Score: Raw -1231138.448893 + Penalty 1850.325250 = -1229288.123643 nChanged 183 SP:Iteration 43Q (1037.142455 sec): 3 clusters Score: Raw -1231212.529468 + Penalty 1850.325250 = -1229362.204218 nChanged 204 SP:Iteration 44Q (1037.204920 sec): 3 clusters Score: Raw -1231310.246226 + Penalty 1850.325250 = -1229459.920976 nChanged 187 SP:Iteration 45Q (1037.278625 sec): 3 clusters Score: Raw -1231409.624722 + Penalty 1850.325250 = -1229559.299472 nChanged 163 SP:Iteration 46Q (1037.341799 sec): 3 clusters Score: Raw -1231488.056822 + Penalty 1850.325250 = -1229637.731572 nChanged 165 SP:Iteration 47Q (1037.412877 sec): 3 clusters Score: Raw -1231538.887839 + Penalty 1850.325250 = -1229688.562590 nChanged 132 SP:Iteration 48Q (1037.477446 sec): 3 clusters Score: Raw -1231571.000019 + Penalty 1850.325250 = -1229720.674769 nChanged 116 SP:Iteration 49Q (1037.548625 sec): 3 clusters Score: Raw -1231599.000352 + Penalty 1850.325250 = -1229748.675103 nChanged 117 SP:Iteration 50Q (1037.609198 sec): 3 clusters Score: Raw -1231623.519939 + Penalty 1850.325250 = -1229773.194689 nChanged 104 SP:Iteration 51Q (1037.683857 sec): 3 clusters Score: Raw -1231642.689444 + Penalty 1850.325250 = -1229792.364195 nChanged 104 SP:Iteration 52Q (1037.743509 sec): 3 clusters Score: Raw -1231660.263486 + Penalty 1850.325250 = -1229809.938236 nChanged 84 SP:Iteration 53Q (1037.812045 sec): 3 clusters Score: Raw -1231672.205342 + Penalty 1850.325250 = -1229821.880092 nChanged 78 SP:Iteration 54Q (1037.878203 sec): 3 clusters Score: Raw -1231684.028507 + Penalty 1850.325250 = -1229833.703257 nChanged 73 SP:Iteration 55Q (1037.937189 sec): 3 clusters Score: Raw -1231693.634901 + Penalty 1850.325250 = -1229843.309652 nChanged 63 SP:Iteration 56Q (1038.000400 sec): 3 clusters Score: Raw -1231702.868047 + Penalty 1850.325250 = -1229852.542797 nChanged 85 SP:Iteration 57Q (1038.073351 sec): 3 clusters Score: Raw -1231718.001228 + Penalty 1850.325250 = -1229867.675978 nChanged 99 SP:Iteration 58Q (1038.140231 sec): 3 clusters Score: Raw -1231735.674919 + Penalty 1850.325250 = -1229885.349670 nChanged 89 SP:Iteration 59Q (1038.202169 sec): 3 clusters Score: Raw -1231750.480809 + Penalty 1850.325250 = -1229900.155560 nChanged 89 SP:Iteration 60F (1038.259752 sec): 3 clusters Score: Raw -1231765.077774 + Penalty 1850.325250 = -1229914.752525 nChanged 94 SP:Iteration 61Q (1038.328612 sec): 3 clusters Score: Raw -1231781.801832 + Penalty 1850.325250 = -1229931.476582 nChanged 94 SP:Iteration 62Q (1038.393897 sec): 3 clusters Score: Raw -1231799.680875 + Penalty 1850.325250 = -1229949.355625 nChanged 101 SP:Iteration 63Q (1038.448939 sec): 3 clusters Score: Raw -1231820.943700 + Penalty 1850.325250 = -1229970.618451 nChanged 109 SP:Iteration 64Q (1038.524352 sec): 3 clusters Score: Raw -1231844.271700 + Penalty 1850.325250 = -1229993.946450 nChanged 93 SP:Iteration 65Q (1038.585393 sec): 3 clusters Score: Raw -1231861.988635 + Penalty 1850.325250 = -1230011.663386 nChanged 78 SP:Iteration 66Q (1038.654390 sec): 3 clusters Score: Raw -1231873.699202 + Penalty 1850.325250 = -1230023.373952 nChanged 66 SP:Iteration 67Q (1038.708699 sec): 3 clusters Score: Raw -1231882.912948 + Penalty 1850.325250 = -1230032.587698 nChanged 57 SP:Iteration 68Q (1038.785093 sec): 3 clusters Score: Raw -1231889.488572 + Penalty 1850.325250 = -1230039.163322 nChanged 50 SP:Iteration 69Q (1038.852502 sec): 3 clusters Score: Raw -1231895.996311 + Penalty 1850.325250 = -1230045.671061 nChanged 44 SP:Iteration 70Q (1038.919421 sec): 3 clusters Score: Raw -1231901.226421 + Penalty 1850.325250 = -1230050.901171 nChanged 38 SP:Iteration 71Q (1038.975891 sec): 3 clusters Score: Raw -1231905.369462 + Penalty 1850.325250 = -1230055.044212 nChanged 38 SP:Iteration 72Q (1039.049707 sec): 3 clusters Score: Raw -1231909.860271 + Penalty 1850.325250 = -1230059.535021 nChanged 31 SP:Iteration 73Q (1039.108380 sec): 3 clusters Score: Raw -1231913.063581 + Penalty 1850.325250 = -1230062.738331 nChanged 25 SP:Iteration 74Q (1039.155996 sec): 3 clusters Score: Raw -1231915.632642 + Penalty 1850.325250 = -1230065.307392 nChanged 37 SP:Iteration 75Q (1039.218418 sec): 3 clusters Score: Raw -1231920.203222 + Penalty 1850.325250 = -1230069.877973 nChanged 32 SP:Iteration 76Q (1039.294387 sec): 3 clusters Score: Raw -1231924.056738 + Penalty 1850.325250 = -1230073.731488 nChanged 32 SP:Iteration 77Q (1039.350517 sec): 3 clusters Score: Raw -1231928.008938 + Penalty 1850.325250 = -1230077.683688 nChanged 39 SP:Iteration 78Q (1039.410112 sec): 3 clusters Score: Raw -1231933.465979 + Penalty 1850.325250 = -1230083.140729 nChanged 37 SP:Iteration 79Q (1039.471984 sec): 3 clusters Score: Raw -1231937.339472 + Penalty 1850.325250 = -1230087.014222 nChanged 33 SP:Iteration 80F (1039.531281 sec): 3 clusters Score: Raw -1231940.430392 + Penalty 1850.325250 = -1230090.105142 nChanged 28 SP:Iteration 81Q (1039.596550 sec): 3 clusters Score: Raw -1231943.117119 + Penalty 1850.325250 = -1230092.791869 nChanged 26 SP:Iteration 82Q (1039.657745 sec): 3 clusters Score: Raw -1231945.928235 + Penalty 1850.325250 = -1230095.602986 nChanged 25 SP:Iteration 83Q (1039.726174 sec): 3 clusters Score: Raw -1231948.773212 + Penalty 1850.325250 = -1230098.447962 nChanged 18 SP:Iteration 84Q (1039.779452 sec): 3 clusters Score: Raw -1231950.351951 + Penalty 1850.325250 = -1230100.026702 nChanged 19 SP:Iteration 85Q (1039.847209 sec): 3 clusters Score: Raw -1231952.066527 + Penalty 1850.325250 = -1230101.741278 nChanged 22 SP:Iteration 86Q (1039.924795 sec): 3 clusters Score: Raw -1231954.575596 + Penalty 1850.325250 = -1230104.250347 nChanged 22 SP:Iteration 87Q (1039.974784 sec): 3 clusters Score: Raw -1231957.249867 + Penalty 1850.325250 = -1230106.924617 nChanged 36 SP:Iteration 88Q (1040.043831 sec): 3 clusters Score: Raw -1231961.082470 + Penalty 1850.325250 = -1230110.757220 nChanged 34 SP:Iteration 89Q (1040.108284 sec): 3 clusters Score: Raw -1231965.366322 + Penalty 1850.325250 = -1230115.041073 nChanged 40 SP:Iteration 90Q (1040.175052 sec): 3 clusters Score: Raw -1231969.818607 + Penalty 1850.325250 = -1230119.493358 nChanged 31 SP:Iteration 91Q (1040.227520 sec): 3 clusters Score: Raw -1231972.875027 + Penalty 1850.325250 = -1230122.549777 nChanged 24 SP:Iteration 92Q (1040.284940 sec): 3 clusters Score: Raw -1231975.020619 + Penalty 1850.325250 = -1230124.695370 nChanged 26 SP:Iteration 93Q (1040.350154 sec): 3 clusters Score: Raw -1231977.285203 + Penalty 1850.325250 = -1230126.959953 nChanged 20 SP:Iteration 94Q (1040.403214 sec): 3 clusters Score: Raw -1231979.035424 + Penalty 1850.325250 = -1230128.710174 nChanged 20 SP:Iteration 95Q (1040.476020 sec): 3 clusters Score: Raw -1231980.751241 + Penalty 1850.325250 = -1230130.425992 nChanged 17 SP:Iteration 96Q (1040.539628 sec): 3 clusters Score: Raw -1231982.064158 + Penalty 1850.325250 = -1230131.738908 nChanged 11 SP:Iteration 97Q (1040.597814 sec): 3 clusters Score: Raw -1231982.753748 + Penalty 1850.325250 = -1230132.428498 nChanged 8 SP:Iteration 98Q (1040.673340 sec): 3 clusters Score: Raw -1231983.385840 + Penalty 1850.325250 = -1230133.060591 nChanged 10 SP:Iteration 99Q (1040.736004 sec): 3 clusters Score: Raw -1231984.242031 + Penalty 1850.325250 = -1230133.916781 nChanged 5 SP:Iteration 100F (1040.801057 sec): 3 clusters Score: Raw -1231984.464683 + Penalty 1850.325250 = -1230134.139434 nChanged 2 SP:Iteration 101Q (1040.857091 sec): 3 clusters Score: Raw -1231984.546287 + Penalty 1850.325250 = -1230134.221037 nChanged 3 SP:Iteration 102Q (1040.930952 sec): 3 clusters Score: Raw -1231984.658909 + Penalty 1850.325250 = -1230134.333659 nChanged 3 SP:Iteration 103Q (1040.996154 sec): 3 clusters Score: Raw -1231984.728520 + Penalty 1850.325250 = -1230134.403270 nChanged 1 SP:Iteration 104Q (1041.050398 sec): 3 clusters Score: Raw -1231984.742716 + Penalty 1850.325250 = -1230134.417467 nChanged 1 SP:Iteration 105Q (1041.122733 sec): 3 clusters Score: Raw -1231984.750487 + Penalty 1850.325250 = -1230134.425238 nChanged 0 SP:Iteration 106F (1041.188312 sec): 3 clusters Score: Raw -1231984.750487 + Penalty 1850.325250 = -1230134.425238 nChanged 0 Trying to split cluster 5 (2117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1041.211929 sec): 2 clusters Score: Raw -150320.931232 + Penalty 727.486751 = -149593.444481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1041.246531 sec): 3 clusters Score: Raw -149290.191779 + Penalty 1454.973502 = -147835.218278 nChanged 848 SP:Iteration 1F (1041.290281 sec): 3 clusters Score: Raw -149799.691929 + Penalty 1454.973502 = -148344.718428 nChanged 174 SP:Iteration 2F (1041.337507 sec): 3 clusters Score: Raw -149923.908466 + Penalty 1454.973502 = -148468.934965 nChanged 125 SP:Iteration 3F (1041.378390 sec): 3 clusters Score: Raw -150006.578937 + Penalty 1454.973502 = -148551.605436 nChanged 95 SP:Iteration 4Q (1041.431370 sec): 3 clusters Score: Raw -150066.380389 + Penalty 1454.973502 = -148611.406888 nChanged 79 SP:Iteration 5Q (1041.477396 sec): 3 clusters Score: Raw -150111.909038 + Penalty 1454.973502 = -148656.935536 nChanged 62 SP:Iteration 6Q (1041.531824 sec): 3 clusters Score: Raw -150145.153555 + Penalty 1454.973502 = -148690.180053 nChanged 38 SP:Iteration 7Q (1041.586500 sec): 3 clusters Score: Raw -150163.335550 + Penalty 1454.973502 = -148708.362049 nChanged 34 SP:Iteration 8Q (1041.634441 sec): 3 clusters Score: Raw -150176.974368 + Penalty 1454.973502 = -148722.000867 nChanged 27 SP:Iteration 9Q (1041.679889 sec): 3 clusters Score: Raw -150185.072154 + Penalty 1454.973502 = -148730.098652 nChanged 16 SP:Iteration 10Q (1041.729646 sec): 3 clusters Score: Raw -150189.677251 + Penalty 1454.973502 = -148734.703750 nChanged 14 SP:Iteration 11Q (1041.773755 sec): 3 clusters Score: Raw -150195.207068 + Penalty 1454.973502 = -148740.233566 nChanged 13 SP:Iteration 12Q (1041.815819 sec): 3 clusters Score: Raw -150197.912935 + Penalty 1454.973502 = -148742.939434 nChanged 5 SP:Iteration 13Q (1041.866922 sec): 3 clusters Score: Raw -150199.043576 + Penalty 1454.973502 = -148744.070075 nChanged 5 SP:Iteration 14Q (1041.916239 sec): 3 clusters Score: Raw -150200.290697 + Penalty 1454.973502 = -148745.317196 nChanged 6 SP:Iteration 15Q (1041.957518 sec): 3 clusters Score: Raw -150201.645664 + Penalty 1454.973502 = -148746.672162 nChanged 7 SP:Iteration 16Q (1042.010868 sec): 3 clusters Score: Raw -150205.289611 + Penalty 1454.973502 = -148750.316110 nChanged 4 SP:Iteration 17Q (1042.055737 sec): 3 clusters Score: Raw -150206.491441 + Penalty 1454.973502 = -148751.517939 nChanged 6 SP:Iteration 18Q (1042.102300 sec): 3 clusters Score: Raw -150207.991213 + Penalty 1454.973502 = -148753.017711 nChanged 7 SP:Iteration 19Q (1042.148475 sec): 3 clusters Score: Raw -150209.581423 + Penalty 1454.973502 = -148754.607921 nChanged 6 SP:Iteration 20F (1042.200752 sec): 3 clusters Score: Raw -150211.049494 + Penalty 1454.973502 = -148756.075993 nChanged 5 SP:Iteration 21Q (1042.255315 sec): 3 clusters Score: Raw -150212.112235 + Penalty 1454.973502 = -148757.138734 nChanged 4 SP:Iteration 22Q (1042.298097 sec): 3 clusters Score: Raw -150213.228643 + Penalty 1454.973502 = -148758.255141 nChanged 5 SP:Iteration 23Q (1042.336812 sec): 3 clusters Score: Raw -150214.384161 + Penalty 1454.973502 = -148759.410659 nChanged 5 SP:Iteration 24Q (1042.378214 sec): 3 clusters Score: Raw -150216.371768 + Penalty 1454.973502 = -148761.398266 nChanged 6 SP:Iteration 25Q (1042.433490 sec): 3 clusters Score: Raw -150218.800267 + Penalty 1454.973502 = -148763.826766 nChanged 4 SP:Iteration 26Q (1042.484531 sec): 3 clusters Score: Raw -150219.948722 + Penalty 1454.973502 = -148764.975220 nChanged 4 SP:Iteration 27Q (1042.530678 sec): 3 clusters Score: Raw -150221.064261 + Penalty 1454.973502 = -148766.090759 nChanged 1 SP:Iteration 28Q (1042.568470 sec): 3 clusters Score: Raw -150221.346151 + Penalty 1454.973502 = -148766.372650 nChanged 3 SP:Iteration 29Q (1042.613593 sec): 3 clusters Score: Raw -150222.211083 + Penalty 1454.973502 = -148767.237581 nChanged 3 SP:Iteration 30Q (1042.660263 sec): 3 clusters Score: Raw -150222.638135 + Penalty 1454.973502 = -148767.664634 nChanged 2 SP:Iteration 31Q (1042.704669 sec): 3 clusters Score: Raw -150223.043020 + Penalty 1454.973502 = -148768.069519 nChanged 2 SP:Iteration 32Q (1042.747488 sec): 3 clusters Score: Raw -150223.481551 + Penalty 1454.973502 = -148768.508049 nChanged 2 SP:Iteration 33Q (1042.782035 sec): 3 clusters Score: Raw -150223.718434 + Penalty 1454.973502 = -148768.744932 nChanged 2 SP:Iteration 34Q (1042.815849 sec): 3 clusters Score: Raw -150224.171671 + Penalty 1454.973502 = -148769.198169 nChanged 2 SP:Iteration 35Q (1042.855194 sec): 3 clusters Score: Raw -150224.515081 + Penalty 1454.973502 = -148769.541579 nChanged 3 SP:Iteration 36Q (1042.896385 sec): 3 clusters Score: Raw -150225.131130 + Penalty 1454.973502 = -148770.157628 nChanged 1 SP:Iteration 37Q (1042.934824 sec): 3 clusters Score: Raw -150225.324575 + Penalty 1454.973502 = -148770.351074 nChanged 0 SP:Iteration 38F (1042.970765 sec): 3 clusters Score: Raw -150225.324575 + Penalty 1454.973502 = -148770.351074 nChanged 0 Trying to split cluster 6 (482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1043.002805 sec): 2 clusters Score: Raw -27770.267835 + Penalty 586.904691 = -27183.363145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1043.037785 sec): 3 clusters Score: Raw -27682.595668 + Penalty 1173.809382 = -26508.786287 nChanged 144 SP:Iteration 1F (1043.086940 sec): 3 clusters Score: Raw -27888.139701 + Penalty 1173.809382 = -26714.330319 nChanged 54 SP:Iteration 2F (1043.138487 sec): 3 clusters Score: Raw -27993.001551 + Penalty 1173.809382 = -26819.192170 nChanged 40 SP:Iteration 3F (1043.168183 sec): 3 clusters Score: Raw -28079.524851 + Penalty 1173.809382 = -26905.715469 nChanged 29 SP:Iteration 4F (1043.208756 sec): 3 clusters Score: Raw -28146.086862 + Penalty 1173.809382 = -26972.277481 nChanged 26 SP:Iteration 5F (1043.260230 sec): 3 clusters Score: Raw -28215.982772 + Penalty 1173.809382 = -27042.173390 nChanged 17 SP:Iteration 6Q (1043.300023 sec): 3 clusters Score: Raw -28253.978251 + Penalty 1173.809382 = -27080.168870 nChanged 14 SP:Iteration 7Q (1043.347161 sec): 3 clusters Score: Raw -28353.177766 + Penalty 1173.809382 = -27179.368384 nChanged 13 SP:Iteration 8Q (1043.399566 sec): 3 clusters Score: Raw -28426.639312 + Penalty 1173.809382 = -27252.829930 nChanged 6 SP:Iteration 9Q (1043.446884 sec): 3 clusters Score: Raw -28444.241475 + Penalty 1173.809382 = -27270.432093 nChanged 7 SP:Iteration 10Q (1043.487507 sec): 3 clusters Score: Raw -28485.894906 + Penalty 1173.809382 = -27312.085525 nChanged 2 SP:Iteration 11Q (1043.520973 sec): 3 clusters Score: Raw -28489.494800 + Penalty 1173.809382 = -27315.685419 nChanged 0 SP:Iteration 12F (1043.570517 sec): 3 clusters Score: Raw -28489.912564 + Penalty 1173.809382 = -27316.103182 nChanged 1 SP:Iteration 13Q (1043.598257 sec): 3 clusters Score: Raw -28508.712784 + Penalty 1173.809382 = -27334.903402 nChanged 5 SP:Iteration 14Q (1043.652137 sec): 3 clusters Score: Raw -28517.251697 + Penalty 1173.809382 = -27343.442315 nChanged 3 SP:Iteration 15Q (1043.692432 sec): 3 clusters Score: Raw -28533.183923 + Penalty 1173.809382 = -27359.374541 nChanged 4 SP:Iteration 16Q (1043.728180 sec): 3 clusters Score: Raw -28548.737088 + Penalty 1173.809382 = -27374.927707 nChanged 8 SP:Iteration 17Q (1043.772601 sec): 3 clusters Score: Raw -28577.791639 + Penalty 1173.809382 = -27403.982258 nChanged 11 SP:Iteration 18Q (1043.809581 sec): 3 clusters Score: Raw -28624.007674 + Penalty 1173.809382 = -27450.198292 nChanged 5 SP:Iteration 19Q (1043.850720 sec): 3 clusters Score: Raw -28643.120897 + Penalty 1173.809382 = -27469.311515 nChanged 4 SP:Iteration 20F (1043.903000 sec): 3 clusters Score: Raw -28654.086962 + Penalty 1173.809382 = -27480.277581 nChanged 4 SP:Iteration 21Q (1043.958571 sec): 3 clusters Score: Raw -28666.732689 + Penalty 1173.809382 = -27492.923307 nChanged 3 SP:Iteration 22Q (1043.994222 sec): 3 clusters Score: Raw -28671.014129 + Penalty 1173.809382 = -27497.204748 nChanged 0 SP:Iteration 23F (1044.048815 sec): 3 clusters Score: Raw -28671.014129 + Penalty 1173.809382 = -27497.204748 nChanged 0 Score: Raw -25394098.575458 + Penalty 26720.276661 = -25367378.298797 Splitting cluster 6 changes total score from -25367691.099336 to -25367378.298797 So it's not getting split. Trying to split cluster 7 (37888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1048.108205 sec): 2 clusters Score: Raw -2843730.860308 + Penalty 1001.527023 = -2842729.333284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1048.202851 sec): 3 clusters Score: Raw -2819558.958978 + Penalty 2003.054046 = -2817555.904932 nChanged 17921 SP:Iteration 1F (1048.290755 sec): 3 clusters Score: Raw -2829689.358867 + Penalty 2003.054046 = -2827686.304821 nChanged 1453 SP:Iteration 2Q (1048.388541 sec): 3 clusters Score: Raw -2830104.101466 + Penalty 2003.054046 = -2828101.047420 nChanged 1464 SP:Iteration 3Q (1048.484140 sec): 3 clusters Score: Raw -2830609.216856 + Penalty 2003.054046 = -2828606.162809 nChanged 1639 SP:Iteration 4Q (1048.575316 sec): 3 clusters Score: Raw -2831278.568372 + Penalty 2003.054046 = -2829275.514326 nChanged 1863 SP:Iteration 5Q (1048.668084 sec): 3 clusters Score: Raw -2832267.350420 + Penalty 2003.054046 = -2830264.296374 nChanged 2134 SP:Iteration 6F (1048.760063 sec): 3 clusters Score: Raw -2833662.482988 + Penalty 2003.054046 = -2831659.428941 nChanged 2437 SP:Iteration 7F (1048.854749 sec): 3 clusters Score: Raw -2835439.740655 + Penalty 2003.054046 = -2833436.686608 nChanged 2486 SP:Iteration 8F (1048.943169 sec): 3 clusters Score: Raw -2837362.460106 + Penalty 2003.054046 = -2835359.406059 nChanged 2310 SP:Iteration 9F (1049.033879 sec): 3 clusters Score: Raw -2838987.812264 + Penalty 2003.054046 = -2836984.758218 nChanged 1778 SP:Iteration 10Q (1049.131837 sec): 3 clusters Score: Raw -2839956.469294 + Penalty 2003.054046 = -2837953.415248 nChanged 1169 SP:Iteration 11Q (1049.225007 sec): 3 clusters Score: Raw -2840378.525028 + Penalty 2003.054046 = -2838375.470981 nChanged 765 SP:Iteration 12Q (1049.318930 sec): 3 clusters Score: Raw -2840594.511157 + Penalty 2003.054046 = -2838591.457110 nChanged 577 SP:Iteration 13Q (1049.413841 sec): 3 clusters Score: Raw -2840726.360879 + Penalty 2003.054046 = -2838723.306832 nChanged 440 SP:Iteration 14Q (1049.503950 sec): 3 clusters Score: Raw -2840817.250585 + Penalty 2003.054046 = -2838814.196538 nChanged 355 SP:Iteration 15Q (1049.597377 sec): 3 clusters Score: Raw -2840887.950587 + Penalty 2003.054046 = -2838884.896540 nChanged 337 SP:Iteration 16Q (1049.694529 sec): 3 clusters Score: Raw -2840947.948057 + Penalty 2003.054046 = -2838944.894011 nChanged 286 SP:Iteration 17Q (1049.785456 sec): 3 clusters Score: Raw -2840990.650701 + Penalty 2003.054046 = -2838987.596654 nChanged 236 SP:Iteration 18Q (1049.873170 sec): 3 clusters Score: Raw -2841020.347348 + Penalty 2003.054046 = -2839017.293302 nChanged 211 SP:Iteration 19Q (1049.972644 sec): 3 clusters Score: Raw -2841043.948751 + Penalty 2003.054046 = -2839040.894705 nChanged 174 SP:Iteration 20F (1050.068373 sec): 3 clusters Score: Raw -2841061.310186 + Penalty 2003.054046 = -2839058.256139 nChanged 154 SP:Iteration 21Q (1050.151640 sec): 3 clusters Score: Raw -2841075.308830 + Penalty 2003.054046 = -2839072.254784 nChanged 143 SP:Iteration 22Q (1050.247393 sec): 3 clusters Score: Raw -2841086.823063 + Penalty 2003.054046 = -2839083.769017 nChanged 126 SP:Iteration 23Q (1050.350954 sec): 3 clusters Score: Raw -2841097.480980 + Penalty 2003.054046 = -2839094.426934 nChanged 120 SP:Iteration 24Q (1050.443928 sec): 3 clusters Score: Raw -2841106.009857 + Penalty 2003.054046 = -2839102.955811 nChanged 103 SP:Iteration 25Q (1050.533779 sec): 3 clusters Score: Raw -2841112.839707 + Penalty 2003.054046 = -2839109.785661 nChanged 97 SP:Iteration 26Q (1050.616834 sec): 3 clusters Score: Raw -2841119.620778 + Penalty 2003.054046 = -2839116.566731 nChanged 95 SP:Iteration 27Q (1050.720478 sec): 3 clusters Score: Raw -2841124.409609 + Penalty 2003.054046 = -2839121.355563 nChanged 80 SP:Iteration 28Q (1050.812985 sec): 3 clusters Score: Raw -2841128.677354 + Penalty 2003.054046 = -2839125.623307 nChanged 79 SP:Iteration 29Q (1050.911990 sec): 3 clusters Score: Raw -2841133.121601 + Penalty 2003.054046 = -2839130.067554 nChanged 70 SP:Iteration 30Q (1051.000995 sec): 3 clusters Score: Raw -2841137.560006 + Penalty 2003.054046 = -2839134.505959 nChanged 59 SP:Iteration 31Q (1051.097047 sec): 3 clusters Score: Raw -2841140.535502 + Penalty 2003.054046 = -2839137.481455 nChanged 57 SP:Iteration 32Q (1051.190559 sec): 3 clusters Score: Raw -2841143.018047 + Penalty 2003.054046 = -2839139.964001 nChanged 41 SP:Iteration 33Q (1051.292991 sec): 3 clusters Score: Raw -2841144.491711 + Penalty 2003.054046 = -2839141.437665 nChanged 42 SP:Iteration 34Q (1051.387687 sec): 3 clusters Score: Raw -2841146.049634 + Penalty 2003.054046 = -2839142.995587 nChanged 38 SP:Iteration 35Q (1051.474830 sec): 3 clusters Score: Raw -2841148.135379 + Penalty 2003.054046 = -2839145.081332 nChanged 45 SP:Iteration 36Q (1051.563835 sec): 3 clusters Score: Raw -2841150.561533 + Penalty 2003.054046 = -2839147.507487 nChanged 38 SP:Iteration 37Q (1051.657144 sec): 3 clusters Score: Raw -2841151.874316 + Penalty 2003.054046 = -2839148.820270 nChanged 29 SP:Iteration 38Q (1051.753808 sec): 3 clusters Score: Raw -2841152.829485 + Penalty 2003.054046 = -2839149.775438 nChanged 31 SP:Iteration 39Q (1051.851626 sec): 3 clusters Score: Raw -2841154.003951 + Penalty 2003.054046 = -2839150.949904 nChanged 27 SP:Iteration 40F (1051.944517 sec): 3 clusters Score: Raw -2841154.899206 + Penalty 2003.054046 = -2839151.845159 nChanged 20 SP:Iteration 41Q (1052.032383 sec): 3 clusters Score: Raw -2841155.282543 + Penalty 2003.054046 = -2839152.228496 nChanged 12 SP:Iteration 42Q (1052.126531 sec): 3 clusters Score: Raw -2841155.566989 + Penalty 2003.054046 = -2839152.512942 nChanged 6 SP:Iteration 43Q (1052.214672 sec): 3 clusters Score: Raw -2841155.648184 + Penalty 2003.054046 = -2839152.594138 nChanged 3 SP:Iteration 44Q (1052.304724 sec): 3 clusters Score: Raw -2841155.691626 + Penalty 2003.054046 = -2839152.637580 nChanged 1 SP:Iteration 45Q (1052.389427 sec): 3 clusters Score: Raw -2841155.695035 + Penalty 2003.054046 = -2839152.640989 nChanged 0 SP:Iteration 46F (1052.491388 sec): 3 clusters Score: Raw -2841155.695035 + Penalty 2003.054046 = -2839152.640989 nChanged 0 Trying to split cluster 8 (2593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1052.510838 sec): 2 clusters Score: Raw -186085.762947 + Penalty 746.754225 = -185339.008722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1052.555785 sec): 3 clusters Score: Raw -184733.209981 + Penalty 1493.508449 = -183239.701532 nChanged 1021 SP:Iteration 1F (1052.601815 sec): 3 clusters Score: Raw -185255.474054 + Penalty 1493.508449 = -183761.965605 nChanged 199 SP:Iteration 2F (1052.648931 sec): 3 clusters Score: Raw -185367.380573 + Penalty 1493.508449 = -183873.872124 nChanged 145 SP:Iteration 3F (1052.693407 sec): 3 clusters Score: Raw -185441.249709 + Penalty 1493.508449 = -183947.741259 nChanged 123 SP:Iteration 4Q (1052.731738 sec): 3 clusters Score: Raw -185502.321737 + Penalty 1493.508449 = -184008.813288 nChanged 108 SP:Iteration 5Q (1052.783743 sec): 3 clusters Score: Raw -185560.420652 + Penalty 1493.508449 = -184066.912203 nChanged 106 SP:Iteration 6Q (1052.841497 sec): 3 clusters Score: Raw -185627.539566 + Penalty 1493.508449 = -184134.031117 nChanged 112 SP:Iteration 7Q (1052.884730 sec): 3 clusters Score: Raw -185707.118448 + Penalty 1493.508449 = -184213.609998 nChanged 111 SP:Iteration 8Q (1052.922613 sec): 3 clusters Score: Raw -185785.222008 + Penalty 1493.508449 = -184291.713558 nChanged 117 SP:Iteration 9Q (1052.972608 sec): 3 clusters Score: Raw -185878.051167 + Penalty 1493.508449 = -184384.542717 nChanged 102 SP:Iteration 10Q (1053.011446 sec): 3 clusters Score: Raw -185961.372125 + Penalty 1493.508449 = -184467.863675 nChanged 65 SP:Iteration 11Q (1053.054937 sec): 3 clusters Score: Raw -186018.393164 + Penalty 1493.508449 = -184524.884715 nChanged 61 SP:Iteration 12Q (1053.102355 sec): 3 clusters Score: Raw -186068.389828 + Penalty 1493.508449 = -184574.881379 nChanged 49 SP:Iteration 13Q (1053.153660 sec): 3 clusters Score: Raw -186105.386058 + Penalty 1493.508449 = -184611.877609 nChanged 48 SP:Iteration 14Q (1053.201458 sec): 3 clusters Score: Raw -186157.476008 + Penalty 1493.508449 = -184663.967559 nChanged 43 SP:Iteration 15Q (1053.255757 sec): 3 clusters Score: Raw -186213.157400 + Penalty 1493.508449 = -184719.648950 nChanged 40 SP:Iteration 16Q (1053.299061 sec): 3 clusters Score: Raw -186256.597534 + Penalty 1493.508449 = -184763.089085 nChanged 29 SP:Iteration 17Q (1053.346324 sec): 3 clusters Score: Raw -186290.453216 + Penalty 1493.508449 = -184796.944767 nChanged 20 SP:Iteration 18Q (1053.390334 sec): 3 clusters Score: Raw -186311.980968 + Penalty 1493.508449 = -184818.472518 nChanged 14 SP:Iteration 19Q (1053.438692 sec): 3 clusters Score: Raw -186324.717988 + Penalty 1493.508449 = -184831.209539 nChanged 12 SP:Iteration 20F (1053.495462 sec): 3 clusters Score: Raw -186334.101134 + Penalty 1493.508449 = -184840.592685 nChanged 13 SP:Iteration 21Q (1053.533872 sec): 3 clusters Score: Raw -186343.506016 + Penalty 1493.508449 = -184849.997567 nChanged 11 SP:Iteration 22Q (1053.583547 sec): 3 clusters Score: Raw -186350.651422 + Penalty 1493.508449 = -184857.142973 nChanged 7 SP:Iteration 23Q (1053.631361 sec): 3 clusters Score: Raw -186355.292255 + Penalty 1493.508449 = -184861.783806 nChanged 5 SP:Iteration 24Q (1053.680984 sec): 3 clusters Score: Raw -186357.506447 + Penalty 1493.508449 = -184863.997998 nChanged 4 SP:Iteration 25Q (1053.720250 sec): 3 clusters Score: Raw -186359.395051 + Penalty 1493.508449 = -184865.886602 nChanged 3 SP:Iteration 26Q (1053.771700 sec): 3 clusters Score: Raw -186360.477041 + Penalty 1493.508449 = -184866.968591 nChanged 0 SP:Iteration 27F (1053.825679 sec): 3 clusters Score: Raw -186360.477041 + Penalty 1493.508449 = -184866.968591 nChanged 0 Trying to split cluster 9 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1053.856687 sec): 2 clusters Score: Raw -13851.466261 + Penalty 523.391892 = -13328.074369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1053.898076 sec): 3 clusters Score: Raw -13876.772905 + Penalty 1046.783784 = -12829.989121 nChanged 64 SP:Iteration 1F (1053.944341 sec): 3 clusters Score: Raw -13998.154678 + Penalty 1046.783784 = -12951.370894 nChanged 23 SP:Iteration 2F (1053.986572 sec): 3 clusters Score: Raw -14052.157495 + Penalty 1046.783784 = -13005.373712 nChanged 8 SP:Iteration 3Q (1054.021832 sec): 3 clusters Score: Raw -14065.704308 + Penalty 1046.783784 = -13018.920524 nChanged 6 SP:Iteration 4Q (1054.069231 sec): 3 clusters Score: Raw -14077.549980 + Penalty 1046.783784 = -13030.766197 nChanged 1 SP:Iteration 5Q (1054.122692 sec): 3 clusters Score: Raw -14080.005711 + Penalty 1046.783784 = -13033.221927 nChanged 1 SP:Iteration 6Q (1054.175456 sec): 3 clusters Score: Raw -14083.047360 + Penalty 1046.783784 = -13036.263576 nChanged 0 SP:Iteration 7F (1054.218287 sec): 3 clusters Score: Raw -14083.047360 + Penalty 1046.783784 = -13036.263576 nChanged 0 Trying to split cluster 10 (36766 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1054.280508 sec): 2 clusters Score: Raw -2780037.239098 + Penalty 998.671234 = -2779038.567864 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1054.370909 sec): 3 clusters Score: Raw -2756575.446831 + Penalty 1997.342469 = -2754578.104362 nChanged 17443 SP:Iteration 1F (1054.455823 sec): 3 clusters Score: Raw -2766817.208804 + Penalty 1997.342469 = -2764819.866335 nChanged 1646 SP:Iteration 2Q (1054.555975 sec): 3 clusters Score: Raw -2767541.603499 + Penalty 1997.342469 = -2765544.261030 nChanged 1910 SP:Iteration 3F (1054.644865 sec): 3 clusters Score: Raw -2768544.437616 + Penalty 1997.342469 = -2766547.095147 nChanged 2234 SP:Iteration 4F (1054.727245 sec): 3 clusters Score: Raw -2770075.345659 + Penalty 1997.342469 = -2768078.003190 nChanged 2641 SP:Iteration 5F (1054.820236 sec): 3 clusters Score: Raw -2772151.901476 + Penalty 1997.342469 = -2770154.559007 nChanged 2669 SP:Iteration 6F (1054.900081 sec): 3 clusters Score: Raw -2774263.384581 + Penalty 1997.342469 = -2772266.042112 nChanged 2326 SP:Iteration 7F (1054.991633 sec): 3 clusters Score: Raw -2775798.716899 + Penalty 1997.342469 = -2773801.374430 nChanged 1728 SP:Iteration 8Q (1055.087945 sec): 3 clusters Score: Raw -2776579.933147 + Penalty 1997.342469 = -2774582.590678 nChanged 1070 SP:Iteration 9Q (1055.186117 sec): 3 clusters Score: Raw -2776940.749883 + Penalty 1997.342469 = -2774943.407414 nChanged 775 SP:Iteration 10Q (1055.270666 sec): 3 clusters Score: Raw -2777213.072467 + Penalty 1997.342469 = -2775215.729998 nChanged 697 SP:Iteration 11Q (1055.356368 sec): 3 clusters Score: Raw -2777472.975580 + Penalty 1997.342469 = -2775475.633111 nChanged 658 SP:Iteration 12Q (1055.432362 sec): 3 clusters Score: Raw -2777717.335281 + Penalty 1997.342469 = -2775719.992812 nChanged 684 SP:Iteration 13Q (1055.526528 sec): 3 clusters Score: Raw -2777973.706208 + Penalty 1997.342469 = -2775976.363739 nChanged 651 SP:Iteration 14Q (1055.614651 sec): 3 clusters Score: Raw -2778216.436972 + Penalty 1997.342469 = -2776219.094503 nChanged 645 SP:Iteration 15Q (1055.703904 sec): 3 clusters Score: Raw -2778469.613741 + Penalty 1997.342469 = -2776472.271272 nChanged 628 SP:Iteration 16Q (1055.801146 sec): 3 clusters Score: Raw -2778713.881585 + Penalty 1997.342469 = -2776716.539116 nChanged 546 SP:Iteration 17Q (1055.888942 sec): 3 clusters Score: Raw -2778912.116899 + Penalty 1997.342469 = -2776914.774430 nChanged 504 SP:Iteration 18Q (1055.975919 sec): 3 clusters Score: Raw -2779089.287374 + Penalty 1997.342469 = -2777091.944905 nChanged 519 SP:Iteration 19Q (1056.066101 sec): 3 clusters Score: Raw -2779281.075651 + Penalty 1997.342469 = -2777283.733182 nChanged 493 SP:Iteration 20F (1056.154226 sec): 3 clusters Score: Raw -2779469.152053 + Penalty 1997.342469 = -2777471.809584 nChanged 456 SP:Iteration 21Q (1056.249454 sec): 3 clusters Score: Raw -2779653.478871 + Penalty 1997.342469 = -2777656.136402 nChanged 418 SP:Iteration 22Q (1056.338462 sec): 3 clusters Score: Raw -2779816.344166 + Penalty 1997.342469 = -2777819.001697 nChanged 416 SP:Iteration 23Q (1056.425608 sec): 3 clusters Score: Raw -2779977.030227 + Penalty 1997.342469 = -2777979.687758 nChanged 398 SP:Iteration 24Q (1056.520826 sec): 3 clusters Score: Raw -2780119.818151 + Penalty 1997.342469 = -2778122.475682 nChanged 344 SP:Iteration 25Q (1056.612322 sec): 3 clusters Score: Raw -2780245.070907 + Penalty 1997.342469 = -2778247.728438 nChanged 338 SP:Iteration 26Q (1056.702307 sec): 3 clusters Score: Raw -2780365.979665 + Penalty 1997.342469 = -2778368.637196 nChanged 317 SP:Iteration 27Q (1056.789666 sec): 3 clusters Score: Raw -2780478.733265 + Penalty 1997.342469 = -2778481.390796 nChanged 277 SP:Iteration 28Q (1056.882790 sec): 3 clusters Score: Raw -2780553.977755 + Penalty 1997.342469 = -2778556.635287 nChanged 213 SP:Iteration 29Q (1056.956735 sec): 3 clusters Score: Raw -2780602.709287 + Penalty 1997.342469 = -2778605.366818 nChanged 197 SP:Iteration 30Q (1057.046059 sec): 3 clusters Score: Raw -2780646.227227 + Penalty 1997.342469 = -2778648.884758 nChanged 182 SP:Iteration 31Q (1057.140226 sec): 3 clusters Score: Raw -2780683.954872 + Penalty 1997.342469 = -2778686.612403 nChanged 177 SP:Iteration 32Q (1057.227009 sec): 3 clusters Score: Raw -2780720.517206 + Penalty 1997.342469 = -2778723.174737 nChanged 165 SP:Iteration 33Q (1057.299813 sec): 3 clusters Score: Raw -2780752.494842 + Penalty 1997.342469 = -2778755.152373 nChanged 143 SP:Iteration 34Q (1057.389893 sec): 3 clusters Score: Raw -2780778.636474 + Penalty 1997.342469 = -2778781.294005 nChanged 129 SP:Iteration 35Q (1057.478165 sec): 3 clusters Score: Raw -2780801.060714 + Penalty 1997.342469 = -2778803.718245 nChanged 128 SP:Iteration 36Q (1057.569723 sec): 3 clusters Score: Raw -2780820.316584 + Penalty 1997.342469 = -2778822.974115 nChanged 103 SP:Iteration 37Q (1057.656993 sec): 3 clusters Score: Raw -2780834.976195 + Penalty 1997.342469 = -2778837.633726 nChanged 97 SP:Iteration 38Q (1057.735624 sec): 3 clusters Score: Raw -2780848.396666 + Penalty 1997.342469 = -2778851.054197 nChanged 107 SP:Iteration 39Q (1057.814085 sec): 3 clusters Score: Raw -2780864.562774 + Penalty 1997.342469 = -2778867.220305 nChanged 114 SP:Iteration 40F (1057.917672 sec): 3 clusters Score: Raw -2780882.532644 + Penalty 1997.342469 = -2778885.190175 nChanged 108 SP:Iteration 41Q (1058.005918 sec): 3 clusters Score: Raw -2780898.189725 + Penalty 1997.342469 = -2778900.847256 nChanged 90 SP:Iteration 42Q (1058.087625 sec): 3 clusters Score: Raw -2780909.483587 + Penalty 1997.342469 = -2778912.141118 nChanged 75 SP:Iteration 43Q (1058.179700 sec): 3 clusters Score: Raw -2780918.817048 + Penalty 1997.342469 = -2778921.474579 nChanged 84 SP:Iteration 44Q (1058.263203 sec): 3 clusters Score: Raw -2780930.004124 + Penalty 1997.342469 = -2778932.661655 nChanged 80 SP:Iteration 45Q (1058.356698 sec): 3 clusters Score: Raw -2780941.424592 + Penalty 1997.342469 = -2778944.082123 nChanged 86 SP:Iteration 46Q (1058.441518 sec): 3 clusters Score: Raw -2780953.473298 + Penalty 1997.342469 = -2778956.130829 nChanged 75 SP:Iteration 47Q (1058.529834 sec): 3 clusters Score: Raw -2780962.724621 + Penalty 1997.342469 = -2778965.382152 nChanged 69 SP:Iteration 48Q (1058.617356 sec): 3 clusters Score: Raw -2780971.633171 + Penalty 1997.342469 = -2778974.290702 nChanged 57 SP:Iteration 49Q (1058.706108 sec): 3 clusters Score: Raw -2780977.827861 + Penalty 1997.342469 = -2778980.485392 nChanged 48 SP:Iteration 50Q (1058.790940 sec): 3 clusters Score: Raw -2780983.143960 + Penalty 1997.342469 = -2778985.801491 nChanged 52 SP:Iteration 51Q (1058.876103 sec): 3 clusters Score: Raw -2780990.344114 + Penalty 1997.342469 = -2778993.001645 nChanged 47 SP:Iteration 52Q (1058.959846 sec): 3 clusters Score: Raw -2780997.049804 + Penalty 1997.342469 = -2778999.707336 nChanged 41 SP:Iteration 53Q (1059.051713 sec): 3 clusters Score: Raw -2781001.849791 + Penalty 1997.342469 = -2779004.507322 nChanged 40 SP:Iteration 54Q (1059.129348 sec): 3 clusters Score: Raw -2781006.645538 + Penalty 1997.342469 = -2779009.303069 nChanged 45 SP:Iteration 55Q (1059.217094 sec): 3 clusters Score: Raw -2781011.614589 + Penalty 1997.342469 = -2779014.272120 nChanged 35 SP:Iteration 56Q (1059.291025 sec): 3 clusters Score: Raw -2781015.844004 + Penalty 1997.342469 = -2779018.501535 nChanged 37 SP:Iteration 57Q (1059.373699 sec): 3 clusters Score: Raw -2781019.345784 + Penalty 1997.342469 = -2779022.003315 nChanged 28 SP:Iteration 58Q (1059.463164 sec): 3 clusters Score: Raw -2781022.721624 + Penalty 1997.342469 = -2779025.379155 nChanged 28 SP:Iteration 59Q (1059.544016 sec): 3 clusters Score: Raw -2781025.798371 + Penalty 1997.342469 = -2779028.455902 nChanged 35 SP:Iteration 60F (1059.635570 sec): 3 clusters Score: Raw -2781030.356938 + Penalty 1997.342469 = -2779033.014469 nChanged 34 SP:Iteration 61Q (1059.722231 sec): 3 clusters Score: Raw -2781034.821322 + Penalty 1997.342469 = -2779037.478853 nChanged 28 SP:Iteration 62Q (1059.805771 sec): 3 clusters Score: Raw -2781037.276666 + Penalty 1997.342469 = -2779039.934197 nChanged 20 SP:Iteration 63Q (1059.893000 sec): 3 clusters Score: Raw -2781038.851895 + Penalty 1997.342469 = -2779041.509427 nChanged 21 SP:Iteration 64Q (1059.978266 sec): 3 clusters Score: Raw -2781041.548778 + Penalty 1997.342469 = -2779044.206309 nChanged 26 SP:Iteration 65Q (1060.053679 sec): 3 clusters Score: Raw -2781044.006082 + Penalty 1997.342469 = -2779046.663613 nChanged 26 SP:Iteration 66Q (1060.136275 sec): 3 clusters Score: Raw -2781046.185117 + Penalty 1997.342469 = -2779048.842648 nChanged 19 SP:Iteration 67Q (1060.218571 sec): 3 clusters Score: Raw -2781047.763164 + Penalty 1997.342469 = -2779050.420695 nChanged 13 SP:Iteration 68Q (1060.304655 sec): 3 clusters Score: Raw -2781048.668449 + Penalty 1997.342469 = -2779051.325980 nChanged 13 SP:Iteration 69Q (1060.380137 sec): 3 clusters Score: Raw -2781049.367130 + Penalty 1997.342469 = -2779052.024661 nChanged 12 SP:Iteration 70Q (1060.474580 sec): 3 clusters Score: Raw -2781050.457541 + Penalty 1997.342469 = -2779053.115072 nChanged 10 SP:Iteration 71Q (1060.552357 sec): 3 clusters Score: Raw -2781051.148119 + Penalty 1997.342469 = -2779053.805650 nChanged 5 SP:Iteration 72Q (1060.635350 sec): 3 clusters Score: Raw -2781051.325323 + Penalty 1997.342469 = -2779053.982854 nChanged 4 SP:Iteration 73Q (1060.719842 sec): 3 clusters Score: Raw -2781051.588530 + Penalty 1997.342469 = -2779054.246061 nChanged 5 SP:Iteration 74Q (1060.802097 sec): 3 clusters Score: Raw -2781052.064395 + Penalty 1997.342469 = -2779054.721926 nChanged 4 SP:Iteration 75Q (1060.900220 sec): 3 clusters Score: Raw -2781052.371154 + Penalty 1997.342469 = -2779055.028685 nChanged 2 SP:Iteration 76Q (1060.981674 sec): 3 clusters Score: Raw -2781052.495822 + Penalty 1997.342469 = -2779055.153353 nChanged 1 SP:Iteration 77Q (1061.066284 sec): 3 clusters Score: Raw -2781052.564100 + Penalty 1997.342469 = -2779055.221632 nChanged 1 SP:Iteration 78Q (1061.147141 sec): 3 clusters Score: Raw -2781052.638539 + Penalty 1997.342469 = -2779055.296070 nChanged 0 SP:Iteration 79F (1061.244446 sec): 3 clusters Score: Raw -2781052.638539 + Penalty 1997.342469 = -2779055.296070 nChanged 0 Score: Raw -25394213.228604 + Penalty 26720.276661 = -25367492.951944 Splitting cluster 10 changes total score from -25367691.099336 to -25367492.951944 So it's not getting split. Trying to split cluster 11 (2654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1065.271713 sec): 2 clusters Score: Raw -168581.039541 + Penalty 748.963205 = -167832.076335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1065.312982 sec): 3 clusters Score: Raw -167243.525989 + Penalty 1497.926411 = -165745.599578 nChanged 1072 SP:Iteration 1F (1065.365593 sec): 3 clusters Score: Raw -167949.464430 + Penalty 1497.926411 = -166451.538019 nChanged 213 SP:Iteration 2F (1065.413933 sec): 3 clusters Score: Raw -168157.029181 + Penalty 1497.926411 = -166659.102770 nChanged 170 SP:Iteration 3F (1065.450314 sec): 3 clusters Score: Raw -168354.619381 + Penalty 1497.926411 = -166856.692970 nChanged 173 SP:Iteration 4F (1065.499117 sec): 3 clusters Score: Raw -168628.126203 + Penalty 1497.926411 = -167130.199793 nChanged 206 SP:Iteration 5F (1065.546746 sec): 3 clusters Score: Raw -169006.951352 + Penalty 1497.926411 = -167509.024941 nChanged 183 SP:Iteration 6F (1065.591809 sec): 3 clusters Score: Raw -169253.534103 + Penalty 1497.926411 = -167755.607692 nChanged 149 SP:Iteration 7F (1065.636698 sec): 3 clusters Score: Raw -169440.309419 + Penalty 1497.926411 = -167942.383008 nChanged 102 SP:Iteration 8Q (1065.682801 sec): 3 clusters Score: Raw -169559.941465 + Penalty 1497.926411 = -168062.015054 nChanged 76 SP:Iteration 9Q (1065.730759 sec): 3 clusters Score: Raw -169631.073083 + Penalty 1497.926411 = -168133.146672 nChanged 54 SP:Iteration 10Q (1065.780807 sec): 3 clusters Score: Raw -169685.576130 + Penalty 1497.926411 = -168187.649719 nChanged 38 SP:Iteration 11Q (1065.827776 sec): 3 clusters Score: Raw -169718.367859 + Penalty 1497.926411 = -168220.441448 nChanged 18 SP:Iteration 12Q (1065.884083 sec): 3 clusters Score: Raw -169727.911884 + Penalty 1497.926411 = -168229.985473 nChanged 10 SP:Iteration 13Q (1065.929014 sec): 3 clusters Score: Raw -169732.656262 + Penalty 1497.926411 = -168234.729851 nChanged 9 SP:Iteration 14Q (1065.984963 sec): 3 clusters Score: Raw -169738.603312 + Penalty 1497.926411 = -168240.676901 nChanged 10 SP:Iteration 15Q (1066.020819 sec): 3 clusters Score: Raw -169749.373687 + Penalty 1497.926411 = -168251.447277 nChanged 6 SP:Iteration 16Q (1066.069956 sec): 3 clusters Score: Raw -169752.181545 + Penalty 1497.926411 = -168254.255134 nChanged 3 SP:Iteration 17Q (1066.110480 sec): 3 clusters Score: Raw -169753.372566 + Penalty 1497.926411 = -168255.446155 nChanged 1 SP:Iteration 18Q (1066.149843 sec): 3 clusters Score: Raw -169753.795874 + Penalty 1497.926411 = -168255.869464 nChanged 1 SP:Iteration 19Q (1066.202631 sec): 3 clusters Score: Raw -169754.288592 + Penalty 1497.926411 = -168256.362181 nChanged 0 SP:Iteration 20F (1066.259630 sec): 3 clusters Score: Raw -169754.288592 + Penalty 1497.926411 = -168256.362181 nChanged 0 Score: Raw -25394371.078215 + Penalty 26720.276661 = -25367650.801554 Splitting cluster 11 changes total score from -25367691.099336 to -25367650.801554 So it's not getting split. Trying to split cluster 12 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1070.269836 sec): 2 clusters Score: Raw -36483.074978 + Penalty 594.841710 = -35888.233268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1070.298898 sec): 3 clusters Score: Raw -36312.996253 + Penalty 1189.683420 = -35123.312833 nChanged 167 SP:Iteration 1F (1070.347615 sec): 3 clusters Score: Raw -36492.537293 + Penalty 1189.683420 = -35302.853873 nChanged 38 SP:Iteration 2F (1070.393186 sec): 3 clusters Score: Raw -36527.227268 + Penalty 1189.683420 = -35337.543848 nChanged 22 SP:Iteration 3Q (1070.440805 sec): 3 clusters Score: Raw -36552.658500 + Penalty 1189.683420 = -35362.975080 nChanged 15 SP:Iteration 4Q (1070.489285 sec): 3 clusters Score: Raw -36572.315602 + Penalty 1189.683420 = -35382.632182 nChanged 11 SP:Iteration 5Q (1070.523112 sec): 3 clusters Score: Raw -36582.476593 + Penalty 1189.683420 = -35392.793173 nChanged 9 SP:Iteration 6Q (1070.559629 sec): 3 clusters Score: Raw -36590.231787 + Penalty 1189.683420 = -35400.548367 nChanged 10 SP:Iteration 7Q (1070.613514 sec): 3 clusters Score: Raw -36597.581918 + Penalty 1189.683420 = -35407.898498 nChanged 4 SP:Iteration 8Q (1070.663991 sec): 3 clusters Score: Raw -36602.501491 + Penalty 1189.683420 = -35412.818071 nChanged 6 SP:Iteration 9Q (1070.700230 sec): 3 clusters Score: Raw -36606.468565 + Penalty 1189.683420 = -35416.785145 nChanged 2 SP:Iteration 10Q (1070.747032 sec): 3 clusters Score: Raw -36607.866001 + Penalty 1189.683420 = -35418.182581 nChanged 0 SP:Iteration 11F (1070.783010 sec): 3 clusters Score: Raw -36607.866001 + Penalty 1189.683420 = -35418.182581 nChanged 0 Trying to split cluster 13 (28450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1070.843767 sec): 2 clusters Score: Raw -1944254.838192 + Penalty 974.310827 = -1943280.527365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1070.928379 sec): 3 clusters Score: Raw -1926326.286327 + Penalty 1948.621654 = -1924377.664674 nChanged 13262 SP:Iteration 1F (1071.011176 sec): 3 clusters Score: Raw -1934316.928803 + Penalty 1948.621654 = -1932368.307150 nChanged 1817 SP:Iteration 2F (1071.083236 sec): 3 clusters Score: Raw -1935374.734528 + Penalty 1948.621654 = -1933426.112875 nChanged 2114 SP:Iteration 3F (1071.165460 sec): 3 clusters Score: Raw -1936907.501156 + Penalty 1948.621654 = -1934958.879503 nChanged 2245 SP:Iteration 4F (1071.237590 sec): 3 clusters Score: Raw -1938916.025919 + Penalty 1948.621654 = -1936967.404266 nChanged 2138 SP:Iteration 5F (1071.317857 sec): 3 clusters Score: Raw -1940938.743780 + Penalty 1948.621654 = -1938990.122126 nChanged 1700 SP:Iteration 6F (1071.402531 sec): 3 clusters Score: Raw -1942356.553929 + Penalty 1948.621654 = -1940407.932276 nChanged 1293 SP:Iteration 7Q (1071.490483 sec): 3 clusters Score: Raw -1943120.373107 + Penalty 1948.621654 = -1941171.751454 nChanged 882 SP:Iteration 8Q (1071.571945 sec): 3 clusters Score: Raw -1943472.973382 + Penalty 1948.621654 = -1941524.351729 nChanged 579 SP:Iteration 9Q (1071.648105 sec): 3 clusters Score: Raw -1943644.592751 + Penalty 1948.621654 = -1941695.971097 nChanged 423 SP:Iteration 10Q (1071.727298 sec): 3 clusters Score: Raw -1943752.462395 + Penalty 1948.621654 = -1941803.840741 nChanged 331 SP:Iteration 11Q (1071.809967 sec): 3 clusters Score: Raw -1943833.715166 + Penalty 1948.621654 = -1941885.093512 nChanged 262 SP:Iteration 12Q (1071.892719 sec): 3 clusters Score: Raw -1943896.160889 + Penalty 1948.621654 = -1941947.539236 nChanged 235 SP:Iteration 13Q (1071.968867 sec): 3 clusters Score: Raw -1943947.698167 + Penalty 1948.621654 = -1941999.076513 nChanged 212 SP:Iteration 14Q (1072.051611 sec): 3 clusters Score: Raw -1943983.240392 + Penalty 1948.621654 = -1942034.618738 nChanged 166 SP:Iteration 15Q (1072.124410 sec): 3 clusters Score: Raw -1944004.817454 + Penalty 1948.621654 = -1942056.195800 nChanged 145 SP:Iteration 16Q (1072.201147 sec): 3 clusters Score: Raw -1944024.697227 + Penalty 1948.621654 = -1942076.075573 nChanged 141 SP:Iteration 17Q (1072.285477 sec): 3 clusters Score: Raw -1944043.843474 + Penalty 1948.621654 = -1942095.221821 nChanged 122 SP:Iteration 18Q (1072.359595 sec): 3 clusters Score: Raw -1944057.686909 + Penalty 1948.621654 = -1942109.065256 nChanged 82 SP:Iteration 19Q (1072.438216 sec): 3 clusters Score: Raw -1944066.445348 + Penalty 1948.621654 = -1942117.823694 nChanged 87 SP:Iteration 20F (1072.515853 sec): 3 clusters Score: Raw -1944075.968298 + Penalty 1948.621654 = -1942127.346645 nChanged 82 SP:Iteration 21Q (1072.596076 sec): 3 clusters Score: Raw -1944084.365278 + Penalty 1948.621654 = -1942135.743625 nChanged 72 SP:Iteration 22Q (1072.668610 sec): 3 clusters Score: Raw -1944090.700839 + Penalty 1948.621654 = -1942142.079185 nChanged 60 SP:Iteration 23Q (1072.747095 sec): 3 clusters Score: Raw -1944095.803656 + Penalty 1948.621654 = -1942147.182002 nChanged 62 SP:Iteration 24Q (1072.812971 sec): 3 clusters Score: Raw -1944100.281262 + Penalty 1948.621654 = -1942151.659609 nChanged 50 SP:Iteration 25Q (1072.894522 sec): 3 clusters Score: Raw -1944103.185705 + Penalty 1948.621654 = -1942154.564052 nChanged 38 SP:Iteration 26Q (1072.980465 sec): 3 clusters Score: Raw -1944105.516959 + Penalty 1948.621654 = -1942156.895305 nChanged 39 SP:Iteration 27Q (1073.045170 sec): 3 clusters Score: Raw -1944108.060135 + Penalty 1948.621654 = -1942159.438482 nChanged 49 SP:Iteration 28Q (1073.121693 sec): 3 clusters Score: Raw -1944112.632847 + Penalty 1948.621654 = -1942164.011194 nChanged 64 SP:Iteration 29Q (1073.197312 sec): 3 clusters Score: Raw -1944118.549883 + Penalty 1948.621654 = -1942169.928230 nChanged 65 SP:Iteration 30Q (1073.267443 sec): 3 clusters Score: Raw -1944124.321971 + Penalty 1948.621654 = -1942175.700318 nChanged 62 SP:Iteration 31Q (1073.352345 sec): 3 clusters Score: Raw -1944129.195948 + Penalty 1948.621654 = -1942180.574295 nChanged 61 SP:Iteration 32Q (1073.432890 sec): 3 clusters Score: Raw -1944134.735993 + Penalty 1948.621654 = -1942186.114339 nChanged 58 SP:Iteration 33Q (1073.513927 sec): 3 clusters Score: Raw -1944139.776777 + Penalty 1948.621654 = -1942191.155123 nChanged 56 SP:Iteration 34Q (1073.586902 sec): 3 clusters Score: Raw -1944145.767151 + Penalty 1948.621654 = -1942197.145498 nChanged 61 SP:Iteration 35Q (1073.665953 sec): 3 clusters Score: Raw -1944152.316775 + Penalty 1948.621654 = -1942203.695122 nChanged 55 SP:Iteration 36Q (1073.747323 sec): 3 clusters Score: Raw -1944157.881840 + Penalty 1948.621654 = -1942209.260187 nChanged 54 SP:Iteration 37Q (1073.827952 sec): 3 clusters Score: Raw -1944162.722704 + Penalty 1948.621654 = -1942214.101051 nChanged 51 SP:Iteration 38Q (1073.896649 sec): 3 clusters Score: Raw -1944167.592585 + Penalty 1948.621654 = -1942218.970931 nChanged 65 SP:Iteration 39Q (1073.978909 sec): 3 clusters Score: Raw -1944172.661541 + Penalty 1948.621654 = -1942224.039887 nChanged 60 SP:Iteration 40F (1074.069730 sec): 3 clusters Score: Raw -1944176.685686 + Penalty 1948.621654 = -1942228.064033 nChanged 41 SP:Iteration 41Q (1074.149399 sec): 3 clusters Score: Raw -1944180.196226 + Penalty 1948.621654 = -1942231.574572 nChanged 53 SP:Iteration 42Q (1074.226866 sec): 3 clusters Score: Raw -1944184.713323 + Penalty 1948.621654 = -1942236.091670 nChanged 48 SP:Iteration 43Q (1074.307679 sec): 3 clusters Score: Raw -1944187.926741 + Penalty 1948.621654 = -1942239.305087 nChanged 42 SP:Iteration 44Q (1074.389059 sec): 3 clusters Score: Raw -1944190.721388 + Penalty 1948.621654 = -1942242.099734 nChanged 62 SP:Iteration 45Q (1074.469560 sec): 3 clusters Score: Raw -1944195.831142 + Penalty 1948.621654 = -1942247.209488 nChanged 55 SP:Iteration 46Q (1074.547492 sec): 3 clusters Score: Raw -1944200.637135 + Penalty 1948.621654 = -1942252.015481 nChanged 50 SP:Iteration 47Q (1074.624717 sec): 3 clusters Score: Raw -1944205.804462 + Penalty 1948.621654 = -1942257.182809 nChanged 48 SP:Iteration 48Q (1074.692442 sec): 3 clusters Score: Raw -1944211.096380 + Penalty 1948.621654 = -1942262.474727 nChanged 46 SP:Iteration 49Q (1074.774771 sec): 3 clusters Score: Raw -1944214.785613 + Penalty 1948.621654 = -1942266.163959 nChanged 35 SP:Iteration 50Q (1074.855134 sec): 3 clusters Score: Raw -1944217.822541 + Penalty 1948.621654 = -1942269.200888 nChanged 48 SP:Iteration 51Q (1074.942269 sec): 3 clusters Score: Raw -1944221.384770 + Penalty 1948.621654 = -1942272.763117 nChanged 43 SP:Iteration 52Q (1075.020969 sec): 3 clusters Score: Raw -1944224.212602 + Penalty 1948.621654 = -1942275.590949 nChanged 38 SP:Iteration 53Q (1075.101491 sec): 3 clusters Score: Raw -1944226.671925 + Penalty 1948.621654 = -1942278.050272 nChanged 35 SP:Iteration 54Q (1075.164499 sec): 3 clusters Score: Raw -1944229.174018 + Penalty 1948.621654 = -1942280.552365 nChanged 29 SP:Iteration 55Q (1075.251761 sec): 3 clusters Score: Raw -1944231.045490 + Penalty 1948.621654 = -1942282.423836 nChanged 29 SP:Iteration 56Q (1075.328854 sec): 3 clusters Score: Raw -1944232.946995 + Penalty 1948.621654 = -1942284.325341 nChanged 37 SP:Iteration 57Q (1075.396471 sec): 3 clusters Score: Raw -1944235.881812 + Penalty 1948.621654 = -1942287.260159 nChanged 41 SP:Iteration 58Q (1075.476441 sec): 3 clusters Score: Raw -1944238.433999 + Penalty 1948.621654 = -1942289.812345 nChanged 41 SP:Iteration 59Q (1075.549262 sec): 3 clusters Score: Raw -1944240.967939 + Penalty 1948.621654 = -1942292.346286 nChanged 37 SP:Iteration 60F (1075.640548 sec): 3 clusters Score: Raw -1944243.216464 + Penalty 1948.621654 = -1942294.594811 nChanged 26 SP:Iteration 61Q (1075.708092 sec): 3 clusters Score: Raw -1944245.459002 + Penalty 1948.621654 = -1942296.837349 nChanged 34 SP:Iteration 62Q (1075.793672 sec): 3 clusters Score: Raw -1944249.371076 + Penalty 1948.621654 = -1942300.749423 nChanged 40 SP:Iteration 63Q (1075.874222 sec): 3 clusters Score: Raw -1944253.108966 + Penalty 1948.621654 = -1942304.487312 nChanged 44 SP:Iteration 64Q (1075.936911 sec): 3 clusters Score: Raw -1944257.245159 + Penalty 1948.621654 = -1942308.623505 nChanged 44 SP:Iteration 65Q (1076.022572 sec): 3 clusters Score: Raw -1944260.815352 + Penalty 1948.621654 = -1942312.193699 nChanged 42 SP:Iteration 66Q (1076.080512 sec): 3 clusters Score: Raw -1944264.095486 + Penalty 1948.621654 = -1942315.473832 nChanged 50 SP:Iteration 67Q (1076.163058 sec): 3 clusters Score: Raw -1944267.747665 + Penalty 1948.621654 = -1942319.126011 nChanged 48 SP:Iteration 68Q (1076.234745 sec): 3 clusters Score: Raw -1944271.468132 + Penalty 1948.621654 = -1942322.846479 nChanged 43 SP:Iteration 69Q (1076.311551 sec): 3 clusters Score: Raw -1944274.634129 + Penalty 1948.621654 = -1942326.012475 nChanged 55 SP:Iteration 70Q (1076.390908 sec): 3 clusters Score: Raw -1944278.958054 + Penalty 1948.621654 = -1942330.336401 nChanged 57 SP:Iteration 71Q (1076.460306 sec): 3 clusters Score: Raw -1944283.183965 + Penalty 1948.621654 = -1942334.562311 nChanged 49 SP:Iteration 72Q (1076.530210 sec): 3 clusters Score: Raw -1944287.182188 + Penalty 1948.621654 = -1942338.560535 nChanged 51 SP:Iteration 73Q (1076.608956 sec): 3 clusters Score: Raw -1944291.881765 + Penalty 1948.621654 = -1942343.260111 nChanged 41 SP:Iteration 74Q (1076.683759 sec): 3 clusters Score: Raw -1944295.910355 + Penalty 1948.621654 = -1942347.288701 nChanged 41 SP:Iteration 75Q (1076.751114 sec): 3 clusters Score: Raw -1944299.530740 + Penalty 1948.621654 = -1942350.909086 nChanged 48 SP:Iteration 76Q (1076.829191 sec): 3 clusters Score: Raw -1944304.131208 + Penalty 1948.621654 = -1942355.509555 nChanged 59 SP:Iteration 77Q (1076.908502 sec): 3 clusters Score: Raw -1944311.861287 + Penalty 1948.621654 = -1942363.239633 nChanged 60 SP:Iteration 78Q (1076.989110 sec): 3 clusters Score: Raw -1944321.123891 + Penalty 1948.621654 = -1942372.502238 nChanged 76 SP:Iteration 79Q (1077.061558 sec): 3 clusters Score: Raw -1944331.003003 + Penalty 1948.621654 = -1942382.381349 nChanged 57 SP:Iteration 80F (1077.144480 sec): 3 clusters Score: Raw -1944339.001109 + Penalty 1948.621654 = -1942390.379455 nChanged 56 SP:Iteration 81Q (1077.218836 sec): 3 clusters Score: Raw -1944346.745931 + Penalty 1948.621654 = -1942398.124278 nChanged 65 SP:Iteration 82Q (1077.300406 sec): 3 clusters Score: Raw -1944353.278196 + Penalty 1948.621654 = -1942404.656542 nChanged 61 SP:Iteration 83Q (1077.378520 sec): 3 clusters Score: Raw -1944360.479063 + Penalty 1948.621654 = -1942411.857409 nChanged 71 SP:Iteration 84Q (1077.450080 sec): 3 clusters Score: Raw -1944368.949929 + Penalty 1948.621654 = -1942420.328276 nChanged 58 SP:Iteration 85Q (1077.524266 sec): 3 clusters Score: Raw -1944375.651346 + Penalty 1948.621654 = -1942427.029692 nChanged 57 SP:Iteration 86Q (1077.609092 sec): 3 clusters Score: Raw -1944383.121700 + Penalty 1948.621654 = -1942434.500047 nChanged 61 SP:Iteration 87Q (1077.687923 sec): 3 clusters Score: Raw -1944391.203616 + Penalty 1948.621654 = -1942442.581962 nChanged 65 SP:Iteration 88Q (1077.756956 sec): 3 clusters Score: Raw -1944400.897714 + Penalty 1948.621654 = -1942452.276060 nChanged 68 SP:Iteration 89Q (1077.836864 sec): 3 clusters Score: Raw -1944411.224139 + Penalty 1948.621654 = -1942462.602486 nChanged 62 SP:Iteration 90Q (1077.926560 sec): 3 clusters Score: Raw -1944420.868946 + Penalty 1948.621654 = -1942472.247293 nChanged 56 SP:Iteration 91Q (1078.003568 sec): 3 clusters Score: Raw -1944429.608050 + Penalty 1948.621654 = -1942480.986397 nChanged 53 SP:Iteration 92Q (1078.085995 sec): 3 clusters Score: Raw -1944437.422757 + Penalty 1948.621654 = -1942488.801103 nChanged 54 SP:Iteration 93Q (1078.165362 sec): 3 clusters Score: Raw -1944444.991372 + Penalty 1948.621654 = -1942496.369718 nChanged 53 SP:Iteration 94Q (1078.243284 sec): 3 clusters Score: Raw -1944452.444725 + Penalty 1948.621654 = -1942503.823072 nChanged 56 SP:Iteration 95Q (1078.323494 sec): 3 clusters Score: Raw -1944458.808585 + Penalty 1948.621654 = -1942510.186932 nChanged 46 SP:Iteration 96Q (1078.392547 sec): 3 clusters Score: Raw -1944464.416018 + Penalty 1948.621654 = -1942515.794365 nChanged 35 SP:Iteration 97Q (1078.466266 sec): 3 clusters Score: Raw -1944469.497508 + Penalty 1948.621654 = -1942520.875854 nChanged 42 SP:Iteration 98Q (1078.545338 sec): 3 clusters Score: Raw -1944476.067847 + Penalty 1948.621654 = -1942527.446193 nChanged 34 SP:Iteration 99Q (1078.628618 sec): 3 clusters Score: Raw -1944480.668132 + Penalty 1948.621654 = -1942532.046479 nChanged 35 SP:Iteration 100F (1078.710265 sec): 3 clusters Score: Raw -1944487.547143 + Penalty 1948.621654 = -1942538.925489 nChanged 46 SP:Iteration 101Q (1078.789346 sec): 3 clusters Score: Raw -1944497.060146 + Penalty 1948.621654 = -1942548.438492 nChanged 60 SP:Iteration 102Q (1078.865200 sec): 3 clusters Score: Raw -1944509.051986 + Penalty 1948.621654 = -1942560.430332 nChanged 59 SP:Iteration 103Q (1078.946637 sec): 3 clusters Score: Raw -1944523.180386 + Penalty 1948.621654 = -1942574.558733 nChanged 70 SP:Iteration 104Q (1079.020859 sec): 3 clusters Score: Raw -1944538.897574 + Penalty 1948.621654 = -1942590.275920 nChanged 71 SP:Iteration 105Q (1079.096683 sec): 3 clusters Score: Raw -1944551.270029 + Penalty 1948.621654 = -1942602.648375 nChanged 46 SP:Iteration 106Q (1079.165145 sec): 3 clusters Score: Raw -1944557.964756 + Penalty 1948.621654 = -1942609.343103 nChanged 41 SP:Iteration 107Q (1079.247715 sec): 3 clusters Score: Raw -1944564.045440 + Penalty 1948.621654 = -1942615.423787 nChanged 36 SP:Iteration 108Q (1079.327462 sec): 3 clusters Score: Raw -1944570.173458 + Penalty 1948.621654 = -1942621.551805 nChanged 33 SP:Iteration 109Q (1079.398364 sec): 3 clusters Score: Raw -1944575.342368 + Penalty 1948.621654 = -1942626.720715 nChanged 29 SP:Iteration 110Q (1079.475304 sec): 3 clusters Score: Raw -1944579.910989 + Penalty 1948.621654 = -1942631.289336 nChanged 24 SP:Iteration 111Q (1079.553143 sec): 3 clusters Score: Raw -1944583.607957 + Penalty 1948.621654 = -1942634.986303 nChanged 23 SP:Iteration 112Q (1079.632513 sec): 3 clusters Score: Raw -1944587.250781 + Penalty 1948.621654 = -1942638.629128 nChanged 17 SP:Iteration 113Q (1079.709121 sec): 3 clusters Score: Raw -1944589.748773 + Penalty 1948.621654 = -1942641.127119 nChanged 14 SP:Iteration 114Q (1079.784239 sec): 3 clusters Score: Raw -1944591.361364 + Penalty 1948.621654 = -1942642.739710 nChanged 13 SP:Iteration 115Q (1079.852301 sec): 3 clusters Score: Raw -1944592.721542 + Penalty 1948.621654 = -1942644.099889 nChanged 9 SP:Iteration 116Q (1079.917862 sec): 3 clusters Score: Raw -1944593.833486 + Penalty 1948.621654 = -1942645.211833 nChanged 9 SP:Iteration 117Q (1079.998642 sec): 3 clusters Score: Raw -1944595.039629 + Penalty 1948.621654 = -1942646.417976 nChanged 10 SP:Iteration 118Q (1080.075129 sec): 3 clusters Score: Raw -1944596.293148 + Penalty 1948.621654 = -1942647.671495 nChanged 10 SP:Iteration 119Q (1080.147961 sec): 3 clusters Score: Raw -1944597.221530 + Penalty 1948.621654 = -1942648.599876 nChanged 10 SP:Iteration 120F (1080.219214 sec): 3 clusters Score: Raw -1944598.043331 + Penalty 1948.621654 = -1942649.421678 nChanged 9 SP:Iteration 121Q (1080.305201 sec): 3 clusters Score: Raw -1944598.901305 + Penalty 1948.621654 = -1942650.279651 nChanged 9 SP:Iteration 122Q (1080.372958 sec): 3 clusters Score: Raw -1944599.831236 + Penalty 1948.621654 = -1942651.209582 nChanged 7 SP:Iteration 123Q (1080.448253 sec): 3 clusters Score: Raw -1944600.399461 + Penalty 1948.621654 = -1942651.777808 nChanged 2 SP:Iteration 124Q (1080.531378 sec): 3 clusters Score: Raw -1944600.558241 + Penalty 1948.621654 = -1942651.936588 nChanged 3 SP:Iteration 125Q (1080.601312 sec): 3 clusters Score: Raw -1944600.748365 + Penalty 1948.621654 = -1942652.126712 nChanged 0 SP:Iteration 126F (1080.688814 sec): 3 clusters Score: Raw -1944600.748365 + Penalty 1948.621654 = -1942652.126712 nChanged 0 Trying to split cluster 14 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1080.708013 sec): 2 clusters Score: Raw -137242.899385 + Penalty 708.088378 = -136534.811008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1080.763253 sec): 3 clusters Score: Raw -136457.721661 + Penalty 1416.176756 = -135041.544905 nChanged 630 SP:Iteration 1F (1080.807167 sec): 3 clusters Score: Raw -136878.072136 + Penalty 1416.176756 = -135461.895381 nChanged 148 SP:Iteration 2F (1080.845016 sec): 3 clusters Score: Raw -136984.882500 + Penalty 1416.176756 = -135568.705745 nChanged 99 SP:Iteration 3F (1080.896491 sec): 3 clusters Score: Raw -137059.991883 + Penalty 1416.176756 = -135643.815127 nChanged 78 SP:Iteration 4Q (1080.938821 sec): 3 clusters Score: Raw -137118.236228 + Penalty 1416.176756 = -135702.059472 nChanged 80 SP:Iteration 5Q (1080.988455 sec): 3 clusters Score: Raw -137188.231250 + Penalty 1416.176756 = -135772.054494 nChanged 76 SP:Iteration 6Q (1081.028086 sec): 3 clusters Score: Raw -137261.759165 + Penalty 1416.176756 = -135845.582409 nChanged 61 SP:Iteration 7Q (1081.069973 sec): 3 clusters Score: Raw -137313.429090 + Penalty 1416.176756 = -135897.252335 nChanged 56 SP:Iteration 8Q (1081.119721 sec): 3 clusters Score: Raw -137367.025681 + Penalty 1416.176756 = -135950.848925 nChanged 55 SP:Iteration 9Q (1081.171053 sec): 3 clusters Score: Raw -137432.658246 + Penalty 1416.176756 = -136016.481491 nChanged 51 SP:Iteration 10Q (1081.219790 sec): 3 clusters Score: Raw -137478.848744 + Penalty 1416.176756 = -136062.671989 nChanged 32 SP:Iteration 11Q (1081.256092 sec): 3 clusters Score: Raw -137507.172669 + Penalty 1416.176756 = -136090.995914 nChanged 22 SP:Iteration 12Q (1081.314374 sec): 3 clusters Score: Raw -137522.641799 + Penalty 1416.176756 = -136106.465044 nChanged 12 SP:Iteration 13Q (1081.356456 sec): 3 clusters Score: Raw -137529.138125 + Penalty 1416.176756 = -136112.961370 nChanged 6 SP:Iteration 14Q (1081.396351 sec): 3 clusters Score: Raw -137531.937375 + Penalty 1416.176756 = -136115.760619 nChanged 2 SP:Iteration 15Q (1081.449549 sec): 3 clusters Score: Raw -137533.185188 + Penalty 1416.176756 = -136117.008433 nChanged 5 SP:Iteration 16Q (1081.498091 sec): 3 clusters Score: Raw -137535.488957 + Penalty 1416.176756 = -136119.312201 nChanged 3 SP:Iteration 17Q (1081.544794 sec): 3 clusters Score: Raw -137537.027745 + Penalty 1416.176756 = -136120.850990 nChanged 2 SP:Iteration 18Q (1081.595648 sec): 3 clusters Score: Raw -137537.610810 + Penalty 1416.176756 = -136121.434054 nChanged 1 SP:Iteration 19Q (1081.633071 sec): 3 clusters Score: Raw -137538.405560 + Penalty 1416.176756 = -136122.228804 nChanged 3 SP:Iteration 20F (1081.685947 sec): 3 clusters Score: Raw -137539.363505 + Penalty 1416.176756 = -136123.186749 nChanged 2 SP:Iteration 21Q (1081.722459 sec): 3 clusters Score: Raw -137539.970388 + Penalty 1416.176756 = -136123.793633 nChanged 1 SP:Iteration 22Q (1081.777694 sec): 3 clusters Score: Raw -137540.053978 + Penalty 1416.176756 = -136123.877222 nChanged 0 SP:Iteration 23F (1081.815742 sec): 3 clusters Score: Raw -137540.053978 + Penalty 1416.176756 = -136123.877222 nChanged 0 Trying to split cluster 15 (4358 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1081.854261 sec): 2 clusters Score: Raw -307543.847627 + Penalty 796.078009 = -306747.769618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1081.903031 sec): 3 clusters Score: Raw -305153.007347 + Penalty 1592.156018 = -303560.851329 nChanged 1855 SP:Iteration 1F (1081.947217 sec): 3 clusters Score: Raw -306244.512303 + Penalty 1592.156018 = -304652.356285 nChanged 342 SP:Iteration 2F (1081.994113 sec): 3 clusters Score: Raw -306554.166256 + Penalty 1592.156018 = -304962.010238 nChanged 339 SP:Iteration 3F (1082.044158 sec): 3 clusters Score: Raw -306884.226859 + Penalty 1592.156018 = -305292.070841 nChanged 311 SP:Iteration 4F (1082.081551 sec): 3 clusters Score: Raw -307148.911701 + Penalty 1592.156018 = -305556.755683 nChanged 268 SP:Iteration 5F (1082.139602 sec): 3 clusters Score: Raw -307357.792570 + Penalty 1592.156018 = -305765.636552 nChanged 224 SP:Iteration 6F (1082.197778 sec): 3 clusters Score: Raw -307494.597485 + Penalty 1592.156018 = -305902.441467 nChanged 159 SP:Iteration 7Q (1082.251002 sec): 3 clusters Score: Raw -307573.579852 + Penalty 1592.156018 = -305981.423834 nChanged 116 SP:Iteration 8Q (1082.294071 sec): 3 clusters Score: Raw -307636.938613 + Penalty 1592.156018 = -306044.782595 nChanged 94 SP:Iteration 9Q (1082.348576 sec): 3 clusters Score: Raw -307679.552984 + Penalty 1592.156018 = -306087.396966 nChanged 84 SP:Iteration 10Q (1082.404175 sec): 3 clusters Score: Raw -307720.845636 + Penalty 1592.156018 = -306128.689618 nChanged 91 SP:Iteration 11Q (1082.447147 sec): 3 clusters Score: Raw -307768.107770 + Penalty 1592.156018 = -306175.951752 nChanged 82 SP:Iteration 12Q (1082.490851 sec): 3 clusters Score: Raw -307805.722076 + Penalty 1592.156018 = -306213.566058 nChanged 69 SP:Iteration 13Q (1082.546216 sec): 3 clusters Score: Raw -307833.579327 + Penalty 1592.156018 = -306241.423309 nChanged 55 SP:Iteration 14Q (1082.598757 sec): 3 clusters Score: Raw -307852.262734 + Penalty 1592.156018 = -306260.106716 nChanged 49 SP:Iteration 15Q (1082.651896 sec): 3 clusters Score: Raw -307869.737539 + Penalty 1592.156018 = -306277.581521 nChanged 55 SP:Iteration 16Q (1082.694844 sec): 3 clusters Score: Raw -307891.653663 + Penalty 1592.156018 = -306299.497645 nChanged 55 SP:Iteration 17Q (1082.759451 sec): 3 clusters Score: Raw -307912.232558 + Penalty 1592.156018 = -306320.076540 nChanged 51 SP:Iteration 18Q (1082.812618 sec): 3 clusters Score: Raw -307928.319541 + Penalty 1592.156018 = -306336.163523 nChanged 44 SP:Iteration 19Q (1082.851486 sec): 3 clusters Score: Raw -307946.190163 + Penalty 1592.156018 = -306354.034145 nChanged 43 SP:Iteration 20F (1082.892934 sec): 3 clusters Score: Raw -307964.418403 + Penalty 1592.156018 = -306372.262385 nChanged 46 SP:Iteration 21Q (1082.940012 sec): 3 clusters Score: Raw -307980.934939 + Penalty 1592.156018 = -306388.778921 nChanged 31 SP:Iteration 22Q (1082.989590 sec): 3 clusters Score: Raw -307988.915934 + Penalty 1592.156018 = -306396.759916 nChanged 24 SP:Iteration 23Q (1083.040360 sec): 3 clusters Score: Raw -307994.799239 + Penalty 1592.156018 = -306402.643221 nChanged 25 SP:Iteration 24Q (1083.084487 sec): 3 clusters Score: Raw -308001.006934 + Penalty 1592.156018 = -306408.850917 nChanged 29 SP:Iteration 25Q (1083.139497 sec): 3 clusters Score: Raw -308011.157890 + Penalty 1592.156018 = -306419.001872 nChanged 37 SP:Iteration 26Q (1083.182503 sec): 3 clusters Score: Raw -308024.806637 + Penalty 1592.156018 = -306432.650619 nChanged 39 SP:Iteration 27Q (1083.243813 sec): 3 clusters Score: Raw -308040.522971 + Penalty 1592.156018 = -306448.366953 nChanged 38 SP:Iteration 28Q (1083.283093 sec): 3 clusters Score: Raw -308055.276276 + Penalty 1592.156018 = -306463.120258 nChanged 33 SP:Iteration 29Q (1083.325537 sec): 3 clusters Score: Raw -308068.296358 + Penalty 1592.156018 = -306476.140340 nChanged 40 SP:Iteration 30Q (1083.372180 sec): 3 clusters Score: Raw -308089.961906 + Penalty 1592.156018 = -306497.805888 nChanged 38 SP:Iteration 31Q (1083.412788 sec): 3 clusters Score: Raw -308109.042699 + Penalty 1592.156018 = -306516.886681 nChanged 36 SP:Iteration 32Q (1083.452270 sec): 3 clusters Score: Raw -308125.006866 + Penalty 1592.156018 = -306532.850848 nChanged 26 SP:Iteration 33Q (1083.503909 sec): 3 clusters Score: Raw -308133.819490 + Penalty 1592.156018 = -306541.663472 nChanged 23 SP:Iteration 34Q (1083.552766 sec): 3 clusters Score: Raw -308140.756147 + Penalty 1592.156018 = -306548.600129 nChanged 19 SP:Iteration 35Q (1083.596502 sec): 3 clusters Score: Raw -308147.371141 + Penalty 1592.156018 = -306555.215123 nChanged 14 SP:Iteration 36Q (1083.644308 sec): 3 clusters Score: Raw -308151.984357 + Penalty 1592.156018 = -306559.828339 nChanged 16 SP:Iteration 37Q (1083.689444 sec): 3 clusters Score: Raw -308156.695184 + Penalty 1592.156018 = -306564.539166 nChanged 18 SP:Iteration 38Q (1083.734986 sec): 3 clusters Score: Raw -308161.466132 + Penalty 1592.156018 = -306569.310114 nChanged 14 SP:Iteration 39Q (1083.782736 sec): 3 clusters Score: Raw -308164.632167 + Penalty 1592.156018 = -306572.476149 nChanged 11 SP:Iteration 40F (1083.826226 sec): 3 clusters Score: Raw -308167.486122 + Penalty 1592.156018 = -306575.330104 nChanged 6 SP:Iteration 41Q (1083.883781 sec): 3 clusters Score: Raw -308169.395169 + Penalty 1592.156018 = -306577.239151 nChanged 5 SP:Iteration 42Q (1083.918659 sec): 3 clusters Score: Raw -308171.019434 + Penalty 1592.156018 = -306578.863416 nChanged 3 SP:Iteration 43Q (1083.974688 sec): 3 clusters Score: Raw -308171.587373 + Penalty 1592.156018 = -306579.431355 nChanged 3 SP:Iteration 44Q (1084.025947 sec): 3 clusters Score: Raw -308172.252384 + Penalty 1592.156018 = -306580.096366 nChanged 3 SP:Iteration 45Q (1084.066072 sec): 3 clusters Score: Raw -308172.637075 + Penalty 1592.156018 = -306580.481058 nChanged 0 SP:Iteration 46F (1084.124114 sec): 3 clusters Score: Raw -308172.637075 + Penalty 1592.156018 = -306580.481058 nChanged 0 Trying to split cluster 16 (3621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1084.138680 sec): 2 clusters Score: Raw -266568.192100 + Penalty 778.478023 = -265789.714077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1084.185024 sec): 3 clusters Score: Raw -264631.690019 + Penalty 1556.956047 = -263074.733972 nChanged 1545 SP:Iteration 1F (1084.238915 sec): 3 clusters Score: Raw -265553.918577 + Penalty 1556.956047 = -263996.962530 nChanged 291 SP:Iteration 2F (1084.287075 sec): 3 clusters Score: Raw -265737.740993 + Penalty 1556.956047 = -264180.784946 nChanged 239 SP:Iteration 3F (1084.341841 sec): 3 clusters Score: Raw -265881.694364 + Penalty 1556.956047 = -264324.738317 nChanged 199 SP:Iteration 4F (1084.390046 sec): 3 clusters Score: Raw -266006.345023 + Penalty 1556.956047 = -264449.388977 nChanged 168 SP:Iteration 5Q (1084.429568 sec): 3 clusters Score: Raw -266093.826506 + Penalty 1556.956047 = -264536.870459 nChanged 139 SP:Iteration 6Q (1084.476303 sec): 3 clusters Score: Raw -266173.251585 + Penalty 1556.956047 = -264616.295538 nChanged 135 SP:Iteration 7Q (1084.516517 sec): 3 clusters Score: Raw -266261.395724 + Penalty 1556.956047 = -264704.439677 nChanged 141 SP:Iteration 8Q (1084.578992 sec): 3 clusters Score: Raw -266354.222298 + Penalty 1556.956047 = -264797.266251 nChanged 119 SP:Iteration 9Q (1084.627585 sec): 3 clusters Score: Raw -266430.377466 + Penalty 1556.956047 = -264873.421419 nChanged 108 SP:Iteration 10Q (1084.681417 sec): 3 clusters Score: Raw -266495.841373 + Penalty 1556.956047 = -264938.885326 nChanged 91 SP:Iteration 11Q (1084.731212 sec): 3 clusters Score: Raw -266551.869982 + Penalty 1556.956047 = -264994.913935 nChanged 79 SP:Iteration 12Q (1084.781772 sec): 3 clusters Score: Raw -266599.393177 + Penalty 1556.956047 = -265042.437130 nChanged 71 SP:Iteration 13Q (1084.845330 sec): 3 clusters Score: Raw -266639.905846 + Penalty 1556.956047 = -265082.949799 nChanged 40 SP:Iteration 14Q (1084.899251 sec): 3 clusters Score: Raw -266664.043003 + Penalty 1556.956047 = -265107.086956 nChanged 34 SP:Iteration 15Q (1084.945057 sec): 3 clusters Score: Raw -266686.244346 + Penalty 1556.956047 = -265129.288299 nChanged 30 SP:Iteration 16Q (1084.999062 sec): 3 clusters Score: Raw -266706.814386 + Penalty 1556.956047 = -265149.858339 nChanged 30 SP:Iteration 17Q (1085.049689 sec): 3 clusters Score: Raw -266725.394238 + Penalty 1556.956047 = -265168.438191 nChanged 26 SP:Iteration 18Q (1085.101892 sec): 3 clusters Score: Raw -266739.321811 + Penalty 1556.956047 = -265182.365764 nChanged 26 SP:Iteration 19Q (1085.142375 sec): 3 clusters Score: Raw -266748.501170 + Penalty 1556.956047 = -265191.545123 nChanged 13 SP:Iteration 20F (1085.197420 sec): 3 clusters Score: Raw -266754.262271 + Penalty 1556.956047 = -265197.306224 nChanged 8 SP:Iteration 21Q (1085.244067 sec): 3 clusters Score: Raw -266757.844149 + Penalty 1556.956047 = -265200.888102 nChanged 8 SP:Iteration 22Q (1085.301265 sec): 3 clusters Score: Raw -266762.070439 + Penalty 1556.956047 = -265205.114392 nChanged 8 SP:Iteration 23Q (1085.357054 sec): 3 clusters Score: Raw -266766.128898 + Penalty 1556.956047 = -265209.172851 nChanged 10 SP:Iteration 24Q (1085.399874 sec): 3 clusters Score: Raw -266769.793390 + Penalty 1556.956047 = -265212.837344 nChanged 8 SP:Iteration 25Q (1085.456117 sec): 3 clusters Score: Raw -266773.152619 + Penalty 1556.956047 = -265216.196572 nChanged 6 SP:Iteration 26Q (1085.506133 sec): 3 clusters Score: Raw -266775.607408 + Penalty 1556.956047 = -265218.651361 nChanged 5 SP:Iteration 27Q (1085.552562 sec): 3 clusters Score: Raw -266777.415155 + Penalty 1556.956047 = -265220.459108 nChanged 5 SP:Iteration 28Q (1085.592450 sec): 3 clusters Score: Raw -266779.679318 + Penalty 1556.956047 = -265222.723271 nChanged 4 SP:Iteration 29Q (1085.650836 sec): 3 clusters Score: Raw -266781.676561 + Penalty 1556.956047 = -265224.720514 nChanged 2 SP:Iteration 30Q (1085.702799 sec): 3 clusters Score: Raw -266782.404605 + Penalty 1556.956047 = -265225.448558 nChanged 1 SP:Iteration 31Q (1085.754572 sec): 3 clusters Score: Raw -266783.395456 + Penalty 1556.956047 = -265226.439409 nChanged 1 SP:Iteration 32Q (1085.808075 sec): 3 clusters Score: Raw -266784.129046 + Penalty 1556.956047 = -265227.172999 nChanged 1 SP:Iteration 33Q (1085.861680 sec): 3 clusters Score: Raw -266784.368499 + Penalty 1556.956047 = -265227.412452 nChanged 1 SP:Iteration 34Q (1085.903912 sec): 3 clusters Score: Raw -266784.521502 + Penalty 1556.956047 = -265227.565455 nChanged 0 SP:Iteration 35F (1085.959425 sec): 3 clusters Score: Raw -266784.521502 + Penalty 1556.956047 = -265227.565455 nChanged 0 Trying to split cluster 17 (3519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1085.975987 sec): 2 clusters Score: Raw -257674.790469 + Penalty 775.763553 = -256899.026916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1086.029972 sec): 3 clusters Score: Raw -255830.386306 + Penalty 1551.527106 = -254278.859199 nChanged 1412 SP:Iteration 1F (1086.086109 sec): 3 clusters Score: Raw -256633.641632 + Penalty 1551.527106 = -255082.114526 nChanged 260 SP:Iteration 2F (1086.136004 sec): 3 clusters Score: Raw -256803.801016 + Penalty 1551.527106 = -255252.273910 nChanged 218 SP:Iteration 3F (1086.172922 sec): 3 clusters Score: Raw -256963.352559 + Penalty 1551.527106 = -255411.825453 nChanged 197 SP:Iteration 4F (1086.222082 sec): 3 clusters Score: Raw -257107.422109 + Penalty 1551.527106 = -255555.895003 nChanged 188 SP:Iteration 5F (1086.268303 sec): 3 clusters Score: Raw -257268.717067 + Penalty 1551.527106 = -255717.189961 nChanged 197 SP:Iteration 6F (1086.306825 sec): 3 clusters Score: Raw -257448.569359 + Penalty 1551.527106 = -255897.042253 nChanged 188 SP:Iteration 7F (1086.360913 sec): 3 clusters Score: Raw -257633.176257 + Penalty 1551.527106 = -256081.649151 nChanged 167 SP:Iteration 8Q (1086.397509 sec): 3 clusters Score: Raw -257749.412481 + Penalty 1551.527106 = -256197.885375 nChanged 113 SP:Iteration 9Q (1086.457506 sec): 3 clusters Score: Raw -257811.085788 + Penalty 1551.527106 = -256259.558682 nChanged 73 SP:Iteration 10Q (1086.503342 sec): 3 clusters Score: Raw -257849.240668 + Penalty 1551.527106 = -256297.713561 nChanged 59 SP:Iteration 11Q (1086.553193 sec): 3 clusters Score: Raw -257875.657774 + Penalty 1551.527106 = -256324.130668 nChanged 34 SP:Iteration 12Q (1086.599619 sec): 3 clusters Score: Raw -257887.550677 + Penalty 1551.527106 = -256336.023571 nChanged 23 SP:Iteration 13Q (1086.657280 sec): 3 clusters Score: Raw -257896.006461 + Penalty 1551.527106 = -256344.479355 nChanged 17 SP:Iteration 14Q (1086.705328 sec): 3 clusters Score: Raw -257900.989181 + Penalty 1551.527106 = -256349.462075 nChanged 14 SP:Iteration 15Q (1086.759742 sec): 3 clusters Score: Raw -257904.483663 + Penalty 1551.527106 = -256352.956557 nChanged 15 SP:Iteration 16Q (1086.806820 sec): 3 clusters Score: Raw -257908.184595 + Penalty 1551.527106 = -256356.657489 nChanged 17 SP:Iteration 17Q (1086.859643 sec): 3 clusters Score: Raw -257913.114914 + Penalty 1551.527106 = -256361.587808 nChanged 14 SP:Iteration 18Q (1086.911435 sec): 3 clusters Score: Raw -257915.615409 + Penalty 1551.527106 = -256364.088303 nChanged 7 SP:Iteration 19Q (1086.962494 sec): 3 clusters Score: Raw -257916.967973 + Penalty 1551.527106 = -256365.440867 nChanged 7 SP:Iteration 20F (1087.024155 sec): 3 clusters Score: Raw -257918.088144 + Penalty 1551.527106 = -256366.561038 nChanged 6 SP:Iteration 21Q (1087.076098 sec): 3 clusters Score: Raw -257919.530359 + Penalty 1551.527106 = -256368.003253 nChanged 5 SP:Iteration 22Q (1087.129220 sec): 3 clusters Score: Raw -257920.754922 + Penalty 1551.527106 = -256369.227816 nChanged 5 SP:Iteration 23Q (1087.180432 sec): 3 clusters Score: Raw -257921.984933 + Penalty 1551.527106 = -256370.457827 nChanged 6 SP:Iteration 24Q (1087.227786 sec): 3 clusters Score: Raw -257923.120201 + Penalty 1551.527106 = -256371.593095 nChanged 3 SP:Iteration 25Q (1087.279441 sec): 3 clusters Score: Raw -257923.779613 + Penalty 1551.527106 = -256372.252507 nChanged 5 SP:Iteration 26Q (1087.328241 sec): 3 clusters Score: Raw -257924.351063 + Penalty 1551.527106 = -256372.823957 nChanged 1 SP:Iteration 27Q (1087.371390 sec): 3 clusters Score: Raw -257924.484578 + Penalty 1551.527106 = -256372.957472 nChanged 0 SP:Iteration 28F (1087.434704 sec): 3 clusters Score: Raw -257924.484578 + Penalty 1551.527106 = -256372.957472 nChanged 0 Trying to split cluster 18 (5836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1087.466105 sec): 2 clusters Score: Raw -437250.481585 + Penalty 823.821086 = -436426.660499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1087.509058 sec): 3 clusters Score: Raw -433959.086964 + Penalty 1647.642173 = -432311.444791 nChanged 2527 SP:Iteration 1F (1087.561359 sec): 3 clusters Score: Raw -435442.407245 + Penalty 1647.642173 = -433794.765073 nChanged 399 SP:Iteration 2F (1087.617262 sec): 3 clusters Score: Raw -435670.956428 + Penalty 1647.642173 = -434023.314256 nChanged 358 SP:Iteration 3F (1087.673905 sec): 3 clusters Score: Raw -435920.437591 + Penalty 1647.642173 = -434272.795418 nChanged 350 SP:Iteration 4F (1087.738060 sec): 3 clusters Score: Raw -436156.740892 + Penalty 1647.642173 = -434509.098719 nChanged 316 SP:Iteration 5F (1087.781435 sec): 3 clusters Score: Raw -436368.888311 + Penalty 1647.642173 = -434721.246138 nChanged 278 SP:Iteration 6Q (1087.833515 sec): 3 clusters Score: Raw -436540.372955 + Penalty 1647.642173 = -434892.730782 nChanged 234 SP:Iteration 7Q (1087.899991 sec): 3 clusters Score: Raw -436673.837320 + Penalty 1647.642173 = -435026.195147 nChanged 189 SP:Iteration 8Q (1087.956763 sec): 3 clusters Score: Raw -436778.298809 + Penalty 1647.642173 = -435130.656636 nChanged 139 SP:Iteration 9Q (1088.008268 sec): 3 clusters Score: Raw -436844.352373 + Penalty 1647.642173 = -435196.710200 nChanged 113 SP:Iteration 10Q (1088.055880 sec): 3 clusters Score: Raw -436896.819294 + Penalty 1647.642173 = -435249.177121 nChanged 97 SP:Iteration 11Q (1088.115633 sec): 3 clusters Score: Raw -436937.164155 + Penalty 1647.642173 = -435289.521982 nChanged 86 SP:Iteration 12Q (1088.162916 sec): 3 clusters Score: Raw -436978.337875 + Penalty 1647.642173 = -435330.695702 nChanged 73 SP:Iteration 13Q (1088.227629 sec): 3 clusters Score: Raw -437016.619613 + Penalty 1647.642173 = -435368.977440 nChanged 64 SP:Iteration 14Q (1088.274936 sec): 3 clusters Score: Raw -437054.651053 + Penalty 1647.642173 = -435407.008880 nChanged 64 SP:Iteration 15Q (1088.333101 sec): 3 clusters Score: Raw -437088.086776 + Penalty 1647.642173 = -435440.444603 nChanged 70 SP:Iteration 16Q (1088.384407 sec): 3 clusters Score: Raw -437126.289753 + Penalty 1647.642173 = -435478.647580 nChanged 68 SP:Iteration 17Q (1088.441554 sec): 3 clusters Score: Raw -437157.017279 + Penalty 1647.642173 = -435509.375106 nChanged 60 SP:Iteration 18Q (1088.490985 sec): 3 clusters Score: Raw -437183.378100 + Penalty 1647.642173 = -435535.735927 nChanged 56 SP:Iteration 19Q (1088.532568 sec): 3 clusters Score: Raw -437213.967708 + Penalty 1647.642173 = -435566.325535 nChanged 52 SP:Iteration 20F (1088.596528 sec): 3 clusters Score: Raw -437236.357584 + Penalty 1647.642173 = -435588.715411 nChanged 43 SP:Iteration 21Q (1088.643862 sec): 3 clusters Score: Raw -437259.392098 + Penalty 1647.642173 = -435611.749925 nChanged 44 SP:Iteration 22Q (1088.706208 sec): 3 clusters Score: Raw -437288.849403 + Penalty 1647.642173 = -435641.207230 nChanged 37 SP:Iteration 23Q (1088.743689 sec): 3 clusters Score: Raw -437306.534678 + Penalty 1647.642173 = -435658.892505 nChanged 35 SP:Iteration 24Q (1088.807732 sec): 3 clusters Score: Raw -437318.940701 + Penalty 1647.642173 = -435671.298528 nChanged 27 SP:Iteration 25Q (1088.859902 sec): 3 clusters Score: Raw -437327.162835 + Penalty 1647.642173 = -435679.520662 nChanged 19 SP:Iteration 26Q (1088.907789 sec): 3 clusters Score: Raw -437332.862744 + Penalty 1647.642173 = -435685.220571 nChanged 24 SP:Iteration 27Q (1088.956181 sec): 3 clusters Score: Raw -437341.722877 + Penalty 1647.642173 = -435694.080704 nChanged 21 SP:Iteration 28Q (1089.023280 sec): 3 clusters Score: Raw -437348.961509 + Penalty 1647.642173 = -435701.319337 nChanged 12 SP:Iteration 29Q (1089.064668 sec): 3 clusters Score: Raw -437353.909052 + Penalty 1647.642173 = -435706.266879 nChanged 13 SP:Iteration 30Q (1089.115336 sec): 3 clusters Score: Raw -437358.401132 + Penalty 1647.642173 = -435710.758959 nChanged 11 SP:Iteration 31Q (1089.155449 sec): 3 clusters Score: Raw -437361.427402 + Penalty 1647.642173 = -435713.785229 nChanged 8 SP:Iteration 32Q (1089.213315 sec): 3 clusters Score: Raw -437363.434794 + Penalty 1647.642173 = -435715.792621 nChanged 11 SP:Iteration 33Q (1089.259093 sec): 3 clusters Score: Raw -437366.242964 + Penalty 1647.642173 = -435718.600791 nChanged 8 SP:Iteration 34Q (1089.311317 sec): 3 clusters Score: Raw -437368.183582 + Penalty 1647.642173 = -435720.541409 nChanged 5 SP:Iteration 35Q (1089.353999 sec): 3 clusters Score: Raw -437369.770190 + Penalty 1647.642173 = -435722.128017 nChanged 10 SP:Iteration 36Q (1089.402988 sec): 3 clusters Score: Raw -437373.554585 + Penalty 1647.642173 = -435725.912413 nChanged 12 SP:Iteration 37Q (1089.449100 sec): 3 clusters Score: Raw -437378.361307 + Penalty 1647.642173 = -435730.719134 nChanged 10 SP:Iteration 38Q (1089.501738 sec): 3 clusters Score: Raw -437381.174852 + Penalty 1647.642173 = -435733.532679 nChanged 5 SP:Iteration 39Q (1089.540370 sec): 3 clusters Score: Raw -437383.573387 + Penalty 1647.642173 = -435735.931214 nChanged 8 SP:Iteration 40F (1089.586670 sec): 3 clusters Score: Raw -437385.799786 + Penalty 1647.642173 = -435738.157613 nChanged 6 SP:Iteration 41Q (1089.633090 sec): 3 clusters Score: Raw -437387.954082 + Penalty 1647.642173 = -435740.311909 nChanged 6 SP:Iteration 42Q (1089.682765 sec): 3 clusters Score: Raw -437390.039538 + Penalty 1647.642173 = -435742.397366 nChanged 7 SP:Iteration 43Q (1089.739447 sec): 3 clusters Score: Raw -437392.598989 + Penalty 1647.642173 = -435744.956816 nChanged 11 SP:Iteration 44Q (1089.788839 sec): 3 clusters Score: Raw -437397.317583 + Penalty 1647.642173 = -435749.675411 nChanged 12 SP:Iteration 45Q (1089.828508 sec): 3 clusters Score: Raw -437400.924862 + Penalty 1647.642173 = -435753.282689 nChanged 6 SP:Iteration 46Q (1089.884995 sec): 3 clusters Score: Raw -437402.365728 + Penalty 1647.642173 = -435754.723555 nChanged 5 SP:Iteration 47Q (1089.931974 sec): 3 clusters Score: Raw -437403.718512 + Penalty 1647.642173 = -435756.076339 nChanged 5 SP:Iteration 48Q (1089.976752 sec): 3 clusters Score: Raw -437405.077767 + Penalty 1647.642173 = -435757.435594 nChanged 1 SP:Iteration 49Q (1090.022315 sec): 3 clusters Score: Raw -437405.327131 + Penalty 1647.642173 = -435757.684959 nChanged 1 SP:Iteration 50Q (1090.065583 sec): 3 clusters Score: Raw -437405.673483 + Penalty 1647.642173 = -435758.031311 nChanged 2 SP:Iteration 51Q (1090.116745 sec): 3 clusters Score: Raw -437407.503902 + Penalty 1647.642173 = -435759.861730 nChanged 7 SP:Iteration 52Q (1090.154892 sec): 3 clusters Score: Raw -437410.453014 + Penalty 1647.642173 = -435762.810841 nChanged 6 SP:Iteration 53Q (1090.199012 sec): 3 clusters Score: Raw -437411.598489 + Penalty 1647.642173 = -435763.956316 nChanged 3 SP:Iteration 54Q (1090.246815 sec): 3 clusters Score: Raw -437411.867126 + Penalty 1647.642173 = -435764.224953 nChanged 3 SP:Iteration 55Q (1090.300240 sec): 3 clusters Score: Raw -437413.449958 + Penalty 1647.642173 = -435765.807786 nChanged 2 SP:Iteration 56Q (1090.349750 sec): 3 clusters Score: Raw -437414.080192 + Penalty 1647.642173 = -435766.438019 nChanged 3 SP:Iteration 57Q (1090.414441 sec): 3 clusters Score: Raw -437414.861791 + Penalty 1647.642173 = -435767.219618 nChanged 6 SP:Iteration 58Q (1090.460634 sec): 3 clusters Score: Raw -437416.122060 + Penalty 1647.642173 = -435768.479887 nChanged 2 SP:Iteration 59Q (1090.498903 sec): 3 clusters Score: Raw -437416.859397 + Penalty 1647.642173 = -435769.217225 nChanged 2 SP:Iteration 60F (1090.546611 sec): 3 clusters Score: Raw -437417.384719 + Penalty 1647.642173 = -435769.742546 nChanged 2 SP:Iteration 61Q (1090.590168 sec): 3 clusters Score: Raw -437418.346991 + Penalty 1647.642173 = -435770.704818 nChanged 2 SP:Iteration 62Q (1090.646624 sec): 3 clusters Score: Raw -437419.183147 + Penalty 1647.642173 = -435771.540974 nChanged 3 SP:Iteration 63Q (1090.703473 sec): 3 clusters Score: Raw -437419.997524 + Penalty 1647.642173 = -435772.355352 nChanged 2 SP:Iteration 64Q (1090.750973 sec): 3 clusters Score: Raw -437420.234545 + Penalty 1647.642173 = -435772.592373 nChanged 0 SP:Iteration 65F (1090.801548 sec): 3 clusters Score: Raw -437420.234545 + Penalty 1647.642173 = -435772.592373 nChanged 0 Trying to split cluster 19 (55733 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.888666 sec): 2 clusters Score: Raw -4012694.714973 + Penalty 1038.191132 = -4011656.523840 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1091.005129 sec): 3 clusters Score: Raw -3976363.109056 + Penalty 2076.382265 = -3974286.726791 nChanged 26799 SP:Iteration 1F (1091.116705 sec): 3 clusters Score: Raw -3992462.108166 + Penalty 2076.382265 = -3990385.725901 nChanged 2790 SP:Iteration 2F (1091.230981 sec): 3 clusters Score: Raw -3993503.603173 + Penalty 2076.382265 = -3991427.220909 nChanged 2860 SP:Iteration 3F (1091.342517 sec): 3 clusters Score: Raw -3994876.963622 + Penalty 2076.382265 = -3992800.581357 nChanged 3232 SP:Iteration 4F (1091.451007 sec): 3 clusters Score: Raw -3996701.588363 + Penalty 2076.382265 = -3994625.206098 nChanged 3607 SP:Iteration 5F (1091.562465 sec): 3 clusters Score: Raw -3999273.187010 + Penalty 2076.382265 = -3997196.804745 nChanged 3893 SP:Iteration 6F (1091.684508 sec): 3 clusters Score: Raw -4002418.672401 + Penalty 2076.382265 = -4000342.290136 nChanged 3500 SP:Iteration 7F (1091.794603 sec): 3 clusters Score: Raw -4004952.108072 + Penalty 2076.382265 = -4002875.725807 nChanged 2689 SP:Iteration 8Q (1091.916075 sec): 3 clusters Score: Raw -4006350.579867 + Penalty 2076.382265 = -4004274.197602 nChanged 1751 SP:Iteration 9Q (1092.028323 sec): 3 clusters Score: Raw -4006998.802782 + Penalty 2076.382265 = -4004922.420517 nChanged 1200 SP:Iteration 10Q (1092.148459 sec): 3 clusters Score: Raw -4007436.123482 + Penalty 2076.382265 = -4005359.741217 nChanged 1094 SP:Iteration 11Q (1092.266543 sec): 3 clusters Score: Raw -4007824.569004 + Penalty 2076.382265 = -4005748.186739 nChanged 962 SP:Iteration 12Q (1092.380010 sec): 3 clusters Score: Raw -4008132.840502 + Penalty 2076.382265 = -4006056.458237 nChanged 903 SP:Iteration 13Q (1092.493350 sec): 3 clusters Score: Raw -4008418.500172 + Penalty 2076.382265 = -4006342.117907 nChanged 877 SP:Iteration 14Q (1092.608602 sec): 3 clusters Score: Raw -4008692.623647 + Penalty 2076.382265 = -4006616.241382 nChanged 873 SP:Iteration 15Q (1092.719586 sec): 3 clusters Score: Raw -4008967.687941 + Penalty 2076.382265 = -4006891.305676 nChanged 861 SP:Iteration 16Q (1092.838656 sec): 3 clusters Score: Raw -4009237.161746 + Penalty 2076.382265 = -4007160.779481 nChanged 827 SP:Iteration 17Q (1092.953261 sec): 3 clusters Score: Raw -4009523.665159 + Penalty 2076.382265 = -4007447.282894 nChanged 844 SP:Iteration 18Q (1093.072155 sec): 3 clusters Score: Raw -4009834.939818 + Penalty 2076.382265 = -4007758.557553 nChanged 890 SP:Iteration 19Q (1093.186958 sec): 3 clusters Score: Raw -4010235.906087 + Penalty 2076.382265 = -4008159.523822 nChanged 937 SP:Iteration 20F (1093.302354 sec): 3 clusters Score: Raw -4010668.722471 + Penalty 2076.382265 = -4008592.340206 nChanged 948 SP:Iteration 21Q (1093.409567 sec): 3 clusters Score: Raw -4011154.025231 + Penalty 2076.382265 = -4009077.642966 nChanged 980 SP:Iteration 22Q (1093.523691 sec): 3 clusters Score: Raw -4011658.128713 + Penalty 2076.382265 = -4009581.746448 nChanged 905 SP:Iteration 23Q (1093.635096 sec): 3 clusters Score: Raw -4012041.968152 + Penalty 2076.382265 = -4009965.585887 nChanged 790 SP:Iteration 24Q (1093.735902 sec): 3 clusters Score: Raw -4012339.401295 + Penalty 2076.382265 = -4010263.019030 nChanged 664 SP:Iteration 25Q (1093.839694 sec): 3 clusters Score: Raw -4012537.284772 + Penalty 2076.382265 = -4010460.902507 nChanged 525 SP:Iteration 26Q (1093.948232 sec): 3 clusters Score: Raw -4012666.555479 + Penalty 2076.382265 = -4010590.173215 nChanged 438 SP:Iteration 27Q (1094.055292 sec): 3 clusters Score: Raw -4012750.753013 + Penalty 2076.382265 = -4010674.370748 nChanged 345 SP:Iteration 28Q (1094.173889 sec): 3 clusters Score: Raw -4012808.947955 + Penalty 2076.382265 = -4010732.565690 nChanged 266 SP:Iteration 29Q (1094.291578 sec): 3 clusters Score: Raw -4012849.443053 + Penalty 2076.382265 = -4010773.060789 nChanged 226 SP:Iteration 30Q (1094.399170 sec): 3 clusters Score: Raw -4012882.501116 + Penalty 2076.382265 = -4010806.118851 nChanged 205 SP:Iteration 31Q (1094.515742 sec): 3 clusters Score: Raw -4012910.876129 + Penalty 2076.382265 = -4010834.493864 nChanged 185 SP:Iteration 32Q (1094.612981 sec): 3 clusters Score: Raw -4012932.759737 + Penalty 2076.382265 = -4010856.377472 nChanged 167 SP:Iteration 33Q (1094.730069 sec): 3 clusters Score: Raw -4012949.866342 + Penalty 2076.382265 = -4010873.484078 nChanged 152 SP:Iteration 34Q (1094.844058 sec): 3 clusters Score: Raw -4012962.985280 + Penalty 2076.382265 = -4010886.603015 nChanged 142 SP:Iteration 35Q (1094.957148 sec): 3 clusters Score: Raw -4012974.061952 + Penalty 2076.382265 = -4010897.679687 nChanged 125 SP:Iteration 36Q (1095.061595 sec): 3 clusters Score: Raw -4012982.357423 + Penalty 2076.382265 = -4010905.975158 nChanged 111 SP:Iteration 37Q (1095.173428 sec): 3 clusters Score: Raw -4012989.416045 + Penalty 2076.382265 = -4010913.033780 nChanged 109 SP:Iteration 38Q (1095.291922 sec): 3 clusters Score: Raw -4012996.056933 + Penalty 2076.382265 = -4010919.674668 nChanged 109 SP:Iteration 39Q (1095.406109 sec): 3 clusters Score: Raw -4013002.873153 + Penalty 2076.382265 = -4010926.490888 nChanged 113 SP:Iteration 40F (1095.519183 sec): 3 clusters Score: Raw -4013010.823062 + Penalty 2076.382265 = -4010934.440797 nChanged 117 SP:Iteration 41Q (1095.627024 sec): 3 clusters Score: Raw -4013019.596884 + Penalty 2076.382265 = -4010943.214619 nChanged 128 SP:Iteration 42Q (1095.746926 sec): 3 clusters Score: Raw -4013029.563201 + Penalty 2076.382265 = -4010953.180936 nChanged 130 SP:Iteration 43Q (1095.852630 sec): 3 clusters Score: Raw -4013040.187764 + Penalty 2076.382265 = -4010963.805499 nChanged 147 SP:Iteration 44Q (1095.965225 sec): 3 clusters Score: Raw -4013053.128922 + Penalty 2076.382265 = -4010976.746657 nChanged 141 SP:Iteration 45Q (1096.077970 sec): 3 clusters Score: Raw -4013064.296007 + Penalty 2076.382265 = -4010987.913742 nChanged 108 SP:Iteration 46Q (1096.193753 sec): 3 clusters Score: Raw -4013071.940129 + Penalty 2076.382265 = -4010995.557864 nChanged 117 SP:Iteration 47Q (1096.305305 sec): 3 clusters Score: Raw -4013079.942011 + Penalty 2076.382265 = -4011003.559746 nChanged 111 SP:Iteration 48Q (1096.415461 sec): 3 clusters Score: Raw -4013087.896502 + Penalty 2076.382265 = -4011011.514237 nChanged 94 SP:Iteration 49Q (1096.527007 sec): 3 clusters Score: Raw -4013094.002757 + Penalty 2076.382265 = -4011017.620492 nChanged 92 SP:Iteration 50Q (1096.647004 sec): 3 clusters Score: Raw -4013100.149462 + Penalty 2076.382265 = -4011023.767197 nChanged 101 SP:Iteration 51Q (1096.753255 sec): 3 clusters Score: Raw -4013107.535865 + Penalty 2076.382265 = -4011031.153600 nChanged 95 SP:Iteration 52Q (1096.867600 sec): 3 clusters Score: Raw -4013113.962544 + Penalty 2076.382265 = -4011037.580279 nChanged 91 SP:Iteration 53Q (1096.979239 sec): 3 clusters Score: Raw -4013119.843882 + Penalty 2076.382265 = -4011043.461617 nChanged 107 SP:Iteration 54Q (1097.087191 sec): 3 clusters Score: Raw -4013126.390851 + Penalty 2076.382265 = -4011050.008586 nChanged 82 SP:Iteration 55Q (1097.194946 sec): 3 clusters Score: Raw -4013131.324272 + Penalty 2076.382265 = -4011054.942008 nChanged 86 SP:Iteration 56Q (1097.300452 sec): 3 clusters Score: Raw -4013137.255425 + Penalty 2076.382265 = -4011060.873161 nChanged 98 SP:Iteration 57Q (1097.404855 sec): 3 clusters Score: Raw -4013143.884424 + Penalty 2076.382265 = -4011067.502159 nChanged 104 SP:Iteration 58Q (1097.506851 sec): 3 clusters Score: Raw -4013151.492620 + Penalty 2076.382265 = -4011075.110355 nChanged 105 SP:Iteration 59Q (1097.613407 sec): 3 clusters Score: Raw -4013159.865809 + Penalty 2076.382265 = -4011083.483544 nChanged 107 SP:Iteration 60F (1097.732110 sec): 3 clusters Score: Raw -4013168.308468 + Penalty 2076.382265 = -4011091.926203 nChanged 106 SP:Iteration 61Q (1097.838836 sec): 3 clusters Score: Raw -4013176.818988 + Penalty 2076.382265 = -4011100.436723 nChanged 104 SP:Iteration 62Q (1097.942191 sec): 3 clusters Score: Raw -4013184.955894 + Penalty 2076.382265 = -4011108.573629 nChanged 103 SP:Iteration 63Q (1098.054115 sec): 3 clusters Score: Raw -4013193.443813 + Penalty 2076.382265 = -4011117.061548 nChanged 128 SP:Iteration 64Q (1098.161721 sec): 3 clusters Score: Raw -4013204.297959 + Penalty 2076.382265 = -4011127.915694 nChanged 124 SP:Iteration 65Q (1098.284875 sec): 3 clusters Score: Raw -4013215.578490 + Penalty 2076.382265 = -4011139.196225 nChanged 109 SP:Iteration 66Q (1098.390168 sec): 3 clusters Score: Raw -4013224.811005 + Penalty 2076.382265 = -4011148.428740 nChanged 119 SP:Iteration 67Q (1098.492749 sec): 3 clusters Score: Raw -4013234.585120 + Penalty 2076.382265 = -4011158.202856 nChanged 101 SP:Iteration 68Q (1098.596167 sec): 3 clusters Score: Raw -4013240.907971 + Penalty 2076.382265 = -4011164.525706 nChanged 93 SP:Iteration 69Q (1098.707419 sec): 3 clusters Score: Raw -4013246.855891 + Penalty 2076.382265 = -4011170.473626 nChanged 96 SP:Iteration 70Q (1098.809339 sec): 3 clusters Score: Raw -4013253.834441 + Penalty 2076.382265 = -4011177.452176 nChanged 99 SP:Iteration 71Q (1098.915022 sec): 3 clusters Score: Raw -4013260.528146 + Penalty 2076.382265 = -4011184.145881 nChanged 99 SP:Iteration 72Q (1099.026963 sec): 3 clusters Score: Raw -4013266.594077 + Penalty 2076.382265 = -4011190.211812 nChanged 87 SP:Iteration 73Q (1099.139169 sec): 3 clusters Score: Raw -4013272.669306 + Penalty 2076.382265 = -4011196.287041 nChanged 96 SP:Iteration 74Q (1099.253932 sec): 3 clusters Score: Raw -4013279.454013 + Penalty 2076.382265 = -4011203.071748 nChanged 92 SP:Iteration 75Q (1099.366828 sec): 3 clusters Score: Raw -4013285.848561 + Penalty 2076.382265 = -4011209.466296 nChanged 94 SP:Iteration 76Q (1099.466360 sec): 3 clusters Score: Raw -4013292.379031 + Penalty 2076.382265 = -4011215.996766 nChanged 93 SP:Iteration 77Q (1099.575479 sec): 3 clusters Score: Raw -4013298.675428 + Penalty 2076.382265 = -4011222.293163 nChanged 82 SP:Iteration 78Q (1099.689428 sec): 3 clusters Score: Raw -4013303.475803 + Penalty 2076.382265 = -4011227.093538 nChanged 92 SP:Iteration 79Q (1099.801447 sec): 3 clusters Score: Raw -4013309.164598 + Penalty 2076.382265 = -4011232.782334 nChanged 71 SP:Iteration 80F (1099.917723 sec): 3 clusters Score: Raw -4013312.729887 + Penalty 2076.382265 = -4011236.347622 nChanged 56 SP:Iteration 81Q (1100.023009 sec): 3 clusters Score: Raw -4013315.275121 + Penalty 2076.382265 = -4011238.892856 nChanged 54 SP:Iteration 82Q (1100.131985 sec): 3 clusters Score: Raw -4013317.708021 + Penalty 2076.382265 = -4011241.325756 nChanged 60 SP:Iteration 83Q (1100.239742 sec): 3 clusters Score: Raw -4013320.847842 + Penalty 2076.382265 = -4011244.465577 nChanged 61 SP:Iteration 84Q (1100.343979 sec): 3 clusters Score: Raw -4013324.309512 + Penalty 2076.382265 = -4011247.927248 nChanged 63 SP:Iteration 85Q (1100.454178 sec): 3 clusters Score: Raw -4013327.826160 + Penalty 2076.382265 = -4011251.443895 nChanged 72 SP:Iteration 86Q (1100.562537 sec): 3 clusters Score: Raw -4013331.868090 + Penalty 2076.382265 = -4011255.485825 nChanged 70 SP:Iteration 87Q (1100.665137 sec): 3 clusters Score: Raw -4013335.332112 + Penalty 2076.382265 = -4011258.949847 nChanged 64 SP:Iteration 88Q (1100.766315 sec): 3 clusters Score: Raw -4013338.756430 + Penalty 2076.382265 = -4011262.374165 nChanged 66 SP:Iteration 89Q (1100.873764 sec): 3 clusters Score: Raw -4013342.390238 + Penalty 2076.382265 = -4011266.007973 nChanged 59 SP:Iteration 90Q (1100.981488 sec): 3 clusters Score: Raw -4013345.887732 + Penalty 2076.382265 = -4011269.505467 nChanged 72 SP:Iteration 91Q (1101.092335 sec): 3 clusters Score: Raw -4013350.422036 + Penalty 2076.382265 = -4011274.039771 nChanged 63 SP:Iteration 92Q (1101.203469 sec): 3 clusters Score: Raw -4013353.977133 + Penalty 2076.382265 = -4011277.594868 nChanged 55 SP:Iteration 93Q (1101.317320 sec): 3 clusters Score: Raw -4013356.487443 + Penalty 2076.382265 = -4011280.105178 nChanged 55 SP:Iteration 94Q (1101.424152 sec): 3 clusters Score: Raw -4013359.135043 + Penalty 2076.382265 = -4011282.752778 nChanged 61 SP:Iteration 95Q (1101.528930 sec): 3 clusters Score: Raw -4013363.093460 + Penalty 2076.382265 = -4011286.711195 nChanged 60 SP:Iteration 96Q (1101.642049 sec): 3 clusters Score: Raw -4013367.641142 + Penalty 2076.382265 = -4011291.258877 nChanged 73 SP:Iteration 97Q (1101.749066 sec): 3 clusters Score: Raw -4013372.407639 + Penalty 2076.382265 = -4011296.025374 nChanged 58 SP:Iteration 98Q (1101.858526 sec): 3 clusters Score: Raw -4013375.714216 + Penalty 2076.382265 = -4011299.331951 nChanged 52 SP:Iteration 99Q (1101.974771 sec): 3 clusters Score: Raw -4013378.191736 + Penalty 2076.382265 = -4011301.809471 nChanged 44 SP:Iteration 100F (1102.084109 sec): 3 clusters Score: Raw -4013380.266102 + Penalty 2076.382265 = -4011303.883837 nChanged 44 SP:Iteration 101Q (1102.202848 sec): 3 clusters Score: Raw -4013382.679555 + Penalty 2076.382265 = -4011306.297290 nChanged 48 SP:Iteration 102Q (1102.316278 sec): 3 clusters Score: Raw -4013385.638426 + Penalty 2076.382265 = -4011309.256161 nChanged 56 SP:Iteration 103Q (1102.428724 sec): 3 clusters Score: Raw -4013389.695296 + Penalty 2076.382265 = -4011313.313031 nChanged 57 SP:Iteration 104Q (1102.534241 sec): 3 clusters Score: Raw -4013393.006527 + Penalty 2076.382265 = -4011316.624262 nChanged 47 SP:Iteration 105Q (1102.657054 sec): 3 clusters Score: Raw -4013395.424655 + Penalty 2076.382265 = -4011319.042390 nChanged 46 SP:Iteration 106Q (1102.770606 sec): 3 clusters Score: Raw -4013397.594881 + Penalty 2076.382265 = -4011321.212616 nChanged 35 SP:Iteration 107Q (1102.880639 sec): 3 clusters Score: Raw -4013399.467354 + Penalty 2076.382265 = -4011323.085089 nChanged 41 SP:Iteration 108Q (1102.996079 sec): 3 clusters Score: Raw -4013401.617297 + Penalty 2076.382265 = -4011325.235032 nChanged 45 SP:Iteration 109Q (1103.109911 sec): 3 clusters Score: Raw -4013403.820945 + Penalty 2076.382265 = -4011327.438680 nChanged 45 SP:Iteration 110Q (1103.212872 sec): 3 clusters Score: Raw -4013406.344442 + Penalty 2076.382265 = -4011329.962177 nChanged 51 SP:Iteration 111Q (1103.315023 sec): 3 clusters Score: Raw -4013409.367414 + Penalty 2076.382265 = -4011332.985149 nChanged 44 SP:Iteration 112Q (1103.420297 sec): 3 clusters Score: Raw -4013411.750864 + Penalty 2076.382265 = -4011335.368600 nChanged 57 SP:Iteration 113Q (1103.526921 sec): 3 clusters Score: Raw -4013415.523375 + Penalty 2076.382265 = -4011339.141110 nChanged 65 SP:Iteration 114Q (1103.625092 sec): 3 clusters Score: Raw -4013419.843027 + Penalty 2076.382265 = -4011343.460762 nChanged 68 SP:Iteration 115Q (1103.727574 sec): 3 clusters Score: Raw -4013424.446211 + Penalty 2076.382265 = -4011348.063946 nChanged 74 SP:Iteration 116Q (1103.833771 sec): 3 clusters Score: Raw -4013429.529825 + Penalty 2076.382265 = -4011353.147560 nChanged 69 SP:Iteration 117Q (1103.948866 sec): 3 clusters Score: Raw -4013433.946369 + Penalty 2076.382265 = -4011357.564104 nChanged 67 SP:Iteration 118Q (1104.056082 sec): 3 clusters Score: Raw -4013438.479266 + Penalty 2076.382265 = -4011362.097001 nChanged 67 SP:Iteration 119Q (1104.157343 sec): 3 clusters Score: Raw -4013443.191689 + Penalty 2076.382265 = -4011366.809424 nChanged 63 SP:Iteration 120F (1104.262436 sec): 3 clusters Score: Raw -4013447.875076 + Penalty 2076.382265 = -4011371.492811 nChanged 63 SP:Iteration 121Q (1104.364678 sec): 3 clusters Score: Raw -4013452.648609 + Penalty 2076.382265 = -4011376.266344 nChanged 68 SP:Iteration 122Q (1104.464690 sec): 3 clusters Score: Raw -4013457.747550 + Penalty 2076.382265 = -4011381.365285 nChanged 65 SP:Iteration 123Q (1104.574419 sec): 3 clusters Score: Raw -4013462.070347 + Penalty 2076.382265 = -4011385.688082 nChanged 67 SP:Iteration 124Q (1104.679731 sec): 3 clusters Score: Raw -4013466.649615 + Penalty 2076.382265 = -4011390.267350 nChanged 65 SP:Iteration 125Q (1104.779159 sec): 3 clusters Score: Raw -4013471.230580 + Penalty 2076.382265 = -4011394.848315 nChanged 66 SP:Iteration 126Q (1104.887500 sec): 3 clusters Score: Raw -4013475.595639 + Penalty 2076.382265 = -4011399.213374 nChanged 60 SP:Iteration 127Q (1104.994936 sec): 3 clusters Score: Raw -4013479.875642 + Penalty 2076.382265 = -4011403.493378 nChanged 63 SP:Iteration 128Q (1105.110587 sec): 3 clusters Score: Raw -4013485.498917 + Penalty 2076.382265 = -4011409.116652 nChanged 63 SP:Iteration 129Q (1105.221102 sec): 3 clusters Score: Raw -4013490.895576 + Penalty 2076.382265 = -4011414.513311 nChanged 71 SP:Iteration 130Q (1105.332378 sec): 3 clusters Score: Raw -4013496.861489 + Penalty 2076.382265 = -4011420.479224 nChanged 62 SP:Iteration 131Q (1105.440200 sec): 3 clusters Score: Raw -4013501.599067 + Penalty 2076.382265 = -4011425.216802 nChanged 59 SP:Iteration 132Q (1105.557594 sec): 3 clusters Score: Raw -4013505.470050 + Penalty 2076.382265 = -4011429.087785 nChanged 57 SP:Iteration 133Q (1105.664037 sec): 3 clusters Score: Raw -4013509.001950 + Penalty 2076.382265 = -4011432.619685 nChanged 42 SP:Iteration 134Q (1105.768237 sec): 3 clusters Score: Raw -4013511.744975 + Penalty 2076.382265 = -4011435.362710 nChanged 46 SP:Iteration 135Q (1105.870526 sec): 3 clusters Score: Raw -4013514.525822 + Penalty 2076.382265 = -4011438.143557 nChanged 47 SP:Iteration 136Q (1105.977051 sec): 3 clusters Score: Raw -4013517.249015 + Penalty 2076.382265 = -4011440.866750 nChanged 46 SP:Iteration 137Q (1106.087569 sec): 3 clusters Score: Raw -4013520.323091 + Penalty 2076.382265 = -4011443.940826 nChanged 55 SP:Iteration 138Q (1106.186172 sec): 3 clusters Score: Raw -4013524.402191 + Penalty 2076.382265 = -4011448.019926 nChanged 49 SP:Iteration 139Q (1106.301929 sec): 3 clusters Score: Raw -4013528.100159 + Penalty 2076.382265 = -4011451.717894 nChanged 47 SP:Iteration 140F (1106.413812 sec): 3 clusters Score: Raw -4013531.467274 + Penalty 2076.382265 = -4011455.085009 nChanged 38 SP:Iteration 141Q (1106.520154 sec): 3 clusters Score: Raw -4013533.287686 + Penalty 2076.382265 = -4011456.905421 nChanged 36 SP:Iteration 142Q (1106.632663 sec): 3 clusters Score: Raw -4013535.279328 + Penalty 2076.382265 = -4011458.897063 nChanged 41 SP:Iteration 143Q (1106.744115 sec): 3 clusters Score: Raw -4013537.872725 + Penalty 2076.382265 = -4011461.490460 nChanged 43 SP:Iteration 144Q (1106.855645 sec): 3 clusters Score: Raw -4013541.016453 + Penalty 2076.382265 = -4011464.634188 nChanged 47 SP:Iteration 145Q (1106.953941 sec): 3 clusters Score: Raw -4013544.295832 + Penalty 2076.382265 = -4011467.913567 nChanged 43 SP:Iteration 146Q (1107.061807 sec): 3 clusters Score: Raw -4013547.040300 + Penalty 2076.382265 = -4011470.658035 nChanged 44 SP:Iteration 147Q (1107.169147 sec): 3 clusters Score: Raw -4013549.428427 + Penalty 2076.382265 = -4011473.046162 nChanged 38 SP:Iteration 148Q (1107.277382 sec): 3 clusters Score: Raw -4013551.708118 + Penalty 2076.382265 = -4011475.325853 nChanged 41 SP:Iteration 149Q (1107.387726 sec): 3 clusters Score: Raw -4013554.140091 + Penalty 2076.382265 = -4011477.757826 nChanged 48 SP:Iteration 150Q (1107.496648 sec): 3 clusters Score: Raw -4013557.027755 + Penalty 2076.382265 = -4011480.645490 nChanged 44 SP:Iteration 151Q (1107.600384 sec): 3 clusters Score: Raw -4013559.185520 + Penalty 2076.382265 = -4011482.803255 nChanged 30 SP:Iteration 152Q (1107.701963 sec): 3 clusters Score: Raw -4013560.563483 + Penalty 2076.382265 = -4011484.181218 nChanged 31 SP:Iteration 153Q (1107.804436 sec): 3 clusters Score: Raw -4013562.384115 + Penalty 2076.382265 = -4011486.001851 nChanged 32 SP:Iteration 154Q (1107.913756 sec): 3 clusters Score: Raw -4013564.465189 + Penalty 2076.382265 = -4011488.082924 nChanged 34 SP:Iteration 155Q (1108.025070 sec): 3 clusters Score: Raw -4013566.690014 + Penalty 2076.382265 = -4011490.307749 nChanged 36 SP:Iteration 156Q (1108.122084 sec): 3 clusters Score: Raw -4013568.647385 + Penalty 2076.382265 = -4011492.265120 nChanged 41 SP:Iteration 157Q (1108.239743 sec): 3 clusters Score: Raw -4013570.680768 + Penalty 2076.382265 = -4011494.298503 nChanged 39 SP:Iteration 158Q (1108.353545 sec): 3 clusters Score: Raw -4013572.708136 + Penalty 2076.382265 = -4011496.325871 nChanged 40 SP:Iteration 159Q (1108.458353 sec): 3 clusters Score: Raw -4013574.673202 + Penalty 2076.382265 = -4011498.290937 nChanged 33 SP:Iteration 160F (1108.558540 sec): 3 clusters Score: Raw -4013576.212894 + Penalty 2076.382265 = -4011499.830629 nChanged 22 SP:Iteration 161Q (1108.679300 sec): 3 clusters Score: Raw -4013577.182790 + Penalty 2076.382265 = -4011500.800525 nChanged 18 SP:Iteration 162Q (1108.786094 sec): 3 clusters Score: Raw -4013577.839438 + Penalty 2076.382265 = -4011501.457174 nChanged 13 SP:Iteration 163Q (1108.897938 sec): 3 clusters Score: Raw -4013578.107434 + Penalty 2076.382265 = -4011501.725169 nChanged 5 SP:Iteration 164Q (1109.009374 sec): 3 clusters Score: Raw -4013578.239346 + Penalty 2076.382265 = -4011501.857081 nChanged 6 SP:Iteration 165Q (1109.107332 sec): 3 clusters Score: Raw -4013578.375500 + Penalty 2076.382265 = -4011501.993235 nChanged 2 SP:Iteration 166Q (1109.222719 sec): 3 clusters Score: Raw -4013578.398785 + Penalty 2076.382265 = -4011502.016520 nChanged 1 SP:Iteration 167Q (1109.337673 sec): 3 clusters Score: Raw -4013578.412858 + Penalty 2076.382265 = -4011502.030593 nChanged 0 SP:Iteration 168F (1109.445102 sec): 3 clusters Score: Raw -4013578.412858 + Penalty 2076.382265 = -4011502.030593 nChanged 0 Trying to split cluster 20 (82427 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1109.548954 sec): 2 clusters Score: Raw -6175974.478317 + Penalty 1075.368492 = -6174899.109826 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1109.704448 sec): 3 clusters Score: Raw -6121829.069759 + Penalty 2150.736983 = -6119678.332775 nChanged 39713 SP:Iteration 1F (1109.847616 sec): 3 clusters Score: Raw -6145882.816407 + Penalty 2150.736983 = -6143732.079423 nChanged 3572 SP:Iteration 2Q (1110.011986 sec): 3 clusters Score: Raw -6147345.014467 + Penalty 2150.736983 = -6145194.277484 nChanged 4252 SP:Iteration 3F (1110.158862 sec): 3 clusters Score: Raw -6149739.299990 + Penalty 2150.736983 = -6147588.563007 nChanged 5153 SP:Iteration 4F (1110.301346 sec): 3 clusters Score: Raw -6153758.858274 + Penalty 2150.736983 = -6151608.121291 nChanged 5575 SP:Iteration 5F (1110.439049 sec): 3 clusters Score: Raw -6158897.819828 + Penalty 2150.736983 = -6156747.082845 nChanged 5446 SP:Iteration 6F (1110.574255 sec): 3 clusters Score: Raw -6163747.713866 + Penalty 2150.736983 = -6161596.976883 nChanged 4236 SP:Iteration 7F (1110.719800 sec): 3 clusters Score: Raw -6166482.701335 + Penalty 2150.736983 = -6164331.964352 nChanged 2690 SP:Iteration 8Q (1110.856197 sec): 3 clusters Score: Raw -6167859.223603 + Penalty 2150.736983 = -6165708.486620 nChanged 1903 SP:Iteration 9Q (1110.996865 sec): 3 clusters Score: Raw -6168859.060332 + Penalty 2150.736983 = -6166708.323349 nChanged 1654 SP:Iteration 10Q (1111.140204 sec): 3 clusters Score: Raw -6169803.929838 + Penalty 2150.736983 = -6167653.192855 nChanged 1620 SP:Iteration 11Q (1111.277244 sec): 3 clusters Score: Raw -6170890.966260 + Penalty 2150.736983 = -6168740.229277 nChanged 1568 SP:Iteration 12Q (1111.431005 sec): 3 clusters Score: Raw -6172016.482069 + Penalty 2150.736983 = -6169865.745086 nChanged 1428 SP:Iteration 13Q (1111.576622 sec): 3 clusters Score: Raw -6173039.532399 + Penalty 2150.736983 = -6170888.795416 nChanged 1302 SP:Iteration 14Q (1111.719985 sec): 3 clusters Score: Raw -6173900.400290 + Penalty 2150.736983 = -6171749.663307 nChanged 1062 SP:Iteration 15Q (1111.867431 sec): 3 clusters Score: Raw -6174522.996945 + Penalty 2150.736983 = -6172372.259962 nChanged 933 SP:Iteration 16Q (1112.010381 sec): 3 clusters Score: Raw -6174982.193348 + Penalty 2150.736983 = -6172831.456365 nChanged 800 SP:Iteration 17Q (1112.149276 sec): 3 clusters Score: Raw -6175300.002347 + Penalty 2150.736983 = -6173149.265364 nChanged 628 SP:Iteration 18Q (1112.296035 sec): 3 clusters Score: Raw -6175504.393828 + Penalty 2150.736983 = -6173353.656845 nChanged 515 SP:Iteration 19Q (1112.441202 sec): 3 clusters Score: Raw -6175643.102747 + Penalty 2150.736983 = -6173492.365764 nChanged 424 SP:Iteration 20F (1112.583139 sec): 3 clusters Score: Raw -6175750.050272 + Penalty 2150.736983 = -6173599.313289 nChanged 372 SP:Iteration 21Q (1112.727159 sec): 3 clusters Score: Raw -6175833.143004 + Penalty 2150.736983 = -6173682.406021 nChanged 330 SP:Iteration 22Q (1112.871730 sec): 3 clusters Score: Raw -6175894.816844 + Penalty 2150.736983 = -6173744.079861 nChanged 276 SP:Iteration 23Q (1113.009880 sec): 3 clusters Score: Raw -6175942.417504 + Penalty 2150.736983 = -6173791.680521 nChanged 231 SP:Iteration 24Q (1113.150922 sec): 3 clusters Score: Raw -6175979.634767 + Penalty 2150.736983 = -6173828.897784 nChanged 214 SP:Iteration 25Q (1113.301109 sec): 3 clusters Score: Raw -6176012.528396 + Penalty 2150.736983 = -6173861.791413 nChanged 190 SP:Iteration 26Q (1113.430864 sec): 3 clusters Score: Raw -6176041.175457 + Penalty 2150.736983 = -6173890.438474 nChanged 202 SP:Iteration 27Q (1113.559838 sec): 3 clusters Score: Raw -6176068.696035 + Penalty 2150.736983 = -6173917.959052 nChanged 171 SP:Iteration 28Q (1113.708575 sec): 3 clusters Score: Raw -6176087.088865 + Penalty 2150.736983 = -6173936.351882 nChanged 144 SP:Iteration 29Q (1113.837757 sec): 3 clusters Score: Raw -6176102.618956 + Penalty 2150.736983 = -6173951.881973 nChanged 130 SP:Iteration 30Q (1113.967575 sec): 3 clusters Score: Raw -6176113.998277 + Penalty 2150.736983 = -6173963.261294 nChanged 98 SP:Iteration 31Q (1114.096342 sec): 3 clusters Score: Raw -6176121.774982 + Penalty 2150.736983 = -6173971.037999 nChanged 115 SP:Iteration 32Q (1114.227736 sec): 3 clusters Score: Raw -6176131.559031 + Penalty 2150.736983 = -6173980.822048 nChanged 94 SP:Iteration 33Q (1114.363751 sec): 3 clusters Score: Raw -6176138.076059 + Penalty 2150.736983 = -6173987.339076 nChanged 75 SP:Iteration 34Q (1114.495704 sec): 3 clusters Score: Raw -6176142.038272 + Penalty 2150.736983 = -6173991.301289 nChanged 56 SP:Iteration 35Q (1114.636220 sec): 3 clusters Score: Raw -6176144.736747 + Penalty 2150.736983 = -6173993.999764 nChanged 52 SP:Iteration 36Q (1114.780876 sec): 3 clusters Score: Raw -6176147.363728 + Penalty 2150.736983 = -6173996.626744 nChanged 49 SP:Iteration 37Q (1114.914564 sec): 3 clusters Score: Raw -6176149.488677 + Penalty 2150.736983 = -6173998.751694 nChanged 40 SP:Iteration 38Q (1115.058264 sec): 3 clusters Score: Raw -6176150.939874 + Penalty 2150.736983 = -6174000.202891 nChanged 35 SP:Iteration 39Q (1115.191560 sec): 3 clusters Score: Raw -6176152.131799 + Penalty 2150.736983 = -6174001.394816 nChanged 30 SP:Iteration 40F (1115.351157 sec): 3 clusters Score: Raw -6176153.393066 + Penalty 2150.736983 = -6174002.656083 nChanged 24 SP:Iteration 41Q (1115.466473 sec): 3 clusters Score: Raw -6176154.381287 + Penalty 2150.736983 = -6174003.644304 nChanged 26 SP:Iteration 42Q (1115.597305 sec): 3 clusters Score: Raw -6176155.355093 + Penalty 2150.736983 = -6174004.618110 nChanged 34 SP:Iteration 43Q (1115.733496 sec): 3 clusters Score: Raw -6176156.556142 + Penalty 2150.736983 = -6174005.819159 nChanged 23 SP:Iteration 44Q (1115.862080 sec): 3 clusters Score: Raw -6176157.462424 + Penalty 2150.736983 = -6174006.725441 nChanged 35 SP:Iteration 45Q (1115.999517 sec): 3 clusters Score: Raw -6176158.857295 + Penalty 2150.736983 = -6174008.120312 nChanged 34 SP:Iteration 46Q (1116.147354 sec): 3 clusters Score: Raw -6176160.262302 + Penalty 2150.736983 = -6174009.525319 nChanged 37 SP:Iteration 47Q (1116.285555 sec): 3 clusters Score: Raw -6176162.063985 + Penalty 2150.736983 = -6174011.327002 nChanged 38 SP:Iteration 48Q (1116.428019 sec): 3 clusters Score: Raw -6176163.769813 + Penalty 2150.736983 = -6174013.032830 nChanged 32 SP:Iteration 49Q (1116.568139 sec): 3 clusters Score: Raw -6176165.088092 + Penalty 2150.736983 = -6174014.351109 nChanged 40 SP:Iteration 50Q (1116.706114 sec): 3 clusters Score: Raw -6176166.730424 + Penalty 2150.736983 = -6174015.993441 nChanged 43 SP:Iteration 51Q (1116.831493 sec): 3 clusters Score: Raw -6176169.061738 + Penalty 2150.736983 = -6174018.324755 nChanged 50 SP:Iteration 52Q (1116.973705 sec): 3 clusters Score: Raw -6176171.994504 + Penalty 2150.736983 = -6174021.257521 nChanged 53 SP:Iteration 53Q (1117.099548 sec): 3 clusters Score: Raw -6176175.164338 + Penalty 2150.736983 = -6174024.427355 nChanged 57 SP:Iteration 54Q (1117.228531 sec): 3 clusters Score: Raw -6176178.220050 + Penalty 2150.736983 = -6174027.483067 nChanged 52 SP:Iteration 55Q (1117.358420 sec): 3 clusters Score: Raw -6176180.941544 + Penalty 2150.736983 = -6174030.204561 nChanged 60 SP:Iteration 56Q (1117.483452 sec): 3 clusters Score: Raw -6176184.842869 + Penalty 2150.736983 = -6174034.105886 nChanged 72 SP:Iteration 57Q (1117.619110 sec): 3 clusters Score: Raw -6176189.397852 + Penalty 2150.736983 = -6174038.660869 nChanged 67 SP:Iteration 58Q (1117.754874 sec): 3 clusters Score: Raw -6176193.314166 + Penalty 2150.736983 = -6174042.577183 nChanged 61 SP:Iteration 59Q (1117.894466 sec): 3 clusters Score: Raw -6176197.624322 + Penalty 2150.736983 = -6174046.887338 nChanged 67 SP:Iteration 60F (1118.041826 sec): 3 clusters Score: Raw -6176202.135700 + Penalty 2150.736983 = -6174051.398717 nChanged 67 SP:Iteration 61Q (1118.167338 sec): 3 clusters Score: Raw -6176206.566765 + Penalty 2150.736983 = -6174055.829782 nChanged 75 SP:Iteration 62Q (1118.302803 sec): 3 clusters Score: Raw -6176211.706265 + Penalty 2150.736983 = -6174060.969282 nChanged 77 SP:Iteration 63Q (1118.440821 sec): 3 clusters Score: Raw -6176217.400508 + Penalty 2150.736983 = -6174066.663525 nChanged 73 SP:Iteration 64Q (1118.575192 sec): 3 clusters Score: Raw -6176222.564212 + Penalty 2150.736983 = -6174071.827229 nChanged 72 SP:Iteration 65Q (1118.711916 sec): 3 clusters Score: Raw -6176227.857479 + Penalty 2150.736983 = -6174077.120495 nChanged 67 SP:Iteration 66Q (1118.844586 sec): 3 clusters Score: Raw -6176232.805437 + Penalty 2150.736983 = -6174082.068454 nChanged 80 SP:Iteration 67Q (1118.980737 sec): 3 clusters Score: Raw -6176240.980646 + Penalty 2150.736983 = -6174090.243662 nChanged 91 SP:Iteration 68Q (1119.122101 sec): 3 clusters Score: Raw -6176250.126958 + Penalty 2150.736983 = -6174099.389975 nChanged 78 SP:Iteration 69Q (1119.263068 sec): 3 clusters Score: Raw -6176258.242972 + Penalty 2150.736983 = -6174107.505989 nChanged 99 SP:Iteration 70Q (1119.402184 sec): 3 clusters Score: Raw -6176267.388496 + Penalty 2150.736983 = -6174116.651513 nChanged 99 SP:Iteration 71Q (1119.536490 sec): 3 clusters Score: Raw -6176275.972031 + Penalty 2150.736983 = -6174125.235048 nChanged 85 SP:Iteration 72Q (1119.666563 sec): 3 clusters Score: Raw -6176283.713866 + Penalty 2150.736983 = -6174132.976883 nChanged 81 SP:Iteration 73Q (1119.803805 sec): 3 clusters Score: Raw -6176291.162136 + Penalty 2150.736983 = -6174140.425153 nChanged 75 SP:Iteration 74Q (1119.930187 sec): 3 clusters Score: Raw -6176296.762806 + Penalty 2150.736983 = -6174146.025823 nChanged 76 SP:Iteration 75Q (1120.059585 sec): 3 clusters Score: Raw -6176303.109628 + Penalty 2150.736983 = -6174152.372645 nChanged 83 SP:Iteration 76Q (1120.185352 sec): 3 clusters Score: Raw -6176311.898832 + Penalty 2150.736983 = -6174161.161848 nChanged 92 SP:Iteration 77Q (1120.313334 sec): 3 clusters Score: Raw -6176321.243100 + Penalty 2150.736983 = -6174170.506116 nChanged 84 SP:Iteration 78Q (1120.447389 sec): 3 clusters Score: Raw -6176328.889632 + Penalty 2150.736983 = -6174178.152649 nChanged 72 SP:Iteration 79Q (1120.582552 sec): 3 clusters Score: Raw -6176334.998952 + Penalty 2150.736983 = -6174184.261969 nChanged 72 SP:Iteration 80F (1120.738166 sec): 3 clusters Score: Raw -6176340.897126 + Penalty 2150.736983 = -6174190.160143 nChanged 66 SP:Iteration 81Q (1120.870657 sec): 3 clusters Score: Raw -6176345.815499 + Penalty 2150.736983 = -6174195.078516 nChanged 67 SP:Iteration 82Q (1121.001290 sec): 3 clusters Score: Raw -6176351.298462 + Penalty 2150.736983 = -6174200.561478 nChanged 71 SP:Iteration 83Q (1121.148605 sec): 3 clusters Score: Raw -6176356.048050 + Penalty 2150.736983 = -6174205.311067 nChanged 56 SP:Iteration 84Q (1121.285305 sec): 3 clusters Score: Raw -6176359.676516 + Penalty 2150.736983 = -6174208.939533 nChanged 58 SP:Iteration 85Q (1121.416222 sec): 3 clusters Score: Raw -6176364.582384 + Penalty 2150.736983 = -6174213.845401 nChanged 53 SP:Iteration 86Q (1121.555771 sec): 3 clusters Score: Raw -6176369.156892 + Penalty 2150.736983 = -6174218.419909 nChanged 54 SP:Iteration 87Q (1121.696922 sec): 3 clusters Score: Raw -6176373.227199 + Penalty 2150.736983 = -6174222.490216 nChanged 48 SP:Iteration 88Q (1121.830036 sec): 3 clusters Score: Raw -6176377.484743 + Penalty 2150.736983 = -6174226.747760 nChanged 59 SP:Iteration 89Q (1121.972307 sec): 3 clusters Score: Raw -6176383.087161 + Penalty 2150.736983 = -6174232.350178 nChanged 63 SP:Iteration 90Q (1122.106805 sec): 3 clusters Score: Raw -6176388.894254 + Penalty 2150.736983 = -6174238.157271 nChanged 59 SP:Iteration 91Q (1122.233405 sec): 3 clusters Score: Raw -6176393.454729 + Penalty 2150.736983 = -6174242.717746 nChanged 50 SP:Iteration 92Q (1122.367314 sec): 3 clusters Score: Raw -6176396.814481 + Penalty 2150.736983 = -6174246.077498 nChanged 50 SP:Iteration 93Q (1122.495322 sec): 3 clusters Score: Raw -6176400.161964 + Penalty 2150.736983 = -6174249.424981 nChanged 40 SP:Iteration 94Q (1122.634929 sec): 3 clusters Score: Raw -6176402.700993 + Penalty 2150.736983 = -6174251.964010 nChanged 51 SP:Iteration 95Q (1122.765601 sec): 3 clusters Score: Raw -6176406.866987 + Penalty 2150.736983 = -6174256.130004 nChanged 48 SP:Iteration 96Q (1122.912030 sec): 3 clusters Score: Raw -6176410.869054 + Penalty 2150.736983 = -6174260.132071 nChanged 50 SP:Iteration 97Q (1123.041205 sec): 3 clusters Score: Raw -6176415.723600 + Penalty 2150.736983 = -6174264.986617 nChanged 59 SP:Iteration 98Q (1123.173702 sec): 3 clusters Score: Raw -6176420.912611 + Penalty 2150.736983 = -6174270.175628 nChanged 55 SP:Iteration 99Q (1123.299140 sec): 3 clusters Score: Raw -6176424.962156 + Penalty 2150.736983 = -6174274.225173 nChanged 50 SP:Iteration 100F (1123.450987 sec): 3 clusters Score: Raw -6176428.615239 + Penalty 2150.736983 = -6174277.878256 nChanged 47 SP:Iteration 101Q (1123.584464 sec): 3 clusters Score: Raw -6176431.945013 + Penalty 2150.736983 = -6174281.208030 nChanged 44 SP:Iteration 102Q (1123.717950 sec): 3 clusters Score: Raw -6176434.580932 + Penalty 2150.736983 = -6174283.843949 nChanged 34 SP:Iteration 103Q (1123.857683 sec): 3 clusters Score: Raw -6176436.798719 + Penalty 2150.736983 = -6174286.061736 nChanged 29 SP:Iteration 104Q (1123.987951 sec): 3 clusters Score: Raw -6176438.460117 + Penalty 2150.736983 = -6174287.723134 nChanged 27 SP:Iteration 105Q (1124.121774 sec): 3 clusters Score: Raw -6176439.978737 + Penalty 2150.736983 = -6174289.241754 nChanged 21 SP:Iteration 106Q (1124.263326 sec): 3 clusters Score: Raw -6176440.937757 + Penalty 2150.736983 = -6174290.200774 nChanged 21 SP:Iteration 107Q (1124.396835 sec): 3 clusters Score: Raw -6176441.863625 + Penalty 2150.736983 = -6174291.126642 nChanged 19 SP:Iteration 108Q (1124.540573 sec): 3 clusters Score: Raw -6176442.751688 + Penalty 2150.736983 = -6174292.014705 nChanged 17 SP:Iteration 109Q (1124.675450 sec): 3 clusters Score: Raw -6176443.448013 + Penalty 2150.736983 = -6174292.711030 nChanged 12 SP:Iteration 110Q (1124.817356 sec): 3 clusters Score: Raw -6176443.896973 + Penalty 2150.736983 = -6174293.159990 nChanged 12 SP:Iteration 111Q (1124.955614 sec): 3 clusters Score: Raw -6176444.367618 + Penalty 2150.736983 = -6174293.630635 nChanged 10 SP:Iteration 112Q (1125.094837 sec): 3 clusters Score: Raw -6176444.687288 + Penalty 2150.736983 = -6174293.950305 nChanged 8 SP:Iteration 113Q (1125.232823 sec): 3 clusters Score: Raw -6176444.994767 + Penalty 2150.736983 = -6174294.257784 nChanged 9 SP:Iteration 114Q (1125.371236 sec): 3 clusters Score: Raw -6176445.210857 + Penalty 2150.736983 = -6174294.473874 nChanged 5 SP:Iteration 115Q (1125.516920 sec): 3 clusters Score: Raw -6176445.398397 + Penalty 2150.736983 = -6174294.661414 nChanged 8 SP:Iteration 116Q (1125.647885 sec): 3 clusters Score: Raw -6176445.614324 + Penalty 2150.736983 = -6174294.877341 nChanged 9 SP:Iteration 117Q (1125.780218 sec): 3 clusters Score: Raw -6176445.881712 + Penalty 2150.736983 = -6174295.144729 nChanged 10 SP:Iteration 118Q (1125.908195 sec): 3 clusters Score: Raw -6176446.181482 + Penalty 2150.736983 = -6174295.444499 nChanged 5 SP:Iteration 119Q (1126.043288 sec): 3 clusters Score: Raw -6176446.289553 + Penalty 2150.736983 = -6174295.552570 nChanged 5 SP:Iteration 120F (1126.186276 sec): 3 clusters Score: Raw -6176446.490587 + Penalty 2150.736983 = -6174295.753604 nChanged 6 SP:Iteration 121Q (1126.328920 sec): 3 clusters Score: Raw -6176446.745782 + Penalty 2150.736983 = -6174296.008799 nChanged 11 SP:Iteration 122Q (1126.471766 sec): 3 clusters Score: Raw -6176447.187614 + Penalty 2150.736983 = -6174296.450631 nChanged 9 SP:Iteration 123Q (1126.619655 sec): 3 clusters Score: Raw -6176447.579579 + Penalty 2150.736983 = -6174296.842596 nChanged 10 SP:Iteration 124Q (1126.761203 sec): 3 clusters Score: Raw -6176448.026431 + Penalty 2150.736983 = -6174297.289448 nChanged 15 SP:Iteration 125Q (1126.903378 sec): 3 clusters Score: Raw -6176448.914088 + Penalty 2150.736983 = -6174298.177104 nChanged 13 SP:Iteration 126Q (1127.045540 sec): 3 clusters Score: Raw -6176449.467661 + Penalty 2150.736983 = -6174298.730678 nChanged 12 SP:Iteration 127Q (1127.180847 sec): 3 clusters Score: Raw -6176449.946943 + Penalty 2150.736983 = -6174299.209960 nChanged 15 SP:Iteration 128Q (1127.308894 sec): 3 clusters Score: Raw -6176450.626989 + Penalty 2150.736983 = -6174299.890006 nChanged 14 SP:Iteration 129Q (1127.449655 sec): 3 clusters Score: Raw -6176451.163742 + Penalty 2150.736983 = -6174300.426759 nChanged 11 SP:Iteration 130Q (1127.582321 sec): 3 clusters Score: Raw -6176451.894496 + Penalty 2150.736983 = -6174301.157513 nChanged 14 SP:Iteration 131Q (1127.714658 sec): 3 clusters Score: Raw -6176452.450776 + Penalty 2150.736983 = -6174301.713793 nChanged 9 SP:Iteration 132Q (1127.848909 sec): 3 clusters Score: Raw -6176452.753317 + Penalty 2150.736983 = -6174302.016334 nChanged 8 SP:Iteration 133Q (1127.985147 sec): 3 clusters Score: Raw -6176453.087765 + Penalty 2150.736983 = -6174302.350782 nChanged 9 SP:Iteration 134Q (1128.119342 sec): 3 clusters Score: Raw -6176453.405781 + Penalty 2150.736983 = -6174302.668797 nChanged 6 SP:Iteration 135Q (1128.248929 sec): 3 clusters Score: Raw -6176453.566937 + Penalty 2150.736983 = -6174302.829954 nChanged 7 SP:Iteration 136Q (1128.389837 sec): 3 clusters Score: Raw -6176453.790778 + Penalty 2150.736983 = -6174303.053795 nChanged 7 SP:Iteration 137Q (1128.530150 sec): 3 clusters Score: Raw -6176454.036020 + Penalty 2150.736983 = -6174303.299036 nChanged 7 SP:Iteration 138Q (1128.666961 sec): 3 clusters Score: Raw -6176454.397788 + Penalty 2150.736983 = -6174303.660805 nChanged 7 SP:Iteration 139Q (1128.806730 sec): 3 clusters Score: Raw -6176454.643640 + Penalty 2150.736983 = -6174303.906657 nChanged 3 SP:Iteration 140F (1128.947501 sec): 3 clusters Score: Raw -6176454.736025 + Penalty 2150.736983 = -6174303.999042 nChanged 2 SP:Iteration 141Q (1129.080138 sec): 3 clusters Score: Raw -6176454.812416 + Penalty 2150.736983 = -6174304.075433 nChanged 3 SP:Iteration 142Q (1129.218234 sec): 3 clusters Score: Raw -6176454.883434 + Penalty 2150.736983 = -6174304.146451 nChanged 0 SP:Iteration 143F (1129.368186 sec): 3 clusters Score: Raw -6176454.883434 + Penalty 2150.736983 = -6174304.146451 nChanged 0 Trying to split cluster 21 (17447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1129.413244 sec): 2 clusters Score: Raw -1300589.076295 + Penalty 927.857684 = -1299661.218611 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1129.482586 sec): 3 clusters Score: Raw -1289800.962217 + Penalty 1855.715369 = -1287945.246849 nChanged 8051 SP:Iteration 1F (1129.557433 sec): 3 clusters Score: Raw -1294556.845877 + Penalty 1855.715369 = -1292701.130508 nChanged 942 SP:Iteration 2F (1129.615394 sec): 3 clusters Score: Raw -1294972.830345 + Penalty 1855.715369 = -1293117.114977 nChanged 907 SP:Iteration 3F (1129.692907 sec): 3 clusters Score: Raw -1295476.921824 + Penalty 1855.715369 = -1293621.206456 nChanged 1003 SP:Iteration 4F (1129.763286 sec): 3 clusters Score: Raw -1296158.996690 + Penalty 1855.715369 = -1294303.281321 nChanged 1060 SP:Iteration 5F (1129.825817 sec): 3 clusters Score: Raw -1297000.269546 + Penalty 1855.715369 = -1295144.554177 nChanged 1067 SP:Iteration 6F (1129.887473 sec): 3 clusters Score: Raw -1297892.078095 + Penalty 1855.715369 = -1296036.362726 nChanged 895 SP:Iteration 7F (1129.965034 sec): 3 clusters Score: Raw -1298650.568940 + Penalty 1855.715369 = -1296794.853572 nChanged 722 SP:Iteration 8Q (1130.026641 sec): 3 clusters Score: Raw -1299144.425367 + Penalty 1855.715369 = -1297288.709999 nChanged 509 SP:Iteration 9Q (1130.099038 sec): 3 clusters Score: Raw -1299403.174280 + Penalty 1855.715369 = -1297547.458911 nChanged 348 SP:Iteration 10Q (1130.154580 sec): 3 clusters Score: Raw -1299556.509879 + Penalty 1855.715369 = -1297700.794510 nChanged 278 SP:Iteration 11Q (1130.235936 sec): 3 clusters Score: Raw -1299676.549468 + Penalty 1855.715369 = -1297820.834099 nChanged 235 SP:Iteration 12Q (1130.307060 sec): 3 clusters Score: Raw -1299772.090676 + Penalty 1855.715369 = -1297916.375307 nChanged 198 SP:Iteration 13Q (1130.374863 sec): 3 clusters Score: Raw -1299840.986840 + Penalty 1855.715369 = -1297985.271472 nChanged 174 SP:Iteration 14Q (1130.436562 sec): 3 clusters Score: Raw -1299898.128540 + Penalty 1855.715369 = -1298042.413171 nChanged 176 SP:Iteration 15Q (1130.513170 sec): 3 clusters Score: Raw -1299955.642243 + Penalty 1855.715369 = -1298099.926874 nChanged 138 SP:Iteration 16Q (1130.579082 sec): 3 clusters Score: Raw -1299992.662252 + Penalty 1855.715369 = -1298136.946883 nChanged 115 SP:Iteration 17Q (1130.644642 sec): 3 clusters Score: Raw -1300020.252818 + Penalty 1855.715369 = -1298164.537449 nChanged 108 SP:Iteration 18Q (1130.711066 sec): 3 clusters Score: Raw -1300048.974695 + Penalty 1855.715369 = -1298193.259327 nChanged 109 SP:Iteration 19Q (1130.776423 sec): 3 clusters Score: Raw -1300080.476112 + Penalty 1855.715369 = -1298224.760744 nChanged 117 SP:Iteration 20F (1130.856647 sec): 3 clusters Score: Raw -1300110.744137 + Penalty 1855.715369 = -1298255.028769 nChanged 107 SP:Iteration 21Q (1130.925317 sec): 3 clusters Score: Raw -1300139.679608 + Penalty 1855.715369 = -1298283.964239 nChanged 90 SP:Iteration 22Q (1130.977147 sec): 3 clusters Score: Raw -1300160.207931 + Penalty 1855.715369 = -1298304.492562 nChanged 91 SP:Iteration 23Q (1131.043732 sec): 3 clusters Score: Raw -1300186.065888 + Penalty 1855.715369 = -1298330.350519 nChanged 108 SP:Iteration 24Q (1131.122844 sec): 3 clusters Score: Raw -1300219.209226 + Penalty 1855.715369 = -1298363.493857 nChanged 116 SP:Iteration 25Q (1131.192050 sec): 3 clusters Score: Raw -1300255.506685 + Penalty 1855.715369 = -1298399.791316 nChanged 119 SP:Iteration 26Q (1131.249478 sec): 3 clusters Score: Raw -1300291.939536 + Penalty 1855.715369 = -1298436.224168 nChanged 110 SP:Iteration 27Q (1131.323934 sec): 3 clusters Score: Raw -1300323.024594 + Penalty 1855.715369 = -1298467.309225 nChanged 104 SP:Iteration 28Q (1131.392427 sec): 3 clusters Score: Raw -1300354.201952 + Penalty 1855.715369 = -1298498.486583 nChanged 79 SP:Iteration 29Q (1131.461139 sec): 3 clusters Score: Raw -1300375.946318 + Penalty 1855.715369 = -1298520.230950 nChanged 69 SP:Iteration 30Q (1131.529146 sec): 3 clusters Score: Raw -1300392.829747 + Penalty 1855.715369 = -1298537.114378 nChanged 58 SP:Iteration 31Q (1131.592931 sec): 3 clusters Score: Raw -1300405.368626 + Penalty 1855.715369 = -1298549.653258 nChanged 57 SP:Iteration 32Q (1131.664735 sec): 3 clusters Score: Raw -1300418.477410 + Penalty 1855.715369 = -1298562.762041 nChanged 52 SP:Iteration 33Q (1131.733840 sec): 3 clusters Score: Raw -1300432.275117 + Penalty 1855.715369 = -1298576.559749 nChanged 58 SP:Iteration 34Q (1131.790657 sec): 3 clusters Score: Raw -1300447.030542 + Penalty 1855.715369 = -1298591.315173 nChanged 50 SP:Iteration 35Q (1131.855520 sec): 3 clusters Score: Raw -1300458.513167 + Penalty 1855.715369 = -1298602.797799 nChanged 45 SP:Iteration 36Q (1131.918077 sec): 3 clusters Score: Raw -1300470.337669 + Penalty 1855.715369 = -1298614.622301 nChanged 48 SP:Iteration 37Q (1131.989420 sec): 3 clusters Score: Raw -1300483.620401 + Penalty 1855.715369 = -1298627.905033 nChanged 47 SP:Iteration 38Q (1132.057803 sec): 3 clusters Score: Raw -1300495.657880 + Penalty 1855.715369 = -1298639.942511 nChanged 39 SP:Iteration 39Q (1132.117297 sec): 3 clusters Score: Raw -1300507.651947 + Penalty 1855.715369 = -1298651.936578 nChanged 45 SP:Iteration 40F (1132.179417 sec): 3 clusters Score: Raw -1300519.831435 + Penalty 1855.715369 = -1298664.116066 nChanged 44 SP:Iteration 41Q (1132.245935 sec): 3 clusters Score: Raw -1300532.454571 + Penalty 1855.715369 = -1298676.739202 nChanged 44 SP:Iteration 42Q (1132.318490 sec): 3 clusters Score: Raw -1300543.063331 + Penalty 1855.715369 = -1298687.347963 nChanged 37 SP:Iteration 43Q (1132.385910 sec): 3 clusters Score: Raw -1300555.166549 + Penalty 1855.715369 = -1298699.451180 nChanged 34 SP:Iteration 44Q (1132.437938 sec): 3 clusters Score: Raw -1300568.031529 + Penalty 1855.715369 = -1298712.316160 nChanged 37 SP:Iteration 45Q (1132.513563 sec): 3 clusters Score: Raw -1300582.526789 + Penalty 1855.715369 = -1298726.811420 nChanged 30 SP:Iteration 46Q (1132.576897 sec): 3 clusters Score: Raw -1300593.505471 + Penalty 1855.715369 = -1298737.790103 nChanged 29 SP:Iteration 47Q (1132.646599 sec): 3 clusters Score: Raw -1300604.875541 + Penalty 1855.715369 = -1298749.160172 nChanged 37 SP:Iteration 48Q (1132.712803 sec): 3 clusters Score: Raw -1300620.542287 + Penalty 1855.715369 = -1298764.826918 nChanged 36 SP:Iteration 49Q (1132.782277 sec): 3 clusters Score: Raw -1300634.534055 + Penalty 1855.715369 = -1298778.818686 nChanged 30 SP:Iteration 50Q (1132.850500 sec): 3 clusters Score: Raw -1300647.822886 + Penalty 1855.715369 = -1298792.107517 nChanged 25 SP:Iteration 51Q (1132.913474 sec): 3 clusters Score: Raw -1300657.623774 + Penalty 1855.715369 = -1298801.908405 nChanged 27 SP:Iteration 52Q (1132.967195 sec): 3 clusters Score: Raw -1300668.079634 + Penalty 1855.715369 = -1298812.364265 nChanged 24 SP:Iteration 53Q (1133.036074 sec): 3 clusters Score: Raw -1300677.242642 + Penalty 1855.715369 = -1298821.527274 nChanged 29 SP:Iteration 54Q (1133.094150 sec): 3 clusters Score: Raw -1300689.823418 + Penalty 1855.715369 = -1298834.108050 nChanged 26 SP:Iteration 55Q (1133.162660 sec): 3 clusters Score: Raw -1300701.008787 + Penalty 1855.715369 = -1298845.293418 nChanged 23 SP:Iteration 56Q (1133.240070 sec): 3 clusters Score: Raw -1300710.735904 + Penalty 1855.715369 = -1298855.020536 nChanged 15 SP:Iteration 57Q (1133.306089 sec): 3 clusters Score: Raw -1300718.458456 + Penalty 1855.715369 = -1298862.743088 nChanged 16 SP:Iteration 58Q (1133.366474 sec): 3 clusters Score: Raw -1300724.797573 + Penalty 1855.715369 = -1298869.082205 nChanged 12 SP:Iteration 59Q (1133.440045 sec): 3 clusters Score: Raw -1300729.749974 + Penalty 1855.715369 = -1298874.034605 nChanged 6 SP:Iteration 60F (1133.511191 sec): 3 clusters Score: Raw -1300730.612992 + Penalty 1855.715369 = -1298874.897623 nChanged 5 SP:Iteration 61Q (1133.563067 sec): 3 clusters Score: Raw -1300731.826265 + Penalty 1855.715369 = -1298876.110897 nChanged 3 SP:Iteration 62Q (1133.628730 sec): 3 clusters Score: Raw -1300732.655656 + Penalty 1855.715369 = -1298876.940288 nChanged 2 SP:Iteration 63Q (1133.697974 sec): 3 clusters Score: Raw -1300733.145954 + Penalty 1855.715369 = -1298877.430586 nChanged 1 SP:Iteration 64Q (1133.752605 sec): 3 clusters Score: Raw -1300733.418286 + Penalty 1855.715369 = -1298877.702917 nChanged 4 SP:Iteration 65Q (1133.822528 sec): 3 clusters Score: Raw -1300734.314579 + Penalty 1855.715369 = -1298878.599210 nChanged 6 SP:Iteration 66Q (1133.884250 sec): 3 clusters Score: Raw -1300736.424765 + Penalty 1855.715369 = -1298880.709396 nChanged 4 SP:Iteration 67Q (1133.934786 sec): 3 clusters Score: Raw -1300738.142127 + Penalty 1855.715369 = -1298882.426758 nChanged 8 SP:Iteration 68Q (1133.991868 sec): 3 clusters Score: Raw -1300741.028259 + Penalty 1855.715369 = -1298885.312890 nChanged 3 SP:Iteration 69Q (1134.047100 sec): 3 clusters Score: Raw -1300741.702795 + Penalty 1855.715369 = -1298885.987426 nChanged 4 SP:Iteration 70Q (1134.111399 sec): 3 clusters Score: Raw -1300743.467203 + Penalty 1855.715369 = -1298887.751834 nChanged 5 SP:Iteration 71Q (1134.167249 sec): 3 clusters Score: Raw -1300745.071841 + Penalty 1855.715369 = -1298889.356473 nChanged 4 SP:Iteration 72Q (1134.224160 sec): 3 clusters Score: Raw -1300746.049040 + Penalty 1855.715369 = -1298890.333671 nChanged 3 SP:Iteration 73Q (1134.297546 sec): 3 clusters Score: Raw -1300747.083777 + Penalty 1855.715369 = -1298891.368408 nChanged 4 SP:Iteration 74Q (1134.351621 sec): 3 clusters Score: Raw -1300748.243471 + Penalty 1855.715369 = -1298892.528102 nChanged 6 SP:Iteration 75Q (1134.403418 sec): 3 clusters Score: Raw -1300750.213999 + Penalty 1855.715369 = -1298894.498630 nChanged 5 SP:Iteration 76Q (1134.461826 sec): 3 clusters Score: Raw -1300752.244256 + Penalty 1855.715369 = -1298896.528888 nChanged 2 SP:Iteration 77Q (1134.531477 sec): 3 clusters Score: Raw -1300752.766543 + Penalty 1855.715369 = -1298897.051174 nChanged 1 SP:Iteration 78Q (1134.580515 sec): 3 clusters Score: Raw -1300752.996711 + Penalty 1855.715369 = -1298897.281343 nChanged 2 SP:Iteration 79Q (1134.641242 sec): 3 clusters Score: Raw -1300753.731166 + Penalty 1855.715369 = -1298898.015798 nChanged 3 SP:Iteration 80F (1134.708630 sec): 3 clusters Score: Raw -1300755.481602 + Penalty 1855.715369 = -1298899.766233 nChanged 5 SP:Iteration 81Q (1134.772054 sec): 3 clusters Score: Raw -1300757.051821 + Penalty 1855.715369 = -1298901.336452 nChanged 5 SP:Iteration 82Q (1134.826703 sec): 3 clusters Score: Raw -1300759.386693 + Penalty 1855.715369 = -1298903.671325 nChanged 7 SP:Iteration 83Q (1134.888044 sec): 3 clusters Score: Raw -1300762.113673 + Penalty 1855.715369 = -1298906.398304 nChanged 6 SP:Iteration 84Q (1134.949821 sec): 3 clusters Score: Raw -1300764.519564 + Penalty 1855.715369 = -1298908.804196 nChanged 5 SP:Iteration 85Q (1135.001123 sec): 3 clusters Score: Raw -1300765.439712 + Penalty 1855.715369 = -1298909.724343 nChanged 2 SP:Iteration 86Q (1135.069196 sec): 3 clusters Score: Raw -1300766.163913 + Penalty 1855.715369 = -1298910.448545 nChanged 2 SP:Iteration 87Q (1135.128911 sec): 3 clusters Score: Raw -1300767.325789 + Penalty 1855.715369 = -1298911.610420 nChanged 5 SP:Iteration 88Q (1135.187675 sec): 3 clusters Score: Raw -1300768.986815 + Penalty 1855.715369 = -1298913.271447 nChanged 3 SP:Iteration 89Q (1135.255472 sec): 3 clusters Score: Raw -1300769.838629 + Penalty 1855.715369 = -1298914.123260 nChanged 1 SP:Iteration 90Q (1135.317411 sec): 3 clusters Score: Raw -1300770.027600 + Penalty 1855.715369 = -1298914.312231 nChanged 0 SP:Iteration 91F (1135.381389 sec): 3 clusters Score: Raw -1300770.027600 + Penalty 1855.715369 = -1298914.312231 nChanged 0 Iteration 259Q (1137.589381 sec): 22 clusters Score: Raw -25393198.135836 + Penalty 25505.718631 = -25367692.417206 nChanged 37 Iteration 260F (1141.401040 sec): 22 clusters Score: Raw -25393199.619812 + Penalty 25505.718631 = -25367693.901181 nChanged 38 Iteration 261Q (1143.593707 sec): 22 clusters Score: Raw -25393201.415770 + Penalty 25505.718631 = -25367695.697139 nChanged 37 Iteration 262Q (1145.855824 sec): 22 clusters Score: Raw -25393202.396938 + Penalty 25505.718631 = -25367696.678307 nChanged 43 Iteration 263Q (1148.029885 sec): 22 clusters Score: Raw -25393203.458186 + Penalty 25505.718631 = -25367697.739556 nChanged 37 Iteration 264Q (1150.274847 sec): 22 clusters Score: Raw -25393204.408600 + Penalty 25505.718631 = -25367698.689969 nChanged 33 Iteration 265Q (1152.457722 sec): 22 clusters Score: Raw -25393205.084211 + Penalty 25505.718631 = -25367699.365580 nChanged 30 Iteration 266Q (1154.658054 sec): 22 clusters Score: Raw -25393205.870983 + Penalty 25505.718631 = -25367700.152352 nChanged 29 Iteration 267Q (1156.966574 sec): 22 clusters Score: Raw -25393206.552270 + Penalty 25505.718631 = -25367700.833639 nChanged 25 Iteration 268Q (1159.194998 sec): 22 clusters Score: Raw -25393207.007498 + Penalty 25505.718631 = -25367701.288868 nChanged 35 Iteration 269Q (1161.310182 sec): 22 clusters Score: Raw -25393207.574222 + Penalty 25505.718631 = -25367701.855591 nChanged 32 Iteration 270Q (1163.431865 sec): 22 clusters Score: Raw -25393208.026487 + Penalty 25505.718631 = -25367702.307856 nChanged 30 Iteration 271Q (1165.553034 sec): 22 clusters Score: Raw -25393208.463317 + Penalty 25505.718631 = -25367702.744686 nChanged 28 Iteration 272Q (1167.652353 sec): 22 clusters Score: Raw -25393208.872687 + Penalty 25505.718631 = -25367703.154057 nChanged 33 Iteration 273Q (1169.961008 sec): 22 clusters Score: Raw -25393209.634767 + Penalty 25505.718631 = -25367703.916136 nChanged 29 Iteration 274Q (1172.221123 sec): 22 clusters Score: Raw -25393210.323009 + Penalty 25505.718631 = -25367704.604378 nChanged 35 Iteration 275Q (1174.449628 sec): 22 clusters Score: Raw -25393210.660879 + Penalty 25505.718631 = -25367704.942248 nChanged 33 Iteration 276Q (1176.731354 sec): 22 clusters Score: Raw -25393211.120407 + Penalty 25505.718631 = -25367705.401777 nChanged 30 Iteration 277Q (1178.931440 sec): 22 clusters Score: Raw -25393211.580804 + Penalty 25505.718631 = -25367705.862173 nChanged 30 Iteration 278Q (1181.144540 sec): 22 clusters Score: Raw -25393212.217513 + Penalty 25505.718631 = -25367706.498882 nChanged 28 Iteration 279Q (1183.256467 sec): 22 clusters Score: Raw -25393212.672064 + Penalty 25505.718631 = -25367706.953433 nChanged 19 Iteration 280F (1187.030955 sec): 22 clusters Score: Raw -25393213.037950 + Penalty 25505.718631 = -25367707.319319 nChanged 26 Iteration 281Q (1189.241454 sec): 22 clusters Score: Raw -25393213.412778 + Penalty 25505.718631 = -25367707.694147 nChanged 18 Iteration 282Q (1191.531614 sec): 22 clusters Score: Raw -25393213.575460 + Penalty 25505.718631 = -25367707.856830 nChanged 17 Iteration 283Q (1193.801546 sec): 22 clusters Score: Raw -25393213.814168 + Penalty 25505.718631 = -25367708.095538 nChanged 27 Iteration 284Q (1195.972692 sec): 22 clusters Score: Raw -25393214.303504 + Penalty 25505.718631 = -25367708.584873 nChanged 31 Iteration 285Q (1198.099485 sec): 22 clusters Score: Raw -25393214.840936 + Penalty 25505.718631 = -25367709.122306 nChanged 33 Iteration 286Q (1200.319063 sec): 22 clusters Score: Raw -25393215.522459 + Penalty 25505.718631 = -25367709.803828 nChanged 31 Iteration 287Q (1202.441904 sec): 22 clusters Score: Raw -25393216.026229 + Penalty 25505.718631 = -25367710.307598 nChanged 33 Iteration 288Q (1204.504240 sec): 22 clusters Score: Raw -25393216.792114 + Penalty 25505.718631 = -25367711.073483 nChanged 17 Iteration 289Q (1206.777900 sec): 22 clusters Score: Raw -25393217.136518 + Penalty 25505.718631 = -25367711.417887 nChanged 22 Iteration 290Q (1208.951055 sec): 22 clusters Score: Raw -25393217.726874 + Penalty 25505.718631 = -25367712.008243 nChanged 26 Iteration 291Q (1211.095367 sec): 22 clusters Score: Raw -25393218.195499 + Penalty 25505.718631 = -25367712.476868 nChanged 37 Iteration 292Q (1213.340917 sec): 22 clusters Score: Raw -25393218.839878 + Penalty 25505.718631 = -25367713.121248 nChanged 40 Iteration 293Q (1215.567549 sec): 22 clusters Score: Raw -25393219.416779 + Penalty 25505.718631 = -25367713.698148 nChanged 59 Iteration 294Q (1217.714854 sec): 22 clusters Score: Raw -25393220.278788 + Penalty 25505.718631 = -25367714.560157 nChanged 54 Iteration 295Q (1219.921815 sec): 22 clusters Score: Raw -25393221.155620 + Penalty 25505.718631 = -25367715.436989 nChanged 50 Iteration 296Q (1222.186425 sec): 22 clusters Score: Raw -25393221.836248 + Penalty 25505.718631 = -25367716.117617 nChanged 53 Iteration 297Q (1224.417366 sec): 22 clusters Score: Raw -25393222.487280 + Penalty 25505.718631 = -25367716.768650 nChanged 54 Iteration 298Q (1226.618835 sec): 22 clusters Score: Raw -25393223.061515 + Penalty 25505.718631 = -25367717.342884 nChanged 44 Writing temp clu file Because OldScore, -25367716.768650, is greater than current (better) Score,-25367717.342884 Compute initial score before splitting: Score: Raw -25393223.061515 + Penalty 25505.718631 = -25367717.342884 Trying to split cluster 1 (26979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1226.746826 sec): 2 clusters Score: Raw -2049581.150225 + Penalty 969.267336 = -2048611.882889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1226.823714 sec): 3 clusters Score: Raw -2032265.241569 + Penalty 1938.534672 = -2030326.706896 nChanged 12674 SP:Iteration 1F (1226.889350 sec): 3 clusters Score: Raw -2039974.152303 + Penalty 1938.534672 = -2038035.617631 nChanged 1427 SP:Iteration 2F (1226.969945 sec): 3 clusters Score: Raw -2040722.287173 + Penalty 1938.534672 = -2038783.752501 nChanged 1573 SP:Iteration 3F (1227.037929 sec): 3 clusters Score: Raw -2041737.033864 + Penalty 1938.534672 = -2039798.499191 nChanged 1747 SP:Iteration 4F (1227.114679 sec): 3 clusters Score: Raw -2042986.129627 + Penalty 1938.534672 = -2041047.594954 nChanged 1868 SP:Iteration 5F (1227.187367 sec): 3 clusters Score: Raw -2044325.178601 + Penalty 1938.534672 = -2042386.643929 nChanged 1815 SP:Iteration 6F (1227.268880 sec): 3 clusters Score: Raw -2045653.944283 + Penalty 1938.534672 = -2043715.409611 nChanged 1576 SP:Iteration 7F (1227.341852 sec): 3 clusters Score: Raw -2046766.642043 + Penalty 1938.534672 = -2044828.107371 nChanged 1285 SP:Iteration 8Q (1227.422177 sec): 3 clusters Score: Raw -2047672.108075 + Penalty 1938.534672 = -2045733.573403 nChanged 956 SP:Iteration 9Q (1227.500618 sec): 3 clusters Score: Raw -2048326.178768 + Penalty 1938.534672 = -2046387.644095 nChanged 684 SP:Iteration 10Q (1227.578372 sec): 3 clusters Score: Raw -2048746.818225 + Penalty 1938.534672 = -2046808.283553 nChanged 506 SP:Iteration 11Q (1227.652701 sec): 3 clusters Score: Raw -2049031.912146 + Penalty 1938.534672 = -2047093.377474 nChanged 401 SP:Iteration 12Q (1227.730481 sec): 3 clusters Score: Raw -2049233.936432 + Penalty 1938.534672 = -2047295.401760 nChanged 340 SP:Iteration 13Q (1227.806271 sec): 3 clusters Score: Raw -2049371.202067 + Penalty 1938.534672 = -2047432.667394 nChanged 300 SP:Iteration 14Q (1227.873915 sec): 3 clusters Score: Raw -2049495.703492 + Penalty 1938.534672 = -2047557.168820 nChanged 265 SP:Iteration 15Q (1227.957812 sec): 3 clusters Score: Raw -2049600.725078 + Penalty 1938.534672 = -2047662.190405 nChanged 236 SP:Iteration 16Q (1228.032580 sec): 3 clusters Score: Raw -2049690.048223 + Penalty 1938.534672 = -2047751.513551 nChanged 228 SP:Iteration 17Q (1228.100468 sec): 3 clusters Score: Raw -2049771.701147 + Penalty 1938.534672 = -2047833.166474 nChanged 202 SP:Iteration 18Q (1228.181352 sec): 3 clusters Score: Raw -2049836.805336 + Penalty 1938.534672 = -2047898.270664 nChanged 177 SP:Iteration 19Q (1228.254681 sec): 3 clusters Score: Raw -2049892.040704 + Penalty 1938.534672 = -2047953.506032 nChanged 160 SP:Iteration 20F (1228.335052 sec): 3 clusters Score: Raw -2049946.438166 + Penalty 1938.534672 = -2048007.903494 nChanged 150 SP:Iteration 21Q (1228.396955 sec): 3 clusters Score: Raw -2049998.945828 + Penalty 1938.534672 = -2048060.411156 nChanged 132 SP:Iteration 22Q (1228.469430 sec): 3 clusters Score: Raw -2050034.670112 + Penalty 1938.534672 = -2048096.135439 nChanged 108 SP:Iteration 23Q (1228.551441 sec): 3 clusters Score: Raw -2050062.471906 + Penalty 1938.534672 = -2048123.937234 nChanged 90 SP:Iteration 24Q (1228.624976 sec): 3 clusters Score: Raw -2050085.459727 + Penalty 1938.534672 = -2048146.925054 nChanged 91 SP:Iteration 25Q (1228.695165 sec): 3 clusters Score: Raw -2050108.827053 + Penalty 1938.534672 = -2048170.292381 nChanged 73 SP:Iteration 26Q (1228.782227 sec): 3 clusters Score: Raw -2050127.482420 + Penalty 1938.534672 = -2048188.947748 nChanged 63 SP:Iteration 27Q (1228.860763 sec): 3 clusters Score: Raw -2050140.672626 + Penalty 1938.534672 = -2048202.137954 nChanged 56 SP:Iteration 28Q (1228.938050 sec): 3 clusters Score: Raw -2050153.051537 + Penalty 1938.534672 = -2048214.516865 nChanged 53 SP:Iteration 29Q (1229.016947 sec): 3 clusters Score: Raw -2050164.399945 + Penalty 1938.534672 = -2048225.865273 nChanged 50 SP:Iteration 30Q (1229.076380 sec): 3 clusters Score: Raw -2050175.211873 + Penalty 1938.534672 = -2048236.677201 nChanged 40 SP:Iteration 31Q (1229.160676 sec): 3 clusters Score: Raw -2050184.435229 + Penalty 1938.534672 = -2048245.900556 nChanged 38 SP:Iteration 32Q (1229.224909 sec): 3 clusters Score: Raw -2050194.466532 + Penalty 1938.534672 = -2048255.931860 nChanged 42 SP:Iteration 33Q (1229.300029 sec): 3 clusters Score: Raw -2050203.971290 + Penalty 1938.534672 = -2048265.436617 nChanged 41 SP:Iteration 34Q (1229.371345 sec): 3 clusters Score: Raw -2050212.550645 + Penalty 1938.534672 = -2048274.015973 nChanged 31 SP:Iteration 35Q (1229.453865 sec): 3 clusters Score: Raw -2050217.064122 + Penalty 1938.534672 = -2048278.529449 nChanged 33 SP:Iteration 36Q (1229.529812 sec): 3 clusters Score: Raw -2050223.129579 + Penalty 1938.534672 = -2048284.594907 nChanged 34 SP:Iteration 37Q (1229.592902 sec): 3 clusters Score: Raw -2050228.994818 + Penalty 1938.534672 = -2048290.460146 nChanged 31 SP:Iteration 38Q (1229.668570 sec): 3 clusters Score: Raw -2050234.264901 + Penalty 1938.534672 = -2048295.730229 nChanged 27 SP:Iteration 39Q (1229.746886 sec): 3 clusters Score: Raw -2050238.857027 + Penalty 1938.534672 = -2048300.322355 nChanged 33 SP:Iteration 40F (1229.833833 sec): 3 clusters Score: Raw -2050244.280929 + Penalty 1938.534672 = -2048305.746256 nChanged 26 SP:Iteration 41Q (1229.899849 sec): 3 clusters Score: Raw -2050247.978409 + Penalty 1938.534672 = -2048309.443737 nChanged 16 SP:Iteration 42Q (1229.976805 sec): 3 clusters Score: Raw -2050250.516084 + Penalty 1938.534672 = -2048311.981412 nChanged 15 SP:Iteration 43Q (1230.054905 sec): 3 clusters Score: Raw -2050252.684061 + Penalty 1938.534672 = -2048314.149389 nChanged 16 SP:Iteration 44Q (1230.132966 sec): 3 clusters Score: Raw -2050255.051080 + Penalty 1938.534672 = -2048316.516407 nChanged 13 SP:Iteration 45Q (1230.207719 sec): 3 clusters Score: Raw -2050256.617848 + Penalty 1938.534672 = -2048318.083175 nChanged 8 SP:Iteration 46Q (1230.284018 sec): 3 clusters Score: Raw -2050257.497205 + Penalty 1938.534672 = -2048318.962533 nChanged 5 SP:Iteration 47Q (1230.347599 sec): 3 clusters Score: Raw -2050258.228978 + Penalty 1938.534672 = -2048319.694306 nChanged 5 SP:Iteration 48Q (1230.412254 sec): 3 clusters Score: Raw -2050259.001037 + Penalty 1938.534672 = -2048320.466365 nChanged 9 SP:Iteration 49Q (1230.488295 sec): 3 clusters Score: Raw -2050260.501405 + Penalty 1938.534672 = -2048321.966732 nChanged 7 SP:Iteration 50Q (1230.573391 sec): 3 clusters Score: Raw -2050260.981765 + Penalty 1938.534672 = -2048322.447093 nChanged 3 SP:Iteration 51Q (1230.649581 sec): 3 clusters Score: Raw -2050261.164146 + Penalty 1938.534672 = -2048322.629474 nChanged 3 SP:Iteration 52Q (1230.720972 sec): 3 clusters Score: Raw -2050261.295484 + Penalty 1938.534672 = -2048322.760812 nChanged 4 SP:Iteration 53Q (1230.800340 sec): 3 clusters Score: Raw -2050261.518695 + Penalty 1938.534672 = -2048322.984023 nChanged 2 SP:Iteration 54Q (1230.868405 sec): 3 clusters Score: Raw -2050261.674193 + Penalty 1938.534672 = -2048323.139521 nChanged 3 SP:Iteration 55Q (1230.942299 sec): 3 clusters Score: Raw -2050261.871961 + Penalty 1938.534672 = -2048323.337289 nChanged 3 SP:Iteration 56Q (1231.019923 sec): 3 clusters Score: Raw -2050262.146919 + Penalty 1938.534672 = -2048323.612247 nChanged 2 SP:Iteration 57Q (1231.096169 sec): 3 clusters Score: Raw -2050262.325562 + Penalty 1938.534672 = -2048323.790890 nChanged 2 SP:Iteration 58Q (1231.180778 sec): 3 clusters Score: Raw -2050262.581892 + Penalty 1938.534672 = -2048324.047219 nChanged 3 SP:Iteration 59Q (1231.258119 sec): 3 clusters Score: Raw -2050262.840800 + Penalty 1938.534672 = -2048324.306127 nChanged 2 SP:Iteration 60F (1231.333981 sec): 3 clusters Score: Raw -2050263.223844 + Penalty 1938.534672 = -2048324.689171 nChanged 2 SP:Iteration 61Q (1231.410571 sec): 3 clusters Score: Raw -2050263.493014 + Penalty 1938.534672 = -2048324.958342 nChanged 4 SP:Iteration 62Q (1231.478591 sec): 3 clusters Score: Raw -2050263.885167 + Penalty 1938.534672 = -2048325.350495 nChanged 4 SP:Iteration 63Q (1231.545455 sec): 3 clusters Score: Raw -2050264.429629 + Penalty 1938.534672 = -2048325.894957 nChanged 4 SP:Iteration 64Q (1231.622786 sec): 3 clusters Score: Raw -2050264.886642 + Penalty 1938.534672 = -2048326.351970 nChanged 4 SP:Iteration 65Q (1231.694857 sec): 3 clusters Score: Raw -2050265.148450 + Penalty 1938.534672 = -2048326.613778 nChanged 1 SP:Iteration 66Q (1231.773316 sec): 3 clusters Score: Raw -2050265.253222 + Penalty 1938.534672 = -2048326.718550 nChanged 0 SP:Iteration 67F (1231.842917 sec): 3 clusters Score: Raw -2050265.253222 + Penalty 1938.534672 = -2048326.718550 nChanged 0 Trying to split cluster 2 (2094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1231.870930 sec): 2 clusters Score: Raw -167809.270541 + Penalty 726.448982 = -167082.821559 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1231.917556 sec): 3 clusters Score: Raw -166780.432279 + Penalty 1452.897964 = -165327.534314 nChanged 812 SP:Iteration 1F (1231.956387 sec): 3 clusters Score: Raw -167285.996667 + Penalty 1452.897964 = -165833.098702 nChanged 178 SP:Iteration 2F (1231.997861 sec): 3 clusters Score: Raw -167442.629493 + Penalty 1452.897964 = -165989.731528 nChanged 141 SP:Iteration 3F (1232.043801 sec): 3 clusters Score: Raw -167594.143401 + Penalty 1452.897964 = -166141.245437 nChanged 142 SP:Iteration 4F (1232.087651 sec): 3 clusters Score: Raw -167757.649044 + Penalty 1452.897964 = -166304.751080 nChanged 121 SP:Iteration 5F (1232.141586 sec): 3 clusters Score: Raw -167884.939481 + Penalty 1452.897964 = -166432.041517 nChanged 91 SP:Iteration 6Q (1232.181395 sec): 3 clusters Score: Raw -167967.242772 + Penalty 1452.897964 = -166514.344808 nChanged 76 SP:Iteration 7Q (1232.210524 sec): 3 clusters Score: Raw -168017.310566 + Penalty 1452.897964 = -166564.412601 nChanged 49 SP:Iteration 8Q (1232.254354 sec): 3 clusters Score: Raw -168048.582465 + Penalty 1452.897964 = -166595.684500 nChanged 34 SP:Iteration 9Q (1232.306368 sec): 3 clusters Score: Raw -168066.032657 + Penalty 1452.897964 = -166613.134693 nChanged 29 SP:Iteration 10Q (1232.338346 sec): 3 clusters Score: Raw -168079.689341 + Penalty 1452.897964 = -166626.791377 nChanged 20 SP:Iteration 11Q (1232.383445 sec): 3 clusters Score: Raw -168090.092658 + Penalty 1452.897964 = -166637.194693 nChanged 16 SP:Iteration 12Q (1232.441145 sec): 3 clusters Score: Raw -168095.033219 + Penalty 1452.897964 = -166642.135254 nChanged 14 SP:Iteration 13Q (1232.473342 sec): 3 clusters Score: Raw -168100.954374 + Penalty 1452.897964 = -166648.056410 nChanged 11 SP:Iteration 14Q (1232.527044 sec): 3 clusters Score: Raw -168103.875871 + Penalty 1452.897964 = -166650.977907 nChanged 7 SP:Iteration 15Q (1232.567916 sec): 3 clusters Score: Raw -168106.821631 + Penalty 1452.897964 = -166653.923667 nChanged 6 SP:Iteration 16Q (1232.607347 sec): 3 clusters Score: Raw -168108.049304 + Penalty 1452.897964 = -166655.151340 nChanged 2 SP:Iteration 17Q (1232.641462 sec): 3 clusters Score: Raw -168108.993234 + Penalty 1452.897964 = -166656.095269 nChanged 5 SP:Iteration 18Q (1232.683437 sec): 3 clusters Score: Raw -168111.552012 + Penalty 1452.897964 = -166658.654048 nChanged 3 SP:Iteration 19Q (1232.710245 sec): 3 clusters Score: Raw -168111.916869 + Penalty 1452.897964 = -166659.018905 nChanged 1 SP:Iteration 20F (1232.745643 sec): 3 clusters Score: Raw -168112.069967 + Penalty 1452.897964 = -166659.172003 nChanged 1 SP:Iteration 21Q (1232.783886 sec): 3 clusters Score: Raw -168112.355764 + Penalty 1452.897964 = -166659.457800 nChanged 1 SP:Iteration 22Q (1232.825897 sec): 3 clusters Score: Raw -168112.506139 + Penalty 1452.897964 = -166659.608175 nChanged 0 SP:Iteration 23F (1232.861439 sec): 3 clusters Score: Raw -168112.506139 + Penalty 1452.897964 = -166659.608175 nChanged 0 Trying to split cluster 3 (24409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1232.916072 sec): 2 clusters Score: Raw -1748278.390557 + Penalty 959.757184 = -1747318.633373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1232.983738 sec): 3 clusters Score: Raw -1732956.359685 + Penalty 1919.514367 = -1731036.845318 nChanged 11387 SP:Iteration 1F (1233.061876 sec): 3 clusters Score: Raw -1739503.736357 + Penalty 1919.514367 = -1737584.221990 nChanged 1156 SP:Iteration 2Q (1233.143643 sec): 3 clusters Score: Raw -1739897.728445 + Penalty 1919.514367 = -1737978.214078 nChanged 1118 SP:Iteration 3Q (1233.224550 sec): 3 clusters Score: Raw -1740313.015140 + Penalty 1919.514367 = -1738393.500773 nChanged 1155 SP:Iteration 4Q (1233.298084 sec): 3 clusters Score: Raw -1740784.906181 + Penalty 1919.514367 = -1738865.391813 nChanged 1181 SP:Iteration 5Q (1233.358405 sec): 3 clusters Score: Raw -1741306.425746 + Penalty 1919.514367 = -1739386.911379 nChanged 1255 SP:Iteration 6F (1233.439103 sec): 3 clusters Score: Raw -1741940.402852 + Penalty 1919.514367 = -1740020.888484 nChanged 1289 SP:Iteration 7F (1233.504586 sec): 3 clusters Score: Raw -1742731.474307 + Penalty 1919.514367 = -1740811.959940 nChanged 1327 SP:Iteration 8F (1233.586175 sec): 3 clusters Score: Raw -1743755.527937 + Penalty 1919.514367 = -1741836.013570 nChanged 1228 SP:Iteration 9F (1233.664981 sec): 3 clusters Score: Raw -1744783.348409 + Penalty 1919.514367 = -1742863.834042 nChanged 1032 SP:Iteration 10Q (1233.744482 sec): 3 clusters Score: Raw -1745550.797711 + Penalty 1919.514367 = -1743631.283344 nChanged 790 SP:Iteration 11Q (1233.818965 sec): 3 clusters Score: Raw -1745986.500235 + Penalty 1919.514367 = -1744066.985867 nChanged 544 SP:Iteration 12Q (1233.887455 sec): 3 clusters Score: Raw -1746266.053212 + Penalty 1919.514367 = -1744346.538845 nChanged 466 SP:Iteration 13Q (1233.964688 sec): 3 clusters Score: Raw -1746494.238094 + Penalty 1919.514367 = -1744574.723727 nChanged 435 SP:Iteration 14Q (1234.034093 sec): 3 clusters Score: Raw -1746708.340034 + Penalty 1919.514367 = -1744788.825667 nChanged 440 SP:Iteration 15Q (1234.118559 sec): 3 clusters Score: Raw -1746932.638796 + Penalty 1919.514367 = -1745013.124429 nChanged 429 SP:Iteration 16Q (1234.195949 sec): 3 clusters Score: Raw -1747157.414066 + Penalty 1919.514367 = -1745237.899699 nChanged 375 SP:Iteration 17Q (1234.270911 sec): 3 clusters Score: Raw -1747334.649633 + Penalty 1919.514367 = -1745415.135266 nChanged 335 SP:Iteration 18Q (1234.346995 sec): 3 clusters Score: Raw -1747476.119224 + Penalty 1919.514367 = -1745556.604857 nChanged 336 SP:Iteration 19Q (1234.421913 sec): 3 clusters Score: Raw -1747617.195629 + Penalty 1919.514367 = -1745697.681261 nChanged 291 SP:Iteration 20F (1234.494518 sec): 3 clusters Score: Raw -1747739.255045 + Penalty 1919.514367 = -1745819.740678 nChanged 265 SP:Iteration 21Q (1234.567318 sec): 3 clusters Score: Raw -1747844.067538 + Penalty 1919.514367 = -1745924.553170 nChanged 236 SP:Iteration 22Q (1234.633264 sec): 3 clusters Score: Raw -1747934.186179 + Penalty 1919.514367 = -1746014.671812 nChanged 199 SP:Iteration 23Q (1234.716448 sec): 3 clusters Score: Raw -1748001.022255 + Penalty 1919.514367 = -1746081.507888 nChanged 162 SP:Iteration 24Q (1234.789078 sec): 3 clusters Score: Raw -1748051.647906 + Penalty 1919.514367 = -1746132.133538 nChanged 139 SP:Iteration 25Q (1234.864036 sec): 3 clusters Score: Raw -1748091.683947 + Penalty 1919.514367 = -1746172.169580 nChanged 148 SP:Iteration 26Q (1234.937230 sec): 3 clusters Score: Raw -1748136.818852 + Penalty 1919.514367 = -1746217.304484 nChanged 138 SP:Iteration 27Q (1234.998703 sec): 3 clusters Score: Raw -1748177.289170 + Penalty 1919.514367 = -1746257.774803 nChanged 131 SP:Iteration 28Q (1235.077126 sec): 3 clusters Score: Raw -1748216.679204 + Penalty 1919.514367 = -1746297.164837 nChanged 110 SP:Iteration 29Q (1235.149898 sec): 3 clusters Score: Raw -1748247.387068 + Penalty 1919.514367 = -1746327.872701 nChanged 111 SP:Iteration 30Q (1235.219304 sec): 3 clusters Score: Raw -1748281.934591 + Penalty 1919.514367 = -1746362.420224 nChanged 105 SP:Iteration 31Q (1235.293746 sec): 3 clusters Score: Raw -1748312.196082 + Penalty 1919.514367 = -1746392.681714 nChanged 72 SP:Iteration 32Q (1235.361198 sec): 3 clusters Score: Raw -1748328.990643 + Penalty 1919.514367 = -1746409.476276 nChanged 68 SP:Iteration 33Q (1235.434055 sec): 3 clusters Score: Raw -1748344.758473 + Penalty 1919.514367 = -1746425.244106 nChanged 58 SP:Iteration 34Q (1235.502916 sec): 3 clusters Score: Raw -1748357.423495 + Penalty 1919.514367 = -1746437.909128 nChanged 54 SP:Iteration 35Q (1235.572545 sec): 3 clusters Score: Raw -1748369.680166 + Penalty 1919.514367 = -1746450.165799 nChanged 58 SP:Iteration 36Q (1235.650593 sec): 3 clusters Score: Raw -1748383.160361 + Penalty 1919.514367 = -1746463.645994 nChanged 55 SP:Iteration 37Q (1235.727801 sec): 3 clusters Score: Raw -1748395.171830 + Penalty 1919.514367 = -1746475.657463 nChanged 51 SP:Iteration 38Q (1235.797101 sec): 3 clusters Score: Raw -1748406.115326 + Penalty 1919.514367 = -1746486.600958 nChanged 42 SP:Iteration 39Q (1235.872075 sec): 3 clusters Score: Raw -1748414.498452 + Penalty 1919.514367 = -1746494.984085 nChanged 30 SP:Iteration 40F (1235.929223 sec): 3 clusters Score: Raw -1748419.753034 + Penalty 1919.514367 = -1746500.238667 nChanged 29 SP:Iteration 41Q (1235.998239 sec): 3 clusters Score: Raw -1748424.100077 + Penalty 1919.514367 = -1746504.585710 nChanged 27 SP:Iteration 42Q (1236.078274 sec): 3 clusters Score: Raw -1748429.350692 + Penalty 1919.514367 = -1746509.836325 nChanged 24 SP:Iteration 43Q (1236.151968 sec): 3 clusters Score: Raw -1748433.484833 + Penalty 1919.514367 = -1746513.970466 nChanged 22 SP:Iteration 44Q (1236.178382 sec): 3 clusters Score: Raw -1748437.555484 + Penalty 1919.514367 = -1746518.041117 nChanged 26 SP:Iteration 45Q (1236.215146 sec): 3 clusters Score: Raw -1748442.046142 + Penalty 1919.514367 = -1746522.531775 nChanged 24 SP:Iteration 46Q (1236.251655 sec): 3 clusters Score: Raw -1748446.719844 + Penalty 1919.514367 = -1746527.205477 nChanged 23 SP:Iteration 47Q (1236.294706 sec): 3 clusters Score: Raw -1748450.429981 + Penalty 1919.514367 = -1746530.915614 nChanged 14 SP:Iteration 48Q (1236.381216 sec): 3 clusters Score: Raw -1748453.244255 + Penalty 1919.514367 = -1746533.729888 nChanged 13 SP:Iteration 49Q (1236.455122 sec): 3 clusters Score: Raw -1748455.789944 + Penalty 1919.514367 = -1746536.275577 nChanged 13 SP:Iteration 50Q (1236.520340 sec): 3 clusters Score: Raw -1748457.711733 + Penalty 1919.514367 = -1746538.197366 nChanged 13 SP:Iteration 51Q (1236.600932 sec): 3 clusters Score: Raw -1748459.905612 + Penalty 1919.514367 = -1746540.391245 nChanged 15 SP:Iteration 52Q (1236.674260 sec): 3 clusters Score: Raw -1748462.368659 + Penalty 1919.514367 = -1746542.854292 nChanged 16 SP:Iteration 53Q (1236.743487 sec): 3 clusters Score: Raw -1748464.863400 + Penalty 1919.514367 = -1746545.349032 nChanged 17 SP:Iteration 54Q (1236.816002 sec): 3 clusters Score: Raw -1748468.843849 + Penalty 1919.514367 = -1746549.329482 nChanged 19 SP:Iteration 55Q (1236.886287 sec): 3 clusters Score: Raw -1748472.996132 + Penalty 1919.514367 = -1746553.481765 nChanged 19 SP:Iteration 56Q (1236.958696 sec): 3 clusters Score: Raw -1748478.262963 + Penalty 1919.514367 = -1746558.748596 nChanged 19 SP:Iteration 57Q (1237.027633 sec): 3 clusters Score: Raw -1748483.064357 + Penalty 1919.514367 = -1746563.549990 nChanged 16 SP:Iteration 58Q (1237.104237 sec): 3 clusters Score: Raw -1748487.313428 + Penalty 1919.514367 = -1746567.799061 nChanged 14 SP:Iteration 59Q (1237.177395 sec): 3 clusters Score: Raw -1748490.213072 + Penalty 1919.514367 = -1746570.698705 nChanged 10 SP:Iteration 60F (1237.257507 sec): 3 clusters Score: Raw -1748491.850548 + Penalty 1919.514367 = -1746572.336180 nChanged 7 SP:Iteration 61Q (1237.330257 sec): 3 clusters Score: Raw -1748493.050596 + Penalty 1919.514367 = -1746573.536229 nChanged 4 SP:Iteration 62Q (1237.399374 sec): 3 clusters Score: Raw -1748493.352869 + Penalty 1919.514367 = -1746573.838502 nChanged 2 SP:Iteration 63Q (1237.468389 sec): 3 clusters Score: Raw -1748493.481830 + Penalty 1919.514367 = -1746573.967463 nChanged 0 SP:Iteration 64F (1237.539707 sec): 3 clusters Score: Raw -1748493.481830 + Penalty 1919.514367 = -1746573.967463 nChanged 0 Trying to split cluster 4 (16958 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1237.580172 sec): 2 clusters Score: Raw -1231456.838671 + Penalty 925.157023 = -1230531.681648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1237.651149 sec): 3 clusters Score: Raw -1220965.679387 + Penalty 1850.314046 = -1219115.365341 nChanged 7802 SP:Iteration 1F (1237.706199 sec): 3 clusters Score: Raw -1225454.816575 + Penalty 1850.314046 = -1223604.502529 nChanged 908 SP:Iteration 2F (1237.760068 sec): 3 clusters Score: Raw -1225826.647106 + Penalty 1850.314046 = -1223976.333060 nChanged 901 SP:Iteration 3F (1237.831619 sec): 3 clusters Score: Raw -1226271.491646 + Penalty 1850.314046 = -1224421.177601 nChanged 978 SP:Iteration 4F (1237.896954 sec): 3 clusters Score: Raw -1226792.275093 + Penalty 1850.314046 = -1224941.961047 nChanged 944 SP:Iteration 5F (1237.960312 sec): 3 clusters Score: Raw -1227402.300342 + Penalty 1850.314046 = -1225551.986296 nChanged 1020 SP:Iteration 6F (1238.019652 sec): 3 clusters Score: Raw -1228192.691672 + Penalty 1850.314046 = -1226342.377626 nChanged 1028 SP:Iteration 7F (1238.084303 sec): 3 clusters Score: Raw -1228954.056055 + Penalty 1850.314046 = -1227103.742009 nChanged 829 SP:Iteration 8Q (1238.157597 sec): 3 clusters Score: Raw -1229441.634507 + Penalty 1850.314046 = -1227591.320461 nChanged 622 SP:Iteration 9Q (1238.228275 sec): 3 clusters Score: Raw -1229740.720130 + Penalty 1850.314046 = -1227890.406084 nChanged 465 SP:Iteration 10Q (1238.293195 sec): 3 clusters Score: Raw -1229913.326372 + Penalty 1850.314046 = -1228063.012327 nChanged 345 SP:Iteration 11Q (1238.362549 sec): 3 clusters Score: Raw -1230021.876135 + Penalty 1850.314046 = -1228171.562089 nChanged 274 SP:Iteration 12Q (1238.420089 sec): 3 clusters Score: Raw -1230098.525266 + Penalty 1850.314046 = -1228248.211221 nChanged 222 SP:Iteration 13Q (1238.476167 sec): 3 clusters Score: Raw -1230159.966692 + Penalty 1850.314046 = -1228309.652646 nChanged 209 SP:Iteration 14Q (1238.543522 sec): 3 clusters Score: Raw -1230215.871170 + Penalty 1850.314046 = -1228365.557124 nChanged 223 SP:Iteration 15Q (1238.602277 sec): 3 clusters Score: Raw -1230284.112561 + Penalty 1850.314046 = -1228433.798515 nChanged 230 SP:Iteration 16Q (1238.672125 sec): 3 clusters Score: Raw -1230350.297833 + Penalty 1850.314046 = -1228499.983787 nChanged 214 SP:Iteration 17Q (1238.725560 sec): 3 clusters Score: Raw -1230415.369694 + Penalty 1850.314046 = -1228565.055648 nChanged 220 SP:Iteration 18Q (1238.789131 sec): 3 clusters Score: Raw -1230489.564470 + Penalty 1850.314046 = -1228639.250424 nChanged 266 SP:Iteration 19Q (1238.860904 sec): 3 clusters Score: Raw -1230589.550056 + Penalty 1850.314046 = -1228739.236010 nChanged 265 SP:Iteration 20F (1238.914212 sec): 3 clusters Score: Raw -1230689.238023 + Penalty 1850.314046 = -1228838.923977 nChanged 232 SP:Iteration 21Q (1238.975065 sec): 3 clusters Score: Raw -1230771.957091 + Penalty 1850.314046 = -1228921.643045 nChanged 219 SP:Iteration 22Q (1239.037445 sec): 3 clusters Score: Raw -1230853.000028 + Penalty 1850.314046 = -1229002.685982 nChanged 232 SP:Iteration 23Q (1239.097975 sec): 3 clusters Score: Raw -1230937.943319 + Penalty 1850.314046 = -1229087.629273 nChanged 200 SP:Iteration 24Q (1239.156198 sec): 3 clusters Score: Raw -1231010.042669 + Penalty 1850.314046 = -1229159.728623 nChanged 203 SP:Iteration 25Q (1239.215430 sec): 3 clusters Score: Raw -1231093.327219 + Penalty 1850.314046 = -1229243.013173 nChanged 196 SP:Iteration 26Q (1239.275133 sec): 3 clusters Score: Raw -1231172.600945 + Penalty 1850.314046 = -1229322.286900 nChanged 179 SP:Iteration 27Q (1239.336120 sec): 3 clusters Score: Raw -1231240.638105 + Penalty 1850.314046 = -1229390.324059 nChanged 133 SP:Iteration 28Q (1239.403162 sec): 3 clusters Score: Raw -1231285.372162 + Penalty 1850.314046 = -1229435.058116 nChanged 115 SP:Iteration 29Q (1239.464766 sec): 3 clusters Score: Raw -1231324.690392 + Penalty 1850.314046 = -1229474.376346 nChanged 102 SP:Iteration 30Q (1239.519083 sec): 3 clusters Score: Raw -1231362.967543 + Penalty 1850.314046 = -1229512.653498 nChanged 101 SP:Iteration 31Q (1239.583876 sec): 3 clusters Score: Raw -1231402.411973 + Penalty 1850.314046 = -1229552.097927 nChanged 92 SP:Iteration 32Q (1239.654896 sec): 3 clusters Score: Raw -1231435.847808 + Penalty 1850.314046 = -1229585.533763 nChanged 76 SP:Iteration 33Q (1239.720052 sec): 3 clusters Score: Raw -1231462.700486 + Penalty 1850.314046 = -1229612.386441 nChanged 71 SP:Iteration 34Q (1239.784103 sec): 3 clusters Score: Raw -1231486.228026 + Penalty 1850.314046 = -1229635.913980 nChanged 70 SP:Iteration 35Q (1239.851140 sec): 3 clusters Score: Raw -1231516.497040 + Penalty 1850.314046 = -1229666.182994 nChanged 47 SP:Iteration 36Q (1239.911848 sec): 3 clusters Score: Raw -1231536.864266 + Penalty 1850.314046 = -1229686.550220 nChanged 44 SP:Iteration 37Q (1239.976283 sec): 3 clusters Score: Raw -1231554.388739 + Penalty 1850.314046 = -1229704.074694 nChanged 37 SP:Iteration 38Q (1240.038666 sec): 3 clusters Score: Raw -1231571.290192 + Penalty 1850.314046 = -1229720.976146 nChanged 29 SP:Iteration 39Q (1240.098785 sec): 3 clusters Score: Raw -1231581.307588 + Penalty 1850.314046 = -1229730.993542 nChanged 37 SP:Iteration 40F (1240.166232 sec): 3 clusters Score: Raw -1231597.350496 + Penalty 1850.314046 = -1229747.036451 nChanged 23 SP:Iteration 41Q (1240.227991 sec): 3 clusters Score: Raw -1231605.353672 + Penalty 1850.314046 = -1229755.039626 nChanged 20 SP:Iteration 42Q (1240.291778 sec): 3 clusters Score: Raw -1231612.574659 + Penalty 1850.314046 = -1229762.260613 nChanged 19 SP:Iteration 43Q (1240.349910 sec): 3 clusters Score: Raw -1231622.102877 + Penalty 1850.314046 = -1229771.788831 nChanged 10 SP:Iteration 44Q (1240.407793 sec): 3 clusters Score: Raw -1231626.769539 + Penalty 1850.314046 = -1229776.455493 nChanged 19 SP:Iteration 45Q (1240.468319 sec): 3 clusters Score: Raw -1231632.916107 + Penalty 1850.314046 = -1229782.602061 nChanged 13 SP:Iteration 46Q (1240.531392 sec): 3 clusters Score: Raw -1231638.653357 + Penalty 1850.314046 = -1229788.339311 nChanged 7 SP:Iteration 47Q (1240.601082 sec): 3 clusters Score: Raw -1231642.100196 + Penalty 1850.314046 = -1229791.786151 nChanged 10 SP:Iteration 48Q (1240.666834 sec): 3 clusters Score: Raw -1231645.605338 + Penalty 1850.314046 = -1229795.291292 nChanged 6 SP:Iteration 49Q (1240.731259 sec): 3 clusters Score: Raw -1231647.433524 + Penalty 1850.314046 = -1229797.119478 nChanged 6 SP:Iteration 50Q (1240.787909 sec): 3 clusters Score: Raw -1231649.040383 + Penalty 1850.314046 = -1229798.726337 nChanged 3 SP:Iteration 51Q (1240.862770 sec): 3 clusters Score: Raw -1231649.463974 + Penalty 1850.314046 = -1229799.149928 nChanged 3 SP:Iteration 52Q (1240.928557 sec): 3 clusters Score: Raw -1231650.322786 + Penalty 1850.314046 = -1229800.008741 nChanged 2 SP:Iteration 53Q (1240.981320 sec): 3 clusters Score: Raw -1231651.133253 + Penalty 1850.314046 = -1229800.819207 nChanged 3 SP:Iteration 54Q (1241.036303 sec): 3 clusters Score: Raw -1231652.417722 + Penalty 1850.314046 = -1229802.103676 nChanged 5 SP:Iteration 55Q (1241.105097 sec): 3 clusters Score: Raw -1231655.277211 + Penalty 1850.314046 = -1229804.963165 nChanged 7 SP:Iteration 56Q (1241.171816 sec): 3 clusters Score: Raw -1231658.526327 + Penalty 1850.314046 = -1229808.212281 nChanged 6 SP:Iteration 57Q (1241.238152 sec): 3 clusters Score: Raw -1231661.398060 + Penalty 1850.314046 = -1229811.084014 nChanged 8 SP:Iteration 58Q (1241.301144 sec): 3 clusters Score: Raw -1231664.334428 + Penalty 1850.314046 = -1229814.020383 nChanged 5 SP:Iteration 59Q (1241.363724 sec): 3 clusters Score: Raw -1231666.147450 + Penalty 1850.314046 = -1229815.833405 nChanged 4 SP:Iteration 60F (1241.419049 sec): 3 clusters Score: Raw -1231667.453489 + Penalty 1850.314046 = -1229817.139443 nChanged 2 SP:Iteration 61Q (1241.493576 sec): 3 clusters Score: Raw -1231667.964841 + Penalty 1850.314046 = -1229817.650795 nChanged 2 SP:Iteration 62Q (1241.545975 sec): 3 clusters Score: Raw -1231668.560734 + Penalty 1850.314046 = -1229818.246688 nChanged 2 SP:Iteration 63Q (1241.615566 sec): 3 clusters Score: Raw -1231669.401163 + Penalty 1850.314046 = -1229819.087117 nChanged 2 SP:Iteration 64Q (1241.679693 sec): 3 clusters Score: Raw -1231670.443913 + Penalty 1850.314046 = -1229820.129867 nChanged 3 SP:Iteration 65Q (1241.746406 sec): 3 clusters Score: Raw -1231671.403104 + Penalty 1850.314046 = -1229821.089058 nChanged 1 SP:Iteration 66Q (1241.812041 sec): 3 clusters Score: Raw -1231671.538162 + Penalty 1850.314046 = -1229821.224117 nChanged 0 SP:Iteration 67F (1241.867929 sec): 3 clusters Score: Raw -1231671.538162 + Penalty 1850.314046 = -1229821.224117 nChanged 0 Trying to split cluster 5 (2118 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1241.904345 sec): 2 clusters Score: Raw -150412.302707 + Penalty 727.531615 = -149684.771093 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1241.940512 sec): 3 clusters Score: Raw -149350.478191 + Penalty 1455.063230 = -147895.414961 nChanged 849 SP:Iteration 1F (1241.989099 sec): 3 clusters Score: Raw -149837.517063 + Penalty 1455.063230 = -148382.453833 nChanged 169 SP:Iteration 2F (1242.033908 sec): 3 clusters Score: Raw -149934.292487 + Penalty 1455.063230 = -148479.229257 nChanged 114 SP:Iteration 3F (1242.084868 sec): 3 clusters Score: Raw -149992.280915 + Penalty 1455.063230 = -148537.217685 nChanged 90 SP:Iteration 4Q (1242.132223 sec): 3 clusters Score: Raw -150028.657127 + Penalty 1455.063230 = -148573.593897 nChanged 54 SP:Iteration 5Q (1242.177969 sec): 3 clusters Score: Raw -150052.323390 + Penalty 1455.063230 = -148597.260160 nChanged 53 SP:Iteration 6Q (1242.234010 sec): 3 clusters Score: Raw -150074.046635 + Penalty 1455.063230 = -148618.983405 nChanged 34 SP:Iteration 7Q (1242.279426 sec): 3 clusters Score: Raw -150089.015961 + Penalty 1455.063230 = -148633.952731 nChanged 31 SP:Iteration 8Q (1242.329369 sec): 3 clusters Score: Raw -150102.919837 + Penalty 1455.063230 = -148647.856607 nChanged 28 SP:Iteration 9Q (1242.374591 sec): 3 clusters Score: Raw -150112.180460 + Penalty 1455.063230 = -148657.117230 nChanged 21 SP:Iteration 10Q (1242.424703 sec): 3 clusters Score: Raw -150119.562251 + Penalty 1455.063230 = -148664.499021 nChanged 19 SP:Iteration 11Q (1242.460429 sec): 3 clusters Score: Raw -150127.645193 + Penalty 1455.063230 = -148672.581963 nChanged 13 SP:Iteration 12Q (1242.514360 sec): 3 clusters Score: Raw -150132.015902 + Penalty 1455.063230 = -148676.952672 nChanged 21 SP:Iteration 13Q (1242.562385 sec): 3 clusters Score: Raw -150142.816836 + Penalty 1455.063230 = -148687.753606 nChanged 22 SP:Iteration 14Q (1242.604510 sec): 3 clusters Score: Raw -150149.712591 + Penalty 1455.063230 = -148694.649361 nChanged 18 SP:Iteration 15Q (1242.660034 sec): 3 clusters Score: Raw -150156.830862 + Penalty 1455.063230 = -148701.767632 nChanged 21 SP:Iteration 16Q (1242.708670 sec): 3 clusters Score: Raw -150163.458343 + Penalty 1455.063230 = -148708.395113 nChanged 22 SP:Iteration 17Q (1242.751095 sec): 3 clusters Score: Raw -150170.769276 + Penalty 1455.063230 = -148715.706046 nChanged 22 SP:Iteration 18Q (1242.800841 sec): 3 clusters Score: Raw -150177.420528 + Penalty 1455.063230 = -148722.357298 nChanged 13 SP:Iteration 19Q (1242.860452 sec): 3 clusters Score: Raw -150183.207219 + Penalty 1455.063230 = -148728.143989 nChanged 22 SP:Iteration 20F (1242.900336 sec): 3 clusters Score: Raw -150190.502369 + Penalty 1455.063230 = -148735.439139 nChanged 27 SP:Iteration 21Q (1242.959596 sec): 3 clusters Score: Raw -150199.799611 + Penalty 1455.063230 = -148744.736381 nChanged 26 SP:Iteration 22Q (1243.005151 sec): 3 clusters Score: Raw -150214.051473 + Penalty 1455.063230 = -148758.988243 nChanged 33 SP:Iteration 23Q (1243.049941 sec): 3 clusters Score: Raw -150229.679715 + Penalty 1455.063230 = -148774.616485 nChanged 30 SP:Iteration 24Q (1243.101137 sec): 3 clusters Score: Raw -150241.550350 + Penalty 1455.063230 = -148786.487120 nChanged 25 SP:Iteration 25Q (1243.146461 sec): 3 clusters Score: Raw -150255.414360 + Penalty 1455.063230 = -148800.351130 nChanged 27 SP:Iteration 26Q (1243.195401 sec): 3 clusters Score: Raw -150263.908946 + Penalty 1455.063230 = -148808.845716 nChanged 20 SP:Iteration 27Q (1243.243799 sec): 3 clusters Score: Raw -150271.783329 + Penalty 1455.063230 = -148816.720099 nChanged 27 SP:Iteration 28Q (1243.282853 sec): 3 clusters Score: Raw -150284.934871 + Penalty 1455.063230 = -148829.871641 nChanged 27 SP:Iteration 29Q (1243.329037 sec): 3 clusters Score: Raw -150294.354212 + Penalty 1455.063230 = -148839.290982 nChanged 28 SP:Iteration 30Q (1243.373119 sec): 3 clusters Score: Raw -150304.082270 + Penalty 1455.063230 = -148849.019040 nChanged 25 SP:Iteration 31Q (1243.424352 sec): 3 clusters Score: Raw -150316.332431 + Penalty 1455.063230 = -148861.269201 nChanged 22 SP:Iteration 32Q (1243.455827 sec): 3 clusters Score: Raw -150329.039928 + Penalty 1455.063230 = -148873.976698 nChanged 22 SP:Iteration 33Q (1243.505160 sec): 3 clusters Score: Raw -150343.907480 + Penalty 1455.063230 = -148888.844250 nChanged 27 SP:Iteration 34Q (1243.540096 sec): 3 clusters Score: Raw -150367.733803 + Penalty 1455.063230 = -148912.670573 nChanged 33 SP:Iteration 35Q (1243.597838 sec): 3 clusters Score: Raw -150408.318079 + Penalty 1455.063230 = -148953.254850 nChanged 44 SP:Iteration 36Q (1243.633870 sec): 3 clusters Score: Raw -150492.574189 + Penalty 1455.063230 = -149037.510959 nChanged 64 SP:Iteration 37Q (1243.677869 sec): 3 clusters Score: Raw -150669.777371 + Penalty 1455.063230 = -149214.714141 nChanged 71 SP:Iteration 38Q (1243.721607 sec): 3 clusters Score: Raw -150751.697287 + Penalty 1455.063230 = -149296.634057 nChanged 49 SP:Iteration 39Q (1243.764431 sec): 3 clusters Score: Raw -150783.239723 + Penalty 1455.063230 = -149328.176493 nChanged 44 SP:Iteration 40F (1243.815149 sec): 3 clusters Score: Raw -150820.198962 + Penalty 1455.063230 = -149365.135732 nChanged 48 SP:Iteration 41Q (1243.853884 sec): 3 clusters Score: Raw -150859.922551 + Penalty 1455.063230 = -149404.859321 nChanged 40 SP:Iteration 42Q (1243.910261 sec): 3 clusters Score: Raw -150895.678729 + Penalty 1455.063230 = -149440.615499 nChanged 52 SP:Iteration 43Q (1243.948746 sec): 3 clusters Score: Raw -150954.792427 + Penalty 1455.063230 = -149499.729197 nChanged 49 SP:Iteration 44Q (1243.989969 sec): 3 clusters Score: Raw -151038.022802 + Penalty 1455.063230 = -149582.959572 nChanged 53 SP:Iteration 45Q (1244.026513 sec): 3 clusters Score: Raw -151132.103092 + Penalty 1455.063230 = -149677.039862 nChanged 52 SP:Iteration 46Q (1244.069639 sec): 3 clusters Score: Raw -151251.100209 + Penalty 1455.063230 = -149796.036979 nChanged 54 SP:Iteration 47Q (1244.118812 sec): 3 clusters Score: Raw -151396.526987 + Penalty 1455.063230 = -149941.463757 nChanged 26 SP:Iteration 48Q (1244.154122 sec): 3 clusters Score: Raw -151462.940231 + Penalty 1455.063230 = -150007.877001 nChanged 7 SP:Iteration 49Q (1244.196595 sec): 3 clusters Score: Raw -151469.327230 + Penalty 1455.063230 = -150014.264000 nChanged 0 SP:Iteration 50F (1244.237402 sec): 3 clusters Score: Raw -151469.327230 + Penalty 1455.063230 = -150014.264000 nChanged 0 Score: Raw -25394280.411601 + Penalty 26720.276661 = -25367560.134940 Splitting cluster 5 changes total score from -25367717.342884 to -25367560.134940 So it's not getting split. Trying to split cluster 6 (483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1248.265127 sec): 2 clusters Score: Raw -27832.983192 + Penalty 587.101582 = -27245.881610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1248.301706 sec): 3 clusters Score: Raw -27723.544149 + Penalty 1174.203164 = -26549.340985 nChanged 179 SP:Iteration 1F (1248.334284 sec): 3 clusters Score: Raw -27989.280181 + Penalty 1174.203164 = -26815.077017 nChanged 59 SP:Iteration 2F (1248.377279 sec): 3 clusters Score: Raw -28167.285998 + Penalty 1174.203164 = -26993.082833 nChanged 43 SP:Iteration 3F (1248.433194 sec): 3 clusters Score: Raw -28262.291321 + Penalty 1174.203164 = -27088.088157 nChanged 26 SP:Iteration 4F (1248.476161 sec): 3 clusters Score: Raw -28326.192468 + Penalty 1174.203164 = -27151.989304 nChanged 16 SP:Iteration 5Q (1248.528479 sec): 3 clusters Score: Raw -28386.309262 + Penalty 1174.203164 = -27212.106098 nChanged 13 SP:Iteration 6Q (1248.572890 sec): 3 clusters Score: Raw -28414.660694 + Penalty 1174.203164 = -27240.457530 nChanged 5 SP:Iteration 7Q (1248.616025 sec): 3 clusters Score: Raw -28434.649540 + Penalty 1174.203164 = -27260.446376 nChanged 4 SP:Iteration 8Q (1248.658148 sec): 3 clusters Score: Raw -28448.829201 + Penalty 1174.203164 = -27274.626037 nChanged 4 SP:Iteration 9Q (1248.708626 sec): 3 clusters Score: Raw -28455.859152 + Penalty 1174.203164 = -27281.655988 nChanged 1 SP:Iteration 10Q (1248.756020 sec): 3 clusters Score: Raw -28456.872135 + Penalty 1174.203164 = -27282.668971 nChanged 0 SP:Iteration 11F (1248.799560 sec): 3 clusters Score: Raw -28456.872135 + Penalty 1174.203164 = -27282.668971 nChanged 0 Score: Raw -25393847.276022 + Penalty 26720.276661 = -25367126.999361 Splitting cluster 6 changes total score from -25367717.342884 to -25367126.999361 So it's not getting split. Trying to split cluster 7 (37886 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1253.065655 sec): 2 clusters Score: Raw -2843581.925655 + Penalty 1001.522008 = -2842580.403647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1253.160123 sec): 3 clusters Score: Raw -2819350.338953 + Penalty 2003.044017 = -2817347.294936 nChanged 17869 SP:Iteration 1F (1253.246019 sec): 3 clusters Score: Raw -2829858.747356 + Penalty 2003.044017 = -2827855.703339 nChanged 1928 SP:Iteration 2F (1253.330850 sec): 3 clusters Score: Raw -2830806.426015 + Penalty 2003.044017 = -2828803.381998 nChanged 2099 SP:Iteration 3F (1253.423704 sec): 3 clusters Score: Raw -2832048.831894 + Penalty 2003.044017 = -2830045.787878 nChanged 2269 SP:Iteration 4F (1253.513667 sec): 3 clusters Score: Raw -2833650.372287 + Penalty 2003.044017 = -2831647.328270 nChanged 2395 SP:Iteration 5F (1253.601389 sec): 3 clusters Score: Raw -2835449.033256 + Penalty 2003.044017 = -2833445.989240 nChanged 2324 SP:Iteration 6F (1253.693380 sec): 3 clusters Score: Raw -2837345.521349 + Penalty 2003.044017 = -2835342.477332 nChanged 2173 SP:Iteration 7F (1253.783526 sec): 3 clusters Score: Raw -2839040.934846 + Penalty 2003.044017 = -2837037.890830 nChanged 1813 SP:Iteration 8Q (1253.871731 sec): 3 clusters Score: Raw -2840404.022925 + Penalty 2003.044017 = -2838400.978909 nChanged 1386 SP:Iteration 9Q (1253.965879 sec): 3 clusters Score: Raw -2841421.627566 + Penalty 2003.044017 = -2839418.583549 nChanged 1087 SP:Iteration 10Q (1254.056386 sec): 3 clusters Score: Raw -2842169.257933 + Penalty 2003.044017 = -2840166.213916 nChanged 817 SP:Iteration 11Q (1254.147741 sec): 3 clusters Score: Raw -2842685.261842 + Penalty 2003.044017 = -2840682.217826 nChanged 603 SP:Iteration 12Q (1254.236405 sec): 3 clusters Score: Raw -2843040.965650 + Penalty 2003.044017 = -2841037.921634 nChanged 421 SP:Iteration 13Q (1254.325762 sec): 3 clusters Score: Raw -2843264.540381 + Penalty 2003.044017 = -2841261.496364 nChanged 297 SP:Iteration 14Q (1254.417617 sec): 3 clusters Score: Raw -2843425.786926 + Penalty 2003.044017 = -2841422.742910 nChanged 223 SP:Iteration 15Q (1254.515995 sec): 3 clusters Score: Raw -2843547.644451 + Penalty 2003.044017 = -2841544.600434 nChanged 150 SP:Iteration 16Q (1254.600789 sec): 3 clusters Score: Raw -2843620.092106 + Penalty 2003.044017 = -2841617.048089 nChanged 109 SP:Iteration 17Q (1254.682897 sec): 3 clusters Score: Raw -2843661.492274 + Penalty 2003.044017 = -2841658.448258 nChanged 76 SP:Iteration 18Q (1254.778226 sec): 3 clusters Score: Raw -2843689.984302 + Penalty 2003.044017 = -2841686.940285 nChanged 57 SP:Iteration 19Q (1254.861556 sec): 3 clusters Score: Raw -2843713.130983 + Penalty 2003.044017 = -2841710.086966 nChanged 41 SP:Iteration 20F (1254.946085 sec): 3 clusters Score: Raw -2843728.088266 + Penalty 2003.044017 = -2841725.044249 nChanged 39 SP:Iteration 21Q (1255.041514 sec): 3 clusters Score: Raw -2843743.479012 + Penalty 2003.044017 = -2841740.434995 nChanged 40 SP:Iteration 22Q (1255.122054 sec): 3 clusters Score: Raw -2843758.965284 + Penalty 2003.044017 = -2841755.921267 nChanged 27 SP:Iteration 23Q (1255.221356 sec): 3 clusters Score: Raw -2843768.689169 + Penalty 2003.044017 = -2841765.645152 nChanged 17 SP:Iteration 24Q (1255.310800 sec): 3 clusters Score: Raw -2843774.478986 + Penalty 2003.044017 = -2841771.434970 nChanged 18 SP:Iteration 25Q (1255.401459 sec): 3 clusters Score: Raw -2843781.254407 + Penalty 2003.044017 = -2841778.210390 nChanged 11 SP:Iteration 26Q (1255.481993 sec): 3 clusters Score: Raw -2843784.656583 + Penalty 2003.044017 = -2841781.612566 nChanged 15 SP:Iteration 27Q (1255.561190 sec): 3 clusters Score: Raw -2843789.708808 + Penalty 2003.044017 = -2841786.664792 nChanged 12 SP:Iteration 28Q (1255.654712 sec): 3 clusters Score: Raw -2843793.332801 + Penalty 2003.044017 = -2841790.288784 nChanged 9 SP:Iteration 29Q (1255.739098 sec): 3 clusters Score: Raw -2843796.331972 + Penalty 2003.044017 = -2841793.287956 nChanged 11 SP:Iteration 30Q (1255.818163 sec): 3 clusters Score: Raw -2843799.370182 + Penalty 2003.044017 = -2841796.326165 nChanged 7 SP:Iteration 31Q (1255.913055 sec): 3 clusters Score: Raw -2843801.404493 + Penalty 2003.044017 = -2841798.360476 nChanged 7 SP:Iteration 32Q (1255.998705 sec): 3 clusters Score: Raw -2843803.149888 + Penalty 2003.044017 = -2841800.105871 nChanged 9 SP:Iteration 33Q (1256.087544 sec): 3 clusters Score: Raw -2843805.631152 + Penalty 2003.044017 = -2841802.587136 nChanged 8 SP:Iteration 34Q (1256.175421 sec): 3 clusters Score: Raw -2843808.584155 + Penalty 2003.044017 = -2841805.540139 nChanged 2 SP:Iteration 35Q (1256.261010 sec): 3 clusters Score: Raw -2843809.020164 + Penalty 2003.044017 = -2841805.976147 nChanged 1 SP:Iteration 36Q (1256.335554 sec): 3 clusters Score: Raw -2843809.116772 + Penalty 2003.044017 = -2841806.072756 nChanged 0 SP:Iteration 37F (1256.426912 sec): 3 clusters Score: Raw -2843809.116772 + Penalty 2003.044017 = -2841806.072756 nChanged 0 Trying to split cluster 8 (2576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1256.462749 sec): 2 clusters Score: Raw -184870.005114 + Penalty 746.129343 = -184123.875771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1256.513133 sec): 3 clusters Score: Raw -183560.614975 + Penalty 1492.258687 = -182068.356289 nChanged 1034 SP:Iteration 1F (1256.552558 sec): 3 clusters Score: Raw -184191.461331 + Penalty 1492.258687 = -182699.202645 nChanged 213 SP:Iteration 2F (1256.611590 sec): 3 clusters Score: Raw -184332.955707 + Penalty 1492.258687 = -182840.697021 nChanged 166 SP:Iteration 3F (1256.657986 sec): 3 clusters Score: Raw -184454.749347 + Penalty 1492.258687 = -182962.490660 nChanged 145 SP:Iteration 4F (1256.704805 sec): 3 clusters Score: Raw -184566.286415 + Penalty 1492.258687 = -183074.027729 nChanged 123 SP:Iteration 5Q (1256.755189 sec): 3 clusters Score: Raw -184652.422436 + Penalty 1492.258687 = -183160.163749 nChanged 92 SP:Iteration 6Q (1256.791388 sec): 3 clusters Score: Raw -184712.291349 + Penalty 1492.258687 = -183220.032662 nChanged 64 SP:Iteration 7Q (1256.835112 sec): 3 clusters Score: Raw -184753.668430 + Penalty 1492.258687 = -183261.409743 nChanged 55 SP:Iteration 8Q (1256.888854 sec): 3 clusters Score: Raw -184794.579333 + Penalty 1492.258687 = -183302.320646 nChanged 58 SP:Iteration 9Q (1256.937677 sec): 3 clusters Score: Raw -184829.392893 + Penalty 1492.258687 = -183337.134206 nChanged 49 SP:Iteration 10Q (1256.986483 sec): 3 clusters Score: Raw -184861.832865 + Penalty 1492.258687 = -183369.574178 nChanged 43 SP:Iteration 11Q (1257.036728 sec): 3 clusters Score: Raw -184893.667701 + Penalty 1492.258687 = -183401.409014 nChanged 38 SP:Iteration 12Q (1257.085546 sec): 3 clusters Score: Raw -184919.340785 + Penalty 1492.258687 = -183427.082098 nChanged 27 SP:Iteration 13Q (1257.133689 sec): 3 clusters Score: Raw -184940.026364 + Penalty 1492.258687 = -183447.767677 nChanged 28 SP:Iteration 14Q (1257.186440 sec): 3 clusters Score: Raw -184963.236604 + Penalty 1492.258687 = -183470.977918 nChanged 38 SP:Iteration 15Q (1257.231859 sec): 3 clusters Score: Raw -184997.432833 + Penalty 1492.258687 = -183505.174146 nChanged 31 SP:Iteration 16Q (1257.282455 sec): 3 clusters Score: Raw -185020.595257 + Penalty 1492.258687 = -183528.336571 nChanged 24 SP:Iteration 17Q (1257.328008 sec): 3 clusters Score: Raw -185035.527320 + Penalty 1492.258687 = -183543.268633 nChanged 20 SP:Iteration 18Q (1257.372395 sec): 3 clusters Score: Raw -185047.826099 + Penalty 1492.258687 = -183555.567412 nChanged 11 SP:Iteration 19Q (1257.415256 sec): 3 clusters Score: Raw -185054.723917 + Penalty 1492.258687 = -183562.465230 nChanged 6 SP:Iteration 20F (1257.462962 sec): 3 clusters Score: Raw -185058.660570 + Penalty 1492.258687 = -183566.401883 nChanged 7 SP:Iteration 21Q (1257.504681 sec): 3 clusters Score: Raw -185061.789468 + Penalty 1492.258687 = -183569.530781 nChanged 4 SP:Iteration 22Q (1257.514220 sec): 3 clusters Score: Raw -185064.366279 + Penalty 1492.258687 = -183572.107592 nChanged 9 SP:Iteration 23Q (1257.523443 sec): 3 clusters Score: Raw -185070.768799 + Penalty 1492.258687 = -183578.510112 nChanged 10 SP:Iteration 24Q (1257.532686 sec): 3 clusters Score: Raw -185080.875821 + Penalty 1492.258687 = -183588.617134 nChanged 12 SP:Iteration 25Q (1257.541763 sec): 3 clusters Score: Raw -185097.017303 + Penalty 1492.258687 = -183604.758616 nChanged 14 SP:Iteration 26Q (1257.550959 sec): 3 clusters Score: Raw -185108.611757 + Penalty 1492.258687 = -183616.353070 nChanged 13 SP:Iteration 27Q (1257.559989 sec): 3 clusters Score: Raw -185115.569487 + Penalty 1492.258687 = -183623.310800 nChanged 7 SP:Iteration 28Q (1257.569176 sec): 3 clusters Score: Raw -185119.320258 + Penalty 1492.258687 = -183627.061572 nChanged 6 SP:Iteration 29Q (1257.578394 sec): 3 clusters Score: Raw -185121.677689 + Penalty 1492.258687 = -183629.419002 nChanged 2 SP:Iteration 30Q (1257.587447 sec): 3 clusters Score: Raw -185123.457261 + Penalty 1492.258687 = -183631.198574 nChanged 3 SP:Iteration 31Q (1257.596301 sec): 3 clusters Score: Raw -185126.528651 + Penalty 1492.258687 = -183634.269965 nChanged 3 SP:Iteration 32Q (1257.608839 sec): 3 clusters Score: Raw -185128.131211 + Penalty 1492.258687 = -183635.872524 nChanged 3 SP:Iteration 33Q (1257.649985 sec): 3 clusters Score: Raw -185129.176118 + Penalty 1492.258687 = -183636.917431 nChanged 4 SP:Iteration 34Q (1257.697338 sec): 3 clusters Score: Raw -185130.868639 + Penalty 1492.258687 = -183638.609952 nChanged 1 SP:Iteration 35Q (1257.745733 sec): 3 clusters Score: Raw -185131.223916 + Penalty 1492.258687 = -183638.965229 nChanged 0 SP:Iteration 36F (1257.802061 sec): 3 clusters Score: Raw -185131.223916 + Penalty 1492.258687 = -183638.965229 nChanged 0 Trying to split cluster 9 (247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1257.818540 sec): 2 clusters Score: Raw -13851.466261 + Penalty 523.391892 = -13328.074369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1257.875256 sec): 3 clusters Score: Raw -13887.662609 + Penalty 1046.783784 = -12840.878825 nChanged 56 SP:Iteration 1F (1257.917284 sec): 3 clusters Score: Raw -13988.070988 + Penalty 1046.783784 = -12941.287205 nChanged 11 SP:Iteration 2Q (1257.969351 sec): 3 clusters Score: Raw -14014.913004 + Penalty 1046.783784 = -12968.129220 nChanged 7 SP:Iteration 3Q (1258.005334 sec): 3 clusters Score: Raw -14025.627175 + Penalty 1046.783784 = -12978.843391 nChanged 7 SP:Iteration 4Q (1258.063129 sec): 3 clusters Score: Raw -14033.568276 + Penalty 1046.783784 = -12986.784492 nChanged 5 SP:Iteration 5Q (1258.102649 sec): 3 clusters Score: Raw -14039.976418 + Penalty 1046.783784 = -12993.192634 nChanged 3 SP:Iteration 6Q (1258.140260 sec): 3 clusters Score: Raw -14042.815735 + Penalty 1046.783784 = -12996.031951 nChanged 2 SP:Iteration 7Q (1258.194414 sec): 3 clusters Score: Raw -14045.903162 + Penalty 1046.783784 = -12999.119378 nChanged 1 SP:Iteration 8Q (1258.239471 sec): 3 clusters Score: Raw -14048.957926 + Penalty 1046.783784 = -13002.174142 nChanged 2 SP:Iteration 9Q (1258.295857 sec): 3 clusters Score: Raw -14052.064994 + Penalty 1046.783784 = -13005.281210 nChanged 3 SP:Iteration 10Q (1258.344365 sec): 3 clusters Score: Raw -14055.112755 + Penalty 1046.783784 = -13008.328971 nChanged 1 SP:Iteration 11Q (1258.384120 sec): 3 clusters Score: Raw -14056.414040 + Penalty 1046.783784 = -13009.630256 nChanged 0 SP:Iteration 12F (1258.427913 sec): 3 clusters Score: Raw -14056.414040 + Penalty 1046.783784 = -13009.630256 nChanged 0 Trying to split cluster 10 (36839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1258.499812 sec): 2 clusters Score: Raw -2785469.079509 + Penalty 998.859673 = -2784470.219836 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1258.589682 sec): 3 clusters Score: Raw -2761894.171054 + Penalty 1997.719346 = -2759896.451708 nChanged 17411 SP:Iteration 1F (1258.676207 sec): 3 clusters Score: Raw -2772062.650312 + Penalty 1997.719346 = -2770064.930966 nChanged 1754 SP:Iteration 2Q (1258.760501 sec): 3 clusters Score: Raw -2772804.688903 + Penalty 1997.719346 = -2770806.969557 nChanged 1937 SP:Iteration 3F (1258.858966 sec): 3 clusters Score: Raw -2773951.178910 + Penalty 1997.719346 = -2771953.459565 nChanged 2341 SP:Iteration 4F (1258.937857 sec): 3 clusters Score: Raw -2775617.935799 + Penalty 1997.719346 = -2773620.216454 nChanged 2597 SP:Iteration 5F (1259.021240 sec): 3 clusters Score: Raw -2777732.243126 + Penalty 1997.719346 = -2775734.523780 nChanged 2648 SP:Iteration 6F (1259.108368 sec): 3 clusters Score: Raw -2780132.431867 + Penalty 1997.719346 = -2778134.712521 nChanged 2321 SP:Iteration 7F (1259.199545 sec): 3 clusters Score: Raw -2782168.712522 + Penalty 1997.719346 = -2780170.993176 nChanged 1749 SP:Iteration 8Q (1259.286853 sec): 3 clusters Score: Raw -2783379.098436 + Penalty 1997.719346 = -2781381.379090 nChanged 1091 SP:Iteration 9Q (1259.372762 sec): 3 clusters Score: Raw -2783991.481347 + Penalty 1997.719346 = -2781993.762001 nChanged 771 SP:Iteration 10Q (1259.464548 sec): 3 clusters Score: Raw -2784438.810107 + Penalty 1997.719346 = -2782441.090761 nChanged 683 SP:Iteration 11Q (1259.564865 sec): 3 clusters Score: Raw -2784855.046762 + Penalty 1997.719346 = -2782857.327416 nChanged 601 SP:Iteration 12Q (1259.642876 sec): 3 clusters Score: Raw -2785188.608503 + Penalty 1997.719346 = -2783190.889157 nChanged 512 SP:Iteration 13Q (1259.724186 sec): 3 clusters Score: Raw -2785435.094786 + Penalty 1997.719346 = -2783437.375440 nChanged 462 SP:Iteration 14Q (1259.819929 sec): 3 clusters Score: Raw -2785623.339192 + Penalty 1997.719346 = -2783625.619847 nChanged 363 SP:Iteration 15Q (1259.916256 sec): 3 clusters Score: Raw -2785759.478180 + Penalty 1997.719346 = -2783761.758834 nChanged 328 SP:Iteration 16Q (1260.007940 sec): 3 clusters Score: Raw -2785866.792876 + Penalty 1997.719346 = -2783869.073530 nChanged 282 SP:Iteration 17Q (1260.092944 sec): 3 clusters Score: Raw -2785942.991157 + Penalty 1997.719346 = -2783945.271811 nChanged 243 SP:Iteration 18Q (1260.184800 sec): 3 clusters Score: Raw -2786001.383733 + Penalty 1997.719346 = -2784003.664387 nChanged 203 SP:Iteration 19Q (1260.274341 sec): 3 clusters Score: Raw -2786048.372494 + Penalty 1997.719346 = -2784050.653148 nChanged 180 SP:Iteration 20F (1260.362420 sec): 3 clusters Score: Raw -2786089.681245 + Penalty 1997.719346 = -2784091.961900 nChanged 158 SP:Iteration 21Q (1260.450703 sec): 3 clusters Score: Raw -2786121.357809 + Penalty 1997.719346 = -2784123.638463 nChanged 152 SP:Iteration 22Q (1260.533922 sec): 3 clusters Score: Raw -2786150.513439 + Penalty 1997.719346 = -2784152.794093 nChanged 145 SP:Iteration 23Q (1260.612364 sec): 3 clusters Score: Raw -2786179.658673 + Penalty 1997.719346 = -2784181.939328 nChanged 142 SP:Iteration 24Q (1260.696543 sec): 3 clusters Score: Raw -2786205.699742 + Penalty 1997.719346 = -2784207.980396 nChanged 145 SP:Iteration 25Q (1260.782499 sec): 3 clusters Score: Raw -2786232.317437 + Penalty 1997.719346 = -2784234.598091 nChanged 126 SP:Iteration 26Q (1260.876802 sec): 3 clusters Score: Raw -2786253.207427 + Penalty 1997.719346 = -2784255.488081 nChanged 112 SP:Iteration 27Q (1260.961928 sec): 3 clusters Score: Raw -2786270.063148 + Penalty 1997.719346 = -2784272.343802 nChanged 98 SP:Iteration 28Q (1261.045189 sec): 3 clusters Score: Raw -2786285.129963 + Penalty 1997.719346 = -2784287.410617 nChanged 91 SP:Iteration 29Q (1261.123195 sec): 3 clusters Score: Raw -2786300.652160 + Penalty 1997.719346 = -2784302.932815 nChanged 104 SP:Iteration 30Q (1261.215823 sec): 3 clusters Score: Raw -2786318.028267 + Penalty 1997.719346 = -2784320.308921 nChanged 101 SP:Iteration 31Q (1261.302080 sec): 3 clusters Score: Raw -2786332.575980 + Penalty 1997.719346 = -2784334.856634 nChanged 91 SP:Iteration 32Q (1261.395122 sec): 3 clusters Score: Raw -2786344.999168 + Penalty 1997.719346 = -2784347.279822 nChanged 80 SP:Iteration 33Q (1261.480989 sec): 3 clusters Score: Raw -2786354.967813 + Penalty 1997.719346 = -2784357.248468 nChanged 76 SP:Iteration 34Q (1261.571366 sec): 3 clusters Score: Raw -2786364.543987 + Penalty 1997.719346 = -2784366.824642 nChanged 85 SP:Iteration 35Q (1261.663000 sec): 3 clusters Score: Raw -2786377.135990 + Penalty 1997.719346 = -2784379.416645 nChanged 90 SP:Iteration 36Q (1261.748057 sec): 3 clusters Score: Raw -2786389.739450 + Penalty 1997.719346 = -2784392.020104 nChanged 77 SP:Iteration 37Q (1261.835670 sec): 3 clusters Score: Raw -2786400.337000 + Penalty 1997.719346 = -2784402.617654 nChanged 67 SP:Iteration 38Q (1261.921493 sec): 3 clusters Score: Raw -2786408.152806 + Penalty 1997.719346 = -2784410.433460 nChanged 63 SP:Iteration 39Q (1262.006434 sec): 3 clusters Score: Raw -2786416.587197 + Penalty 1997.719346 = -2784418.867851 nChanged 58 SP:Iteration 40F (1262.102663 sec): 3 clusters Score: Raw -2786425.637014 + Penalty 1997.719346 = -2784427.917668 nChanged 65 SP:Iteration 41Q (1262.184458 sec): 3 clusters Score: Raw -2786434.579476 + Penalty 1997.719346 = -2784436.860130 nChanged 57 SP:Iteration 42Q (1262.277260 sec): 3 clusters Score: Raw -2786440.343449 + Penalty 1997.719346 = -2784442.624103 nChanged 44 SP:Iteration 43Q (1262.358234 sec): 3 clusters Score: Raw -2786445.075615 + Penalty 1997.719346 = -2784447.356270 nChanged 43 SP:Iteration 44Q (1262.446780 sec): 3 clusters Score: Raw -2786449.486763 + Penalty 1997.719346 = -2784451.767418 nChanged 32 SP:Iteration 45Q (1262.529125 sec): 3 clusters Score: Raw -2786451.991327 + Penalty 1997.719346 = -2784454.271981 nChanged 28 SP:Iteration 46Q (1262.612324 sec): 3 clusters Score: Raw -2786454.232143 + Penalty 1997.719346 = -2784456.512797 nChanged 34 SP:Iteration 47Q (1262.700161 sec): 3 clusters Score: Raw -2786457.696001 + Penalty 1997.719346 = -2784459.976656 nChanged 32 SP:Iteration 48Q (1262.794787 sec): 3 clusters Score: Raw -2786461.055950 + Penalty 1997.719346 = -2784463.336604 nChanged 30 SP:Iteration 49Q (1262.882208 sec): 3 clusters Score: Raw -2786465.529369 + Penalty 1997.719346 = -2784467.810023 nChanged 29 SP:Iteration 50Q (1262.969800 sec): 3 clusters Score: Raw -2786468.731733 + Penalty 1997.719346 = -2784471.012387 nChanged 24 SP:Iteration 51Q (1263.055669 sec): 3 clusters Score: Raw -2786470.719388 + Penalty 1997.719346 = -2784473.000042 nChanged 18 SP:Iteration 52Q (1263.145306 sec): 3 clusters Score: Raw -2786472.056803 + Penalty 1997.719346 = -2784474.337457 nChanged 22 SP:Iteration 53Q (1263.218723 sec): 3 clusters Score: Raw -2786473.977179 + Penalty 1997.719346 = -2784476.257833 nChanged 21 SP:Iteration 54Q (1263.312859 sec): 3 clusters Score: Raw -2786476.172326 + Penalty 1997.719346 = -2784478.452980 nChanged 18 SP:Iteration 55Q (1263.401090 sec): 3 clusters Score: Raw -2786478.199328 + Penalty 1997.719346 = -2784480.479982 nChanged 21 SP:Iteration 56Q (1263.479682 sec): 3 clusters Score: Raw -2786479.756244 + Penalty 1997.719346 = -2784482.036898 nChanged 18 SP:Iteration 57Q (1263.560363 sec): 3 clusters Score: Raw -2786480.977572 + Penalty 1997.719346 = -2784483.258227 nChanged 15 SP:Iteration 58Q (1263.645427 sec): 3 clusters Score: Raw -2786481.916266 + Penalty 1997.719346 = -2784484.196921 nChanged 11 SP:Iteration 59Q (1263.737671 sec): 3 clusters Score: Raw -2786482.631302 + Penalty 1997.719346 = -2784484.911957 nChanged 12 SP:Iteration 60F (1263.823015 sec): 3 clusters Score: Raw -2786483.562783 + Penalty 1997.719346 = -2784485.843438 nChanged 13 SP:Iteration 61Q (1263.909586 sec): 3 clusters Score: Raw -2786484.254195 + Penalty 1997.719346 = -2784486.534849 nChanged 6 SP:Iteration 62Q (1263.999129 sec): 3 clusters Score: Raw -2786484.546175 + Penalty 1997.719346 = -2784486.826829 nChanged 3 SP:Iteration 63Q (1264.082476 sec): 3 clusters Score: Raw -2786484.633216 + Penalty 1997.719346 = -2784486.913870 nChanged 2 SP:Iteration 64Q (1264.169898 sec): 3 clusters Score: Raw -2786484.708507 + Penalty 1997.719346 = -2784486.989162 nChanged 0 SP:Iteration 65F (1264.260101 sec): 3 clusters Score: Raw -2786484.708507 + Penalty 1997.719346 = -2784486.989162 nChanged 0 Score: Raw -25394239.016077 + Penalty 26720.276661 = -25367518.739416 Splitting cluster 10 changes total score from -25367717.342884 to -25367518.739416 So it's not getting split. Trying to split cluster 11 (2782 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1268.249149 sec): 2 clusters Score: Raw -176874.895046 + Penalty 753.437910 = -176121.457136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1268.306369 sec): 3 clusters Score: Raw -175444.204281 + Penalty 1506.875821 = -173937.328460 nChanged 1077 SP:Iteration 1F (1268.346261 sec): 3 clusters Score: Raw -176074.887366 + Penalty 1506.875821 = -174568.011545 nChanged 206 SP:Iteration 2F (1268.397591 sec): 3 clusters Score: Raw -176241.509502 + Penalty 1506.875821 = -174734.633681 nChanged 191 SP:Iteration 3F (1268.449031 sec): 3 clusters Score: Raw -176458.946187 + Penalty 1506.875821 = -174952.070366 nChanged 211 SP:Iteration 4F (1268.491208 sec): 3 clusters Score: Raw -176815.394006 + Penalty 1506.875821 = -175308.518186 nChanged 264 SP:Iteration 5F (1268.537261 sec): 3 clusters Score: Raw -177317.448103 + Penalty 1506.875821 = -175810.572282 nChanged 269 SP:Iteration 6F (1268.595361 sec): 3 clusters Score: Raw -177783.922695 + Penalty 1506.875821 = -176277.046875 nChanged 177 SP:Iteration 7F (1268.635603 sec): 3 clusters Score: Raw -178033.304585 + Penalty 1506.875821 = -176526.428764 nChanged 86 SP:Iteration 8Q (1268.687766 sec): 3 clusters Score: Raw -178120.166741 + Penalty 1506.875821 = -176613.290920 nChanged 46 SP:Iteration 9Q (1268.741467 sec): 3 clusters Score: Raw -178179.365203 + Penalty 1506.875821 = -176672.489382 nChanged 31 SP:Iteration 10Q (1268.787393 sec): 3 clusters Score: Raw -178205.524490 + Penalty 1506.875821 = -176698.648669 nChanged 16 SP:Iteration 11Q (1268.844961 sec): 3 clusters Score: Raw -178214.090452 + Penalty 1506.875821 = -176707.214631 nChanged 9 SP:Iteration 12Q (1268.879921 sec): 3 clusters Score: Raw -178218.141949 + Penalty 1506.875821 = -176711.266128 nChanged 5 SP:Iteration 13Q (1268.889890 sec): 3 clusters Score: Raw -178219.066881 + Penalty 1506.875821 = -176712.191060 nChanged 1 SP:Iteration 14Q (1268.899788 sec): 3 clusters Score: Raw -178219.185702 + Penalty 1506.875821 = -176712.309881 nChanged 0 SP:Iteration 15F (1268.910200 sec): 3 clusters Score: Raw -178219.185702 + Penalty 1506.875821 = -176712.309881 nChanged 0 Score: Raw -25394567.677734 + Penalty 26720.276661 = -25367847.401073 Splitting cluster 11 changes total score from -25367717.342884 to -25367847.401073 So it's getting split into cluster 22. Trying to split cluster 12 (524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1272.940437 sec): 2 clusters Score: Raw -36483.074978 + Penalty 594.841710 = -35888.233268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1272.975542 sec): 3 clusters Score: Raw -36323.897006 + Penalty 1189.683420 = -35134.213586 nChanged 170 SP:Iteration 1F (1273.017933 sec): 3 clusters Score: Raw -36474.190541 + Penalty 1189.683420 = -35284.507121 nChanged 32 SP:Iteration 2F (1273.070435 sec): 3 clusters Score: Raw -36512.119265 + Penalty 1189.683420 = -35322.435845 nChanged 19 SP:Iteration 3Q (1273.112792 sec): 3 clusters Score: Raw -36529.681478 + Penalty 1189.683420 = -35339.998058 nChanged 7 SP:Iteration 4Q (1273.156310 sec): 3 clusters Score: Raw -36535.501435 + Penalty 1189.683420 = -35345.818015 nChanged 5 SP:Iteration 5Q (1273.190824 sec): 3 clusters Score: Raw -36538.974899 + Penalty 1189.683420 = -35349.291479 nChanged 0 SP:Iteration 6F (1273.224083 sec): 3 clusters Score: Raw -36538.974899 + Penalty 1189.683420 = -35349.291479 nChanged 0 Trying to split cluster 13 (28866 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1273.281514 sec): 2 clusters Score: Raw -1974123.037521 + Penalty 975.689873 = -1973147.347648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1273.360478 sec): 3 clusters Score: Raw -1955837.593872 + Penalty 1951.379745 = -1953886.214127 nChanged 13551 SP:Iteration 1F (1273.434187 sec): 3 clusters Score: Raw -1964360.021348 + Penalty 1951.379745 = -1962408.641603 nChanged 2097 SP:Iteration 2F (1273.512956 sec): 3 clusters Score: Raw -1965905.061506 + Penalty 1951.379745 = -1963953.681761 nChanged 2389 SP:Iteration 3F (1273.593369 sec): 3 clusters Score: Raw -1967897.167163 + Penalty 1951.379745 = -1965945.787418 nChanged 2373 SP:Iteration 4F (1273.674720 sec): 3 clusters Score: Raw -1969867.838934 + Penalty 1951.379745 = -1967916.459189 nChanged 2034 SP:Iteration 5F (1273.754100 sec): 3 clusters Score: Raw -1971470.005679 + Penalty 1951.379745 = -1969518.625933 nChanged 1405 SP:Iteration 6Q (1273.831459 sec): 3 clusters Score: Raw -1972454.414700 + Penalty 1951.379745 = -1970503.034955 nChanged 880 SP:Iteration 7Q (1273.912401 sec): 3 clusters Score: Raw -1972977.383581 + Penalty 1951.379745 = -1971026.003836 nChanged 651 SP:Iteration 8Q (1273.990137 sec): 3 clusters Score: Raw -1973346.079877 + Penalty 1951.379745 = -1971394.700132 nChanged 506 SP:Iteration 9Q (1274.073907 sec): 3 clusters Score: Raw -1973670.116786 + Penalty 1951.379745 = -1971718.737041 nChanged 466 SP:Iteration 10Q (1274.151123 sec): 3 clusters Score: Raw -1973964.271569 + Penalty 1951.379745 = -1972012.891824 nChanged 429 SP:Iteration 11Q (1274.238412 sec): 3 clusters Score: Raw -1974201.618924 + Penalty 1951.379745 = -1972250.239179 nChanged 348 SP:Iteration 12Q (1274.313993 sec): 3 clusters Score: Raw -1974364.750371 + Penalty 1951.379745 = -1972413.370626 nChanged 290 SP:Iteration 13Q (1274.402713 sec): 3 clusters Score: Raw -1974485.929291 + Penalty 1951.379745 = -1972534.549546 nChanged 268 SP:Iteration 14Q (1274.482812 sec): 3 clusters Score: Raw -1974574.003964 + Penalty 1951.379745 = -1972622.624219 nChanged 193 SP:Iteration 15Q (1274.563350 sec): 3 clusters Score: Raw -1974632.766831 + Penalty 1951.379745 = -1972681.387086 nChanged 177 SP:Iteration 16Q (1274.638583 sec): 3 clusters Score: Raw -1974679.265078 + Penalty 1951.379745 = -1972727.885333 nChanged 144 SP:Iteration 17Q (1274.722592 sec): 3 clusters Score: Raw -1974707.082842 + Penalty 1951.379745 = -1972755.703097 nChanged 106 SP:Iteration 18Q (1274.810621 sec): 3 clusters Score: Raw -1974727.767067 + Penalty 1951.379745 = -1972776.387322 nChanged 85 SP:Iteration 19Q (1274.882540 sec): 3 clusters Score: Raw -1974742.233070 + Penalty 1951.379745 = -1972790.853325 nChanged 58 SP:Iteration 20F (1274.974613 sec): 3 clusters Score: Raw -1974750.644066 + Penalty 1951.379745 = -1972799.264321 nChanged 49 SP:Iteration 21Q (1275.037173 sec): 3 clusters Score: Raw -1974756.357205 + Penalty 1951.379745 = -1972804.977460 nChanged 42 SP:Iteration 22Q (1275.117985 sec): 3 clusters Score: Raw -1974760.049680 + Penalty 1951.379745 = -1972808.669935 nChanged 36 SP:Iteration 23Q (1275.196587 sec): 3 clusters Score: Raw -1974763.022520 + Penalty 1951.379745 = -1972811.642775 nChanged 30 SP:Iteration 24Q (1275.274225 sec): 3 clusters Score: Raw -1974765.668860 + Penalty 1951.379745 = -1972814.289114 nChanged 33 SP:Iteration 25Q (1275.350139 sec): 3 clusters Score: Raw -1974768.326593 + Penalty 1951.379745 = -1972816.946848 nChanged 30 SP:Iteration 26Q (1275.423769 sec): 3 clusters Score: Raw -1974770.798320 + Penalty 1951.379745 = -1972819.418575 nChanged 35 SP:Iteration 27Q (1275.504336 sec): 3 clusters Score: Raw -1974773.723414 + Penalty 1951.379745 = -1972822.343669 nChanged 23 SP:Iteration 28Q (1275.577485 sec): 3 clusters Score: Raw -1974775.451010 + Penalty 1951.379745 = -1972824.071265 nChanged 20 SP:Iteration 29Q (1275.665147 sec): 3 clusters Score: Raw -1974776.782701 + Penalty 1951.379745 = -1972825.402956 nChanged 16 SP:Iteration 30Q (1275.743510 sec): 3 clusters Score: Raw -1974777.818273 + Penalty 1951.379745 = -1972826.438528 nChanged 15 SP:Iteration 31Q (1275.818249 sec): 3 clusters Score: Raw -1974778.926446 + Penalty 1951.379745 = -1972827.546701 nChanged 19 SP:Iteration 32Q (1275.894068 sec): 3 clusters Score: Raw -1974779.956919 + Penalty 1951.379745 = -1972828.577174 nChanged 17 SP:Iteration 33Q (1275.977392 sec): 3 clusters Score: Raw -1974781.086070 + Penalty 1951.379745 = -1972829.706324 nChanged 16 SP:Iteration 34Q (1276.064369 sec): 3 clusters Score: Raw -1974782.153979 + Penalty 1951.379745 = -1972830.774234 nChanged 21 SP:Iteration 35Q (1276.138871 sec): 3 clusters Score: Raw -1974783.438030 + Penalty 1951.379745 = -1972832.058285 nChanged 17 SP:Iteration 36Q (1276.210062 sec): 3 clusters Score: Raw -1974784.382494 + Penalty 1951.379745 = -1972833.002749 nChanged 10 SP:Iteration 37Q (1276.299943 sec): 3 clusters Score: Raw -1974784.739322 + Penalty 1951.379745 = -1972833.359577 nChanged 8 SP:Iteration 38Q (1276.380180 sec): 3 clusters Score: Raw -1974785.110716 + Penalty 1951.379745 = -1972833.730971 nChanged 10 SP:Iteration 39Q (1276.461100 sec): 3 clusters Score: Raw -1974785.548432 + Penalty 1951.379745 = -1972834.168686 nChanged 9 SP:Iteration 40F (1276.544281 sec): 3 clusters Score: Raw -1974785.941545 + Penalty 1951.379745 = -1972834.561800 nChanged 9 SP:Iteration 41Q (1276.623485 sec): 3 clusters Score: Raw -1974786.566658 + Penalty 1951.379745 = -1972835.186913 nChanged 8 SP:Iteration 42Q (1276.700101 sec): 3 clusters Score: Raw -1974787.239317 + Penalty 1951.379745 = -1972835.859572 nChanged 14 SP:Iteration 43Q (1276.783925 sec): 3 clusters Score: Raw -1974788.064978 + Penalty 1951.379745 = -1972836.685232 nChanged 12 SP:Iteration 44Q (1276.863150 sec): 3 clusters Score: Raw -1974788.828324 + Penalty 1951.379745 = -1972837.448579 nChanged 7 SP:Iteration 45Q (1276.935305 sec): 3 clusters Score: Raw -1974789.118964 + Penalty 1951.379745 = -1972837.739219 nChanged 8 SP:Iteration 46Q (1277.012740 sec): 3 clusters Score: Raw -1974789.671585 + Penalty 1951.379745 = -1972838.291840 nChanged 10 SP:Iteration 47Q (1277.097835 sec): 3 clusters Score: Raw -1974790.502925 + Penalty 1951.379745 = -1972839.123180 nChanged 11 SP:Iteration 48Q (1277.168274 sec): 3 clusters Score: Raw -1974791.151155 + Penalty 1951.379745 = -1972839.771410 nChanged 8 SP:Iteration 49Q (1277.255893 sec): 3 clusters Score: Raw -1974791.645981 + Penalty 1951.379745 = -1972840.266236 nChanged 9 SP:Iteration 50Q (1277.336833 sec): 3 clusters Score: Raw -1974792.112224 + Penalty 1951.379745 = -1972840.732479 nChanged 12 SP:Iteration 51Q (1277.416823 sec): 3 clusters Score: Raw -1974792.661070 + Penalty 1951.379745 = -1972841.281325 nChanged 9 SP:Iteration 52Q (1277.501087 sec): 3 clusters Score: Raw -1974793.214027 + Penalty 1951.379745 = -1972841.834281 nChanged 13 SP:Iteration 53Q (1277.571967 sec): 3 clusters Score: Raw -1974794.156385 + Penalty 1951.379745 = -1972842.776640 nChanged 9 SP:Iteration 54Q (1277.658799 sec): 3 clusters Score: Raw -1974794.793944 + Penalty 1951.379745 = -1972843.414199 nChanged 11 SP:Iteration 55Q (1277.741297 sec): 3 clusters Score: Raw -1974795.448099 + Penalty 1951.379745 = -1972844.068354 nChanged 12 SP:Iteration 56Q (1277.814406 sec): 3 clusters Score: Raw -1974796.310889 + Penalty 1951.379745 = -1972844.931144 nChanged 19 SP:Iteration 57Q (1277.890514 sec): 3 clusters Score: Raw -1974797.523805 + Penalty 1951.379745 = -1972846.144060 nChanged 23 SP:Iteration 58Q (1277.978197 sec): 3 clusters Score: Raw -1974799.238411 + Penalty 1951.379745 = -1972847.858666 nChanged 17 SP:Iteration 59Q (1278.054048 sec): 3 clusters Score: Raw -1974800.278270 + Penalty 1951.379745 = -1972848.898525 nChanged 10 SP:Iteration 60F (1278.140008 sec): 3 clusters Score: Raw -1974800.822217 + Penalty 1951.379745 = -1972849.442472 nChanged 9 SP:Iteration 61Q (1278.221488 sec): 3 clusters Score: Raw -1974801.270108 + Penalty 1951.379745 = -1972849.890363 nChanged 8 SP:Iteration 62Q (1278.294884 sec): 3 clusters Score: Raw -1974801.781999 + Penalty 1951.379745 = -1972850.402254 nChanged 6 SP:Iteration 63Q (1278.360715 sec): 3 clusters Score: Raw -1974802.455573 + Penalty 1951.379745 = -1972851.075828 nChanged 10 SP:Iteration 64Q (1278.449492 sec): 3 clusters Score: Raw -1974803.244736 + Penalty 1951.379745 = -1972851.864991 nChanged 7 SP:Iteration 65Q (1278.530130 sec): 3 clusters Score: Raw -1974803.640395 + Penalty 1951.379745 = -1972852.260650 nChanged 8 SP:Iteration 66Q (1278.610077 sec): 3 clusters Score: Raw -1974804.267533 + Penalty 1951.379745 = -1972852.887788 nChanged 11 SP:Iteration 67Q (1278.685088 sec): 3 clusters Score: Raw -1974805.507912 + Penalty 1951.379745 = -1972854.128167 nChanged 11 SP:Iteration 68Q (1278.764537 sec): 3 clusters Score: Raw -1974806.703116 + Penalty 1951.379745 = -1972855.323371 nChanged 13 SP:Iteration 69Q (1278.839821 sec): 3 clusters Score: Raw -1974807.676963 + Penalty 1951.379745 = -1972856.297218 nChanged 16 SP:Iteration 70Q (1278.900171 sec): 3 clusters Score: Raw -1974808.717848 + Penalty 1951.379745 = -1972857.338103 nChanged 16 SP:Iteration 71Q (1278.990326 sec): 3 clusters Score: Raw -1974809.686947 + Penalty 1951.379745 = -1972858.307202 nChanged 18 SP:Iteration 72Q (1279.076302 sec): 3 clusters Score: Raw -1974810.682114 + Penalty 1951.379745 = -1972859.302369 nChanged 12 SP:Iteration 73Q (1279.140958 sec): 3 clusters Score: Raw -1974811.453207 + Penalty 1951.379745 = -1972860.073462 nChanged 9 SP:Iteration 74Q (1279.218993 sec): 3 clusters Score: Raw -1974811.975450 + Penalty 1951.379745 = -1972860.595705 nChanged 8 SP:Iteration 75Q (1279.289282 sec): 3 clusters Score: Raw -1974812.302137 + Penalty 1951.379745 = -1972860.922392 nChanged 7 SP:Iteration 76Q (1279.377625 sec): 3 clusters Score: Raw -1974812.702723 + Penalty 1951.379745 = -1972861.322978 nChanged 11 SP:Iteration 77Q (1279.455704 sec): 3 clusters Score: Raw -1974813.862648 + Penalty 1951.379745 = -1972862.482903 nChanged 16 SP:Iteration 78Q (1279.526063 sec): 3 clusters Score: Raw -1974815.740301 + Penalty 1951.379745 = -1972864.360556 nChanged 18 SP:Iteration 79Q (1279.598870 sec): 3 clusters Score: Raw -1974817.303236 + Penalty 1951.379745 = -1972865.923491 nChanged 11 SP:Iteration 80F (1279.678405 sec): 3 clusters Score: Raw -1974818.221215 + Penalty 1951.379745 = -1972866.841470 nChanged 14 SP:Iteration 81Q (1279.751349 sec): 3 clusters Score: Raw -1974818.904321 + Penalty 1951.379745 = -1972867.524576 nChanged 10 SP:Iteration 82Q (1279.822838 sec): 3 clusters Score: Raw -1974820.113483 + Penalty 1951.379745 = -1972868.733738 nChanged 16 SP:Iteration 83Q (1279.909122 sec): 3 clusters Score: Raw -1974821.135985 + Penalty 1951.379745 = -1972869.756240 nChanged 16 SP:Iteration 84Q (1279.986100 sec): 3 clusters Score: Raw -1974822.140768 + Penalty 1951.379745 = -1972870.761023 nChanged 13 SP:Iteration 85Q (1280.065847 sec): 3 clusters Score: Raw -1974823.527177 + Penalty 1951.379745 = -1972872.147432 nChanged 24 SP:Iteration 86Q (1280.139838 sec): 3 clusters Score: Raw -1974825.309118 + Penalty 1951.379745 = -1972873.929373 nChanged 14 SP:Iteration 87Q (1280.212122 sec): 3 clusters Score: Raw -1974826.856326 + Penalty 1951.379745 = -1972875.476581 nChanged 20 SP:Iteration 88Q (1280.291917 sec): 3 clusters Score: Raw -1974828.488230 + Penalty 1951.379745 = -1972877.108484 nChanged 16 SP:Iteration 89Q (1280.364302 sec): 3 clusters Score: Raw -1974830.347785 + Penalty 1951.379745 = -1972878.968040 nChanged 19 SP:Iteration 90Q (1280.450794 sec): 3 clusters Score: Raw -1974831.976891 + Penalty 1951.379745 = -1972880.597146 nChanged 17 SP:Iteration 91Q (1280.532189 sec): 3 clusters Score: Raw -1974833.075853 + Penalty 1951.379745 = -1972881.696108 nChanged 9 SP:Iteration 92Q (1280.609962 sec): 3 clusters Score: Raw -1974833.830104 + Penalty 1951.379745 = -1972882.450359 nChanged 15 SP:Iteration 93Q (1280.693238 sec): 3 clusters Score: Raw -1974835.008518 + Penalty 1951.379745 = -1972883.628773 nChanged 18 SP:Iteration 94Q (1280.769075 sec): 3 clusters Score: Raw -1974836.401067 + Penalty 1951.379745 = -1972885.021322 nChanged 16 SP:Iteration 95Q (1280.830263 sec): 3 clusters Score: Raw -1974838.110582 + Penalty 1951.379745 = -1972886.730836 nChanged 18 SP:Iteration 96Q (1280.915427 sec): 3 clusters Score: Raw -1974839.941624 + Penalty 1951.379745 = -1972888.561879 nChanged 24 SP:Iteration 97Q (1280.993038 sec): 3 clusters Score: Raw -1974842.110009 + Penalty 1951.379745 = -1972890.730264 nChanged 21 SP:Iteration 98Q (1281.078029 sec): 3 clusters Score: Raw -1974844.086609 + Penalty 1951.379745 = -1972892.706864 nChanged 17 SP:Iteration 99Q (1281.158363 sec): 3 clusters Score: Raw -1974845.895445 + Penalty 1951.379745 = -1972894.515700 nChanged 24 SP:Iteration 100F (1281.241068 sec): 3 clusters Score: Raw -1974848.462123 + Penalty 1951.379745 = -1972897.082377 nChanged 19 SP:Iteration 101Q (1281.321723 sec): 3 clusters Score: Raw -1974850.241513 + Penalty 1951.379745 = -1972898.861768 nChanged 23 SP:Iteration 102Q (1281.401371 sec): 3 clusters Score: Raw -1974851.889208 + Penalty 1951.379745 = -1972900.509463 nChanged 26 SP:Iteration 103Q (1281.478821 sec): 3 clusters Score: Raw -1974854.133946 + Penalty 1951.379745 = -1972902.754201 nChanged 17 SP:Iteration 104Q (1281.553378 sec): 3 clusters Score: Raw -1974855.557162 + Penalty 1951.379745 = -1972904.177416 nChanged 16 SP:Iteration 105Q (1281.640258 sec): 3 clusters Score: Raw -1974857.329329 + Penalty 1951.379745 = -1972905.949584 nChanged 16 SP:Iteration 106Q (1281.717933 sec): 3 clusters Score: Raw -1974858.549860 + Penalty 1951.379745 = -1972907.170115 nChanged 12 SP:Iteration 107Q (1281.799985 sec): 3 clusters Score: Raw -1974859.501805 + Penalty 1951.379745 = -1972908.122060 nChanged 13 SP:Iteration 108Q (1281.877959 sec): 3 clusters Score: Raw -1974860.487841 + Penalty 1951.379745 = -1972909.108096 nChanged 7 SP:Iteration 109Q (1281.958993 sec): 3 clusters Score: Raw -1974861.129470 + Penalty 1951.379745 = -1972909.749725 nChanged 9 SP:Iteration 110Q (1282.040820 sec): 3 clusters Score: Raw -1974861.656330 + Penalty 1951.379745 = -1972910.276585 nChanged 5 SP:Iteration 111Q (1282.122533 sec): 3 clusters Score: Raw -1974861.899445 + Penalty 1951.379745 = -1972910.519700 nChanged 5 SP:Iteration 112Q (1282.204576 sec): 3 clusters Score: Raw -1974862.286320 + Penalty 1951.379745 = -1972910.906575 nChanged 8 SP:Iteration 113Q (1282.280245 sec): 3 clusters Score: Raw -1974862.887702 + Penalty 1951.379745 = -1972911.507957 nChanged 9 SP:Iteration 114Q (1282.348072 sec): 3 clusters Score: Raw -1974863.405925 + Penalty 1951.379745 = -1972912.026179 nChanged 9 SP:Iteration 115Q (1282.437511 sec): 3 clusters Score: Raw -1974864.012527 + Penalty 1951.379745 = -1972912.632782 nChanged 11 SP:Iteration 116Q (1282.514189 sec): 3 clusters Score: Raw -1974865.226971 + Penalty 1951.379745 = -1972913.847226 nChanged 10 SP:Iteration 117Q (1282.598331 sec): 3 clusters Score: Raw -1974866.182825 + Penalty 1951.379745 = -1972914.803080 nChanged 11 SP:Iteration 118Q (1282.671042 sec): 3 clusters Score: Raw -1974867.069620 + Penalty 1951.379745 = -1972915.689875 nChanged 12 SP:Iteration 119Q (1282.749556 sec): 3 clusters Score: Raw -1974867.767008 + Penalty 1951.379745 = -1972916.387263 nChanged 11 SP:Iteration 120F (1282.831134 sec): 3 clusters Score: Raw -1974868.878232 + Penalty 1951.379745 = -1972917.498487 nChanged 9 SP:Iteration 121Q (1282.919644 sec): 3 clusters Score: Raw -1974869.430569 + Penalty 1951.379745 = -1972918.050824 nChanged 11 SP:Iteration 122Q (1282.993633 sec): 3 clusters Score: Raw -1974870.101161 + Penalty 1951.379745 = -1972918.721416 nChanged 10 SP:Iteration 123Q (1283.078849 sec): 3 clusters Score: Raw -1974870.856134 + Penalty 1951.379745 = -1972919.476389 nChanged 8 SP:Iteration 124Q (1283.158494 sec): 3 clusters Score: Raw -1974871.608041 + Penalty 1951.379745 = -1972920.228296 nChanged 11 SP:Iteration 125Q (1283.240627 sec): 3 clusters Score: Raw -1974872.542872 + Penalty 1951.379745 = -1972921.163127 nChanged 13 SP:Iteration 126Q (1283.320176 sec): 3 clusters Score: Raw -1974873.617020 + Penalty 1951.379745 = -1972922.237274 nChanged 12 SP:Iteration 127Q (1283.392102 sec): 3 clusters Score: Raw -1974874.346282 + Penalty 1951.379745 = -1972922.966537 nChanged 10 SP:Iteration 128Q (1283.469009 sec): 3 clusters Score: Raw -1974875.123370 + Penalty 1951.379745 = -1972923.743625 nChanged 8 SP:Iteration 129Q (1283.547909 sec): 3 clusters Score: Raw -1974875.779581 + Penalty 1951.379745 = -1972924.399836 nChanged 6 SP:Iteration 130Q (1283.625382 sec): 3 clusters Score: Raw -1974876.217087 + Penalty 1951.379745 = -1972924.837341 nChanged 6 SP:Iteration 131Q (1283.707572 sec): 3 clusters Score: Raw -1974876.717371 + Penalty 1951.379745 = -1972925.337626 nChanged 7 SP:Iteration 132Q (1283.787896 sec): 3 clusters Score: Raw -1974877.194416 + Penalty 1951.379745 = -1972925.814671 nChanged 6 SP:Iteration 133Q (1283.860009 sec): 3 clusters Score: Raw -1974877.630554 + Penalty 1951.379745 = -1972926.250809 nChanged 9 SP:Iteration 134Q (1283.945684 sec): 3 clusters Score: Raw -1974878.368041 + Penalty 1951.379745 = -1972926.988296 nChanged 6 SP:Iteration 135Q (1284.004984 sec): 3 clusters Score: Raw -1974878.826554 + Penalty 1951.379745 = -1972927.446809 nChanged 4 SP:Iteration 136Q (1284.077466 sec): 3 clusters Score: Raw -1974879.058031 + Penalty 1951.379745 = -1972927.678286 nChanged 2 SP:Iteration 137Q (1284.156016 sec): 3 clusters Score: Raw -1974879.163255 + Penalty 1951.379745 = -1972927.783509 nChanged 2 SP:Iteration 138Q (1284.221995 sec): 3 clusters Score: Raw -1974879.213655 + Penalty 1951.379745 = -1972927.833910 nChanged 0 SP:Iteration 139F (1284.306235 sec): 3 clusters Score: Raw -1974879.213655 + Penalty 1951.379745 = -1972927.833910 nChanged 0 Trying to split cluster 14 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1284.338154 sec): 2 clusters Score: Raw -137242.899385 + Penalty 708.088378 = -136534.811008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1284.390728 sec): 3 clusters Score: Raw -136450.148780 + Penalty 1416.176756 = -135033.972024 nChanged 656 SP:Iteration 1F (1284.437096 sec): 3 clusters Score: Raw -136880.260248 + Penalty 1416.176756 = -135464.083492 nChanged 133 SP:Iteration 2F (1284.487870 sec): 3 clusters Score: Raw -136967.204907 + Penalty 1416.176756 = -135551.028151 nChanged 74 SP:Iteration 3Q (1284.536737 sec): 3 clusters Score: Raw -137020.938535 + Penalty 1416.176756 = -135604.761779 nChanged 67 SP:Iteration 4Q (1284.579411 sec): 3 clusters Score: Raw -137066.377593 + Penalty 1416.176756 = -135650.200838 nChanged 74 SP:Iteration 5Q (1284.621694 sec): 3 clusters Score: Raw -137110.808543 + Penalty 1416.176756 = -135694.631787 nChanged 60 SP:Iteration 6Q (1284.675782 sec): 3 clusters Score: Raw -137166.469597 + Penalty 1416.176756 = -135750.292841 nChanged 70 SP:Iteration 7Q (1284.713549 sec): 3 clusters Score: Raw -137227.301924 + Penalty 1416.176756 = -135811.125168 nChanged 65 SP:Iteration 8Q (1284.768890 sec): 3 clusters Score: Raw -137282.550164 + Penalty 1416.176756 = -135866.373408 nChanged 61 SP:Iteration 9Q (1284.817942 sec): 3 clusters Score: Raw -137334.260273 + Penalty 1416.176756 = -135918.083517 nChanged 53 SP:Iteration 10Q (1284.860741 sec): 3 clusters Score: Raw -137378.778944 + Penalty 1416.176756 = -135962.602188 nChanged 50 SP:Iteration 11Q (1284.896895 sec): 3 clusters Score: Raw -137417.238973 + Penalty 1416.176756 = -136001.062217 nChanged 53 SP:Iteration 12Q (1284.938168 sec): 3 clusters Score: Raw -137450.423273 + Penalty 1416.176756 = -136034.246518 nChanged 35 SP:Iteration 13Q (1284.979727 sec): 3 clusters Score: Raw -137474.227771 + Penalty 1416.176756 = -136058.051016 nChanged 26 SP:Iteration 14Q (1285.023108 sec): 3 clusters Score: Raw -137488.175847 + Penalty 1416.176756 = -136071.999092 nChanged 19 SP:Iteration 15Q (1285.063780 sec): 3 clusters Score: Raw -137495.976722 + Penalty 1416.176756 = -136079.799966 nChanged 9 SP:Iteration 16Q (1285.107949 sec): 3 clusters Score: Raw -137500.702224 + Penalty 1416.176756 = -136084.525469 nChanged 9 SP:Iteration 17Q (1285.154083 sec): 3 clusters Score: Raw -137507.507489 + Penalty 1416.176756 = -136091.330733 nChanged 11 SP:Iteration 18Q (1285.192335 sec): 3 clusters Score: Raw -137515.014293 + Penalty 1416.176756 = -136098.837537 nChanged 9 SP:Iteration 19Q (1285.227819 sec): 3 clusters Score: Raw -137518.927524 + Penalty 1416.176756 = -136102.750768 nChanged 9 SP:Iteration 20F (1285.276298 sec): 3 clusters Score: Raw -137523.014821 + Penalty 1416.176756 = -136106.838065 nChanged 7 SP:Iteration 21Q (1285.311886 sec): 3 clusters Score: Raw -137525.621548 + Penalty 1416.176756 = -136109.444792 nChanged 4 SP:Iteration 22Q (1285.346914 sec): 3 clusters Score: Raw -137526.938551 + Penalty 1416.176756 = -136110.761795 nChanged 3 SP:Iteration 23Q (1285.389587 sec): 3 clusters Score: Raw -137528.171315 + Penalty 1416.176756 = -136111.994559 nChanged 1 SP:Iteration 24Q (1285.433491 sec): 3 clusters Score: Raw -137528.767062 + Penalty 1416.176756 = -136112.590307 nChanged 2 SP:Iteration 25Q (1285.478297 sec): 3 clusters Score: Raw -137529.382749 + Penalty 1416.176756 = -136113.205993 nChanged 0 SP:Iteration 26F (1285.522306 sec): 3 clusters Score: Raw -137529.382749 + Penalty 1416.176756 = -136113.205993 nChanged 0 Trying to split cluster 15 (4357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1285.547895 sec): 2 clusters Score: Raw -307472.182961 + Penalty 796.056207 = -306676.126754 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1285.594650 sec): 3 clusters Score: Raw -305043.320414 + Penalty 1592.112415 = -303451.207999 nChanged 1824 SP:Iteration 1F (1285.643682 sec): 3 clusters Score: Raw -306107.339064 + Penalty 1592.112415 = -304515.226649 nChanged 376 SP:Iteration 2F (1285.684497 sec): 3 clusters Score: Raw -306426.483584 + Penalty 1592.112415 = -304834.371169 nChanged 393 SP:Iteration 3F (1285.723576 sec): 3 clusters Score: Raw -306894.657097 + Penalty 1592.112415 = -305302.544682 nChanged 400 SP:Iteration 4F (1285.781020 sec): 3 clusters Score: Raw -307350.897933 + Penalty 1592.112415 = -305758.785518 nChanged 344 SP:Iteration 5F (1285.819710 sec): 3 clusters Score: Raw -307670.874167 + Penalty 1592.112415 = -306078.761752 nChanged 247 SP:Iteration 6F (1285.868520 sec): 3 clusters Score: Raw -307867.593387 + Penalty 1592.112415 = -306275.480972 nChanged 161 SP:Iteration 7Q (1285.918932 sec): 3 clusters Score: Raw -307962.622129 + Penalty 1592.112415 = -306370.509714 nChanged 86 SP:Iteration 8Q (1285.960393 sec): 3 clusters Score: Raw -308000.137216 + Penalty 1592.112415 = -306408.024801 nChanged 55 SP:Iteration 9Q (1286.006044 sec): 3 clusters Score: Raw -308019.946884 + Penalty 1592.112415 = -306427.834469 nChanged 36 SP:Iteration 10Q (1286.054784 sec): 3 clusters Score: Raw -308028.346460 + Penalty 1592.112415 = -306436.234045 nChanged 25 SP:Iteration 11Q (1286.094987 sec): 3 clusters Score: Raw -308033.770112 + Penalty 1592.112415 = -306441.657697 nChanged 18 SP:Iteration 12Q (1286.150919 sec): 3 clusters Score: Raw -308037.729444 + Penalty 1592.112415 = -306445.617029 nChanged 14 SP:Iteration 13Q (1286.188601 sec): 3 clusters Score: Raw -308040.519638 + Penalty 1592.112415 = -306448.407223 nChanged 16 SP:Iteration 14Q (1286.237759 sec): 3 clusters Score: Raw -308043.250047 + Penalty 1592.112415 = -306451.137632 nChanged 7 SP:Iteration 15Q (1286.277558 sec): 3 clusters Score: Raw -308044.740123 + Penalty 1592.112415 = -306452.627708 nChanged 5 SP:Iteration 16Q (1286.325309 sec): 3 clusters Score: Raw -308045.426998 + Penalty 1592.112415 = -306453.314583 nChanged 2 SP:Iteration 17Q (1286.375088 sec): 3 clusters Score: Raw -308045.790639 + Penalty 1592.112415 = -306453.678224 nChanged 2 SP:Iteration 18Q (1286.421494 sec): 3 clusters Score: Raw -308046.212819 + Penalty 1592.112415 = -306454.100404 nChanged 1 SP:Iteration 19Q (1286.469994 sec): 3 clusters Score: Raw -308046.400247 + Penalty 1592.112415 = -306454.287832 nChanged 1 SP:Iteration 20F (1286.524365 sec): 3 clusters Score: Raw -308046.617715 + Penalty 1592.112415 = -306454.505300 nChanged 0 Trying to split cluster 16 (3623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1286.540988 sec): 2 clusters Score: Raw -266700.134118 + Penalty 778.530481 = -265921.603637 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1286.595290 sec): 3 clusters Score: Raw -264687.405687 + Penalty 1557.060961 = -263130.344726 nChanged 1496 SP:Iteration 1F (1286.644409 sec): 3 clusters Score: Raw -265604.238626 + Penalty 1557.060961 = -264047.177665 nChanged 348 SP:Iteration 2F (1286.695205 sec): 3 clusters Score: Raw -265873.678613 + Penalty 1557.060961 = -264316.617652 nChanged 274 SP:Iteration 3F (1286.739346 sec): 3 clusters Score: Raw -266088.703648 + Penalty 1557.060961 = -264531.642687 nChanged 243 SP:Iteration 4F (1286.791758 sec): 3 clusters Score: Raw -266287.357748 + Penalty 1557.060961 = -264730.296787 nChanged 217 SP:Iteration 5F (1286.835078 sec): 3 clusters Score: Raw -266457.632672 + Penalty 1557.060961 = -264900.571711 nChanged 176 SP:Iteration 6Q (1286.882505 sec): 3 clusters Score: Raw -266582.642352 + Penalty 1557.060961 = -265025.581391 nChanged 137 SP:Iteration 7Q (1286.938319 sec): 3 clusters Score: Raw -266666.233624 + Penalty 1557.060961 = -265109.172663 nChanged 87 SP:Iteration 8Q (1286.993018 sec): 3 clusters Score: Raw -266717.611977 + Penalty 1557.060961 = -265160.551016 nChanged 70 SP:Iteration 9Q (1287.035800 sec): 3 clusters Score: Raw -266759.200416 + Penalty 1557.060961 = -265202.139455 nChanged 54 SP:Iteration 10Q (1287.088447 sec): 3 clusters Score: Raw -266794.987612 + Penalty 1557.060961 = -265237.926651 nChanged 45 SP:Iteration 11Q (1287.132347 sec): 3 clusters Score: Raw -266817.920315 + Penalty 1557.060961 = -265260.859354 nChanged 26 SP:Iteration 12Q (1287.177524 sec): 3 clusters Score: Raw -266828.541174 + Penalty 1557.060961 = -265271.480213 nChanged 30 SP:Iteration 13Q (1287.227108 sec): 3 clusters Score: Raw -266843.482731 + Penalty 1557.060961 = -265286.421770 nChanged 29 SP:Iteration 14Q (1287.281881 sec): 3 clusters Score: Raw -266858.404735 + Penalty 1557.060961 = -265301.343774 nChanged 19 SP:Iteration 15Q (1287.322302 sec): 3 clusters Score: Raw -266865.559272 + Penalty 1557.060961 = -265308.498311 nChanged 11 SP:Iteration 16Q (1287.382317 sec): 3 clusters Score: Raw -266868.473869 + Penalty 1557.060961 = -265311.412907 nChanged 7 SP:Iteration 17Q (1287.422432 sec): 3 clusters Score: Raw -266872.258604 + Penalty 1557.060961 = -265315.197642 nChanged 6 SP:Iteration 18Q (1287.472586 sec): 3 clusters Score: Raw -266874.057434 + Penalty 1557.060961 = -265316.996472 nChanged 5 SP:Iteration 19Q (1287.522338 sec): 3 clusters Score: Raw -266876.258575 + Penalty 1557.060961 = -265319.197614 nChanged 1 SP:Iteration 20F (1287.578081 sec): 3 clusters Score: Raw -266876.651695 + Penalty 1557.060961 = -265319.590734 nChanged 2 SP:Iteration 21Q (1287.634703 sec): 3 clusters Score: Raw -266877.238469 + Penalty 1557.060961 = -265320.177508 nChanged 4 SP:Iteration 22Q (1287.681508 sec): 3 clusters Score: Raw -266879.283715 + Penalty 1557.060961 = -265322.222754 nChanged 4 SP:Iteration 23Q (1287.722922 sec): 3 clusters Score: Raw -266880.445906 + Penalty 1557.060961 = -265323.384945 nChanged 2 SP:Iteration 24Q (1287.780039 sec): 3 clusters Score: Raw -266880.903911 + Penalty 1557.060961 = -265323.842950 nChanged 2 SP:Iteration 25Q (1287.833369 sec): 3 clusters Score: Raw -266881.125603 + Penalty 1557.060961 = -265324.064642 nChanged 1 SP:Iteration 26Q (1287.881504 sec): 3 clusters Score: Raw -266881.493532 + Penalty 1557.060961 = -265324.432571 nChanged 1 SP:Iteration 27Q (1287.933237 sec): 3 clusters Score: Raw -266881.697724 + Penalty 1557.060961 = -265324.636763 nChanged 0 SP:Iteration 28F (1287.981767 sec): 3 clusters Score: Raw -266881.697724 + Penalty 1557.060961 = -265324.636763 nChanged 0 Trying to split cluster 17 (3520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1288.014181 sec): 2 clusters Score: Raw -257754.427640 + Penalty 775.790546 = -256978.637094 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1288.052532 sec): 3 clusters Score: Raw -255890.464472 + Penalty 1551.581091 = -254338.883381 nChanged 1455 SP:Iteration 1F (1288.110697 sec): 3 clusters Score: Raw -256717.854073 + Penalty 1551.581091 = -255166.272982 nChanged 303 SP:Iteration 2F (1288.153470 sec): 3 clusters Score: Raw -256966.824635 + Penalty 1551.581091 = -255415.243544 nChanged 276 SP:Iteration 3F (1288.200963 sec): 3 clusters Score: Raw -257208.964155 + Penalty 1551.581091 = -255657.383064 nChanged 238 SP:Iteration 4F (1288.246972 sec): 3 clusters Score: Raw -257402.147083 + Penalty 1551.581091 = -255850.565992 nChanged 209 SP:Iteration 5F (1288.298417 sec): 3 clusters Score: Raw -257560.827463 + Penalty 1551.581091 = -256009.246372 nChanged 174 SP:Iteration 6Q (1288.350163 sec): 3 clusters Score: Raw -257679.054413 + Penalty 1551.581091 = -256127.473322 nChanged 137 SP:Iteration 7Q (1288.404617 sec): 3 clusters Score: Raw -257771.837893 + Penalty 1551.581091 = -256220.256802 nChanged 122 SP:Iteration 8Q (1288.457042 sec): 3 clusters Score: Raw -257844.110980 + Penalty 1551.581091 = -256292.529889 nChanged 89 SP:Iteration 9Q (1288.502857 sec): 3 clusters Score: Raw -257890.074719 + Penalty 1551.581091 = -256338.493628 nChanged 72 SP:Iteration 10Q (1288.540335 sec): 3 clusters Score: Raw -257927.460064 + Penalty 1551.581091 = -256375.878973 nChanged 64 SP:Iteration 11Q (1288.587861 sec): 3 clusters Score: Raw -257965.351551 + Penalty 1551.581091 = -256413.770460 nChanged 59 SP:Iteration 12Q (1288.635731 sec): 3 clusters Score: Raw -257998.979912 + Penalty 1551.581091 = -256447.398821 nChanged 46 SP:Iteration 13Q (1288.691690 sec): 3 clusters Score: Raw -258021.039293 + Penalty 1551.581091 = -256469.458202 nChanged 42 SP:Iteration 14Q (1288.737674 sec): 3 clusters Score: Raw -258036.648556 + Penalty 1551.581091 = -256485.067465 nChanged 24 SP:Iteration 15Q (1288.783597 sec): 3 clusters Score: Raw -258048.856920 + Penalty 1551.581091 = -256497.275829 nChanged 23 SP:Iteration 16Q (1288.831783 sec): 3 clusters Score: Raw -258057.164771 + Penalty 1551.581091 = -256505.583680 nChanged 20 SP:Iteration 17Q (1288.890729 sec): 3 clusters Score: Raw -258064.142951 + Penalty 1551.581091 = -256512.561859 nChanged 16 SP:Iteration 18Q (1288.929150 sec): 3 clusters Score: Raw -258067.941892 + Penalty 1551.581091 = -256516.360801 nChanged 8 SP:Iteration 19Q (1288.985223 sec): 3 clusters Score: Raw -258069.692778 + Penalty 1551.581091 = -256518.111687 nChanged 9 SP:Iteration 20F (1289.038504 sec): 3 clusters Score: Raw -258070.992089 + Penalty 1551.581091 = -256519.410998 nChanged 3 SP:Iteration 21Q (1289.088029 sec): 3 clusters Score: Raw -258071.678853 + Penalty 1551.581091 = -256520.097762 nChanged 3 SP:Iteration 22Q (1289.134173 sec): 3 clusters Score: Raw -258072.389601 + Penalty 1551.581091 = -256520.808510 nChanged 1 SP:Iteration 23Q (1289.174845 sec): 3 clusters Score: Raw -258072.463059 + Penalty 1551.581091 = -256520.881968 nChanged 0 SP:Iteration 24F (1289.224013 sec): 3 clusters Score: Raw -258072.463059 + Penalty 1551.581091 = -256520.881968 nChanged 0 Trying to split cluster 18 (5836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1289.252913 sec): 2 clusters Score: Raw -437250.481585 + Penalty 823.821086 = -436426.660499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1289.315566 sec): 3 clusters Score: Raw -433895.055840 + Penalty 1647.642173 = -432247.413667 nChanged 2545 SP:Iteration 1F (1289.357327 sec): 3 clusters Score: Raw -435241.153771 + Penalty 1647.642173 = -433593.511598 nChanged 392 SP:Iteration 2F (1289.407858 sec): 3 clusters Score: Raw -435428.067721 + Penalty 1647.642173 = -433780.425549 nChanged 329 SP:Iteration 3F (1289.458822 sec): 3 clusters Score: Raw -435591.969530 + Penalty 1647.642173 = -433944.327357 nChanged 300 SP:Iteration 4F (1289.518276 sec): 3 clusters Score: Raw -435750.010946 + Penalty 1647.642173 = -434102.368773 nChanged 287 SP:Iteration 5Q (1289.568299 sec): 3 clusters Score: Raw -435898.289837 + Penalty 1647.642173 = -434250.647664 nChanged 255 SP:Iteration 6Q (1289.623145 sec): 3 clusters Score: Raw -436043.002476 + Penalty 1647.642173 = -434395.360303 nChanged 252 SP:Iteration 7Q (1289.664210 sec): 3 clusters Score: Raw -436200.961334 + Penalty 1647.642173 = -434553.319161 nChanged 246 SP:Iteration 8Q (1289.712727 sec): 3 clusters Score: Raw -436355.748040 + Penalty 1647.642173 = -434708.105867 nChanged 216 SP:Iteration 9Q (1289.763465 sec): 3 clusters Score: Raw -436510.345762 + Penalty 1647.642173 = -434862.703589 nChanged 217 SP:Iteration 10Q (1289.827767 sec): 3 clusters Score: Raw -436674.814545 + Penalty 1647.642173 = -435027.172372 nChanged 199 SP:Iteration 11Q (1289.878493 sec): 3 clusters Score: Raw -436805.450092 + Penalty 1647.642173 = -435157.807919 nChanged 171 SP:Iteration 12Q (1289.936582 sec): 3 clusters Score: Raw -436908.695677 + Penalty 1647.642173 = -435261.053504 nChanged 139 SP:Iteration 13Q (1289.983206 sec): 3 clusters Score: Raw -436987.367381 + Penalty 1647.642173 = -435339.725208 nChanged 102 SP:Iteration 14Q (1290.034593 sec): 3 clusters Score: Raw -437034.396490 + Penalty 1647.642173 = -435386.754317 nChanged 79 SP:Iteration 15Q (1290.078246 sec): 3 clusters Score: Raw -437068.138648 + Penalty 1647.642173 = -435420.496475 nChanged 84 SP:Iteration 16Q (1290.123725 sec): 3 clusters Score: Raw -437102.499283 + Penalty 1647.642173 = -435454.857110 nChanged 69 SP:Iteration 17Q (1290.172894 sec): 3 clusters Score: Raw -437132.308719 + Penalty 1647.642173 = -435484.666547 nChanged 68 SP:Iteration 18Q (1290.220811 sec): 3 clusters Score: Raw -437156.355108 + Penalty 1647.642173 = -435508.712935 nChanged 50 SP:Iteration 19Q (1290.255029 sec): 3 clusters Score: Raw -437175.936138 + Penalty 1647.642173 = -435528.293965 nChanged 55 SP:Iteration 20F (1290.307941 sec): 3 clusters Score: Raw -437198.406782 + Penalty 1647.642173 = -435550.764609 nChanged 46 SP:Iteration 21Q (1290.351022 sec): 3 clusters Score: Raw -437214.741057 + Penalty 1647.642173 = -435567.098884 nChanged 42 SP:Iteration 22Q (1290.396250 sec): 3 clusters Score: Raw -437228.406479 + Penalty 1647.642173 = -435580.764307 nChanged 44 SP:Iteration 23Q (1290.450844 sec): 3 clusters Score: Raw -437248.329566 + Penalty 1647.642173 = -435600.687393 nChanged 39 SP:Iteration 24Q (1290.490794 sec): 3 clusters Score: Raw -437267.087321 + Penalty 1647.642173 = -435619.445148 nChanged 33 SP:Iteration 25Q (1290.538693 sec): 3 clusters Score: Raw -437286.191784 + Penalty 1647.642173 = -435638.549611 nChanged 38 SP:Iteration 26Q (1290.598420 sec): 3 clusters Score: Raw -437302.792271 + Penalty 1647.642173 = -435655.150098 nChanged 32 SP:Iteration 27Q (1290.637054 sec): 3 clusters Score: Raw -437319.640327 + Penalty 1647.642173 = -435671.998154 nChanged 41 SP:Iteration 28Q (1290.694716 sec): 3 clusters Score: Raw -437342.277172 + Penalty 1647.642173 = -435694.634999 nChanged 40 SP:Iteration 29Q (1290.735875 sec): 3 clusters Score: Raw -437362.864062 + Penalty 1647.642173 = -435715.221890 nChanged 25 SP:Iteration 30Q (1290.767732 sec): 3 clusters Score: Raw -437373.319375 + Penalty 1647.642173 = -435725.677202 nChanged 17 SP:Iteration 31Q (1290.818773 sec): 3 clusters Score: Raw -437380.699632 + Penalty 1647.642173 = -435733.057459 nChanged 17 SP:Iteration 32Q (1290.867040 sec): 3 clusters Score: Raw -437386.784789 + Penalty 1647.642173 = -435739.142617 nChanged 23 SP:Iteration 33Q (1290.918320 sec): 3 clusters Score: Raw -437395.661217 + Penalty 1647.642173 = -435748.019044 nChanged 15 SP:Iteration 34Q (1290.965098 sec): 3 clusters Score: Raw -437399.829329 + Penalty 1647.642173 = -435752.187156 nChanged 8 SP:Iteration 35Q (1291.015594 sec): 3 clusters Score: Raw -437402.149543 + Penalty 1647.642173 = -435754.507370 nChanged 6 SP:Iteration 36Q (1291.069310 sec): 3 clusters Score: Raw -437404.870670 + Penalty 1647.642173 = -435757.228498 nChanged 4 SP:Iteration 37Q (1291.136555 sec): 3 clusters Score: Raw -437405.705355 + Penalty 1647.642173 = -435758.063182 nChanged 5 SP:Iteration 38Q (1291.180990 sec): 3 clusters Score: Raw -437407.016005 + Penalty 1647.642173 = -435759.373832 nChanged 5 SP:Iteration 39Q (1291.239798 sec): 3 clusters Score: Raw -437407.622325 + Penalty 1647.642173 = -435759.980152 nChanged 0 SP:Iteration 40F (1291.297069 sec): 3 clusters Score: Raw -437407.622325 + Penalty 1647.642173 = -435759.980152 nChanged 0 Trying to split cluster 19 (55470 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1291.382103 sec): 2 clusters Score: Raw -3995501.729768 + Penalty 1037.741773 = -3994463.987995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1291.501404 sec): 3 clusters Score: Raw -3959311.962733 + Penalty 2075.483546 = -3957236.479187 nChanged 26617 SP:Iteration 1F (1291.609189 sec): 3 clusters Score: Raw -3975678.403973 + Penalty 2075.483546 = -3973602.920427 nChanged 2708 SP:Iteration 2Q (1291.732589 sec): 3 clusters Score: Raw -3976838.767670 + Penalty 2075.483546 = -3974763.284123 nChanged 3012 SP:Iteration 3F (1291.842009 sec): 3 clusters Score: Raw -3978519.409183 + Penalty 2075.483546 = -3976443.925637 nChanged 3510 SP:Iteration 4F (1291.958771 sec): 3 clusters Score: Raw -3980838.500109 + Penalty 2075.483546 = -3978763.016562 nChanged 3748 SP:Iteration 5F (1292.073973 sec): 3 clusters Score: Raw -3983628.636856 + Penalty 2075.483546 = -3981553.153310 nChanged 3761 SP:Iteration 6F (1292.189953 sec): 3 clusters Score: Raw -3986649.860673 + Penalty 2075.483546 = -3984574.377126 nChanged 3246 SP:Iteration 7F (1292.303045 sec): 3 clusters Score: Raw -3989217.560214 + Penalty 2075.483546 = -3987142.076667 nChanged 2567 SP:Iteration 8Q (1292.419746 sec): 3 clusters Score: Raw -3991042.491067 + Penalty 2075.483546 = -3988967.007520 nChanged 1827 SP:Iteration 9Q (1292.536981 sec): 3 clusters Score: Raw -3992181.686136 + Penalty 2075.483546 = -3990106.202589 nChanged 1410 SP:Iteration 10Q (1292.654216 sec): 3 clusters Score: Raw -3992995.953407 + Penalty 2075.483546 = -3990920.469860 nChanged 1137 SP:Iteration 11Q (1292.762852 sec): 3 clusters Score: Raw -3993623.831954 + Penalty 2075.483546 = -3991548.348408 nChanged 990 SP:Iteration 12Q (1292.873465 sec): 3 clusters Score: Raw -3994180.494334 + Penalty 2075.483546 = -3992105.010788 nChanged 837 SP:Iteration 13Q (1292.978219 sec): 3 clusters Score: Raw -3994664.369239 + Penalty 2075.483546 = -3992588.885693 nChanged 724 SP:Iteration 14Q (1293.089062 sec): 3 clusters Score: Raw -3995108.310062 + Penalty 2075.483546 = -3993032.826515 nChanged 539 SP:Iteration 15Q (1293.198964 sec): 3 clusters Score: Raw -3995453.683746 + Penalty 2075.483546 = -3993378.200199 nChanged 397 SP:Iteration 16Q (1293.313052 sec): 3 clusters Score: Raw -3995683.053667 + Penalty 2075.483546 = -3993607.570121 nChanged 299 SP:Iteration 17Q (1293.419755 sec): 3 clusters Score: Raw -3995823.019907 + Penalty 2075.483546 = -3993747.536360 nChanged 194 SP:Iteration 18Q (1293.532103 sec): 3 clusters Score: Raw -3995892.526815 + Penalty 2075.483546 = -3993817.043268 nChanged 147 SP:Iteration 19Q (1293.631333 sec): 3 clusters Score: Raw -3995942.385880 + Penalty 2075.483546 = -3993866.902333 nChanged 117 SP:Iteration 20F (1293.752163 sec): 3 clusters Score: Raw -3995971.855627 + Penalty 2075.483546 = -3993896.372080 nChanged 92 SP:Iteration 21Q (1293.861529 sec): 3 clusters Score: Raw -3995995.285477 + Penalty 2075.483546 = -3993919.801931 nChanged 78 SP:Iteration 22Q (1293.969491 sec): 3 clusters Score: Raw -3996015.255061 + Penalty 2075.483546 = -3993939.771515 nChanged 68 SP:Iteration 23Q (1294.077273 sec): 3 clusters Score: Raw -3996033.665289 + Penalty 2075.483546 = -3993958.181742 nChanged 60 SP:Iteration 24Q (1294.175175 sec): 3 clusters Score: Raw -3996049.244432 + Penalty 2075.483546 = -3993973.760885 nChanged 56 SP:Iteration 25Q (1294.294243 sec): 3 clusters Score: Raw -3996063.402034 + Penalty 2075.483546 = -3993987.918487 nChanged 45 SP:Iteration 26Q (1294.400961 sec): 3 clusters Score: Raw -3996074.906909 + Penalty 2075.483546 = -3993999.423363 nChanged 44 SP:Iteration 27Q (1294.505060 sec): 3 clusters Score: Raw -3996086.833715 + Penalty 2075.483546 = -3994011.350168 nChanged 38 SP:Iteration 28Q (1294.608161 sec): 3 clusters Score: Raw -3996098.250313 + Penalty 2075.483546 = -3994022.766767 nChanged 32 SP:Iteration 29Q (1294.712610 sec): 3 clusters Score: Raw -3996105.580710 + Penalty 2075.483546 = -3994030.097163 nChanged 26 SP:Iteration 30Q (1294.821271 sec): 3 clusters Score: Raw -3996110.739591 + Penalty 2075.483546 = -3994035.256045 nChanged 18 SP:Iteration 31Q (1294.927887 sec): 3 clusters Score: Raw -3996114.250570 + Penalty 2075.483546 = -3994038.767023 nChanged 18 SP:Iteration 32Q (1295.029677 sec): 3 clusters Score: Raw -3996117.111742 + Penalty 2075.483546 = -3994041.628196 nChanged 11 SP:Iteration 33Q (1295.135144 sec): 3 clusters Score: Raw -3996118.268503 + Penalty 2075.483546 = -3994042.784956 nChanged 9 SP:Iteration 34Q (1295.240454 sec): 3 clusters Score: Raw -3996119.397183 + Penalty 2075.483546 = -3994043.913637 nChanged 4 SP:Iteration 35Q (1295.348276 sec): 3 clusters Score: Raw -3996119.944291 + Penalty 2075.483546 = -3994044.460745 nChanged 5 SP:Iteration 36Q (1295.455224 sec): 3 clusters Score: Raw -3996120.262638 + Penalty 2075.483546 = -3994044.779091 nChanged 1 SP:Iteration 37Q (1295.560518 sec): 3 clusters Score: Raw -3996120.312508 + Penalty 2075.483546 = -3994044.828962 nChanged 1 SP:Iteration 38Q (1295.667131 sec): 3 clusters Score: Raw -3996120.472379 + Penalty 2075.483546 = -3994044.988832 nChanged 2 SP:Iteration 39Q (1295.770727 sec): 3 clusters Score: Raw -3996120.724714 + Penalty 2075.483546 = -3994045.241167 nChanged 2 SP:Iteration 40F (1295.890452 sec): 3 clusters Score: Raw -3996121.027387 + Penalty 2075.483546 = -3994045.543840 nChanged 2 SP:Iteration 41Q (1295.994451 sec): 3 clusters Score: Raw -3996121.329463 + Penalty 2075.483546 = -3994045.845916 nChanged 1 SP:Iteration 42Q (1296.093416 sec): 3 clusters Score: Raw -3996121.431751 + Penalty 2075.483546 = -3994045.948204 nChanged 1 SP:Iteration 43Q (1296.194801 sec): 3 clusters Score: Raw -3996121.535870 + Penalty 2075.483546 = -3994046.052324 nChanged 1 SP:Iteration 44Q (1296.298008 sec): 3 clusters Score: Raw -3996121.602440 + Penalty 2075.483546 = -3994046.118894 nChanged 1 SP:Iteration 45Q (1296.403249 sec): 3 clusters Score: Raw -3996121.647631 + Penalty 2075.483546 = -3994046.164084 nChanged 0 SP:Iteration 46F (1296.519637 sec): 3 clusters Score: Raw -3996121.647631 + Penalty 2075.483546 = -3994046.164084 nChanged 0 Trying to split cluster 20 (82030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1296.623089 sec): 2 clusters Score: Raw -6147153.750208 + Penalty 1074.909830 = -6146078.840379 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1296.763016 sec): 3 clusters Score: Raw -6093005.993035 + Penalty 2149.819659 = -6090856.173375 nChanged 39743 SP:Iteration 1F (1296.913222 sec): 3 clusters Score: Raw -6117081.983318 + Penalty 2149.819659 = -6114932.163658 nChanged 2900 SP:Iteration 2Q (1297.070100 sec): 3 clusters Score: Raw -6117886.682236 + Penalty 2149.819659 = -6115736.862576 nChanged 3014 SP:Iteration 3Q (1297.235003 sec): 3 clusters Score: Raw -6118872.500983 + Penalty 2149.819659 = -6116722.681324 nChanged 3466 SP:Iteration 4Q (1297.405187 sec): 3 clusters Score: Raw -6120210.030243 + Penalty 2149.819659 = -6118060.210583 nChanged 3846 SP:Iteration 5Q (1297.557875 sec): 3 clusters Score: Raw -6121988.971288 + Penalty 2149.819659 = -6119839.151629 nChanged 4296 SP:Iteration 6F (1297.719009 sec): 3 clusters Score: Raw -6124280.533197 + Penalty 2149.819659 = -6122130.713538 nChanged 4688 SP:Iteration 7F (1297.867921 sec): 3 clusters Score: Raw -6127246.745999 + Penalty 2149.819659 = -6125096.926339 nChanged 4751 SP:Iteration 8F (1298.022743 sec): 3 clusters Score: Raw -6130416.275571 + Penalty 2149.819659 = -6128266.455911 nChanged 4269 SP:Iteration 9F (1298.175477 sec): 3 clusters Score: Raw -6133049.300463 + Penalty 2149.819659 = -6130899.480803 nChanged 3371 SP:Iteration 10Q (1298.328056 sec): 3 clusters Score: Raw -6134622.104291 + Penalty 2149.819659 = -6132472.284632 nChanged 2324 SP:Iteration 11Q (1298.488570 sec): 3 clusters Score: Raw -6135412.164079 + Penalty 2149.819659 = -6133262.344419 nChanged 1635 SP:Iteration 12Q (1298.636799 sec): 3 clusters Score: Raw -6135887.896332 + Penalty 2149.819659 = -6133738.076673 nChanged 1311 SP:Iteration 13Q (1298.784188 sec): 3 clusters Score: Raw -6136257.136777 + Penalty 2149.819659 = -6134107.317117 nChanged 1201 SP:Iteration 14Q (1298.939350 sec): 3 clusters Score: Raw -6136591.056191 + Penalty 2149.819659 = -6134441.236531 nChanged 1210 SP:Iteration 15Q (1299.093013 sec): 3 clusters Score: Raw -6136947.943369 + Penalty 2149.819659 = -6134798.123709 nChanged 1263 SP:Iteration 16Q (1299.246765 sec): 3 clusters Score: Raw -6137333.170707 + Penalty 2149.819659 = -6135183.351048 nChanged 1289 SP:Iteration 17Q (1299.394425 sec): 3 clusters Score: Raw -6137742.813804 + Penalty 2149.819659 = -6135592.994145 nChanged 1320 SP:Iteration 18Q (1299.549629 sec): 3 clusters Score: Raw -6138165.669352 + Penalty 2149.819659 = -6136015.849693 nChanged 1308 SP:Iteration 19Q (1299.692123 sec): 3 clusters Score: Raw -6138599.291734 + Penalty 2149.819659 = -6136449.472075 nChanged 1358 SP:Iteration 20F (1299.846361 sec): 3 clusters Score: Raw -6139053.322472 + Penalty 2149.819659 = -6136903.502812 nChanged 1347 SP:Iteration 21Q (1299.999864 sec): 3 clusters Score: Raw -6139535.323969 + Penalty 2149.819659 = -6137385.504309 nChanged 1430 SP:Iteration 22Q (1300.140396 sec): 3 clusters Score: Raw -6140056.960770 + Penalty 2149.819659 = -6137907.141111 nChanged 1439 SP:Iteration 23Q (1300.282107 sec): 3 clusters Score: Raw -6140626.605908 + Penalty 2149.819659 = -6138476.786249 nChanged 1485 SP:Iteration 24Q (1300.429660 sec): 3 clusters Score: Raw -6141239.270182 + Penalty 2149.819659 = -6139089.450522 nChanged 1434 SP:Iteration 25Q (1300.572266 sec): 3 clusters Score: Raw -6141854.630419 + Penalty 2149.819659 = -6139704.810759 nChanged 1438 SP:Iteration 26Q (1300.714154 sec): 3 clusters Score: Raw -6142517.361441 + Penalty 2149.819659 = -6140367.541782 nChanged 1414 SP:Iteration 27Q (1300.852963 sec): 3 clusters Score: Raw -6143235.265828 + Penalty 2149.819659 = -6141085.446168 nChanged 1306 SP:Iteration 28Q (1300.999373 sec): 3 clusters Score: Raw -6143930.830848 + Penalty 2149.819659 = -6141781.011189 nChanged 1231 SP:Iteration 29Q (1301.133436 sec): 3 clusters Score: Raw -6144604.253190 + Penalty 2149.819659 = -6142454.433530 nChanged 1120 SP:Iteration 30Q (1301.279078 sec): 3 clusters Score: Raw -6145238.501323 + Penalty 2149.819659 = -6143088.681663 nChanged 979 SP:Iteration 31Q (1301.408316 sec): 3 clusters Score: Raw -6145807.825252 + Penalty 2149.819659 = -6143658.005592 nChanged 773 SP:Iteration 32Q (1301.551409 sec): 3 clusters Score: Raw -6146233.675425 + Penalty 2149.819659 = -6144083.855765 nChanged 604 SP:Iteration 33Q (1301.681929 sec): 3 clusters Score: Raw -6146577.313879 + Penalty 2149.819659 = -6144427.494219 nChanged 477 SP:Iteration 34Q (1301.807994 sec): 3 clusters Score: Raw -6146842.214336 + Penalty 2149.819659 = -6144692.394677 nChanged 315 SP:Iteration 35Q (1301.938340 sec): 3 clusters Score: Raw -6147011.822080 + Penalty 2149.819659 = -6144862.002421 nChanged 226 SP:Iteration 36Q (1302.070237 sec): 3 clusters Score: Raw -6147134.129821 + Penalty 2149.819659 = -6144984.310162 nChanged 150 SP:Iteration 37Q (1302.196628 sec): 3 clusters Score: Raw -6147208.483652 + Penalty 2149.819659 = -6145058.663992 nChanged 115 SP:Iteration 38Q (1302.331440 sec): 3 clusters Score: Raw -6147261.822103 + Penalty 2149.819659 = -6145112.002443 nChanged 87 SP:Iteration 39Q (1302.458519 sec): 3 clusters Score: Raw -6147296.698396 + Penalty 2149.819659 = -6145146.878737 nChanged 65 SP:Iteration 40F (1302.604566 sec): 3 clusters Score: Raw -6147319.842756 + Penalty 2149.819659 = -6145170.023096 nChanged 51 SP:Iteration 41Q (1302.737793 sec): 3 clusters Score: Raw -6147338.061665 + Penalty 2149.819659 = -6145188.242005 nChanged 33 SP:Iteration 42Q (1302.868924 sec): 3 clusters Score: Raw -6147349.753693 + Penalty 2149.819659 = -6145199.934034 nChanged 31 SP:Iteration 43Q (1303.009936 sec): 3 clusters Score: Raw -6147364.231536 + Penalty 2149.819659 = -6145214.411876 nChanged 36 SP:Iteration 44Q (1303.144443 sec): 3 clusters Score: Raw -6147381.670650 + Penalty 2149.819659 = -6145231.850990 nChanged 28 SP:Iteration 45Q (1303.272239 sec): 3 clusters Score: Raw -6147393.083372 + Penalty 2149.819659 = -6145243.263713 nChanged 24 SP:Iteration 46Q (1303.409248 sec): 3 clusters Score: Raw -6147403.031734 + Penalty 2149.819659 = -6145253.212075 nChanged 23 SP:Iteration 47Q (1303.541432 sec): 3 clusters Score: Raw -6147408.858239 + Penalty 2149.819659 = -6145259.038579 nChanged 12 SP:Iteration 48Q (1303.676650 sec): 3 clusters Score: Raw -6147412.839063 + Penalty 2149.819659 = -6145263.019403 nChanged 9 SP:Iteration 49Q (1303.801456 sec): 3 clusters Score: Raw -6147415.766767 + Penalty 2149.819659 = -6145265.947107 nChanged 8 SP:Iteration 50Q (1303.933671 sec): 3 clusters Score: Raw -6147418.290633 + Penalty 2149.819659 = -6145268.470974 nChanged 5 SP:Iteration 51Q (1304.064286 sec): 3 clusters Score: Raw -6147419.563874 + Penalty 2149.819659 = -6145269.744214 nChanged 4 SP:Iteration 52Q (1304.188501 sec): 3 clusters Score: Raw -6147420.516063 + Penalty 2149.819659 = -6145270.696403 nChanged 4 SP:Iteration 53Q (1304.314969 sec): 3 clusters Score: Raw -6147421.876817 + Penalty 2149.819659 = -6145272.057158 nChanged 10 SP:Iteration 54Q (1304.445373 sec): 3 clusters Score: Raw -6147423.915890 + Penalty 2149.819659 = -6145274.096230 nChanged 3 SP:Iteration 55Q (1304.569097 sec): 3 clusters Score: Raw -6147424.613572 + Penalty 2149.819659 = -6145274.793913 nChanged 3 SP:Iteration 56Q (1304.699872 sec): 3 clusters Score: Raw -6147425.663272 + Penalty 2149.819659 = -6145275.843613 nChanged 5 SP:Iteration 57Q (1304.819969 sec): 3 clusters Score: Raw -6147426.730081 + Penalty 2149.819659 = -6145276.910421 nChanged 2 SP:Iteration 58Q (1304.937842 sec): 3 clusters Score: Raw -6147427.316215 + Penalty 2149.819659 = -6145277.496556 nChanged 1 SP:Iteration 59Q (1305.064013 sec): 3 clusters Score: Raw -6147427.461263 + Penalty 2149.819659 = -6145277.641603 nChanged 1 SP:Iteration 60F (1305.206423 sec): 3 clusters Score: Raw -6147427.646095 + Penalty 2149.819659 = -6145277.826435 nChanged 2 SP:Iteration 61Q (1305.331321 sec): 3 clusters Score: Raw -6147428.681445 + Penalty 2149.819659 = -6145278.861786 nChanged 3 SP:Iteration 62Q (1305.446758 sec): 3 clusters Score: Raw -6147429.824880 + Penalty 2149.819659 = -6145280.005221 nChanged 7 SP:Iteration 63Q (1305.582868 sec): 3 clusters Score: Raw -6147431.710656 + Penalty 2149.819659 = -6145281.890997 nChanged 5 SP:Iteration 64Q (1305.708719 sec): 3 clusters Score: Raw -6147432.954438 + Penalty 2149.819659 = -6145283.134778 nChanged 4 SP:Iteration 65Q (1305.842008 sec): 3 clusters Score: Raw -6147434.201296 + Penalty 2149.819659 = -6145284.381637 nChanged 1 SP:Iteration 66Q (1305.972320 sec): 3 clusters Score: Raw -6147434.458601 + Penalty 2149.819659 = -6145284.638942 nChanged 0 SP:Iteration 67F (1306.119886 sec): 3 clusters Score: Raw -6147434.458601 + Penalty 2149.819659 = -6145284.638942 nChanged 0 Trying to split cluster 21 (17432 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1306.168770 sec): 2 clusters Score: Raw -1299499.261611 + Penalty 927.775973 = -1298571.485638 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1306.236235 sec): 3 clusters Score: Raw -1288570.452457 + Penalty 1855.551947 = -1286714.900511 nChanged 8116 SP:Iteration 1F (1306.308490 sec): 3 clusters Score: Raw -1293166.712096 + Penalty 1855.551947 = -1291311.160149 nChanged 949 SP:Iteration 2F (1306.370475 sec): 3 clusters Score: Raw -1293571.699010 + Penalty 1855.551947 = -1291716.147063 nChanged 1014 SP:Iteration 3F (1306.436096 sec): 3 clusters Score: Raw -1294092.025361 + Penalty 1855.551947 = -1292236.473414 nChanged 1178 SP:Iteration 4F (1306.511333 sec): 3 clusters Score: Raw -1294881.324690 + Penalty 1855.551947 = -1293025.772743 nChanged 1340 SP:Iteration 5F (1306.572979 sec): 3 clusters Score: Raw -1295901.688927 + Penalty 1855.551947 = -1294046.136981 nChanged 1316 SP:Iteration 6F (1306.638249 sec): 3 clusters Score: Raw -1297072.006910 + Penalty 1855.551947 = -1295216.454963 nChanged 1094 SP:Iteration 7F (1306.712592 sec): 3 clusters Score: Raw -1298145.521842 + Penalty 1855.551947 = -1296289.969896 nChanged 716 SP:Iteration 8Q (1306.777465 sec): 3 clusters Score: Raw -1298836.024552 + Penalty 1855.551947 = -1296980.472605 nChanged 424 SP:Iteration 9Q (1306.843274 sec): 3 clusters Score: Raw -1299179.657714 + Penalty 1855.551947 = -1297324.105767 nChanged 256 SP:Iteration 10Q (1306.907020 sec): 3 clusters Score: Raw -1299349.087314 + Penalty 1855.551947 = -1297493.535367 nChanged 186 SP:Iteration 11Q (1306.973437 sec): 3 clusters Score: Raw -1299439.746200 + Penalty 1855.551947 = -1297584.194253 nChanged 121 SP:Iteration 12Q (1307.034051 sec): 3 clusters Score: Raw -1299492.252152 + Penalty 1855.551947 = -1297636.700205 nChanged 86 SP:Iteration 13Q (1307.092067 sec): 3 clusters Score: Raw -1299526.416304 + Penalty 1855.551947 = -1297670.864357 nChanged 82 SP:Iteration 14Q (1307.151367 sec): 3 clusters Score: Raw -1299553.192844 + Penalty 1855.551947 = -1297697.640897 nChanged 71 SP:Iteration 15Q (1307.212258 sec): 3 clusters Score: Raw -1299576.817961 + Penalty 1855.551947 = -1297721.266014 nChanged 51 SP:Iteration 16Q (1307.273888 sec): 3 clusters Score: Raw -1299596.009540 + Penalty 1855.551947 = -1297740.457594 nChanged 45 SP:Iteration 17Q (1307.334175 sec): 3 clusters Score: Raw -1299611.762325 + Penalty 1855.551947 = -1297756.210379 nChanged 49 SP:Iteration 18Q (1307.395308 sec): 3 clusters Score: Raw -1299630.576790 + Penalty 1855.551947 = -1297775.024844 nChanged 44 SP:Iteration 19Q (1307.456463 sec): 3 clusters Score: Raw -1299645.305105 + Penalty 1855.551947 = -1297789.753158 nChanged 30 SP:Iteration 20F (1307.524729 sec): 3 clusters Score: Raw -1299656.645179 + Penalty 1855.551947 = -1297801.093233 nChanged 28 SP:Iteration 21Q (1307.585776 sec): 3 clusters Score: Raw -1299665.150514 + Penalty 1855.551947 = -1297809.598568 nChanged 28 SP:Iteration 22Q (1307.645633 sec): 3 clusters Score: Raw -1299672.660059 + Penalty 1855.551947 = -1297817.108113 nChanged 20 SP:Iteration 23Q (1307.707879 sec): 3 clusters Score: Raw -1299676.891841 + Penalty 1855.551947 = -1297821.339895 nChanged 11 SP:Iteration 24Q (1307.778800 sec): 3 clusters Score: Raw -1299678.563607 + Penalty 1855.551947 = -1297823.011660 nChanged 14 SP:Iteration 25Q (1307.830688 sec): 3 clusters Score: Raw -1299680.862509 + Penalty 1855.551947 = -1297825.310562 nChanged 6 SP:Iteration 26Q (1307.892806 sec): 3 clusters Score: Raw -1299682.038256 + Penalty 1855.551947 = -1297826.486310 nChanged 4 SP:Iteration 27Q (1307.954352 sec): 3 clusters Score: Raw -1299683.354740 + Penalty 1855.551947 = -1297827.802794 nChanged 1 SP:Iteration 28Q (1308.022990 sec): 3 clusters Score: Raw -1299683.435721 + Penalty 1855.551947 = -1297827.883774 nChanged 0 SP:Iteration 29F (1308.095624 sec): 3 clusters Score: Raw -1299683.435721 + Penalty 1855.551947 = -1297827.883774 nChanged 0 Iteration 299Q (1310.299522 sec): 23 clusters Score: Raw -25394736.454213 + Penalty 26720.276661 = -25368016.177552 nChanged 262 Iteration 300F (1314.275243 sec): 23 clusters Score: Raw -25394986.848163 + Penalty 26720.276661 = -25368266.571503 nChanged 427 Iteration 301Q (1316.659037 sec): 23 clusters Score: Raw -25395195.116016 + Penalty 26720.276661 = -25368474.839355 nChanged 370 Iteration 302Q (1318.926354 sec): 23 clusters Score: Raw -25395320.947725 + Penalty 26720.276661 = -25368600.671064 nChanged 388 Iteration 303Q (1321.205144 sec): 23 clusters Score: Raw -25395424.325571 + Penalty 26720.276661 = -25368704.048910 nChanged 413 Iteration 304Q (1323.550088 sec): 23 clusters Score: Raw -25395511.458444 + Penalty 26720.276661 = -25368791.181784 nChanged 433 Iteration 305Q (1325.841485 sec): 23 clusters Score: Raw -25395583.386443 + Penalty 26720.276661 = -25368863.109782 nChanged 380 Iteration 306Q (1328.007471 sec): 23 clusters Score: Raw -25395631.274513 + Penalty 26720.276661 = -25368910.997852 nChanged 370 Iteration 307Q (1330.454391 sec): 23 clusters Score: Raw -25395673.284341 + Penalty 26720.276661 = -25368953.007681 nChanged 338 Iteration 308Q (1332.706762 sec): 23 clusters Score: Raw -25395708.890244 + Penalty 26720.276661 = -25368988.613583 nChanged 374 Iteration 309Q (1334.978255 sec): 23 clusters Score: Raw -25395745.815225 + Penalty 26720.276661 = -25369025.538565 nChanged 358 Iteration 310Q (1337.316318 sec): 23 clusters Score: Raw -25395775.502088 + Penalty 26720.276661 = -25369055.225427 nChanged 344 Iteration 311Q (1339.633179 sec): 23 clusters Score: Raw -25395800.319776 + Penalty 26720.276661 = -25369080.043115 nChanged 345 Iteration 312Q (1341.797409 sec): 23 clusters Score: Raw -25395825.056773 + Penalty 26720.276661 = -25369104.780112 nChanged 341 Iteration 313Q (1344.309435 sec): 23 clusters Score: Raw -25395847.360350 + Penalty 26720.276661 = -25369127.083689 nChanged 342 Iteration 314Q (1346.551389 sec): 23 clusters Score: Raw -25395869.834905 + Penalty 26720.276661 = -25369149.558244 nChanged 346 Iteration 315Q (1348.841123 sec): 23 clusters Score: Raw -25395890.825971 + Penalty 26720.276661 = -25369170.549310 nChanged 308 Iteration 316Q (1351.021223 sec): 23 clusters Score: Raw -25395905.931970 + Penalty 26720.276661 = -25369185.655310 nChanged 305 Iteration 317Q (1353.416266 sec): 23 clusters Score: Raw -25395920.408094 + Penalty 26720.276661 = -25369200.131433 nChanged 279 Iteration 318Q (1355.621221 sec): 23 clusters Score: Raw -25395932.573969 + Penalty 26720.276661 = -25369212.297309 nChanged 282 Iteration 319Q (1357.942811 sec): 23 clusters Score: Raw -25395944.248969 + Penalty 26720.276661 = -25369223.972308 nChanged 294 Iteration 320F (1361.910444 sec): 23 clusters Score: Raw -25395960.570014 + Penalty 26720.276661 = -25369240.293353 nChanged 283 Iteration 321Q (1364.086422 sec): 23 clusters Score: Raw -25395978.424195 + Penalty 26720.276661 = -25369258.147534 nChanged 273 Iteration 322Q (1366.548640 sec): 23 clusters Score: Raw -25395994.066758 + Penalty 26720.276661 = -25369273.790097 nChanged 288 Iteration 323Q (1368.816068 sec): 23 clusters Score: Raw -25396013.183736 + Penalty 26720.276661 = -25369292.907075 nChanged 293 Iteration 324Q (1371.071877 sec): 23 clusters Score: Raw -25396031.640741 + Penalty 26720.276661 = -25369311.364080 nChanged 254 Iteration 325Q (1373.272890 sec): 23 clusters Score: Raw -25396043.939941 + Penalty 26720.276661 = -25369323.663280 nChanged 248 Iteration 326Q (1375.669492 sec): 23 clusters Score: Raw -25396053.501642 + Penalty 26720.276661 = -25369333.224982 nChanged 212 Iteration 327Q (1377.780146 sec): 23 clusters Score: Raw -25396059.793818 + Penalty 26720.276661 = -25369339.517157 nChanged 209 Iteration 328Q (1380.126182 sec): 23 clusters Score: Raw -25396065.600235 + Penalty 26720.276661 = -25369345.323574 nChanged 199 Iteration 329Q (1382.356483 sec): 23 clusters Score: Raw -25396071.710235 + Penalty 26720.276661 = -25369351.433574 nChanged 220 Iteration 330Q (1384.573228 sec): 23 clusters Score: Raw -25396079.170468 + Penalty 26720.276661 = -25369358.893807 nChanged 218 Iteration 331Q (1386.729720 sec): 23 clusters Score: Raw -25396085.575213 + Penalty 26720.276661 = -25369365.298553 nChanged 206 Iteration 332Q (1388.944585 sec): 23 clusters Score: Raw -25396091.070016 + Penalty 26720.276661 = -25369370.793355 nChanged 199 Iteration 333Q (1391.240631 sec): 23 clusters Score: Raw -25396096.534892 + Penalty 26720.276661 = -25369376.258231 nChanged 227 Iteration 334Q (1393.413210 sec): 23 clusters Score: Raw -25396103.139211 + Penalty 26720.276661 = -25369382.862551 nChanged 226 Iteration 335Q (1395.852882 sec): 23 clusters Score: Raw -25396109.783855 + Penalty 26720.276661 = -25369389.507195 nChanged 249 Iteration 336Q (1397.993720 sec): 23 clusters Score: Raw -25396117.031262 + Penalty 26720.276661 = -25369396.754602 nChanged 254 Iteration 337Q (1400.301471 sec): 23 clusters Score: Raw -25396124.219980 + Penalty 26720.276661 = -25369403.943319 nChanged 244 Iteration 338Q (1402.606125 sec): 23 clusters Score: Raw -25396131.029473 + Penalty 26720.276661 = -25369410.752813 nChanged 258 Writing temp clu file Because OldScore, -25369403.943319, is greater than current (better) Score,-25369410.752813 Compute initial score before splitting: Score: Raw -25396131.029473 + Penalty 26720.276661 = -25369410.752813 Trying to split cluster 1 (26996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1402.764462 sec): 2 clusters Score: Raw -2050831.983140 + Penalty 969.327179 = -2049862.655962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1402.844091 sec): 3 clusters Score: Raw -2033751.865901 + Penalty 1938.654357 = -2031813.211543 nChanged 12650 SP:Iteration 1F (1402.930131 sec): 3 clusters Score: Raw -2041603.145453 + Penalty 1938.654357 = -2039664.491095 nChanged 1754 SP:Iteration 2F (1403.012605 sec): 3 clusters Score: Raw -2042741.524529 + Penalty 1938.654357 = -2040802.870172 nChanged 2077 SP:Iteration 3F (1403.096237 sec): 3 clusters Score: Raw -2044228.924640 + Penalty 1938.654357 = -2042290.270283 nChanged 2116 SP:Iteration 4F (1403.174876 sec): 3 clusters Score: Raw -2045968.686574 + Penalty 1938.654357 = -2044030.032217 nChanged 1932 SP:Iteration 5F (1403.252962 sec): 3 clusters Score: Raw -2047672.341492 + Penalty 1938.654357 = -2045733.687135 nChanged 1488 SP:Iteration 6F (1403.339287 sec): 3 clusters Score: Raw -2048884.266848 + Penalty 1938.654357 = -2046945.612491 nChanged 993 SP:Iteration 7Q (1403.418778 sec): 3 clusters Score: Raw -2049550.543040 + Penalty 1938.654357 = -2047611.888683 nChanged 693 SP:Iteration 8Q (1403.488106 sec): 3 clusters Score: Raw -2049920.117617 + Penalty 1938.654357 = -2047981.463260 nChanged 494 SP:Iteration 9Q (1403.575815 sec): 3 clusters Score: Raw -2050173.734697 + Penalty 1938.654357 = -2048235.080340 nChanged 385 SP:Iteration 10Q (1403.661706 sec): 3 clusters Score: Raw -2050350.757641 + Penalty 1938.654357 = -2048412.103284 nChanged 351 SP:Iteration 11Q (1403.744268 sec): 3 clusters Score: Raw -2050494.497156 + Penalty 1938.654357 = -2048555.842798 nChanged 309 SP:Iteration 12Q (1403.819081 sec): 3 clusters Score: Raw -2050610.526777 + Penalty 1938.654357 = -2048671.872420 nChanged 283 SP:Iteration 13Q (1403.903506 sec): 3 clusters Score: Raw -2050716.956474 + Penalty 1938.654357 = -2048778.302116 nChanged 280 SP:Iteration 14Q (1403.970482 sec): 3 clusters Score: Raw -2050816.600391 + Penalty 1938.654357 = -2048877.946034 nChanged 253 SP:Iteration 15Q (1404.043717 sec): 3 clusters Score: Raw -2050907.026113 + Penalty 1938.654357 = -2048968.371756 nChanged 248 SP:Iteration 16Q (1404.121854 sec): 3 clusters Score: Raw -2050992.249291 + Penalty 1938.654357 = -2049053.594933 nChanged 223 SP:Iteration 17Q (1404.198097 sec): 3 clusters Score: Raw -2051069.129540 + Penalty 1938.654357 = -2049130.475183 nChanged 194 SP:Iteration 18Q (1404.276458 sec): 3 clusters Score: Raw -2051128.247693 + Penalty 1938.654357 = -2049189.593336 nChanged 184 SP:Iteration 19Q (1404.347310 sec): 3 clusters Score: Raw -2051180.739392 + Penalty 1938.654357 = -2049242.085035 nChanged 157 SP:Iteration 20F (1404.436073 sec): 3 clusters Score: Raw -2051220.322940 + Penalty 1938.654357 = -2049281.668583 nChanged 130 SP:Iteration 21Q (1404.514811 sec): 3 clusters Score: Raw -2051249.481592 + Penalty 1938.654357 = -2049310.827234 nChanged 127 SP:Iteration 22Q (1404.592701 sec): 3 clusters Score: Raw -2051283.551764 + Penalty 1938.654357 = -2049344.897407 nChanged 133 SP:Iteration 23Q (1404.671352 sec): 3 clusters Score: Raw -2051318.317668 + Penalty 1938.654357 = -2049379.663310 nChanged 104 SP:Iteration 24Q (1404.738174 sec): 3 clusters Score: Raw -2051342.841186 + Penalty 1938.654357 = -2049404.186829 nChanged 103 SP:Iteration 25Q (1404.822226 sec): 3 clusters Score: Raw -2051368.181436 + Penalty 1938.654357 = -2049429.527078 nChanged 79 SP:Iteration 26Q (1404.900435 sec): 3 clusters Score: Raw -2051383.646362 + Penalty 1938.654357 = -2049444.992005 nChanged 66 SP:Iteration 27Q (1404.969023 sec): 3 clusters Score: Raw -2051395.476200 + Penalty 1938.654357 = -2049456.821843 nChanged 52 SP:Iteration 28Q (1405.050790 sec): 3 clusters Score: Raw -2051406.834675 + Penalty 1938.654357 = -2049468.180317 nChanged 56 SP:Iteration 29Q (1405.129952 sec): 3 clusters Score: Raw -2051417.068272 + Penalty 1938.654357 = -2049478.413915 nChanged 46 SP:Iteration 30Q (1405.208395 sec): 3 clusters Score: Raw -2051425.115516 + Penalty 1938.654357 = -2049486.461159 nChanged 41 SP:Iteration 31Q (1405.287568 sec): 3 clusters Score: Raw -2051432.831547 + Penalty 1938.654357 = -2049494.177190 nChanged 40 SP:Iteration 32Q (1405.353359 sec): 3 clusters Score: Raw -2051440.018751 + Penalty 1938.654357 = -2049501.364394 nChanged 40 SP:Iteration 33Q (1405.432229 sec): 3 clusters Score: Raw -2051448.975766 + Penalty 1938.654357 = -2049510.321409 nChanged 47 SP:Iteration 34Q (1405.498851 sec): 3 clusters Score: Raw -2051457.644661 + Penalty 1938.654357 = -2049518.990303 nChanged 40 SP:Iteration 35Q (1405.568207 sec): 3 clusters Score: Raw -2051464.524110 + Penalty 1938.654357 = -2049525.869753 nChanged 41 SP:Iteration 36Q (1405.649756 sec): 3 clusters Score: Raw -2051473.663586 + Penalty 1938.654357 = -2049535.009229 nChanged 34 SP:Iteration 37Q (1405.724178 sec): 3 clusters Score: Raw -2051480.152459 + Penalty 1938.654357 = -2049541.498102 nChanged 34 SP:Iteration 38Q (1405.795828 sec): 3 clusters Score: Raw -2051486.020572 + Penalty 1938.654357 = -2049547.366215 nChanged 34 SP:Iteration 39Q (1405.876769 sec): 3 clusters Score: Raw -2051491.874511 + Penalty 1938.654357 = -2049553.220153 nChanged 31 SP:Iteration 40F (1405.951783 sec): 3 clusters Score: Raw -2051496.133442 + Penalty 1938.654357 = -2049557.479085 nChanged 27 SP:Iteration 41Q (1406.028286 sec): 3 clusters Score: Raw -2051499.673987 + Penalty 1938.654357 = -2049561.019629 nChanged 21 SP:Iteration 42Q (1406.100859 sec): 3 clusters Score: Raw -2051501.554864 + Penalty 1938.654357 = -2049562.900506 nChanged 13 SP:Iteration 43Q (1406.177792 sec): 3 clusters Score: Raw -2051502.635127 + Penalty 1938.654357 = -2049563.980770 nChanged 7 SP:Iteration 44Q (1406.253783 sec): 3 clusters Score: Raw -2051503.120788 + Penalty 1938.654357 = -2049564.466430 nChanged 8 SP:Iteration 45Q (1406.330195 sec): 3 clusters Score: Raw -2051503.738503 + Penalty 1938.654357 = -2049565.084146 nChanged 5 SP:Iteration 46Q (1406.403639 sec): 3 clusters Score: Raw -2051504.306291 + Penalty 1938.654357 = -2049565.651934 nChanged 5 SP:Iteration 47Q (1406.481926 sec): 3 clusters Score: Raw -2051504.833571 + Penalty 1938.654357 = -2049566.179214 nChanged 9 SP:Iteration 48Q (1406.548180 sec): 3 clusters Score: Raw -2051505.699941 + Penalty 1938.654357 = -2049567.045583 nChanged 6 SP:Iteration 49Q (1406.624958 sec): 3 clusters Score: Raw -2051506.075451 + Penalty 1938.654357 = -2049567.421094 nChanged 1 SP:Iteration 50Q (1406.698346 sec): 3 clusters Score: Raw -2051506.136434 + Penalty 1938.654357 = -2049567.482077 nChanged 1 SP:Iteration 51Q (1406.773695 sec): 3 clusters Score: Raw -2051506.202401 + Penalty 1938.654357 = -2049567.548044 nChanged 1 SP:Iteration 52Q (1406.844772 sec): 3 clusters Score: Raw -2051506.224709 + Penalty 1938.654357 = -2049567.570351 nChanged 0 SP:Iteration 53F (1406.937098 sec): 3 clusters Score: Raw -2051506.224709 + Penalty 1938.654357 = -2049567.570351 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1406.966768 sec): 2 clusters Score: Raw -167650.691542 + Penalty 726.358203 = -166924.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1407.017496 sec): 3 clusters Score: Raw -166648.975112 + Penalty 1452.716407 = -165196.258705 nChanged 829 SP:Iteration 1F (1407.064659 sec): 3 clusters Score: Raw -167166.685798 + Penalty 1452.716407 = -165713.969391 nChanged 212 SP:Iteration 2F (1407.105128 sec): 3 clusters Score: Raw -167311.193479 + Penalty 1452.716407 = -165858.477072 nChanged 131 SP:Iteration 3F (1407.156539 sec): 3 clusters Score: Raw -167402.977628 + Penalty 1452.716407 = -165950.261221 nChanged 84 SP:Iteration 4Q (1407.205315 sec): 3 clusters Score: Raw -167452.092653 + Penalty 1452.716407 = -165999.376246 nChanged 66 SP:Iteration 5Q (1407.255738 sec): 3 clusters Score: Raw -167494.969109 + Penalty 1452.716407 = -166042.252702 nChanged 65 SP:Iteration 6Q (1407.298845 sec): 3 clusters Score: Raw -167540.667891 + Penalty 1452.716407 = -166087.951484 nChanged 64 SP:Iteration 7Q (1407.349262 sec): 3 clusters Score: Raw -167601.159145 + Penalty 1452.716407 = -166148.442738 nChanged 71 SP:Iteration 8Q (1407.396186 sec): 3 clusters Score: Raw -167668.773419 + Penalty 1452.716407 = -166216.057012 nChanged 63 SP:Iteration 9Q (1407.451627 sec): 3 clusters Score: Raw -167723.605749 + Penalty 1452.716407 = -166270.889343 nChanged 64 SP:Iteration 10Q (1407.487937 sec): 3 clusters Score: Raw -167766.480966 + Penalty 1452.716407 = -166313.764559 nChanged 47 SP:Iteration 11Q (1407.532631 sec): 3 clusters Score: Raw -167800.655656 + Penalty 1452.716407 = -166347.939250 nChanged 33 SP:Iteration 12Q (1407.568942 sec): 3 clusters Score: Raw -167817.360181 + Penalty 1452.716407 = -166364.643775 nChanged 24 SP:Iteration 13Q (1407.618740 sec): 3 clusters Score: Raw -167834.070995 + Penalty 1452.716407 = -166381.354588 nChanged 22 SP:Iteration 14Q (1407.667303 sec): 3 clusters Score: Raw -167849.785707 + Penalty 1452.716407 = -166397.069300 nChanged 18 SP:Iteration 15Q (1407.702538 sec): 3 clusters Score: Raw -167859.461656 + Penalty 1452.716407 = -166406.745249 nChanged 14 SP:Iteration 16Q (1407.748202 sec): 3 clusters Score: Raw -167865.640911 + Penalty 1452.716407 = -166412.924505 nChanged 9 SP:Iteration 17Q (1407.793715 sec): 3 clusters Score: Raw -167869.771780 + Penalty 1452.716407 = -166417.055373 nChanged 12 SP:Iteration 18Q (1407.838750 sec): 3 clusters Score: Raw -167875.496648 + Penalty 1452.716407 = -166422.780241 nChanged 9 SP:Iteration 19Q (1407.884364 sec): 3 clusters Score: Raw -167881.854939 + Penalty 1452.716407 = -166429.138532 nChanged 14 SP:Iteration 20F (1407.935805 sec): 3 clusters Score: Raw -167890.456078 + Penalty 1452.716407 = -166437.739671 nChanged 16 SP:Iteration 21Q (1407.983657 sec): 3 clusters Score: Raw -167900.032869 + Penalty 1452.716407 = -166447.316462 nChanged 16 SP:Iteration 22Q (1408.019421 sec): 3 clusters Score: Raw -167907.849289 + Penalty 1452.716407 = -166455.132883 nChanged 11 SP:Iteration 23Q (1408.063768 sec): 3 clusters Score: Raw -167911.987539 + Penalty 1452.716407 = -166459.271132 nChanged 6 SP:Iteration 24Q (1408.108063 sec): 3 clusters Score: Raw -167914.162236 + Penalty 1452.716407 = -166461.445829 nChanged 7 SP:Iteration 25Q (1408.151801 sec): 3 clusters Score: Raw -167916.374389 + Penalty 1452.716407 = -166463.657982 nChanged 6 SP:Iteration 26Q (1408.195417 sec): 3 clusters Score: Raw -167918.963605 + Penalty 1452.716407 = -166466.247198 nChanged 3 SP:Iteration 27Q (1408.233104 sec): 3 clusters Score: Raw -167920.809043 + Penalty 1452.716407 = -166468.092636 nChanged 6 SP:Iteration 28Q (1408.279759 sec): 3 clusters Score: Raw -167924.917913 + Penalty 1452.716407 = -166472.201506 nChanged 4 SP:Iteration 29Q (1408.324012 sec): 3 clusters Score: Raw -167927.541284 + Penalty 1452.716407 = -166474.824878 nChanged 6 SP:Iteration 30Q (1408.368645 sec): 3 clusters Score: Raw -167931.299288 + Penalty 1452.716407 = -166478.582881 nChanged 5 SP:Iteration 31Q (1408.412820 sec): 3 clusters Score: Raw -167933.829849 + Penalty 1452.716407 = -166481.113442 nChanged 6 SP:Iteration 32Q (1408.466407 sec): 3 clusters Score: Raw -167936.753368 + Penalty 1452.716407 = -166484.036961 nChanged 4 SP:Iteration 33Q (1408.501111 sec): 3 clusters Score: Raw -167941.659321 + Penalty 1452.716407 = -166488.942914 nChanged 11 SP:Iteration 34Q (1408.554896 sec): 3 clusters Score: Raw -167952.539478 + Penalty 1452.716407 = -166499.823071 nChanged 10 SP:Iteration 35Q (1408.600138 sec): 3 clusters Score: Raw -167962.336694 + Penalty 1452.716407 = -166509.620287 nChanged 12 SP:Iteration 36Q (1408.645763 sec): 3 clusters Score: Raw -167975.643186 + Penalty 1452.716407 = -166522.926779 nChanged 14 SP:Iteration 37Q (1408.683521 sec): 3 clusters Score: Raw -167981.450615 + Penalty 1452.716407 = -166528.734209 nChanged 11 SP:Iteration 38Q (1408.733306 sec): 3 clusters Score: Raw -167986.081363 + Penalty 1452.716407 = -166533.364956 nChanged 7 SP:Iteration 39Q (1408.778871 sec): 3 clusters Score: Raw -167990.078049 + Penalty 1452.716407 = -166537.361642 nChanged 5 SP:Iteration 40F (1408.820895 sec): 3 clusters Score: Raw -167994.427461 + Penalty 1452.716407 = -166541.711054 nChanged 6 SP:Iteration 41Q (1408.857667 sec): 3 clusters Score: Raw -167996.523759 + Penalty 1452.716407 = -166543.807352 nChanged 1 SP:Iteration 42Q (1408.902677 sec): 3 clusters Score: Raw -167996.686635 + Penalty 1452.716407 = -166543.970228 nChanged 1 SP:Iteration 43Q (1408.949965 sec): 3 clusters Score: Raw -167996.967380 + Penalty 1452.716407 = -166544.250973 nChanged 2 SP:Iteration 44Q (1409.001578 sec): 3 clusters Score: Raw -167997.496391 + Penalty 1452.716407 = -166544.779984 nChanged 0 SP:Iteration 45F (1409.051699 sec): 3 clusters Score: Raw -167997.496391 + Penalty 1452.716407 = -166544.779984 nChanged 0 Trying to split cluster 3 (23343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.112502 sec): 2 clusters Score: Raw -1675057.021654 + Penalty 955.514981 = -1674101.506673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.174644 sec): 3 clusters Score: Raw -1660394.156644 + Penalty 1911.029962 = -1658483.126682 nChanged 10916 SP:Iteration 1F (1409.247749 sec): 3 clusters Score: Raw -1666584.818850 + Penalty 1911.029962 = -1664673.788888 nChanged 1192 SP:Iteration 2F (1409.327117 sec): 3 clusters Score: Raw -1667074.624190 + Penalty 1911.029962 = -1665163.594228 nChanged 1257 SP:Iteration 3F (1409.400614 sec): 3 clusters Score: Raw -1667680.440081 + Penalty 1911.029962 = -1665769.410119 nChanged 1260 SP:Iteration 4F (1409.469843 sec): 3 clusters Score: Raw -1668339.969374 + Penalty 1911.029962 = -1666428.939412 nChanged 1315 SP:Iteration 5F (1409.548471 sec): 3 clusters Score: Raw -1669120.507526 + Penalty 1911.029962 = -1667209.477564 nChanged 1338 SP:Iteration 6F (1409.625137 sec): 3 clusters Score: Raw -1669945.280494 + Penalty 1911.029962 = -1668034.250532 nChanged 1259 SP:Iteration 7F (1409.697894 sec): 3 clusters Score: Raw -1670705.868074 + Penalty 1911.029962 = -1668794.838112 nChanged 1097 SP:Iteration 8Q (1409.765787 sec): 3 clusters Score: Raw -1671278.382873 + Penalty 1911.029962 = -1669367.352911 nChanged 903 SP:Iteration 9Q (1409.850834 sec): 3 clusters Score: Raw -1671709.005920 + Penalty 1911.029962 = -1669797.975957 nChanged 724 SP:Iteration 10Q (1409.911690 sec): 3 clusters Score: Raw -1671988.597556 + Penalty 1911.029962 = -1670077.567594 nChanged 587 SP:Iteration 11Q (1409.993238 sec): 3 clusters Score: Raw -1672206.865524 + Penalty 1911.029962 = -1670295.835562 nChanged 520 SP:Iteration 12Q (1410.062537 sec): 3 clusters Score: Raw -1672387.617935 + Penalty 1911.029962 = -1670476.587973 nChanged 469 SP:Iteration 13Q (1410.146634 sec): 3 clusters Score: Raw -1672562.395457 + Penalty 1911.029962 = -1670651.365494 nChanged 490 SP:Iteration 14Q (1410.223348 sec): 3 clusters Score: Raw -1672756.618659 + Penalty 1911.029962 = -1670845.588697 nChanged 513 SP:Iteration 15Q (1410.294154 sec): 3 clusters Score: Raw -1672986.637024 + Penalty 1911.029962 = -1671075.607062 nChanged 491 SP:Iteration 16Q (1410.366243 sec): 3 clusters Score: Raw -1673210.175622 + Penalty 1911.029962 = -1671299.145660 nChanged 476 SP:Iteration 17Q (1410.432143 sec): 3 clusters Score: Raw -1673436.610087 + Penalty 1911.029962 = -1671525.580125 nChanged 490 SP:Iteration 18Q (1410.509224 sec): 3 clusters Score: Raw -1673674.829620 + Penalty 1911.029962 = -1671763.799658 nChanged 441 SP:Iteration 19Q (1410.585812 sec): 3 clusters Score: Raw -1673902.375465 + Penalty 1911.029962 = -1671991.345503 nChanged 407 SP:Iteration 20F (1410.657991 sec): 3 clusters Score: Raw -1674104.931603 + Penalty 1911.029962 = -1672193.901641 nChanged 361 SP:Iteration 21Q (1410.719318 sec): 3 clusters Score: Raw -1674280.148641 + Penalty 1911.029962 = -1672369.118679 nChanged 321 SP:Iteration 22Q (1410.800513 sec): 3 clusters Score: Raw -1674433.070977 + Penalty 1911.029962 = -1672522.041015 nChanged 272 SP:Iteration 23Q (1410.874153 sec): 3 clusters Score: Raw -1674550.897925 + Penalty 1911.029962 = -1672639.867963 nChanged 238 SP:Iteration 24Q (1410.948483 sec): 3 clusters Score: Raw -1674652.627327 + Penalty 1911.029962 = -1672741.597365 nChanged 207 SP:Iteration 25Q (1411.020330 sec): 3 clusters Score: Raw -1674732.424441 + Penalty 1911.029962 = -1672821.394479 nChanged 175 SP:Iteration 26Q (1411.077940 sec): 3 clusters Score: Raw -1674798.922301 + Penalty 1911.029962 = -1672887.892339 nChanged 160 SP:Iteration 27Q (1411.147105 sec): 3 clusters Score: Raw -1674865.649235 + Penalty 1911.029962 = -1672954.619273 nChanged 151 SP:Iteration 28Q (1411.226343 sec): 3 clusters Score: Raw -1674927.804271 + Penalty 1911.029962 = -1673016.774309 nChanged 148 SP:Iteration 29Q (1411.302394 sec): 3 clusters Score: Raw -1674992.060779 + Penalty 1911.029962 = -1673081.030817 nChanged 132 SP:Iteration 30Q (1411.372476 sec): 3 clusters Score: Raw -1675056.862079 + Penalty 1911.029962 = -1673145.832117 nChanged 146 SP:Iteration 31Q (1411.446193 sec): 3 clusters Score: Raw -1675135.568649 + Penalty 1911.029962 = -1673224.538686 nChanged 108 SP:Iteration 32Q (1411.520036 sec): 3 clusters Score: Raw -1675188.146931 + Penalty 1911.029962 = -1673277.116969 nChanged 82 SP:Iteration 33Q (1411.591235 sec): 3 clusters Score: Raw -1675225.639498 + Penalty 1911.029962 = -1673314.609536 nChanged 78 SP:Iteration 34Q (1411.664262 sec): 3 clusters Score: Raw -1675257.394947 + Penalty 1911.029962 = -1673346.364984 nChanged 64 SP:Iteration 35Q (1411.736125 sec): 3 clusters Score: Raw -1675282.384821 + Penalty 1911.029962 = -1673371.354859 nChanged 47 SP:Iteration 36Q (1411.801945 sec): 3 clusters Score: Raw -1675301.897813 + Penalty 1911.029962 = -1673390.867851 nChanged 34 SP:Iteration 37Q (1411.880253 sec): 3 clusters Score: Raw -1675310.298012 + Penalty 1911.029962 = -1673399.268050 nChanged 20 SP:Iteration 38Q (1411.953682 sec): 3 clusters Score: Raw -1675314.868452 + Penalty 1911.029962 = -1673403.838489 nChanged 16 SP:Iteration 39Q (1412.026537 sec): 3 clusters Score: Raw -1675318.826748 + Penalty 1911.029962 = -1673407.796786 nChanged 12 SP:Iteration 40F (1412.103716 sec): 3 clusters Score: Raw -1675321.036402 + Penalty 1911.029962 = -1673410.006440 nChanged 6 SP:Iteration 41Q (1412.176291 sec): 3 clusters Score: Raw -1675322.589505 + Penalty 1911.029962 = -1673411.559543 nChanged 7 SP:Iteration 42Q (1412.237396 sec): 3 clusters Score: Raw -1675324.002545 + Penalty 1911.029962 = -1673412.972583 nChanged 7 SP:Iteration 43Q (1412.319371 sec): 3 clusters Score: Raw -1675326.548986 + Penalty 1911.029962 = -1673415.519024 nChanged 11 SP:Iteration 44Q (1412.387639 sec): 3 clusters Score: Raw -1675329.525137 + Penalty 1911.029962 = -1673418.495175 nChanged 9 SP:Iteration 45Q (1412.460082 sec): 3 clusters Score: Raw -1675332.463004 + Penalty 1911.029962 = -1673421.433042 nChanged 7 SP:Iteration 46Q (1412.533742 sec): 3 clusters Score: Raw -1675333.942637 + Penalty 1911.029962 = -1673422.912675 nChanged 6 SP:Iteration 47Q (1412.605000 sec): 3 clusters Score: Raw -1675336.026983 + Penalty 1911.029962 = -1673424.997021 nChanged 8 SP:Iteration 48Q (1412.676608 sec): 3 clusters Score: Raw -1675337.841433 + Penalty 1911.029962 = -1673426.811471 nChanged 6 SP:Iteration 49Q (1412.747558 sec): 3 clusters Score: Raw -1675339.093879 + Penalty 1911.029962 = -1673428.063916 nChanged 2 SP:Iteration 50Q (1412.813074 sec): 3 clusters Score: Raw -1675339.254270 + Penalty 1911.029962 = -1673428.224308 nChanged 0 SP:Iteration 51F (1412.890297 sec): 3 clusters Score: Raw -1675339.254270 + Penalty 1911.029962 = -1673428.224308 nChanged 0 Trying to split cluster 4 (16963 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1412.933842 sec): 2 clusters Score: Raw -1231900.345600 + Penalty 925.185029 = -1230975.160571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1412.991961 sec): 3 clusters Score: Raw -1221507.740838 + Penalty 1850.370058 = -1219657.370780 nChanged 7684 SP:Iteration 1F (1413.064689 sec): 3 clusters Score: Raw -1225984.948085 + Penalty 1850.370058 = -1224134.578027 nChanged 953 SP:Iteration 2F (1413.121205 sec): 3 clusters Score: Raw -1226410.933749 + Penalty 1850.370058 = -1224560.563691 nChanged 1046 SP:Iteration 3F (1413.182691 sec): 3 clusters Score: Raw -1226965.670512 + Penalty 1850.370058 = -1225115.300453 nChanged 1128 SP:Iteration 4F (1413.250606 sec): 3 clusters Score: Raw -1227687.331949 + Penalty 1850.370058 = -1225836.961891 nChanged 1203 SP:Iteration 5F (1413.313114 sec): 3 clusters Score: Raw -1228555.156978 + Penalty 1850.370058 = -1226704.786920 nChanged 1179 SP:Iteration 6F (1413.379223 sec): 3 clusters Score: Raw -1229485.492236 + Penalty 1850.370058 = -1227635.122178 nChanged 1000 SP:Iteration 7F (1413.457035 sec): 3 clusters Score: Raw -1230342.134885 + Penalty 1850.370058 = -1228491.764827 nChanged 775 SP:Iteration 8Q (1413.519896 sec): 3 clusters Score: Raw -1231012.322964 + Penalty 1850.370058 = -1229161.952906 nChanged 514 SP:Iteration 9Q (1413.590269 sec): 3 clusters Score: Raw -1231463.634073 + Penalty 1850.370058 = -1229613.264015 nChanged 320 SP:Iteration 10Q (1413.649214 sec): 3 clusters Score: Raw -1231719.360793 + Penalty 1850.370058 = -1229868.990735 nChanged 193 SP:Iteration 11Q (1413.714154 sec): 3 clusters Score: Raw -1231859.111831 + Penalty 1850.370058 = -1230008.741772 nChanged 136 SP:Iteration 12Q (1413.787393 sec): 3 clusters Score: Raw -1231947.310783 + Penalty 1850.370058 = -1230096.940725 nChanged 87 SP:Iteration 13Q (1413.849586 sec): 3 clusters Score: Raw -1232005.224462 + Penalty 1850.370058 = -1230154.854404 nChanged 59 SP:Iteration 14Q (1413.917791 sec): 3 clusters Score: Raw -1232043.001432 + Penalty 1850.370058 = -1230192.631374 nChanged 53 SP:Iteration 15Q (1413.988199 sec): 3 clusters Score: Raw -1232081.090543 + Penalty 1850.370058 = -1230230.720485 nChanged 41 SP:Iteration 16Q (1414.054327 sec): 3 clusters Score: Raw -1232105.575680 + Penalty 1850.370058 = -1230255.205621 nChanged 28 SP:Iteration 17Q (1414.121134 sec): 3 clusters Score: Raw -1232119.874274 + Penalty 1850.370058 = -1230269.504215 nChanged 16 SP:Iteration 18Q (1414.178060 sec): 3 clusters Score: Raw -1232127.348835 + Penalty 1850.370058 = -1230276.978777 nChanged 13 SP:Iteration 19Q (1414.235191 sec): 3 clusters Score: Raw -1232132.151220 + Penalty 1850.370058 = -1230281.781162 nChanged 3 SP:Iteration 20F (1414.314173 sec): 3 clusters Score: Raw -1232134.006824 + Penalty 1850.370058 = -1230283.636766 nChanged 5 SP:Iteration 21Q (1414.374833 sec): 3 clusters Score: Raw -1232136.169402 + Penalty 1850.370058 = -1230285.799344 nChanged 3 SP:Iteration 22Q (1414.441074 sec): 3 clusters Score: Raw -1232137.095919 + Penalty 1850.370058 = -1230286.725860 nChanged 2 SP:Iteration 23Q (1414.505743 sec): 3 clusters Score: Raw -1232137.920250 + Penalty 1850.370058 = -1230287.550192 nChanged 4 SP:Iteration 24Q (1414.567055 sec): 3 clusters Score: Raw -1232140.424667 + Penalty 1850.370058 = -1230290.054609 nChanged 3 SP:Iteration 25Q (1414.624836 sec): 3 clusters Score: Raw -1232141.075090 + Penalty 1850.370058 = -1230290.705032 nChanged 4 SP:Iteration 26Q (1414.687417 sec): 3 clusters Score: Raw -1232142.288308 + Penalty 1850.370058 = -1230291.918250 nChanged 1 SP:Iteration 27Q (1414.755137 sec): 3 clusters Score: Raw -1232143.252010 + Penalty 1850.370058 = -1230292.881951 nChanged 3 SP:Iteration 28Q (1414.820978 sec): 3 clusters Score: Raw -1232145.236564 + Penalty 1850.370058 = -1230294.866506 nChanged 2 SP:Iteration 29Q (1414.874662 sec): 3 clusters Score: Raw -1232145.922617 + Penalty 1850.370058 = -1230295.552559 nChanged 2 SP:Iteration 30Q (1414.926306 sec): 3 clusters Score: Raw -1232147.472754 + Penalty 1850.370058 = -1230297.102696 nChanged 3 SP:Iteration 31Q (1414.990472 sec): 3 clusters Score: Raw -1232148.694539 + Penalty 1850.370058 = -1230298.324480 nChanged 3 SP:Iteration 32Q (1415.062397 sec): 3 clusters Score: Raw -1232149.866922 + Penalty 1850.370058 = -1230299.496863 nChanged 1 SP:Iteration 33Q (1415.133784 sec): 3 clusters Score: Raw -1232150.334594 + Penalty 1850.370058 = -1230299.964536 nChanged 0 SP:Iteration 34F (1415.203191 sec): 3 clusters Score: Raw -1232150.334594 + Penalty 1850.370058 = -1230299.964536 nChanged 0 Trying to split cluster 5 (2112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.231702 sec): 2 clusters Score: Raw -149757.265036 + Penalty 727.262111 = -149030.002925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1415.277890 sec): 3 clusters Score: Raw -148708.071438 + Penalty 1454.524223 = -147253.547215 nChanged 813 SP:Iteration 1F (1415.320410 sec): 3 clusters Score: Raw -149207.567083 + Penalty 1454.524223 = -147753.042860 nChanged 167 SP:Iteration 2F (1415.370859 sec): 3 clusters Score: Raw -149329.821120 + Penalty 1454.524223 = -147875.296898 nChanged 130 SP:Iteration 3F (1415.411452 sec): 3 clusters Score: Raw -149410.119545 + Penalty 1454.524223 = -147955.595322 nChanged 99 SP:Iteration 4Q (1415.462276 sec): 3 clusters Score: Raw -149476.180843 + Penalty 1454.524223 = -148021.656621 nChanged 72 SP:Iteration 5Q (1415.517178 sec): 3 clusters Score: Raw -149514.602485 + Penalty 1454.524223 = -148060.078263 nChanged 50 SP:Iteration 6Q (1415.555897 sec): 3 clusters Score: Raw -149541.991063 + Penalty 1454.524223 = -148087.466840 nChanged 42 SP:Iteration 7Q (1415.601802 sec): 3 clusters Score: Raw -149560.912817 + Penalty 1454.524223 = -148106.388595 nChanged 37 SP:Iteration 8Q (1415.657161 sec): 3 clusters Score: Raw -149576.176794 + Penalty 1454.524223 = -148121.652571 nChanged 38 SP:Iteration 9Q (1415.696971 sec): 3 clusters Score: Raw -149592.620285 + Penalty 1454.524223 = -148138.096063 nChanged 31 SP:Iteration 10Q (1415.747038 sec): 3 clusters Score: Raw -149609.282963 + Penalty 1454.524223 = -148154.758741 nChanged 23 SP:Iteration 11Q (1415.797411 sec): 3 clusters Score: Raw -149625.047507 + Penalty 1454.524223 = -148170.523284 nChanged 33 SP:Iteration 12Q (1415.855612 sec): 3 clusters Score: Raw -149643.382018 + Penalty 1454.524223 = -148188.857795 nChanged 37 SP:Iteration 13Q (1415.903062 sec): 3 clusters Score: Raw -149662.069936 + Penalty 1454.524223 = -148207.545713 nChanged 27 SP:Iteration 14Q (1415.945047 sec): 3 clusters Score: Raw -149676.585229 + Penalty 1454.524223 = -148222.061007 nChanged 27 SP:Iteration 15Q (1415.979612 sec): 3 clusters Score: Raw -149697.276065 + Penalty 1454.524223 = -148242.751842 nChanged 30 SP:Iteration 16Q (1416.035283 sec): 3 clusters Score: Raw -149717.703758 + Penalty 1454.524223 = -148263.179536 nChanged 33 SP:Iteration 17Q (1416.081565 sec): 3 clusters Score: Raw -149743.467344 + Penalty 1454.524223 = -148288.943122 nChanged 35 SP:Iteration 18Q (1416.127120 sec): 3 clusters Score: Raw -149767.787490 + Penalty 1454.524223 = -148313.263267 nChanged 35 SP:Iteration 19Q (1416.179704 sec): 3 clusters Score: Raw -149789.721999 + Penalty 1454.524223 = -148335.197777 nChanged 28 SP:Iteration 20F (1416.218137 sec): 3 clusters Score: Raw -149814.259395 + Penalty 1454.524223 = -148359.735173 nChanged 32 SP:Iteration 21Q (1416.278781 sec): 3 clusters Score: Raw -149839.978909 + Penalty 1454.524223 = -148385.454687 nChanged 29 SP:Iteration 22Q (1416.316956 sec): 3 clusters Score: Raw -149873.530861 + Penalty 1454.524223 = -148419.006638 nChanged 39 SP:Iteration 23Q (1416.369593 sec): 3 clusters Score: Raw -149910.712497 + Penalty 1454.524223 = -148456.188274 nChanged 29 SP:Iteration 24Q (1416.408944 sec): 3 clusters Score: Raw -149946.024062 + Penalty 1454.524223 = -148491.499840 nChanged 40 SP:Iteration 25Q (1416.458607 sec): 3 clusters Score: Raw -149976.350819 + Penalty 1454.524223 = -148521.826596 nChanged 38 SP:Iteration 26Q (1416.507549 sec): 3 clusters Score: Raw -150001.768957 + Penalty 1454.524223 = -148547.244734 nChanged 38 SP:Iteration 27Q (1416.568844 sec): 3 clusters Score: Raw -150029.490288 + Penalty 1454.524223 = -148574.966065 nChanged 35 SP:Iteration 28Q (1416.619545 sec): 3 clusters Score: Raw -150053.589410 + Penalty 1454.524223 = -148599.065188 nChanged 28 SP:Iteration 29Q (1416.665812 sec): 3 clusters Score: Raw -150072.489931 + Penalty 1454.524223 = -148617.965709 nChanged 26 SP:Iteration 30Q (1416.708365 sec): 3 clusters Score: Raw -150090.722626 + Penalty 1454.524223 = -148636.198403 nChanged 26 SP:Iteration 31Q (1416.767347 sec): 3 clusters Score: Raw -150101.956027 + Penalty 1454.524223 = -148647.431805 nChanged 15 SP:Iteration 32Q (1416.804921 sec): 3 clusters Score: Raw -150109.943589 + Penalty 1454.524223 = -148655.419366 nChanged 16 SP:Iteration 33Q (1416.862350 sec): 3 clusters Score: Raw -150121.391969 + Penalty 1454.524223 = -148666.867746 nChanged 16 SP:Iteration 34Q (1416.888567 sec): 3 clusters Score: Raw -150132.721032 + Penalty 1454.524223 = -148678.196809 nChanged 21 SP:Iteration 35Q (1416.934341 sec): 3 clusters Score: Raw -150145.657711 + Penalty 1454.524223 = -148691.133488 nChanged 27 SP:Iteration 36Q (1416.984585 sec): 3 clusters Score: Raw -150164.681542 + Penalty 1454.524223 = -148710.157319 nChanged 31 SP:Iteration 37Q (1417.034344 sec): 3 clusters Score: Raw -150184.605861 + Penalty 1454.524223 = -148730.081639 nChanged 26 SP:Iteration 38Q (1417.083767 sec): 3 clusters Score: Raw -150201.099751 + Penalty 1454.524223 = -148746.575529 nChanged 34 SP:Iteration 39Q (1417.135572 sec): 3 clusters Score: Raw -150222.955696 + Penalty 1454.524223 = -148768.431473 nChanged 32 SP:Iteration 40F (1417.174128 sec): 3 clusters Score: Raw -150254.387790 + Penalty 1454.524223 = -148799.863567 nChanged 36 SP:Iteration 41Q (1417.229762 sec): 3 clusters Score: Raw -150307.150005 + Penalty 1454.524223 = -148852.625783 nChanged 46 SP:Iteration 42Q (1417.279022 sec): 3 clusters Score: Raw -150374.876081 + Penalty 1454.524223 = -148920.351858 nChanged 60 SP:Iteration 43Q (1417.320612 sec): 3 clusters Score: Raw -150510.271142 + Penalty 1454.524223 = -149055.746919 nChanged 55 SP:Iteration 44Q (1417.371559 sec): 3 clusters Score: Raw -150707.090293 + Penalty 1454.524223 = -149252.566070 nChanged 31 SP:Iteration 45Q (1417.418051 sec): 3 clusters Score: Raw -150792.369937 + Penalty 1454.524223 = -149337.845715 nChanged 4 SP:Iteration 46Q (1417.449423 sec): 3 clusters Score: Raw -150796.324512 + Penalty 1454.524223 = -149341.800290 nChanged 2 SP:Iteration 47Q (1417.502832 sec): 3 clusters Score: Raw -150797.661916 + Penalty 1454.524223 = -149343.137694 nChanged 0 SP:Iteration 48F (1417.553861 sec): 3 clusters Score: Raw -150797.661916 + Penalty 1454.524223 = -149343.137694 nChanged 0 Score: Raw -25397176.329009 + Penalty 27934.834691 = -25369241.494319 Splitting cluster 5 changes total score from -25369410.752813 to -25369241.494319 So it's not getting split. Trying to split cluster 6 (343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1421.780671 sec): 2 clusters Score: Raw -19294.692348 + Penalty 554.584392 = -18740.107956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1421.828159 sec): 3 clusters Score: Raw -19247.644886 + Penalty 1109.168785 = -18138.476101 nChanged 93 SP:Iteration 1F (1421.865294 sec): 3 clusters Score: Raw -19411.088353 + Penalty 1109.168785 = -18301.919568 nChanged 23 SP:Iteration 2F (1421.914101 sec): 3 clusters Score: Raw -19461.977015 + Penalty 1109.168785 = -18352.808230 nChanged 17 SP:Iteration 3Q (1421.967110 sec): 3 clusters Score: Raw -19502.225760 + Penalty 1109.168785 = -18393.056975 nChanged 14 SP:Iteration 4Q (1422.001888 sec): 3 clusters Score: Raw -19546.104172 + Penalty 1109.168785 = -18436.935387 nChanged 7 SP:Iteration 5Q (1422.052289 sec): 3 clusters Score: Raw -19554.941855 + Penalty 1109.168785 = -18445.773070 nChanged 3 SP:Iteration 6Q (1422.096294 sec): 3 clusters Score: Raw -19562.371772 + Penalty 1109.168785 = -18453.202987 nChanged 5 SP:Iteration 7Q (1422.136866 sec): 3 clusters Score: Raw -19571.688937 + Penalty 1109.168785 = -18462.520152 nChanged 4 SP:Iteration 8Q (1422.183505 sec): 3 clusters Score: Raw -19579.222620 + Penalty 1109.168785 = -18470.053835 nChanged 4 SP:Iteration 9Q (1422.230838 sec): 3 clusters Score: Raw -19583.861701 + Penalty 1109.168785 = -18474.692916 nChanged 4 SP:Iteration 10Q (1422.268721 sec): 3 clusters Score: Raw -19591.164222 + Penalty 1109.168785 = -18481.995437 nChanged 3 SP:Iteration 11Q (1422.312402 sec): 3 clusters Score: Raw -19595.486657 + Penalty 1109.168785 = -18486.317872 nChanged 1 SP:Iteration 12Q (1422.357878 sec): 3 clusters Score: Raw -19595.955064 + Penalty 1109.168785 = -18486.786279 nChanged 0 SP:Iteration 13F (1422.406381 sec): 3 clusters Score: Raw -19595.955064 + Penalty 1109.168785 = -18486.786279 nChanged 0 Trying to split cluster 7 (37862 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1422.474939 sec): 2 clusters Score: Raw -2841798.215342 + Penalty 1001.461809 = -2840796.753534 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1422.560757 sec): 3 clusters Score: Raw -2817557.036913 + Penalty 2002.923617 = -2815554.113296 nChanged 17945 SP:Iteration 1F (1422.652944 sec): 3 clusters Score: Raw -2828043.155928 + Penalty 2002.923617 = -2826040.232310 nChanged 1731 SP:Iteration 2Q (1422.752684 sec): 3 clusters Score: Raw -2828761.279429 + Penalty 2002.923617 = -2826758.355812 nChanged 1909 SP:Iteration 3F (1422.849529 sec): 3 clusters Score: Raw -2829671.744941 + Penalty 2002.923617 = -2827668.821324 nChanged 2107 SP:Iteration 4F (1422.942359 sec): 3 clusters Score: Raw -2830822.176180 + Penalty 2002.923617 = -2828819.252563 nChanged 2249 SP:Iteration 5F (1423.031442 sec): 3 clusters Score: Raw -2832270.358239 + Penalty 2002.923617 = -2830267.434622 nChanged 2357 SP:Iteration 6F (1423.126519 sec): 3 clusters Score: Raw -2833960.404695 + Penalty 2002.923617 = -2831957.481078 nChanged 2263 SP:Iteration 7F (1423.218467 sec): 3 clusters Score: Raw -2835486.082421 + Penalty 2002.923617 = -2833483.158804 nChanged 1872 SP:Iteration 8Q (1423.314034 sec): 3 clusters Score: Raw -2836460.901715 + Penalty 2002.923617 = -2834457.978098 nChanged 1264 SP:Iteration 9Q (1423.408815 sec): 3 clusters Score: Raw -2836862.626465 + Penalty 2002.923617 = -2834859.702848 nChanged 767 SP:Iteration 10Q (1423.502092 sec): 3 clusters Score: Raw -2837020.251749 + Penalty 2002.923617 = -2835017.328131 nChanged 501 SP:Iteration 11Q (1423.599036 sec): 3 clusters Score: Raw -2837106.274508 + Penalty 2002.923617 = -2835103.350891 nChanged 347 SP:Iteration 12Q (1423.683000 sec): 3 clusters Score: Raw -2837161.140197 + Penalty 2002.923617 = -2835158.216579 nChanged 282 SP:Iteration 13Q (1423.780329 sec): 3 clusters Score: Raw -2837201.579207 + Penalty 2002.923617 = -2835198.655589 nChanged 252 SP:Iteration 14Q (1423.880317 sec): 3 clusters Score: Raw -2837243.908541 + Penalty 2002.923617 = -2835240.984924 nChanged 259 SP:Iteration 15Q (1423.975440 sec): 3 clusters Score: Raw -2837287.664157 + Penalty 2002.923617 = -2835284.740539 nChanged 270 SP:Iteration 16Q (1424.074382 sec): 3 clusters Score: Raw -2837338.232845 + Penalty 2002.923617 = -2835335.309227 nChanged 269 SP:Iteration 17Q (1424.169242 sec): 3 clusters Score: Raw -2837379.583705 + Penalty 2002.923617 = -2835376.660088 nChanged 270 SP:Iteration 18Q (1424.273847 sec): 3 clusters Score: Raw -2837425.845025 + Penalty 2002.923617 = -2835422.921408 nChanged 286 SP:Iteration 19Q (1424.372820 sec): 3 clusters Score: Raw -2837485.018609 + Penalty 2002.923617 = -2835482.094992 nChanged 310 SP:Iteration 20F (1424.456401 sec): 3 clusters Score: Raw -2837555.531437 + Penalty 2002.923617 = -2835552.607819 nChanged 334 SP:Iteration 21Q (1424.558695 sec): 3 clusters Score: Raw -2837633.743116 + Penalty 2002.923617 = -2835630.819499 nChanged 343 SP:Iteration 22Q (1424.652307 sec): 3 clusters Score: Raw -2837715.669562 + Penalty 2002.923617 = -2835712.745945 nChanged 352 SP:Iteration 23Q (1424.737395 sec): 3 clusters Score: Raw -2837807.404484 + Penalty 2002.923617 = -2835804.480866 nChanged 353 SP:Iteration 24Q (1424.840497 sec): 3 clusters Score: Raw -2837887.778065 + Penalty 2002.923617 = -2835884.854447 nChanged 342 SP:Iteration 25Q (1424.936645 sec): 3 clusters Score: Raw -2837967.262677 + Penalty 2002.923617 = -2835964.339060 nChanged 362 SP:Iteration 26Q (1425.030848 sec): 3 clusters Score: Raw -2838054.614638 + Penalty 2002.923617 = -2836051.691020 nChanged 355 SP:Iteration 27Q (1425.127060 sec): 3 clusters Score: Raw -2838141.402244 + Penalty 2002.923617 = -2836138.478626 nChanged 351 SP:Iteration 28Q (1425.209880 sec): 3 clusters Score: Raw -2838220.865993 + Penalty 2002.923617 = -2836217.942376 nChanged 334 SP:Iteration 29Q (1425.309021 sec): 3 clusters Score: Raw -2838294.527447 + Penalty 2002.923617 = -2836291.603830 nChanged 373 SP:Iteration 30Q (1425.399269 sec): 3 clusters Score: Raw -2838380.403929 + Penalty 2002.923617 = -2836377.480312 nChanged 389 SP:Iteration 31Q (1425.500880 sec): 3 clusters Score: Raw -2838485.205258 + Penalty 2002.923617 = -2836482.281641 nChanged 423 SP:Iteration 32Q (1425.596060 sec): 3 clusters Score: Raw -2838611.616996 + Penalty 2002.923617 = -2836608.693379 nChanged 438 SP:Iteration 33Q (1425.686566 sec): 3 clusters Score: Raw -2838747.871580 + Penalty 2002.923617 = -2836744.947963 nChanged 446 SP:Iteration 34Q (1425.771244 sec): 3 clusters Score: Raw -2838904.180547 + Penalty 2002.923617 = -2836901.256929 nChanged 474 SP:Iteration 35Q (1425.865726 sec): 3 clusters Score: Raw -2839066.207071 + Penalty 2002.923617 = -2837063.283454 nChanged 464 SP:Iteration 36Q (1425.961103 sec): 3 clusters Score: Raw -2839222.277151 + Penalty 2002.923617 = -2837219.353533 nChanged 441 SP:Iteration 37Q (1426.053907 sec): 3 clusters Score: Raw -2839367.902992 + Penalty 2002.923617 = -2837364.979375 nChanged 409 SP:Iteration 38Q (1426.145301 sec): 3 clusters Score: Raw -2839485.098074 + Penalty 2002.923617 = -2837482.174456 nChanged 412 SP:Iteration 39Q (1426.230653 sec): 3 clusters Score: Raw -2839597.964882 + Penalty 2002.923617 = -2837595.041265 nChanged 375 SP:Iteration 40F (1426.332635 sec): 3 clusters Score: Raw -2839705.007509 + Penalty 2002.923617 = -2837702.083892 nChanged 366 SP:Iteration 41Q (1426.424433 sec): 3 clusters Score: Raw -2839802.675722 + Penalty 2002.923617 = -2837799.752105 nChanged 334 SP:Iteration 42Q (1426.519013 sec): 3 clusters Score: Raw -2839887.774107 + Penalty 2002.923617 = -2837884.850490 nChanged 300 SP:Iteration 43Q (1426.613045 sec): 3 clusters Score: Raw -2839969.356368 + Penalty 2002.923617 = -2837966.432750 nChanged 322 SP:Iteration 44Q (1426.695630 sec): 3 clusters Score: Raw -2840052.795838 + Penalty 2002.923617 = -2838049.872221 nChanged 345 SP:Iteration 45Q (1426.799641 sec): 3 clusters Score: Raw -2840143.827885 + Penalty 2002.923617 = -2838140.904267 nChanged 366 SP:Iteration 46Q (1426.885435 sec): 3 clusters Score: Raw -2840242.947919 + Penalty 2002.923617 = -2838240.024302 nChanged 346 SP:Iteration 47Q (1426.977468 sec): 3 clusters Score: Raw -2840339.584473 + Penalty 2002.923617 = -2838336.660856 nChanged 330 SP:Iteration 48Q (1427.060340 sec): 3 clusters Score: Raw -2840427.600245 + Penalty 2002.923617 = -2838424.676627 nChanged 325 SP:Iteration 49Q (1427.155863 sec): 3 clusters Score: Raw -2840518.597517 + Penalty 2002.923617 = -2838515.673900 nChanged 315 SP:Iteration 50Q (1427.243384 sec): 3 clusters Score: Raw -2840604.430223 + Penalty 2002.923617 = -2838601.506606 nChanged 309 SP:Iteration 51Q (1427.333574 sec): 3 clusters Score: Raw -2840693.218009 + Penalty 2002.923617 = -2838690.294391 nChanged 303 SP:Iteration 52Q (1427.408382 sec): 3 clusters Score: Raw -2840785.204617 + Penalty 2002.923617 = -2838782.280999 nChanged 315 SP:Iteration 53Q (1427.508076 sec): 3 clusters Score: Raw -2840881.595829 + Penalty 2002.923617 = -2838878.672211 nChanged 307 SP:Iteration 54Q (1427.602135 sec): 3 clusters Score: Raw -2840981.575452 + Penalty 2002.923617 = -2838978.651835 nChanged 310 SP:Iteration 55Q (1427.696100 sec): 3 clusters Score: Raw -2841094.306167 + Penalty 2002.923617 = -2839091.382549 nChanged 294 SP:Iteration 56Q (1427.789792 sec): 3 clusters Score: Raw -2841199.472578 + Penalty 2002.923617 = -2839196.548961 nChanged 255 SP:Iteration 57Q (1427.880965 sec): 3 clusters Score: Raw -2841294.840232 + Penalty 2002.923617 = -2839291.916614 nChanged 248 SP:Iteration 58Q (1427.969573 sec): 3 clusters Score: Raw -2841395.756659 + Penalty 2002.923617 = -2839392.833042 nChanged 236 SP:Iteration 59Q (1428.051171 sec): 3 clusters Score: Raw -2841497.446356 + Penalty 2002.923617 = -2839494.522739 nChanged 210 SP:Iteration 60F (1428.135482 sec): 3 clusters Score: Raw -2841592.437267 + Penalty 2002.923617 = -2839589.513650 nChanged 192 SP:Iteration 61Q (1428.228585 sec): 3 clusters Score: Raw -2841674.467033 + Penalty 2002.923617 = -2839671.543416 nChanged 168 SP:Iteration 62Q (1428.314378 sec): 3 clusters Score: Raw -2841741.785434 + Penalty 2002.923617 = -2839738.861816 nChanged 122 SP:Iteration 63Q (1428.399506 sec): 3 clusters Score: Raw -2841791.176943 + Penalty 2002.923617 = -2839788.253326 nChanged 98 SP:Iteration 64Q (1428.486447 sec): 3 clusters Score: Raw -2841831.375838 + Penalty 2002.923617 = -2839828.452221 nChanged 79 SP:Iteration 65Q (1428.579202 sec): 3 clusters Score: Raw -2841861.852816 + Penalty 2002.923617 = -2839858.929198 nChanged 53 SP:Iteration 66Q (1428.659505 sec): 3 clusters Score: Raw -2841881.114474 + Penalty 2002.923617 = -2839878.190856 nChanged 50 SP:Iteration 67Q (1428.743494 sec): 3 clusters Score: Raw -2841899.244073 + Penalty 2002.923617 = -2839896.320456 nChanged 43 SP:Iteration 68Q (1428.817969 sec): 3 clusters Score: Raw -2841915.409385 + Penalty 2002.923617 = -2839912.485768 nChanged 40 SP:Iteration 69Q (1428.892657 sec): 3 clusters Score: Raw -2841928.383462 + Penalty 2002.923617 = -2839925.459844 nChanged 33 SP:Iteration 70Q (1428.976201 sec): 3 clusters Score: Raw -2841940.674828 + Penalty 2002.923617 = -2839937.751210 nChanged 29 SP:Iteration 71Q (1429.052546 sec): 3 clusters Score: Raw -2841949.674474 + Penalty 2002.923617 = -2839946.750856 nChanged 18 SP:Iteration 72Q (1429.124923 sec): 3 clusters Score: Raw -2841954.757609 + Penalty 2002.923617 = -2839951.833991 nChanged 14 SP:Iteration 73Q (1429.202717 sec): 3 clusters Score: Raw -2841959.662749 + Penalty 2002.923617 = -2839956.739132 nChanged 21 SP:Iteration 74Q (1429.287703 sec): 3 clusters Score: Raw -2841966.241332 + Penalty 2002.923617 = -2839963.317715 nChanged 15 SP:Iteration 75Q (1429.374500 sec): 3 clusters Score: Raw -2841971.087015 + Penalty 2002.923617 = -2839968.163397 nChanged 23 SP:Iteration 76Q (1429.458845 sec): 3 clusters Score: Raw -2841979.187632 + Penalty 2002.923617 = -2839976.264015 nChanged 17 SP:Iteration 77Q (1429.548065 sec): 3 clusters Score: Raw -2841984.532231 + Penalty 2002.923617 = -2839981.608613 nChanged 10 SP:Iteration 78Q (1429.630966 sec): 3 clusters Score: Raw -2841987.456920 + Penalty 2002.923617 = -2839984.533303 nChanged 5 SP:Iteration 79Q (1429.708169 sec): 3 clusters Score: Raw -2841988.556017 + Penalty 2002.923617 = -2839985.632399 nChanged 5 SP:Iteration 80F (1429.810634 sec): 3 clusters Score: Raw -2841990.155828 + Penalty 2002.923617 = -2839987.232210 nChanged 5 SP:Iteration 81Q (1429.900454 sec): 3 clusters Score: Raw -2841991.514427 + Penalty 2002.923617 = -2839988.590809 nChanged 5 SP:Iteration 82Q (1429.978212 sec): 3 clusters Score: Raw -2841993.648522 + Penalty 2002.923617 = -2839990.724905 nChanged 9 SP:Iteration 83Q (1430.060249 sec): 3 clusters Score: Raw -2841996.917402 + Penalty 2002.923617 = -2839993.993784 nChanged 7 SP:Iteration 84Q (1430.146254 sec): 3 clusters Score: Raw -2841999.151176 + Penalty 2002.923617 = -2839996.227559 nChanged 7 SP:Iteration 85Q (1430.224991 sec): 3 clusters Score: Raw -2842000.817608 + Penalty 2002.923617 = -2839997.893991 nChanged 7 SP:Iteration 86Q (1430.318816 sec): 3 clusters Score: Raw -2842002.490976 + Penalty 2002.923617 = -2839999.567358 nChanged 7 SP:Iteration 87Q (1430.401143 sec): 3 clusters Score: Raw -2842005.068202 + Penalty 2002.923617 = -2840002.144585 nChanged 8 SP:Iteration 88Q (1430.485603 sec): 3 clusters Score: Raw -2842007.713089 + Penalty 2002.923617 = -2840004.789472 nChanged 9 SP:Iteration 89Q (1430.572956 sec): 3 clusters Score: Raw -2842010.390005 + Penalty 2002.923617 = -2840007.466387 nChanged 7 SP:Iteration 90Q (1430.655649 sec): 3 clusters Score: Raw -2842013.061675 + Penalty 2002.923617 = -2840010.138058 nChanged 9 SP:Iteration 91Q (1430.741369 sec): 3 clusters Score: Raw -2842014.863252 + Penalty 2002.923617 = -2840011.939635 nChanged 4 SP:Iteration 92Q (1430.826776 sec): 3 clusters Score: Raw -2842016.114403 + Penalty 2002.923617 = -2840013.190785 nChanged 3 SP:Iteration 93Q (1430.909625 sec): 3 clusters Score: Raw -2842017.010231 + Penalty 2002.923617 = -2840014.086614 nChanged 1 SP:Iteration 94Q (1430.989396 sec): 3 clusters Score: Raw -2842017.656418 + Penalty 2002.923617 = -2840014.732801 nChanged 4 SP:Iteration 95Q (1431.072188 sec): 3 clusters Score: Raw -2842018.841643 + Penalty 2002.923617 = -2840015.918026 nChanged 2 SP:Iteration 96Q (1431.160194 sec): 3 clusters Score: Raw -2842019.381559 + Penalty 2002.923617 = -2840016.457942 nChanged 1 SP:Iteration 97Q (1431.245395 sec): 3 clusters Score: Raw -2842019.494527 + Penalty 2002.923617 = -2840016.570909 nChanged 0 SP:Iteration 98F (1431.332863 sec): 3 clusters Score: Raw -2842019.494527 + Penalty 2002.923617 = -2840016.570909 nChanged 0 Trying to split cluster 8 (2537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1431.359815 sec): 2 clusters Score: Raw -181959.354057 + Penalty 744.680068 = -181214.673989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1431.409100 sec): 3 clusters Score: Raw -180683.617038 + Penalty 1489.360136 = -179194.256902 nChanged 1012 SP:Iteration 1F (1431.455031 sec): 3 clusters Score: Raw -181239.510286 + Penalty 1489.360136 = -179750.150150 nChanged 189 SP:Iteration 2F (1431.503255 sec): 3 clusters Score: Raw -181360.185107 + Penalty 1489.360136 = -179870.824971 nChanged 126 SP:Iteration 3Q (1431.545822 sec): 3 clusters Score: Raw -181430.279548 + Penalty 1489.360136 = -179940.919412 nChanged 101 SP:Iteration 4Q (1431.587282 sec): 3 clusters Score: Raw -181485.164253 + Penalty 1489.360136 = -179995.804117 nChanged 79 SP:Iteration 5Q (1431.640063 sec): 3 clusters Score: Raw -181529.863253 + Penalty 1489.360136 = -180040.503117 nChanged 75 SP:Iteration 6Q (1431.694922 sec): 3 clusters Score: Raw -181565.752953 + Penalty 1489.360136 = -180076.392817 nChanged 62 SP:Iteration 7Q (1431.743046 sec): 3 clusters Score: Raw -181598.331882 + Penalty 1489.360136 = -180108.971746 nChanged 48 SP:Iteration 8Q (1431.782778 sec): 3 clusters Score: Raw -181626.001532 + Penalty 1489.360136 = -180136.641396 nChanged 44 SP:Iteration 9Q (1431.830584 sec): 3 clusters Score: Raw -181646.657755 + Penalty 1489.360136 = -180157.297619 nChanged 39 SP:Iteration 10Q (1431.877991 sec): 3 clusters Score: Raw -181667.493333 + Penalty 1489.360136 = -180178.133197 nChanged 49 SP:Iteration 11Q (1431.927474 sec): 3 clusters Score: Raw -181694.699704 + Penalty 1489.360136 = -180205.339568 nChanged 56 SP:Iteration 12Q (1431.976693 sec): 3 clusters Score: Raw -181726.592115 + Penalty 1489.360136 = -180237.231979 nChanged 56 SP:Iteration 13Q (1432.020912 sec): 3 clusters Score: Raw -181758.285145 + Penalty 1489.360136 = -180268.925009 nChanged 67 SP:Iteration 14Q (1432.063613 sec): 3 clusters Score: Raw -181797.608078 + Penalty 1489.360136 = -180308.247942 nChanged 54 SP:Iteration 15Q (1432.114126 sec): 3 clusters Score: Raw -181831.723313 + Penalty 1489.360136 = -180342.363176 nChanged 48 SP:Iteration 16Q (1432.172537 sec): 3 clusters Score: Raw -181861.054546 + Penalty 1489.360136 = -180371.694409 nChanged 54 SP:Iteration 17Q (1432.220053 sec): 3 clusters Score: Raw -181892.101758 + Penalty 1489.360136 = -180402.741622 nChanged 36 SP:Iteration 18Q (1432.269787 sec): 3 clusters Score: Raw -181915.023435 + Penalty 1489.360136 = -180425.663299 nChanged 31 SP:Iteration 19Q (1432.314509 sec): 3 clusters Score: Raw -181936.760694 + Penalty 1489.360136 = -180447.400558 nChanged 34 SP:Iteration 20F (1432.361231 sec): 3 clusters Score: Raw -181957.194106 + Penalty 1489.360136 = -180467.833969 nChanged 25 SP:Iteration 21Q (1432.413648 sec): 3 clusters Score: Raw -181976.561510 + Penalty 1489.360136 = -180487.201373 nChanged 33 SP:Iteration 22Q (1432.463444 sec): 3 clusters Score: Raw -181996.726668 + Penalty 1489.360136 = -180507.366531 nChanged 30 SP:Iteration 23Q (1432.509316 sec): 3 clusters Score: Raw -182012.132491 + Penalty 1489.360136 = -180522.772355 nChanged 26 SP:Iteration 24Q (1432.553633 sec): 3 clusters Score: Raw -182032.572510 + Penalty 1489.360136 = -180543.212374 nChanged 30 SP:Iteration 25Q (1432.601070 sec): 3 clusters Score: Raw -182050.386527 + Penalty 1489.360136 = -180561.026391 nChanged 17 SP:Iteration 26Q (1432.645766 sec): 3 clusters Score: Raw -182059.430300 + Penalty 1489.360136 = -180570.070163 nChanged 14 SP:Iteration 27Q (1432.689228 sec): 3 clusters Score: Raw -182065.447021 + Penalty 1489.360136 = -180576.086885 nChanged 15 SP:Iteration 28Q (1432.735920 sec): 3 clusters Score: Raw -182073.185123 + Penalty 1489.360136 = -180583.824987 nChanged 15 SP:Iteration 29Q (1432.785140 sec): 3 clusters Score: Raw -182082.445798 + Penalty 1489.360136 = -180593.085661 nChanged 12 SP:Iteration 30Q (1432.832519 sec): 3 clusters Score: Raw -182088.964210 + Penalty 1489.360136 = -180599.604074 nChanged 13 SP:Iteration 31Q (1432.881936 sec): 3 clusters Score: Raw -182093.232111 + Penalty 1489.360136 = -180603.871975 nChanged 10 SP:Iteration 32Q (1432.933266 sec): 3 clusters Score: Raw -182098.902234 + Penalty 1489.360136 = -180609.542098 nChanged 14 SP:Iteration 33Q (1432.982544 sec): 3 clusters Score: Raw -182106.731512 + Penalty 1489.360136 = -180617.371376 nChanged 16 SP:Iteration 34Q (1433.023616 sec): 3 clusters Score: Raw -182113.381294 + Penalty 1489.360136 = -180624.021158 nChanged 11 SP:Iteration 35Q (1433.073417 sec): 3 clusters Score: Raw -182118.320753 + Penalty 1489.360136 = -180628.960617 nChanged 9 SP:Iteration 36Q (1433.122729 sec): 3 clusters Score: Raw -182122.800728 + Penalty 1489.360136 = -180633.440592 nChanged 6 SP:Iteration 37Q (1433.177050 sec): 3 clusters Score: Raw -182124.672178 + Penalty 1489.360136 = -180635.312042 nChanged 4 SP:Iteration 38Q (1433.225990 sec): 3 clusters Score: Raw -182125.913489 + Penalty 1489.360136 = -180636.553352 nChanged 6 SP:Iteration 39Q (1433.280430 sec): 3 clusters Score: Raw -182127.480419 + Penalty 1489.360136 = -180638.120283 nChanged 5 SP:Iteration 40F (1433.319550 sec): 3 clusters Score: Raw -182128.434195 + Penalty 1489.360136 = -180639.074059 nChanged 4 SP:Iteration 41Q (1433.362456 sec): 3 clusters Score: Raw -182130.261618 + Penalty 1489.360136 = -180640.901482 nChanged 7 SP:Iteration 42Q (1433.413434 sec): 3 clusters Score: Raw -182132.707920 + Penalty 1489.360136 = -180643.347783 nChanged 6 SP:Iteration 43Q (1433.466824 sec): 3 clusters Score: Raw -182134.647331 + Penalty 1489.360136 = -180645.287195 nChanged 4 SP:Iteration 44Q (1433.505085 sec): 3 clusters Score: Raw -182136.335104 + Penalty 1489.360136 = -180646.974968 nChanged 3 SP:Iteration 45Q (1433.563993 sec): 3 clusters Score: Raw -182138.022700 + Penalty 1489.360136 = -180648.662564 nChanged 5 SP:Iteration 46Q (1433.607579 sec): 3 clusters Score: Raw -182140.445336 + Penalty 1489.360136 = -180651.085200 nChanged 4 SP:Iteration 47Q (1433.652061 sec): 3 clusters Score: Raw -182142.199523 + Penalty 1489.360136 = -180652.839387 nChanged 8 SP:Iteration 48Q (1433.690892 sec): 3 clusters Score: Raw -182145.591767 + Penalty 1489.360136 = -180656.231630 nChanged 8 SP:Iteration 49Q (1433.735667 sec): 3 clusters Score: Raw -182148.709607 + Penalty 1489.360136 = -180659.349471 nChanged 6 SP:Iteration 50Q (1433.780136 sec): 3 clusters Score: Raw -182150.407385 + Penalty 1489.360136 = -180661.047249 nChanged 3 SP:Iteration 51Q (1433.821341 sec): 3 clusters Score: Raw -182151.453946 + Penalty 1489.360136 = -180662.093810 nChanged 4 SP:Iteration 52Q (1433.866860 sec): 3 clusters Score: Raw -182152.799740 + Penalty 1489.360136 = -180663.439604 nChanged 3 SP:Iteration 53Q (1433.917994 sec): 3 clusters Score: Raw -182154.101454 + Penalty 1489.360136 = -180664.741317 nChanged 1 SP:Iteration 54Q (1433.971187 sec): 3 clusters Score: Raw -182154.538298 + Penalty 1489.360136 = -180665.178162 nChanged 1 SP:Iteration 55Q (1434.019972 sec): 3 clusters Score: Raw -182154.937248 + Penalty 1489.360136 = -180665.577112 nChanged 1 SP:Iteration 56Q (1434.056430 sec): 3 clusters Score: Raw -182155.277931 + Penalty 1489.360136 = -180665.917795 nChanged 0 SP:Iteration 57F (1434.108507 sec): 3 clusters Score: Raw -182155.277931 + Penalty 1489.360136 = -180665.917795 nChanged 0 Trying to split cluster 9 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.133136 sec): 2 clusters Score: Raw -14331.304451 + Penalty 526.420037 = -13804.884414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.169219 sec): 3 clusters Score: Raw -14427.642456 + Penalty 1052.840074 = -13374.802382 nChanged 65 SP:Iteration 1F (1434.220840 sec): 3 clusters Score: Raw -14588.729492 + Penalty 1052.840074 = -13535.889418 nChanged 22 SP:Iteration 2F (1434.264847 sec): 3 clusters Score: Raw -14657.720799 + Penalty 1052.840074 = -13604.880726 nChanged 13 SP:Iteration 3F (1434.309270 sec): 3 clusters Score: Raw -14699.153080 + Penalty 1052.840074 = -13646.313007 nChanged 5 SP:Iteration 4Q (1434.355940 sec): 3 clusters Score: Raw -14713.670641 + Penalty 1052.840074 = -13660.830567 nChanged 1 SP:Iteration 5Q (1434.391375 sec): 3 clusters Score: Raw -14715.778011 + Penalty 1052.840074 = -13662.937938 nChanged 0 SP:Iteration 6F (1434.444775 sec): 3 clusters Score: Raw -14715.778011 + Penalty 1052.840074 = -13662.937938 nChanged 0 Trying to split cluster 10 (37101 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.520732 sec): 2 clusters Score: Raw -2805081.773228 + Penalty 999.532924 = -2804082.240304 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.620057 sec): 3 clusters Score: Raw -2781385.284035 + Penalty 1999.065848 = -2779386.218186 nChanged 17566 SP:Iteration 1F (1434.712641 sec): 3 clusters Score: Raw -2792394.722602 + Penalty 1999.065848 = -2790395.656753 nChanged 2286 SP:Iteration 2F (1434.798804 sec): 3 clusters Score: Raw -2793905.906425 + Penalty 1999.065848 = -2791906.840576 nChanged 2575 SP:Iteration 3F (1434.899705 sec): 3 clusters Score: Raw -2795957.664593 + Penalty 1999.065848 = -2793958.598744 nChanged 2686 SP:Iteration 4F (1434.990084 sec): 3 clusters Score: Raw -2798137.780935 + Penalty 1999.065848 = -2796138.715087 nChanged 2511 SP:Iteration 5F (1435.084294 sec): 3 clusters Score: Raw -2799905.627331 + Penalty 1999.065848 = -2797906.561482 nChanged 1923 SP:Iteration 6F (1435.172849 sec): 3 clusters Score: Raw -2800820.088266 + Penalty 1999.065848 = -2798821.022418 nChanged 1206 SP:Iteration 7Q (1435.274568 sec): 3 clusters Score: Raw -2801208.104522 + Penalty 1999.065848 = -2799209.038673 nChanged 809 SP:Iteration 8Q (1435.369607 sec): 3 clusters Score: Raw -2801427.778944 + Penalty 1999.065848 = -2799428.713095 nChanged 616 SP:Iteration 9Q (1435.461101 sec): 3 clusters Score: Raw -2801595.195859 + Penalty 1999.065848 = -2799596.130010 nChanged 571 SP:Iteration 10Q (1435.549784 sec): 3 clusters Score: Raw -2801736.353095 + Penalty 1999.065848 = -2799737.287246 nChanged 540 SP:Iteration 11Q (1435.630498 sec): 3 clusters Score: Raw -2801865.711538 + Penalty 1999.065848 = -2799866.645690 nChanged 498 SP:Iteration 12Q (1435.721424 sec): 3 clusters Score: Raw -2801985.872913 + Penalty 1999.065848 = -2799986.807065 nChanged 496 SP:Iteration 13Q (1435.820862 sec): 3 clusters Score: Raw -2802092.886828 + Penalty 1999.065848 = -2800093.820980 nChanged 429 SP:Iteration 14Q (1435.902469 sec): 3 clusters Score: Raw -2802184.583311 + Penalty 1999.065848 = -2800185.517463 nChanged 412 SP:Iteration 15Q (1436.001229 sec): 3 clusters Score: Raw -2802276.540374 + Penalty 1999.065848 = -2800277.474526 nChanged 397 SP:Iteration 16Q (1436.086999 sec): 3 clusters Score: Raw -2802370.749419 + Penalty 1999.065848 = -2800371.683570 nChanged 405 SP:Iteration 17Q (1436.174756 sec): 3 clusters Score: Raw -2802460.012261 + Penalty 1999.065848 = -2800460.946412 nChanged 396 SP:Iteration 18Q (1436.265735 sec): 3 clusters Score: Raw -2802532.323046 + Penalty 1999.065848 = -2800533.257198 nChanged 335 SP:Iteration 19Q (1436.353808 sec): 3 clusters Score: Raw -2802585.429521 + Penalty 1999.065848 = -2800586.363673 nChanged 316 SP:Iteration 20F (1436.445989 sec): 3 clusters Score: Raw -2802637.444264 + Penalty 1999.065848 = -2800638.378416 nChanged 310 SP:Iteration 21Q (1436.542974 sec): 3 clusters Score: Raw -2802690.529886 + Penalty 1999.065848 = -2800691.464037 nChanged 308 SP:Iteration 22Q (1436.630166 sec): 3 clusters Score: Raw -2802741.652126 + Penalty 1999.065848 = -2800742.586278 nChanged 301 SP:Iteration 23Q (1436.730974 sec): 3 clusters Score: Raw -2802796.804393 + Penalty 1999.065848 = -2800797.738544 nChanged 305 SP:Iteration 24Q (1436.823925 sec): 3 clusters Score: Raw -2802851.767127 + Penalty 1999.065848 = -2800852.701278 nChanged 293 SP:Iteration 25Q (1436.913007 sec): 3 clusters Score: Raw -2802903.178896 + Penalty 1999.065848 = -2800904.113047 nChanged 329 SP:Iteration 26Q (1437.008774 sec): 3 clusters Score: Raw -2802963.689725 + Penalty 1999.065848 = -2800964.623877 nChanged 324 SP:Iteration 27Q (1437.105506 sec): 3 clusters Score: Raw -2803024.525969 + Penalty 1999.065848 = -2801025.460120 nChanged 331 SP:Iteration 28Q (1437.201977 sec): 3 clusters Score: Raw -2803097.153869 + Penalty 1999.065848 = -2801098.088021 nChanged 354 SP:Iteration 29Q (1437.285502 sec): 3 clusters Score: Raw -2803183.551773 + Penalty 1999.065848 = -2801184.485925 nChanged 372 SP:Iteration 30Q (1437.379814 sec): 3 clusters Score: Raw -2803269.899044 + Penalty 1999.065848 = -2801270.833195 nChanged 365 SP:Iteration 31Q (1437.473334 sec): 3 clusters Score: Raw -2803355.753064 + Penalty 1999.065848 = -2801356.687215 nChanged 379 SP:Iteration 32Q (1437.567115 sec): 3 clusters Score: Raw -2803450.864058 + Penalty 1999.065848 = -2801451.798209 nChanged 405 SP:Iteration 33Q (1437.657218 sec): 3 clusters Score: Raw -2803555.581167 + Penalty 1999.065848 = -2801556.515319 nChanged 423 SP:Iteration 34Q (1437.744401 sec): 3 clusters Score: Raw -2803662.672233 + Penalty 1999.065848 = -2801663.606385 nChanged 404 SP:Iteration 35Q (1437.850860 sec): 3 clusters Score: Raw -2803768.989787 + Penalty 1999.065848 = -2801769.923938 nChanged 413 SP:Iteration 36Q (1437.947853 sec): 3 clusters Score: Raw -2803876.542844 + Penalty 1999.065848 = -2801877.476996 nChanged 387 SP:Iteration 37Q (1438.038730 sec): 3 clusters Score: Raw -2803970.617484 + Penalty 1999.065848 = -2801971.551635 nChanged 361 SP:Iteration 38Q (1438.127692 sec): 3 clusters Score: Raw -2804059.341346 + Penalty 1999.065848 = -2802060.275498 nChanged 354 SP:Iteration 39Q (1438.222541 sec): 3 clusters Score: Raw -2804147.801822 + Penalty 1999.065848 = -2802148.735973 nChanged 363 SP:Iteration 40F (1438.311765 sec): 3 clusters Score: Raw -2804239.391304 + Penalty 1999.065848 = -2802240.325456 nChanged 323 SP:Iteration 41Q (1438.394980 sec): 3 clusters Score: Raw -2804314.944017 + Penalty 1999.065848 = -2802315.878168 nChanged 330 SP:Iteration 42Q (1438.490170 sec): 3 clusters Score: Raw -2804392.200001 + Penalty 1999.065848 = -2802393.134152 nChanged 307 SP:Iteration 43Q (1438.583978 sec): 3 clusters Score: Raw -2804460.827449 + Penalty 1999.065848 = -2802461.761600 nChanged 292 SP:Iteration 44Q (1438.664843 sec): 3 clusters Score: Raw -2804528.561113 + Penalty 1999.065848 = -2802529.495265 nChanged 301 SP:Iteration 45Q (1438.742140 sec): 3 clusters Score: Raw -2804593.465029 + Penalty 1999.065848 = -2802594.399180 nChanged 261 SP:Iteration 46Q (1438.837957 sec): 3 clusters Score: Raw -2804646.276941 + Penalty 1999.065848 = -2802647.211092 nChanged 254 SP:Iteration 47Q (1438.921511 sec): 3 clusters Score: Raw -2804698.547632 + Penalty 1999.065848 = -2802699.481784 nChanged 234 SP:Iteration 48Q (1439.010797 sec): 3 clusters Score: Raw -2804745.158247 + Penalty 1999.065848 = -2802746.092398 nChanged 220 SP:Iteration 49Q (1439.102160 sec): 3 clusters Score: Raw -2804785.673218 + Penalty 1999.065848 = -2802786.607370 nChanged 202 SP:Iteration 50Q (1439.194390 sec): 3 clusters Score: Raw -2804822.165983 + Penalty 1999.065848 = -2802823.100135 nChanged 207 SP:Iteration 51Q (1439.287826 sec): 3 clusters Score: Raw -2804861.540002 + Penalty 1999.065848 = -2802862.474153 nChanged 192 SP:Iteration 52Q (1439.379446 sec): 3 clusters Score: Raw -2804895.517027 + Penalty 1999.065848 = -2802896.451178 nChanged 177 SP:Iteration 53Q (1439.464816 sec): 3 clusters Score: Raw -2804926.893569 + Penalty 1999.065848 = -2802927.827720 nChanged 155 SP:Iteration 54Q (1439.554215 sec): 3 clusters Score: Raw -2804950.903885 + Penalty 1999.065848 = -2802951.838037 nChanged 138 SP:Iteration 55Q (1439.644019 sec): 3 clusters Score: Raw -2804971.279540 + Penalty 1999.065848 = -2802972.213691 nChanged 129 SP:Iteration 56Q (1439.733898 sec): 3 clusters Score: Raw -2804989.291778 + Penalty 1999.065848 = -2802990.225930 nChanged 101 SP:Iteration 57Q (1439.819610 sec): 3 clusters Score: Raw -2805002.169910 + Penalty 1999.065848 = -2803003.104061 nChanged 95 SP:Iteration 58Q (1439.899209 sec): 3 clusters Score: Raw -2805014.778775 + Penalty 1999.065848 = -2803015.712927 nChanged 108 SP:Iteration 59Q (1439.994123 sec): 3 clusters Score: Raw -2805030.987735 + Penalty 1999.065848 = -2803031.921886 nChanged 118 SP:Iteration 60F (1440.075364 sec): 3 clusters Score: Raw -2805048.038277 + Penalty 1999.065848 = -2803048.972429 nChanged 116 SP:Iteration 61Q (1440.167526 sec): 3 clusters Score: Raw -2805064.530796 + Penalty 1999.065848 = -2803065.464948 nChanged 115 SP:Iteration 62Q (1440.263098 sec): 3 clusters Score: Raw -2805080.624310 + Penalty 1999.065848 = -2803081.558462 nChanged 92 SP:Iteration 63Q (1440.355836 sec): 3 clusters Score: Raw -2805093.287090 + Penalty 1999.065848 = -2803094.221241 nChanged 86 SP:Iteration 64Q (1440.441187 sec): 3 clusters Score: Raw -2805105.269193 + Penalty 1999.065848 = -2803106.203345 nChanged 69 SP:Iteration 65Q (1440.525676 sec): 3 clusters Score: Raw -2805112.838761 + Penalty 1999.065848 = -2803113.772912 nChanged 61 SP:Iteration 66Q (1440.605591 sec): 3 clusters Score: Raw -2805118.857910 + Penalty 1999.065848 = -2803119.792062 nChanged 55 SP:Iteration 67Q (1440.700948 sec): 3 clusters Score: Raw -2805124.508415 + Penalty 1999.065848 = -2803125.442567 nChanged 65 SP:Iteration 68Q (1440.788218 sec): 3 clusters Score: Raw -2805132.026125 + Penalty 1999.065848 = -2803132.960276 nChanged 66 SP:Iteration 69Q (1440.882516 sec): 3 clusters Score: Raw -2805139.955596 + Penalty 1999.065848 = -2803140.889748 nChanged 62 SP:Iteration 70Q (1440.966213 sec): 3 clusters Score: Raw -2805149.293412 + Penalty 1999.065848 = -2803150.227564 nChanged 68 SP:Iteration 71Q (1441.048326 sec): 3 clusters Score: Raw -2805159.094187 + Penalty 1999.065848 = -2803160.028339 nChanged 66 SP:Iteration 72Q (1441.139802 sec): 3 clusters Score: Raw -2805168.556163 + Penalty 1999.065848 = -2803169.490315 nChanged 75 SP:Iteration 73Q (1441.228565 sec): 3 clusters Score: Raw -2805179.773707 + Penalty 1999.065848 = -2803180.707859 nChanged 66 SP:Iteration 74Q (1441.322127 sec): 3 clusters Score: Raw -2805190.409775 + Penalty 1999.065848 = -2803191.343927 nChanged 80 SP:Iteration 75Q (1441.415615 sec): 3 clusters Score: Raw -2805205.247945 + Penalty 1999.065848 = -2803206.182096 nChanged 92 SP:Iteration 76Q (1441.507445 sec): 3 clusters Score: Raw -2805224.694642 + Penalty 1999.065848 = -2803225.628794 nChanged 98 SP:Iteration 77Q (1441.599461 sec): 3 clusters Score: Raw -2805248.319210 + Penalty 1999.065848 = -2803249.253362 nChanged 106 SP:Iteration 78Q (1441.687916 sec): 3 clusters Score: Raw -2805272.960857 + Penalty 1999.065848 = -2803273.895008 nChanged 97 SP:Iteration 79Q (1441.782261 sec): 3 clusters Score: Raw -2805294.045197 + Penalty 1999.065848 = -2803294.979348 nChanged 110 SP:Iteration 80F (1441.869418 sec): 3 clusters Score: Raw -2805314.860460 + Penalty 1999.065848 = -2803315.794612 nChanged 83 SP:Iteration 81Q (1441.972881 sec): 3 clusters Score: Raw -2805330.105551 + Penalty 1999.065848 = -2803331.039702 nChanged 86 SP:Iteration 82Q (1442.064173 sec): 3 clusters Score: Raw -2805347.393624 + Penalty 1999.065848 = -2803348.327776 nChanged 76 SP:Iteration 83Q (1442.150180 sec): 3 clusters Score: Raw -2805360.442922 + Penalty 1999.065848 = -2803361.377073 nChanged 72 SP:Iteration 84Q (1442.243179 sec): 3 clusters Score: Raw -2805370.576983 + Penalty 1999.065848 = -2803371.511134 nChanged 53 SP:Iteration 85Q (1442.321992 sec): 3 clusters Score: Raw -2805379.367621 + Penalty 1999.065848 = -2803380.301772 nChanged 71 SP:Iteration 86Q (1442.403760 sec): 3 clusters Score: Raw -2805393.318142 + Penalty 1999.065848 = -2803394.252294 nChanged 67 SP:Iteration 87Q (1442.489024 sec): 3 clusters Score: Raw -2805404.823687 + Penalty 1999.065848 = -2803405.757839 nChanged 52 SP:Iteration 88Q (1442.581270 sec): 3 clusters Score: Raw -2805412.702429 + Penalty 1999.065848 = -2803413.636580 nChanged 41 SP:Iteration 89Q (1442.663312 sec): 3 clusters Score: Raw -2805417.472198 + Penalty 1999.065848 = -2803418.406350 nChanged 34 SP:Iteration 90Q (1442.751230 sec): 3 clusters Score: Raw -2805422.100158 + Penalty 1999.065848 = -2803423.034309 nChanged 34 SP:Iteration 91Q (1442.834971 sec): 3 clusters Score: Raw -2805426.591252 + Penalty 1999.065848 = -2803427.525404 nChanged 37 SP:Iteration 92Q (1442.928379 sec): 3 clusters Score: Raw -2805432.784207 + Penalty 1999.065848 = -2803433.718359 nChanged 42 SP:Iteration 93Q (1443.011930 sec): 3 clusters Score: Raw -2805441.338652 + Penalty 1999.065848 = -2803442.272804 nChanged 40 SP:Iteration 94Q (1443.093954 sec): 3 clusters Score: Raw -2805448.188022 + Penalty 1999.065848 = -2803449.122173 nChanged 29 SP:Iteration 95Q (1443.170623 sec): 3 clusters Score: Raw -2805452.605571 + Penalty 1999.065848 = -2803453.539723 nChanged 27 SP:Iteration 96Q (1443.259447 sec): 3 clusters Score: Raw -2805456.109897 + Penalty 1999.065848 = -2803457.044049 nChanged 29 SP:Iteration 97Q (1443.338573 sec): 3 clusters Score: Raw -2805459.435113 + Penalty 1999.065848 = -2803460.369264 nChanged 26 SP:Iteration 98Q (1443.428596 sec): 3 clusters Score: Raw -2805462.199965 + Penalty 1999.065848 = -2803463.134116 nChanged 20 SP:Iteration 99Q (1443.519718 sec): 3 clusters Score: Raw -2805464.843819 + Penalty 1999.065848 = -2803465.777971 nChanged 22 SP:Iteration 100F (1443.607024 sec): 3 clusters Score: Raw -2805466.525601 + Penalty 1999.065848 = -2803467.459752 nChanged 11 SP:Iteration 101Q (1443.688069 sec): 3 clusters Score: Raw -2805467.551141 + Penalty 1999.065848 = -2803468.485293 nChanged 15 SP:Iteration 102Q (1443.775086 sec): 3 clusters Score: Raw -2805469.024883 + Penalty 1999.065848 = -2803469.959035 nChanged 13 SP:Iteration 103Q (1443.866568 sec): 3 clusters Score: Raw -2805470.053597 + Penalty 1999.065848 = -2803470.987748 nChanged 9 SP:Iteration 104Q (1443.962909 sec): 3 clusters Score: Raw -2805470.970256 + Penalty 1999.065848 = -2803471.904407 nChanged 12 SP:Iteration 105Q (1444.054792 sec): 3 clusters Score: Raw -2805472.584426 + Penalty 1999.065848 = -2803473.518577 nChanged 21 SP:Iteration 106Q (1444.145370 sec): 3 clusters Score: Raw -2805475.041717 + Penalty 1999.065848 = -2803475.975869 nChanged 18 SP:Iteration 107Q (1444.230392 sec): 3 clusters Score: Raw -2805477.810862 + Penalty 1999.065848 = -2803478.745014 nChanged 22 SP:Iteration 108Q (1444.318225 sec): 3 clusters Score: Raw -2805480.292585 + Penalty 1999.065848 = -2803481.226736 nChanged 17 SP:Iteration 109Q (1444.399501 sec): 3 clusters Score: Raw -2805481.761233 + Penalty 1999.065848 = -2803482.695385 nChanged 14 SP:Iteration 110Q (1444.495782 sec): 3 clusters Score: Raw -2805483.637407 + Penalty 1999.065848 = -2803484.571559 nChanged 11 SP:Iteration 111Q (1444.584495 sec): 3 clusters Score: Raw -2805485.229264 + Penalty 1999.065848 = -2803486.163415 nChanged 16 SP:Iteration 112Q (1444.676028 sec): 3 clusters Score: Raw -2805487.550265 + Penalty 1999.065848 = -2803488.484417 nChanged 16 SP:Iteration 113Q (1444.759178 sec): 3 clusters Score: Raw -2805489.549778 + Penalty 1999.065848 = -2803490.483930 nChanged 13 SP:Iteration 114Q (1444.856966 sec): 3 clusters Score: Raw -2805491.325857 + Penalty 1999.065848 = -2803492.260009 nChanged 10 SP:Iteration 115Q (1444.940513 sec): 3 clusters Score: Raw -2805493.124460 + Penalty 1999.065848 = -2803494.058611 nChanged 12 SP:Iteration 116Q (1445.037044 sec): 3 clusters Score: Raw -2805494.866122 + Penalty 1999.065848 = -2803495.800274 nChanged 11 SP:Iteration 117Q (1445.129282 sec): 3 clusters Score: Raw -2805495.806332 + Penalty 1999.065848 = -2803496.740483 nChanged 0 SP:Iteration 118F (1445.222634 sec): 3 clusters Score: Raw -2805495.806332 + Penalty 1999.065848 = -2803496.740483 nChanged 0 Trying to split cluster 11 (968 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1445.247754 sec): 2 clusters Score: Raw -61705.917324 + Penalty 653.147048 = -61052.770276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1445.294859 sec): 3 clusters Score: Raw -61318.841558 + Penalty 1306.294097 = -60012.547461 nChanged 339 SP:Iteration 1F (1445.333874 sec): 3 clusters Score: Raw -61579.833008 + Penalty 1306.294097 = -60273.538911 nChanged 78 SP:Iteration 2F (1445.388542 sec): 3 clusters Score: Raw -61665.575687 + Penalty 1306.294097 = -60359.281590 nChanged 55 SP:Iteration 3F (1445.438500 sec): 3 clusters Score: Raw -61721.336979 + Penalty 1306.294097 = -60415.042882 nChanged 36 SP:Iteration 4Q (1445.486839 sec): 3 clusters Score: Raw -61756.052623 + Penalty 1306.294097 = -60449.758526 nChanged 29 SP:Iteration 5Q (1445.524197 sec): 3 clusters Score: Raw -61807.949445 + Penalty 1306.294097 = -60501.655349 nChanged 33 SP:Iteration 6Q (1445.575674 sec): 3 clusters Score: Raw -61835.593601 + Penalty 1306.294097 = -60529.299504 nChanged 24 SP:Iteration 7Q (1445.620688 sec): 3 clusters Score: Raw -61859.808795 + Penalty 1306.294097 = -60553.514698 nChanged 27 SP:Iteration 8Q (1445.672413 sec): 3 clusters Score: Raw -61892.340338 + Penalty 1306.294097 = -60586.046241 nChanged 22 SP:Iteration 9Q (1445.720242 sec): 3 clusters Score: Raw -61911.353715 + Penalty 1306.294097 = -60605.059618 nChanged 20 SP:Iteration 10Q (1445.757125 sec): 3 clusters Score: Raw -61932.479889 + Penalty 1306.294097 = -60626.185793 nChanged 24 SP:Iteration 11Q (1445.808436 sec): 3 clusters Score: Raw -61971.483563 + Penalty 1306.294097 = -60665.189466 nChanged 25 SP:Iteration 12Q (1445.842366 sec): 3 clusters Score: Raw -62008.745179 + Penalty 1306.294097 = -60702.451082 nChanged 26 SP:Iteration 13Q (1445.887005 sec): 3 clusters Score: Raw -62047.404603 + Penalty 1306.294097 = -60741.110506 nChanged 35 SP:Iteration 14Q (1445.945477 sec): 3 clusters Score: Raw -62143.860834 + Penalty 1306.294097 = -60837.566737 nChanged 35 SP:Iteration 15Q (1445.981017 sec): 3 clusters Score: Raw -62198.599514 + Penalty 1306.294097 = -60892.305417 nChanged 26 SP:Iteration 16Q (1446.025504 sec): 3 clusters Score: Raw -62230.042059 + Penalty 1306.294097 = -60923.747963 nChanged 17 SP:Iteration 17Q (1446.074443 sec): 3 clusters Score: Raw -62247.783661 + Penalty 1306.294097 = -60941.489565 nChanged 20 SP:Iteration 18Q (1446.117673 sec): 3 clusters Score: Raw -62267.851557 + Penalty 1306.294097 = -60961.557461 nChanged 23 SP:Iteration 19Q (1446.165155 sec): 3 clusters Score: Raw -62298.572809 + Penalty 1306.294097 = -60992.278712 nChanged 27 SP:Iteration 20F (1446.206577 sec): 3 clusters Score: Raw -62323.728051 + Penalty 1306.294097 = -61017.433955 nChanged 15 SP:Iteration 21Q (1446.241861 sec): 3 clusters Score: Raw -62346.102578 + Penalty 1306.294097 = -61039.808481 nChanged 12 SP:Iteration 22Q (1446.284559 sec): 3 clusters Score: Raw -62356.926096 + Penalty 1306.294097 = -61050.631999 nChanged 7 SP:Iteration 23Q (1446.319893 sec): 3 clusters Score: Raw -62363.070542 + Penalty 1306.294097 = -61056.776445 nChanged 3 SP:Iteration 24Q (1446.377206 sec): 3 clusters Score: Raw -62369.297436 + Penalty 1306.294097 = -61063.003339 nChanged 2 SP:Iteration 25Q (1446.411191 sec): 3 clusters Score: Raw -62371.344615 + Penalty 1306.294097 = -61065.050518 nChanged 4 SP:Iteration 26Q (1446.446578 sec): 3 clusters Score: Raw -62373.632679 + Penalty 1306.294097 = -61067.338582 nChanged 3 SP:Iteration 27Q (1446.496920 sec): 3 clusters Score: Raw -62374.773892 + Penalty 1306.294097 = -61068.479796 nChanged 0 SP:Iteration 28F (1446.531295 sec): 3 clusters Score: Raw -62374.773892 + Penalty 1306.294097 = -61068.479796 nChanged 0 Score: Raw -25396804.788698 + Penalty 27934.834691 = -25368869.954007 Splitting cluster 11 changes total score from -25369410.752813 to -25368869.954007 So it's not getting split. Trying to split cluster 12 (528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1450.703172 sec): 2 clusters Score: Raw -36751.477958 + Penalty 595.564147 = -36155.913811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1450.748369 sec): 3 clusters Score: Raw -36591.866017 + Penalty 1191.128294 = -35400.737724 nChanged 162 SP:Iteration 1F (1450.798347 sec): 3 clusters Score: Raw -36759.192121 + Penalty 1191.128294 = -35568.063827 nChanged 48 SP:Iteration 2F (1450.832033 sec): 3 clusters Score: Raw -36817.056697 + Penalty 1191.128294 = -35625.928403 nChanged 22 SP:Iteration 3Q (1450.883929 sec): 3 clusters Score: Raw -36844.264036 + Penalty 1191.128294 = -35653.135742 nChanged 13 SP:Iteration 4Q (1450.935289 sec): 3 clusters Score: Raw -36862.997596 + Penalty 1191.128294 = -35671.869303 nChanged 11 SP:Iteration 5Q (1450.972011 sec): 3 clusters Score: Raw -36874.999523 + Penalty 1191.128294 = -35683.871229 nChanged 6 SP:Iteration 6Q (1451.025356 sec): 3 clusters Score: Raw -36886.157555 + Penalty 1191.128294 = -35695.029262 nChanged 8 SP:Iteration 7Q (1451.052778 sec): 3 clusters Score: Raw -36900.289317 + Penalty 1191.128294 = -35709.161023 nChanged 7 SP:Iteration 8Q (1451.090532 sec): 3 clusters Score: Raw -36908.593372 + Penalty 1191.128294 = -35717.465078 nChanged 1 SP:Iteration 9Q (1451.128191 sec): 3 clusters Score: Raw -36909.693870 + Penalty 1191.128294 = -35718.565576 nChanged 2 SP:Iteration 10Q (1451.168591 sec): 3 clusters Score: Raw -36910.851852 + Penalty 1191.128294 = -35719.723558 nChanged 1 SP:Iteration 11Q (1451.210789 sec): 3 clusters Score: Raw -36911.505631 + Penalty 1191.128294 = -35720.377338 nChanged 1 SP:Iteration 12Q (1451.256435 sec): 3 clusters Score: Raw -36913.188685 + Penalty 1191.128294 = -35722.060391 nChanged 1 SP:Iteration 13Q (1451.302868 sec): 3 clusters Score: Raw -36913.713873 + Penalty 1191.128294 = -35722.585579 nChanged 0 SP:Iteration 14F (1451.344596 sec): 3 clusters Score: Raw -36913.713873 + Penalty 1191.128294 = -35722.585579 nChanged 0 Trying to split cluster 13 (31068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1451.401365 sec): 2 clusters Score: Raw -2139570.803504 + Penalty 982.673695 = -2138588.129810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1451.498796 sec): 3 clusters Score: Raw -2119924.935325 + Penalty 1965.347390 = -2117959.587936 nChanged 14451 SP:Iteration 1F (1451.570935 sec): 3 clusters Score: Raw -2128723.840529 + Penalty 1965.347390 = -2126758.493140 nChanged 1810 SP:Iteration 2F (1451.650513 sec): 3 clusters Score: Raw -2129664.022817 + Penalty 1965.347390 = -2127698.675427 nChanged 1952 SP:Iteration 3F (1451.732109 sec): 3 clusters Score: Raw -2130870.078859 + Penalty 1965.347390 = -2128904.731470 nChanged 1971 SP:Iteration 4F (1451.807838 sec): 3 clusters Score: Raw -2132209.420836 + Penalty 1965.347390 = -2130244.073446 nChanged 1853 SP:Iteration 5F (1451.884791 sec): 3 clusters Score: Raw -2133424.350769 + Penalty 1965.347390 = -2131459.003379 nChanged 1617 SP:Iteration 6F (1451.964309 sec): 3 clusters Score: Raw -2134537.622485 + Penalty 1965.347390 = -2132572.275096 nChanged 1406 SP:Iteration 7Q (1452.045526 sec): 3 clusters Score: Raw -2135588.033368 + Penalty 1965.347390 = -2133622.685978 nChanged 1163 SP:Iteration 8Q (1452.126120 sec): 3 clusters Score: Raw -2136453.797482 + Penalty 1965.347390 = -2134488.450092 nChanged 937 SP:Iteration 9Q (1452.207504 sec): 3 clusters Score: Raw -2137156.835865 + Penalty 1965.347390 = -2135191.488476 nChanged 724 SP:Iteration 10Q (1452.287926 sec): 3 clusters Score: Raw -2137664.542098 + Penalty 1965.347390 = -2135699.194709 nChanged 611 SP:Iteration 11Q (1452.374257 sec): 3 clusters Score: Raw -2138108.060730 + Penalty 1965.347390 = -2136142.713341 nChanged 542 SP:Iteration 12Q (1452.461528 sec): 3 clusters Score: Raw -2138509.070636 + Penalty 1965.347390 = -2136543.723246 nChanged 470 SP:Iteration 13Q (1452.530987 sec): 3 clusters Score: Raw -2138833.083424 + Penalty 1965.347390 = -2136867.736034 nChanged 402 SP:Iteration 14Q (1452.615507 sec): 3 clusters Score: Raw -2139068.709990 + Penalty 1965.347390 = -2137103.362601 nChanged 351 SP:Iteration 15Q (1452.688057 sec): 3 clusters Score: Raw -2139263.882916 + Penalty 1965.347390 = -2137298.535527 nChanged 301 SP:Iteration 16Q (1452.763496 sec): 3 clusters Score: Raw -2139410.127499 + Penalty 1965.347390 = -2137444.780110 nChanged 265 SP:Iteration 17Q (1452.855684 sec): 3 clusters Score: Raw -2139537.055110 + Penalty 1965.347390 = -2137571.707720 nChanged 236 SP:Iteration 18Q (1452.933766 sec): 3 clusters Score: Raw -2139639.273726 + Penalty 1965.347390 = -2137673.926337 nChanged 203 SP:Iteration 19Q (1453.014774 sec): 3 clusters Score: Raw -2139723.428510 + Penalty 1965.347390 = -2137758.081120 nChanged 181 SP:Iteration 20F (1453.094842 sec): 3 clusters Score: Raw -2139795.256134 + Penalty 1965.347390 = -2137829.908744 nChanged 146 SP:Iteration 21Q (1453.178115 sec): 3 clusters Score: Raw -2139849.800809 + Penalty 1965.347390 = -2137884.453420 nChanged 118 SP:Iteration 22Q (1453.261860 sec): 3 clusters Score: Raw -2139889.346578 + Penalty 1965.347390 = -2137923.999188 nChanged 101 SP:Iteration 23Q (1453.339458 sec): 3 clusters Score: Raw -2139920.512129 + Penalty 1965.347390 = -2137955.164739 nChanged 87 SP:Iteration 24Q (1453.405431 sec): 3 clusters Score: Raw -2139949.812377 + Penalty 1965.347390 = -2137984.464988 nChanged 72 SP:Iteration 25Q (1453.496211 sec): 3 clusters Score: Raw -2139977.084145 + Penalty 1965.347390 = -2138011.736755 nChanged 70 SP:Iteration 26Q (1453.576289 sec): 3 clusters Score: Raw -2139997.722995 + Penalty 1965.347390 = -2138032.375606 nChanged 56 SP:Iteration 27Q (1453.647382 sec): 3 clusters Score: Raw -2140011.015826 + Penalty 1965.347390 = -2138045.668436 nChanged 44 SP:Iteration 28Q (1453.735272 sec): 3 clusters Score: Raw -2140021.428921 + Penalty 1965.347390 = -2138056.081531 nChanged 32 SP:Iteration 29Q (1453.819383 sec): 3 clusters Score: Raw -2140027.210851 + Penalty 1965.347390 = -2138061.863461 nChanged 30 SP:Iteration 30Q (1453.893949 sec): 3 clusters Score: Raw -2140033.565140 + Penalty 1965.347390 = -2138068.217750 nChanged 23 SP:Iteration 31Q (1453.984754 sec): 3 clusters Score: Raw -2140038.701651 + Penalty 1965.347390 = -2138073.354261 nChanged 21 SP:Iteration 32Q (1454.065142 sec): 3 clusters Score: Raw -2140043.141399 + Penalty 1965.347390 = -2138077.794009 nChanged 25 SP:Iteration 33Q (1454.146916 sec): 3 clusters Score: Raw -2140047.908495 + Penalty 1965.347390 = -2138082.561106 nChanged 18 SP:Iteration 34Q (1454.220306 sec): 3 clusters Score: Raw -2140051.511085 + Penalty 1965.347390 = -2138086.163695 nChanged 16 SP:Iteration 35Q (1454.270156 sec): 3 clusters Score: Raw -2140054.773142 + Penalty 1965.347390 = -2138089.425753 nChanged 13 SP:Iteration 36Q (1454.358456 sec): 3 clusters Score: Raw -2140057.741749 + Penalty 1965.347390 = -2138092.394359 nChanged 12 SP:Iteration 37Q (1454.437086 sec): 3 clusters Score: Raw -2140059.891315 + Penalty 1965.347390 = -2138094.543926 nChanged 10 SP:Iteration 38Q (1454.516774 sec): 3 clusters Score: Raw -2140061.043576 + Penalty 1965.347390 = -2138095.696186 nChanged 8 SP:Iteration 39Q (1454.592468 sec): 3 clusters Score: Raw -2140062.603697 + Penalty 1965.347390 = -2138097.256308 nChanged 16 SP:Iteration 40F (1454.673546 sec): 3 clusters Score: Raw -2140064.934992 + Penalty 1965.347390 = -2138099.587602 nChanged 8 SP:Iteration 41Q (1454.763824 sec): 3 clusters Score: Raw -2140065.967810 + Penalty 1965.347390 = -2138100.620420 nChanged 8 SP:Iteration 42Q (1454.837367 sec): 3 clusters Score: Raw -2140066.992716 + Penalty 1965.347390 = -2138101.645327 nChanged 4 SP:Iteration 43Q (1454.908574 sec): 3 clusters Score: Raw -2140067.602425 + Penalty 1965.347390 = -2138102.255036 nChanged 6 SP:Iteration 44Q (1454.985630 sec): 3 clusters Score: Raw -2140068.464721 + Penalty 1965.347390 = -2138103.117332 nChanged 4 SP:Iteration 45Q (1455.065328 sec): 3 clusters Score: Raw -2140068.671454 + Penalty 1965.347390 = -2138103.324065 nChanged 1 SP:Iteration 46Q (1455.144378 sec): 3 clusters Score: Raw -2140068.790548 + Penalty 1965.347390 = -2138103.443159 nChanged 2 SP:Iteration 47Q (1455.210812 sec): 3 clusters Score: Raw -2140068.986674 + Penalty 1965.347390 = -2138103.639284 nChanged 1 SP:Iteration 48Q (1455.288311 sec): 3 clusters Score: Raw -2140069.025670 + Penalty 1965.347390 = -2138103.678280 nChanged 0 SP:Iteration 49F (1455.375526 sec): 3 clusters Score: Raw -2140069.025670 + Penalty 1965.347390 = -2138103.678280 nChanged 0 Trying to split cluster 14 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1455.398855 sec): 2 clusters Score: Raw -137242.899385 + Penalty 708.088378 = -136534.811008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1455.438737 sec): 3 clusters Score: Raw -136416.511581 + Penalty 1416.176756 = -135000.334826 nChanged 649 SP:Iteration 1F (1455.480401 sec): 3 clusters Score: Raw -136886.665201 + Penalty 1416.176756 = -135470.488445 nChanged 166 SP:Iteration 2F (1455.533882 sec): 3 clusters Score: Raw -137034.137168 + Penalty 1416.176756 = -135617.960412 nChanged 107 SP:Iteration 3F (1455.586747 sec): 3 clusters Score: Raw -137115.694360 + Penalty 1416.176756 = -135699.517605 nChanged 70 SP:Iteration 4Q (1455.633903 sec): 3 clusters Score: Raw -137172.415204 + Penalty 1416.176756 = -135756.238448 nChanged 60 SP:Iteration 5Q (1455.690090 sec): 3 clusters Score: Raw -137225.558595 + Penalty 1416.176756 = -135809.381840 nChanged 53 SP:Iteration 6Q (1455.726880 sec): 3 clusters Score: Raw -137261.905819 + Penalty 1416.176756 = -135845.729063 nChanged 42 SP:Iteration 7Q (1455.783510 sec): 3 clusters Score: Raw -137288.459494 + Penalty 1416.176756 = -135872.282738 nChanged 30 SP:Iteration 8Q (1455.816088 sec): 3 clusters Score: Raw -137308.487741 + Penalty 1416.176756 = -135892.310986 nChanged 35 SP:Iteration 9Q (1455.866056 sec): 3 clusters Score: Raw -137334.699350 + Penalty 1416.176756 = -135918.522594 nChanged 31 SP:Iteration 10Q (1455.911219 sec): 3 clusters Score: Raw -137352.768963 + Penalty 1416.176756 = -135936.592207 nChanged 25 SP:Iteration 11Q (1455.964909 sec): 3 clusters Score: Raw -137367.949857 + Penalty 1416.176756 = -135951.773102 nChanged 20 SP:Iteration 12Q (1456.005294 sec): 3 clusters Score: Raw -137378.485287 + Penalty 1416.176756 = -135962.308532 nChanged 9 SP:Iteration 13Q (1456.053746 sec): 3 clusters Score: Raw -137380.709472 + Penalty 1416.176756 = -135964.532717 nChanged 5 SP:Iteration 14Q (1456.110322 sec): 3 clusters Score: Raw -137382.216863 + Penalty 1416.176756 = -135966.040107 nChanged 4 SP:Iteration 15Q (1456.155222 sec): 3 clusters Score: Raw -137384.035849 + Penalty 1416.176756 = -135967.859093 nChanged 4 SP:Iteration 16Q (1456.196336 sec): 3 clusters Score: Raw -137387.312912 + Penalty 1416.176756 = -135971.136156 nChanged 7 SP:Iteration 17Q (1456.238917 sec): 3 clusters Score: Raw -137392.970169 + Penalty 1416.176756 = -135976.793414 nChanged 14 SP:Iteration 18Q (1456.289472 sec): 3 clusters Score: Raw -137401.122068 + Penalty 1416.176756 = -135984.945312 nChanged 8 SP:Iteration 19Q (1456.340443 sec): 3 clusters Score: Raw -137404.582929 + Penalty 1416.176756 = -135988.406173 nChanged 6 SP:Iteration 20F (1456.381586 sec): 3 clusters Score: Raw -137405.771424 + Penalty 1416.176756 = -135989.594668 nChanged 5 SP:Iteration 21Q (1456.433016 sec): 3 clusters Score: Raw -137409.480822 + Penalty 1416.176756 = -135993.304066 nChanged 5 SP:Iteration 22Q (1456.476883 sec): 3 clusters Score: Raw -137412.434142 + Penalty 1416.176756 = -135996.257387 nChanged 4 SP:Iteration 23Q (1456.525171 sec): 3 clusters Score: Raw -137413.823749 + Penalty 1416.176756 = -135997.646993 nChanged 2 SP:Iteration 24Q (1456.578436 sec): 3 clusters Score: Raw -137415.230568 + Penalty 1416.176756 = -135999.053813 nChanged 6 SP:Iteration 25Q (1456.630343 sec): 3 clusters Score: Raw -137419.264816 + Penalty 1416.176756 = -136003.088060 nChanged 6 SP:Iteration 26Q (1456.664590 sec): 3 clusters Score: Raw -137420.337128 + Penalty 1416.176756 = -136004.160372 nChanged 3 SP:Iteration 27Q (1456.713440 sec): 3 clusters Score: Raw -137421.005385 + Penalty 1416.176756 = -136004.828629 nChanged 3 SP:Iteration 28Q (1456.765997 sec): 3 clusters Score: Raw -137421.908325 + Penalty 1416.176756 = -136005.731569 nChanged 2 SP:Iteration 29Q (1456.812639 sec): 3 clusters Score: Raw -137422.791256 + Penalty 1416.176756 = -136006.614500 nChanged 3 SP:Iteration 30Q (1456.865015 sec): 3 clusters Score: Raw -137423.779270 + Penalty 1416.176756 = -136007.602515 nChanged 5 SP:Iteration 31Q (1456.907865 sec): 3 clusters Score: Raw -137425.271942 + Penalty 1416.176756 = -136009.095186 nChanged 4 SP:Iteration 32Q (1456.953662 sec): 3 clusters Score: Raw -137427.044629 + Penalty 1416.176756 = -136010.867873 nChanged 3 SP:Iteration 33Q (1457.001836 sec): 3 clusters Score: Raw -137428.332482 + Penalty 1416.176756 = -136012.155726 nChanged 4 SP:Iteration 34Q (1457.051182 sec): 3 clusters Score: Raw -137430.085764 + Penalty 1416.176756 = -136013.909009 nChanged 3 SP:Iteration 35Q (1457.092996 sec): 3 clusters Score: Raw -137431.507566 + Penalty 1416.176756 = -136015.330810 nChanged 2 SP:Iteration 36Q (1457.145615 sec): 3 clusters Score: Raw -137431.882654 + Penalty 1416.176756 = -136015.705898 nChanged 1 SP:Iteration 37Q (1457.197278 sec): 3 clusters Score: Raw -137432.159985 + Penalty 1416.176756 = -136015.983230 nChanged 2 SP:Iteration 38Q (1457.246343 sec): 3 clusters Score: Raw -137432.923728 + Penalty 1416.176756 = -136016.746973 nChanged 3 SP:Iteration 39Q (1457.292880 sec): 3 clusters Score: Raw -137434.023385 + Penalty 1416.176756 = -136017.846629 nChanged 3 SP:Iteration 40F (1457.337840 sec): 3 clusters Score: Raw -137435.266039 + Penalty 1416.176756 = -136019.089283 nChanged 2 SP:Iteration 41Q (1457.377040 sec): 3 clusters Score: Raw -137435.836830 + Penalty 1416.176756 = -136019.660074 nChanged 3 SP:Iteration 42Q (1457.421766 sec): 3 clusters Score: Raw -137437.031805 + Penalty 1416.176756 = -136020.855049 nChanged 2 SP:Iteration 43Q (1457.474867 sec): 3 clusters Score: Raw -137439.031343 + Penalty 1416.176756 = -136022.854587 nChanged 2 SP:Iteration 44Q (1457.523531 sec): 3 clusters Score: Raw -137439.815637 + Penalty 1416.176756 = -136023.638882 nChanged 0 SP:Iteration 45F (1457.571092 sec): 3 clusters Score: Raw -137439.815637 + Penalty 1416.176756 = -136023.638882 nChanged 0 Trying to split cluster 15 (4345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1457.598657 sec): 2 clusters Score: Raw -306718.925593 + Penalty 795.794199 = -305923.131395 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1457.638869 sec): 3 clusters Score: Raw -304309.307804 + Penalty 1591.588397 = -302717.719407 nChanged 1823 SP:Iteration 1F (1457.681363 sec): 3 clusters Score: Raw -305497.795612 + Penalty 1591.588397 = -303906.207215 nChanged 401 SP:Iteration 2F (1457.727091 sec): 3 clusters Score: Raw -305836.113052 + Penalty 1591.588397 = -304244.524654 nChanged 340 SP:Iteration 3F (1457.777311 sec): 3 clusters Score: Raw -306193.066857 + Penalty 1591.588397 = -304601.478460 nChanged 320 SP:Iteration 4F (1457.810764 sec): 3 clusters Score: Raw -306490.578831 + Penalty 1591.588397 = -304898.990434 nChanged 262 SP:Iteration 5F (1457.856375 sec): 3 clusters Score: Raw -306716.809409 + Penalty 1591.588397 = -305125.221011 nChanged 197 SP:Iteration 6Q (1457.898274 sec): 3 clusters Score: Raw -306850.333725 + Penalty 1591.588397 = -305258.745328 nChanged 141 SP:Iteration 7Q (1457.949396 sec): 3 clusters Score: Raw -306941.097307 + Penalty 1591.588397 = -305349.508910 nChanged 118 SP:Iteration 8Q (1458.004953 sec): 3 clusters Score: Raw -307014.574566 + Penalty 1591.588397 = -305422.986169 nChanged 90 SP:Iteration 9Q (1458.054341 sec): 3 clusters Score: Raw -307069.884647 + Penalty 1591.588397 = -305478.296250 nChanged 85 SP:Iteration 10Q (1458.099476 sec): 3 clusters Score: Raw -307111.892642 + Penalty 1591.588397 = -305520.304245 nChanged 81 SP:Iteration 11Q (1458.143809 sec): 3 clusters Score: Raw -307157.190733 + Penalty 1591.588397 = -305565.602336 nChanged 69 SP:Iteration 12Q (1458.188838 sec): 3 clusters Score: Raw -307198.413830 + Penalty 1591.588397 = -305606.825433 nChanged 55 SP:Iteration 13Q (1458.226944 sec): 3 clusters Score: Raw -307233.958741 + Penalty 1591.588397 = -305642.370344 nChanged 47 SP:Iteration 14Q (1458.281534 sec): 3 clusters Score: Raw -307261.975805 + Penalty 1591.588397 = -305670.387408 nChanged 53 SP:Iteration 15Q (1458.325524 sec): 3 clusters Score: Raw -307291.590151 + Penalty 1591.588397 = -305700.001754 nChanged 40 SP:Iteration 16Q (1458.371939 sec): 3 clusters Score: Raw -307306.380048 + Penalty 1591.588397 = -305714.791651 nChanged 28 SP:Iteration 17Q (1458.415053 sec): 3 clusters Score: Raw -307315.618820 + Penalty 1591.588397 = -305724.030423 nChanged 16 SP:Iteration 18Q (1458.462708 sec): 3 clusters Score: Raw -307319.388379 + Penalty 1591.588397 = -305727.799982 nChanged 10 SP:Iteration 19Q (1458.520354 sec): 3 clusters Score: Raw -307321.339659 + Penalty 1591.588397 = -305729.751262 nChanged 9 SP:Iteration 20F (1458.561361 sec): 3 clusters Score: Raw -307323.134776 + Penalty 1591.588397 = -305731.546379 nChanged 5 SP:Iteration 21Q (1458.609334 sec): 3 clusters Score: Raw -307324.662034 + Penalty 1591.588397 = -305733.073637 nChanged 5 SP:Iteration 22Q (1458.661039 sec): 3 clusters Score: Raw -307325.644796 + Penalty 1591.588397 = -305734.056399 nChanged 4 SP:Iteration 23Q (1458.707280 sec): 3 clusters Score: Raw -307326.974407 + Penalty 1591.588397 = -305735.386010 nChanged 4 SP:Iteration 24Q (1458.740564 sec): 3 clusters Score: Raw -307327.863382 + Penalty 1591.588397 = -305736.274985 nChanged 1 SP:Iteration 25Q (1458.787296 sec): 3 clusters Score: Raw -307327.939637 + Penalty 1591.588397 = -305736.351240 nChanged 0 SP:Iteration 26F (1458.828448 sec): 3 clusters Score: Raw -307327.939637 + Penalty 1591.588397 = -305736.351240 nChanged 0 Trying to split cluster 16 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1458.852827 sec): 2 clusters Score: Raw -264426.000438 + Penalty 777.581790 = -263648.418647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1458.901551 sec): 3 clusters Score: Raw -262509.009733 + Penalty 1555.163581 = -260953.846152 nChanged 1458 SP:Iteration 1F (1458.951751 sec): 3 clusters Score: Raw -263416.286404 + Penalty 1555.163581 = -261861.122823 nChanged 309 SP:Iteration 2F (1458.991798 sec): 3 clusters Score: Raw -263624.976496 + Penalty 1555.163581 = -262069.812915 nChanged 221 SP:Iteration 3F (1459.034350 sec): 3 clusters Score: Raw -263773.241879 + Penalty 1555.163581 = -262218.078298 nChanged 177 SP:Iteration 4Q (1459.083036 sec): 3 clusters Score: Raw -263871.803213 + Penalty 1555.163581 = -262316.639632 nChanged 138 SP:Iteration 5Q (1459.132213 sec): 3 clusters Score: Raw -263934.510808 + Penalty 1555.163581 = -262379.347227 nChanged 100 SP:Iteration 6Q (1459.185292 sec): 3 clusters Score: Raw -263976.713299 + Penalty 1555.163581 = -262421.549718 nChanged 92 SP:Iteration 7Q (1459.229540 sec): 3 clusters Score: Raw -264017.469037 + Penalty 1555.163581 = -262462.305456 nChanged 81 SP:Iteration 8Q (1459.284997 sec): 3 clusters Score: Raw -264056.189179 + Penalty 1555.163581 = -262501.025598 nChanged 75 SP:Iteration 9Q (1459.335508 sec): 3 clusters Score: Raw -264090.339646 + Penalty 1555.163581 = -262535.176065 nChanged 71 SP:Iteration 10Q (1459.388414 sec): 3 clusters Score: Raw -264122.985461 + Penalty 1555.163581 = -262567.821880 nChanged 76 SP:Iteration 11Q (1459.428850 sec): 3 clusters Score: Raw -264157.481714 + Penalty 1555.163581 = -262602.318134 nChanged 55 SP:Iteration 12Q (1459.488408 sec): 3 clusters Score: Raw -264180.749748 + Penalty 1555.163581 = -262625.586167 nChanged 57 SP:Iteration 13Q (1459.528132 sec): 3 clusters Score: Raw -264203.702223 + Penalty 1555.163581 = -262648.538642 nChanged 51 SP:Iteration 14Q (1459.579567 sec): 3 clusters Score: Raw -264226.914146 + Penalty 1555.163581 = -262671.750565 nChanged 52 SP:Iteration 15Q (1459.630585 sec): 3 clusters Score: Raw -264255.680762 + Penalty 1555.163581 = -262700.517181 nChanged 58 SP:Iteration 16Q (1459.687066 sec): 3 clusters Score: Raw -264286.014977 + Penalty 1555.163581 = -262730.851396 nChanged 58 SP:Iteration 17Q (1459.741248 sec): 3 clusters Score: Raw -264317.300209 + Penalty 1555.163581 = -262762.136628 nChanged 56 SP:Iteration 18Q (1459.781503 sec): 3 clusters Score: Raw -264344.143272 + Penalty 1555.163581 = -262788.979691 nChanged 40 SP:Iteration 19Q (1459.832782 sec): 3 clusters Score: Raw -264366.634831 + Penalty 1555.163581 = -262811.471250 nChanged 48 SP:Iteration 20F (1459.882214 sec): 3 clusters Score: Raw -264406.681359 + Penalty 1555.163581 = -262851.517778 nChanged 43 SP:Iteration 21Q (1459.930885 sec): 3 clusters Score: Raw -264434.548117 + Penalty 1555.163581 = -262879.384536 nChanged 36 SP:Iteration 22Q (1459.988562 sec): 3 clusters Score: Raw -264452.730722 + Penalty 1555.163581 = -262897.567141 nChanged 28 SP:Iteration 23Q (1460.043260 sec): 3 clusters Score: Raw -264466.626269 + Penalty 1555.163581 = -262911.462688 nChanged 24 SP:Iteration 24Q (1460.083148 sec): 3 clusters Score: Raw -264476.153435 + Penalty 1555.163581 = -262920.989854 nChanged 15 SP:Iteration 25Q (1460.142683 sec): 3 clusters Score: Raw -264483.282013 + Penalty 1555.163581 = -262928.118432 nChanged 12 SP:Iteration 26Q (1460.194657 sec): 3 clusters Score: Raw -264489.004326 + Penalty 1555.163581 = -262933.840746 nChanged 13 SP:Iteration 27Q (1460.245946 sec): 3 clusters Score: Raw -264494.585501 + Penalty 1555.163581 = -262939.421920 nChanged 10 SP:Iteration 28Q (1460.298270 sec): 3 clusters Score: Raw -264498.247372 + Penalty 1555.163581 = -262943.083791 nChanged 11 SP:Iteration 29Q (1460.345133 sec): 3 clusters Score: Raw -264505.512936 + Penalty 1555.163581 = -262950.349356 nChanged 9 SP:Iteration 30Q (1460.392163 sec): 3 clusters Score: Raw -264509.337235 + Penalty 1555.163581 = -262954.173654 nChanged 10 SP:Iteration 31Q (1460.444353 sec): 3 clusters Score: Raw -264513.376725 + Penalty 1555.163581 = -262958.213144 nChanged 8 SP:Iteration 32Q (1460.488954 sec): 3 clusters Score: Raw -264517.084049 + Penalty 1555.163581 = -262961.920469 nChanged 11 SP:Iteration 33Q (1460.532316 sec): 3 clusters Score: Raw -264522.955504 + Penalty 1555.163581 = -262967.791924 nChanged 10 SP:Iteration 34Q (1460.593896 sec): 3 clusters Score: Raw -264530.638061 + Penalty 1555.163581 = -262975.474480 nChanged 8 SP:Iteration 35Q (1460.622641 sec): 3 clusters Score: Raw -264533.608687 + Penalty 1555.163581 = -262978.445106 nChanged 6 SP:Iteration 36Q (1460.671747 sec): 3 clusters Score: Raw -264536.047878 + Penalty 1555.163581 = -262980.884297 nChanged 5 SP:Iteration 37Q (1460.724501 sec): 3 clusters Score: Raw -264537.484300 + Penalty 1555.163581 = -262982.320720 nChanged 2 SP:Iteration 38Q (1460.773332 sec): 3 clusters Score: Raw -264537.835469 + Penalty 1555.163581 = -262982.671888 nChanged 1 SP:Iteration 39Q (1460.820137 sec): 3 clusters Score: Raw -264537.979939 + Penalty 1555.163581 = -262982.816359 nChanged 1 SP:Iteration 40F (1460.874116 sec): 3 clusters Score: Raw -264538.186257 + Penalty 1555.163581 = -262983.022676 nChanged 2 SP:Iteration 41Q (1460.914969 sec): 3 clusters Score: Raw -264538.689240 + Penalty 1555.163581 = -262983.525659 nChanged 1 SP:Iteration 42Q (1460.964402 sec): 3 clusters Score: Raw -264538.871151 + Penalty 1555.163581 = -262983.707570 nChanged 1 SP:Iteration 43Q (1461.022148 sec): 3 clusters Score: Raw -264539.410815 + Penalty 1555.163581 = -262984.247234 nChanged 1 SP:Iteration 44Q (1461.072012 sec): 3 clusters Score: Raw -264540.006350 + Penalty 1555.163581 = -262984.842769 nChanged 1 SP:Iteration 45Q (1461.122943 sec): 3 clusters Score: Raw -264540.185190 + Penalty 1555.163581 = -262985.021609 nChanged 1 SP:Iteration 46Q (1461.165525 sec): 3 clusters Score: Raw -264540.390697 + Penalty 1555.163581 = -262985.227116 nChanged 4 SP:Iteration 47Q (1461.211851 sec): 3 clusters Score: Raw -264542.235538 + Penalty 1555.163581 = -262987.071958 nChanged 5 SP:Iteration 48Q (1461.271069 sec): 3 clusters Score: Raw -264546.196819 + Penalty 1555.163581 = -262991.033238 nChanged 8 SP:Iteration 49Q (1461.309108 sec): 3 clusters Score: Raw -264550.909030 + Penalty 1555.163581 = -262995.745449 nChanged 2 SP:Iteration 50Q (1461.351428 sec): 3 clusters Score: Raw -264551.745753 + Penalty 1555.163581 = -262996.582172 nChanged 5 SP:Iteration 51Q (1461.402732 sec): 3 clusters Score: Raw -264554.139905 + Penalty 1555.163581 = -262998.976324 nChanged 5 SP:Iteration 52Q (1461.449327 sec): 3 clusters Score: Raw -264556.266361 + Penalty 1555.163581 = -263001.102781 nChanged 3 SP:Iteration 53Q (1461.493612 sec): 3 clusters Score: Raw -264557.547318 + Penalty 1555.163581 = -263002.383738 nChanged 4 SP:Iteration 54Q (1461.544565 sec): 3 clusters Score: Raw -264558.299158 + Penalty 1555.163581 = -263003.135578 nChanged 3 SP:Iteration 55Q (1461.576446 sec): 3 clusters Score: Raw -264558.932584 + Penalty 1555.163581 = -263003.769003 nChanged 1 SP:Iteration 56Q (1461.625783 sec): 3 clusters Score: Raw -264559.143564 + Penalty 1555.163581 = -263003.979983 nChanged 1 SP:Iteration 57Q (1461.674224 sec): 3 clusters Score: Raw -264559.252358 + Penalty 1555.163581 = -263004.088777 nChanged 1 SP:Iteration 58Q (1461.715577 sec): 3 clusters Score: Raw -264559.555485 + Penalty 1555.163581 = -263004.391904 nChanged 0 SP:Iteration 59F (1461.766527 sec): 3 clusters Score: Raw -264559.555485 + Penalty 1555.163581 = -263004.391904 nChanged 0 Trying to split cluster 17 (3496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1461.793460 sec): 2 clusters Score: Raw -256234.496261 + Penalty 775.140600 = -255459.355661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1461.846672 sec): 3 clusters Score: Raw -254388.682413 + Penalty 1550.281200 = -252838.401213 nChanged 1421 SP:Iteration 1F (1461.889004 sec): 3 clusters Score: Raw -255290.445276 + Penalty 1550.281200 = -253740.164076 nChanged 303 SP:Iteration 2F (1461.948666 sec): 3 clusters Score: Raw -255533.455261 + Penalty 1550.281200 = -253983.174061 nChanged 242 SP:Iteration 3F (1461.981768 sec): 3 clusters Score: Raw -255733.139138 + Penalty 1550.281200 = -254182.857938 nChanged 199 SP:Iteration 4F (1462.031061 sec): 3 clusters Score: Raw -255886.705700 + Penalty 1550.281200 = -254336.424500 nChanged 174 SP:Iteration 5Q (1462.076537 sec): 3 clusters Score: Raw -256021.087314 + Penalty 1550.281200 = -254470.806114 nChanged 152 SP:Iteration 6Q (1462.121885 sec): 3 clusters Score: Raw -256134.860930 + Penalty 1550.281200 = -254584.579730 nChanged 139 SP:Iteration 7Q (1462.162304 sec): 3 clusters Score: Raw -256249.717184 + Penalty 1550.281200 = -254699.435984 nChanged 125 SP:Iteration 8Q (1462.207302 sec): 3 clusters Score: Raw -256336.860759 + Penalty 1550.281200 = -254786.579559 nChanged 92 SP:Iteration 9Q (1462.253233 sec): 3 clusters Score: Raw -256387.231118 + Penalty 1550.281200 = -254836.949918 nChanged 57 SP:Iteration 10Q (1462.298022 sec): 3 clusters Score: Raw -256408.380637 + Penalty 1550.281200 = -254858.099437 nChanged 38 SP:Iteration 11Q (1462.340284 sec): 3 clusters Score: Raw -256419.286406 + Penalty 1550.281200 = -254869.005206 nChanged 25 SP:Iteration 12Q (1462.380297 sec): 3 clusters Score: Raw -256426.056421 + Penalty 1550.281200 = -254875.775222 nChanged 21 SP:Iteration 13Q (1462.431122 sec): 3 clusters Score: Raw -256433.129544 + Penalty 1550.281200 = -254882.848344 nChanged 23 SP:Iteration 14Q (1462.476232 sec): 3 clusters Score: Raw -256439.980157 + Penalty 1550.281200 = -254889.698957 nChanged 21 SP:Iteration 15Q (1462.512464 sec): 3 clusters Score: Raw -256447.255642 + Penalty 1550.281200 = -254896.974442 nChanged 24 SP:Iteration 16Q (1462.559574 sec): 3 clusters Score: Raw -256454.817457 + Penalty 1550.281200 = -254904.536257 nChanged 20 SP:Iteration 17Q (1462.607925 sec): 3 clusters Score: Raw -256458.870665 + Penalty 1550.281200 = -254908.589465 nChanged 11 SP:Iteration 18Q (1462.663894 sec): 3 clusters Score: Raw -256461.917000 + Penalty 1550.281200 = -254911.635800 nChanged 12 SP:Iteration 19Q (1462.711078 sec): 3 clusters Score: Raw -256463.962154 + Penalty 1550.281200 = -254913.680954 nChanged 13 SP:Iteration 20F (1462.749813 sec): 3 clusters Score: Raw -256466.507684 + Penalty 1550.281200 = -254916.226484 nChanged 9 SP:Iteration 21Q (1462.800791 sec): 3 clusters Score: Raw -256469.476979 + Penalty 1550.281200 = -254919.195779 nChanged 10 SP:Iteration 22Q (1462.841924 sec): 3 clusters Score: Raw -256472.775151 + Penalty 1550.281200 = -254922.493951 nChanged 11 SP:Iteration 23Q (1462.877279 sec): 3 clusters Score: Raw -256475.405410 + Penalty 1550.281200 = -254925.124210 nChanged 10 SP:Iteration 24Q (1462.915417 sec): 3 clusters Score: Raw -256477.652664 + Penalty 1550.281200 = -254927.371464 nChanged 9 SP:Iteration 25Q (1462.960931 sec): 3 clusters Score: Raw -256478.662624 + Penalty 1550.281200 = -254928.381424 nChanged 7 SP:Iteration 26Q (1462.996739 sec): 3 clusters Score: Raw -256480.853410 + Penalty 1550.281200 = -254930.572210 nChanged 5 SP:Iteration 27Q (1463.041447 sec): 3 clusters Score: Raw -256481.869561 + Penalty 1550.281200 = -254931.588361 nChanged 6 SP:Iteration 28Q (1463.098864 sec): 3 clusters Score: Raw -256483.624848 + Penalty 1550.281200 = -254933.343648 nChanged 7 SP:Iteration 29Q (1463.147972 sec): 3 clusters Score: Raw -256485.146860 + Penalty 1550.281200 = -254934.865660 nChanged 6 SP:Iteration 30Q (1463.189128 sec): 3 clusters Score: Raw -256486.876241 + Penalty 1550.281200 = -254936.595041 nChanged 5 SP:Iteration 31Q (1463.228612 sec): 3 clusters Score: Raw -256487.889451 + Penalty 1550.281200 = -254937.608251 nChanged 5 SP:Iteration 32Q (1463.276440 sec): 3 clusters Score: Raw -256488.386461 + Penalty 1550.281200 = -254938.105261 nChanged 0 SP:Iteration 33F (1463.323386 sec): 3 clusters Score: Raw -256488.386461 + Penalty 1550.281200 = -254938.105261 nChanged 0 Trying to split cluster 18 (5839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1463.349338 sec): 2 clusters Score: Raw -437473.356916 + Penalty 823.869909 = -436649.487007 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1463.403218 sec): 3 clusters Score: Raw -434143.816002 + Penalty 1647.739817 = -432496.076184 nChanged 2511 SP:Iteration 1F (1463.442401 sec): 3 clusters Score: Raw -435554.697928 + Penalty 1647.739817 = -433906.958111 nChanged 406 SP:Iteration 2F (1463.484881 sec): 3 clusters Score: Raw -435809.484465 + Penalty 1647.739817 = -434161.744648 nChanged 387 SP:Iteration 3F (1463.532934 sec): 3 clusters Score: Raw -436069.974691 + Penalty 1647.739817 = -434422.234874 nChanged 386 SP:Iteration 4F (1463.585091 sec): 3 clusters Score: Raw -436357.662646 + Penalty 1647.739817 = -434709.922829 nChanged 363 SP:Iteration 5F (1463.637747 sec): 3 clusters Score: Raw -436668.998579 + Penalty 1647.739817 = -435021.258761 nChanged 338 SP:Iteration 6F (1463.672822 sec): 3 clusters Score: Raw -436974.149880 + Penalty 1647.739817 = -435326.410063 nChanged 300 SP:Iteration 7F (1463.722731 sec): 3 clusters Score: Raw -437205.412991 + Penalty 1647.739817 = -435557.673173 nChanged 181 SP:Iteration 8Q (1463.778314 sec): 3 clusters Score: Raw -437338.050665 + Penalty 1647.739817 = -435690.310847 nChanged 128 SP:Iteration 9Q (1463.819260 sec): 3 clusters Score: Raw -437416.613417 + Penalty 1647.739817 = -435768.873600 nChanged 80 SP:Iteration 10Q (1463.860845 sec): 3 clusters Score: Raw -437444.639487 + Penalty 1647.739817 = -435796.899669 nChanged 43 SP:Iteration 11Q (1463.909718 sec): 3 clusters Score: Raw -437458.300915 + Penalty 1647.739817 = -435810.561097 nChanged 33 SP:Iteration 12Q (1463.953534 sec): 3 clusters Score: Raw -437468.794256 + Penalty 1647.739817 = -435821.054439 nChanged 39 SP:Iteration 13Q (1463.999661 sec): 3 clusters Score: Raw -437482.401786 + Penalty 1647.739817 = -435834.661968 nChanged 32 SP:Iteration 14Q (1464.051137 sec): 3 clusters Score: Raw -437494.972713 + Penalty 1647.739817 = -435847.232896 nChanged 27 SP:Iteration 15Q (1464.097408 sec): 3 clusters Score: Raw -437504.428266 + Penalty 1647.739817 = -435856.688448 nChanged 24 SP:Iteration 16Q (1464.138319 sec): 3 clusters Score: Raw -437510.903257 + Penalty 1647.739817 = -435863.163440 nChanged 22 SP:Iteration 17Q (1464.189876 sec): 3 clusters Score: Raw -437515.275502 + Penalty 1647.739817 = -435867.535685 nChanged 17 SP:Iteration 18Q (1464.238860 sec): 3 clusters Score: Raw -437519.353052 + Penalty 1647.739817 = -435871.613234 nChanged 22 SP:Iteration 19Q (1464.292148 sec): 3 clusters Score: Raw -437525.441803 + Penalty 1647.739817 = -435877.701985 nChanged 21 SP:Iteration 20F (1464.345935 sec): 3 clusters Score: Raw -437534.321946 + Penalty 1647.739817 = -435886.582129 nChanged 28 SP:Iteration 21Q (1464.382626 sec): 3 clusters Score: Raw -437543.071162 + Penalty 1647.739817 = -435895.331345 nChanged 18 SP:Iteration 22Q (1464.428818 sec): 3 clusters Score: Raw -437549.251042 + Penalty 1647.739817 = -435901.511225 nChanged 23 SP:Iteration 23Q (1464.479239 sec): 3 clusters Score: Raw -437555.843429 + Penalty 1647.739817 = -435908.103611 nChanged 22 SP:Iteration 24Q (1464.532434 sec): 3 clusters Score: Raw -437561.110436 + Penalty 1647.739817 = -435913.370619 nChanged 18 SP:Iteration 25Q (1464.584269 sec): 3 clusters Score: Raw -437565.661574 + Penalty 1647.739817 = -435917.921756 nChanged 21 SP:Iteration 26Q (1464.627229 sec): 3 clusters Score: Raw -437571.002190 + Penalty 1647.739817 = -435923.262373 nChanged 21 SP:Iteration 27Q (1464.688440 sec): 3 clusters Score: Raw -437577.409012 + Penalty 1647.739817 = -435929.669194 nChanged 20 SP:Iteration 28Q (1464.732126 sec): 3 clusters Score: Raw -437583.906224 + Penalty 1647.739817 = -435936.166406 nChanged 21 SP:Iteration 29Q (1464.788368 sec): 3 clusters Score: Raw -437591.522323 + Penalty 1647.739817 = -435943.782506 nChanged 17 SP:Iteration 30Q (1464.836194 sec): 3 clusters Score: Raw -437597.500673 + Penalty 1647.739817 = -435949.760856 nChanged 17 SP:Iteration 31Q (1464.874839 sec): 3 clusters Score: Raw -437602.423510 + Penalty 1647.739817 = -435954.683692 nChanged 20 SP:Iteration 32Q (1464.930924 sec): 3 clusters Score: Raw -437608.693906 + Penalty 1647.739817 = -435960.954088 nChanged 15 SP:Iteration 33Q (1464.977184 sec): 3 clusters Score: Raw -437612.770037 + Penalty 1647.739817 = -435965.030219 nChanged 15 SP:Iteration 34Q (1465.021617 sec): 3 clusters Score: Raw -437617.549717 + Penalty 1647.739817 = -435969.809900 nChanged 10 SP:Iteration 35Q (1465.077798 sec): 3 clusters Score: Raw -437620.179660 + Penalty 1647.739817 = -435972.439842 nChanged 9 SP:Iteration 36Q (1465.121659 sec): 3 clusters Score: Raw -437622.671003 + Penalty 1647.739817 = -435974.931186 nChanged 3 SP:Iteration 37Q (1465.171385 sec): 3 clusters Score: Raw -437623.481650 + Penalty 1647.739817 = -435975.741833 nChanged 4 SP:Iteration 38Q (1465.219192 sec): 3 clusters Score: Raw -437624.399211 + Penalty 1647.739817 = -435976.659394 nChanged 7 SP:Iteration 39Q (1465.261315 sec): 3 clusters Score: Raw -437625.899889 + Penalty 1647.739817 = -435978.160071 nChanged 6 SP:Iteration 40F (1465.309693 sec): 3 clusters Score: Raw -437627.802106 + Penalty 1647.739817 = -435980.062288 nChanged 5 SP:Iteration 41Q (1465.354966 sec): 3 clusters Score: Raw -437629.174333 + Penalty 1647.739817 = -435981.434516 nChanged 5 SP:Iteration 42Q (1465.401844 sec): 3 clusters Score: Raw -437630.269159 + Penalty 1647.739817 = -435982.529342 nChanged 1 SP:Iteration 43Q (1465.453986 sec): 3 clusters Score: Raw -437630.805167 + Penalty 1647.739817 = -435983.065349 nChanged 4 SP:Iteration 44Q (1465.507935 sec): 3 clusters Score: Raw -437631.317179 + Penalty 1647.739817 = -435983.577361 nChanged 3 SP:Iteration 45Q (1465.549777 sec): 3 clusters Score: Raw -437631.989739 + Penalty 1647.739817 = -435984.249922 nChanged 3 SP:Iteration 46Q (1465.599281 sec): 3 clusters Score: Raw -437632.519866 + Penalty 1647.739817 = -435984.780049 nChanged 2 SP:Iteration 47Q (1465.651292 sec): 3 clusters Score: Raw -437633.211210 + Penalty 1647.739817 = -435985.471392 nChanged 3 SP:Iteration 48Q (1465.692499 sec): 3 clusters Score: Raw -437633.592174 + Penalty 1647.739817 = -435985.852357 nChanged 4 SP:Iteration 49Q (1465.740698 sec): 3 clusters Score: Raw -437634.505238 + Penalty 1647.739817 = -435986.765421 nChanged 2 SP:Iteration 50Q (1465.788152 sec): 3 clusters Score: Raw -437635.034278 + Penalty 1647.739817 = -435987.294461 nChanged 0 SP:Iteration 51F (1465.828915 sec): 3 clusters Score: Raw -437635.034278 + Penalty 1647.739817 = -435987.294461 nChanged 0 Trying to split cluster 19 (54598 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1465.918622 sec): 2 clusters Score: Raw -3942684.260798 + Penalty 1036.236490 = -3941648.024308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1466.029989 sec): 3 clusters Score: Raw -3907354.909398 + Penalty 2072.472981 = -3905282.436417 nChanged 26024 SP:Iteration 1F (1466.141072 sec): 3 clusters Score: Raw -3922552.318402 + Penalty 2072.472981 = -3920479.845422 nChanged 2391 SP:Iteration 2Q (1466.256232 sec): 3 clusters Score: Raw -3923452.962651 + Penalty 2072.472981 = -3921380.489670 nChanged 2714 SP:Iteration 3Q (1466.378967 sec): 3 clusters Score: Raw -3924837.818216 + Penalty 2072.472981 = -3922765.345235 nChanged 3208 SP:Iteration 4F (1466.486816 sec): 3 clusters Score: Raw -3926876.837067 + Penalty 2072.472981 = -3924804.364086 nChanged 3612 SP:Iteration 5F (1466.582644 sec): 3 clusters Score: Raw -3929868.394188 + Penalty 2072.472981 = -3927795.921207 nChanged 3760 SP:Iteration 6F (1466.699863 sec): 3 clusters Score: Raw -3933669.415688 + Penalty 2072.472981 = -3931596.942707 nChanged 3283 SP:Iteration 7F (1466.811756 sec): 3 clusters Score: Raw -3937147.216225 + Penalty 2072.472981 = -3935074.743244 nChanged 2653 SP:Iteration 8Q (1466.921534 sec): 3 clusters Score: Raw -3939531.539031 + Penalty 2072.472981 = -3937459.066051 nChanged 1997 SP:Iteration 9Q (1467.024800 sec): 3 clusters Score: Raw -3940859.896217 + Penalty 2072.472981 = -3938787.423236 nChanged 1365 SP:Iteration 10Q (1467.133095 sec): 3 clusters Score: Raw -3941581.436171 + Penalty 2072.472981 = -3939508.963190 nChanged 981 SP:Iteration 11Q (1467.234613 sec): 3 clusters Score: Raw -3942027.664825 + Penalty 2072.472981 = -3939955.191844 nChanged 760 SP:Iteration 12Q (1467.344973 sec): 3 clusters Score: Raw -3942338.020154 + Penalty 2072.472981 = -3940265.547173 nChanged 618 SP:Iteration 13Q (1467.443524 sec): 3 clusters Score: Raw -3942553.268437 + Penalty 2072.472981 = -3940480.795456 nChanged 503 SP:Iteration 14Q (1467.544804 sec): 3 clusters Score: Raw -3942701.088202 + Penalty 2072.472981 = -3940628.615221 nChanged 425 SP:Iteration 15Q (1467.651427 sec): 3 clusters Score: Raw -3942807.883093 + Penalty 2072.472981 = -3940735.410112 nChanged 323 SP:Iteration 16Q (1467.759135 sec): 3 clusters Score: Raw -3942871.109561 + Penalty 2072.472981 = -3940798.636580 nChanged 212 SP:Iteration 17Q (1467.861323 sec): 3 clusters Score: Raw -3942905.489391 + Penalty 2072.472981 = -3940833.016410 nChanged 188 SP:Iteration 18Q (1467.959689 sec): 3 clusters Score: Raw -3942933.539787 + Penalty 2072.472981 = -3940861.066806 nChanged 189 SP:Iteration 19Q (1468.074584 sec): 3 clusters Score: Raw -3942961.050133 + Penalty 2072.472981 = -3940888.577152 nChanged 169 SP:Iteration 20F (1468.174033 sec): 3 clusters Score: Raw -3942987.685871 + Penalty 2072.472981 = -3940915.212890 nChanged 173 SP:Iteration 21Q (1468.283269 sec): 3 clusters Score: Raw -3943014.706197 + Penalty 2072.472981 = -3940942.233216 nChanged 167 SP:Iteration 22Q (1468.376899 sec): 3 clusters Score: Raw -3943038.269090 + Penalty 2072.472981 = -3940965.796109 nChanged 162 SP:Iteration 23Q (1468.485287 sec): 3 clusters Score: Raw -3943060.537829 + Penalty 2072.472981 = -3940988.064848 nChanged 140 SP:Iteration 24Q (1468.591693 sec): 3 clusters Score: Raw -3943081.913482 + Penalty 2072.472981 = -3941009.440501 nChanged 153 SP:Iteration 25Q (1468.696978 sec): 3 clusters Score: Raw -3943101.910439 + Penalty 2072.472981 = -3941029.437458 nChanged 142 SP:Iteration 26Q (1468.799662 sec): 3 clusters Score: Raw -3943122.194880 + Penalty 2072.472981 = -3941049.721899 nChanged 143 SP:Iteration 27Q (1468.907796 sec): 3 clusters Score: Raw -3943142.093490 + Penalty 2072.472981 = -3941069.620509 nChanged 141 SP:Iteration 28Q (1469.021286 sec): 3 clusters Score: Raw -3943163.331879 + Penalty 2072.472981 = -3941090.858898 nChanged 153 SP:Iteration 29Q (1469.114928 sec): 3 clusters Score: Raw -3943185.462094 + Penalty 2072.472981 = -3941112.989113 nChanged 129 SP:Iteration 30Q (1469.222995 sec): 3 clusters Score: Raw -3943200.849352 + Penalty 2072.472981 = -3941128.376371 nChanged 114 SP:Iteration 31Q (1469.327524 sec): 3 clusters Score: Raw -3943213.777804 + Penalty 2072.472981 = -3941141.304823 nChanged 102 SP:Iteration 32Q (1469.424623 sec): 3 clusters Score: Raw -3943223.042638 + Penalty 2072.472981 = -3941150.569657 nChanged 96 SP:Iteration 33Q (1469.537498 sec): 3 clusters Score: Raw -3943230.813097 + Penalty 2072.472981 = -3941158.340116 nChanged 74 SP:Iteration 34Q (1469.639393 sec): 3 clusters Score: Raw -3943236.289776 + Penalty 2072.472981 = -3941163.816796 nChanged 67 SP:Iteration 35Q (1469.741314 sec): 3 clusters Score: Raw -3943241.222010 + Penalty 2072.472981 = -3941168.749029 nChanged 67 SP:Iteration 36Q (1469.846233 sec): 3 clusters Score: Raw -3943247.095264 + Penalty 2072.472981 = -3941174.622284 nChanged 79 SP:Iteration 37Q (1469.951345 sec): 3 clusters Score: Raw -3943253.910900 + Penalty 2072.472981 = -3941181.437919 nChanged 81 SP:Iteration 38Q (1470.055651 sec): 3 clusters Score: Raw -3943260.912399 + Penalty 2072.472981 = -3941188.439418 nChanged 73 SP:Iteration 39Q (1470.155212 sec): 3 clusters Score: Raw -3943266.447661 + Penalty 2072.472981 = -3941193.974680 nChanged 56 SP:Iteration 40F (1470.265261 sec): 3 clusters Score: Raw -3943270.236465 + Penalty 2072.472981 = -3941197.763484 nChanged 54 SP:Iteration 41Q (1470.368571 sec): 3 clusters Score: Raw -3943274.141901 + Penalty 2072.472981 = -3941201.668920 nChanged 47 SP:Iteration 42Q (1470.472245 sec): 3 clusters Score: Raw -3943277.193500 + Penalty 2072.472981 = -3941204.720519 nChanged 40 SP:Iteration 43Q (1470.566139 sec): 3 clusters Score: Raw -3943279.465475 + Penalty 2072.472981 = -3941206.992494 nChanged 47 SP:Iteration 44Q (1470.669187 sec): 3 clusters Score: Raw -3943282.410243 + Penalty 2072.472981 = -3941209.937262 nChanged 36 SP:Iteration 45Q (1470.774348 sec): 3 clusters Score: Raw -3943285.507647 + Penalty 2072.472981 = -3941213.034666 nChanged 39 SP:Iteration 46Q (1470.870654 sec): 3 clusters Score: Raw -3943289.067684 + Penalty 2072.472981 = -3941216.594703 nChanged 56 SP:Iteration 47Q (1470.974186 sec): 3 clusters Score: Raw -3943293.227739 + Penalty 2072.472981 = -3941220.754758 nChanged 46 SP:Iteration 48Q (1471.070470 sec): 3 clusters Score: Raw -3943296.826979 + Penalty 2072.472981 = -3941224.353998 nChanged 45 SP:Iteration 49Q (1471.180386 sec): 3 clusters Score: Raw -3943300.354735 + Penalty 2072.472981 = -3941227.881755 nChanged 43 SP:Iteration 50Q (1471.285262 sec): 3 clusters Score: Raw -3943303.279514 + Penalty 2072.472981 = -3941230.806533 nChanged 32 SP:Iteration 51Q (1471.386640 sec): 3 clusters Score: Raw -3943305.603732 + Penalty 2072.472981 = -3941233.130751 nChanged 27 SP:Iteration 52Q (1471.482411 sec): 3 clusters Score: Raw -3943307.695131 + Penalty 2072.472981 = -3941235.222150 nChanged 35 SP:Iteration 53Q (1471.603058 sec): 3 clusters Score: Raw -3943309.759806 + Penalty 2072.472981 = -3941237.286825 nChanged 32 SP:Iteration 54Q (1471.700390 sec): 3 clusters Score: Raw -3943311.691045 + Penalty 2072.472981 = -3941239.218064 nChanged 24 SP:Iteration 55Q (1471.805634 sec): 3 clusters Score: Raw -3943313.475268 + Penalty 2072.472981 = -3941241.002287 nChanged 30 SP:Iteration 56Q (1471.910091 sec): 3 clusters Score: Raw -3943315.188580 + Penalty 2072.472981 = -3941242.715599 nChanged 23 SP:Iteration 57Q (1472.008519 sec): 3 clusters Score: Raw -3943316.400285 + Penalty 2072.472981 = -3941243.927304 nChanged 24 SP:Iteration 58Q (1472.111374 sec): 3 clusters Score: Raw -3943317.762423 + Penalty 2072.472981 = -3941245.289442 nChanged 28 SP:Iteration 59Q (1472.212243 sec): 3 clusters Score: Raw -3943319.425072 + Penalty 2072.472981 = -3941246.952091 nChanged 28 SP:Iteration 60F (1472.326627 sec): 3 clusters Score: Raw -3943321.270794 + Penalty 2072.472981 = -3941248.797813 nChanged 28 SP:Iteration 61Q (1472.420277 sec): 3 clusters Score: Raw -3943322.871784 + Penalty 2072.472981 = -3941250.398803 nChanged 17 SP:Iteration 62Q (1472.524860 sec): 3 clusters Score: Raw -3943323.795638 + Penalty 2072.472981 = -3941251.322657 nChanged 20 SP:Iteration 63Q (1472.627727 sec): 3 clusters Score: Raw -3943324.796799 + Penalty 2072.472981 = -3941252.323818 nChanged 16 SP:Iteration 64Q (1472.733121 sec): 3 clusters Score: Raw -3943325.895934 + Penalty 2072.472981 = -3941253.422953 nChanged 29 SP:Iteration 65Q (1472.829686 sec): 3 clusters Score: Raw -3943328.007892 + Penalty 2072.472981 = -3941255.534911 nChanged 36 SP:Iteration 66Q (1472.932345 sec): 3 clusters Score: Raw -3943330.990971 + Penalty 2072.472981 = -3941258.517990 nChanged 44 SP:Iteration 67Q (1473.030611 sec): 3 clusters Score: Raw -3943334.649570 + Penalty 2072.472981 = -3941262.176589 nChanged 36 SP:Iteration 68Q (1473.136112 sec): 3 clusters Score: Raw -3943337.186786 + Penalty 2072.472981 = -3941264.713806 nChanged 38 SP:Iteration 69Q (1473.231781 sec): 3 clusters Score: Raw -3943339.625126 + Penalty 2072.472981 = -3941267.152145 nChanged 33 SP:Iteration 70Q (1473.337011 sec): 3 clusters Score: Raw -3943341.595611 + Penalty 2072.472981 = -3941269.122630 nChanged 27 SP:Iteration 71Q (1473.441054 sec): 3 clusters Score: Raw -3943342.774547 + Penalty 2072.472981 = -3941270.301566 nChanged 23 SP:Iteration 72Q (1473.545301 sec): 3 clusters Score: Raw -3943344.015992 + Penalty 2072.472981 = -3941271.543011 nChanged 19 SP:Iteration 73Q (1473.652992 sec): 3 clusters Score: Raw -3943345.100693 + Penalty 2072.472981 = -3941272.627712 nChanged 24 SP:Iteration 74Q (1473.747669 sec): 3 clusters Score: Raw -3943346.664344 + Penalty 2072.472981 = -3941274.191363 nChanged 28 SP:Iteration 75Q (1473.841413 sec): 3 clusters Score: Raw -3943348.577599 + Penalty 2072.472981 = -3941276.104618 nChanged 23 SP:Iteration 76Q (1473.946849 sec): 3 clusters Score: Raw -3943350.095964 + Penalty 2072.472981 = -3941277.622984 nChanged 29 SP:Iteration 77Q (1474.046776 sec): 3 clusters Score: Raw -3943352.185009 + Penalty 2072.472981 = -3941279.712028 nChanged 30 SP:Iteration 78Q (1474.150736 sec): 3 clusters Score: Raw -3943353.906766 + Penalty 2072.472981 = -3941281.433785 nChanged 32 SP:Iteration 79Q (1474.245144 sec): 3 clusters Score: Raw -3943356.130149 + Penalty 2072.472981 = -3941283.657168 nChanged 30 SP:Iteration 80F (1474.361044 sec): 3 clusters Score: Raw -3943358.190136 + Penalty 2072.472981 = -3941285.717155 nChanged 38 SP:Iteration 81Q (1474.465046 sec): 3 clusters Score: Raw -3943361.369079 + Penalty 2072.472981 = -3941288.896098 nChanged 36 SP:Iteration 82Q (1474.566474 sec): 3 clusters Score: Raw -3943364.632364 + Penalty 2072.472981 = -3941292.159383 nChanged 34 SP:Iteration 83Q (1474.672570 sec): 3 clusters Score: Raw -3943367.017875 + Penalty 2072.472981 = -3941294.544895 nChanged 27 SP:Iteration 84Q (1474.763587 sec): 3 clusters Score: Raw -3943368.896507 + Penalty 2072.472981 = -3941296.423526 nChanged 29 SP:Iteration 85Q (1474.869954 sec): 3 clusters Score: Raw -3943371.505982 + Penalty 2072.472981 = -3941299.033001 nChanged 36 SP:Iteration 86Q (1474.971037 sec): 3 clusters Score: Raw -3943375.551948 + Penalty 2072.472981 = -3941303.078967 nChanged 31 SP:Iteration 87Q (1475.068719 sec): 3 clusters Score: Raw -3943379.036548 + Penalty 2072.472981 = -3941306.563567 nChanged 39 SP:Iteration 88Q (1475.167248 sec): 3 clusters Score: Raw -3943383.133307 + Penalty 2072.472981 = -3941310.660326 nChanged 50 SP:Iteration 89Q (1475.273890 sec): 3 clusters Score: Raw -3943388.097296 + Penalty 2072.472981 = -3941315.624315 nChanged 45 SP:Iteration 90Q (1475.377277 sec): 3 clusters Score: Raw -3943393.142434 + Penalty 2072.472981 = -3941320.669453 nChanged 48 SP:Iteration 91Q (1475.470070 sec): 3 clusters Score: Raw -3943397.990501 + Penalty 2072.472981 = -3941325.517520 nChanged 51 SP:Iteration 92Q (1475.575685 sec): 3 clusters Score: Raw -3943402.684146 + Penalty 2072.472981 = -3941330.211166 nChanged 40 SP:Iteration 93Q (1475.672250 sec): 3 clusters Score: Raw -3943406.061227 + Penalty 2072.472981 = -3941333.588246 nChanged 28 SP:Iteration 94Q (1475.778455 sec): 3 clusters Score: Raw -3943408.167602 + Penalty 2072.472981 = -3941335.694621 nChanged 37 SP:Iteration 95Q (1475.852525 sec): 3 clusters Score: Raw -3943411.397661 + Penalty 2072.472981 = -3941338.924680 nChanged 35 SP:Iteration 96Q (1475.956203 sec): 3 clusters Score: Raw -3943414.271090 + Penalty 2072.472981 = -3941341.798109 nChanged 28 SP:Iteration 97Q (1476.064988 sec): 3 clusters Score: Raw -3943415.965219 + Penalty 2072.472981 = -3941343.492238 nChanged 28 SP:Iteration 98Q (1476.169444 sec): 3 clusters Score: Raw -3943417.991897 + Penalty 2072.472981 = -3941345.518916 nChanged 29 SP:Iteration 99Q (1476.273008 sec): 3 clusters Score: Raw -3943420.970906 + Penalty 2072.472981 = -3941348.497925 nChanged 32 SP:Iteration 100F (1476.376715 sec): 3 clusters Score: Raw -3943423.654957 + Penalty 2072.472981 = -3941351.181976 nChanged 32 SP:Iteration 101Q (1476.491712 sec): 3 clusters Score: Raw -3943426.217650 + Penalty 2072.472981 = -3941353.744669 nChanged 32 SP:Iteration 102Q (1476.600520 sec): 3 clusters Score: Raw -3943428.280016 + Penalty 2072.472981 = -3941355.807035 nChanged 26 SP:Iteration 103Q (1476.701136 sec): 3 clusters Score: Raw -3943429.815985 + Penalty 2072.472981 = -3941357.343004 nChanged 14 SP:Iteration 104Q (1476.804539 sec): 3 clusters Score: Raw -3943430.700781 + Penalty 2072.472981 = -3941358.227800 nChanged 14 SP:Iteration 105Q (1476.911886 sec): 3 clusters Score: Raw -3943431.593645 + Penalty 2072.472981 = -3941359.120664 nChanged 12 SP:Iteration 106Q (1477.015244 sec): 3 clusters Score: Raw -3943432.132481 + Penalty 2072.472981 = -3941359.659500 nChanged 7 SP:Iteration 107Q (1477.115223 sec): 3 clusters Score: Raw -3943432.468384 + Penalty 2072.472981 = -3941359.995403 nChanged 9 SP:Iteration 108Q (1477.218613 sec): 3 clusters Score: Raw -3943432.907647 + Penalty 2072.472981 = -3941360.434667 nChanged 8 SP:Iteration 109Q (1477.315710 sec): 3 clusters Score: Raw -3943433.225126 + Penalty 2072.472981 = -3941360.752145 nChanged 6 SP:Iteration 110Q (1477.412869 sec): 3 clusters Score: Raw -3943433.540621 + Penalty 2072.472981 = -3941361.067640 nChanged 13 SP:Iteration 111Q (1477.505637 sec): 3 clusters Score: Raw -3943434.164800 + Penalty 2072.472981 = -3941361.691819 nChanged 5 SP:Iteration 112Q (1477.618025 sec): 3 clusters Score: Raw -3943434.306665 + Penalty 2072.472981 = -3941361.833684 nChanged 1 SP:Iteration 113Q (1477.715097 sec): 3 clusters Score: Raw -3943434.346965 + Penalty 2072.472981 = -3941361.873984 nChanged 2 SP:Iteration 114Q (1477.818771 sec): 3 clusters Score: Raw -3943434.414623 + Penalty 2072.472981 = -3941361.941642 nChanged 5 SP:Iteration 115Q (1477.917952 sec): 3 clusters Score: Raw -3943434.563461 + Penalty 2072.472981 = -3941362.090480 nChanged 4 SP:Iteration 116Q (1478.017665 sec): 3 clusters Score: Raw -3943434.663879 + Penalty 2072.472981 = -3941362.190898 nChanged 2 SP:Iteration 117Q (1478.117263 sec): 3 clusters Score: Raw -3943434.742579 + Penalty 2072.472981 = -3941362.269598 nChanged 2 SP:Iteration 118Q (1478.220851 sec): 3 clusters Score: Raw -3943434.861376 + Penalty 2072.472981 = -3941362.388395 nChanged 6 SP:Iteration 119Q (1478.319158 sec): 3 clusters Score: Raw -3943435.102981 + Penalty 2072.472981 = -3941362.630000 nChanged 5 SP:Iteration 120F (1478.424833 sec): 3 clusters Score: Raw -3943435.292133 + Penalty 2072.472981 = -3941362.819152 nChanged 6 SP:Iteration 121Q (1478.529992 sec): 3 clusters Score: Raw -3943435.636881 + Penalty 2072.472981 = -3941363.163900 nChanged 5 SP:Iteration 122Q (1478.617106 sec): 3 clusters Score: Raw -3943435.779888 + Penalty 2072.472981 = -3941363.306907 nChanged 5 SP:Iteration 123Q (1478.719448 sec): 3 clusters Score: Raw -3943436.016580 + Penalty 2072.472981 = -3941363.543599 nChanged 7 SP:Iteration 124Q (1478.816054 sec): 3 clusters Score: Raw -3943436.356591 + Penalty 2072.472981 = -3941363.883610 nChanged 6 SP:Iteration 125Q (1478.923735 sec): 3 clusters Score: Raw -3943436.786856 + Penalty 2072.472981 = -3941364.313875 nChanged 7 SP:Iteration 126Q (1479.027516 sec): 3 clusters Score: Raw -3943437.591224 + Penalty 2072.472981 = -3941365.118243 nChanged 9 SP:Iteration 127Q (1479.125573 sec): 3 clusters Score: Raw -3943438.260214 + Penalty 2072.472981 = -3941365.787233 nChanged 7 SP:Iteration 128Q (1479.233755 sec): 3 clusters Score: Raw -3943438.519497 + Penalty 2072.472981 = -3941366.046516 nChanged 5 SP:Iteration 129Q (1479.329993 sec): 3 clusters Score: Raw -3943438.873961 + Penalty 2072.472981 = -3941366.400980 nChanged 5 SP:Iteration 130Q (1479.431634 sec): 3 clusters Score: Raw -3943439.166608 + Penalty 2072.472981 = -3941366.693627 nChanged 9 SP:Iteration 131Q (1479.539906 sec): 3 clusters Score: Raw -3943439.619734 + Penalty 2072.472981 = -3941367.146753 nChanged 4 SP:Iteration 132Q (1479.609676 sec): 3 clusters Score: Raw -3943439.733699 + Penalty 2072.472981 = -3941367.260718 nChanged 1 SP:Iteration 133Q (1479.712540 sec): 3 clusters Score: Raw -3943439.849342 + Penalty 2072.472981 = -3941367.376361 nChanged 4 SP:Iteration 134Q (1479.799162 sec): 3 clusters Score: Raw -3943440.150093 + Penalty 2072.472981 = -3941367.677113 nChanged 7 SP:Iteration 135Q (1479.910396 sec): 3 clusters Score: Raw -3943440.541815 + Penalty 2072.472981 = -3941368.068834 nChanged 7 SP:Iteration 136Q (1480.005903 sec): 3 clusters Score: Raw -3943440.950616 + Penalty 2072.472981 = -3941368.477635 nChanged 12 SP:Iteration 137Q (1480.109268 sec): 3 clusters Score: Raw -3943441.538024 + Penalty 2072.472981 = -3941369.065044 nChanged 7 SP:Iteration 138Q (1480.200028 sec): 3 clusters Score: Raw -3943441.813685 + Penalty 2072.472981 = -3941369.340704 nChanged 9 SP:Iteration 139Q (1480.301673 sec): 3 clusters Score: Raw -3943442.140098 + Penalty 2072.472981 = -3941369.667117 nChanged 6 SP:Iteration 140F (1480.414222 sec): 3 clusters Score: Raw -3943442.316389 + Penalty 2072.472981 = -3941369.843409 nChanged 5 SP:Iteration 141Q (1480.502298 sec): 3 clusters Score: Raw -3943442.542560 + Penalty 2072.472981 = -3941370.069579 nChanged 5 SP:Iteration 142Q (1480.602251 sec): 3 clusters Score: Raw -3943442.727704 + Penalty 2072.472981 = -3941370.254723 nChanged 5 SP:Iteration 143Q (1480.706698 sec): 3 clusters Score: Raw -3943443.011038 + Penalty 2072.472981 = -3941370.538057 nChanged 5 SP:Iteration 144Q (1480.819887 sec): 3 clusters Score: Raw -3943443.304887 + Penalty 2072.472981 = -3941370.831907 nChanged 3 SP:Iteration 145Q (1480.908206 sec): 3 clusters Score: Raw -3943443.532666 + Penalty 2072.472981 = -3941371.059685 nChanged 5 SP:Iteration 146Q (1481.017074 sec): 3 clusters Score: Raw -3943443.855488 + Penalty 2072.472981 = -3941371.382507 nChanged 3 SP:Iteration 147Q (1481.109812 sec): 3 clusters Score: Raw -3943444.011343 + Penalty 2072.472981 = -3941371.538362 nChanged 7 SP:Iteration 148Q (1481.214344 sec): 3 clusters Score: Raw -3943444.572893 + Penalty 2072.472981 = -3941372.099912 nChanged 9 SP:Iteration 149Q (1481.325205 sec): 3 clusters Score: Raw -3943445.209158 + Penalty 2072.472981 = -3941372.736177 nChanged 6 SP:Iteration 150Q (1481.417582 sec): 3 clusters Score: Raw -3943445.745259 + Penalty 2072.472981 = -3941373.272278 nChanged 9 SP:Iteration 151Q (1481.520776 sec): 3 clusters Score: Raw -3943446.568888 + Penalty 2072.472981 = -3941374.095907 nChanged 14 SP:Iteration 152Q (1481.619877 sec): 3 clusters Score: Raw -3943447.943821 + Penalty 2072.472981 = -3941375.470840 nChanged 12 SP:Iteration 153Q (1481.718225 sec): 3 clusters Score: Raw -3943448.929302 + Penalty 2072.472981 = -3941376.456321 nChanged 11 SP:Iteration 154Q (1481.813480 sec): 3 clusters Score: Raw -3943449.796862 + Penalty 2072.472981 = -3941377.323881 nChanged 12 SP:Iteration 155Q (1481.914947 sec): 3 clusters Score: Raw -3943450.694828 + Penalty 2072.472981 = -3941378.221847 nChanged 12 SP:Iteration 156Q (1482.014828 sec): 3 clusters Score: Raw -3943451.448977 + Penalty 2072.472981 = -3941378.975996 nChanged 8 SP:Iteration 157Q (1482.111917 sec): 3 clusters Score: Raw -3943451.819240 + Penalty 2072.472981 = -3941379.346259 nChanged 10 SP:Iteration 158Q (1482.217615 sec): 3 clusters Score: Raw -3943452.528785 + Penalty 2072.472981 = -3941380.055804 nChanged 7 SP:Iteration 159Q (1482.319882 sec): 3 clusters Score: Raw -3943453.078464 + Penalty 2072.472981 = -3941380.605483 nChanged 6 SP:Iteration 160F (1482.440883 sec): 3 clusters Score: Raw -3943453.393306 + Penalty 2072.472981 = -3941380.920325 nChanged 4 SP:Iteration 161Q (1482.533951 sec): 3 clusters Score: Raw -3943453.584629 + Penalty 2072.472981 = -3941381.111648 nChanged 4 SP:Iteration 162Q (1482.649928 sec): 3 clusters Score: Raw -3943453.905874 + Penalty 2072.472981 = -3941381.432894 nChanged 4 SP:Iteration 163Q (1482.748981 sec): 3 clusters Score: Raw -3943454.259822 + Penalty 2072.472981 = -3941381.786841 nChanged 7 SP:Iteration 164Q (1482.853663 sec): 3 clusters Score: Raw -3943454.646809 + Penalty 2072.472981 = -3941382.173828 nChanged 7 SP:Iteration 165Q (1482.947470 sec): 3 clusters Score: Raw -3943455.095309 + Penalty 2072.472981 = -3941382.622328 nChanged 7 SP:Iteration 166Q (1483.040962 sec): 3 clusters Score: Raw -3943455.525562 + Penalty 2072.472981 = -3941383.052581 nChanged 9 SP:Iteration 167Q (1483.147543 sec): 3 clusters Score: Raw -3943456.091888 + Penalty 2072.472981 = -3941383.618907 nChanged 9 SP:Iteration 168Q (1483.250811 sec): 3 clusters Score: Raw -3943456.583471 + Penalty 2072.472981 = -3941384.110490 nChanged 10 SP:Iteration 169Q (1483.345457 sec): 3 clusters Score: Raw -3943457.151638 + Penalty 2072.472981 = -3941384.678657 nChanged 11 SP:Iteration 170Q (1483.452835 sec): 3 clusters Score: Raw -3943457.787651 + Penalty 2072.472981 = -3941385.314671 nChanged 11 SP:Iteration 171Q (1483.548691 sec): 3 clusters Score: Raw -3943458.750497 + Penalty 2072.472981 = -3941386.277516 nChanged 11 SP:Iteration 172Q (1483.643651 sec): 3 clusters Score: Raw -3943459.412989 + Penalty 2072.472981 = -3941386.940008 nChanged 12 SP:Iteration 173Q (1483.745826 sec): 3 clusters Score: Raw -3943460.041192 + Penalty 2072.472981 = -3941387.568211 nChanged 13 SP:Iteration 174Q (1483.841613 sec): 3 clusters Score: Raw -3943460.608826 + Penalty 2072.472981 = -3941388.135845 nChanged 10 SP:Iteration 175Q (1483.949518 sec): 3 clusters Score: Raw -3943461.013273 + Penalty 2072.472981 = -3941388.540292 nChanged 4 SP:Iteration 176Q (1484.047278 sec): 3 clusters Score: Raw -3943461.324251 + Penalty 2072.472981 = -3941388.851270 nChanged 9 SP:Iteration 177Q (1484.142470 sec): 3 clusters Score: Raw -3943461.690844 + Penalty 2072.472981 = -3941389.217864 nChanged 8 SP:Iteration 178Q (1484.249884 sec): 3 clusters Score: Raw -3943461.973170 + Penalty 2072.472981 = -3941389.500190 nChanged 2 SP:Iteration 179Q (1484.349540 sec): 3 clusters Score: Raw -3943462.076430 + Penalty 2072.472981 = -3941389.603449 nChanged 3 SP:Iteration 180F (1484.463114 sec): 3 clusters Score: Raw -3943462.190878 + Penalty 2072.472981 = -3941389.717897 nChanged 3 SP:Iteration 181Q (1484.564005 sec): 3 clusters Score: Raw -3943462.304549 + Penalty 2072.472981 = -3941389.831568 nChanged 2 SP:Iteration 182Q (1484.659150 sec): 3 clusters Score: Raw -3943462.355673 + Penalty 2072.472981 = -3941389.882692 nChanged 2 SP:Iteration 183Q (1484.772043 sec): 3 clusters Score: Raw -3943462.488678 + Penalty 2072.472981 = -3941390.015697 nChanged 1 SP:Iteration 184Q (1484.867389 sec): 3 clusters Score: Raw -3943462.563106 + Penalty 2072.472981 = -3941390.090125 nChanged 2 SP:Iteration 185Q (1484.976066 sec): 3 clusters Score: Raw -3943462.637610 + Penalty 2072.472981 = -3941390.164629 nChanged 2 SP:Iteration 186Q (1485.069793 sec): 3 clusters Score: Raw -3943462.708243 + Penalty 2072.472981 = -3941390.235262 nChanged 1 SP:Iteration 187Q (1485.171085 sec): 3 clusters Score: Raw -3943462.739026 + Penalty 2072.472981 = -3941390.266046 nChanged 0 SP:Iteration 188F (1485.279126 sec): 3 clusters Score: Raw -3943462.739026 + Penalty 2072.472981 = -3941390.266046 nChanged 0 Trying to split cluster 20 (79579 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1485.379643 sec): 2 clusters Score: Raw -5969317.216582 + Penalty 1072.028024 = -5968245.188558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1485.515056 sec): 3 clusters Score: Raw -5916935.045544 + Penalty 2144.056048 = -5914790.989495 nChanged 38361 SP:Iteration 1F (1485.649997 sec): 3 clusters Score: Raw -5939614.546969 + Penalty 2144.056048 = -5937470.490920 nChanged 3477 SP:Iteration 2Q (1485.801024 sec): 3 clusters Score: Raw -5940865.083462 + Penalty 2144.056048 = -5938721.027414 nChanged 3990 SP:Iteration 3F (1485.935520 sec): 3 clusters Score: Raw -5942550.035989 + Penalty 2144.056048 = -5940405.979940 nChanged 4690 SP:Iteration 4F (1486.076742 sec): 3 clusters Score: Raw -5944976.818692 + Penalty 2144.056048 = -5942832.762643 nChanged 5445 SP:Iteration 5F (1486.213640 sec): 3 clusters Score: Raw -5948468.105373 + Penalty 2144.056048 = -5946324.049325 nChanged 5889 SP:Iteration 6F (1486.346154 sec): 3 clusters Score: Raw -5952880.921060 + Penalty 2144.056048 = -5950736.865012 nChanged 5748 SP:Iteration 7F (1486.480757 sec): 3 clusters Score: Raw -5957749.154519 + Penalty 2144.056048 = -5955605.098471 nChanged 4971 SP:Iteration 8F (1486.626029 sec): 3 clusters Score: Raw -5962259.514524 + Penalty 2144.056048 = -5960115.458476 nChanged 3562 SP:Iteration 9Q (1486.771034 sec): 3 clusters Score: Raw -5965609.649134 + Penalty 2144.056048 = -5963465.593085 nChanged 2201 SP:Iteration 10Q (1486.917888 sec): 3 clusters Score: Raw -5967658.214107 + Penalty 2144.056048 = -5965514.158058 nChanged 1115 SP:Iteration 11Q (1487.053589 sec): 3 clusters Score: Raw -5968642.795116 + Penalty 2144.056048 = -5966498.739068 nChanged 500 SP:Iteration 12Q (1487.185111 sec): 3 clusters Score: Raw -5969066.893573 + Penalty 2144.056048 = -5966922.837525 nChanged 230 SP:Iteration 13Q (1487.311234 sec): 3 clusters Score: Raw -5969257.879952 + Penalty 2144.056048 = -5967113.823904 nChanged 132 SP:Iteration 14Q (1487.427731 sec): 3 clusters Score: Raw -5969350.033335 + Penalty 2144.056048 = -5967205.977286 nChanged 84 SP:Iteration 15Q (1487.544536 sec): 3 clusters Score: Raw -5969414.944025 + Penalty 2144.056048 = -5967270.887976 nChanged 56 SP:Iteration 16Q (1487.663518 sec): 3 clusters Score: Raw -5969455.341808 + Penalty 2144.056048 = -5967311.285760 nChanged 35 SP:Iteration 17Q (1487.781076 sec): 3 clusters Score: Raw -5969474.542069 + Penalty 2144.056048 = -5967330.486021 nChanged 19 SP:Iteration 18Q (1487.895666 sec): 3 clusters Score: Raw -5969487.956735 + Penalty 2144.056048 = -5967343.900686 nChanged 10 SP:Iteration 19Q (1488.014783 sec): 3 clusters Score: Raw -5969493.377128 + Penalty 2144.056048 = -5967349.321079 nChanged 8 SP:Iteration 20F (1488.143872 sec): 3 clusters Score: Raw -5969496.741211 + Penalty 2144.056048 = -5967352.685163 nChanged 5 SP:Iteration 21Q (1488.271536 sec): 3 clusters Score: Raw -5969499.947462 + Penalty 2144.056048 = -5967355.891414 nChanged 8 SP:Iteration 22Q (1488.395181 sec): 3 clusters Score: Raw -5969504.531993 + Penalty 2144.056048 = -5967360.475945 nChanged 7 SP:Iteration 23Q (1488.501361 sec): 3 clusters Score: Raw -5969508.691013 + Penalty 2144.056048 = -5967364.634965 nChanged 5 SP:Iteration 24Q (1488.617976 sec): 3 clusters Score: Raw -5969512.883196 + Penalty 2144.056048 = -5967368.827147 nChanged 7 SP:Iteration 25Q (1488.732660 sec): 3 clusters Score: Raw -5969517.619814 + Penalty 2144.056048 = -5967373.563765 nChanged 6 SP:Iteration 26Q (1488.852552 sec): 3 clusters Score: Raw -5969520.893531 + Penalty 2144.056048 = -5967376.837483 nChanged 1 SP:Iteration 27Q (1488.978377 sec): 3 clusters Score: Raw -5969521.273166 + Penalty 2144.056048 = -5967377.217117 nChanged 1 SP:Iteration 28Q (1489.103076 sec): 3 clusters Score: Raw -5969521.591401 + Penalty 2144.056048 = -5967377.535353 nChanged 2 SP:Iteration 29Q (1489.211723 sec): 3 clusters Score: Raw -5969522.354261 + Penalty 2144.056048 = -5967378.298212 nChanged 1 SP:Iteration 30Q (1489.329143 sec): 3 clusters Score: Raw -5969523.354437 + Penalty 2144.056048 = -5967379.298389 nChanged 3 SP:Iteration 31Q (1489.458813 sec): 3 clusters Score: Raw -5969526.337471 + Penalty 2144.056048 = -5967382.281423 nChanged 4 SP:Iteration 32Q (1489.576691 sec): 3 clusters Score: Raw -5969528.445339 + Penalty 2144.056048 = -5967384.389290 nChanged 2 SP:Iteration 33Q (1489.701050 sec): 3 clusters Score: Raw -5969529.310999 + Penalty 2144.056048 = -5967385.254951 nChanged 1 SP:Iteration 34Q (1489.830131 sec): 3 clusters Score: Raw -5969529.812243 + Penalty 2144.056048 = -5967385.756195 nChanged 3 SP:Iteration 35Q (1489.950551 sec): 3 clusters Score: Raw -5969530.973291 + Penalty 2144.056048 = -5967386.917243 nChanged 1 SP:Iteration 36Q (1490.073348 sec): 3 clusters Score: Raw -5969531.499573 + Penalty 2144.056048 = -5967387.443525 nChanged 0 SP:Iteration 37F (1490.204420 sec): 3 clusters Score: Raw -5969531.499573 + Penalty 2144.056048 = -5967387.443525 nChanged 0 Trying to split cluster 21 (17173 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1490.250119 sec): 2 clusters Score: Raw -1280448.222735 + Penalty 926.353898 = -1279521.868838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1490.310361 sec): 3 clusters Score: Raw -1269860.807108 + Penalty 1852.707796 = -1268008.099312 nChanged 7975 SP:Iteration 1F (1490.371570 sec): 3 clusters Score: Raw -1274498.732068 + Penalty 1852.707796 = -1272646.024273 nChanged 962 SP:Iteration 2F (1490.447937 sec): 3 clusters Score: Raw -1274991.664964 + Penalty 1852.707796 = -1273138.957168 nChanged 1015 SP:Iteration 3F (1490.497390 sec): 3 clusters Score: Raw -1275542.608735 + Penalty 1852.707796 = -1273689.900939 nChanged 1015 SP:Iteration 4F (1490.563125 sec): 3 clusters Score: Raw -1276098.350759 + Penalty 1852.707796 = -1274245.642963 nChanged 976 SP:Iteration 5F (1490.619634 sec): 3 clusters Score: Raw -1276632.668044 + Penalty 1852.707796 = -1274779.960249 nChanged 947 SP:Iteration 6F (1490.685110 sec): 3 clusters Score: Raw -1277210.684870 + Penalty 1852.707796 = -1275357.977075 nChanged 877 SP:Iteration 7F (1490.741333 sec): 3 clusters Score: Raw -1277821.256167 + Penalty 1852.707796 = -1275968.548371 nChanged 788 SP:Iteration 8Q (1490.808320 sec): 3 clusters Score: Raw -1278342.328730 + Penalty 1852.707796 = -1276489.620935 nChanged 654 SP:Iteration 9Q (1490.867007 sec): 3 clusters Score: Raw -1278666.853296 + Penalty 1852.707796 = -1276814.145500 nChanged 492 SP:Iteration 10Q (1490.936848 sec): 3 clusters Score: Raw -1278868.870404 + Penalty 1852.707796 = -1277016.162608 nChanged 393 SP:Iteration 11Q (1490.996475 sec): 3 clusters Score: Raw -1279006.952852 + Penalty 1852.707796 = -1277154.245056 nChanged 287 SP:Iteration 12Q (1491.054901 sec): 3 clusters Score: Raw -1279088.168077 + Penalty 1852.707796 = -1277235.460282 nChanged 228 SP:Iteration 13Q (1491.114737 sec): 3 clusters Score: Raw -1279144.838597 + Penalty 1852.707796 = -1277292.130801 nChanged 209 SP:Iteration 14Q (1491.185651 sec): 3 clusters Score: Raw -1279195.045761 + Penalty 1852.707796 = -1277342.337965 nChanged 168 SP:Iteration 15Q (1491.234481 sec): 3 clusters Score: Raw -1279232.619708 + Penalty 1852.707796 = -1277379.911912 nChanged 161 SP:Iteration 16Q (1491.311786 sec): 3 clusters Score: Raw -1279268.195280 + Penalty 1852.707796 = -1277415.487484 nChanged 166 SP:Iteration 17Q (1491.373177 sec): 3 clusters Score: Raw -1279305.903077 + Penalty 1852.707796 = -1277453.195281 nChanged 138 SP:Iteration 18Q (1491.430112 sec): 3 clusters Score: Raw -1279333.250850 + Penalty 1852.707796 = -1277480.543054 nChanged 117 SP:Iteration 19Q (1491.506260 sec): 3 clusters Score: Raw -1279355.335352 + Penalty 1852.707796 = -1277502.627556 nChanged 111 SP:Iteration 20F (1491.569489 sec): 3 clusters Score: Raw -1279377.806093 + Penalty 1852.707796 = -1277525.098298 nChanged 129 SP:Iteration 21Q (1491.626526 sec): 3 clusters Score: Raw -1279404.397817 + Penalty 1852.707796 = -1277551.690021 nChanged 136 SP:Iteration 22Q (1491.692936 sec): 3 clusters Score: Raw -1279432.107995 + Penalty 1852.707796 = -1277579.400199 nChanged 140 SP:Iteration 23Q (1491.740303 sec): 3 clusters Score: Raw -1279460.839308 + Penalty 1852.707796 = -1277608.131512 nChanged 136 SP:Iteration 24Q (1491.804208 sec): 3 clusters Score: Raw -1279487.468762 + Penalty 1852.707796 = -1277634.760966 nChanged 135 SP:Iteration 25Q (1491.869178 sec): 3 clusters Score: Raw -1279515.424834 + Penalty 1852.707796 = -1277662.717039 nChanged 139 SP:Iteration 26Q (1491.935652 sec): 3 clusters Score: Raw -1279543.759280 + Penalty 1852.707796 = -1277691.051484 nChanged 125 SP:Iteration 27Q (1492.009698 sec): 3 clusters Score: Raw -1279566.247951 + Penalty 1852.707796 = -1277713.540155 nChanged 129 SP:Iteration 28Q (1492.066903 sec): 3 clusters Score: Raw -1279591.689428 + Penalty 1852.707796 = -1277738.981632 nChanged 135 SP:Iteration 29Q (1492.133690 sec): 3 clusters Score: Raw -1279621.562115 + Penalty 1852.707796 = -1277768.854319 nChanged 150 SP:Iteration 30Q (1492.184769 sec): 3 clusters Score: Raw -1279659.853508 + Penalty 1852.707796 = -1277807.145712 nChanged 161 SP:Iteration 31Q (1492.259322 sec): 3 clusters Score: Raw -1279703.279986 + Penalty 1852.707796 = -1277850.572190 nChanged 152 SP:Iteration 32Q (1492.322063 sec): 3 clusters Score: Raw -1279743.507268 + Penalty 1852.707796 = -1277890.799472 nChanged 170 SP:Iteration 33Q (1492.375028 sec): 3 clusters Score: Raw -1279793.992189 + Penalty 1852.707796 = -1277941.284393 nChanged 175 SP:Iteration 34Q (1492.446108 sec): 3 clusters Score: Raw -1279840.363994 + Penalty 1852.707796 = -1277987.656198 nChanged 142 SP:Iteration 35Q (1492.510788 sec): 3 clusters Score: Raw -1279877.921102 + Penalty 1852.707796 = -1278025.213307 nChanged 139 SP:Iteration 36Q (1492.560317 sec): 3 clusters Score: Raw -1279914.779785 + Penalty 1852.707796 = -1278062.071989 nChanged 129 SP:Iteration 37Q (1492.624673 sec): 3 clusters Score: Raw -1279949.692826 + Penalty 1852.707796 = -1278096.985030 nChanged 136 SP:Iteration 38Q (1492.693058 sec): 3 clusters Score: Raw -1279986.172254 + Penalty 1852.707796 = -1278133.464458 nChanged 119 SP:Iteration 39Q (1492.751142 sec): 3 clusters Score: Raw -1280018.355965 + Penalty 1852.707796 = -1278165.648169 nChanged 129 SP:Iteration 40F (1492.814167 sec): 3 clusters Score: Raw -1280057.181239 + Penalty 1852.707796 = -1278204.473443 nChanged 137 SP:Iteration 41Q (1492.876666 sec): 3 clusters Score: Raw -1280098.188730 + Penalty 1852.707796 = -1278245.480935 nChanged 118 SP:Iteration 42Q (1492.928280 sec): 3 clusters Score: Raw -1280132.065823 + Penalty 1852.707796 = -1278279.358027 nChanged 112 SP:Iteration 43Q (1492.998038 sec): 3 clusters Score: Raw -1280169.279156 + Penalty 1852.707796 = -1278316.571361 nChanged 111 SP:Iteration 44Q (1493.061572 sec): 3 clusters Score: Raw -1280211.273514 + Penalty 1852.707796 = -1278358.565719 nChanged 113 SP:Iteration 45Q (1493.121836 sec): 3 clusters Score: Raw -1280254.886934 + Penalty 1852.707796 = -1278402.179138 nChanged 115 SP:Iteration 46Q (1493.177680 sec): 3 clusters Score: Raw -1280306.011544 + Penalty 1852.707796 = -1278453.303748 nChanged 123 SP:Iteration 47Q (1493.232423 sec): 3 clusters Score: Raw -1280358.314625 + Penalty 1852.707796 = -1278505.606829 nChanged 119 SP:Iteration 48Q (1493.297106 sec): 3 clusters Score: Raw -1280417.820347 + Penalty 1852.707796 = -1278565.112552 nChanged 130 SP:Iteration 49Q (1493.357059 sec): 3 clusters Score: Raw -1280481.730328 + Penalty 1852.707796 = -1278629.022533 nChanged 109 SP:Iteration 50Q (1493.417688 sec): 3 clusters Score: Raw -1280530.920730 + Penalty 1852.707796 = -1278678.212934 nChanged 93 SP:Iteration 51Q (1493.480289 sec): 3 clusters Score: Raw -1280569.548515 + Penalty 1852.707796 = -1278716.840719 nChanged 69 SP:Iteration 52Q (1493.528646 sec): 3 clusters Score: Raw -1280599.278990 + Penalty 1852.707796 = -1278746.571194 nChanged 61 SP:Iteration 53Q (1493.591167 sec): 3 clusters Score: Raw -1280619.065870 + Penalty 1852.707796 = -1278766.358075 nChanged 49 SP:Iteration 54Q (1493.660559 sec): 3 clusters Score: Raw -1280637.097098 + Penalty 1852.707796 = -1278784.389302 nChanged 44 SP:Iteration 55Q (1493.717659 sec): 3 clusters Score: Raw -1280651.138424 + Penalty 1852.707796 = -1278798.430628 nChanged 38 SP:Iteration 56Q (1493.775397 sec): 3 clusters Score: Raw -1280663.477790 + Penalty 1852.707796 = -1278810.769994 nChanged 40 SP:Iteration 57Q (1493.832515 sec): 3 clusters Score: Raw -1280675.706455 + Penalty 1852.707796 = -1278822.998659 nChanged 35 SP:Iteration 58Q (1493.884888 sec): 3 clusters Score: Raw -1280686.771524 + Penalty 1852.707796 = -1278834.063728 nChanged 27 SP:Iteration 59Q (1493.954280 sec): 3 clusters Score: Raw -1280695.010855 + Penalty 1852.707796 = -1278842.303059 nChanged 28 SP:Iteration 60F (1494.011202 sec): 3 clusters Score: Raw -1280703.414235 + Penalty 1852.707796 = -1278850.706439 nChanged 22 SP:Iteration 61Q (1494.068893 sec): 3 clusters Score: Raw -1280712.045875 + Penalty 1852.707796 = -1278859.338079 nChanged 21 SP:Iteration 62Q (1494.124157 sec): 3 clusters Score: Raw -1280719.403954 + Penalty 1852.707796 = -1278866.696158 nChanged 21 SP:Iteration 63Q (1494.191351 sec): 3 clusters Score: Raw -1280726.395552 + Penalty 1852.707796 = -1278873.687756 nChanged 18 SP:Iteration 64Q (1494.237748 sec): 3 clusters Score: Raw -1280731.138165 + Penalty 1852.707796 = -1278878.430369 nChanged 15 SP:Iteration 65Q (1494.298538 sec): 3 clusters Score: Raw -1280736.035179 + Penalty 1852.707796 = -1278883.327383 nChanged 12 SP:Iteration 66Q (1494.361360 sec): 3 clusters Score: Raw -1280739.536947 + Penalty 1852.707796 = -1278886.829151 nChanged 8 SP:Iteration 67Q (1494.423402 sec): 3 clusters Score: Raw -1280741.605571 + Penalty 1852.707796 = -1278888.897775 nChanged 5 SP:Iteration 68Q (1494.481235 sec): 3 clusters Score: Raw -1280742.395296 + Penalty 1852.707796 = -1278889.687500 nChanged 2 SP:Iteration 69Q (1494.533102 sec): 3 clusters Score: Raw -1280742.851800 + Penalty 1852.707796 = -1278890.144004 nChanged 3 SP:Iteration 70Q (1494.598802 sec): 3 clusters Score: Raw -1280743.516576 + Penalty 1852.707796 = -1278890.808780 nChanged 5 SP:Iteration 71Q (1494.648968 sec): 3 clusters Score: Raw -1280744.430837 + Penalty 1852.707796 = -1278891.723041 nChanged 3 SP:Iteration 72Q (1494.714490 sec): 3 clusters Score: Raw -1280745.064070 + Penalty 1852.707796 = -1278892.356274 nChanged 3 SP:Iteration 73Q (1494.766779 sec): 3 clusters Score: Raw -1280746.013471 + Penalty 1852.707796 = -1278893.305675 nChanged 2 SP:Iteration 74Q (1494.833401 sec): 3 clusters Score: Raw -1280746.178119 + Penalty 1852.707796 = -1278893.470323 nChanged 1 SP:Iteration 75Q (1494.896838 sec): 3 clusters Score: Raw -1280746.370487 + Penalty 1852.707796 = -1278893.662691 nChanged 2 SP:Iteration 76Q (1494.956871 sec): 3 clusters Score: Raw -1280746.497455 + Penalty 1852.707796 = -1278893.789659 nChanged 0 SP:Iteration 77F (1495.016771 sec): 3 clusters Score: Raw -1280746.497455 + Penalty 1852.707796 = -1278893.789659 nChanged 0 Trying to split cluster 22 (4244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1495.045649 sec): 2 clusters Score: Raw -281033.133233 + Penalty 793.559842 = -280239.573390 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1495.085182 sec): 3 clusters Score: Raw -278831.652692 + Penalty 1587.119685 = -277244.533007 nChanged 1748 SP:Iteration 1F (1495.131770 sec): 3 clusters Score: Raw -280137.637115 + Penalty 1587.119685 = -278550.517430 nChanged 436 SP:Iteration 2F (1495.183733 sec): 3 clusters Score: Raw -280629.741933 + Penalty 1587.119685 = -279042.622248 nChanged 387 SP:Iteration 3F (1495.224150 sec): 3 clusters Score: Raw -281030.593854 + Penalty 1587.119685 = -279443.474169 nChanged 282 SP:Iteration 4F (1495.280772 sec): 3 clusters Score: Raw -281287.760403 + Penalty 1587.119685 = -279700.640718 nChanged 179 SP:Iteration 5Q (1495.311403 sec): 3 clusters Score: Raw -281422.520017 + Penalty 1587.119685 = -279835.400332 nChanged 111 SP:Iteration 6Q (1495.361011 sec): 3 clusters Score: Raw -281491.667921 + Penalty 1587.119685 = -279904.548236 nChanged 65 SP:Iteration 7Q (1495.423149 sec): 3 clusters Score: Raw -281528.560752 + Penalty 1587.119685 = -279941.441067 nChanged 60 SP:Iteration 8Q (1495.469431 sec): 3 clusters Score: Raw -281563.089434 + Penalty 1587.119685 = -279975.969749 nChanged 47 SP:Iteration 9Q (1495.510789 sec): 3 clusters Score: Raw -281588.931005 + Penalty 1587.119685 = -280001.811320 nChanged 43 SP:Iteration 10Q (1495.561254 sec): 3 clusters Score: Raw -281610.117618 + Penalty 1587.119685 = -280022.997933 nChanged 35 SP:Iteration 11Q (1495.601436 sec): 3 clusters Score: Raw -281624.050289 + Penalty 1587.119685 = -280036.930604 nChanged 19 SP:Iteration 12Q (1495.638473 sec): 3 clusters Score: Raw -281628.816424 + Penalty 1587.119685 = -280041.696739 nChanged 11 SP:Iteration 13Q (1495.676101 sec): 3 clusters Score: Raw -281631.322903 + Penalty 1587.119685 = -280044.203218 nChanged 9 SP:Iteration 14Q (1495.730658 sec): 3 clusters Score: Raw -281634.355768 + Penalty 1587.119685 = -280047.236083 nChanged 11 SP:Iteration 15Q (1495.768837 sec): 3 clusters Score: Raw -281636.649112 + Penalty 1587.119685 = -280049.529428 nChanged 9 SP:Iteration 16Q (1495.826600 sec): 3 clusters Score: Raw -281637.993973 + Penalty 1587.119685 = -280050.874288 nChanged 4 SP:Iteration 17Q (1495.868780 sec): 3 clusters Score: Raw -281638.684554 + Penalty 1587.119685 = -280051.564869 nChanged 3 SP:Iteration 18Q (1495.912641 sec): 3 clusters Score: Raw -281639.154272 + Penalty 1587.119685 = -280052.034587 nChanged 4 SP:Iteration 19Q (1495.957543 sec): 3 clusters Score: Raw -281639.642993 + Penalty 1587.119685 = -280052.523308 nChanged 2 SP:Iteration 20F (1495.997330 sec): 3 clusters Score: Raw -281639.931904 + Penalty 1587.119685 = -280052.812219 nChanged 0 Iteration 339Q (1498.243698 sec): 23 clusters Score: Raw -25396139.036440 + Penalty 26720.276661 = -25369418.759780 nChanged 277 Iteration 340F (1502.131281 sec): 23 clusters Score: Raw -25396147.166182 + Penalty 26720.276661 = -25369426.889521 nChanged 244 Iteration 341Q (1504.324007 sec): 23 clusters Score: Raw -25396153.872898 + Penalty 26720.276661 = -25369433.596238 nChanged 259 Iteration 342Q (1506.613284 sec): 23 clusters Score: Raw -25396160.983063 + Penalty 26720.276661 = -25369440.706402 nChanged 229 Iteration 343Q (1508.872832 sec): 23 clusters Score: Raw -25396166.794555 + Penalty 26720.276661 = -25369446.517894 nChanged 229 Iteration 344Q (1511.071116 sec): 23 clusters Score: Raw -25396172.834460 + Penalty 26720.276661 = -25369452.557799 nChanged 225 Iteration 345Q (1513.263750 sec): 23 clusters Score: Raw -25396178.843186 + Penalty 26720.276661 = -25369458.566525 nChanged 225 Iteration 346Q (1515.472622 sec): 23 clusters Score: Raw -25396184.518374 + Penalty 26720.276661 = -25369464.241713 nChanged 241 Iteration 347Q (1517.623261 sec): 23 clusters Score: Raw -25396191.264969 + Penalty 26720.276661 = -25369470.988308 nChanged 247 Iteration 348Q (1519.832495 sec): 23 clusters Score: Raw -25396197.419473 + Penalty 26720.276661 = -25369477.142813 nChanged 240 Iteration 349Q (1522.094010 sec): 23 clusters Score: Raw -25396203.650507 + Penalty 26720.276661 = -25369483.373847 nChanged 239 Iteration 350Q (1524.326245 sec): 23 clusters Score: Raw -25396209.553167 + Penalty 26720.276661 = -25369489.276507 nChanged 240 Iteration 351Q (1526.576204 sec): 23 clusters Score: Raw -25396215.565018 + Penalty 26720.276661 = -25369495.288358 nChanged 239 Iteration 352Q (1528.792306 sec): 23 clusters Score: Raw -25396221.896933 + Penalty 26720.276661 = -25369501.620272 nChanged 239 Iteration 353Q (1531.009337 sec): 23 clusters Score: Raw -25396227.991543 + Penalty 26720.276661 = -25369507.714882 nChanged 243 Iteration 354Q (1533.280966 sec): 23 clusters Score: Raw -25396234.924409 + Penalty 26720.276661 = -25369514.647748 nChanged 272 Iteration 355Q (1535.492959 sec): 23 clusters Score: Raw -25396243.566101 + Penalty 26720.276661 = -25369523.289440 nChanged 277 Iteration 356Q (1537.701024 sec): 23 clusters Score: Raw -25396252.320190 + Penalty 26720.276661 = -25369532.043529 nChanged 270 Iteration 357Q (1539.944708 sec): 23 clusters Score: Raw -25396261.277732 + Penalty 26720.276661 = -25369541.001071 nChanged 309 Iteration 358Q (1542.200156 sec): 23 clusters Score: Raw -25396272.680599 + Penalty 26720.276661 = -25369552.403938 nChanged 307 Iteration 359Q (1544.487108 sec): 23 clusters Score: Raw -25396283.540432 + Penalty 26720.276661 = -25369563.263772 nChanged 271 Iteration 360F (1548.449748 sec): 23 clusters Score: Raw -25396292.636190 + Penalty 26720.276661 = -25369572.359529 nChanged 279 Iteration 361Q (1550.746017 sec): 23 clusters Score: Raw -25396302.666548 + Penalty 26720.276661 = -25369582.389887 nChanged 308 Iteration 362Q (1553.010450 sec): 23 clusters Score: Raw -25396315.091916 + Penalty 26720.276661 = -25369594.815255 nChanged 333 Iteration 363Q (1555.278476 sec): 23 clusters Score: Raw -25396330.426655 + Penalty 26720.276661 = -25369610.149994 nChanged 378 Iteration 364Q (1557.609671 sec): 23 clusters Score: Raw -25396349.445044 + Penalty 26720.276661 = -25369629.168383 nChanged 406 Iteration 365Q (1559.848950 sec): 23 clusters Score: Raw -25396370.180076 + Penalty 26720.276661 = -25369649.903415 nChanged 427 Iteration 366Q (1562.186824 sec): 23 clusters Score: Raw -25396392.775459 + Penalty 26720.276661 = -25369672.498798 nChanged 422 Iteration 367Q (1564.456530 sec): 23 clusters Score: Raw -25396414.282851 + Penalty 26720.276661 = -25369694.006190 nChanged 435 Iteration 368Q (1566.685194 sec): 23 clusters Score: Raw -25396438.649187 + Penalty 26720.276661 = -25369718.372526 nChanged 451 Iteration 369Q (1568.868858 sec): 23 clusters Score: Raw -25396464.488977 + Penalty 26720.276661 = -25369744.212317 nChanged 460 Iteration 370Q (1571.106352 sec): 23 clusters Score: Raw -25396488.570156 + Penalty 26720.276661 = -25369768.293495 nChanged 476 Iteration 371Q (1573.310636 sec): 23 clusters Score: Raw -25396514.892415 + Penalty 26720.276661 = -25369794.615754 nChanged 515 Iteration 372Q (1575.501678 sec): 23 clusters Score: Raw -25396546.665725 + Penalty 26720.276661 = -25369826.389064 nChanged 586 Iteration 373Q (1577.688233 sec): 23 clusters Score: Raw -25396587.113333 + Penalty 26720.276661 = -25369866.836672 nChanged 632 Iteration 374Q (1579.911949 sec): 23 clusters Score: Raw -25396631.197071 + Penalty 26720.276661 = -25369910.920410 nChanged 662 Iteration 375Q (1582.200075 sec): 23 clusters Score: Raw -25396681.470579 + Penalty 26720.276661 = -25369961.193919 nChanged 702 Iteration 376Q (1584.461038 sec): 23 clusters Score: Raw -25396737.798319 + Penalty 26720.276661 = -25370017.521658 nChanged 759 Iteration 377Q (1586.703731 sec): 23 clusters Score: Raw -25396797.206338 + Penalty 26720.276661 = -25370076.929678 nChanged 726 Iteration 378Q (1588.925485 sec): 23 clusters Score: Raw -25396853.527000 + Penalty 26720.276661 = -25370133.250339 nChanged 750 Writing temp clu file Because OldScore, -25370076.929678, is greater than current (better) Score,-25370133.250339 Compute initial score before splitting: Score: Raw -25396853.527000 + Penalty 26720.276661 = -25370133.250339 Trying to split cluster 1 (26996 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1589.071831 sec): 2 clusters Score: Raw -2050860.986169 + Penalty 969.327179 = -2049891.658990 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1589.150602 sec): 3 clusters Score: Raw -2033689.112629 + Penalty 1938.654357 = -2031750.458272 nChanged 12556 SP:Iteration 1F (1589.222410 sec): 3 clusters Score: Raw -2041098.460858 + Penalty 1938.654357 = -2039159.806501 nChanged 1339 SP:Iteration 2Q (1589.309929 sec): 3 clusters Score: Raw -2041668.673254 + Penalty 1938.654357 = -2039730.018897 nChanged 1531 SP:Iteration 3F (1589.380561 sec): 3 clusters Score: Raw -2042504.276153 + Penalty 1938.654357 = -2040565.621796 nChanged 1819 SP:Iteration 4F (1589.469941 sec): 3 clusters Score: Raw -2043754.272789 + Penalty 1938.654357 = -2041815.618432 nChanged 2088 SP:Iteration 5F (1589.544905 sec): 3 clusters Score: Raw -2045476.024433 + Penalty 1938.654357 = -2043537.370076 nChanged 2130 SP:Iteration 6F (1589.621704 sec): 3 clusters Score: Raw -2047370.044778 + Penalty 1938.654357 = -2045431.390421 nChanged 1660 SP:Iteration 7F (1589.696002 sec): 3 clusters Score: Raw -2048842.242935 + Penalty 1938.654357 = -2046903.588578 nChanged 1094 SP:Iteration 8Q (1589.783943 sec): 3 clusters Score: Raw -2049767.388864 + Penalty 1938.654357 = -2047828.734507 nChanged 644 SP:Iteration 9Q (1589.858587 sec): 3 clusters Score: Raw -2050281.117540 + Penalty 1938.654357 = -2048342.463183 nChanged 396 SP:Iteration 10Q (1589.933110 sec): 3 clusters Score: Raw -2050586.672779 + Penalty 1938.654357 = -2048648.018421 nChanged 237 SP:Iteration 11Q (1590.013444 sec): 3 clusters Score: Raw -2050780.687872 + Penalty 1938.654357 = -2048842.033515 nChanged 141 SP:Iteration 12Q (1590.090194 sec): 3 clusters Score: Raw -2050907.320189 + Penalty 1938.654357 = -2048968.665832 nChanged 79 SP:Iteration 13Q (1590.166309 sec): 3 clusters Score: Raw -2050984.031072 + Penalty 1938.654357 = -2049045.376715 nChanged 57 SP:Iteration 14Q (1590.224560 sec): 3 clusters Score: Raw -2051023.142725 + Penalty 1938.654357 = -2049084.488368 nChanged 25 SP:Iteration 15Q (1590.296006 sec): 3 clusters Score: Raw -2051037.857396 + Penalty 1938.654357 = -2049099.203038 nChanged 19 SP:Iteration 16Q (1590.369497 sec): 3 clusters Score: Raw -2051051.445644 + Penalty 1938.654357 = -2049112.791287 nChanged 14 SP:Iteration 17Q (1590.436505 sec): 3 clusters Score: Raw -2051060.587783 + Penalty 1938.654357 = -2049121.933426 nChanged 5 SP:Iteration 18Q (1590.499155 sec): 3 clusters Score: Raw -2051063.305023 + Penalty 1938.654357 = -2049124.650666 nChanged 1 SP:Iteration 19Q (1590.562765 sec): 3 clusters Score: Raw -2051064.465546 + Penalty 1938.654357 = -2049125.811189 nChanged 3 SP:Iteration 20F (1590.642873 sec): 3 clusters Score: Raw -2051066.019442 + Penalty 1938.654357 = -2049127.365085 nChanged 3 SP:Iteration 21Q (1590.703674 sec): 3 clusters Score: Raw -2051067.826596 + Penalty 1938.654357 = -2049129.172239 nChanged 1 SP:Iteration 22Q (1590.782990 sec): 3 clusters Score: Raw -2051068.235829 + Penalty 1938.654357 = -2049129.581472 nChanged 1 SP:Iteration 23Q (1590.844756 sec): 3 clusters Score: Raw -2051068.717182 + Penalty 1938.654357 = -2049130.062825 nChanged 2 SP:Iteration 24Q (1590.923242 sec): 3 clusters Score: Raw -2051070.197240 + Penalty 1938.654357 = -2049131.542883 nChanged 4 SP:Iteration 25Q (1590.990155 sec): 3 clusters Score: Raw -2051072.326980 + Penalty 1938.654357 = -2049133.672623 nChanged 2 SP:Iteration 26Q (1591.055530 sec): 3 clusters Score: Raw -2051073.557221 + Penalty 1938.654357 = -2049134.902864 nChanged 0 SP:Iteration 27F (1591.134275 sec): 3 clusters Score: Raw -2051073.557221 + Penalty 1938.654357 = -2049134.902864 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1591.153944 sec): 2 clusters Score: Raw -167650.691542 + Penalty 726.358203 = -166924.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1591.199884 sec): 3 clusters Score: Raw -166640.120646 + Penalty 1452.716407 = -165187.404239 nChanged 837 SP:Iteration 1F (1591.255501 sec): 3 clusters Score: Raw -167221.905102 + Penalty 1452.716407 = -165769.188695 nChanged 202 SP:Iteration 2F (1591.289664 sec): 3 clusters Score: Raw -167401.993839 + Penalty 1452.716407 = -165949.277432 nChanged 143 SP:Iteration 3F (1591.340126 sec): 3 clusters Score: Raw -167505.224608 + Penalty 1452.716407 = -166052.508202 nChanged 101 SP:Iteration 4Q (1591.395569 sec): 3 clusters Score: Raw -167570.052672 + Penalty 1452.716407 = -166117.336265 nChanged 73 SP:Iteration 5Q (1591.445355 sec): 3 clusters Score: Raw -167619.310065 + Penalty 1452.716407 = -166166.593658 nChanged 59 SP:Iteration 6Q (1591.480128 sec): 3 clusters Score: Raw -167673.951192 + Penalty 1452.716407 = -166221.234785 nChanged 68 SP:Iteration 7Q (1591.533924 sec): 3 clusters Score: Raw -167724.758742 + Penalty 1452.716407 = -166272.042335 nChanged 47 SP:Iteration 8Q (1591.567273 sec): 3 clusters Score: Raw -167756.673087 + Penalty 1452.716407 = -166303.956680 nChanged 36 SP:Iteration 9Q (1591.618699 sec): 3 clusters Score: Raw -167778.184019 + Penalty 1452.716407 = -166325.467612 nChanged 33 SP:Iteration 10Q (1591.667482 sec): 3 clusters Score: Raw -167796.241982 + Penalty 1452.716407 = -166343.525575 nChanged 28 SP:Iteration 11Q (1591.717283 sec): 3 clusters Score: Raw -167809.589826 + Penalty 1452.716407 = -166356.873419 nChanged 30 SP:Iteration 12Q (1591.765438 sec): 3 clusters Score: Raw -167821.057968 + Penalty 1452.716407 = -166368.341561 nChanged 18 SP:Iteration 13Q (1591.813129 sec): 3 clusters Score: Raw -167829.400891 + Penalty 1452.716407 = -166376.684484 nChanged 24 SP:Iteration 14Q (1591.859618 sec): 3 clusters Score: Raw -167842.305665 + Penalty 1452.716407 = -166389.589259 nChanged 31 SP:Iteration 15Q (1591.902129 sec): 3 clusters Score: Raw -167860.223908 + Penalty 1452.716407 = -166407.507501 nChanged 28 SP:Iteration 16Q (1591.945895 sec): 3 clusters Score: Raw -167873.469282 + Penalty 1452.716407 = -166420.752875 nChanged 21 SP:Iteration 17Q (1591.995916 sec): 3 clusters Score: Raw -167882.743279 + Penalty 1452.716407 = -166430.026873 nChanged 18 SP:Iteration 18Q (1592.044411 sec): 3 clusters Score: Raw -167888.923679 + Penalty 1452.716407 = -166436.207272 nChanged 14 SP:Iteration 19Q (1592.082737 sec): 3 clusters Score: Raw -167893.147799 + Penalty 1452.716407 = -166440.431392 nChanged 11 SP:Iteration 20F (1592.131426 sec): 3 clusters Score: Raw -167896.660547 + Penalty 1452.716407 = -166443.944140 nChanged 15 SP:Iteration 21Q (1592.172493 sec): 3 clusters Score: Raw -167903.924638 + Penalty 1452.716407 = -166451.208231 nChanged 26 SP:Iteration 22Q (1592.221241 sec): 3 clusters Score: Raw -167915.632288 + Penalty 1452.716407 = -166462.915881 nChanged 20 SP:Iteration 23Q (1592.270836 sec): 3 clusters Score: Raw -167923.722046 + Penalty 1452.716407 = -166471.005639 nChanged 18 SP:Iteration 24Q (1592.328620 sec): 3 clusters Score: Raw -167931.799812 + Penalty 1452.716407 = -166479.083405 nChanged 12 SP:Iteration 25Q (1592.368410 sec): 3 clusters Score: Raw -167939.661949 + Penalty 1452.716407 = -166486.945542 nChanged 16 SP:Iteration 26Q (1592.410873 sec): 3 clusters Score: Raw -167949.843445 + Penalty 1452.716407 = -166497.127039 nChanged 17 SP:Iteration 27Q (1592.455056 sec): 3 clusters Score: Raw -167957.853970 + Penalty 1452.716407 = -166505.137564 nChanged 16 SP:Iteration 28Q (1592.502341 sec): 3 clusters Score: Raw -167967.611886 + Penalty 1452.716407 = -166514.895479 nChanged 16 SP:Iteration 29Q (1592.552471 sec): 3 clusters Score: Raw -167976.038813 + Penalty 1452.716407 = -166523.322406 nChanged 14 SP:Iteration 30Q (1592.596094 sec): 3 clusters Score: Raw -167980.983551 + Penalty 1452.716407 = -166528.267144 nChanged 11 SP:Iteration 31Q (1592.641081 sec): 3 clusters Score: Raw -167985.694035 + Penalty 1452.716407 = -166532.977628 nChanged 13 SP:Iteration 32Q (1592.680278 sec): 3 clusters Score: Raw -167989.993405 + Penalty 1452.716407 = -166537.276998 nChanged 11 SP:Iteration 33Q (1592.720321 sec): 3 clusters Score: Raw -167992.487174 + Penalty 1452.716407 = -166539.770767 nChanged 9 SP:Iteration 34Q (1592.779644 sec): 3 clusters Score: Raw -167995.352111 + Penalty 1452.716407 = -166542.635705 nChanged 8 SP:Iteration 35Q (1592.817377 sec): 3 clusters Score: Raw -168000.366129 + Penalty 1452.716407 = -166547.649722 nChanged 9 SP:Iteration 36Q (1592.867336 sec): 3 clusters Score: Raw -168004.644932 + Penalty 1452.716407 = -166551.928526 nChanged 5 SP:Iteration 37Q (1592.914326 sec): 3 clusters Score: Raw -168006.516484 + Penalty 1452.716407 = -166553.800077 nChanged 9 SP:Iteration 38Q (1592.964869 sec): 3 clusters Score: Raw -168009.146816 + Penalty 1452.716407 = -166556.430409 nChanged 7 SP:Iteration 39Q (1593.024488 sec): 3 clusters Score: Raw -168010.884228 + Penalty 1452.716407 = -166558.167822 nChanged 6 SP:Iteration 40F (1593.071785 sec): 3 clusters Score: Raw -168013.018063 + Penalty 1452.716407 = -166560.301656 nChanged 4 SP:Iteration 41Q (1593.121795 sec): 3 clusters Score: Raw -168015.068862 + Penalty 1452.716407 = -166562.352455 nChanged 3 SP:Iteration 42Q (1593.166544 sec): 3 clusters Score: Raw -168015.499108 + Penalty 1452.716407 = -166562.782701 nChanged 0 SP:Iteration 43F (1593.208612 sec): 3 clusters Score: Raw -168015.499108 + Penalty 1452.716407 = -166562.782701 nChanged 0 Trying to split cluster 3 (22755 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1593.256172 sec): 2 clusters Score: Raw -1635422.746454 + Penalty 953.091317 = -1634469.655136 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1593.322864 sec): 3 clusters Score: Raw -1621271.622030 + Penalty 1906.182634 = -1619365.439396 nChanged 10503 SP:Iteration 1F (1593.396167 sec): 3 clusters Score: Raw -1627394.624390 + Penalty 1906.182634 = -1625488.441755 nChanged 1188 SP:Iteration 2F (1593.462715 sec): 3 clusters Score: Raw -1627849.464120 + Penalty 1906.182634 = -1625943.281486 nChanged 1172 SP:Iteration 3F (1593.529702 sec): 3 clusters Score: Raw -1628323.509725 + Penalty 1906.182634 = -1626417.327091 nChanged 1152 SP:Iteration 4F (1593.588022 sec): 3 clusters Score: Raw -1628854.494487 + Penalty 1906.182634 = -1626948.311852 nChanged 1140 SP:Iteration 5F (1593.658189 sec): 3 clusters Score: Raw -1629512.337088 + Penalty 1906.182634 = -1627606.154453 nChanged 1171 SP:Iteration 6F (1593.735133 sec): 3 clusters Score: Raw -1630356.119638 + Penalty 1906.182634 = -1628449.937004 nChanged 1170 SP:Iteration 7F (1593.809766 sec): 3 clusters Score: Raw -1631279.928914 + Penalty 1906.182634 = -1629373.746279 nChanged 1097 SP:Iteration 8Q (1593.894842 sec): 3 clusters Score: Raw -1632131.716214 + Penalty 1906.182634 = -1630225.533580 nChanged 845 SP:Iteration 9Q (1593.965704 sec): 3 clusters Score: Raw -1632722.285606 + Penalty 1906.182634 = -1630816.102971 nChanged 699 SP:Iteration 10Q (1594.044202 sec): 3 clusters Score: Raw -1633130.318833 + Penalty 1906.182634 = -1631224.136198 nChanged 538 SP:Iteration 11Q (1594.105380 sec): 3 clusters Score: Raw -1633426.848576 + Penalty 1906.182634 = -1631520.665942 nChanged 513 SP:Iteration 12Q (1594.163056 sec): 3 clusters Score: Raw -1633713.492877 + Penalty 1906.182634 = -1631807.310243 nChanged 478 SP:Iteration 13Q (1594.243027 sec): 3 clusters Score: Raw -1634000.858952 + Penalty 1906.182634 = -1632094.676318 nChanged 438 SP:Iteration 14Q (1594.304855 sec): 3 clusters Score: Raw -1634250.467454 + Penalty 1906.182634 = -1632344.284820 nChanged 372 SP:Iteration 15Q (1594.381298 sec): 3 clusters Score: Raw -1634466.815913 + Penalty 1906.182634 = -1632560.633279 nChanged 338 SP:Iteration 16Q (1594.442473 sec): 3 clusters Score: Raw -1634659.905242 + Penalty 1906.182634 = -1632753.722607 nChanged 271 SP:Iteration 17Q (1594.517256 sec): 3 clusters Score: Raw -1634815.967698 + Penalty 1906.182634 = -1632909.785064 nChanged 249 SP:Iteration 18Q (1594.575531 sec): 3 clusters Score: Raw -1634958.884300 + Penalty 1906.182634 = -1633052.701666 nChanged 210 SP:Iteration 19Q (1594.636574 sec): 3 clusters Score: Raw -1635084.159630 + Penalty 1906.182634 = -1633177.976995 nChanged 187 SP:Iteration 20F (1594.712791 sec): 3 clusters Score: Raw -1635199.856854 + Penalty 1906.182634 = -1633293.674220 nChanged 145 SP:Iteration 21Q (1594.784382 sec): 3 clusters Score: Raw -1635288.990760 + Penalty 1906.182634 = -1633382.808126 nChanged 116 SP:Iteration 22Q (1594.856533 sec): 3 clusters Score: Raw -1635348.433107 + Penalty 1906.182634 = -1633442.250472 nChanged 94 SP:Iteration 23Q (1594.929529 sec): 3 clusters Score: Raw -1635393.843000 + Penalty 1906.182634 = -1633487.660366 nChanged 70 SP:Iteration 24Q (1595.002121 sec): 3 clusters Score: Raw -1635428.326154 + Penalty 1906.182634 = -1633522.143520 nChanged 52 SP:Iteration 25Q (1595.074839 sec): 3 clusters Score: Raw -1635450.511185 + Penalty 1906.182634 = -1633544.328550 nChanged 45 SP:Iteration 26Q (1595.146309 sec): 3 clusters Score: Raw -1635470.940779 + Penalty 1906.182634 = -1633564.758144 nChanged 33 SP:Iteration 27Q (1595.218495 sec): 3 clusters Score: Raw -1635486.727802 + Penalty 1906.182634 = -1633580.545168 nChanged 33 SP:Iteration 28Q (1595.288125 sec): 3 clusters Score: Raw -1635499.633572 + Penalty 1906.182634 = -1633593.450938 nChanged 31 SP:Iteration 29Q (1595.360354 sec): 3 clusters Score: Raw -1635511.591584 + Penalty 1906.182634 = -1633605.408950 nChanged 24 SP:Iteration 30Q (1595.431097 sec): 3 clusters Score: Raw -1635520.322998 + Penalty 1906.182634 = -1633614.140364 nChanged 22 SP:Iteration 31Q (1595.494238 sec): 3 clusters Score: Raw -1635526.131010 + Penalty 1906.182634 = -1633619.948375 nChanged 15 SP:Iteration 32Q (1595.576778 sec): 3 clusters Score: Raw -1635530.705731 + Penalty 1906.182634 = -1633624.523097 nChanged 16 SP:Iteration 33Q (1595.647236 sec): 3 clusters Score: Raw -1635537.761959 + Penalty 1906.182634 = -1633631.579325 nChanged 19 SP:Iteration 34Q (1595.713219 sec): 3 clusters Score: Raw -1635546.834140 + Penalty 1906.182634 = -1633640.651506 nChanged 18 SP:Iteration 35Q (1595.778539 sec): 3 clusters Score: Raw -1635557.054342 + Penalty 1906.182634 = -1633650.871708 nChanged 20 SP:Iteration 36Q (1595.860389 sec): 3 clusters Score: Raw -1635569.186123 + Penalty 1906.182634 = -1633663.003489 nChanged 20 SP:Iteration 37Q (1595.929864 sec): 3 clusters Score: Raw -1635580.207783 + Penalty 1906.182634 = -1633674.025148 nChanged 18 SP:Iteration 38Q (1596.003233 sec): 3 clusters Score: Raw -1635588.882303 + Penalty 1906.182634 = -1633682.699669 nChanged 11 SP:Iteration 39Q (1596.073817 sec): 3 clusters Score: Raw -1635596.067940 + Penalty 1906.182634 = -1633689.885305 nChanged 14 SP:Iteration 40F (1596.148642 sec): 3 clusters Score: Raw -1635606.547241 + Penalty 1906.182634 = -1633700.364607 nChanged 16 SP:Iteration 41Q (1596.215931 sec): 3 clusters Score: Raw -1635615.431063 + Penalty 1906.182634 = -1633709.248428 nChanged 14 SP:Iteration 42Q (1596.287069 sec): 3 clusters Score: Raw -1635621.644831 + Penalty 1906.182634 = -1633715.462197 nChanged 10 SP:Iteration 43Q (1596.359145 sec): 3 clusters Score: Raw -1635627.385750 + Penalty 1906.182634 = -1633721.203116 nChanged 12 SP:Iteration 44Q (1596.426358 sec): 3 clusters Score: Raw -1635632.613047 + Penalty 1906.182634 = -1633726.430413 nChanged 9 SP:Iteration 45Q (1596.501868 sec): 3 clusters Score: Raw -1635637.306644 + Penalty 1906.182634 = -1633731.124010 nChanged 7 SP:Iteration 46Q (1596.559617 sec): 3 clusters Score: Raw -1635639.854863 + Penalty 1906.182634 = -1633733.672228 nChanged 9 SP:Iteration 47Q (1596.628919 sec): 3 clusters Score: Raw -1635643.739009 + Penalty 1906.182634 = -1633737.556375 nChanged 5 SP:Iteration 48Q (1596.711016 sec): 3 clusters Score: Raw -1635646.146392 + Penalty 1906.182634 = -1633739.963758 nChanged 6 SP:Iteration 49Q (1596.781944 sec): 3 clusters Score: Raw -1635649.077443 + Penalty 1906.182634 = -1633742.894809 nChanged 3 SP:Iteration 50Q (1596.851704 sec): 3 clusters Score: Raw -1635650.932834 + Penalty 1906.182634 = -1633744.750200 nChanged 6 SP:Iteration 51Q (1596.920206 sec): 3 clusters Score: Raw -1635653.758023 + Penalty 1906.182634 = -1633747.575389 nChanged 9 SP:Iteration 52Q (1596.985166 sec): 3 clusters Score: Raw -1635656.470356 + Penalty 1906.182634 = -1633750.287722 nChanged 3 SP:Iteration 53Q (1597.061366 sec): 3 clusters Score: Raw -1635657.705508 + Penalty 1906.182634 = -1633751.522874 nChanged 3 SP:Iteration 54Q (1597.131352 sec): 3 clusters Score: Raw -1635659.567627 + Penalty 1906.182634 = -1633753.384993 nChanged 3 SP:Iteration 55Q (1597.201504 sec): 3 clusters Score: Raw -1635660.649279 + Penalty 1906.182634 = -1633754.466645 nChanged 2 SP:Iteration 56Q (1597.272023 sec): 3 clusters Score: Raw -1635661.700639 + Penalty 1906.182634 = -1633755.518004 nChanged 1 SP:Iteration 57Q (1597.341624 sec): 3 clusters Score: Raw -1635662.004760 + Penalty 1906.182634 = -1633755.822126 nChanged 0 SP:Iteration 58F (1597.418374 sec): 3 clusters Score: Raw -1635662.004760 + Penalty 1906.182634 = -1633755.822126 nChanged 0 Trying to split cluster 4 (16986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1597.456983 sec): 2 clusters Score: Raw -1233537.527020 + Penalty 925.313752 = -1232612.213268 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1597.522926 sec): 3 clusters Score: Raw -1223103.885949 + Penalty 1850.627503 = -1221253.258446 nChanged 7830 SP:Iteration 1F (1597.599743 sec): 3 clusters Score: Raw -1227489.386652 + Penalty 1850.627503 = -1225638.759148 nChanged 876 SP:Iteration 2F (1597.667461 sec): 3 clusters Score: Raw -1227818.515352 + Penalty 1850.627503 = -1225967.887848 nChanged 817 SP:Iteration 3Q (1597.734417 sec): 3 clusters Score: Raw -1228197.333438 + Penalty 1850.627503 = -1226346.705935 nChanged 870 SP:Iteration 4F (1597.806938 sec): 3 clusters Score: Raw -1228677.107654 + Penalty 1850.627503 = -1226826.480150 nChanged 942 SP:Iteration 5F (1597.879038 sec): 3 clusters Score: Raw -1229315.588767 + Penalty 1850.627503 = -1227464.961264 nChanged 1065 SP:Iteration 6F (1597.940559 sec): 3 clusters Score: Raw -1230138.794381 + Penalty 1850.627503 = -1228288.166878 nChanged 1070 SP:Iteration 7F (1598.022399 sec): 3 clusters Score: Raw -1230960.626848 + Penalty 1850.627503 = -1229109.999345 nChanged 923 SP:Iteration 8F (1598.084051 sec): 3 clusters Score: Raw -1231592.661600 + Penalty 1850.627503 = -1229742.034096 nChanged 764 SP:Iteration 9Q (1598.146156 sec): 3 clusters Score: Raw -1232042.226941 + Penalty 1850.627503 = -1230191.599437 nChanged 618 SP:Iteration 10Q (1598.209085 sec): 3 clusters Score: Raw -1232341.456679 + Penalty 1850.627503 = -1230490.829176 nChanged 454 SP:Iteration 11Q (1598.285293 sec): 3 clusters Score: Raw -1232538.789636 + Penalty 1850.627503 = -1230688.162133 nChanged 354 SP:Iteration 12Q (1598.356819 sec): 3 clusters Score: Raw -1232673.416106 + Penalty 1850.627503 = -1230822.788602 nChanged 290 SP:Iteration 13Q (1598.427078 sec): 3 clusters Score: Raw -1232780.611551 + Penalty 1850.627503 = -1230929.984048 nChanged 269 SP:Iteration 14Q (1598.492568 sec): 3 clusters Score: Raw -1232870.213288 + Penalty 1850.627503 = -1231019.585785 nChanged 213 SP:Iteration 15Q (1598.561919 sec): 3 clusters Score: Raw -1232930.977698 + Penalty 1850.627503 = -1231080.350195 nChanged 186 SP:Iteration 16Q (1598.622172 sec): 3 clusters Score: Raw -1232980.901528 + Penalty 1850.627503 = -1231130.274025 nChanged 169 SP:Iteration 17Q (1598.691159 sec): 3 clusters Score: Raw -1233020.798328 + Penalty 1850.627503 = -1231170.170825 nChanged 159 SP:Iteration 18Q (1598.771545 sec): 3 clusters Score: Raw -1233059.570822 + Penalty 1850.627503 = -1231208.943319 nChanged 141 SP:Iteration 19Q (1598.832779 sec): 3 clusters Score: Raw -1233092.848427 + Penalty 1850.627503 = -1231242.220924 nChanged 143 SP:Iteration 20F (1598.908978 sec): 3 clusters Score: Raw -1233128.743152 + Penalty 1850.627503 = -1231278.115649 nChanged 136 SP:Iteration 21Q (1598.976027 sec): 3 clusters Score: Raw -1233159.378014 + Penalty 1850.627503 = -1231308.750511 nChanged 131 SP:Iteration 22Q (1599.029434 sec): 3 clusters Score: Raw -1233180.357250 + Penalty 1850.627503 = -1231329.729746 nChanged 106 SP:Iteration 23Q (1599.104259 sec): 3 clusters Score: Raw -1233196.394468 + Penalty 1850.627503 = -1231345.766965 nChanged 99 SP:Iteration 24Q (1599.166829 sec): 3 clusters Score: Raw -1233210.695707 + Penalty 1850.627503 = -1231360.068204 nChanged 87 SP:Iteration 25Q (1599.228091 sec): 3 clusters Score: Raw -1233223.563594 + Penalty 1850.627503 = -1231372.936090 nChanged 79 SP:Iteration 26Q (1599.297236 sec): 3 clusters Score: Raw -1233233.643536 + Penalty 1850.627503 = -1231383.016033 nChanged 68 SP:Iteration 27Q (1599.374138 sec): 3 clusters Score: Raw -1233241.434392 + Penalty 1850.627503 = -1231390.806888 nChanged 70 SP:Iteration 28Q (1599.433700 sec): 3 clusters Score: Raw -1233249.830628 + Penalty 1850.627503 = -1231399.203125 nChanged 64 SP:Iteration 29Q (1599.508103 sec): 3 clusters Score: Raw -1233257.253051 + Penalty 1850.627503 = -1231406.625548 nChanged 64 SP:Iteration 30Q (1599.572049 sec): 3 clusters Score: Raw -1233263.718227 + Penalty 1850.627503 = -1231413.090724 nChanged 50 SP:Iteration 31Q (1599.641925 sec): 3 clusters Score: Raw -1233270.087832 + Penalty 1850.627503 = -1231419.460329 nChanged 52 SP:Iteration 32Q (1599.710997 sec): 3 clusters Score: Raw -1233277.165436 + Penalty 1850.627503 = -1231426.537933 nChanged 59 SP:Iteration 33Q (1599.770443 sec): 3 clusters Score: Raw -1233284.955433 + Penalty 1850.627503 = -1231434.327929 nChanged 59 SP:Iteration 34Q (1599.851144 sec): 3 clusters Score: Raw -1233292.627527 + Penalty 1850.627503 = -1231442.000024 nChanged 38 SP:Iteration 35Q (1599.919045 sec): 3 clusters Score: Raw -1233296.601475 + Penalty 1850.627503 = -1231445.973972 nChanged 29 SP:Iteration 36Q (1599.982373 sec): 3 clusters Score: Raw -1233298.458879 + Penalty 1850.627503 = -1231447.831376 nChanged 23 SP:Iteration 37Q (1600.051750 sec): 3 clusters Score: Raw -1233299.787165 + Penalty 1850.627503 = -1231449.159661 nChanged 21 SP:Iteration 38Q (1600.119526 sec): 3 clusters Score: Raw -1233301.112094 + Penalty 1850.627503 = -1231450.484591 nChanged 20 SP:Iteration 39Q (1600.181895 sec): 3 clusters Score: Raw -1233302.616451 + Penalty 1850.627503 = -1231451.988947 nChanged 18 SP:Iteration 40F (1600.258806 sec): 3 clusters Score: Raw -1233304.102654 + Penalty 1850.627503 = -1231453.475150 nChanged 25 SP:Iteration 41Q (1600.313371 sec): 3 clusters Score: Raw -1233305.629041 + Penalty 1850.627503 = -1231455.001538 nChanged 18 SP:Iteration 42Q (1600.383396 sec): 3 clusters Score: Raw -1233307.038034 + Penalty 1850.627503 = -1231456.410531 nChanged 23 SP:Iteration 43Q (1600.457865 sec): 3 clusters Score: Raw -1233308.655311 + Penalty 1850.627503 = -1231458.027808 nChanged 26 SP:Iteration 44Q (1600.527965 sec): 3 clusters Score: Raw -1233310.839552 + Penalty 1850.627503 = -1231460.212049 nChanged 25 SP:Iteration 45Q (1600.597511 sec): 3 clusters Score: Raw -1233312.677305 + Penalty 1850.627503 = -1231462.049802 nChanged 21 SP:Iteration 46Q (1600.667731 sec): 3 clusters Score: Raw -1233314.125907 + Penalty 1850.627503 = -1231463.498403 nChanged 13 SP:Iteration 47Q (1600.724327 sec): 3 clusters Score: Raw -1233314.816482 + Penalty 1850.627503 = -1231464.188979 nChanged 13 SP:Iteration 48Q (1600.788957 sec): 3 clusters Score: Raw -1233315.467010 + Penalty 1850.627503 = -1231464.839507 nChanged 14 SP:Iteration 49Q (1600.855118 sec): 3 clusters Score: Raw -1233316.232219 + Penalty 1850.627503 = -1231465.604716 nChanged 11 SP:Iteration 50Q (1600.926785 sec): 3 clusters Score: Raw -1233316.787948 + Penalty 1850.627503 = -1231466.160445 nChanged 8 SP:Iteration 51Q (1601.003838 sec): 3 clusters Score: Raw -1233317.170009 + Penalty 1850.627503 = -1231466.542506 nChanged 8 SP:Iteration 52Q (1601.073602 sec): 3 clusters Score: Raw -1233317.431642 + Penalty 1850.627503 = -1231466.804138 nChanged 6 SP:Iteration 53Q (1601.130936 sec): 3 clusters Score: Raw -1233317.791083 + Penalty 1850.627503 = -1231467.163580 nChanged 10 SP:Iteration 54Q (1601.182680 sec): 3 clusters Score: Raw -1233318.367126 + Penalty 1850.627503 = -1231467.739622 nChanged 10 SP:Iteration 55Q (1601.242050 sec): 3 clusters Score: Raw -1233318.708109 + Penalty 1850.627503 = -1231468.080605 nChanged 6 SP:Iteration 56Q (1601.317317 sec): 3 clusters Score: Raw -1233318.939159 + Penalty 1850.627503 = -1231468.311656 nChanged 5 SP:Iteration 57Q (1601.380134 sec): 3 clusters Score: Raw -1233319.081393 + Penalty 1850.627503 = -1231468.453890 nChanged 5 SP:Iteration 58Q (1601.448049 sec): 3 clusters Score: Raw -1233319.275166 + Penalty 1850.627503 = -1231468.647663 nChanged 1 SP:Iteration 59Q (1601.513945 sec): 3 clusters Score: Raw -1233319.333640 + Penalty 1850.627503 = -1231468.706137 nChanged 2 SP:Iteration 60F (1601.578925 sec): 3 clusters Score: Raw -1233319.574952 + Penalty 1850.627503 = -1231468.947449 nChanged 2 SP:Iteration 61Q (1601.641450 sec): 3 clusters Score: Raw -1233319.672173 + Penalty 1850.627503 = -1231469.044670 nChanged 4 SP:Iteration 62Q (1601.704529 sec): 3 clusters Score: Raw -1233319.876250 + Penalty 1850.627503 = -1231469.248747 nChanged 6 SP:Iteration 63Q (1601.765597 sec): 3 clusters Score: Raw -1233320.141182 + Penalty 1850.627503 = -1231469.513679 nChanged 4 SP:Iteration 64Q (1601.819220 sec): 3 clusters Score: Raw -1233320.209601 + Penalty 1850.627503 = -1231469.582098 nChanged 3 SP:Iteration 65Q (1601.871022 sec): 3 clusters Score: Raw -1233320.262574 + Penalty 1850.627503 = -1231469.635070 nChanged 1 SP:Iteration 66Q (1601.937876 sec): 3 clusters Score: Raw -1233320.331677 + Penalty 1850.627503 = -1231469.704173 nChanged 2 SP:Iteration 67Q (1602.015782 sec): 3 clusters Score: Raw -1233320.425781 + Penalty 1850.627503 = -1231469.798277 nChanged 5 SP:Iteration 68Q (1602.075579 sec): 3 clusters Score: Raw -1233320.710169 + Penalty 1850.627503 = -1231470.082666 nChanged 6 SP:Iteration 69Q (1602.138582 sec): 3 clusters Score: Raw -1233320.980524 + Penalty 1850.627503 = -1231470.353020 nChanged 6 SP:Iteration 70Q (1602.201561 sec): 3 clusters Score: Raw -1233321.250638 + Penalty 1850.627503 = -1231470.623134 nChanged 3 SP:Iteration 71Q (1602.278943 sec): 3 clusters Score: Raw -1233321.340161 + Penalty 1850.627503 = -1231470.712658 nChanged 2 SP:Iteration 72Q (1602.339116 sec): 3 clusters Score: Raw -1233321.395688 + Penalty 1850.627503 = -1231470.768185 nChanged 3 SP:Iteration 73Q (1602.413762 sec): 3 clusters Score: Raw -1233321.535828 + Penalty 1850.627503 = -1231470.908324 nChanged 4 SP:Iteration 74Q (1602.483761 sec): 3 clusters Score: Raw -1233321.666756 + Penalty 1850.627503 = -1231471.039253 nChanged 6 SP:Iteration 75Q (1602.537431 sec): 3 clusters Score: Raw -1233321.907356 + Penalty 1850.627503 = -1231471.279853 nChanged 4 SP:Iteration 76Q (1602.608826 sec): 3 clusters Score: Raw -1233322.140114 + Penalty 1850.627503 = -1231471.512611 nChanged 6 SP:Iteration 77Q (1602.666919 sec): 3 clusters Score: Raw -1233322.431181 + Penalty 1850.627503 = -1231471.803678 nChanged 7 SP:Iteration 78Q (1602.733465 sec): 3 clusters Score: Raw -1233322.767802 + Penalty 1850.627503 = -1231472.140298 nChanged 9 SP:Iteration 79Q (1602.807337 sec): 3 clusters Score: Raw -1233323.245763 + Penalty 1850.627503 = -1231472.618260 nChanged 6 SP:Iteration 80F (1602.867375 sec): 3 clusters Score: Raw -1233323.460644 + Penalty 1850.627503 = -1231472.833141 nChanged 7 SP:Iteration 81Q (1602.933884 sec): 3 clusters Score: Raw -1233323.816535 + Penalty 1850.627503 = -1231473.189032 nChanged 6 SP:Iteration 82Q (1603.001756 sec): 3 clusters Score: Raw -1233324.055656 + Penalty 1850.627503 = -1231473.428153 nChanged 9 SP:Iteration 83Q (1603.070678 sec): 3 clusters Score: Raw -1233324.538089 + Penalty 1850.627503 = -1231473.910586 nChanged 6 SP:Iteration 84Q (1603.133076 sec): 3 clusters Score: Raw -1233325.200395 + Penalty 1850.627503 = -1231474.572891 nChanged 6 SP:Iteration 85Q (1603.204444 sec): 3 clusters Score: Raw -1233325.433904 + Penalty 1850.627503 = -1231474.806400 nChanged 6 SP:Iteration 86Q (1603.265284 sec): 3 clusters Score: Raw -1233325.809162 + Penalty 1850.627503 = -1231475.181659 nChanged 6 SP:Iteration 87Q (1603.330243 sec): 3 clusters Score: Raw -1233326.050763 + Penalty 1850.627503 = -1231475.423260 nChanged 6 SP:Iteration 88Q (1603.394736 sec): 3 clusters Score: Raw -1233326.246363 + Penalty 1850.627503 = -1231475.618860 nChanged 4 SP:Iteration 89Q (1603.458752 sec): 3 clusters Score: Raw -1233326.403213 + Penalty 1850.627503 = -1231475.775709 nChanged 7 SP:Iteration 90Q (1603.530268 sec): 3 clusters Score: Raw -1233326.724169 + Penalty 1850.627503 = -1231476.096665 nChanged 5 SP:Iteration 91Q (1603.599534 sec): 3 clusters Score: Raw -1233326.992981 + Penalty 1850.627503 = -1231476.365478 nChanged 8 SP:Iteration 92Q (1603.669778 sec): 3 clusters Score: Raw -1233327.286121 + Penalty 1850.627503 = -1231476.658617 nChanged 6 SP:Iteration 93Q (1603.737272 sec): 3 clusters Score: Raw -1233327.647346 + Penalty 1850.627503 = -1231477.019843 nChanged 6 SP:Iteration 94Q (1603.809383 sec): 3 clusters Score: Raw -1233328.089838 + Penalty 1850.627503 = -1231477.462335 nChanged 11 SP:Iteration 95Q (1603.869935 sec): 3 clusters Score: Raw -1233328.851810 + Penalty 1850.627503 = -1231478.224307 nChanged 8 SP:Iteration 96Q (1603.929225 sec): 3 clusters Score: Raw -1233329.261436 + Penalty 1850.627503 = -1231478.633932 nChanged 6 SP:Iteration 97Q (1603.990397 sec): 3 clusters Score: Raw -1233329.618607 + Penalty 1850.627503 = -1231478.991104 nChanged 8 SP:Iteration 98Q (1604.064537 sec): 3 clusters Score: Raw -1233330.162693 + Penalty 1850.627503 = -1231479.535190 nChanged 9 SP:Iteration 99Q (1604.127640 sec): 3 clusters Score: Raw -1233330.704928 + Penalty 1850.627503 = -1231480.077425 nChanged 10 SP:Iteration 100F (1604.197869 sec): 3 clusters Score: Raw -1233331.216456 + Penalty 1850.627503 = -1231480.588953 nChanged 7 SP:Iteration 101Q (1604.262391 sec): 3 clusters Score: Raw -1233331.591572 + Penalty 1850.627503 = -1231480.964068 nChanged 9 SP:Iteration 102Q (1604.317085 sec): 3 clusters Score: Raw -1233331.921115 + Penalty 1850.627503 = -1231481.293611 nChanged 3 SP:Iteration 103Q (1604.377357 sec): 3 clusters Score: Raw -1233332.049309 + Penalty 1850.627503 = -1231481.421806 nChanged 2 SP:Iteration 104Q (1604.445623 sec): 3 clusters Score: Raw -1233332.329728 + Penalty 1850.627503 = -1231481.702224 nChanged 6 SP:Iteration 105Q (1604.509392 sec): 3 clusters Score: Raw -1233332.806259 + Penalty 1850.627503 = -1231482.178756 nChanged 7 SP:Iteration 106Q (1604.581068 sec): 3 clusters Score: Raw -1233333.335379 + Penalty 1850.627503 = -1231482.707876 nChanged 8 SP:Iteration 107Q (1604.638142 sec): 3 clusters Score: Raw -1233333.644333 + Penalty 1850.627503 = -1231483.016830 nChanged 8 SP:Iteration 108Q (1604.705421 sec): 3 clusters Score: Raw -1233334.008784 + Penalty 1850.627503 = -1231483.381281 nChanged 5 SP:Iteration 109Q (1604.763139 sec): 3 clusters Score: Raw -1233334.242009 + Penalty 1850.627503 = -1231483.614506 nChanged 5 SP:Iteration 110Q (1604.833134 sec): 3 clusters Score: Raw -1233334.550727 + Penalty 1850.627503 = -1231483.923224 nChanged 7 SP:Iteration 111Q (1604.904377 sec): 3 clusters Score: Raw -1233334.911006 + Penalty 1850.627503 = -1231484.283503 nChanged 6 SP:Iteration 112Q (1604.965141 sec): 3 clusters Score: Raw -1233335.218348 + Penalty 1850.627503 = -1231484.590844 nChanged 9 SP:Iteration 113Q (1605.028320 sec): 3 clusters Score: Raw -1233335.580401 + Penalty 1850.627503 = -1231484.952897 nChanged 7 SP:Iteration 114Q (1605.091098 sec): 3 clusters Score: Raw -1233335.814273 + Penalty 1850.627503 = -1231485.186770 nChanged 5 SP:Iteration 115Q (1605.142857 sec): 3 clusters Score: Raw -1233336.046427 + Penalty 1850.627503 = -1231485.418924 nChanged 8 SP:Iteration 116Q (1605.214539 sec): 3 clusters Score: Raw -1233336.467330 + Penalty 1850.627503 = -1231485.839827 nChanged 8 SP:Iteration 117Q (1605.280348 sec): 3 clusters Score: Raw -1233336.720574 + Penalty 1850.627503 = -1231486.093070 nChanged 6 SP:Iteration 118Q (1605.335049 sec): 3 clusters Score: Raw -1233336.962813 + Penalty 1850.627503 = -1231486.335309 nChanged 13 SP:Iteration 119Q (1605.401397 sec): 3 clusters Score: Raw -1233337.624891 + Penalty 1850.627503 = -1231486.997388 nChanged 15 SP:Iteration 120F (1605.457113 sec): 3 clusters Score: Raw -1233338.867115 + Penalty 1850.627503 = -1231488.239611 nChanged 15 SP:Iteration 121Q (1605.519312 sec): 3 clusters Score: Raw -1233339.986232 + Penalty 1850.627503 = -1231489.358728 nChanged 18 SP:Iteration 122Q (1605.586516 sec): 3 clusters Score: Raw -1233341.068445 + Penalty 1850.627503 = -1231490.440942 nChanged 17 SP:Iteration 123Q (1605.642188 sec): 3 clusters Score: Raw -1233342.720509 + Penalty 1850.627503 = -1231492.093006 nChanged 21 SP:Iteration 124Q (1605.715435 sec): 3 clusters Score: Raw -1233344.581661 + Penalty 1850.627503 = -1231493.954158 nChanged 18 SP:Iteration 125Q (1605.766528 sec): 3 clusters Score: Raw -1233345.766817 + Penalty 1850.627503 = -1231495.139314 nChanged 23 SP:Iteration 126Q (1605.830163 sec): 3 clusters Score: Raw -1233347.655432 + Penalty 1850.627503 = -1231497.027928 nChanged 20 SP:Iteration 127Q (1605.904028 sec): 3 clusters Score: Raw -1233349.008650 + Penalty 1850.627503 = -1231498.381147 nChanged 20 SP:Iteration 128Q (1605.975922 sec): 3 clusters Score: Raw -1233350.496916 + Penalty 1850.627503 = -1231499.869413 nChanged 16 SP:Iteration 129Q (1606.042062 sec): 3 clusters Score: Raw -1233351.786637 + Penalty 1850.627503 = -1231501.159133 nChanged 19 SP:Iteration 130Q (1606.109377 sec): 3 clusters Score: Raw -1233352.845480 + Penalty 1850.627503 = -1231502.217977 nChanged 14 SP:Iteration 131Q (1606.166726 sec): 3 clusters Score: Raw -1233353.846050 + Penalty 1850.627503 = -1231503.218547 nChanged 25 SP:Iteration 132Q (1606.234424 sec): 3 clusters Score: Raw -1233355.568763 + Penalty 1850.627503 = -1231504.941259 nChanged 18 SP:Iteration 133Q (1606.305204 sec): 3 clusters Score: Raw -1233356.793924 + Penalty 1850.627503 = -1231506.166420 nChanged 24 SP:Iteration 134Q (1606.369058 sec): 3 clusters Score: Raw -1233358.103362 + Penalty 1850.627503 = -1231507.475859 nChanged 19 SP:Iteration 135Q (1606.428186 sec): 3 clusters Score: Raw -1233359.559407 + Penalty 1850.627503 = -1231508.931904 nChanged 27 SP:Iteration 136Q (1606.507381 sec): 3 clusters Score: Raw -1233361.640485 + Penalty 1850.627503 = -1231511.012982 nChanged 23 SP:Iteration 137Q (1606.572886 sec): 3 clusters Score: Raw -1233363.373014 + Penalty 1850.627503 = -1231512.745511 nChanged 22 SP:Iteration 138Q (1606.637367 sec): 3 clusters Score: Raw -1233364.870809 + Penalty 1850.627503 = -1231514.243306 nChanged 31 SP:Iteration 139Q (1606.709287 sec): 3 clusters Score: Raw -1233367.572564 + Penalty 1850.627503 = -1231516.945060 nChanged 30 SP:Iteration 140F (1606.765040 sec): 3 clusters Score: Raw -1233369.910057 + Penalty 1850.627503 = -1231519.282554 nChanged 24 SP:Iteration 141Q (1606.831278 sec): 3 clusters Score: Raw -1233371.855397 + Penalty 1850.627503 = -1231521.227894 nChanged 21 SP:Iteration 142Q (1606.903474 sec): 3 clusters Score: Raw -1233373.532672 + Penalty 1850.627503 = -1231522.905168 nChanged 21 SP:Iteration 143Q (1606.971126 sec): 3 clusters Score: Raw -1233375.112602 + Penalty 1850.627503 = -1231524.485099 nChanged 23 SP:Iteration 144Q (1607.030630 sec): 3 clusters Score: Raw -1233376.917046 + Penalty 1850.627503 = -1231526.289542 nChanged 21 SP:Iteration 145Q (1607.089266 sec): 3 clusters Score: Raw -1233378.440855 + Penalty 1850.627503 = -1231527.813352 nChanged 18 SP:Iteration 146Q (1607.163027 sec): 3 clusters Score: Raw -1233380.136109 + Penalty 1850.627503 = -1231529.508605 nChanged 31 SP:Iteration 147Q (1607.236063 sec): 3 clusters Score: Raw -1233382.973591 + Penalty 1850.627503 = -1231532.346088 nChanged 29 SP:Iteration 148Q (1607.305862 sec): 3 clusters Score: Raw -1233386.493623 + Penalty 1850.627503 = -1231535.866119 nChanged 32 SP:Iteration 149Q (1607.371839 sec): 3 clusters Score: Raw -1233389.631518 + Penalty 1850.627503 = -1231539.004014 nChanged 33 SP:Iteration 150Q (1607.418270 sec): 3 clusters Score: Raw -1233392.386063 + Penalty 1850.627503 = -1231541.758560 nChanged 30 SP:Iteration 151Q (1607.494042 sec): 3 clusters Score: Raw -1233395.393792 + Penalty 1850.627503 = -1231544.766288 nChanged 38 SP:Iteration 152Q (1607.567832 sec): 3 clusters Score: Raw -1233398.577695 + Penalty 1850.627503 = -1231547.950192 nChanged 37 SP:Iteration 153Q (1607.629359 sec): 3 clusters Score: Raw -1233401.736816 + Penalty 1850.627503 = -1231551.109312 nChanged 27 SP:Iteration 154Q (1607.707917 sec): 3 clusters Score: Raw -1233404.124210 + Penalty 1850.627503 = -1231553.496706 nChanged 21 SP:Iteration 155Q (1607.768496 sec): 3 clusters Score: Raw -1233406.250138 + Penalty 1850.627503 = -1231555.622634 nChanged 26 SP:Iteration 156Q (1607.839770 sec): 3 clusters Score: Raw -1233408.828335 + Penalty 1850.627503 = -1231558.200831 nChanged 34 SP:Iteration 157Q (1607.907259 sec): 3 clusters Score: Raw -1233412.600808 + Penalty 1850.627503 = -1231561.973304 nChanged 30 SP:Iteration 158Q (1607.966508 sec): 3 clusters Score: Raw -1233415.670514 + Penalty 1850.627503 = -1231565.043011 nChanged 34 SP:Iteration 159Q (1608.028132 sec): 3 clusters Score: Raw -1233418.915825 + Penalty 1850.627503 = -1231568.288321 nChanged 32 SP:Iteration 160F (1608.099779 sec): 3 clusters Score: Raw -1233422.098185 + Penalty 1850.627503 = -1231571.470682 nChanged 37 SP:Iteration 161Q (1608.168945 sec): 3 clusters Score: Raw -1233426.369236 + Penalty 1850.627503 = -1231575.741733 nChanged 43 SP:Iteration 162Q (1608.237566 sec): 3 clusters Score: Raw -1233430.965380 + Penalty 1850.627503 = -1231580.337877 nChanged 36 SP:Iteration 163Q (1608.297322 sec): 3 clusters Score: Raw -1233434.333444 + Penalty 1850.627503 = -1231583.705941 nChanged 32 SP:Iteration 164Q (1608.370083 sec): 3 clusters Score: Raw -1233437.636429 + Penalty 1850.627503 = -1231587.008926 nChanged 36 SP:Iteration 165Q (1608.443160 sec): 3 clusters Score: Raw -1233441.411480 + Penalty 1850.627503 = -1231590.783977 nChanged 37 SP:Iteration 166Q (1608.511786 sec): 3 clusters Score: Raw -1233445.637344 + Penalty 1850.627503 = -1231595.009841 nChanged 37 SP:Iteration 167Q (1608.568551 sec): 3 clusters Score: Raw -1233449.232663 + Penalty 1850.627503 = -1231598.605159 nChanged 34 SP:Iteration 168Q (1608.630366 sec): 3 clusters Score: Raw -1233452.528568 + Penalty 1850.627503 = -1231601.901064 nChanged 32 SP:Iteration 169Q (1608.692197 sec): 3 clusters Score: Raw -1233455.698368 + Penalty 1850.627503 = -1231605.070865 nChanged 31 SP:Iteration 170Q (1608.755136 sec): 3 clusters Score: Raw -1233459.194787 + Penalty 1850.627503 = -1231608.567284 nChanged 35 SP:Iteration 171Q (1608.829409 sec): 3 clusters Score: Raw -1233462.869318 + Penalty 1850.627503 = -1231612.241814 nChanged 35 SP:Iteration 172Q (1608.893247 sec): 3 clusters Score: Raw -1233466.191548 + Penalty 1850.627503 = -1231615.564045 nChanged 36 SP:Iteration 173Q (1608.952285 sec): 3 clusters Score: Raw -1233470.478436 + Penalty 1850.627503 = -1231619.850933 nChanged 41 SP:Iteration 174Q (1609.022545 sec): 3 clusters Score: Raw -1233476.552762 + Penalty 1850.627503 = -1231625.925259 nChanged 42 SP:Iteration 175Q (1609.075809 sec): 3 clusters Score: Raw -1233482.292463 + Penalty 1850.627503 = -1231631.664960 nChanged 35 SP:Iteration 176Q (1609.137567 sec): 3 clusters Score: Raw -1233486.226107 + Penalty 1850.627503 = -1231635.598604 nChanged 38 SP:Iteration 177Q (1609.205000 sec): 3 clusters Score: Raw -1233490.627230 + Penalty 1850.627503 = -1231639.999727 nChanged 31 SP:Iteration 178Q (1609.272058 sec): 3 clusters Score: Raw -1233495.305292 + Penalty 1850.627503 = -1231644.677788 nChanged 40 SP:Iteration 179Q (1609.340192 sec): 3 clusters Score: Raw -1233501.204243 + Penalty 1850.627503 = -1231650.576740 nChanged 39 SP:Iteration 180F (1609.403190 sec): 3 clusters Score: Raw -1233505.999140 + Penalty 1850.627503 = -1231655.371637 nChanged 39 SP:Iteration 181Q (1609.456482 sec): 3 clusters Score: Raw -1233510.386311 + Penalty 1850.627503 = -1231659.758808 nChanged 29 SP:Iteration 182Q (1609.519687 sec): 3 clusters Score: Raw -1233513.306488 + Penalty 1850.627503 = -1231662.678985 nChanged 26 SP:Iteration 183Q (1609.582147 sec): 3 clusters Score: Raw -1233516.682259 + Penalty 1850.627503 = -1231666.054756 nChanged 36 SP:Iteration 184Q (1609.655029 sec): 3 clusters Score: Raw -1233523.088941 + Penalty 1850.627503 = -1231672.461437 nChanged 31 SP:Iteration 185Q (1609.708927 sec): 3 clusters Score: Raw -1233527.338180 + Penalty 1850.627503 = -1231676.710677 nChanged 34 SP:Iteration 186Q (1609.784374 sec): 3 clusters Score: Raw -1233533.011835 + Penalty 1850.627503 = -1231682.384331 nChanged 34 SP:Iteration 187Q (1609.853374 sec): 3 clusters Score: Raw -1233537.461998 + Penalty 1850.627503 = -1231686.834495 nChanged 32 SP:Iteration 188Q (1609.917539 sec): 3 clusters Score: Raw -1233542.216391 + Penalty 1850.627503 = -1231691.588888 nChanged 31 SP:Iteration 189Q (1609.982990 sec): 3 clusters Score: Raw -1233546.645846 + Penalty 1850.627503 = -1231696.018343 nChanged 32 SP:Iteration 190Q (1610.043070 sec): 3 clusters Score: Raw -1233550.960975 + Penalty 1850.627503 = -1231700.333472 nChanged 37 SP:Iteration 191Q (1610.115736 sec): 3 clusters Score: Raw -1233556.488198 + Penalty 1850.627503 = -1231705.860695 nChanged 43 SP:Iteration 192Q (1610.182321 sec): 3 clusters Score: Raw -1233564.718005 + Penalty 1850.627503 = -1231714.090501 nChanged 44 SP:Iteration 193Q (1610.246573 sec): 3 clusters Score: Raw -1233570.793878 + Penalty 1850.627503 = -1231720.166375 nChanged 38 SP:Iteration 194Q (1610.309123 sec): 3 clusters Score: Raw -1233577.349187 + Penalty 1850.627503 = -1231726.721683 nChanged 46 SP:Iteration 195Q (1610.360325 sec): 3 clusters Score: Raw -1233584.679144 + Penalty 1850.627503 = -1231734.051641 nChanged 39 SP:Iteration 196Q (1610.437190 sec): 3 clusters Score: Raw -1233589.548258 + Penalty 1850.627503 = -1231738.920754 nChanged 37 SP:Iteration 197Q (1610.504303 sec): 3 clusters Score: Raw -1233594.810441 + Penalty 1850.627503 = -1231744.182938 nChanged 32 SP:Iteration 198Q (1610.570575 sec): 3 clusters Score: Raw -1233599.000731 + Penalty 1850.627503 = -1231748.373228 nChanged 32 SP:Iteration 199Q (1610.637325 sec): 3 clusters Score: Raw -1233603.913249 + Penalty 1850.627503 = -1231753.285746 nChanged 41 SP:Iteration 200F (1610.699877 sec): 3 clusters Score: Raw -1233610.288642 + Penalty 1850.627503 = -1231759.661138 nChanged 45 SP:Iteration 201Q (1610.768094 sec): 3 clusters Score: Raw -1233617.021904 + Penalty 1850.627503 = -1231766.394401 nChanged 35 SP:Iteration 202Q (1610.834373 sec): 3 clusters Score: Raw -1233621.663242 + Penalty 1850.627503 = -1231771.035739 nChanged 31 SP:Iteration 203Q (1610.901174 sec): 3 clusters Score: Raw -1233625.742935 + Penalty 1850.627503 = -1231775.115431 nChanged 31 SP:Iteration 204Q (1610.960801 sec): 3 clusters Score: Raw -1233630.238378 + Penalty 1850.627503 = -1231779.610875 nChanged 31 SP:Iteration 205Q (1611.005177 sec): 3 clusters Score: Raw -1233635.247975 + Penalty 1850.627503 = -1231784.620471 nChanged 41 SP:Iteration 206Q (1611.072185 sec): 3 clusters Score: Raw -1233641.888707 + Penalty 1850.627503 = -1231791.261204 nChanged 29 SP:Iteration 207Q (1611.143745 sec): 3 clusters Score: Raw -1233646.029190 + Penalty 1850.627503 = -1231795.401687 nChanged 28 SP:Iteration 208Q (1611.202037 sec): 3 clusters Score: Raw -1233650.369184 + Penalty 1850.627503 = -1231799.741681 nChanged 21 SP:Iteration 209Q (1611.266734 sec): 3 clusters Score: Raw -1233652.881838 + Penalty 1850.627503 = -1231802.254335 nChanged 17 SP:Iteration 210Q (1611.336983 sec): 3 clusters Score: Raw -1233655.008531 + Penalty 1850.627503 = -1231804.381028 nChanged 21 SP:Iteration 211Q (1611.393860 sec): 3 clusters Score: Raw -1233657.541487 + Penalty 1850.627503 = -1231806.913983 nChanged 16 SP:Iteration 212Q (1611.463961 sec): 3 clusters Score: Raw -1233658.995463 + Penalty 1850.627503 = -1231808.367959 nChanged 12 SP:Iteration 213Q (1611.531840 sec): 3 clusters Score: Raw -1233660.048640 + Penalty 1850.627503 = -1231809.421137 nChanged 10 SP:Iteration 214Q (1611.597038 sec): 3 clusters Score: Raw -1233661.080927 + Penalty 1850.627503 = -1231810.453423 nChanged 8 SP:Iteration 215Q (1611.661268 sec): 3 clusters Score: Raw -1233661.795844 + Penalty 1850.627503 = -1231811.168341 nChanged 10 SP:Iteration 216Q (1611.722172 sec): 3 clusters Score: Raw -1233663.077742 + Penalty 1850.627503 = -1231812.450239 nChanged 16 SP:Iteration 217Q (1611.793617 sec): 3 clusters Score: Raw -1233665.034260 + Penalty 1850.627503 = -1231814.406757 nChanged 23 SP:Iteration 218Q (1611.861655 sec): 3 clusters Score: Raw -1233668.317990 + Penalty 1850.627503 = -1231817.690486 nChanged 21 SP:Iteration 219Q (1611.930292 sec): 3 clusters Score: Raw -1233671.508685 + Penalty 1850.627503 = -1231820.881181 nChanged 20 SP:Iteration 220F (1612.001026 sec): 3 clusters Score: Raw -1233674.415963 + Penalty 1850.627503 = -1231823.788459 nChanged 21 SP:Iteration 221Q (1612.063385 sec): 3 clusters Score: Raw -1233677.756223 + Penalty 1850.627503 = -1231827.128720 nChanged 21 SP:Iteration 222Q (1612.128668 sec): 3 clusters Score: Raw -1233680.968937 + Penalty 1850.627503 = -1231830.341434 nChanged 22 SP:Iteration 223Q (1612.195400 sec): 3 clusters Score: Raw -1233683.848538 + Penalty 1850.627503 = -1231833.221034 nChanged 19 SP:Iteration 224Q (1612.251518 sec): 3 clusters Score: Raw -1233685.934065 + Penalty 1850.627503 = -1231835.306562 nChanged 18 SP:Iteration 225Q (1612.312982 sec): 3 clusters Score: Raw -1233688.108008 + Penalty 1850.627503 = -1231837.480504 nChanged 19 SP:Iteration 226Q (1612.380668 sec): 3 clusters Score: Raw -1233691.251477 + Penalty 1850.627503 = -1231840.623974 nChanged 23 SP:Iteration 227Q (1612.443644 sec): 3 clusters Score: Raw -1233695.693722 + Penalty 1850.627503 = -1231845.066219 nChanged 23 SP:Iteration 228Q (1612.506671 sec): 3 clusters Score: Raw -1233699.008334 + Penalty 1850.627503 = -1231848.380830 nChanged 27 SP:Iteration 229Q (1612.567965 sec): 3 clusters Score: Raw -1233703.493402 + Penalty 1850.627503 = -1231852.865899 nChanged 21 SP:Iteration 230Q (1612.624209 sec): 3 clusters Score: Raw -1233706.358871 + Penalty 1850.627503 = -1231855.731367 nChanged 12 SP:Iteration 231Q (1612.691494 sec): 3 clusters Score: Raw -1233707.555911 + Penalty 1850.627503 = -1231856.928408 nChanged 11 SP:Iteration 232Q (1612.750614 sec): 3 clusters Score: Raw -1233709.714760 + Penalty 1850.627503 = -1231859.087256 nChanged 20 SP:Iteration 233Q (1612.803054 sec): 3 clusters Score: Raw -1233713.044769 + Penalty 1850.627503 = -1231862.417266 nChanged 23 SP:Iteration 234Q (1612.869143 sec): 3 clusters Score: Raw -1233716.272527 + Penalty 1850.627503 = -1231865.645023 nChanged 18 SP:Iteration 235Q (1612.921301 sec): 3 clusters Score: Raw -1233720.077822 + Penalty 1850.627503 = -1231869.450318 nChanged 25 SP:Iteration 236Q (1612.976172 sec): 3 clusters Score: Raw -1233724.069128 + Penalty 1850.627503 = -1231873.441625 nChanged 26 SP:Iteration 237Q (1613.035078 sec): 3 clusters Score: Raw -1233727.865085 + Penalty 1850.627503 = -1231877.237582 nChanged 16 SP:Iteration 238Q (1613.094731 sec): 3 clusters Score: Raw -1233729.983198 + Penalty 1850.627503 = -1231879.355694 nChanged 12 SP:Iteration 239Q (1613.159681 sec): 3 clusters Score: Raw -1233731.456110 + Penalty 1850.627503 = -1231880.828607 nChanged 10 SP:Iteration 240F (1613.224426 sec): 3 clusters Score: Raw -1233732.626908 + Penalty 1850.627503 = -1231881.999405 nChanged 5 SP:Iteration 241Q (1613.286343 sec): 3 clusters Score: Raw -1233733.004327 + Penalty 1850.627503 = -1231882.376824 nChanged 6 SP:Iteration 242Q (1613.344270 sec): 3 clusters Score: Raw -1233733.706695 + Penalty 1850.627503 = -1231883.079191 nChanged 8 SP:Iteration 243Q (1613.405648 sec): 3 clusters Score: Raw -1233734.381399 + Penalty 1850.627503 = -1231883.753896 nChanged 7 SP:Iteration 244Q (1613.473158 sec): 3 clusters Score: Raw -1233734.913583 + Penalty 1850.627503 = -1231884.286080 nChanged 3 SP:Iteration 245Q (1613.537444 sec): 3 clusters Score: Raw -1233735.219931 + Penalty 1850.627503 = -1231884.592428 nChanged 4 SP:Iteration 246Q (1613.592852 sec): 3 clusters Score: Raw -1233735.709030 + Penalty 1850.627503 = -1231885.081527 nChanged 7 SP:Iteration 247Q (1613.653959 sec): 3 clusters Score: Raw -1233736.391084 + Penalty 1850.627503 = -1231885.763581 nChanged 6 SP:Iteration 248Q (1613.715492 sec): 3 clusters Score: Raw -1233737.230167 + Penalty 1850.627503 = -1231886.602663 nChanged 8 SP:Iteration 249Q (1613.779131 sec): 3 clusters Score: Raw -1233738.361444 + Penalty 1850.627503 = -1231887.733940 nChanged 8 SP:Iteration 250Q (1613.846448 sec): 3 clusters Score: Raw -1233739.959832 + Penalty 1850.627503 = -1231889.332328 nChanged 14 SP:Iteration 251Q (1613.911074 sec): 3 clusters Score: Raw -1233742.528252 + Penalty 1850.627503 = -1231891.900749 nChanged 12 SP:Iteration 252Q (1613.976385 sec): 3 clusters Score: Raw -1233744.653750 + Penalty 1850.627503 = -1231894.026247 nChanged 15 SP:Iteration 253Q (1614.034290 sec): 3 clusters Score: Raw -1233747.015121 + Penalty 1850.627503 = -1231896.387617 nChanged 16 SP:Iteration 254Q (1614.103897 sec): 3 clusters Score: Raw -1233749.838221 + Penalty 1850.627503 = -1231899.210718 nChanged 14 SP:Iteration 255Q (1614.168248 sec): 3 clusters Score: Raw -1233751.762989 + Penalty 1850.627503 = -1231901.135486 nChanged 13 SP:Iteration 256Q (1614.233562 sec): 3 clusters Score: Raw -1233753.333703 + Penalty 1850.627503 = -1231902.706200 nChanged 12 SP:Iteration 257Q (1614.296426 sec): 3 clusters Score: Raw -1233754.545691 + Penalty 1850.627503 = -1231903.918188 nChanged 14 SP:Iteration 258Q (1614.347573 sec): 3 clusters Score: Raw -1233757.056894 + Penalty 1850.627503 = -1231906.429391 nChanged 15 SP:Iteration 259Q (1614.414105 sec): 3 clusters Score: Raw -1233759.165274 + Penalty 1850.627503 = -1231908.537771 nChanged 10 SP:Iteration 260F (1614.483014 sec): 3 clusters Score: Raw -1233760.943942 + Penalty 1850.627503 = -1231910.316439 nChanged 12 SP:Iteration 261Q (1614.542926 sec): 3 clusters Score: Raw -1233762.615877 + Penalty 1850.627503 = -1231911.988373 nChanged 14 SP:Iteration 262Q (1614.600974 sec): 3 clusters Score: Raw -1233764.916889 + Penalty 1850.627503 = -1231914.289386 nChanged 16 SP:Iteration 263Q (1614.673875 sec): 3 clusters Score: Raw -1233767.369747 + Penalty 1850.627503 = -1231916.742244 nChanged 13 SP:Iteration 264Q (1614.732584 sec): 3 clusters Score: Raw -1233769.689855 + Penalty 1850.627503 = -1231919.062352 nChanged 11 SP:Iteration 265Q (1614.793388 sec): 3 clusters Score: Raw -1233771.049942 + Penalty 1850.627503 = -1231920.422439 nChanged 7 SP:Iteration 266Q (1614.865928 sec): 3 clusters Score: Raw -1233772.202193 + Penalty 1850.627503 = -1231921.574689 nChanged 10 SP:Iteration 267Q (1614.933273 sec): 3 clusters Score: Raw -1233773.374886 + Penalty 1850.627503 = -1231922.747382 nChanged 8 SP:Iteration 268Q (1614.989651 sec): 3 clusters Score: Raw -1233774.677780 + Penalty 1850.627503 = -1231924.050276 nChanged 6 SP:Iteration 269Q (1615.059975 sec): 3 clusters Score: Raw -1233775.697042 + Penalty 1850.627503 = -1231925.069539 nChanged 8 SP:Iteration 270Q (1615.128143 sec): 3 clusters Score: Raw -1233776.997929 + Penalty 1850.627503 = -1231926.370426 nChanged 5 SP:Iteration 271Q (1615.189116 sec): 3 clusters Score: Raw -1233777.598493 + Penalty 1850.627503 = -1231926.970989 nChanged 6 SP:Iteration 272Q (1615.255198 sec): 3 clusters Score: Raw -1233778.195126 + Penalty 1850.627503 = -1231927.567623 nChanged 4 SP:Iteration 273Q (1615.324510 sec): 3 clusters Score: Raw -1233778.408062 + Penalty 1850.627503 = -1231927.780559 nChanged 0 SP:Iteration 274F (1615.388908 sec): 3 clusters Score: Raw -1233778.408062 + Penalty 1850.627503 = -1231927.780559 nChanged 0 Trying to split cluster 5 (2050 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1615.413593 sec): 2 clusters Score: Raw -145358.858490 + Penalty 724.431532 = -144634.426958 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1615.459444 sec): 3 clusters Score: Raw -144349.781877 + Penalty 1448.863064 = -142900.918813 nChanged 825 SP:Iteration 1F (1615.506896 sec): 3 clusters Score: Raw -144830.861159 + Penalty 1448.863064 = -143381.998095 nChanged 167 SP:Iteration 2F (1615.544537 sec): 3 clusters Score: Raw -144959.289406 + Penalty 1448.863064 = -143510.426343 nChanged 142 SP:Iteration 3F (1615.588557 sec): 3 clusters Score: Raw -145074.583653 + Penalty 1448.863064 = -143625.720590 nChanged 111 SP:Iteration 4F (1615.631246 sec): 3 clusters Score: Raw -145172.614695 + Penalty 1448.863064 = -143723.751632 nChanged 89 SP:Iteration 5Q (1615.673340 sec): 3 clusters Score: Raw -145237.818619 + Penalty 1448.863064 = -143788.955556 nChanged 83 SP:Iteration 6Q (1615.727073 sec): 3 clusters Score: Raw -145289.794002 + Penalty 1448.863064 = -143840.930938 nChanged 52 SP:Iteration 7Q (1615.778321 sec): 3 clusters Score: Raw -145318.157062 + Penalty 1448.863064 = -143869.293998 nChanged 33 SP:Iteration 8Q (1615.827140 sec): 3 clusters Score: Raw -145334.876835 + Penalty 1448.863064 = -143886.013771 nChanged 28 SP:Iteration 9Q (1615.873334 sec): 3 clusters Score: Raw -145348.821887 + Penalty 1448.863064 = -143899.958823 nChanged 31 SP:Iteration 10Q (1615.911816 sec): 3 clusters Score: Raw -145367.309754 + Penalty 1448.863064 = -143918.446690 nChanged 27 SP:Iteration 11Q (1615.953065 sec): 3 clusters Score: Raw -145381.164768 + Penalty 1448.863064 = -143932.301705 nChanged 21 SP:Iteration 12Q (1615.988662 sec): 3 clusters Score: Raw -145389.910705 + Penalty 1448.863064 = -143941.047642 nChanged 14 SP:Iteration 13Q (1616.032988 sec): 3 clusters Score: Raw -145398.560604 + Penalty 1448.863064 = -143949.697541 nChanged 14 SP:Iteration 14Q (1616.088583 sec): 3 clusters Score: Raw -145404.717146 + Penalty 1448.863064 = -143955.854083 nChanged 13 SP:Iteration 15Q (1616.133363 sec): 3 clusters Score: Raw -145413.443362 + Penalty 1448.863064 = -143964.580298 nChanged 17 SP:Iteration 16Q (1616.177568 sec): 3 clusters Score: Raw -145421.835850 + Penalty 1448.863064 = -143972.972786 nChanged 17 SP:Iteration 17Q (1616.222501 sec): 3 clusters Score: Raw -145432.986270 + Penalty 1448.863064 = -143984.123206 nChanged 19 SP:Iteration 18Q (1616.266433 sec): 3 clusters Score: Raw -145446.210992 + Penalty 1448.863064 = -143997.347928 nChanged 15 SP:Iteration 19Q (1616.310898 sec): 3 clusters Score: Raw -145459.619869 + Penalty 1448.863064 = -144010.756805 nChanged 23 SP:Iteration 20F (1616.364948 sec): 3 clusters Score: Raw -145478.881857 + Penalty 1448.863064 = -144030.018793 nChanged 36 SP:Iteration 21Q (1616.399456 sec): 3 clusters Score: Raw -145504.876201 + Penalty 1448.863064 = -144056.013137 nChanged 49 SP:Iteration 22Q (1616.453034 sec): 3 clusters Score: Raw -145540.036093 + Penalty 1448.863064 = -144091.173029 nChanged 42 SP:Iteration 23Q (1616.498948 sec): 3 clusters Score: Raw -145593.995602 + Penalty 1448.863064 = -144145.132538 nChanged 57 SP:Iteration 24Q (1616.534664 sec): 3 clusters Score: Raw -145664.786420 + Penalty 1448.863064 = -144215.923356 nChanged 54 SP:Iteration 25Q (1616.579968 sec): 3 clusters Score: Raw -145697.198740 + Penalty 1448.863064 = -144248.335677 nChanged 48 SP:Iteration 26Q (1616.623584 sec): 3 clusters Score: Raw -145732.904217 + Penalty 1448.863064 = -144284.041154 nChanged 37 SP:Iteration 27Q (1616.676497 sec): 3 clusters Score: Raw -145766.515325 + Penalty 1448.863064 = -144317.652262 nChanged 41 SP:Iteration 28Q (1616.706826 sec): 3 clusters Score: Raw -145804.446636 + Penalty 1448.863064 = -144355.583573 nChanged 48 SP:Iteration 29Q (1616.765714 sec): 3 clusters Score: Raw -145844.909664 + Penalty 1448.863064 = -144396.046600 nChanged 38 SP:Iteration 30Q (1616.797974 sec): 3 clusters Score: Raw -145871.826739 + Penalty 1448.863064 = -144422.963675 nChanged 39 SP:Iteration 31Q (1616.842185 sec): 3 clusters Score: Raw -145914.390094 + Penalty 1448.863064 = -144465.527031 nChanged 50 SP:Iteration 32Q (1616.885240 sec): 3 clusters Score: Raw -145988.041953 + Penalty 1448.863064 = -144539.178890 nChanged 48 SP:Iteration 33Q (1616.928678 sec): 3 clusters Score: Raw -146101.837247 + Penalty 1448.863064 = -144652.974184 nChanged 58 SP:Iteration 34Q (1616.961964 sec): 3 clusters Score: Raw -146277.775650 + Penalty 1448.863064 = -144828.912586 nChanged 37 SP:Iteration 35Q (1617.005264 sec): 3 clusters Score: Raw -146383.263060 + Penalty 1448.863064 = -144934.399996 nChanged 15 SP:Iteration 36Q (1617.048638 sec): 3 clusters Score: Raw -146407.746098 + Penalty 1448.863064 = -144958.883034 nChanged 5 SP:Iteration 37Q (1617.101950 sec): 3 clusters Score: Raw -146412.361349 + Penalty 1448.863064 = -144963.498285 nChanged 1 SP:Iteration 38Q (1617.136120 sec): 3 clusters Score: Raw -146412.581913 + Penalty 1448.863064 = -144963.718849 nChanged 0 SP:Iteration 39F (1617.180037 sec): 3 clusters Score: Raw -146412.581913 + Penalty 1448.863064 = -144963.718849 nChanged 0 Score: Raw -25397935.728294 + Penalty 27934.834691 = -25370000.893603 Splitting cluster 5 changes total score from -25370133.250339 to -25370000.893603 So it's not getting split. Trying to split cluster 6 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1621.345525 sec): 2 clusters Score: Raw -19236.217932 + Penalty 554.307020 = -18681.910912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1621.393010 sec): 3 clusters Score: Raw -19183.245829 + Penalty 1108.614040 = -18074.631789 nChanged 82 SP:Iteration 1F (1621.438399 sec): 3 clusters Score: Raw -19324.084160 + Penalty 1108.614040 = -18215.470120 nChanged 38 SP:Iteration 2F (1621.483138 sec): 3 clusters Score: Raw -19382.359126 + Penalty 1108.614040 = -18273.745086 nChanged 14 SP:Iteration 3Q (1621.526695 sec): 3 clusters Score: Raw -19407.303998 + Penalty 1108.614040 = -18298.689958 nChanged 8 SP:Iteration 4Q (1621.569195 sec): 3 clusters Score: Raw -19420.990228 + Penalty 1108.614040 = -18312.376188 nChanged 7 SP:Iteration 5Q (1621.612195 sec): 3 clusters Score: Raw -19431.338780 + Penalty 1108.614040 = -18322.724740 nChanged 3 SP:Iteration 6Q (1621.655078 sec): 3 clusters Score: Raw -19441.764004 + Penalty 1108.614040 = -18333.149964 nChanged 6 SP:Iteration 7Q (1621.699535 sec): 3 clusters Score: Raw -19452.582064 + Penalty 1108.614040 = -18343.968024 nChanged 6 SP:Iteration 8Q (1621.754716 sec): 3 clusters Score: Raw -19460.851376 + Penalty 1108.614040 = -18352.237336 nChanged 3 SP:Iteration 9Q (1621.787573 sec): 3 clusters Score: Raw -19465.238203 + Penalty 1108.614040 = -18356.624163 nChanged 5 SP:Iteration 10Q (1621.840310 sec): 3 clusters Score: Raw -19473.261099 + Penalty 1108.614040 = -18364.647059 nChanged 3 SP:Iteration 11Q (1621.882911 sec): 3 clusters Score: Raw -19478.094188 + Penalty 1108.614040 = -18369.480148 nChanged 2 SP:Iteration 12Q (1621.916506 sec): 3 clusters Score: Raw -19482.137756 + Penalty 1108.614040 = -18373.523716 nChanged 2 SP:Iteration 13Q (1621.965889 sec): 3 clusters Score: Raw -19487.305726 + Penalty 1108.614040 = -18378.691686 nChanged 2 SP:Iteration 14Q (1622.009684 sec): 3 clusters Score: Raw -19493.624770 + Penalty 1108.614040 = -18385.010730 nChanged 2 SP:Iteration 15Q (1622.055782 sec): 3 clusters Score: Raw -19500.252650 + Penalty 1108.614040 = -18391.638610 nChanged 0 SP:Iteration 16F (1622.100378 sec): 3 clusters Score: Raw -19500.252650 + Penalty 1108.614040 = -18391.638610 nChanged 0 Trying to split cluster 7 (37848 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1622.170709 sec): 2 clusters Score: Raw -2840769.881926 + Penalty 1001.426675 = -2839768.455252 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1622.252754 sec): 3 clusters Score: Raw -2816461.819339 + Penalty 2002.853349 = -2814458.965989 nChanged 18094 SP:Iteration 1F (1622.340850 sec): 3 clusters Score: Raw -2826967.482260 + Penalty 2002.853349 = -2824964.628911 nChanged 1599 SP:Iteration 2Q (1622.433188 sec): 3 clusters Score: Raw -2827524.045062 + Penalty 2002.853349 = -2825521.191712 nChanged 1683 SP:Iteration 3Q (1622.529358 sec): 3 clusters Score: Raw -2828192.021583 + Penalty 2002.853349 = -2826189.168233 nChanged 1775 SP:Iteration 4Q (1622.623576 sec): 3 clusters Score: Raw -2828979.973855 + Penalty 2002.853349 = -2826977.120506 nChanged 1921 SP:Iteration 5F (1622.710669 sec): 3 clusters Score: Raw -2829996.071696 + Penalty 2002.853349 = -2827993.218347 nChanged 2032 SP:Iteration 6F (1622.796599 sec): 3 clusters Score: Raw -2831192.166952 + Penalty 2002.853349 = -2829189.313603 nChanged 2118 SP:Iteration 7F (1622.894443 sec): 3 clusters Score: Raw -2832524.202326 + Penalty 2002.853349 = -2830521.348977 nChanged 2038 SP:Iteration 8F (1622.983660 sec): 3 clusters Score: Raw -2833729.679215 + Penalty 2002.853349 = -2831726.825866 nChanged 1840 SP:Iteration 9Q (1623.078971 sec): 3 clusters Score: Raw -2834830.076481 + Penalty 2002.853349 = -2832827.223132 nChanged 1669 SP:Iteration 10Q (1623.168507 sec): 3 clusters Score: Raw -2835744.738255 + Penalty 2002.853349 = -2833741.884906 nChanged 1471 SP:Iteration 11Q (1623.271639 sec): 3 clusters Score: Raw -2836533.595345 + Penalty 2002.853349 = -2834530.741995 nChanged 1245 SP:Iteration 12Q (1623.353600 sec): 3 clusters Score: Raw -2837197.402394 + Penalty 2002.853349 = -2835194.549045 nChanged 1114 SP:Iteration 13Q (1623.449935 sec): 3 clusters Score: Raw -2837786.746940 + Penalty 2002.853349 = -2835783.893591 nChanged 1034 SP:Iteration 14Q (1623.539143 sec): 3 clusters Score: Raw -2838344.326054 + Penalty 2002.853349 = -2836341.472705 nChanged 931 SP:Iteration 15Q (1623.631026 sec): 3 clusters Score: Raw -2838871.881768 + Penalty 2002.853349 = -2836869.028419 nChanged 836 SP:Iteration 16Q (1623.728536 sec): 3 clusters Score: Raw -2839359.761564 + Penalty 2002.853349 = -2837356.908215 nChanged 721 SP:Iteration 17Q (1623.816402 sec): 3 clusters Score: Raw -2839798.343436 + Penalty 2002.853349 = -2837795.490087 nChanged 518 SP:Iteration 18Q (1623.909023 sec): 3 clusters Score: Raw -2840086.934418 + Penalty 2002.853349 = -2838084.081068 nChanged 378 SP:Iteration 19Q (1624.001227 sec): 3 clusters Score: Raw -2840292.607469 + Penalty 2002.853349 = -2838289.754119 nChanged 282 SP:Iteration 20F (1624.097005 sec): 3 clusters Score: Raw -2840442.894195 + Penalty 2002.853349 = -2838440.040846 nChanged 235 SP:Iteration 21Q (1624.187323 sec): 3 clusters Score: Raw -2840569.143479 + Penalty 2002.853349 = -2838566.290130 nChanged 169 SP:Iteration 22Q (1624.277612 sec): 3 clusters Score: Raw -2840652.047048 + Penalty 2002.853349 = -2838649.193699 nChanged 130 SP:Iteration 23Q (1624.367877 sec): 3 clusters Score: Raw -2840720.139025 + Penalty 2002.853349 = -2838717.285675 nChanged 111 SP:Iteration 24Q (1624.452693 sec): 3 clusters Score: Raw -2840778.941946 + Penalty 2002.853349 = -2838776.088596 nChanged 81 SP:Iteration 25Q (1624.546964 sec): 3 clusters Score: Raw -2840818.187317 + Penalty 2002.853349 = -2838815.333968 nChanged 67 SP:Iteration 26Q (1624.636622 sec): 3 clusters Score: Raw -2840843.974563 + Penalty 2002.853349 = -2838841.121214 nChanged 48 SP:Iteration 27Q (1624.723494 sec): 3 clusters Score: Raw -2840866.491967 + Penalty 2002.853349 = -2838863.638617 nChanged 55 SP:Iteration 28Q (1624.806366 sec): 3 clusters Score: Raw -2840890.624354 + Penalty 2002.853349 = -2838887.771005 nChanged 45 SP:Iteration 29Q (1624.877959 sec): 3 clusters Score: Raw -2840911.481298 + Penalty 2002.853349 = -2838908.627949 nChanged 26 SP:Iteration 30Q (1624.966971 sec): 3 clusters Score: Raw -2840925.359426 + Penalty 2002.853349 = -2838922.506077 nChanged 21 SP:Iteration 31Q (1625.050819 sec): 3 clusters Score: Raw -2840935.582148 + Penalty 2002.853349 = -2838932.728799 nChanged 20 SP:Iteration 32Q (1625.132189 sec): 3 clusters Score: Raw -2840946.523618 + Penalty 2002.853349 = -2838943.670269 nChanged 11 SP:Iteration 33Q (1625.212743 sec): 3 clusters Score: Raw -2840950.061695 + Penalty 2002.853349 = -2838947.208346 nChanged 3 SP:Iteration 34Q (1625.301679 sec): 3 clusters Score: Raw -2840951.404460 + Penalty 2002.853349 = -2838948.551111 nChanged 4 SP:Iteration 35Q (1625.386414 sec): 3 clusters Score: Raw -2840952.307775 + Penalty 2002.853349 = -2838949.454426 nChanged 3 SP:Iteration 36Q (1625.477691 sec): 3 clusters Score: Raw -2840953.445563 + Penalty 2002.853349 = -2838950.592214 nChanged 1 SP:Iteration 37Q (1625.552198 sec): 3 clusters Score: Raw -2840953.779313 + Penalty 2002.853349 = -2838950.925964 nChanged 1 SP:Iteration 38Q (1625.630347 sec): 3 clusters Score: Raw -2840954.366402 + Penalty 2002.853349 = -2838951.513053 nChanged 4 SP:Iteration 39Q (1625.712473 sec): 3 clusters Score: Raw -2840956.801044 + Penalty 2002.853349 = -2838953.947695 nChanged 4 SP:Iteration 40F (1625.797044 sec): 3 clusters Score: Raw -2840958.343943 + Penalty 2002.853349 = -2838955.490594 nChanged 2 SP:Iteration 41Q (1625.867201 sec): 3 clusters Score: Raw -2840959.311989 + Penalty 2002.853349 = -2838956.458639 nChanged 1 SP:Iteration 42Q (1625.949175 sec): 3 clusters Score: Raw -2840959.676615 + Penalty 2002.853349 = -2838956.823266 nChanged 1 SP:Iteration 43Q (1626.025983 sec): 3 clusters Score: Raw -2840959.793355 + Penalty 2002.853349 = -2838956.940006 nChanged 0 SP:Iteration 44F (1626.116901 sec): 3 clusters Score: Raw -2840959.793355 + Penalty 2002.853349 = -2838956.940006 nChanged 0 Trying to split cluster 8 (2509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1626.133519 sec): 2 clusters Score: Raw -179979.574208 + Penalty 743.625757 = -179235.948451 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1626.188402 sec): 3 clusters Score: Raw -178765.959297 + Penalty 1487.251514 = -177278.707783 nChanged 990 SP:Iteration 1F (1626.223895 sec): 3 clusters Score: Raw -179328.273093 + Penalty 1487.251514 = -177841.021579 nChanged 165 SP:Iteration 2F (1626.269320 sec): 3 clusters Score: Raw -179402.311066 + Penalty 1487.251514 = -177915.059552 nChanged 109 SP:Iteration 3Q (1626.327671 sec): 3 clusters Score: Raw -179454.679264 + Penalty 1487.251514 = -177967.427751 nChanged 95 SP:Iteration 4Q (1626.362163 sec): 3 clusters Score: Raw -179493.242186 + Penalty 1487.251514 = -178005.990672 nChanged 67 SP:Iteration 5Q (1626.413337 sec): 3 clusters Score: Raw -179523.922993 + Penalty 1487.251514 = -178036.671480 nChanged 65 SP:Iteration 6Q (1626.458047 sec): 3 clusters Score: Raw -179555.302661 + Penalty 1487.251514 = -178068.051147 nChanged 79 SP:Iteration 7Q (1626.510634 sec): 3 clusters Score: Raw -179590.677423 + Penalty 1487.251514 = -178103.425909 nChanged 77 SP:Iteration 8Q (1626.553882 sec): 3 clusters Score: Raw -179625.800447 + Penalty 1487.251514 = -178138.548933 nChanged 65 SP:Iteration 9Q (1626.590549 sec): 3 clusters Score: Raw -179661.866825 + Penalty 1487.251514 = -178174.615312 nChanged 64 SP:Iteration 10Q (1626.640687 sec): 3 clusters Score: Raw -179691.823270 + Penalty 1487.251514 = -178204.571756 nChanged 64 SP:Iteration 11Q (1626.691015 sec): 3 clusters Score: Raw -179730.431387 + Penalty 1487.251514 = -178243.179873 nChanged 76 SP:Iteration 12Q (1626.740105 sec): 3 clusters Score: Raw -179777.502166 + Penalty 1487.251514 = -178290.250653 nChanged 74 SP:Iteration 13Q (1626.790325 sec): 3 clusters Score: Raw -179819.064435 + Penalty 1487.251514 = -178331.812921 nChanged 64 SP:Iteration 14Q (1626.829714 sec): 3 clusters Score: Raw -179861.689524 + Penalty 1487.251514 = -178374.438011 nChanged 42 SP:Iteration 15Q (1626.878197 sec): 3 clusters Score: Raw -179891.289525 + Penalty 1487.251514 = -178404.038011 nChanged 49 SP:Iteration 16Q (1626.925503 sec): 3 clusters Score: Raw -179925.312870 + Penalty 1487.251514 = -178438.061356 nChanged 53 SP:Iteration 17Q (1626.976018 sec): 3 clusters Score: Raw -179963.947604 + Penalty 1487.251514 = -178476.696090 nChanged 40 SP:Iteration 18Q (1627.026535 sec): 3 clusters Score: Raw -179996.742214 + Penalty 1487.251514 = -178509.490701 nChanged 38 SP:Iteration 19Q (1627.068279 sec): 3 clusters Score: Raw -180022.489904 + Penalty 1487.251514 = -178535.238390 nChanged 28 SP:Iteration 20F (1627.108285 sec): 3 clusters Score: Raw -180039.905436 + Penalty 1487.251514 = -178552.653922 nChanged 17 SP:Iteration 21Q (1627.157931 sec): 3 clusters Score: Raw -180049.763814 + Penalty 1487.251514 = -178562.512301 nChanged 24 SP:Iteration 22Q (1627.210227 sec): 3 clusters Score: Raw -180063.661894 + Penalty 1487.251514 = -178576.410380 nChanged 19 SP:Iteration 23Q (1627.260853 sec): 3 clusters Score: Raw -180074.822772 + Penalty 1487.251514 = -178587.571259 nChanged 15 SP:Iteration 24Q (1627.302215 sec): 3 clusters Score: Raw -180081.065320 + Penalty 1487.251514 = -178593.813806 nChanged 4 SP:Iteration 25Q (1627.351704 sec): 3 clusters Score: Raw -180083.316777 + Penalty 1487.251514 = -178596.065263 nChanged 4 SP:Iteration 26Q (1627.397212 sec): 3 clusters Score: Raw -180084.832558 + Penalty 1487.251514 = -178597.581044 nChanged 2 SP:Iteration 27Q (1627.451666 sec): 3 clusters Score: Raw -180085.387481 + Penalty 1487.251514 = -178598.135967 nChanged 1 SP:Iteration 28Q (1627.503714 sec): 3 clusters Score: Raw -180085.475249 + Penalty 1487.251514 = -178598.223735 nChanged 2 SP:Iteration 29Q (1627.559032 sec): 3 clusters Score: Raw -180087.277556 + Penalty 1487.251514 = -178600.026042 nChanged 2 SP:Iteration 30Q (1627.607408 sec): 3 clusters Score: Raw -180088.181901 + Penalty 1487.251514 = -178600.930387 nChanged 2 SP:Iteration 31Q (1627.655791 sec): 3 clusters Score: Raw -180088.937777 + Penalty 1487.251514 = -178601.686263 nChanged 2 SP:Iteration 32Q (1627.697216 sec): 3 clusters Score: Raw -180089.372283 + Penalty 1487.251514 = -178602.120770 nChanged 0 SP:Iteration 33F (1627.745006 sec): 3 clusters Score: Raw -180089.372283 + Penalty 1487.251514 = -178602.120770 nChanged 0 Trying to split cluster 9 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1627.762972 sec): 2 clusters Score: Raw -14331.304451 + Penalty 526.420037 = -13804.884414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1627.810970 sec): 3 clusters Score: Raw -14371.356174 + Penalty 1052.840074 = -13318.516100 nChanged 71 SP:Iteration 1F (1627.853667 sec): 3 clusters Score: Raw -14567.817417 + Penalty 1052.840074 = -13514.977343 nChanged 24 SP:Iteration 2F (1627.902792 sec): 3 clusters Score: Raw -14624.729426 + Penalty 1052.840074 = -13571.889353 nChanged 15 SP:Iteration 3F (1627.947453 sec): 3 clusters Score: Raw -14668.580213 + Penalty 1052.840074 = -13615.740139 nChanged 7 SP:Iteration 4Q (1627.994643 sec): 3 clusters Score: Raw -14709.459504 + Penalty 1052.840074 = -13656.619431 nChanged 4 SP:Iteration 5Q (1628.022096 sec): 3 clusters Score: Raw -14724.845580 + Penalty 1052.840074 = -13672.005506 nChanged 3 SP:Iteration 6Q (1628.063063 sec): 3 clusters Score: Raw -14729.654859 + Penalty 1052.840074 = -13676.814785 nChanged 1 SP:Iteration 7Q (1628.104327 sec): 3 clusters Score: Raw -14731.252565 + Penalty 1052.840074 = -13678.412492 nChanged 1 SP:Iteration 8Q (1628.159496 sec): 3 clusters Score: Raw -14734.720403 + Penalty 1052.840074 = -13681.880329 nChanged 0 SP:Iteration 9F (1628.194320 sec): 3 clusters Score: Raw -14734.720403 + Penalty 1052.840074 = -13681.880329 nChanged 0 Trying to split cluster 10 (40529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1628.271956 sec): 2 clusters Score: Raw -3063205.288244 + Penalty 1007.928439 = -3062197.359804 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1628.368755 sec): 3 clusters Score: Raw -3037336.188828 + Penalty 2015.856879 = -3035320.331949 nChanged 19019 SP:Iteration 1F (1628.457742 sec): 3 clusters Score: Raw -3048575.983564 + Penalty 2015.856879 = -3046560.126685 nChanged 1950 SP:Iteration 2Q (1628.550200 sec): 3 clusters Score: Raw -3049463.908244 + Penalty 2015.856879 = -3047448.051365 nChanged 2293 SP:Iteration 3F (1628.656108 sec): 3 clusters Score: Raw -3050811.636046 + Penalty 2015.856879 = -3048795.779167 nChanged 2643 SP:Iteration 4F (1628.745393 sec): 3 clusters Score: Raw -3052797.893526 + Penalty 2015.856879 = -3050782.036647 nChanged 2943 SP:Iteration 5F (1628.826507 sec): 3 clusters Score: Raw -3055284.336127 + Penalty 2015.856879 = -3053268.479248 nChanged 2831 SP:Iteration 6F (1628.919500 sec): 3 clusters Score: Raw -3057377.039257 + Penalty 2015.856879 = -3055361.182378 nChanged 2093 SP:Iteration 7F (1629.013440 sec): 3 clusters Score: Raw -3058343.081410 + Penalty 2015.856879 = -3056327.224531 nChanged 1290 SP:Iteration 8Q (1629.104851 sec): 3 clusters Score: Raw -3058736.038210 + Penalty 2015.856879 = -3056720.181331 nChanged 785 SP:Iteration 9Q (1629.193110 sec): 3 clusters Score: Raw -3058968.312074 + Penalty 2015.856879 = -3056952.455195 nChanged 648 SP:Iteration 10Q (1629.278582 sec): 3 clusters Score: Raw -3059152.620770 + Penalty 2015.856879 = -3057136.763891 nChanged 567 SP:Iteration 11Q (1629.369338 sec): 3 clusters Score: Raw -3059307.657268 + Penalty 2015.856879 = -3057291.800389 nChanged 546 SP:Iteration 12Q (1629.465765 sec): 3 clusters Score: Raw -3059457.474828 + Penalty 2015.856879 = -3057441.617950 nChanged 535 SP:Iteration 13Q (1629.552546 sec): 3 clusters Score: Raw -3059589.843701 + Penalty 2015.856879 = -3057573.986822 nChanged 478 SP:Iteration 14Q (1629.647863 sec): 3 clusters Score: Raw -3059702.893331 + Penalty 2015.856879 = -3057687.036452 nChanged 446 SP:Iteration 15Q (1629.756656 sec): 3 clusters Score: Raw -3059818.631372 + Penalty 2015.856879 = -3057802.774494 nChanged 484 SP:Iteration 16Q (1629.844714 sec): 3 clusters Score: Raw -3059941.917757 + Penalty 2015.856879 = -3057926.060879 nChanged 478 SP:Iteration 17Q (1629.937185 sec): 3 clusters Score: Raw -3060059.817485 + Penalty 2015.856879 = -3058043.960607 nChanged 462 SP:Iteration 18Q (1630.042653 sec): 3 clusters Score: Raw -3060170.301191 + Penalty 2015.856879 = -3058154.444313 nChanged 439 SP:Iteration 19Q (1630.141003 sec): 3 clusters Score: Raw -3060276.187384 + Penalty 2015.856879 = -3058260.330505 nChanged 408 SP:Iteration 20F (1630.227532 sec): 3 clusters Score: Raw -3060368.414131 + Penalty 2015.856879 = -3058352.557253 nChanged 389 SP:Iteration 21Q (1630.325649 sec): 3 clusters Score: Raw -3060449.631123 + Penalty 2015.856879 = -3058433.774245 nChanged 373 SP:Iteration 22Q (1630.422808 sec): 3 clusters Score: Raw -3060526.057574 + Penalty 2015.856879 = -3058510.200695 nChanged 352 SP:Iteration 23Q (1630.519948 sec): 3 clusters Score: Raw -3060594.759280 + Penalty 2015.856879 = -3058578.902402 nChanged 311 SP:Iteration 24Q (1630.624922 sec): 3 clusters Score: Raw -3060647.309881 + Penalty 2015.856879 = -3058631.453003 nChanged 299 SP:Iteration 25Q (1630.726923 sec): 3 clusters Score: Raw -3060696.549252 + Penalty 2015.856879 = -3058680.692374 nChanged 280 SP:Iteration 26Q (1630.827539 sec): 3 clusters Score: Raw -3060738.287483 + Penalty 2015.856879 = -3058722.430604 nChanged 265 SP:Iteration 27Q (1630.927551 sec): 3 clusters Score: Raw -3060775.690163 + Penalty 2015.856879 = -3058759.833284 nChanged 242 SP:Iteration 28Q (1631.024626 sec): 3 clusters Score: Raw -3060811.362117 + Penalty 2015.856879 = -3058795.505238 nChanged 230 SP:Iteration 29Q (1631.125875 sec): 3 clusters Score: Raw -3060845.247460 + Penalty 2015.856879 = -3058829.390581 nChanged 226 SP:Iteration 30Q (1631.223046 sec): 3 clusters Score: Raw -3060876.577758 + Penalty 2015.856879 = -3058860.720879 nChanged 221 SP:Iteration 31Q (1631.315290 sec): 3 clusters Score: Raw -3060906.441359 + Penalty 2015.856879 = -3058890.584480 nChanged 221 SP:Iteration 32Q (1631.413309 sec): 3 clusters Score: Raw -3060939.137461 + Penalty 2015.856879 = -3058923.280582 nChanged 254 SP:Iteration 33Q (1631.506567 sec): 3 clusters Score: Raw -3060984.514270 + Penalty 2015.856879 = -3058968.657391 nChanged 286 SP:Iteration 34Q (1631.605568 sec): 3 clusters Score: Raw -3061035.978188 + Penalty 2015.856879 = -3059020.121309 nChanged 275 SP:Iteration 35Q (1631.707316 sec): 3 clusters Score: Raw -3061079.087078 + Penalty 2015.856879 = -3059063.230199 nChanged 236 SP:Iteration 36Q (1631.807180 sec): 3 clusters Score: Raw -3061112.912481 + Penalty 2015.856879 = -3059097.055602 nChanged 229 SP:Iteration 37Q (1631.890727 sec): 3 clusters Score: Raw -3061143.460483 + Penalty 2015.856879 = -3059127.603604 nChanged 200 SP:Iteration 38Q (1631.988615 sec): 3 clusters Score: Raw -3061174.347990 + Penalty 2015.856879 = -3059158.491111 nChanged 211 SP:Iteration 39Q (1632.096658 sec): 3 clusters Score: Raw -3061208.854532 + Penalty 2015.856879 = -3059192.997653 nChanged 237 SP:Iteration 40F (1632.186502 sec): 3 clusters Score: Raw -3061245.718304 + Penalty 2015.856879 = -3059229.861426 nChanged 223 SP:Iteration 41Q (1632.279660 sec): 3 clusters Score: Raw -3061281.406565 + Penalty 2015.856879 = -3059265.549686 nChanged 232 SP:Iteration 42Q (1632.378986 sec): 3 clusters Score: Raw -3061318.603823 + Penalty 2015.856879 = -3059302.746945 nChanged 224 SP:Iteration 43Q (1632.483531 sec): 3 clusters Score: Raw -3061354.185317 + Penalty 2015.856879 = -3059338.328438 nChanged 236 SP:Iteration 44Q (1632.574251 sec): 3 clusters Score: Raw -3061391.245798 + Penalty 2015.856879 = -3059375.388919 nChanged 234 SP:Iteration 45Q (1632.670293 sec): 3 clusters Score: Raw -3061425.458851 + Penalty 2015.856879 = -3059409.601972 nChanged 220 SP:Iteration 46Q (1632.759862 sec): 3 clusters Score: Raw -3061462.621901 + Penalty 2015.856879 = -3059446.765022 nChanged 250 SP:Iteration 47Q (1632.845098 sec): 3 clusters Score: Raw -3061507.118097 + Penalty 2015.856879 = -3059491.261218 nChanged 249 SP:Iteration 48Q (1632.934535 sec): 3 clusters Score: Raw -3061549.550089 + Penalty 2015.856879 = -3059533.693210 nChanged 240 SP:Iteration 49Q (1633.030403 sec): 3 clusters Score: Raw -3061587.044771 + Penalty 2015.856879 = -3059571.187892 nChanged 220 SP:Iteration 50Q (1633.117319 sec): 3 clusters Score: Raw -3061621.612928 + Penalty 2015.856879 = -3059605.756049 nChanged 226 SP:Iteration 51Q (1633.210499 sec): 3 clusters Score: Raw -3061658.357252 + Penalty 2015.856879 = -3059642.500374 nChanged 227 SP:Iteration 52Q (1633.306441 sec): 3 clusters Score: Raw -3061694.503823 + Penalty 2015.856879 = -3059678.646944 nChanged 218 SP:Iteration 53Q (1633.401529 sec): 3 clusters Score: Raw -3061728.433246 + Penalty 2015.856879 = -3059712.576367 nChanged 221 SP:Iteration 54Q (1633.502266 sec): 3 clusters Score: Raw -3061763.280878 + Penalty 2015.856879 = -3059747.423999 nChanged 216 SP:Iteration 55Q (1633.593759 sec): 3 clusters Score: Raw -3061798.447396 + Penalty 2015.856879 = -3059782.590517 nChanged 221 SP:Iteration 56Q (1633.689159 sec): 3 clusters Score: Raw -3061838.209655 + Penalty 2015.856879 = -3059822.352776 nChanged 227 SP:Iteration 57Q (1633.786934 sec): 3 clusters Score: Raw -3061880.237928 + Penalty 2015.856879 = -3059864.381049 nChanged 225 SP:Iteration 58Q (1633.880343 sec): 3 clusters Score: Raw -3061922.668889 + Penalty 2015.856879 = -3059906.812010 nChanged 240 SP:Iteration 59Q (1633.972519 sec): 3 clusters Score: Raw -3061970.136787 + Penalty 2015.856879 = -3059954.279909 nChanged 238 SP:Iteration 60F (1634.073220 sec): 3 clusters Score: Raw -3062021.873818 + Penalty 2015.856879 = -3060006.016939 nChanged 241 SP:Iteration 61Q (1634.171674 sec): 3 clusters Score: Raw -3062076.608369 + Penalty 2015.856879 = -3060060.751490 nChanged 230 SP:Iteration 62Q (1634.254738 sec): 3 clusters Score: Raw -3062132.080055 + Penalty 2015.856879 = -3060116.223176 nChanged 240 SP:Iteration 63Q (1634.360362 sec): 3 clusters Score: Raw -3062191.744285 + Penalty 2015.856879 = -3060175.887406 nChanged 230 SP:Iteration 64Q (1634.455492 sec): 3 clusters Score: Raw -3062250.671307 + Penalty 2015.856879 = -3060234.814428 nChanged 246 SP:Iteration 65Q (1634.540986 sec): 3 clusters Score: Raw -3062313.924699 + Penalty 2015.856879 = -3060298.067821 nChanged 234 SP:Iteration 66Q (1634.643725 sec): 3 clusters Score: Raw -3062375.606802 + Penalty 2015.856879 = -3060359.749924 nChanged 218 SP:Iteration 67Q (1634.730199 sec): 3 clusters Score: Raw -3062435.956287 + Penalty 2015.856879 = -3060420.099408 nChanged 211 SP:Iteration 68Q (1634.815662 sec): 3 clusters Score: Raw -3062498.092753 + Penalty 2015.856879 = -3060482.235874 nChanged 179 SP:Iteration 69Q (1634.900217 sec): 3 clusters Score: Raw -3062547.909443 + Penalty 2015.856879 = -3060532.052564 nChanged 159 SP:Iteration 70Q (1635.001858 sec): 3 clusters Score: Raw -3062590.320271 + Penalty 2015.856879 = -3060574.463392 nChanged 170 SP:Iteration 71Q (1635.090760 sec): 3 clusters Score: Raw -3062631.750227 + Penalty 2015.856879 = -3060615.893349 nChanged 137 SP:Iteration 72Q (1635.193281 sec): 3 clusters Score: Raw -3062673.107428 + Penalty 2015.856879 = -3060657.250549 nChanged 141 SP:Iteration 73Q (1635.277096 sec): 3 clusters Score: Raw -3062722.921962 + Penalty 2015.856879 = -3060707.065083 nChanged 143 SP:Iteration 74Q (1635.368529 sec): 3 clusters Score: Raw -3062782.391013 + Penalty 2015.856879 = -3060766.534134 nChanged 130 SP:Iteration 75Q (1635.459168 sec): 3 clusters Score: Raw -3062846.153132 + Penalty 2015.856879 = -3060830.296253 nChanged 145 SP:Iteration 76Q (1635.562717 sec): 3 clusters Score: Raw -3062941.540789 + Penalty 2015.856879 = -3060925.683910 nChanged 162 SP:Iteration 77Q (1635.657844 sec): 3 clusters Score: Raw -3063058.035165 + Penalty 2015.856879 = -3061042.178287 nChanged 184 SP:Iteration 78Q (1635.749838 sec): 3 clusters Score: Raw -3063204.977830 + Penalty 2015.856879 = -3061189.120951 nChanged 186 SP:Iteration 79Q (1635.841505 sec): 3 clusters Score: Raw -3063354.242667 + Penalty 2015.856879 = -3061338.385789 nChanged 190 SP:Iteration 80F (1635.931985 sec): 3 clusters Score: Raw -3063475.195733 + Penalty 2015.856879 = -3061459.338854 nChanged 186 SP:Iteration 81Q (1635.986849 sec): 3 clusters Score: Raw -3063585.899427 + Penalty 2015.856879 = -3061570.042549 nChanged 193 SP:Iteration 82Q (1636.077635 sec): 3 clusters Score: Raw -3063699.739634 + Penalty 2015.856879 = -3061683.882755 nChanged 205 SP:Iteration 83Q (1636.163619 sec): 3 clusters Score: Raw -3063809.221430 + Penalty 2015.856879 = -3061793.364551 nChanged 188 SP:Iteration 84Q (1636.254391 sec): 3 clusters Score: Raw -3063889.432459 + Penalty 2015.856879 = -3061873.575580 nChanged 138 SP:Iteration 85Q (1636.341238 sec): 3 clusters Score: Raw -3063934.154680 + Penalty 2015.856879 = -3061918.297802 nChanged 130 SP:Iteration 86Q (1636.422729 sec): 3 clusters Score: Raw -3063974.585027 + Penalty 2015.856879 = -3061958.728148 nChanged 102 SP:Iteration 87Q (1636.500117 sec): 3 clusters Score: Raw -3063997.376659 + Penalty 2015.856879 = -3061981.519780 nChanged 81 SP:Iteration 88Q (1636.587153 sec): 3 clusters Score: Raw -3064012.794259 + Penalty 2015.856879 = -3061996.937380 nChanged 64 SP:Iteration 89Q (1636.671073 sec): 3 clusters Score: Raw -3064024.106236 + Penalty 2015.856879 = -3062008.249357 nChanged 53 SP:Iteration 90Q (1636.757082 sec): 3 clusters Score: Raw -3064032.675208 + Penalty 2015.856879 = -3062016.818330 nChanged 46 SP:Iteration 91Q (1636.846950 sec): 3 clusters Score: Raw -3064039.092740 + Penalty 2015.856879 = -3062023.235861 nChanged 44 SP:Iteration 92Q (1636.927252 sec): 3 clusters Score: Raw -3064044.353647 + Penalty 2015.856879 = -3062028.496768 nChanged 42 SP:Iteration 93Q (1637.012921 sec): 3 clusters Score: Raw -3064050.615272 + Penalty 2015.856879 = -3062034.758393 nChanged 43 SP:Iteration 94Q (1637.101228 sec): 3 clusters Score: Raw -3064055.547472 + Penalty 2015.856879 = -3062039.690593 nChanged 30 SP:Iteration 95Q (1637.187390 sec): 3 clusters Score: Raw -3064058.250216 + Penalty 2015.856879 = -3062042.393337 nChanged 27 SP:Iteration 96Q (1637.273127 sec): 3 clusters Score: Raw -3064061.081901 + Penalty 2015.856879 = -3062045.225022 nChanged 20 SP:Iteration 97Q (1637.359209 sec): 3 clusters Score: Raw -3064063.586266 + Penalty 2015.856879 = -3062047.729387 nChanged 23 SP:Iteration 98Q (1637.456934 sec): 3 clusters Score: Raw -3064065.901020 + Penalty 2015.856879 = -3062050.044141 nChanged 20 SP:Iteration 99Q (1637.544929 sec): 3 clusters Score: Raw -3064067.817363 + Penalty 2015.856879 = -3062051.960485 nChanged 14 SP:Iteration 100F (1637.640150 sec): 3 clusters Score: Raw -3064068.629762 + Penalty 2015.856879 = -3062052.772884 nChanged 6 SP:Iteration 101Q (1637.727602 sec): 3 clusters Score: Raw -3064068.999061 + Penalty 2015.856879 = -3062053.142182 nChanged 7 SP:Iteration 102Q (1637.826889 sec): 3 clusters Score: Raw -3064069.692166 + Penalty 2015.856879 = -3062053.835287 nChanged 7 SP:Iteration 103Q (1637.919479 sec): 3 clusters Score: Raw -3064070.062532 + Penalty 2015.856879 = -3062054.205653 nChanged 2 SP:Iteration 104Q (1637.999089 sec): 3 clusters Score: Raw -3064070.158685 + Penalty 2015.856879 = -3062054.301806 nChanged 3 SP:Iteration 105Q (1638.102118 sec): 3 clusters Score: Raw -3064070.362550 + Penalty 2015.856879 = -3062054.505671 nChanged 3 SP:Iteration 106Q (1638.196907 sec): 3 clusters Score: Raw -3064070.525788 + Penalty 2015.856879 = -3062054.668909 nChanged 1 SP:Iteration 107Q (1638.292078 sec): 3 clusters Score: Raw -3064070.556415 + Penalty 2015.856879 = -3062054.699536 nChanged 1 SP:Iteration 108Q (1638.379238 sec): 3 clusters Score: Raw -3064070.606106 + Penalty 2015.856879 = -3062054.749227 nChanged 0 SP:Iteration 109F (1638.475763 sec): 3 clusters Score: Raw -3064070.606106 + Penalty 2015.856879 = -3062054.749227 nChanged 0 Trying to split cluster 11 (959 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1638.505232 sec): 2 clusters Score: Raw -61126.511889 + Penalty 652.259652 = -60474.252237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1638.540655 sec): 3 clusters Score: Raw -60774.084065 + Penalty 1304.519304 = -59469.564761 nChanged 326 SP:Iteration 1F (1638.592739 sec): 3 clusters Score: Raw -61021.950200 + Penalty 1304.519304 = -59717.430896 nChanged 86 SP:Iteration 2F (1638.637141 sec): 3 clusters Score: Raw -61148.075566 + Penalty 1304.519304 = -59843.556262 nChanged 75 SP:Iteration 3F (1638.687398 sec): 3 clusters Score: Raw -61304.004474 + Penalty 1304.519304 = -59999.485170 nChanged 75 SP:Iteration 4F (1638.735124 sec): 3 clusters Score: Raw -61485.950083 + Penalty 1304.519304 = -60181.430779 nChanged 57 SP:Iteration 5F (1638.783103 sec): 3 clusters Score: Raw -61590.672914 + Penalty 1304.519304 = -60286.153610 nChanged 38 SP:Iteration 6Q (1638.832672 sec): 3 clusters Score: Raw -61649.354487 + Penalty 1304.519304 = -60344.835182 nChanged 23 SP:Iteration 7Q (1638.875371 sec): 3 clusters Score: Raw -61685.867477 + Penalty 1304.519304 = -60381.348172 nChanged 21 SP:Iteration 8Q (1638.931895 sec): 3 clusters Score: Raw -61714.438623 + Penalty 1304.519304 = -60409.919318 nChanged 18 SP:Iteration 9Q (1638.978051 sec): 3 clusters Score: Raw -61733.526174 + Penalty 1304.519304 = -60429.006870 nChanged 12 SP:Iteration 10Q (1639.026373 sec): 3 clusters Score: Raw -61748.626004 + Penalty 1304.519304 = -60444.106700 nChanged 9 SP:Iteration 11Q (1639.062782 sec): 3 clusters Score: Raw -61760.374030 + Penalty 1304.519304 = -60455.854726 nChanged 5 SP:Iteration 12Q (1639.115842 sec): 3 clusters Score: Raw -61764.765034 + Penalty 1304.519304 = -60460.245729 nChanged 2 SP:Iteration 13Q (1639.151488 sec): 3 clusters Score: Raw -61766.142222 + Penalty 1304.519304 = -60461.622918 nChanged 0 SP:Iteration 14F (1639.194272 sec): 3 clusters Score: Raw -61766.142222 + Penalty 1304.519304 = -60461.622918 nChanged 0 Trying to split cluster 12 (539 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1639.221254 sec): 2 clusters Score: Raw -37492.543892 + Penalty 597.522979 = -36895.020912 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1639.279572 sec): 3 clusters Score: Raw -37352.363178 + Penalty 1195.045958 = -36157.317220 nChanged 166 SP:Iteration 1F (1639.309957 sec): 3 clusters Score: Raw -37538.645778 + Penalty 1195.045958 = -36343.599819 nChanged 39 SP:Iteration 2F (1639.352342 sec): 3 clusters Score: Raw -37582.758217 + Penalty 1195.045958 = -36387.712258 nChanged 25 SP:Iteration 3Q (1639.388051 sec): 3 clusters Score: Raw -37608.437865 + Penalty 1195.045958 = -36413.391907 nChanged 17 SP:Iteration 4Q (1639.444247 sec): 3 clusters Score: Raw -37635.577496 + Penalty 1195.045958 = -36440.531538 nChanged 21 SP:Iteration 5Q (1639.486102 sec): 3 clusters Score: Raw -37671.098038 + Penalty 1195.045958 = -36476.052079 nChanged 8 SP:Iteration 6Q (1639.520432 sec): 3 clusters Score: Raw -37680.721754 + Penalty 1195.045958 = -36485.675795 nChanged 4 SP:Iteration 7Q (1639.563386 sec): 3 clusters Score: Raw -37686.542500 + Penalty 1195.045958 = -36491.496542 nChanged 6 SP:Iteration 8Q (1639.606130 sec): 3 clusters Score: Raw -37695.434683 + Penalty 1195.045958 = -36500.388724 nChanged 2 SP:Iteration 9Q (1639.649293 sec): 3 clusters Score: Raw -37698.138690 + Penalty 1195.045958 = -36503.092732 nChanged 3 SP:Iteration 10Q (1639.693640 sec): 3 clusters Score: Raw -37703.103352 + Penalty 1195.045958 = -36508.057394 nChanged 6 SP:Iteration 11Q (1639.737820 sec): 3 clusters Score: Raw -37709.099872 + Penalty 1195.045958 = -36514.053914 nChanged 7 SP:Iteration 12Q (1639.781888 sec): 3 clusters Score: Raw -37717.420403 + Penalty 1195.045958 = -36522.374445 nChanged 4 SP:Iteration 13Q (1639.816396 sec): 3 clusters Score: Raw -37722.401320 + Penalty 1195.045958 = -36527.355362 nChanged 2 SP:Iteration 14Q (1639.857095 sec): 3 clusters Score: Raw -37727.296434 + Penalty 1195.045958 = -36532.250475 nChanged 2 SP:Iteration 15Q (1639.892145 sec): 3 clusters Score: Raw -37728.514889 + Penalty 1195.045958 = -36533.468931 nChanged 0 SP:Iteration 16F (1639.934614 sec): 3 clusters Score: Raw -37728.514889 + Penalty 1195.045958 = -36533.468931 nChanged 0 Trying to split cluster 13 (33167 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1640.005391 sec): 2 clusters Score: Raw -2286702.220741 + Penalty 988.884515 = -2285713.336226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1640.084595 sec): 3 clusters Score: Raw -2265540.856273 + Penalty 1977.769030 = -2263563.087243 nChanged 15595 SP:Iteration 1F (1640.164082 sec): 3 clusters Score: Raw -2274764.826961 + Penalty 1977.769030 = -2272787.057931 nChanged 1633 SP:Iteration 2Q (1640.249444 sec): 3 clusters Score: Raw -2275456.906012 + Penalty 1977.769030 = -2273479.136982 nChanged 1808 SP:Iteration 3F (1640.328005 sec): 3 clusters Score: Raw -2276385.873111 + Penalty 1977.769030 = -2274408.104081 nChanged 2023 SP:Iteration 4F (1640.408618 sec): 3 clusters Score: Raw -2277661.027863 + Penalty 1977.769030 = -2275683.258833 nChanged 2260 SP:Iteration 5F (1640.491702 sec): 3 clusters Score: Raw -2279335.942125 + Penalty 1977.769030 = -2277358.173095 nChanged 2297 SP:Iteration 6F (1640.577753 sec): 3 clusters Score: Raw -2281001.353305 + Penalty 1977.769030 = -2279023.584275 nChanged 1946 SP:Iteration 7F (1640.661290 sec): 3 clusters Score: Raw -2282248.062467 + Penalty 1977.769030 = -2280270.293437 nChanged 1479 SP:Iteration 8Q (1640.750795 sec): 3 clusters Score: Raw -2282900.228223 + Penalty 1977.769030 = -2280922.459193 nChanged 961 SP:Iteration 9Q (1640.845052 sec): 3 clusters Score: Raw -2283201.880251 + Penalty 1977.769030 = -2281224.111221 nChanged 657 SP:Iteration 10Q (1640.941327 sec): 3 clusters Score: Raw -2283375.056831 + Penalty 1977.769030 = -2281397.287801 nChanged 522 SP:Iteration 11Q (1641.032120 sec): 3 clusters Score: Raw -2283498.530075 + Penalty 1977.769030 = -2281520.761045 nChanged 443 SP:Iteration 12Q (1641.119206 sec): 3 clusters Score: Raw -2283595.675088 + Penalty 1977.769030 = -2281617.906058 nChanged 397 SP:Iteration 13Q (1641.207569 sec): 3 clusters Score: Raw -2283674.220727 + Penalty 1977.769030 = -2281696.451696 nChanged 363 SP:Iteration 14Q (1641.300902 sec): 3 clusters Score: Raw -2283747.562181 + Penalty 1977.769030 = -2281769.793150 nChanged 362 SP:Iteration 15Q (1641.384678 sec): 3 clusters Score: Raw -2283824.766667 + Penalty 1977.769030 = -2281846.997637 nChanged 349 SP:Iteration 16Q (1641.475956 sec): 3 clusters Score: Raw -2283893.259703 + Penalty 1977.769030 = -2281915.490673 nChanged 335 SP:Iteration 17Q (1641.567577 sec): 3 clusters Score: Raw -2283952.537626 + Penalty 1977.769030 = -2281974.768596 nChanged 295 SP:Iteration 18Q (1641.658829 sec): 3 clusters Score: Raw -2283999.433630 + Penalty 1977.769030 = -2282021.664600 nChanged 254 SP:Iteration 19Q (1641.745832 sec): 3 clusters Score: Raw -2284039.066256 + Penalty 1977.769030 = -2282061.297226 nChanged 267 SP:Iteration 20F (1641.826551 sec): 3 clusters Score: Raw -2284084.602149 + Penalty 1977.769030 = -2282106.833119 nChanged 278 SP:Iteration 21Q (1641.922648 sec): 3 clusters Score: Raw -2284132.262813 + Penalty 1977.769030 = -2282154.493782 nChanged 277 SP:Iteration 22Q (1642.006117 sec): 3 clusters Score: Raw -2284177.895239 + Penalty 1977.769030 = -2282200.126209 nChanged 277 SP:Iteration 23Q (1642.082972 sec): 3 clusters Score: Raw -2284226.625097 + Penalty 1977.769030 = -2282248.856067 nChanged 250 SP:Iteration 24Q (1642.178535 sec): 3 clusters Score: Raw -2284269.195655 + Penalty 1977.769030 = -2282291.426625 nChanged 238 SP:Iteration 25Q (1642.265259 sec): 3 clusters Score: Raw -2284304.429199 + Penalty 1977.769030 = -2282326.660169 nChanged 228 SP:Iteration 26Q (1642.356593 sec): 3 clusters Score: Raw -2284338.756004 + Penalty 1977.769030 = -2282360.986973 nChanged 257 SP:Iteration 27Q (1642.439119 sec): 3 clusters Score: Raw -2284380.416221 + Penalty 1977.769030 = -2282402.647191 nChanged 258 SP:Iteration 28Q (1642.532615 sec): 3 clusters Score: Raw -2284422.989209 + Penalty 1977.769030 = -2282445.220179 nChanged 248 SP:Iteration 29Q (1642.618677 sec): 3 clusters Score: Raw -2284463.443042 + Penalty 1977.769030 = -2282485.674012 nChanged 256 SP:Iteration 30Q (1642.700287 sec): 3 clusters Score: Raw -2284510.006533 + Penalty 1977.769030 = -2282532.237503 nChanged 270 SP:Iteration 31Q (1642.799537 sec): 3 clusters Score: Raw -2284562.181548 + Penalty 1977.769030 = -2282584.412518 nChanged 283 SP:Iteration 32Q (1642.893313 sec): 3 clusters Score: Raw -2284608.549804 + Penalty 1977.769030 = -2282630.780774 nChanged 256 SP:Iteration 33Q (1642.972667 sec): 3 clusters Score: Raw -2284647.578402 + Penalty 1977.769030 = -2282669.809372 nChanged 237 SP:Iteration 34Q (1643.059034 sec): 3 clusters Score: Raw -2284682.052891 + Penalty 1977.769030 = -2282704.283861 nChanged 231 SP:Iteration 35Q (1643.144008 sec): 3 clusters Score: Raw -2284719.512151 + Penalty 1977.769030 = -2282741.743121 nChanged 231 SP:Iteration 36Q (1643.228034 sec): 3 clusters Score: Raw -2284759.254754 + Penalty 1977.769030 = -2282781.485724 nChanged 233 SP:Iteration 37Q (1643.312783 sec): 3 clusters Score: Raw -2284801.730224 + Penalty 1977.769030 = -2282823.961194 nChanged 258 SP:Iteration 38Q (1643.398208 sec): 3 clusters Score: Raw -2284849.387112 + Penalty 1977.769030 = -2282871.618082 nChanged 256 SP:Iteration 39Q (1643.482596 sec): 3 clusters Score: Raw -2284892.596624 + Penalty 1977.769030 = -2282914.827594 nChanged 254 SP:Iteration 40F (1643.558201 sec): 3 clusters Score: Raw -2284938.013792 + Penalty 1977.769030 = -2282960.244762 nChanged 267 SP:Iteration 41Q (1643.640785 sec): 3 clusters Score: Raw -2284992.235965 + Penalty 1977.769030 = -2283014.466935 nChanged 268 SP:Iteration 42Q (1643.730004 sec): 3 clusters Score: Raw -2285045.518322 + Penalty 1977.769030 = -2283067.749292 nChanged 272 SP:Iteration 43Q (1643.816552 sec): 3 clusters Score: Raw -2285098.161931 + Penalty 1977.769030 = -2283120.392901 nChanged 291 SP:Iteration 44Q (1643.898070 sec): 3 clusters Score: Raw -2285153.502388 + Penalty 1977.769030 = -2283175.733358 nChanged 297 SP:Iteration 45Q (1643.992008 sec): 3 clusters Score: Raw -2285217.922194 + Penalty 1977.769030 = -2283240.153164 nChanged 290 SP:Iteration 46Q (1644.067333 sec): 3 clusters Score: Raw -2285280.893716 + Penalty 1977.769030 = -2283303.124686 nChanged 300 SP:Iteration 47Q (1644.166802 sec): 3 clusters Score: Raw -2285341.608045 + Penalty 1977.769030 = -2283363.839015 nChanged 271 SP:Iteration 48Q (1644.249044 sec): 3 clusters Score: Raw -2285400.307025 + Penalty 1977.769030 = -2283422.537995 nChanged 296 SP:Iteration 49Q (1644.340208 sec): 3 clusters Score: Raw -2285469.920511 + Penalty 1977.769030 = -2283492.151481 nChanged 313 SP:Iteration 50Q (1644.430100 sec): 3 clusters Score: Raw -2285536.424755 + Penalty 1977.769030 = -2283558.655725 nChanged 329 SP:Iteration 51Q (1644.506708 sec): 3 clusters Score: Raw -2285611.782424 + Penalty 1977.769030 = -2283634.013394 nChanged 308 SP:Iteration 52Q (1644.599626 sec): 3 clusters Score: Raw -2285681.665823 + Penalty 1977.769030 = -2283703.896793 nChanged 302 SP:Iteration 53Q (1644.689557 sec): 3 clusters Score: Raw -2285752.732910 + Penalty 1977.769030 = -2283774.963880 nChanged 303 SP:Iteration 54Q (1644.778374 sec): 3 clusters Score: Raw -2285820.314104 + Penalty 1977.769030 = -2283842.545074 nChanged 313 SP:Iteration 55Q (1644.865653 sec): 3 clusters Score: Raw -2285892.713188 + Penalty 1977.769030 = -2283914.944158 nChanged 291 SP:Iteration 56Q (1644.941624 sec): 3 clusters Score: Raw -2285954.823998 + Penalty 1977.769030 = -2283977.054968 nChanged 292 SP:Iteration 57Q (1645.038232 sec): 3 clusters Score: Raw -2286018.685346 + Penalty 1977.769030 = -2284040.916316 nChanged 304 SP:Iteration 58Q (1645.125389 sec): 3 clusters Score: Raw -2286083.876878 + Penalty 1977.769030 = -2284106.107848 nChanged 251 SP:Iteration 59Q (1645.203275 sec): 3 clusters Score: Raw -2286140.960045 + Penalty 1977.769030 = -2284163.191015 nChanged 263 SP:Iteration 60F (1645.288393 sec): 3 clusters Score: Raw -2286199.291544 + Penalty 1977.769030 = -2284221.522514 nChanged 241 SP:Iteration 61Q (1645.372993 sec): 3 clusters Score: Raw -2286248.941264 + Penalty 1977.769030 = -2284271.172234 nChanged 244 SP:Iteration 62Q (1645.447893 sec): 3 clusters Score: Raw -2286302.905463 + Penalty 1977.769030 = -2284325.136433 nChanged 256 SP:Iteration 63Q (1645.535531 sec): 3 clusters Score: Raw -2286366.931666 + Penalty 1977.769030 = -2284389.162636 nChanged 280 SP:Iteration 64Q (1645.630921 sec): 3 clusters Score: Raw -2286442.163038 + Penalty 1977.769030 = -2284464.394008 nChanged 256 SP:Iteration 65Q (1645.696348 sec): 3 clusters Score: Raw -2286505.633253 + Penalty 1977.769030 = -2284527.864223 nChanged 227 SP:Iteration 66Q (1645.785948 sec): 3 clusters Score: Raw -2286561.389391 + Penalty 1977.769030 = -2284583.620361 nChanged 204 SP:Iteration 67Q (1645.869744 sec): 3 clusters Score: Raw -2286609.533829 + Penalty 1977.769030 = -2284631.764799 nChanged 197 SP:Iteration 68Q (1645.949566 sec): 3 clusters Score: Raw -2286657.213779 + Penalty 1977.769030 = -2284679.444748 nChanged 186 SP:Iteration 69Q (1646.036451 sec): 3 clusters Score: Raw -2286700.109886 + Penalty 1977.769030 = -2284722.340856 nChanged 179 SP:Iteration 70Q (1646.127414 sec): 3 clusters Score: Raw -2286741.439150 + Penalty 1977.769030 = -2284763.670120 nChanged 146 SP:Iteration 71Q (1646.215278 sec): 3 clusters Score: Raw -2286774.198909 + Penalty 1977.769030 = -2284796.429879 nChanged 131 SP:Iteration 72Q (1646.303091 sec): 3 clusters Score: Raw -2286802.972203 + Penalty 1977.769030 = -2284825.203173 nChanged 114 SP:Iteration 73Q (1646.389386 sec): 3 clusters Score: Raw -2286826.744640 + Penalty 1977.769030 = -2284848.975610 nChanged 109 SP:Iteration 74Q (1646.474749 sec): 3 clusters Score: Raw -2286850.746505 + Penalty 1977.769030 = -2284872.977475 nChanged 97 SP:Iteration 75Q (1646.563553 sec): 3 clusters Score: Raw -2286869.951567 + Penalty 1977.769030 = -2284892.182537 nChanged 87 SP:Iteration 76Q (1646.651010 sec): 3 clusters Score: Raw -2286884.995188 + Penalty 1977.769030 = -2284907.226158 nChanged 69 SP:Iteration 77Q (1646.727842 sec): 3 clusters Score: Raw -2286895.697076 + Penalty 1977.769030 = -2284917.928046 nChanged 61 SP:Iteration 78Q (1646.812044 sec): 3 clusters Score: Raw -2286907.467736 + Penalty 1977.769030 = -2284929.698706 nChanged 64 SP:Iteration 79Q (1646.901933 sec): 3 clusters Score: Raw -2286919.699959 + Penalty 1977.769030 = -2284941.930929 nChanged 61 SP:Iteration 80F (1646.986519 sec): 3 clusters Score: Raw -2286934.399398 + Penalty 1977.769030 = -2284956.630368 nChanged 74 SP:Iteration 81Q (1647.074932 sec): 3 clusters Score: Raw -2286953.111534 + Penalty 1977.769030 = -2284975.342504 nChanged 70 SP:Iteration 82Q (1647.148546 sec): 3 clusters Score: Raw -2286969.770799 + Penalty 1977.769030 = -2284992.001769 nChanged 58 SP:Iteration 83Q (1647.234903 sec): 3 clusters Score: Raw -2286981.397326 + Penalty 1977.769030 = -2285003.628296 nChanged 43 SP:Iteration 84Q (1647.324676 sec): 3 clusters Score: Raw -2286990.798689 + Penalty 1977.769030 = -2285013.029659 nChanged 42 SP:Iteration 85Q (1647.371688 sec): 3 clusters Score: Raw -2286999.044383 + Penalty 1977.769030 = -2285021.275353 nChanged 36 SP:Iteration 86Q (1647.465452 sec): 3 clusters Score: Raw -2287005.851705 + Penalty 1977.769030 = -2285028.082675 nChanged 30 SP:Iteration 87Q (1647.551254 sec): 3 clusters Score: Raw -2287011.326927 + Penalty 1977.769030 = -2285033.557897 nChanged 28 SP:Iteration 88Q (1647.638143 sec): 3 clusters Score: Raw -2287015.978156 + Penalty 1977.769030 = -2285038.209126 nChanged 18 SP:Iteration 89Q (1647.715770 sec): 3 clusters Score: Raw -2287018.684372 + Penalty 1977.769030 = -2285040.915341 nChanged 17 SP:Iteration 90Q (1647.798886 sec): 3 clusters Score: Raw -2287022.381717 + Penalty 1977.769030 = -2285044.612687 nChanged 18 SP:Iteration 91Q (1647.881595 sec): 3 clusters Score: Raw -2287025.419004 + Penalty 1977.769030 = -2285047.649974 nChanged 15 SP:Iteration 92Q (1647.968984 sec): 3 clusters Score: Raw -2287027.728865 + Penalty 1977.769030 = -2285049.959835 nChanged 10 SP:Iteration 93Q (1648.064942 sec): 3 clusters Score: Raw -2287029.243466 + Penalty 1977.769030 = -2285051.474436 nChanged 5 SP:Iteration 94Q (1648.151372 sec): 3 clusters Score: Raw -2287030.473174 + Penalty 1977.769030 = -2285052.704144 nChanged 6 SP:Iteration 95Q (1648.236927 sec): 3 clusters Score: Raw -2287031.307145 + Penalty 1977.769030 = -2285053.538115 nChanged 7 SP:Iteration 96Q (1648.322907 sec): 3 clusters Score: Raw -2287032.285109 + Penalty 1977.769030 = -2285054.516079 nChanged 7 SP:Iteration 97Q (1648.409190 sec): 3 clusters Score: Raw -2287033.162075 + Penalty 1977.769030 = -2285055.393044 nChanged 6 SP:Iteration 98Q (1648.487228 sec): 3 clusters Score: Raw -2287034.223122 + Penalty 1977.769030 = -2285056.454092 nChanged 9 SP:Iteration 99Q (1648.577462 sec): 3 clusters Score: Raw -2287035.220944 + Penalty 1977.769030 = -2285057.451913 nChanged 8 SP:Iteration 100F (1648.665472 sec): 3 clusters Score: Raw -2287036.063350 + Penalty 1977.769030 = -2285058.294320 nChanged 6 SP:Iteration 101Q (1648.747411 sec): 3 clusters Score: Raw -2287036.614165 + Penalty 1977.769030 = -2285058.845135 nChanged 2 SP:Iteration 102Q (1648.833026 sec): 3 clusters Score: Raw -2287037.019759 + Penalty 1977.769030 = -2285059.250729 nChanged 4 SP:Iteration 103Q (1648.900275 sec): 3 clusters Score: Raw -2287037.763433 + Penalty 1977.769030 = -2285059.994403 nChanged 6 SP:Iteration 104Q (1648.974662 sec): 3 clusters Score: Raw -2287038.670005 + Penalty 1977.769030 = -2285060.900975 nChanged 3 SP:Iteration 105Q (1649.052933 sec): 3 clusters Score: Raw -2287039.090516 + Penalty 1977.769030 = -2285061.321486 nChanged 1 SP:Iteration 106Q (1649.147874 sec): 3 clusters Score: Raw -2287039.232332 + Penalty 1977.769030 = -2285061.463302 nChanged 4 SP:Iteration 107Q (1649.233878 sec): 3 clusters Score: Raw -2287039.632100 + Penalty 1977.769030 = -2285061.863070 nChanged 0 SP:Iteration 108F (1649.321716 sec): 3 clusters Score: Raw -2287039.632100 + Penalty 1977.769030 = -2285061.863070 nChanged 0 Trying to split cluster 14 (1726 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1649.348711 sec): 2 clusters Score: Raw -137242.899385 + Penalty 708.088378 = -136534.811008 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1649.398985 sec): 3 clusters Score: Raw -136416.098295 + Penalty 1416.176756 = -134999.921539 nChanged 665 SP:Iteration 1F (1649.444476 sec): 3 clusters Score: Raw -136851.826086 + Penalty 1416.176756 = -135435.649330 nChanged 151 SP:Iteration 2F (1649.479041 sec): 3 clusters Score: Raw -136964.800533 + Penalty 1416.176756 = -135548.623778 nChanged 97 SP:Iteration 3F (1649.530301 sec): 3 clusters Score: Raw -137027.456274 + Penalty 1416.176756 = -135611.279519 nChanged 84 SP:Iteration 4Q (1649.573319 sec): 3 clusters Score: Raw -137091.198500 + Penalty 1416.176756 = -135675.021744 nChanged 71 SP:Iteration 5Q (1649.629545 sec): 3 clusters Score: Raw -137143.712613 + Penalty 1416.176756 = -135727.535858 nChanged 57 SP:Iteration 6Q (1649.670447 sec): 3 clusters Score: Raw -137191.070927 + Penalty 1416.176756 = -135774.894171 nChanged 46 SP:Iteration 7Q (1649.733649 sec): 3 clusters Score: Raw -137234.764893 + Penalty 1416.176756 = -135818.588137 nChanged 45 SP:Iteration 8Q (1649.784239 sec): 3 clusters Score: Raw -137268.461711 + Penalty 1416.176756 = -135852.284955 nChanged 48 SP:Iteration 9Q (1649.829710 sec): 3 clusters Score: Raw -137297.735340 + Penalty 1416.176756 = -135881.558584 nChanged 33 SP:Iteration 10Q (1649.867558 sec): 3 clusters Score: Raw -137321.525792 + Penalty 1416.176756 = -135905.349037 nChanged 32 SP:Iteration 11Q (1649.920377 sec): 3 clusters Score: Raw -137345.908238 + Penalty 1416.176756 = -135929.731483 nChanged 22 SP:Iteration 12Q (1649.970350 sec): 3 clusters Score: Raw -137356.741620 + Penalty 1416.176756 = -135940.564864 nChanged 20 SP:Iteration 13Q (1650.023712 sec): 3 clusters Score: Raw -137367.431171 + Penalty 1416.176756 = -135951.254415 nChanged 19 SP:Iteration 14Q (1650.072631 sec): 3 clusters Score: Raw -137378.948054 + Penalty 1416.176756 = -135962.771298 nChanged 12 SP:Iteration 15Q (1650.127034 sec): 3 clusters Score: Raw -137383.409834 + Penalty 1416.176756 = -135967.233078 nChanged 6 SP:Iteration 16Q (1650.180413 sec): 3 clusters Score: Raw -137385.025317 + Penalty 1416.176756 = -135968.848561 nChanged 5 SP:Iteration 17Q (1650.233825 sec): 3 clusters Score: Raw -137387.019784 + Penalty 1416.176756 = -135970.843028 nChanged 5 SP:Iteration 18Q (1650.272578 sec): 3 clusters Score: Raw -137391.676369 + Penalty 1416.176756 = -135975.499613 nChanged 9 SP:Iteration 19Q (1650.324742 sec): 3 clusters Score: Raw -137400.142385 + Penalty 1416.176756 = -135983.965629 nChanged 16 SP:Iteration 20F (1650.381605 sec): 3 clusters Score: Raw -137413.788685 + Penalty 1416.176756 = -135997.611930 nChanged 10 SP:Iteration 21Q (1650.430191 sec): 3 clusters Score: Raw -137420.475906 + Penalty 1416.176756 = -136004.299150 nChanged 10 SP:Iteration 22Q (1650.472463 sec): 3 clusters Score: Raw -137427.560519 + Penalty 1416.176756 = -136011.383763 nChanged 11 SP:Iteration 23Q (1650.533115 sec): 3 clusters Score: Raw -137431.850463 + Penalty 1416.176756 = -136015.673708 nChanged 7 SP:Iteration 24Q (1650.578207 sec): 3 clusters Score: Raw -137435.436970 + Penalty 1416.176756 = -136019.260214 nChanged 6 SP:Iteration 25Q (1650.629145 sec): 3 clusters Score: Raw -137437.558315 + Penalty 1416.176756 = -136021.381559 nChanged 4 SP:Iteration 26Q (1650.667976 sec): 3 clusters Score: Raw -137438.765141 + Penalty 1416.176756 = -136022.588385 nChanged 3 SP:Iteration 27Q (1650.718386 sec): 3 clusters Score: Raw -137439.447961 + Penalty 1416.176756 = -136023.271206 nChanged 1 SP:Iteration 28Q (1650.764715 sec): 3 clusters Score: Raw -137440.381729 + Penalty 1416.176756 = -136024.204973 nChanged 2 SP:Iteration 29Q (1650.815063 sec): 3 clusters Score: Raw -137441.718370 + Penalty 1416.176756 = -136025.541614 nChanged 4 SP:Iteration 30Q (1650.854975 sec): 3 clusters Score: Raw -137445.111916 + Penalty 1416.176756 = -136028.935160 nChanged 5 SP:Iteration 31Q (1650.911967 sec): 3 clusters Score: Raw -137448.597958 + Penalty 1416.176756 = -136032.421202 nChanged 4 SP:Iteration 32Q (1650.962197 sec): 3 clusters Score: Raw -137450.254433 + Penalty 1416.176756 = -136034.077677 nChanged 5 SP:Iteration 33Q (1650.999505 sec): 3 clusters Score: Raw -137452.098922 + Penalty 1416.176756 = -136035.922166 nChanged 4 SP:Iteration 34Q (1651.045262 sec): 3 clusters Score: Raw -137453.083646 + Penalty 1416.176756 = -136036.906891 nChanged 1 SP:Iteration 35Q (1651.094070 sec): 3 clusters Score: Raw -137453.734105 + Penalty 1416.176756 = -136037.557350 nChanged 2 SP:Iteration 36Q (1651.140250 sec): 3 clusters Score: Raw -137454.049470 + Penalty 1416.176756 = -136037.872714 nChanged 0 SP:Iteration 37F (1651.186765 sec): 3 clusters Score: Raw -137454.049470 + Penalty 1416.176756 = -136037.872714 nChanged 0 Trying to split cluster 15 (4349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1651.219049 sec): 2 clusters Score: Raw -306990.959770 + Penalty 795.881615 = -306195.078155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1651.278205 sec): 3 clusters Score: Raw -304586.452650 + Penalty 1591.763230 = -302994.689419 nChanged 1834 SP:Iteration 1F (1651.331894 sec): 3 clusters Score: Raw -305608.944735 + Penalty 1591.763230 = -304017.181505 nChanged 318 SP:Iteration 2F (1651.386011 sec): 3 clusters Score: Raw -305829.671677 + Penalty 1591.763230 = -304237.908447 nChanged 281 SP:Iteration 3F (1651.437439 sec): 3 clusters Score: Raw -305999.958267 + Penalty 1591.763230 = -304408.195036 nChanged 217 SP:Iteration 4Q (1651.488572 sec): 3 clusters Score: Raw -306170.256078 + Penalty 1591.763230 = -304578.492847 nChanged 207 SP:Iteration 5Q (1651.543806 sec): 3 clusters Score: Raw -306328.978280 + Penalty 1591.763230 = -304737.215050 nChanged 218 SP:Iteration 6F (1651.592024 sec): 3 clusters Score: Raw -306512.808238 + Penalty 1591.763230 = -304921.045008 nChanged 265 SP:Iteration 7F (1651.645316 sec): 3 clusters Score: Raw -306735.868711 + Penalty 1591.763230 = -305144.105481 nChanged 245 SP:Iteration 8F (1651.705714 sec): 3 clusters Score: Raw -306910.650713 + Penalty 1591.763230 = -305318.887483 nChanged 206 SP:Iteration 9Q (1651.748260 sec): 3 clusters Score: Raw -307029.191325 + Penalty 1591.763230 = -305437.428095 nChanged 137 SP:Iteration 10Q (1651.808295 sec): 3 clusters Score: Raw -307099.351206 + Penalty 1591.763230 = -305507.587976 nChanged 113 SP:Iteration 11Q (1651.860780 sec): 3 clusters Score: Raw -307161.906366 + Penalty 1591.763230 = -305570.143135 nChanged 125 SP:Iteration 12Q (1651.904232 sec): 3 clusters Score: Raw -307237.501195 + Penalty 1591.763230 = -305645.737965 nChanged 112 SP:Iteration 13Q (1651.958151 sec): 3 clusters Score: Raw -307305.621875 + Penalty 1591.763230 = -305713.858645 nChanged 100 SP:Iteration 14Q (1652.013870 sec): 3 clusters Score: Raw -307368.012102 + Penalty 1591.763230 = -305776.248871 nChanged 88 SP:Iteration 15Q (1652.069240 sec): 3 clusters Score: Raw -307417.709725 + Penalty 1591.763230 = -305825.946495 nChanged 83 SP:Iteration 16Q (1652.124655 sec): 3 clusters Score: Raw -307462.365368 + Penalty 1591.763230 = -305870.602138 nChanged 70 SP:Iteration 17Q (1652.180033 sec): 3 clusters Score: Raw -307499.957809 + Penalty 1591.763230 = -305908.194579 nChanged 52 SP:Iteration 18Q (1652.234937 sec): 3 clusters Score: Raw -307520.132710 + Penalty 1591.763230 = -305928.369479 nChanged 41 SP:Iteration 19Q (1652.288283 sec): 3 clusters Score: Raw -307537.781165 + Penalty 1591.763230 = -305946.017934 nChanged 41 SP:Iteration 20F (1652.344561 sec): 3 clusters Score: Raw -307553.406088 + Penalty 1591.763230 = -305961.642858 nChanged 27 SP:Iteration 21Q (1652.404498 sec): 3 clusters Score: Raw -307563.175502 + Penalty 1591.763230 = -305971.412271 nChanged 33 SP:Iteration 22Q (1652.453099 sec): 3 clusters Score: Raw -307577.168013 + Penalty 1591.763230 = -305985.404783 nChanged 28 SP:Iteration 23Q (1652.501480 sec): 3 clusters Score: Raw -307588.339222 + Penalty 1591.763230 = -305996.575991 nChanged 23 SP:Iteration 24Q (1652.542848 sec): 3 clusters Score: Raw -307597.121266 + Penalty 1591.763230 = -306005.358035 nChanged 20 SP:Iteration 25Q (1652.591853 sec): 3 clusters Score: Raw -307603.094140 + Penalty 1591.763230 = -306011.330909 nChanged 9 SP:Iteration 26Q (1652.640904 sec): 3 clusters Score: Raw -307605.461222 + Penalty 1591.763230 = -306013.697992 nChanged 7 SP:Iteration 27Q (1652.702037 sec): 3 clusters Score: Raw -307606.520511 + Penalty 1591.763230 = -306014.757281 nChanged 5 SP:Iteration 28Q (1652.745464 sec): 3 clusters Score: Raw -307607.760789 + Penalty 1591.763230 = -306015.997559 nChanged 7 SP:Iteration 29Q (1652.788179 sec): 3 clusters Score: Raw -307608.853331 + Penalty 1591.763230 = -306017.090101 nChanged 1 SP:Iteration 30Q (1652.838495 sec): 3 clusters Score: Raw -307608.990392 + Penalty 1591.763230 = -306017.227162 nChanged 0 SP:Iteration 31F (1652.891784 sec): 3 clusters Score: Raw -307608.990392 + Penalty 1591.763230 = -306017.227162 nChanged 0 Trying to split cluster 16 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1652.930618 sec): 2 clusters Score: Raw -264426.000438 + Penalty 777.581790 = -263648.418647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1652.969745 sec): 3 clusters Score: Raw -262523.022902 + Penalty 1555.163581 = -260967.859321 nChanged 1498 SP:Iteration 1F (1653.022515 sec): 3 clusters Score: Raw -263299.035363 + Penalty 1555.163581 = -261743.871783 nChanged 220 SP:Iteration 2F (1653.076375 sec): 3 clusters Score: Raw -263408.562874 + Penalty 1555.163581 = -261853.399293 nChanged 186 SP:Iteration 3F (1653.130434 sec): 3 clusters Score: Raw -263507.019432 + Penalty 1555.163581 = -261951.855851 nChanged 183 SP:Iteration 4F (1653.173951 sec): 3 clusters Score: Raw -263597.579301 + Penalty 1555.163581 = -262042.415720 nChanged 164 SP:Iteration 5Q (1653.233675 sec): 3 clusters Score: Raw -263688.617171 + Penalty 1555.163581 = -262133.453590 nChanged 155 SP:Iteration 6Q (1653.282613 sec): 3 clusters Score: Raw -263772.480071 + Penalty 1555.163581 = -262217.316490 nChanged 157 SP:Iteration 7Q (1653.335894 sec): 3 clusters Score: Raw -263861.232977 + Penalty 1555.163581 = -262306.069397 nChanged 126 SP:Iteration 8Q (1653.373386 sec): 3 clusters Score: Raw -263936.197626 + Penalty 1555.163581 = -262381.034045 nChanged 140 SP:Iteration 9Q (1653.427910 sec): 3 clusters Score: Raw -264024.196044 + Penalty 1555.163581 = -262469.032464 nChanged 137 SP:Iteration 10Q (1653.487601 sec): 3 clusters Score: Raw -264112.846694 + Penalty 1555.163581 = -262557.683113 nChanged 112 SP:Iteration 11Q (1653.539901 sec): 3 clusters Score: Raw -264192.677371 + Penalty 1555.163581 = -262637.513790 nChanged 95 SP:Iteration 12Q (1653.588012 sec): 3 clusters Score: Raw -264257.690447 + Penalty 1555.163581 = -262702.526866 nChanged 89 SP:Iteration 13Q (1653.647639 sec): 3 clusters Score: Raw -264313.578357 + Penalty 1555.163581 = -262758.414776 nChanged 64 SP:Iteration 14Q (1653.693260 sec): 3 clusters Score: Raw -264356.870231 + Penalty 1555.163581 = -262801.706650 nChanged 55 SP:Iteration 15Q (1653.747881 sec): 3 clusters Score: Raw -264403.982734 + Penalty 1555.163581 = -262848.819154 nChanged 45 SP:Iteration 16Q (1653.807592 sec): 3 clusters Score: Raw -264438.692740 + Penalty 1555.163581 = -262883.529159 nChanged 34 SP:Iteration 17Q (1653.849997 sec): 3 clusters Score: Raw -264462.346637 + Penalty 1555.163581 = -262907.183057 nChanged 26 SP:Iteration 18Q (1653.909454 sec): 3 clusters Score: Raw -264475.200700 + Penalty 1555.163581 = -262920.037120 nChanged 20 SP:Iteration 19Q (1653.965866 sec): 3 clusters Score: Raw -264488.949269 + Penalty 1555.163581 = -262933.785688 nChanged 16 SP:Iteration 20F (1654.007440 sec): 3 clusters Score: Raw -264495.792551 + Penalty 1555.163581 = -262940.628970 nChanged 17 SP:Iteration 21Q (1654.065412 sec): 3 clusters Score: Raw -264504.029625 + Penalty 1555.163581 = -262948.866045 nChanged 15 SP:Iteration 22Q (1654.118165 sec): 3 clusters Score: Raw -264510.771020 + Penalty 1555.163581 = -262955.607439 nChanged 14 SP:Iteration 23Q (1654.169769 sec): 3 clusters Score: Raw -264519.304336 + Penalty 1555.163581 = -262964.140755 nChanged 9 SP:Iteration 24Q (1654.218930 sec): 3 clusters Score: Raw -264523.704669 + Penalty 1555.163581 = -262968.541088 nChanged 11 SP:Iteration 25Q (1654.263911 sec): 3 clusters Score: Raw -264529.646961 + Penalty 1555.163581 = -262974.483380 nChanged 9 SP:Iteration 26Q (1654.306094 sec): 3 clusters Score: Raw -264534.015521 + Penalty 1555.163581 = -262978.851940 nChanged 6 SP:Iteration 27Q (1654.369251 sec): 3 clusters Score: Raw -264537.577213 + Penalty 1555.163581 = -262982.413632 nChanged 7 SP:Iteration 28Q (1654.423848 sec): 3 clusters Score: Raw -264541.623407 + Penalty 1555.163581 = -262986.459826 nChanged 4 SP:Iteration 29Q (1654.467239 sec): 3 clusters Score: Raw -264542.880703 + Penalty 1555.163581 = -262987.717122 nChanged 3 SP:Iteration 30Q (1654.522727 sec): 3 clusters Score: Raw -264543.535333 + Penalty 1555.163581 = -262988.371753 nChanged 0 SP:Iteration 31F (1654.574785 sec): 3 clusters Score: Raw -264543.535333 + Penalty 1555.163581 = -262988.371753 nChanged 0 Trying to split cluster 17 (3488 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1654.600177 sec): 2 clusters Score: Raw -255630.891817 + Penalty 774.922960 = -254855.968857 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1654.649085 sec): 3 clusters Score: Raw -253778.271708 + Penalty 1549.845919 = -252228.425789 nChanged 1490 SP:Iteration 1F (1654.695936 sec): 3 clusters Score: Raw -254661.867911 + Penalty 1549.845919 = -253112.021992 nChanged 235 SP:Iteration 2F (1654.735409 sec): 3 clusters Score: Raw -254784.176871 + Penalty 1549.845919 = -253234.330951 nChanged 172 SP:Iteration 3Q (1654.779949 sec): 3 clusters Score: Raw -254873.866029 + Penalty 1549.845919 = -253324.020110 nChanged 124 SP:Iteration 4Q (1654.840087 sec): 3 clusters Score: Raw -254945.482694 + Penalty 1549.845919 = -253395.636775 nChanged 101 SP:Iteration 5Q (1654.889654 sec): 3 clusters Score: Raw -255014.397858 + Penalty 1549.845919 = -253464.551939 nChanged 100 SP:Iteration 6Q (1654.928450 sec): 3 clusters Score: Raw -255092.524903 + Penalty 1549.845919 = -253542.678984 nChanged 109 SP:Iteration 7Q (1654.971633 sec): 3 clusters Score: Raw -255147.727651 + Penalty 1549.845919 = -253597.881732 nChanged 91 SP:Iteration 8Q (1655.014021 sec): 3 clusters Score: Raw -255196.170660 + Penalty 1549.845919 = -253646.324741 nChanged 77 SP:Iteration 9Q (1655.064083 sec): 3 clusters Score: Raw -255245.052976 + Penalty 1549.845919 = -253695.207057 nChanged 75 SP:Iteration 10Q (1655.116083 sec): 3 clusters Score: Raw -255296.449413 + Penalty 1549.845919 = -253746.603494 nChanged 77 SP:Iteration 11Q (1655.163071 sec): 3 clusters Score: Raw -255354.286914 + Penalty 1549.845919 = -253804.440995 nChanged 84 SP:Iteration 12Q (1655.209653 sec): 3 clusters Score: Raw -255397.308808 + Penalty 1549.845919 = -253847.462889 nChanged 69 SP:Iteration 13Q (1655.259244 sec): 3 clusters Score: Raw -255432.975883 + Penalty 1549.845919 = -253883.129964 nChanged 67 SP:Iteration 14Q (1655.293527 sec): 3 clusters Score: Raw -255468.665957 + Penalty 1549.845919 = -253918.820038 nChanged 47 SP:Iteration 15Q (1655.338959 sec): 3 clusters Score: Raw -255495.554930 + Penalty 1549.845919 = -253945.709011 nChanged 58 SP:Iteration 16Q (1655.381677 sec): 3 clusters Score: Raw -255532.470871 + Penalty 1549.845919 = -253982.624952 nChanged 54 SP:Iteration 17Q (1655.427198 sec): 3 clusters Score: Raw -255560.516638 + Penalty 1549.845919 = -254010.670719 nChanged 41 SP:Iteration 18Q (1655.473804 sec): 3 clusters Score: Raw -255580.678132 + Penalty 1549.845919 = -254030.832212 nChanged 32 SP:Iteration 19Q (1655.519746 sec): 3 clusters Score: Raw -255597.177124 + Penalty 1549.845919 = -254047.331205 nChanged 39 SP:Iteration 20F (1655.569600 sec): 3 clusters Score: Raw -255619.613146 + Penalty 1549.845919 = -254069.767227 nChanged 39 SP:Iteration 21Q (1655.615228 sec): 3 clusters Score: Raw -255646.544599 + Penalty 1549.845919 = -254096.698679 nChanged 40 SP:Iteration 22Q (1655.658953 sec): 3 clusters Score: Raw -255666.149688 + Penalty 1549.845919 = -254116.303769 nChanged 39 SP:Iteration 23Q (1655.714343 sec): 3 clusters Score: Raw -255686.195411 + Penalty 1549.845919 = -254136.349492 nChanged 30 SP:Iteration 24Q (1655.757030 sec): 3 clusters Score: Raw -255704.972356 + Penalty 1549.845919 = -254155.126437 nChanged 25 SP:Iteration 25Q (1655.798596 sec): 3 clusters Score: Raw -255721.608482 + Penalty 1549.845919 = -254171.762563 nChanged 24 SP:Iteration 26Q (1655.837828 sec): 3 clusters Score: Raw -255736.077042 + Penalty 1549.845919 = -254186.231123 nChanged 25 SP:Iteration 27Q (1655.883815 sec): 3 clusters Score: Raw -255748.824533 + Penalty 1549.845919 = -254198.978614 nChanged 16 SP:Iteration 28Q (1655.929180 sec): 3 clusters Score: Raw -255756.475596 + Penalty 1549.845919 = -254206.629677 nChanged 10 SP:Iteration 29Q (1655.985147 sec): 3 clusters Score: Raw -255760.460522 + Penalty 1549.845919 = -254210.614603 nChanged 6 SP:Iteration 30Q (1656.025395 sec): 3 clusters Score: Raw -255763.426611 + Penalty 1549.845919 = -254213.580692 nChanged 6 SP:Iteration 31Q (1656.074064 sec): 3 clusters Score: Raw -255766.265400 + Penalty 1549.845919 = -254216.419481 nChanged 9 SP:Iteration 32Q (1656.122530 sec): 3 clusters Score: Raw -255771.105869 + Penalty 1549.845919 = -254221.259950 nChanged 7 SP:Iteration 33Q (1656.159563 sec): 3 clusters Score: Raw -255774.543099 + Penalty 1549.845919 = -254224.697180 nChanged 3 SP:Iteration 34Q (1656.205485 sec): 3 clusters Score: Raw -255775.530916 + Penalty 1549.845919 = -254225.684997 nChanged 1 SP:Iteration 35Q (1656.256887 sec): 3 clusters Score: Raw -255775.827417 + Penalty 1549.845919 = -254225.981498 nChanged 0 SP:Iteration 36F (1656.299340 sec): 3 clusters Score: Raw -255775.827417 + Penalty 1549.845919 = -254225.981498 nChanged 0 Trying to split cluster 18 (5843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1656.334115 sec): 2 clusters Score: Raw -437728.435669 + Penalty 823.934966 = -436904.500702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1656.377703 sec): 3 clusters Score: Raw -434407.537673 + Penalty 1647.869932 = -432759.667741 nChanged 2546 SP:Iteration 1F (1656.423118 sec): 3 clusters Score: Raw -435809.865264 + Penalty 1647.869932 = -434161.995332 nChanged 363 SP:Iteration 2F (1656.475849 sec): 3 clusters Score: Raw -435975.666414 + Penalty 1647.869932 = -434327.796482 nChanged 303 SP:Iteration 3F (1656.523842 sec): 3 clusters Score: Raw -436099.097413 + Penalty 1647.869932 = -434451.227481 nChanged 252 SP:Iteration 4Q (1656.574467 sec): 3 clusters Score: Raw -436215.160120 + Penalty 1647.869932 = -434567.290188 nChanged 248 SP:Iteration 5Q (1656.625343 sec): 3 clusters Score: Raw -436336.799575 + Penalty 1647.869932 = -434688.929643 nChanged 247 SP:Iteration 6Q (1656.687744 sec): 3 clusters Score: Raw -436473.176702 + Penalty 1647.869932 = -434825.306770 nChanged 261 SP:Iteration 7Q (1656.734237 sec): 3 clusters Score: Raw -436633.754213 + Penalty 1647.869932 = -434985.884281 nChanged 274 SP:Iteration 8Q (1656.787906 sec): 3 clusters Score: Raw -436825.401003 + Penalty 1647.869932 = -435177.531071 nChanged 272 SP:Iteration 9Q (1656.843746 sec): 3 clusters Score: Raw -437014.612128 + Penalty 1647.869932 = -435366.742196 nChanged 229 SP:Iteration 10Q (1656.901984 sec): 3 clusters Score: Raw -437165.574345 + Penalty 1647.869932 = -435517.704413 nChanged 194 SP:Iteration 11Q (1656.955338 sec): 3 clusters Score: Raw -437281.151069 + Penalty 1647.869932 = -435633.281137 nChanged 145 SP:Iteration 12Q (1657.004572 sec): 3 clusters Score: Raw -437364.105127 + Penalty 1647.869932 = -435716.235195 nChanged 133 SP:Iteration 13Q (1657.057438 sec): 3 clusters Score: Raw -437434.936673 + Penalty 1647.869932 = -435787.066741 nChanged 118 SP:Iteration 14Q (1657.107730 sec): 3 clusters Score: Raw -437510.061876 + Penalty 1647.869932 = -435862.191944 nChanged 114 SP:Iteration 15Q (1657.154001 sec): 3 clusters Score: Raw -437591.657713 + Penalty 1647.869932 = -435943.787781 nChanged 107 SP:Iteration 16Q (1657.211847 sec): 3 clusters Score: Raw -437668.864997 + Penalty 1647.869932 = -436020.995065 nChanged 88 SP:Iteration 17Q (1657.261356 sec): 3 clusters Score: Raw -437719.264389 + Penalty 1647.869932 = -436071.394457 nChanged 71 SP:Iteration 18Q (1657.309449 sec): 3 clusters Score: Raw -437752.501536 + Penalty 1647.869932 = -436104.631603 nChanged 66 SP:Iteration 19Q (1657.359242 sec): 3 clusters Score: Raw -437782.114800 + Penalty 1647.869932 = -436134.244868 nChanged 53 SP:Iteration 20F (1657.414703 sec): 3 clusters Score: Raw -437806.792617 + Penalty 1647.869932 = -436158.922685 nChanged 43 SP:Iteration 21Q (1657.458455 sec): 3 clusters Score: Raw -437823.399408 + Penalty 1647.869932 = -436175.529476 nChanged 41 SP:Iteration 22Q (1657.511511 sec): 3 clusters Score: Raw -437837.441826 + Penalty 1647.869932 = -436189.571894 nChanged 32 SP:Iteration 23Q (1657.569308 sec): 3 clusters Score: Raw -437849.105339 + Penalty 1647.869932 = -436201.235406 nChanged 28 SP:Iteration 24Q (1657.615456 sec): 3 clusters Score: Raw -437859.520484 + Penalty 1647.869932 = -436211.650552 nChanged 25 SP:Iteration 25Q (1657.668253 sec): 3 clusters Score: Raw -437868.704390 + Penalty 1647.869932 = -436220.834458 nChanged 16 SP:Iteration 26Q (1657.730099 sec): 3 clusters Score: Raw -437875.134489 + Penalty 1647.869932 = -436227.264557 nChanged 13 SP:Iteration 27Q (1657.783443 sec): 3 clusters Score: Raw -437879.607540 + Penalty 1647.869932 = -436231.737608 nChanged 6 SP:Iteration 28Q (1657.835551 sec): 3 clusters Score: Raw -437881.019411 + Penalty 1647.869932 = -436233.149479 nChanged 12 SP:Iteration 29Q (1657.877847 sec): 3 clusters Score: Raw -437882.937335 + Penalty 1647.869932 = -436235.067403 nChanged 5 SP:Iteration 30Q (1657.939405 sec): 3 clusters Score: Raw -437884.535361 + Penalty 1647.869932 = -436236.665429 nChanged 6 SP:Iteration 31Q (1657.976534 sec): 3 clusters Score: Raw -437886.038823 + Penalty 1647.869932 = -436238.168891 nChanged 4 SP:Iteration 32Q (1658.035419 sec): 3 clusters Score: Raw -437886.779034 + Penalty 1647.869932 = -436238.909102 nChanged 3 SP:Iteration 33Q (1658.080920 sec): 3 clusters Score: Raw -437888.461839 + Penalty 1647.869932 = -436240.591907 nChanged 5 SP:Iteration 34Q (1658.128968 sec): 3 clusters Score: Raw -437890.713386 + Penalty 1647.869932 = -436242.843454 nChanged 6 SP:Iteration 35Q (1658.166156 sec): 3 clusters Score: Raw -437892.987115 + Penalty 1647.869932 = -436245.117183 nChanged 6 SP:Iteration 36Q (1658.208383 sec): 3 clusters Score: Raw -437894.361446 + Penalty 1647.869932 = -436246.491514 nChanged 4 SP:Iteration 37Q (1658.255535 sec): 3 clusters Score: Raw -437896.001286 + Penalty 1647.869932 = -436248.131353 nChanged 3 SP:Iteration 38Q (1658.316905 sec): 3 clusters Score: Raw -437897.129183 + Penalty 1647.869932 = -436249.259251 nChanged 4 SP:Iteration 39Q (1658.365600 sec): 3 clusters Score: Raw -437898.303226 + Penalty 1647.869932 = -436250.433294 nChanged 4 SP:Iteration 40F (1658.409188 sec): 3 clusters Score: Raw -437899.023850 + Penalty 1647.869932 = -436251.153917 nChanged 3 SP:Iteration 41Q (1658.473748 sec): 3 clusters Score: Raw -437899.508132 + Penalty 1647.869932 = -436251.638200 nChanged 1 SP:Iteration 42Q (1658.514822 sec): 3 clusters Score: Raw -437899.709757 + Penalty 1647.869932 = -436251.839825 nChanged 1 SP:Iteration 43Q (1658.565214 sec): 3 clusters Score: Raw -437899.968647 + Penalty 1647.869932 = -436252.098715 nChanged 2 SP:Iteration 44Q (1658.622741 sec): 3 clusters Score: Raw -437900.169688 + Penalty 1647.869932 = -436252.299756 nChanged 2 SP:Iteration 45Q (1658.675062 sec): 3 clusters Score: Raw -437900.704882 + Penalty 1647.869932 = -436252.834950 nChanged 4 SP:Iteration 46Q (1658.716491 sec): 3 clusters Score: Raw -437901.457366 + Penalty 1647.869932 = -436253.587434 nChanged 2 SP:Iteration 47Q (1658.765662 sec): 3 clusters Score: Raw -437901.706496 + Penalty 1647.869932 = -436253.836564 nChanged 1 SP:Iteration 48Q (1658.822241 sec): 3 clusters Score: Raw -437901.815087 + Penalty 1647.869932 = -436253.945155 nChanged 1 SP:Iteration 49Q (1658.865643 sec): 3 clusters Score: Raw -437901.875276 + Penalty 1647.869932 = -436254.005344 nChanged 0 SP:Iteration 50F (1658.901893 sec): 3 clusters Score: Raw -437901.875276 + Penalty 1647.869932 = -436254.005344 nChanged 0 Trying to split cluster 19 (58698 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1658.994711 sec): 2 clusters Score: Raw -4244919.398134 + Penalty 1043.115289 = -4243876.282845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1659.104874 sec): 3 clusters Score: Raw -4206542.512172 + Penalty 2086.230577 = -4204456.281594 nChanged 28119 SP:Iteration 1F (1659.213074 sec): 3 clusters Score: Raw -4223369.077647 + Penalty 2086.230577 = -4221282.847070 nChanged 2194 SP:Iteration 2Q (1659.339066 sec): 3 clusters Score: Raw -4224014.130387 + Penalty 2086.230577 = -4221927.899810 nChanged 2281 SP:Iteration 3Q (1659.448643 sec): 3 clusters Score: Raw -4224827.851935 + Penalty 2086.230577 = -4222741.621357 nChanged 2582 SP:Iteration 4Q (1659.575444 sec): 3 clusters Score: Raw -4225964.378050 + Penalty 2086.230577 = -4223878.147473 nChanged 3020 SP:Iteration 5F (1659.686809 sec): 3 clusters Score: Raw -4227583.341903 + Penalty 2086.230577 = -4225497.111325 nChanged 3312 SP:Iteration 6F (1659.806846 sec): 3 clusters Score: Raw -4229774.592482 + Penalty 2086.230577 = -4227688.361904 nChanged 3543 SP:Iteration 7F (1659.928842 sec): 3 clusters Score: Raw -4232529.423825 + Penalty 2086.230577 = -4230443.193248 nChanged 3562 SP:Iteration 8F (1660.044886 sec): 3 clusters Score: Raw -4235353.024277 + Penalty 2086.230577 = -4233266.793699 nChanged 3149 SP:Iteration 9F (1660.162546 sec): 3 clusters Score: Raw -4237353.402696 + Penalty 2086.230577 = -4235267.172118 nChanged 2453 SP:Iteration 10Q (1660.289346 sec): 3 clusters Score: Raw -4238616.440583 + Penalty 2086.230577 = -4236530.210006 nChanged 1777 SP:Iteration 11Q (1660.412566 sec): 3 clusters Score: Raw -4239329.291351 + Penalty 2086.230577 = -4237243.060773 nChanged 1323 SP:Iteration 12Q (1660.532052 sec): 3 clusters Score: Raw -4239862.254288 + Penalty 2086.230577 = -4237776.023711 nChanged 1175 SP:Iteration 13Q (1660.643360 sec): 3 clusters Score: Raw -4240386.329591 + Penalty 2086.230577 = -4238300.099013 nChanged 1207 SP:Iteration 14Q (1660.752201 sec): 3 clusters Score: Raw -4240982.271355 + Penalty 2086.230577 = -4238896.040778 nChanged 1238 SP:Iteration 15Q (1660.873505 sec): 3 clusters Score: Raw -4241680.838151 + Penalty 2086.230577 = -4239594.607574 nChanged 1305 SP:Iteration 16Q (1660.999962 sec): 3 clusters Score: Raw -4242433.551912 + Penalty 2086.230577 = -4240347.321334 nChanged 1255 SP:Iteration 17Q (1661.122540 sec): 3 clusters Score: Raw -4243129.236295 + Penalty 2086.230577 = -4241043.005718 nChanged 1136 SP:Iteration 18Q (1661.243612 sec): 3 clusters Score: Raw -4243676.293790 + Penalty 2086.230577 = -4241590.063213 nChanged 1002 SP:Iteration 19Q (1661.360653 sec): 3 clusters Score: Raw -4244124.271093 + Penalty 2086.230577 = -4242038.040515 nChanged 889 SP:Iteration 20F (1661.471919 sec): 3 clusters Score: Raw -4244494.943780 + Penalty 2086.230577 = -4242408.713203 nChanged 771 SP:Iteration 21Q (1661.589444 sec): 3 clusters Score: Raw -4244744.322254 + Penalty 2086.230577 = -4242658.091676 nChanged 570 SP:Iteration 22Q (1661.698142 sec): 3 clusters Score: Raw -4244897.285887 + Penalty 2086.230577 = -4242811.055309 nChanged 471 SP:Iteration 23Q (1661.823134 sec): 3 clusters Score: Raw -4245001.192188 + Penalty 2086.230577 = -4242914.961611 nChanged 374 SP:Iteration 24Q (1661.939608 sec): 3 clusters Score: Raw -4245074.355528 + Penalty 2086.230577 = -4242988.124950 nChanged 303 SP:Iteration 25Q (1662.057846 sec): 3 clusters Score: Raw -4245124.174079 + Penalty 2086.230577 = -4243037.943501 nChanged 256 SP:Iteration 26Q (1662.165771 sec): 3 clusters Score: Raw -4245168.607360 + Penalty 2086.230577 = -4243082.376783 nChanged 245 SP:Iteration 27Q (1662.288614 sec): 3 clusters Score: Raw -4245206.351102 + Penalty 2086.230577 = -4243120.120524 nChanged 222 SP:Iteration 28Q (1662.383842 sec): 3 clusters Score: Raw -4245240.953617 + Penalty 2086.230577 = -4243154.723039 nChanged 206 SP:Iteration 29Q (1662.498614 sec): 3 clusters Score: Raw -4245274.508368 + Penalty 2086.230577 = -4243188.277791 nChanged 214 SP:Iteration 30Q (1662.598958 sec): 3 clusters Score: Raw -4245308.116090 + Penalty 2086.230577 = -4243221.885513 nChanged 203 SP:Iteration 31Q (1662.707547 sec): 3 clusters Score: Raw -4245338.603228 + Penalty 2086.230577 = -4243252.372651 nChanged 184 SP:Iteration 32Q (1662.819978 sec): 3 clusters Score: Raw -4245364.792625 + Penalty 2086.230577 = -4243278.562047 nChanged 174 SP:Iteration 33Q (1662.930322 sec): 3 clusters Score: Raw -4245388.580329 + Penalty 2086.230577 = -4243302.349752 nChanged 171 SP:Iteration 34Q (1663.044691 sec): 3 clusters Score: Raw -4245410.666349 + Penalty 2086.230577 = -4243324.435771 nChanged 165 SP:Iteration 35Q (1663.140680 sec): 3 clusters Score: Raw -4245430.789488 + Penalty 2086.230577 = -4243344.558911 nChanged 142 SP:Iteration 36Q (1663.252112 sec): 3 clusters Score: Raw -4245448.135977 + Penalty 2086.230577 = -4243361.905400 nChanged 139 SP:Iteration 37Q (1663.342019 sec): 3 clusters Score: Raw -4245462.825251 + Penalty 2086.230577 = -4243376.594673 nChanged 105 SP:Iteration 38Q (1663.455105 sec): 3 clusters Score: Raw -4245472.133393 + Penalty 2086.230577 = -4243385.902815 nChanged 81 SP:Iteration 39Q (1663.568171 sec): 3 clusters Score: Raw -4245479.347008 + Penalty 2086.230577 = -4243393.116431 nChanged 65 SP:Iteration 40F (1663.678419 sec): 3 clusters Score: Raw -4245484.124411 + Penalty 2086.230577 = -4243397.893834 nChanged 69 SP:Iteration 41Q (1663.789875 sec): 3 clusters Score: Raw -4245489.676581 + Penalty 2086.230577 = -4243403.446004 nChanged 74 SP:Iteration 42Q (1663.902781 sec): 3 clusters Score: Raw -4245495.885148 + Penalty 2086.230577 = -4243409.654571 nChanged 65 SP:Iteration 43Q (1664.007411 sec): 3 clusters Score: Raw -4245501.156065 + Penalty 2086.230577 = -4243414.925488 nChanged 56 SP:Iteration 44Q (1664.111644 sec): 3 clusters Score: Raw -4245505.561273 + Penalty 2086.230577 = -4243419.330695 nChanged 58 SP:Iteration 45Q (1664.225145 sec): 3 clusters Score: Raw -4245509.425739 + Penalty 2086.230577 = -4243423.195162 nChanged 35 SP:Iteration 46Q (1664.333776 sec): 3 clusters Score: Raw -4245512.267427 + Penalty 2086.230577 = -4243426.036849 nChanged 48 SP:Iteration 47Q (1664.449026 sec): 3 clusters Score: Raw -4245515.201530 + Penalty 2086.230577 = -4243428.970953 nChanged 51 SP:Iteration 48Q (1664.560231 sec): 3 clusters Score: Raw -4245518.746671 + Penalty 2086.230577 = -4243432.516094 nChanged 47 SP:Iteration 49Q (1664.659632 sec): 3 clusters Score: Raw -4245523.144114 + Penalty 2086.230577 = -4243436.913537 nChanged 42 SP:Iteration 50Q (1664.766180 sec): 3 clusters Score: Raw -4245526.211030 + Penalty 2086.230577 = -4243439.980453 nChanged 43 SP:Iteration 51Q (1664.867403 sec): 3 clusters Score: Raw -4245529.267287 + Penalty 2086.230577 = -4243443.036709 nChanged 46 SP:Iteration 52Q (1664.983879 sec): 3 clusters Score: Raw -4245533.046224 + Penalty 2086.230577 = -4243446.815646 nChanged 55 SP:Iteration 53Q (1665.094100 sec): 3 clusters Score: Raw -4245537.611319 + Penalty 2086.230577 = -4243451.380742 nChanged 44 SP:Iteration 54Q (1665.206133 sec): 3 clusters Score: Raw -4245540.116435 + Penalty 2086.230577 = -4243453.885858 nChanged 32 SP:Iteration 55Q (1665.318463 sec): 3 clusters Score: Raw -4245542.006458 + Penalty 2086.230577 = -4243455.775880 nChanged 23 SP:Iteration 56Q (1665.432106 sec): 3 clusters Score: Raw -4245543.540887 + Penalty 2086.230577 = -4243457.310310 nChanged 25 SP:Iteration 57Q (1665.548386 sec): 3 clusters Score: Raw -4245544.992737 + Penalty 2086.230577 = -4243458.762159 nChanged 26 SP:Iteration 58Q (1665.653860 sec): 3 clusters Score: Raw -4245546.179968 + Penalty 2086.230577 = -4243459.949391 nChanged 18 SP:Iteration 59Q (1665.764317 sec): 3 clusters Score: Raw -4245547.172308 + Penalty 2086.230577 = -4243460.941730 nChanged 20 SP:Iteration 60F (1665.870860 sec): 3 clusters Score: Raw -4245548.382603 + Penalty 2086.230577 = -4243462.152026 nChanged 18 SP:Iteration 61Q (1665.980623 sec): 3 clusters Score: Raw -4245549.338839 + Penalty 2086.230577 = -4243463.108262 nChanged 18 SP:Iteration 62Q (1666.089696 sec): 3 clusters Score: Raw -4245550.038241 + Penalty 2086.230577 = -4243463.807664 nChanged 18 SP:Iteration 63Q (1666.204112 sec): 3 clusters Score: Raw -4245550.883192 + Penalty 2086.230577 = -4243464.652614 nChanged 16 SP:Iteration 64Q (1666.308723 sec): 3 clusters Score: Raw -4245551.489494 + Penalty 2086.230577 = -4243465.258917 nChanged 14 SP:Iteration 65Q (1666.423184 sec): 3 clusters Score: Raw -4245552.131767 + Penalty 2086.230577 = -4243465.901190 nChanged 10 SP:Iteration 66Q (1666.531742 sec): 3 clusters Score: Raw -4245552.932396 + Penalty 2086.230577 = -4243466.701819 nChanged 21 SP:Iteration 67Q (1666.644776 sec): 3 clusters Score: Raw -4245553.919060 + Penalty 2086.230577 = -4243467.688483 nChanged 25 SP:Iteration 68Q (1666.752232 sec): 3 clusters Score: Raw -4245555.538470 + Penalty 2086.230577 = -4243469.307893 nChanged 21 SP:Iteration 69Q (1666.865677 sec): 3 clusters Score: Raw -4245556.776011 + Penalty 2086.230577 = -4243470.545434 nChanged 24 SP:Iteration 70Q (1666.988368 sec): 3 clusters Score: Raw -4245558.561171 + Penalty 2086.230577 = -4243472.330593 nChanged 27 SP:Iteration 71Q (1667.097582 sec): 3 clusters Score: Raw -4245560.063840 + Penalty 2086.230577 = -4243473.833262 nChanged 27 SP:Iteration 72Q (1667.216347 sec): 3 clusters Score: Raw -4245561.743444 + Penalty 2086.230577 = -4243475.512867 nChanged 30 SP:Iteration 73Q (1667.331420 sec): 3 clusters Score: Raw -4245563.953080 + Penalty 2086.230577 = -4243477.722503 nChanged 38 SP:Iteration 74Q (1667.443270 sec): 3 clusters Score: Raw -4245566.149823 + Penalty 2086.230577 = -4243479.919246 nChanged 29 SP:Iteration 75Q (1667.561439 sec): 3 clusters Score: Raw -4245568.084604 + Penalty 2086.230577 = -4243481.854027 nChanged 33 SP:Iteration 76Q (1667.671515 sec): 3 clusters Score: Raw -4245570.073614 + Penalty 2086.230577 = -4243483.843036 nChanged 37 SP:Iteration 77Q (1667.781935 sec): 3 clusters Score: Raw -4245572.896671 + Penalty 2086.230577 = -4243486.666093 nChanged 33 SP:Iteration 78Q (1667.902862 sec): 3 clusters Score: Raw -4245575.816519 + Penalty 2086.230577 = -4243489.585942 nChanged 33 SP:Iteration 79Q (1668.015054 sec): 3 clusters Score: Raw -4245578.151207 + Penalty 2086.230577 = -4243491.920629 nChanged 32 SP:Iteration 80F (1668.140738 sec): 3 clusters Score: Raw -4245580.517625 + Penalty 2086.230577 = -4243494.287048 nChanged 32 SP:Iteration 81Q (1668.255397 sec): 3 clusters Score: Raw -4245582.334300 + Penalty 2086.230577 = -4243496.103723 nChanged 28 SP:Iteration 82Q (1668.370297 sec): 3 clusters Score: Raw -4245584.100440 + Penalty 2086.230577 = -4243497.869863 nChanged 32 SP:Iteration 83Q (1668.478214 sec): 3 clusters Score: Raw -4245586.366977 + Penalty 2086.230577 = -4243500.136399 nChanged 36 SP:Iteration 84Q (1668.596953 sec): 3 clusters Score: Raw -4245589.267185 + Penalty 2086.230577 = -4243503.036608 nChanged 39 SP:Iteration 85Q (1668.712947 sec): 3 clusters Score: Raw -4245591.983402 + Penalty 2086.230577 = -4243505.752824 nChanged 31 SP:Iteration 86Q (1668.827095 sec): 3 clusters Score: Raw -4245593.962279 + Penalty 2086.230577 = -4243507.731701 nChanged 35 SP:Iteration 87Q (1668.936277 sec): 3 clusters Score: Raw -4245596.407215 + Penalty 2086.230577 = -4243510.176638 nChanged 41 SP:Iteration 88Q (1669.046862 sec): 3 clusters Score: Raw -4245599.462381 + Penalty 2086.230577 = -4243513.231804 nChanged 58 SP:Iteration 89Q (1669.165486 sec): 3 clusters Score: Raw -4245603.603705 + Penalty 2086.230577 = -4243517.373128 nChanged 41 SP:Iteration 90Q (1669.289933 sec): 3 clusters Score: Raw -4245606.392973 + Penalty 2086.230577 = -4243520.162395 nChanged 33 SP:Iteration 91Q (1669.401616 sec): 3 clusters Score: Raw -4245608.920995 + Penalty 2086.230577 = -4243522.690417 nChanged 30 SP:Iteration 92Q (1669.525216 sec): 3 clusters Score: Raw -4245611.234647 + Penalty 2086.230577 = -4243525.004069 nChanged 35 SP:Iteration 93Q (1669.639532 sec): 3 clusters Score: Raw -4245613.604103 + Penalty 2086.230577 = -4243527.373526 nChanged 32 SP:Iteration 94Q (1669.741294 sec): 3 clusters Score: Raw -4245615.607564 + Penalty 2086.230577 = -4243529.376986 nChanged 16 SP:Iteration 95Q (1669.857222 sec): 3 clusters Score: Raw -4245616.357558 + Penalty 2086.230577 = -4243530.126980 nChanged 9 SP:Iteration 96Q (1669.974515 sec): 3 clusters Score: Raw -4245616.639071 + Penalty 2086.230577 = -4243530.408494 nChanged 7 SP:Iteration 97Q (1670.088754 sec): 3 clusters Score: Raw -4245617.158851 + Penalty 2086.230577 = -4243530.928274 nChanged 11 SP:Iteration 98Q (1670.199698 sec): 3 clusters Score: Raw -4245617.904934 + Penalty 2086.230577 = -4243531.674357 nChanged 12 SP:Iteration 99Q (1670.302576 sec): 3 clusters Score: Raw -4245618.268411 + Penalty 2086.230577 = -4243532.037833 nChanged 5 SP:Iteration 100F (1670.416691 sec): 3 clusters Score: Raw -4245618.562903 + Penalty 2086.230577 = -4243532.332326 nChanged 9 SP:Iteration 101Q (1670.531725 sec): 3 clusters Score: Raw -4245618.913293 + Penalty 2086.230577 = -4243532.682716 nChanged 4 SP:Iteration 102Q (1670.634061 sec): 3 clusters Score: Raw -4245619.019776 + Penalty 2086.230577 = -4243532.789199 nChanged 1 SP:Iteration 103Q (1670.747900 sec): 3 clusters Score: Raw -4245619.077560 + Penalty 2086.230577 = -4243532.846983 nChanged 2 SP:Iteration 104Q (1670.848757 sec): 3 clusters Score: Raw -4245619.127951 + Penalty 2086.230577 = -4243532.897374 nChanged 0 SP:Iteration 105F (1670.966507 sec): 3 clusters Score: Raw -4245619.127951 + Penalty 2086.230577 = -4243532.897374 nChanged 0 Trying to split cluster 20 (70483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1671.066970 sec): 2 clusters Score: Raw -5303003.600537 + Penalty 1060.497048 = -5301943.103489 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1671.192285 sec): 3 clusters Score: Raw -5256729.548039 + Penalty 2120.994097 = -5254608.553943 nChanged 33893 SP:Iteration 1F (1671.331550 sec): 3 clusters Score: Raw -5276929.364270 + Penalty 2120.994097 = -5274808.370174 nChanged 3112 SP:Iteration 2Q (1671.465388 sec): 3 clusters Score: Raw -5278040.889494 + Penalty 2120.994097 = -5275919.895397 nChanged 3695 SP:Iteration 3F (1671.591909 sec): 3 clusters Score: Raw -5279749.960976 + Penalty 2120.994097 = -5277628.966880 nChanged 4510 SP:Iteration 4F (1671.719454 sec): 3 clusters Score: Raw -5282432.832821 + Penalty 2120.994097 = -5280311.838725 nChanged 5116 SP:Iteration 5F (1671.855541 sec): 3 clusters Score: Raw -5286045.530106 + Penalty 2120.994097 = -5283924.536009 nChanged 5184 SP:Iteration 6F (1671.983546 sec): 3 clusters Score: Raw -5290081.229772 + Penalty 2120.994097 = -5287960.235675 nChanged 4532 SP:Iteration 7F (1672.110024 sec): 3 clusters Score: Raw -5293752.457409 + Penalty 2120.994097 = -5291631.463312 nChanged 3570 SP:Iteration 8F (1672.238752 sec): 3 clusters Score: Raw -5296680.338544 + Penalty 2120.994097 = -5294559.344447 nChanged 2649 SP:Iteration 9Q (1672.380619 sec): 3 clusters Score: Raw -5298911.155457 + Penalty 2120.994097 = -5296790.161360 nChanged 1802 SP:Iteration 10Q (1672.518908 sec): 3 clusters Score: Raw -5300466.273416 + Penalty 2120.994097 = -5298345.279319 nChanged 1130 SP:Iteration 11Q (1672.666609 sec): 3 clusters Score: Raw -5301390.924268 + Penalty 2120.994097 = -5299269.930171 nChanged 730 SP:Iteration 12Q (1672.788649 sec): 3 clusters Score: Raw -5301965.014597 + Penalty 2120.994097 = -5299844.020501 nChanged 487 SP:Iteration 13Q (1672.906033 sec): 3 clusters Score: Raw -5302328.575039 + Penalty 2120.994097 = -5300207.580942 nChanged 376 SP:Iteration 14Q (1673.021242 sec): 3 clusters Score: Raw -5302577.724408 + Penalty 2120.994097 = -5300456.730311 nChanged 296 SP:Iteration 15Q (1673.134693 sec): 3 clusters Score: Raw -5302760.707898 + Penalty 2120.994097 = -5300639.713801 nChanged 183 SP:Iteration 16Q (1673.237863 sec): 3 clusters Score: Raw -5302862.020232 + Penalty 2120.994097 = -5300741.026135 nChanged 142 SP:Iteration 17Q (1673.348474 sec): 3 clusters Score: Raw -5302922.377775 + Penalty 2120.994097 = -5300801.383678 nChanged 102 SP:Iteration 18Q (1673.459370 sec): 3 clusters Score: Raw -5302957.703244 + Penalty 2120.994097 = -5300836.709147 nChanged 91 SP:Iteration 19Q (1673.578626 sec): 3 clusters Score: Raw -5302989.922186 + Penalty 2120.994097 = -5300868.928089 nChanged 86 SP:Iteration 20F (1673.713142 sec): 3 clusters Score: Raw -5303021.889003 + Penalty 2120.994097 = -5300900.894906 nChanged 85 SP:Iteration 21Q (1673.835793 sec): 3 clusters Score: Raw -5303054.781788 + Penalty 2120.994097 = -5300933.787691 nChanged 70 SP:Iteration 22Q (1673.947802 sec): 3 clusters Score: Raw -5303087.857635 + Penalty 2120.994097 = -5300966.863539 nChanged 63 SP:Iteration 23Q (1674.075033 sec): 3 clusters Score: Raw -5303117.306387 + Penalty 2120.994097 = -5300996.312290 nChanged 66 SP:Iteration 24Q (1674.188496 sec): 3 clusters Score: Raw -5303141.819200 + Penalty 2120.994097 = -5301020.825103 nChanged 45 SP:Iteration 25Q (1674.310973 sec): 3 clusters Score: Raw -5303159.335015 + Penalty 2120.994097 = -5301038.340918 nChanged 31 SP:Iteration 26Q (1674.430348 sec): 3 clusters Score: Raw -5303172.454453 + Penalty 2120.994097 = -5301051.460356 nChanged 26 SP:Iteration 27Q (1674.551101 sec): 3 clusters Score: Raw -5303183.738751 + Penalty 2120.994097 = -5301062.744654 nChanged 22 SP:Iteration 28Q (1674.669129 sec): 3 clusters Score: Raw -5303191.453517 + Penalty 2120.994097 = -5301070.459421 nChanged 24 SP:Iteration 29Q (1674.785105 sec): 3 clusters Score: Raw -5303197.948585 + Penalty 2120.994097 = -5301076.954488 nChanged 19 SP:Iteration 30Q (1674.906491 sec): 3 clusters Score: Raw -5303202.432454 + Penalty 2120.994097 = -5301081.438357 nChanged 13 SP:Iteration 31Q (1675.028345 sec): 3 clusters Score: Raw -5303207.109179 + Penalty 2120.994097 = -5301086.115082 nChanged 10 SP:Iteration 32Q (1675.143487 sec): 3 clusters Score: Raw -5303209.622485 + Penalty 2120.994097 = -5301088.628388 nChanged 6 SP:Iteration 33Q (1675.256469 sec): 3 clusters Score: Raw -5303211.020680 + Penalty 2120.994097 = -5301090.026583 nChanged 8 SP:Iteration 34Q (1675.378688 sec): 3 clusters Score: Raw -5303213.291716 + Penalty 2120.994097 = -5301092.297619 nChanged 6 SP:Iteration 35Q (1675.498026 sec): 3 clusters Score: Raw -5303216.042204 + Penalty 2120.994097 = -5301095.048107 nChanged 7 SP:Iteration 36Q (1675.622746 sec): 3 clusters Score: Raw -5303219.233768 + Penalty 2120.994097 = -5301098.239671 nChanged 5 SP:Iteration 37Q (1675.734229 sec): 3 clusters Score: Raw -5303220.550885 + Penalty 2120.994097 = -5301099.556788 nChanged 8 SP:Iteration 38Q (1675.850854 sec): 3 clusters Score: Raw -5303223.360208 + Penalty 2120.994097 = -5301102.366112 nChanged 5 SP:Iteration 39Q (1675.971085 sec): 3 clusters Score: Raw -5303224.824010 + Penalty 2120.994097 = -5301103.829913 nChanged 6 SP:Iteration 40F (1676.101635 sec): 3 clusters Score: Raw -5303226.646788 + Penalty 2120.994097 = -5301105.652691 nChanged 6 SP:Iteration 41Q (1676.220764 sec): 3 clusters Score: Raw -5303227.832014 + Penalty 2120.994097 = -5301106.837918 nChanged 2 SP:Iteration 42Q (1676.329833 sec): 3 clusters Score: Raw -5303228.708774 + Penalty 2120.994097 = -5301107.714677 nChanged 2 SP:Iteration 43Q (1676.454912 sec): 3 clusters Score: Raw -5303229.008439 + Penalty 2120.994097 = -5301108.014342 nChanged 0 SP:Iteration 44F (1676.588290 sec): 3 clusters Score: Raw -5303229.008439 + Penalty 2120.994097 = -5301108.014342 nChanged 0 Trying to split cluster 21 (17056 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1676.627995 sec): 2 clusters Score: Raw -1273204.796484 + Penalty 925.704446 = -1272279.092038 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1676.703435 sec): 3 clusters Score: Raw -1262740.809196 + Penalty 1851.408892 = -1260889.400304 nChanged 7874 SP:Iteration 1F (1676.763227 sec): 3 clusters Score: Raw -1267082.785297 + Penalty 1851.408892 = -1265231.376404 nChanged 937 SP:Iteration 2F (1676.840540 sec): 3 clusters Score: Raw -1267520.027486 + Penalty 1851.408892 = -1265668.618594 nChanged 1020 SP:Iteration 3F (1676.901569 sec): 3 clusters Score: Raw -1268094.881231 + Penalty 1851.408892 = -1266243.472339 nChanged 1124 SP:Iteration 4F (1676.982408 sec): 3 clusters Score: Raw -1268824.786366 + Penalty 1851.408892 = -1266973.377474 nChanged 1179 SP:Iteration 5F (1677.053225 sec): 3 clusters Score: Raw -1269696.912197 + Penalty 1851.408892 = -1267845.503304 nChanged 1219 SP:Iteration 6F (1677.109169 sec): 3 clusters Score: Raw -1270685.167371 + Penalty 1851.408892 = -1268833.758479 nChanged 1017 SP:Iteration 7F (1677.169406 sec): 3 clusters Score: Raw -1271416.766564 + Penalty 1851.408892 = -1269565.357672 nChanged 769 SP:Iteration 8Q (1677.249736 sec): 3 clusters Score: Raw -1271808.232201 + Penalty 1851.408892 = -1269956.823309 nChanged 469 SP:Iteration 9Q (1677.317240 sec): 3 clusters Score: Raw -1271971.332489 + Penalty 1851.408892 = -1270119.923597 nChanged 279 SP:Iteration 10Q (1677.381659 sec): 3 clusters Score: Raw -1272050.434892 + Penalty 1851.408892 = -1270199.026000 nChanged 203 SP:Iteration 11Q (1677.441009 sec): 3 clusters Score: Raw -1272109.901684 + Penalty 1851.408892 = -1270258.492792 nChanged 187 SP:Iteration 12Q (1677.521622 sec): 3 clusters Score: Raw -1272162.863942 + Penalty 1851.408892 = -1270311.455050 nChanged 177 SP:Iteration 13Q (1677.591555 sec): 3 clusters Score: Raw -1272209.717891 + Penalty 1851.408892 = -1270358.308999 nChanged 166 SP:Iteration 14Q (1677.658726 sec): 3 clusters Score: Raw -1272252.197916 + Penalty 1851.408892 = -1270400.789024 nChanged 168 SP:Iteration 15Q (1677.731651 sec): 3 clusters Score: Raw -1272298.219662 + Penalty 1851.408892 = -1270446.810770 nChanged 170 SP:Iteration 16Q (1677.796924 sec): 3 clusters Score: Raw -1272343.503692 + Penalty 1851.408892 = -1270492.094800 nChanged 179 SP:Iteration 17Q (1677.871094 sec): 3 clusters Score: Raw -1272392.926908 + Penalty 1851.408892 = -1270541.518016 nChanged 173 SP:Iteration 18Q (1677.936560 sec): 3 clusters Score: Raw -1272441.814316 + Penalty 1851.408892 = -1270590.405424 nChanged 159 SP:Iteration 19Q (1678.008738 sec): 3 clusters Score: Raw -1272484.696151 + Penalty 1851.408892 = -1270633.287259 nChanged 165 SP:Iteration 20F (1678.062538 sec): 3 clusters Score: Raw -1272532.590879 + Penalty 1851.408892 = -1270681.181986 nChanged 149 SP:Iteration 21Q (1678.139096 sec): 3 clusters Score: Raw -1272580.953894 + Penalty 1851.408892 = -1270729.545002 nChanged 162 SP:Iteration 22Q (1678.206114 sec): 3 clusters Score: Raw -1272625.151905 + Penalty 1851.408892 = -1270773.743013 nChanged 153 SP:Iteration 23Q (1678.262340 sec): 3 clusters Score: Raw -1272663.071276 + Penalty 1851.408892 = -1270811.662384 nChanged 132 SP:Iteration 24Q (1678.338289 sec): 3 clusters Score: Raw -1272695.687124 + Penalty 1851.408892 = -1270844.278231 nChanged 137 SP:Iteration 25Q (1678.405863 sec): 3 clusters Score: Raw -1272731.554215 + Penalty 1851.408892 = -1270880.145323 nChanged 148 SP:Iteration 26Q (1678.463032 sec): 3 clusters Score: Raw -1272773.365838 + Penalty 1851.408892 = -1270921.956946 nChanged 143 SP:Iteration 27Q (1678.541701 sec): 3 clusters Score: Raw -1272812.979503 + Penalty 1851.408892 = -1270961.570611 nChanged 130 SP:Iteration 28Q (1678.611676 sec): 3 clusters Score: Raw -1272849.825542 + Penalty 1851.408892 = -1270998.416650 nChanged 135 SP:Iteration 29Q (1678.667244 sec): 3 clusters Score: Raw -1272890.737336 + Penalty 1851.408892 = -1271039.328444 nChanged 138 SP:Iteration 30Q (1678.729990 sec): 3 clusters Score: Raw -1272935.500029 + Penalty 1851.408892 = -1271084.091137 nChanged 140 SP:Iteration 31Q (1678.798503 sec): 3 clusters Score: Raw -1272981.879103 + Penalty 1851.408892 = -1271130.470211 nChanged 119 SP:Iteration 32Q (1678.868402 sec): 3 clusters Score: Raw -1273012.608498 + Penalty 1851.408892 = -1271161.199606 nChanged 105 SP:Iteration 33Q (1678.937257 sec): 3 clusters Score: Raw -1273039.399391 + Penalty 1851.408892 = -1271187.990499 nChanged 95 SP:Iteration 34Q (1678.993852 sec): 3 clusters Score: Raw -1273064.006344 + Penalty 1851.408892 = -1271212.597452 nChanged 85 SP:Iteration 35Q (1679.060962 sec): 3 clusters Score: Raw -1273087.604838 + Penalty 1851.408892 = -1271236.195946 nChanged 77 SP:Iteration 36Q (1679.128825 sec): 3 clusters Score: Raw -1273107.948907 + Penalty 1851.408892 = -1271256.540015 nChanged 71 SP:Iteration 37Q (1679.203080 sec): 3 clusters Score: Raw -1273122.231477 + Penalty 1851.408892 = -1271270.822584 nChanged 54 SP:Iteration 38Q (1679.270579 sec): 3 clusters Score: Raw -1273135.000209 + Penalty 1851.408892 = -1271283.591317 nChanged 64 SP:Iteration 39Q (1679.332062 sec): 3 clusters Score: Raw -1273150.467017 + Penalty 1851.408892 = -1271299.058125 nChanged 75 SP:Iteration 40F (1679.406620 sec): 3 clusters Score: Raw -1273170.079788 + Penalty 1851.408892 = -1271318.670896 nChanged 85 SP:Iteration 41Q (1679.471126 sec): 3 clusters Score: Raw -1273194.456901 + Penalty 1851.408892 = -1271343.048009 nChanged 74 SP:Iteration 42Q (1679.537603 sec): 3 clusters Score: Raw -1273215.413570 + Penalty 1851.408892 = -1271364.004678 nChanged 73 SP:Iteration 43Q (1679.593841 sec): 3 clusters Score: Raw -1273236.513269 + Penalty 1851.408892 = -1271385.104377 nChanged 59 SP:Iteration 44Q (1679.672994 sec): 3 clusters Score: Raw -1273255.733479 + Penalty 1851.408892 = -1271404.324587 nChanged 59 SP:Iteration 45Q (1679.725002 sec): 3 clusters Score: Raw -1273273.329630 + Penalty 1851.408892 = -1271421.920738 nChanged 44 SP:Iteration 46Q (1679.793251 sec): 3 clusters Score: Raw -1273285.123989 + Penalty 1851.408892 = -1271433.715097 nChanged 50 SP:Iteration 47Q (1679.867182 sec): 3 clusters Score: Raw -1273298.341372 + Penalty 1851.408892 = -1271446.932480 nChanged 53 SP:Iteration 48Q (1679.927126 sec): 3 clusters Score: Raw -1273310.567297 + Penalty 1851.408892 = -1271459.158405 nChanged 36 SP:Iteration 49Q (1680.001951 sec): 3 clusters Score: Raw -1273317.223983 + Penalty 1851.408892 = -1271465.815091 nChanged 19 SP:Iteration 50Q (1680.069893 sec): 3 clusters Score: Raw -1273319.893251 + Penalty 1851.408892 = -1271468.484359 nChanged 15 SP:Iteration 51Q (1680.129058 sec): 3 clusters Score: Raw -1273322.178057 + Penalty 1851.408892 = -1271470.769165 nChanged 12 SP:Iteration 52Q (1680.196682 sec): 3 clusters Score: Raw -1273324.186610 + Penalty 1851.408892 = -1271472.777718 nChanged 14 SP:Iteration 53Q (1680.275126 sec): 3 clusters Score: Raw -1273326.714937 + Penalty 1851.408892 = -1271475.306045 nChanged 11 SP:Iteration 54Q (1680.341887 sec): 3 clusters Score: Raw -1273329.536764 + Penalty 1851.408892 = -1271478.127872 nChanged 11 SP:Iteration 55Q (1680.399773 sec): 3 clusters Score: Raw -1273330.709090 + Penalty 1851.408892 = -1271479.300198 nChanged 7 SP:Iteration 56Q (1680.470054 sec): 3 clusters Score: Raw -1273332.424371 + Penalty 1851.408892 = -1271481.015478 nChanged 14 SP:Iteration 57Q (1680.544482 sec): 3 clusters Score: Raw -1273335.193535 + Penalty 1851.408892 = -1271483.784643 nChanged 14 SP:Iteration 58Q (1680.609797 sec): 3 clusters Score: Raw -1273338.538329 + Penalty 1851.408892 = -1271487.129437 nChanged 19 SP:Iteration 59Q (1680.679429 sec): 3 clusters Score: Raw -1273343.443410 + Penalty 1851.408892 = -1271492.034518 nChanged 19 SP:Iteration 60F (1680.746593 sec): 3 clusters Score: Raw -1273347.528096 + Penalty 1851.408892 = -1271496.119204 nChanged 14 SP:Iteration 61Q (1680.804295 sec): 3 clusters Score: Raw -1273349.371162 + Penalty 1851.408892 = -1271497.962270 nChanged 13 SP:Iteration 62Q (1680.870490 sec): 3 clusters Score: Raw -1273351.735625 + Penalty 1851.408892 = -1271500.326732 nChanged 12 SP:Iteration 63Q (1680.933473 sec): 3 clusters Score: Raw -1273354.000625 + Penalty 1851.408892 = -1271502.591733 nChanged 12 SP:Iteration 64Q (1681.001628 sec): 3 clusters Score: Raw -1273356.591738 + Penalty 1851.408892 = -1271505.182846 nChanged 8 SP:Iteration 65Q (1681.069837 sec): 3 clusters Score: Raw -1273358.456675 + Penalty 1851.408892 = -1271507.047783 nChanged 10 SP:Iteration 66Q (1681.137070 sec): 3 clusters Score: Raw -1273361.369984 + Penalty 1851.408892 = -1271509.961092 nChanged 17 SP:Iteration 67Q (1681.197981 sec): 3 clusters Score: Raw -1273364.862223 + Penalty 1851.408892 = -1271513.453331 nChanged 11 SP:Iteration 68Q (1681.264988 sec): 3 clusters Score: Raw -1273366.989933 + Penalty 1851.408892 = -1271515.581041 nChanged 11 SP:Iteration 69Q (1681.327862 sec): 3 clusters Score: Raw -1273370.322728 + Penalty 1851.408892 = -1271518.913836 nChanged 12 SP:Iteration 70Q (1681.390612 sec): 3 clusters Score: Raw -1273372.993014 + Penalty 1851.408892 = -1271521.584122 nChanged 12 SP:Iteration 71Q (1681.461782 sec): 3 clusters Score: Raw -1273375.476318 + Penalty 1851.408892 = -1271524.067426 nChanged 14 SP:Iteration 72Q (1681.527472 sec): 3 clusters Score: Raw -1273378.634039 + Penalty 1851.408892 = -1271527.225147 nChanged 11 SP:Iteration 73Q (1681.583018 sec): 3 clusters Score: Raw -1273381.379956 + Penalty 1851.408892 = -1271529.971064 nChanged 9 SP:Iteration 74Q (1681.658124 sec): 3 clusters Score: Raw -1273383.617028 + Penalty 1851.408892 = -1271532.208136 nChanged 9 SP:Iteration 75Q (1681.722161 sec): 3 clusters Score: Raw -1273385.396008 + Penalty 1851.408892 = -1271533.987116 nChanged 12 SP:Iteration 76Q (1681.781789 sec): 3 clusters Score: Raw -1273387.758171 + Penalty 1851.408892 = -1271536.349279 nChanged 11 SP:Iteration 77Q (1681.848636 sec): 3 clusters Score: Raw -1273390.817780 + Penalty 1851.408892 = -1271539.408888 nChanged 12 SP:Iteration 78Q (1681.922037 sec): 3 clusters Score: Raw -1273393.298852 + Penalty 1851.408892 = -1271541.889960 nChanged 6 SP:Iteration 79Q (1681.993326 sec): 3 clusters Score: Raw -1273394.596963 + Penalty 1851.408892 = -1271543.188071 nChanged 7 SP:Iteration 80F (1682.054499 sec): 3 clusters Score: Raw -1273396.010498 + Penalty 1851.408892 = -1271544.601606 nChanged 6 SP:Iteration 81Q (1682.123955 sec): 3 clusters Score: Raw -1273397.059126 + Penalty 1851.408892 = -1271545.650233 nChanged 3 SP:Iteration 82Q (1682.189362 sec): 3 clusters Score: Raw -1273397.497833 + Penalty 1851.408892 = -1271546.088941 nChanged 4 SP:Iteration 83Q (1682.247960 sec): 3 clusters Score: Raw -1273398.460034 + Penalty 1851.408892 = -1271547.051141 nChanged 1 SP:Iteration 84Q (1682.322307 sec): 3 clusters Score: Raw -1273398.569311 + Penalty 1851.408892 = -1271547.160419 nChanged 1 SP:Iteration 85Q (1682.388526 sec): 3 clusters Score: Raw -1273398.759924 + Penalty 1851.408892 = -1271547.351032 nChanged 0 SP:Iteration 86F (1682.453659 sec): 3 clusters Score: Raw -1273398.759924 + Penalty 1851.408892 = -1271547.351032 nChanged 0 Trying to split cluster 22 (4498 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1682.482193 sec): 2 clusters Score: Raw -297952.984613 + Penalty 799.081873 = -297153.902740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1682.525263 sec): 3 clusters Score: Raw -295510.491333 + Penalty 1598.163745 = -293912.327588 nChanged 1895 SP:Iteration 1F (1682.579422 sec): 3 clusters Score: Raw -296501.753269 + Penalty 1598.163745 = -294903.589524 nChanged 327 SP:Iteration 2F (1682.639200 sec): 3 clusters Score: Raw -296712.268073 + Penalty 1598.163745 = -295114.104328 nChanged 330 SP:Iteration 3F (1682.696251 sec): 3 clusters Score: Raw -297011.921994 + Penalty 1598.163745 = -295413.758249 nChanged 362 SP:Iteration 4F (1682.734996 sec): 3 clusters Score: Raw -297403.574406 + Penalty 1598.163745 = -295805.410661 nChanged 385 SP:Iteration 5F (1682.790398 sec): 3 clusters Score: Raw -297766.714052 + Penalty 1598.163745 = -296168.550307 nChanged 308 SP:Iteration 6F (1682.842840 sec): 3 clusters Score: Raw -298009.183281 + Penalty 1598.163745 = -296411.019536 nChanged 219 SP:Iteration 7Q (1682.886408 sec): 3 clusters Score: Raw -298136.373328 + Penalty 1598.163745 = -296538.209583 nChanged 144 SP:Iteration 8Q (1682.940117 sec): 3 clusters Score: Raw -298204.044795 + Penalty 1598.163745 = -296605.881050 nChanged 92 SP:Iteration 9Q (1683.005273 sec): 3 clusters Score: Raw -298244.530159 + Penalty 1598.163745 = -296646.366413 nChanged 65 SP:Iteration 10Q (1683.056115 sec): 3 clusters Score: Raw -298269.916263 + Penalty 1598.163745 = -296671.752518 nChanged 58 SP:Iteration 11Q (1683.109041 sec): 3 clusters Score: Raw -298300.410747 + Penalty 1598.163745 = -296702.247002 nChanged 50 SP:Iteration 12Q (1683.166088 sec): 3 clusters Score: Raw -298326.111265 + Penalty 1598.163745 = -296727.947520 nChanged 46 SP:Iteration 13Q (1683.217802 sec): 3 clusters Score: Raw -298348.680727 + Penalty 1598.163745 = -296750.516981 nChanged 43 SP:Iteration 14Q (1683.267723 sec): 3 clusters Score: Raw -298365.698364 + Penalty 1598.163745 = -296767.534619 nChanged 31 SP:Iteration 15Q (1683.323219 sec): 3 clusters Score: Raw -298375.622104 + Penalty 1598.163745 = -296777.458359 nChanged 22 SP:Iteration 16Q (1683.377775 sec): 3 clusters Score: Raw -298382.968597 + Penalty 1598.163745 = -296784.804851 nChanged 24 SP:Iteration 17Q (1683.430719 sec): 3 clusters Score: Raw -298390.796216 + Penalty 1598.163745 = -296792.632471 nChanged 31 SP:Iteration 18Q (1683.469812 sec): 3 clusters Score: Raw -298401.627295 + Penalty 1598.163745 = -296803.463550 nChanged 27 SP:Iteration 19Q (1683.512177 sec): 3 clusters Score: Raw -298411.408706 + Penalty 1598.163745 = -296813.244961 nChanged 31 SP:Iteration 20F (1683.570537 sec): 3 clusters Score: Raw -298430.955778 + Penalty 1598.163745 = -296832.792033 nChanged 33 SP:Iteration 21Q (1683.620836 sec): 3 clusters Score: Raw -298453.221294 + Penalty 1598.163745 = -296855.057549 nChanged 28 SP:Iteration 22Q (1683.661052 sec): 3 clusters Score: Raw -298469.905332 + Penalty 1598.163745 = -296871.741587 nChanged 22 SP:Iteration 23Q (1683.707467 sec): 3 clusters Score: Raw -298488.183375 + Penalty 1598.163745 = -296890.019630 nChanged 28 SP:Iteration 24Q (1683.754078 sec): 3 clusters Score: Raw -298505.736355 + Penalty 1598.163745 = -296907.572610 nChanged 25 SP:Iteration 25Q (1683.801070 sec): 3 clusters Score: Raw -298523.317290 + Penalty 1598.163745 = -296925.153545 nChanged 27 SP:Iteration 26Q (1683.851331 sec): 3 clusters Score: Raw -298536.371796 + Penalty 1598.163745 = -296938.208051 nChanged 18 SP:Iteration 27Q (1683.897822 sec): 3 clusters Score: Raw -298542.902988 + Penalty 1598.163745 = -296944.739242 nChanged 9 SP:Iteration 28Q (1683.944094 sec): 3 clusters Score: Raw -298545.422365 + Penalty 1598.163745 = -296947.258619 nChanged 3 SP:Iteration 29Q (1683.990603 sec): 3 clusters Score: Raw -298545.998195 + Penalty 1598.163745 = -296947.834450 nChanged 4 SP:Iteration 30Q (1684.042942 sec): 3 clusters Score: Raw -298547.676813 + Penalty 1598.163745 = -296949.513068 nChanged 4 SP:Iteration 31Q (1684.089549 sec): 3 clusters Score: Raw -298549.861705 + Penalty 1598.163745 = -296951.697960 nChanged 5 SP:Iteration 32Q (1684.145665 sec): 3 clusters Score: Raw -298552.208757 + Penalty 1598.163745 = -296954.045012 nChanged 9 SP:Iteration 33Q (1684.185898 sec): 3 clusters Score: Raw -298556.345213 + Penalty 1598.163745 = -296958.181468 nChanged 6 SP:Iteration 34Q (1684.232387 sec): 3 clusters Score: Raw -298558.083865 + Penalty 1598.163745 = -296959.920120 nChanged 5 SP:Iteration 35Q (1684.282274 sec): 3 clusters Score: Raw -298560.662957 + Penalty 1598.163745 = -296962.499212 nChanged 7 SP:Iteration 36Q (1684.321720 sec): 3 clusters Score: Raw -298562.754380 + Penalty 1598.163745 = -296964.590635 nChanged 4 SP:Iteration 37Q (1684.378913 sec): 3 clusters Score: Raw -298563.970993 + Penalty 1598.163745 = -296965.807248 nChanged 2 SP:Iteration 38Q (1684.424153 sec): 3 clusters Score: Raw -298564.150459 + Penalty 1598.163745 = -296965.986713 nChanged 1 SP:Iteration 39Q (1684.458009 sec): 3 clusters Score: Raw -298564.231430 + Penalty 1598.163745 = -296966.067684 nChanged 0 SP:Iteration 40F (1684.502299 sec): 3 clusters Score: Raw -298564.231430 + Penalty 1598.163745 = -296966.067684 nChanged 0 Iteration 379Q (1686.702847 sec): 23 clusters Score: Raw -25396906.060784 + Penalty 26720.276661 = -25370185.784123 nChanged 747 Iteration 380F (1690.710437 sec): 23 clusters Score: Raw -25396961.031565 + Penalty 26720.276661 = -25370240.754904 nChanged 732 Iteration 381Q (1693.038738 sec): 23 clusters Score: Raw -25397018.981901 + Penalty 26720.276661 = -25370298.705240 nChanged 751 Iteration 382Q (1695.373620 sec): 23 clusters Score: Raw -25397073.392098 + Penalty 26720.276661 = -25370353.115438 nChanged 738 Iteration 383Q (1697.592933 sec): 23 clusters Score: Raw -25397126.546210 + Penalty 26720.276661 = -25370406.269549 nChanged 707 Iteration 384Q (1700.064389 sec): 23 clusters Score: Raw -25397176.546288 + Penalty 26720.276661 = -25370456.269628 nChanged 731 Iteration 385Q (1702.289907 sec): 23 clusters Score: Raw -25397227.574419 + Penalty 26720.276661 = -25370507.297758 nChanged 754 Iteration 386Q (1704.618930 sec): 23 clusters Score: Raw -25397280.817221 + Penalty 26720.276661 = -25370560.540561 nChanged 741 Iteration 387Q (1706.843326 sec): 23 clusters Score: Raw -25397333.455179 + Penalty 26720.276661 = -25370613.178518 nChanged 782 Iteration 388Q (1709.182164 sec): 23 clusters Score: Raw -25397387.536719 + Penalty 26720.276661 = -25370667.260058 nChanged 744 Iteration 389Q (1711.430744 sec): 23 clusters Score: Raw -25397431.812797 + Penalty 26720.276661 = -25370711.536136 nChanged 723 Iteration 390Q (1713.678035 sec): 23 clusters Score: Raw -25397476.894282 + Penalty 26720.276661 = -25370756.617622 nChanged 662 Iteration 391Q (1715.977974 sec): 23 clusters Score: Raw -25397514.910850 + Penalty 26720.276661 = -25370794.634189 nChanged 626 Iteration 392Q (1718.265485 sec): 23 clusters Score: Raw -25397549.736980 + Penalty 26720.276661 = -25370829.460319 nChanged 622 Iteration 393Q (1720.728097 sec): 23 clusters Score: Raw -25397582.818157 + Penalty 26720.276661 = -25370862.541497 nChanged 592 Iteration 394Q (1722.956583 sec): 23 clusters Score: Raw -25397613.384405 + Penalty 26720.276661 = -25370893.107744 nChanged 569 Iteration 395Q (1725.101961 sec): 23 clusters Score: Raw -25397642.696907 + Penalty 26720.276661 = -25370922.420247 nChanged 542 Iteration 396Q (1727.355976 sec): 23 clusters Score: Raw -25397667.932996 + Penalty 26720.276661 = -25370947.656336 nChanged 494 Iteration 397Q (1729.777431 sec): 23 clusters Score: Raw -25397688.801218 + Penalty 26720.276661 = -25370968.524558 nChanged 473 Iteration 398Q (1731.969845 sec): 23 clusters Score: Raw -25397708.349503 + Penalty 26720.276661 = -25370988.072843 nChanged 423 Iteration 399Q (1734.206995 sec): 23 clusters Score: Raw -25397724.931285 + Penalty 26720.276661 = -25371004.654624 nChanged 414 Iteration 400F (1738.167434 sec): 23 clusters Score: Raw -25397739.817405 + Penalty 26720.276661 = -25371019.540745 nChanged 403 Iteration 401Q (1740.487274 sec): 23 clusters Score: Raw -25397753.942351 + Penalty 26720.276661 = -25371033.665690 nChanged 340 Iteration 402Q (1742.901314 sec): 23 clusters Score: Raw -25397764.170802 + Penalty 26720.276661 = -25371043.894141 nChanged 308 Iteration 403Q (1745.127970 sec): 23 clusters Score: Raw -25397772.882025 + Penalty 26720.276661 = -25371052.605364 nChanged 277 Iteration 404Q (1747.274382 sec): 23 clusters Score: Raw -25397781.230090 + Penalty 26720.276661 = -25371060.953429 nChanged 260 Iteration 405Q (1749.511712 sec): 23 clusters Score: Raw -25397788.571748 + Penalty 26720.276661 = -25371068.295087 nChanged 262 Iteration 406Q (1751.901143 sec): 23 clusters Score: Raw -25397795.995746 + Penalty 26720.276661 = -25371075.719085 nChanged 247 Iteration 407Q (1754.149583 sec): 23 clusters Score: Raw -25397802.731219 + Penalty 26720.276661 = -25371082.454558 nChanged 255 Iteration 408Q (1756.305057 sec): 23 clusters Score: Raw -25397810.391410 + Penalty 26720.276661 = -25371090.114749 nChanged 278 Iteration 409Q (1758.642680 sec): 23 clusters Score: Raw -25397818.923058 + Penalty 26720.276661 = -25371098.646398 nChanged 227 Iteration 410Q (1760.976252 sec): 23 clusters Score: Raw -25397825.231011 + Penalty 26720.276661 = -25371104.954350 nChanged 244 Iteration 411Q (1763.330093 sec): 23 clusters Score: Raw -25397832.076709 + Penalty 26720.276661 = -25371111.800048 nChanged 247 Iteration 412Q (1765.765321 sec): 23 clusters Score: Raw -25397840.140648 + Penalty 26720.276661 = -25371119.863987 nChanged 278 Iteration 413Q (1768.095547 sec): 23 clusters Score: Raw -25397849.698828 + Penalty 26720.276661 = -25371129.422168 nChanged 296 Iteration 414Q (1770.351175 sec): 23 clusters Score: Raw -25397859.610982 + Penalty 26720.276661 = -25371139.334321 nChanged 270 Iteration 415Q (1772.794390 sec): 23 clusters Score: Raw -25397868.551550 + Penalty 26720.276661 = -25371148.274889 nChanged 266 Iteration 416Q (1775.103776 sec): 23 clusters Score: Raw -25397876.091734 + Penalty 26720.276661 = -25371155.815073 nChanged 229 Iteration 417Q (1777.366678 sec): 23 clusters Score: Raw -25397882.670205 + Penalty 26720.276661 = -25371162.393544 nChanged 241 Iteration 418Q (1779.717840 sec): 23 clusters Score: Raw -25397889.937734 + Penalty 26720.276661 = -25371169.661074 nChanged 233 Writing temp clu file Because OldScore, -25371162.393544, is greater than current (better) Score,-25371169.661074 Compute initial score before splitting: Score: Raw -25397889.937734 + Penalty 26720.276661 = -25371169.661074 Trying to split cluster 1 (26998 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1779.830650 sec): 2 clusters Score: Raw -2050998.783878 + Penalty 969.334216 = -2050029.449661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1779.921846 sec): 3 clusters Score: Raw -2033970.879482 + Penalty 1938.668433 = -2032032.211049 nChanged 12662 SP:Iteration 1F (1779.989926 sec): 3 clusters Score: Raw -2041167.102648 + Penalty 1938.668433 = -2039228.434215 nChanged 1318 SP:Iteration 2Q (1780.065674 sec): 3 clusters Score: Raw -2041715.241551 + Penalty 1938.668433 = -2039776.573118 nChanged 1406 SP:Iteration 3F (1780.140684 sec): 3 clusters Score: Raw -2042438.714364 + Penalty 1938.668433 = -2040500.045931 nChanged 1508 SP:Iteration 4F (1780.216281 sec): 3 clusters Score: Raw -2043268.501902 + Penalty 1938.668433 = -2041329.833469 nChanged 1598 SP:Iteration 5F (1780.290819 sec): 3 clusters Score: Raw -2044280.244958 + Penalty 1938.668433 = -2042341.576525 nChanged 1753 SP:Iteration 6F (1780.367688 sec): 3 clusters Score: Raw -2045501.681782 + Penalty 1938.668433 = -2043563.013349 nChanged 1742 SP:Iteration 7F (1780.440004 sec): 3 clusters Score: Raw -2046780.330803 + Penalty 1938.668433 = -2044841.662370 nChanged 1527 SP:Iteration 8F (1780.512610 sec): 3 clusters Score: Raw -2047676.096745 + Penalty 1938.668433 = -2045737.428312 nChanged 1130 SP:Iteration 9Q (1780.591651 sec): 3 clusters Score: Raw -2048126.973456 + Penalty 1938.668433 = -2046188.305023 nChanged 698 SP:Iteration 10Q (1780.668495 sec): 3 clusters Score: Raw -2048323.921444 + Penalty 1938.668433 = -2046385.253011 nChanged 466 SP:Iteration 11Q (1780.756687 sec): 3 clusters Score: Raw -2048443.690159 + Penalty 1938.668433 = -2046505.021726 nChanged 377 SP:Iteration 12Q (1780.840263 sec): 3 clusters Score: Raw -2048537.744420 + Penalty 1938.668433 = -2046599.075987 nChanged 325 SP:Iteration 13Q (1780.908913 sec): 3 clusters Score: Raw -2048614.803913 + Penalty 1938.668433 = -2046676.135480 nChanged 296 SP:Iteration 14Q (1780.995154 sec): 3 clusters Score: Raw -2048686.125980 + Penalty 1938.668433 = -2046747.457547 nChanged 277 SP:Iteration 15Q (1781.077932 sec): 3 clusters Score: Raw -2048747.677628 + Penalty 1938.668433 = -2046809.009195 nChanged 249 SP:Iteration 16Q (1781.143555 sec): 3 clusters Score: Raw -2048797.260828 + Penalty 1938.668433 = -2046858.592395 nChanged 232 SP:Iteration 17Q (1781.228686 sec): 3 clusters Score: Raw -2048842.648878 + Penalty 1938.668433 = -2046903.980445 nChanged 220 SP:Iteration 18Q (1781.308030 sec): 3 clusters Score: Raw -2048881.920976 + Penalty 1938.668433 = -2046943.252543 nChanged 201 SP:Iteration 19Q (1781.397401 sec): 3 clusters Score: Raw -2048914.473427 + Penalty 1938.668433 = -2046975.804994 nChanged 208 SP:Iteration 20F (1781.479157 sec): 3 clusters Score: Raw -2048948.807216 + Penalty 1938.668433 = -2047010.138783 nChanged 208 SP:Iteration 21Q (1781.551119 sec): 3 clusters Score: Raw -2048980.675426 + Penalty 1938.668433 = -2047042.006993 nChanged 184 SP:Iteration 22Q (1781.632966 sec): 3 clusters Score: Raw -2049011.055009 + Penalty 1938.668433 = -2047072.386576 nChanged 201 SP:Iteration 23Q (1781.722147 sec): 3 clusters Score: Raw -2049044.515773 + Penalty 1938.668433 = -2047105.847340 nChanged 194 SP:Iteration 24Q (1781.806104 sec): 3 clusters Score: Raw -2049074.957908 + Penalty 1938.668433 = -2047136.289475 nChanged 201 SP:Iteration 25Q (1781.888413 sec): 3 clusters Score: Raw -2049108.603337 + Penalty 1938.668433 = -2047169.934904 nChanged 214 SP:Iteration 26Q (1781.969837 sec): 3 clusters Score: Raw -2049146.856445 + Penalty 1938.668433 = -2047208.188012 nChanged 211 SP:Iteration 27Q (1782.048595 sec): 3 clusters Score: Raw -2049183.315398 + Penalty 1938.668433 = -2047244.646965 nChanged 239 SP:Iteration 28Q (1782.114806 sec): 3 clusters Score: Raw -2049231.999546 + Penalty 1938.668433 = -2047293.331113 nChanged 271 SP:Iteration 29Q (1782.191187 sec): 3 clusters Score: Raw -2049291.123812 + Penalty 1938.668433 = -2047352.455379 nChanged 272 SP:Iteration 30Q (1782.270245 sec): 3 clusters Score: Raw -2049350.763092 + Penalty 1938.668433 = -2047412.094659 nChanged 282 SP:Iteration 31Q (1782.342281 sec): 3 clusters Score: Raw -2049414.426733 + Penalty 1938.668433 = -2047475.758300 nChanged 257 SP:Iteration 32Q (1782.427405 sec): 3 clusters Score: Raw -2049470.641463 + Penalty 1938.668433 = -2047531.973030 nChanged 272 SP:Iteration 33Q (1782.498901 sec): 3 clusters Score: Raw -2049537.270009 + Penalty 1938.668433 = -2047598.601576 nChanged 287 SP:Iteration 34Q (1782.576656 sec): 3 clusters Score: Raw -2049610.977425 + Penalty 1938.668433 = -2047672.308992 nChanged 282 SP:Iteration 35Q (1782.646849 sec): 3 clusters Score: Raw -2049682.649688 + Penalty 1938.668433 = -2047743.981255 nChanged 285 SP:Iteration 36Q (1782.731068 sec): 3 clusters Score: Raw -2049757.668252 + Penalty 1938.668433 = -2047818.999819 nChanged 316 SP:Iteration 37Q (1782.806371 sec): 3 clusters Score: Raw -2049849.791287 + Penalty 1938.668433 = -2047911.122854 nChanged 320 SP:Iteration 38Q (1782.889246 sec): 3 clusters Score: Raw -2049944.358497 + Penalty 1938.668433 = -2048005.690064 nChanged 312 SP:Iteration 39Q (1782.961205 sec): 3 clusters Score: Raw -2050032.618756 + Penalty 1938.668433 = -2048093.950323 nChanged 296 SP:Iteration 40F (1783.052982 sec): 3 clusters Score: Raw -2050123.003662 + Penalty 1938.668433 = -2048184.335229 nChanged 281 SP:Iteration 41Q (1783.129857 sec): 3 clusters Score: Raw -2050227.154215 + Penalty 1938.668433 = -2048288.485782 nChanged 278 SP:Iteration 42Q (1783.209526 sec): 3 clusters Score: Raw -2050343.684870 + Penalty 1938.668433 = -2048405.016437 nChanged 273 SP:Iteration 43Q (1783.290507 sec): 3 clusters Score: Raw -2050489.731466 + Penalty 1938.668433 = -2048551.063034 nChanged 288 SP:Iteration 44Q (1783.369267 sec): 3 clusters Score: Raw -2050650.576335 + Penalty 1938.668433 = -2048711.907902 nChanged 234 SP:Iteration 45Q (1783.435215 sec): 3 clusters Score: Raw -2050774.105660 + Penalty 1938.668433 = -2048835.437227 nChanged 218 SP:Iteration 46Q (1783.522923 sec): 3 clusters Score: Raw -2050872.361107 + Penalty 1938.668433 = -2048933.692674 nChanged 188 SP:Iteration 47Q (1783.601657 sec): 3 clusters Score: Raw -2050941.216783 + Penalty 1938.668433 = -2049002.548350 nChanged 158 SP:Iteration 48Q (1783.672008 sec): 3 clusters Score: Raw -2050993.308149 + Penalty 1938.668433 = -2049054.639716 nChanged 134 SP:Iteration 49Q (1783.740855 sec): 3 clusters Score: Raw -2051035.056930 + Penalty 1938.668433 = -2049096.388497 nChanged 137 SP:Iteration 50Q (1783.818110 sec): 3 clusters Score: Raw -2051071.525538 + Penalty 1938.668433 = -2049132.857105 nChanged 123 SP:Iteration 51Q (1783.906190 sec): 3 clusters Score: Raw -2051098.879912 + Penalty 1938.668433 = -2049160.211479 nChanged 118 SP:Iteration 52Q (1783.974209 sec): 3 clusters Score: Raw -2051125.495033 + Penalty 1938.668433 = -2049186.826600 nChanged 100 SP:Iteration 53Q (1784.059741 sec): 3 clusters Score: Raw -2051148.426576 + Penalty 1938.668433 = -2049209.758143 nChanged 95 SP:Iteration 54Q (1784.133111 sec): 3 clusters Score: Raw -2051169.358097 + Penalty 1938.668433 = -2049230.689664 nChanged 88 SP:Iteration 55Q (1784.212098 sec): 3 clusters Score: Raw -2051188.095245 + Penalty 1938.668433 = -2049249.426812 nChanged 75 SP:Iteration 56Q (1784.278164 sec): 3 clusters Score: Raw -2051202.470192 + Penalty 1938.668433 = -2049263.801759 nChanged 64 SP:Iteration 57Q (1784.363141 sec): 3 clusters Score: Raw -2051214.331240 + Penalty 1938.668433 = -2049275.662807 nChanged 73 SP:Iteration 58Q (1784.440541 sec): 3 clusters Score: Raw -2051227.673387 + Penalty 1938.668433 = -2049289.004954 nChanged 57 SP:Iteration 59Q (1784.516739 sec): 3 clusters Score: Raw -2051238.502772 + Penalty 1938.668433 = -2049299.834339 nChanged 55 SP:Iteration 60F (1784.595756 sec): 3 clusters Score: Raw -2051249.075168 + Penalty 1938.668433 = -2049310.406735 nChanged 58 SP:Iteration 61Q (1784.671595 sec): 3 clusters Score: Raw -2051258.907608 + Penalty 1938.668433 = -2049320.239175 nChanged 50 SP:Iteration 62Q (1784.748601 sec): 3 clusters Score: Raw -2051268.801898 + Penalty 1938.668433 = -2049330.133465 nChanged 54 SP:Iteration 63Q (1784.825333 sec): 3 clusters Score: Raw -2051278.709378 + Penalty 1938.668433 = -2049340.040945 nChanged 63 SP:Iteration 64Q (1784.896126 sec): 3 clusters Score: Raw -2051294.113354 + Penalty 1938.668433 = -2049355.444921 nChanged 65 SP:Iteration 65Q (1784.974006 sec): 3 clusters Score: Raw -2051307.402533 + Penalty 1938.668433 = -2049368.734100 nChanged 55 SP:Iteration 66Q (1785.039141 sec): 3 clusters Score: Raw -2051318.146349 + Penalty 1938.668433 = -2049379.477916 nChanged 51 SP:Iteration 67Q (1785.110812 sec): 3 clusters Score: Raw -2051329.416419 + Penalty 1938.668433 = -2049390.747986 nChanged 48 SP:Iteration 68Q (1785.178269 sec): 3 clusters Score: Raw -2051337.610281 + Penalty 1938.668433 = -2049398.941848 nChanged 35 SP:Iteration 69Q (1785.255427 sec): 3 clusters Score: Raw -2051343.790761 + Penalty 1938.668433 = -2049405.122328 nChanged 36 SP:Iteration 70Q (1785.333291 sec): 3 clusters Score: Raw -2051349.946582 + Penalty 1938.668433 = -2049411.278149 nChanged 30 SP:Iteration 71Q (1785.402537 sec): 3 clusters Score: Raw -2051355.140414 + Penalty 1938.668433 = -2049416.471981 nChanged 30 SP:Iteration 72Q (1785.484020 sec): 3 clusters Score: Raw -2051360.462142 + Penalty 1938.668433 = -2049421.793709 nChanged 25 SP:Iteration 73Q (1785.554595 sec): 3 clusters Score: Raw -2051364.594852 + Penalty 1938.668433 = -2049425.926419 nChanged 17 SP:Iteration 74Q (1785.624426 sec): 3 clusters Score: Raw -2051367.097343 + Penalty 1938.668433 = -2049428.428910 nChanged 16 SP:Iteration 75Q (1785.699674 sec): 3 clusters Score: Raw -2051369.230328 + Penalty 1938.668433 = -2049430.561895 nChanged 11 SP:Iteration 76Q (1785.771628 sec): 3 clusters Score: Raw -2051370.540952 + Penalty 1938.668433 = -2049431.872519 nChanged 16 SP:Iteration 77Q (1785.834182 sec): 3 clusters Score: Raw -2051372.434612 + Penalty 1938.668433 = -2049433.766179 nChanged 20 SP:Iteration 78Q (1785.899180 sec): 3 clusters Score: Raw -2051375.024889 + Penalty 1938.668433 = -2049436.356456 nChanged 17 SP:Iteration 79Q (1785.976838 sec): 3 clusters Score: Raw -2051377.813525 + Penalty 1938.668433 = -2049439.145092 nChanged 19 SP:Iteration 80F (1786.042043 sec): 3 clusters Score: Raw -2051380.452683 + Penalty 1938.668433 = -2049441.784250 nChanged 12 SP:Iteration 81Q (1786.118556 sec): 3 clusters Score: Raw -2051381.905107 + Penalty 1938.668433 = -2049443.236674 nChanged 12 SP:Iteration 82Q (1786.178870 sec): 3 clusters Score: Raw -2051383.506003 + Penalty 1938.668433 = -2049444.837570 nChanged 10 SP:Iteration 83Q (1786.249777 sec): 3 clusters Score: Raw -2051384.579761 + Penalty 1938.668433 = -2049445.911328 nChanged 8 SP:Iteration 84Q (1786.318284 sec): 3 clusters Score: Raw -2051385.980459 + Penalty 1938.668433 = -2049447.312026 nChanged 12 SP:Iteration 85Q (1786.387707 sec): 3 clusters Score: Raw -2051387.910150 + Penalty 1938.668433 = -2049449.241717 nChanged 8 SP:Iteration 86Q (1786.452985 sec): 3 clusters Score: Raw -2051389.513135 + Penalty 1938.668433 = -2049450.844702 nChanged 16 SP:Iteration 87Q (1786.534188 sec): 3 clusters Score: Raw -2051391.514218 + Penalty 1938.668433 = -2049452.845785 nChanged 7 SP:Iteration 88Q (1786.597494 sec): 3 clusters Score: Raw -2051392.212238 + Penalty 1938.668433 = -2049453.543805 nChanged 1 SP:Iteration 89Q (1786.678223 sec): 3 clusters Score: Raw -2051392.279800 + Penalty 1938.668433 = -2049453.611367 nChanged 3 SP:Iteration 90Q (1786.743885 sec): 3 clusters Score: Raw -2051392.691764 + Penalty 1938.668433 = -2049454.023331 nChanged 1 SP:Iteration 91Q (1786.829782 sec): 3 clusters Score: Raw -2051392.731899 + Penalty 1938.668433 = -2049454.063466 nChanged 0 SP:Iteration 92F (1786.904503 sec): 3 clusters Score: Raw -2051392.731899 + Penalty 1938.668433 = -2049454.063466 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1786.932747 sec): 2 clusters Score: Raw -167650.691542 + Penalty 726.358203 = -166924.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1786.982315 sec): 3 clusters Score: Raw -166624.288239 + Penalty 1452.716407 = -165171.571832 nChanged 845 SP:Iteration 1F (1787.034333 sec): 3 clusters Score: Raw -167280.843435 + Penalty 1452.716407 = -165828.127028 nChanged 200 SP:Iteration 2F (1787.080571 sec): 3 clusters Score: Raw -167455.403192 + Penalty 1452.716407 = -166002.686785 nChanged 162 SP:Iteration 3F (1787.124907 sec): 3 clusters Score: Raw -167572.516025 + Penalty 1452.716407 = -166119.799618 nChanged 100 SP:Iteration 4Q (1787.160926 sec): 3 clusters Score: Raw -167652.598419 + Penalty 1452.716407 = -166199.882012 nChanged 78 SP:Iteration 5Q (1787.206990 sec): 3 clusters Score: Raw -167704.588112 + Penalty 1452.716407 = -166251.871705 nChanged 65 SP:Iteration 6Q (1787.253243 sec): 3 clusters Score: Raw -167750.767946 + Penalty 1452.716407 = -166298.051539 nChanged 62 SP:Iteration 7Q (1787.302018 sec): 3 clusters Score: Raw -167794.088424 + Penalty 1452.716407 = -166341.372017 nChanged 53 SP:Iteration 8Q (1787.344967 sec): 3 clusters Score: Raw -167832.446863 + Penalty 1452.716407 = -166379.730456 nChanged 45 SP:Iteration 9Q (1787.396867 sec): 3 clusters Score: Raw -167854.839339 + Penalty 1452.716407 = -166402.122933 nChanged 27 SP:Iteration 10Q (1787.439193 sec): 3 clusters Score: Raw -167864.870305 + Penalty 1452.716407 = -166412.153899 nChanged 15 SP:Iteration 11Q (1787.481127 sec): 3 clusters Score: Raw -167872.039820 + Penalty 1452.716407 = -166419.323414 nChanged 14 SP:Iteration 12Q (1787.535469 sec): 3 clusters Score: Raw -167877.723697 + Penalty 1452.716407 = -166425.007290 nChanged 13 SP:Iteration 13Q (1787.577633 sec): 3 clusters Score: Raw -167885.127429 + Penalty 1452.716407 = -166432.411022 nChanged 14 SP:Iteration 14Q (1787.634178 sec): 3 clusters Score: Raw -167892.488492 + Penalty 1452.716407 = -166439.772085 nChanged 13 SP:Iteration 15Q (1787.676576 sec): 3 clusters Score: Raw -167897.732611 + Penalty 1452.716407 = -166445.016204 nChanged 15 SP:Iteration 16Q (1787.727606 sec): 3 clusters Score: Raw -167903.577974 + Penalty 1452.716407 = -166450.861567 nChanged 16 SP:Iteration 17Q (1787.774421 sec): 3 clusters Score: Raw -167911.817690 + Penalty 1452.716407 = -166459.101283 nChanged 11 SP:Iteration 18Q (1787.819670 sec): 3 clusters Score: Raw -167915.992415 + Penalty 1452.716407 = -166463.276008 nChanged 8 SP:Iteration 19Q (1787.871686 sec): 3 clusters Score: Raw -167922.234849 + Penalty 1452.716407 = -166469.518442 nChanged 8 SP:Iteration 20F (1787.920277 sec): 3 clusters Score: Raw -167926.766425 + Penalty 1452.716407 = -166474.050019 nChanged 8 SP:Iteration 21Q (1787.969933 sec): 3 clusters Score: Raw -167931.019840 + Penalty 1452.716407 = -166478.303433 nChanged 7 SP:Iteration 22Q (1788.017422 sec): 3 clusters Score: Raw -167934.511875 + Penalty 1452.716407 = -166481.795469 nChanged 9 SP:Iteration 23Q (1788.074634 sec): 3 clusters Score: Raw -167941.073788 + Penalty 1452.716407 = -166488.357381 nChanged 12 SP:Iteration 24Q (1788.111113 sec): 3 clusters Score: Raw -167949.064649 + Penalty 1452.716407 = -166496.348242 nChanged 12 SP:Iteration 25Q (1788.173388 sec): 3 clusters Score: Raw -167954.781753 + Penalty 1452.716407 = -166502.065346 nChanged 9 SP:Iteration 26Q (1788.217342 sec): 3 clusters Score: Raw -167960.673796 + Penalty 1452.716407 = -166507.957389 nChanged 11 SP:Iteration 27Q (1788.253630 sec): 3 clusters Score: Raw -167968.418138 + Penalty 1452.716407 = -166515.701731 nChanged 12 SP:Iteration 28Q (1788.298718 sec): 3 clusters Score: Raw -167976.661850 + Penalty 1452.716407 = -166523.945443 nChanged 8 SP:Iteration 29Q (1788.343984 sec): 3 clusters Score: Raw -167979.999800 + Penalty 1452.716407 = -166527.283393 nChanged 8 SP:Iteration 30Q (1788.393264 sec): 3 clusters Score: Raw -167982.427358 + Penalty 1452.716407 = -166529.710951 nChanged 2 SP:Iteration 31Q (1788.446365 sec): 3 clusters Score: Raw -167983.159657 + Penalty 1452.716407 = -166530.443250 nChanged 2 SP:Iteration 32Q (1788.492174 sec): 3 clusters Score: Raw -167984.895437 + Penalty 1452.716407 = -166532.179030 nChanged 3 SP:Iteration 33Q (1788.547839 sec): 3 clusters Score: Raw -167985.701639 + Penalty 1452.716407 = -166532.985232 nChanged 1 SP:Iteration 34Q (1788.591430 sec): 3 clusters Score: Raw -167986.238139 + Penalty 1452.716407 = -166533.521732 nChanged 0 SP:Iteration 35F (1788.637272 sec): 3 clusters Score: Raw -167986.238139 + Penalty 1452.716407 = -166533.521732 nChanged 0 Trying to split cluster 3 (20881 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1788.690464 sec): 2 clusters Score: Raw -1504150.024038 + Penalty 944.926519 = -1503205.097519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1788.761917 sec): 3 clusters Score: Raw -1491067.923183 + Penalty 1889.853037 = -1489178.070145 nChanged 9777 SP:Iteration 1F (1788.833415 sec): 3 clusters Score: Raw -1496878.544907 + Penalty 1889.853037 = -1494988.691869 nChanged 1071 SP:Iteration 2F (1788.895792 sec): 3 clusters Score: Raw -1497259.076974 + Penalty 1889.853037 = -1495369.223936 nChanged 1007 SP:Iteration 3Q (1788.969887 sec): 3 clusters Score: Raw -1497690.670303 + Penalty 1889.853037 = -1495800.817265 nChanged 1067 SP:Iteration 4F (1789.041295 sec): 3 clusters Score: Raw -1498258.887130 + Penalty 1889.853037 = -1496369.034093 nChanged 1196 SP:Iteration 5F (1789.115993 sec): 3 clusters Score: Raw -1499010.675842 + Penalty 1889.853037 = -1497120.822805 nChanged 1234 SP:Iteration 6F (1789.195575 sec): 3 clusters Score: Raw -1499914.365484 + Penalty 1889.853037 = -1498024.512447 nChanged 1147 SP:Iteration 7F (1789.258648 sec): 3 clusters Score: Raw -1500730.798763 + Penalty 1889.853037 = -1498840.945726 nChanged 938 SP:Iteration 8Q (1789.337889 sec): 3 clusters Score: Raw -1501310.919642 + Penalty 1889.853037 = -1499421.066605 nChanged 698 SP:Iteration 9Q (1789.418127 sec): 3 clusters Score: Raw -1501659.971197 + Penalty 1889.853037 = -1499770.118160 nChanged 533 SP:Iteration 10Q (1789.481188 sec): 3 clusters Score: Raw -1501902.113019 + Penalty 1889.853037 = -1500012.259982 nChanged 431 SP:Iteration 11Q (1789.554479 sec): 3 clusters Score: Raw -1502096.164867 + Penalty 1889.853037 = -1500206.311829 nChanged 398 SP:Iteration 12Q (1789.629309 sec): 3 clusters Score: Raw -1502278.426739 + Penalty 1889.853037 = -1500388.573702 nChanged 389 SP:Iteration 13Q (1789.696828 sec): 3 clusters Score: Raw -1502468.276232 + Penalty 1889.853037 = -1500578.423195 nChanged 372 SP:Iteration 14Q (1789.768264 sec): 3 clusters Score: Raw -1502655.783057 + Penalty 1889.853037 = -1500765.930020 nChanged 362 SP:Iteration 15Q (1789.839636 sec): 3 clusters Score: Raw -1502840.033179 + Penalty 1889.853037 = -1500950.180142 nChanged 351 SP:Iteration 16Q (1789.898448 sec): 3 clusters Score: Raw -1503012.337930 + Penalty 1889.853037 = -1501122.484893 nChanged 352 SP:Iteration 17Q (1789.979729 sec): 3 clusters Score: Raw -1503190.226852 + Penalty 1889.853037 = -1501300.373815 nChanged 328 SP:Iteration 18Q (1790.051393 sec): 3 clusters Score: Raw -1503340.054465 + Penalty 1889.853037 = -1501450.201428 nChanged 286 SP:Iteration 19Q (1790.115525 sec): 3 clusters Score: Raw -1503473.087294 + Penalty 1889.853037 = -1501583.234256 nChanged 253 SP:Iteration 20F (1790.189226 sec): 3 clusters Score: Raw -1503583.608529 + Penalty 1889.853037 = -1501693.755491 nChanged 212 SP:Iteration 21Q (1790.258816 sec): 3 clusters Score: Raw -1503685.957659 + Penalty 1889.853037 = -1501796.104622 nChanged 209 SP:Iteration 22Q (1790.340903 sec): 3 clusters Score: Raw -1503794.890582 + Penalty 1889.853037 = -1501905.037545 nChanged 181 SP:Iteration 23Q (1790.413349 sec): 3 clusters Score: Raw -1503881.045635 + Penalty 1889.853037 = -1501991.192598 nChanged 165 SP:Iteration 24Q (1790.484170 sec): 3 clusters Score: Raw -1503955.311637 + Penalty 1889.853037 = -1502065.458599 nChanged 143 SP:Iteration 25Q (1790.544549 sec): 3 clusters Score: Raw -1504018.393012 + Penalty 1889.853037 = -1502128.539975 nChanged 124 SP:Iteration 26Q (1790.608081 sec): 3 clusters Score: Raw -1504070.559168 + Penalty 1889.853037 = -1502180.706131 nChanged 98 SP:Iteration 27Q (1790.688167 sec): 3 clusters Score: Raw -1504106.726763 + Penalty 1889.853037 = -1502216.873725 nChanged 86 SP:Iteration 28Q (1790.758920 sec): 3 clusters Score: Raw -1504140.633943 + Penalty 1889.853037 = -1502250.780905 nChanged 62 SP:Iteration 29Q (1790.829084 sec): 3 clusters Score: Raw -1504166.627108 + Penalty 1889.853037 = -1502276.774071 nChanged 61 SP:Iteration 30Q (1790.885202 sec): 3 clusters Score: Raw -1504205.256998 + Penalty 1889.853037 = -1502315.403961 nChanged 59 SP:Iteration 31Q (1790.936621 sec): 3 clusters Score: Raw -1504237.943597 + Penalty 1889.853037 = -1502348.090560 nChanged 48 SP:Iteration 32Q (1790.998225 sec): 3 clusters Score: Raw -1504255.789631 + Penalty 1889.853037 = -1502365.936594 nChanged 31 SP:Iteration 33Q (1791.069719 sec): 3 clusters Score: Raw -1504265.710720 + Penalty 1889.853037 = -1502375.857683 nChanged 20 SP:Iteration 34Q (1791.127966 sec): 3 clusters Score: Raw -1504273.554786 + Penalty 1889.853037 = -1502383.701748 nChanged 28 SP:Iteration 35Q (1791.197903 sec): 3 clusters Score: Raw -1504285.151248 + Penalty 1889.853037 = -1502395.298211 nChanged 25 SP:Iteration 36Q (1791.257190 sec): 3 clusters Score: Raw -1504295.385502 + Penalty 1889.853037 = -1502405.532465 nChanged 20 SP:Iteration 37Q (1791.324035 sec): 3 clusters Score: Raw -1504305.552588 + Penalty 1889.853037 = -1502415.699551 nChanged 27 SP:Iteration 38Q (1791.384524 sec): 3 clusters Score: Raw -1504314.680494 + Penalty 1889.853037 = -1502424.827457 nChanged 23 SP:Iteration 39Q (1791.458787 sec): 3 clusters Score: Raw -1504322.015627 + Penalty 1889.853037 = -1502432.162590 nChanged 20 SP:Iteration 40F (1791.528140 sec): 3 clusters Score: Raw -1504330.535785 + Penalty 1889.853037 = -1502440.682747 nChanged 20 SP:Iteration 41Q (1791.585131 sec): 3 clusters Score: Raw -1504339.535878 + Penalty 1889.853037 = -1502449.682840 nChanged 17 SP:Iteration 42Q (1791.650188 sec): 3 clusters Score: Raw -1504346.104792 + Penalty 1889.853037 = -1502456.251755 nChanged 19 SP:Iteration 43Q (1791.720880 sec): 3 clusters Score: Raw -1504354.181502 + Penalty 1889.853037 = -1502464.328465 nChanged 14 SP:Iteration 44Q (1791.776071 sec): 3 clusters Score: Raw -1504360.225397 + Penalty 1889.853037 = -1502470.372359 nChanged 15 SP:Iteration 45Q (1791.825539 sec): 3 clusters Score: Raw -1504366.223204 + Penalty 1889.853037 = -1502476.370166 nChanged 17 SP:Iteration 46Q (1791.895541 sec): 3 clusters Score: Raw -1504372.718451 + Penalty 1889.853037 = -1502482.865414 nChanged 11 SP:Iteration 47Q (1791.952322 sec): 3 clusters Score: Raw -1504376.739779 + Penalty 1889.853037 = -1502486.886741 nChanged 9 SP:Iteration 48Q (1792.015383 sec): 3 clusters Score: Raw -1504379.650438 + Penalty 1889.853037 = -1502489.797400 nChanged 6 SP:Iteration 49Q (1792.077251 sec): 3 clusters Score: Raw -1504381.319164 + Penalty 1889.853037 = -1502491.466127 nChanged 4 SP:Iteration 50Q (1792.147956 sec): 3 clusters Score: Raw -1504382.907281 + Penalty 1889.853037 = -1502493.054244 nChanged 2 SP:Iteration 51Q (1792.212077 sec): 3 clusters Score: Raw -1504383.310754 + Penalty 1889.853037 = -1502493.457717 nChanged 2 SP:Iteration 52Q (1792.268908 sec): 3 clusters Score: Raw -1504383.954191 + Penalty 1889.853037 = -1502494.101153 nChanged 2 SP:Iteration 53Q (1792.331931 sec): 3 clusters Score: Raw -1504384.371879 + Penalty 1889.853037 = -1502494.518841 nChanged 1 SP:Iteration 54Q (1792.401170 sec): 3 clusters Score: Raw -1504384.438116 + Penalty 1889.853037 = -1502494.585079 nChanged 0 SP:Iteration 55F (1792.464844 sec): 3 clusters Score: Raw -1504384.438116 + Penalty 1889.853037 = -1502494.585079 nChanged 0 Trying to split cluster 4 (16986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1792.503508 sec): 2 clusters Score: Raw -1233550.984907 + Penalty 925.313752 = -1232625.671155 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1792.568681 sec): 3 clusters Score: Raw -1223097.548175 + Penalty 1850.627503 = -1221246.920672 nChanged 7711 SP:Iteration 1F (1792.642661 sec): 3 clusters Score: Raw -1227307.282979 + Penalty 1850.627503 = -1225456.655475 nChanged 845 SP:Iteration 2Q (1792.708477 sec): 3 clusters Score: Raw -1227605.434529 + Penalty 1850.627503 = -1225754.807026 nChanged 844 SP:Iteration 3Q (1792.781804 sec): 3 clusters Score: Raw -1227940.391202 + Penalty 1850.627503 = -1226089.763699 nChanged 810 SP:Iteration 4Q (1792.838546 sec): 3 clusters Score: Raw -1228316.223782 + Penalty 1850.627503 = -1226465.596279 nChanged 815 SP:Iteration 5Q (1792.916932 sec): 3 clusters Score: Raw -1228756.390290 + Penalty 1850.627503 = -1226905.762786 nChanged 882 SP:Iteration 6F (1792.982318 sec): 3 clusters Score: Raw -1229278.124964 + Penalty 1850.627503 = -1227427.497460 nChanged 943 SP:Iteration 7F (1793.049709 sec): 3 clusters Score: Raw -1229914.110700 + Penalty 1850.627503 = -1228063.483196 nChanged 988 SP:Iteration 8F (1793.105883 sec): 3 clusters Score: Raw -1230576.279176 + Penalty 1850.627503 = -1228725.651673 nChanged 908 SP:Iteration 9F (1793.181079 sec): 3 clusters Score: Raw -1231145.433954 + Penalty 1850.627503 = -1229294.806451 nChanged 775 SP:Iteration 10Q (1793.251737 sec): 3 clusters Score: Raw -1231554.729827 + Penalty 1850.627503 = -1229704.102323 nChanged 582 SP:Iteration 11Q (1793.319977 sec): 3 clusters Score: Raw -1231787.698573 + Penalty 1850.627503 = -1229937.071070 nChanged 411 SP:Iteration 12Q (1793.387092 sec): 3 clusters Score: Raw -1231920.959280 + Penalty 1850.627503 = -1230070.331776 nChanged 300 SP:Iteration 13Q (1793.453298 sec): 3 clusters Score: Raw -1232008.585662 + Penalty 1850.627503 = -1230157.958159 nChanged 262 SP:Iteration 14Q (1793.522795 sec): 3 clusters Score: Raw -1232085.253803 + Penalty 1850.627503 = -1230234.626300 nChanged 231 SP:Iteration 15Q (1793.584033 sec): 3 clusters Score: Raw -1232146.967560 + Penalty 1850.627503 = -1230296.340057 nChanged 225 SP:Iteration 16Q (1793.653245 sec): 3 clusters Score: Raw -1232215.210997 + Penalty 1850.627503 = -1230364.583494 nChanged 229 SP:Iteration 17Q (1793.724891 sec): 3 clusters Score: Raw -1232283.188031 + Penalty 1850.627503 = -1230432.560528 nChanged 238 SP:Iteration 18Q (1793.792102 sec): 3 clusters Score: Raw -1232354.240251 + Penalty 1850.627503 = -1230503.612748 nChanged 238 SP:Iteration 19Q (1793.858228 sec): 3 clusters Score: Raw -1232430.027144 + Penalty 1850.627503 = -1230579.399641 nChanged 239 SP:Iteration 20F (1793.930998 sec): 3 clusters Score: Raw -1232504.807567 + Penalty 1850.627503 = -1230654.180063 nChanged 214 SP:Iteration 21Q (1794.001895 sec): 3 clusters Score: Raw -1232570.748915 + Penalty 1850.627503 = -1230720.121411 nChanged 222 SP:Iteration 22Q (1794.053244 sec): 3 clusters Score: Raw -1232641.432876 + Penalty 1850.627503 = -1230790.805373 nChanged 223 SP:Iteration 23Q (1794.114271 sec): 3 clusters Score: Raw -1232710.895489 + Penalty 1850.627503 = -1230860.267985 nChanged 225 SP:Iteration 24Q (1794.191902 sec): 3 clusters Score: Raw -1232781.644392 + Penalty 1850.627503 = -1230931.016888 nChanged 223 SP:Iteration 25Q (1794.256882 sec): 3 clusters Score: Raw -1232846.595899 + Penalty 1850.627503 = -1230995.968395 nChanged 231 SP:Iteration 26Q (1794.330213 sec): 3 clusters Score: Raw -1232915.879819 + Penalty 1850.627503 = -1231065.252316 nChanged 236 SP:Iteration 27Q (1794.398055 sec): 3 clusters Score: Raw -1232986.585190 + Penalty 1850.627503 = -1231135.957687 nChanged 221 SP:Iteration 28Q (1794.456251 sec): 3 clusters Score: Raw -1233045.124405 + Penalty 1850.627503 = -1231194.496902 nChanged 182 SP:Iteration 29Q (1794.522980 sec): 3 clusters Score: Raw -1233087.936537 + Penalty 1850.627503 = -1231237.309034 nChanged 148 SP:Iteration 30Q (1794.597488 sec): 3 clusters Score: Raw -1233116.873309 + Penalty 1850.627503 = -1231266.245806 nChanged 129 SP:Iteration 31Q (1794.667932 sec): 3 clusters Score: Raw -1233142.752242 + Penalty 1850.627503 = -1231292.124739 nChanged 130 SP:Iteration 32Q (1794.736471 sec): 3 clusters Score: Raw -1233165.462737 + Penalty 1850.627503 = -1231314.835234 nChanged 106 SP:Iteration 33Q (1794.806773 sec): 3 clusters Score: Raw -1233184.590106 + Penalty 1850.627503 = -1231333.962603 nChanged 99 SP:Iteration 34Q (1794.875523 sec): 3 clusters Score: Raw -1233201.560695 + Penalty 1850.627503 = -1231350.933192 nChanged 96 SP:Iteration 35Q (1794.934430 sec): 3 clusters Score: Raw -1233224.304386 + Penalty 1850.627503 = -1231373.676883 nChanged 107 SP:Iteration 36Q (1795.012416 sec): 3 clusters Score: Raw -1233251.452680 + Penalty 1850.627503 = -1231400.825177 nChanged 113 SP:Iteration 37Q (1795.066894 sec): 3 clusters Score: Raw -1233292.031387 + Penalty 1850.627503 = -1231441.403884 nChanged 113 SP:Iteration 38Q (1795.141687 sec): 3 clusters Score: Raw -1233346.263653 + Penalty 1850.627503 = -1231495.636149 nChanged 132 SP:Iteration 39Q (1795.199693 sec): 3 clusters Score: Raw -1233424.216419 + Penalty 1850.627503 = -1231573.588916 nChanged 149 SP:Iteration 40F (1795.269268 sec): 3 clusters Score: Raw -1233515.510102 + Penalty 1850.627503 = -1231664.882599 nChanged 154 SP:Iteration 41Q (1795.322188 sec): 3 clusters Score: Raw -1233597.146325 + Penalty 1850.627503 = -1231746.518821 nChanged 137 SP:Iteration 42Q (1795.396445 sec): 3 clusters Score: Raw -1233643.225018 + Penalty 1850.627503 = -1231792.597515 nChanged 121 SP:Iteration 43Q (1795.465556 sec): 3 clusters Score: Raw -1233675.432116 + Penalty 1850.627503 = -1231824.804612 nChanged 108 SP:Iteration 44Q (1795.533296 sec): 3 clusters Score: Raw -1233700.523777 + Penalty 1850.627503 = -1231849.896273 nChanged 106 SP:Iteration 45Q (1795.600030 sec): 3 clusters Score: Raw -1233723.208718 + Penalty 1850.627503 = -1231872.581215 nChanged 93 SP:Iteration 46Q (1795.653810 sec): 3 clusters Score: Raw -1233745.662651 + Penalty 1850.627503 = -1231895.035148 nChanged 101 SP:Iteration 47Q (1795.729821 sec): 3 clusters Score: Raw -1233768.186573 + Penalty 1850.627503 = -1231917.559069 nChanged 95 SP:Iteration 48Q (1795.790802 sec): 3 clusters Score: Raw -1233789.657852 + Penalty 1850.627503 = -1231939.030348 nChanged 105 SP:Iteration 49Q (1795.845689 sec): 3 clusters Score: Raw -1233813.421736 + Penalty 1850.627503 = -1231962.794232 nChanged 108 SP:Iteration 50Q (1795.913784 sec): 3 clusters Score: Raw -1233838.099286 + Penalty 1850.627503 = -1231987.471783 nChanged 106 SP:Iteration 51Q (1795.987440 sec): 3 clusters Score: Raw -1233860.969050 + Penalty 1850.627503 = -1232010.341547 nChanged 105 SP:Iteration 52Q (1796.040841 sec): 3 clusters Score: Raw -1233882.616857 + Penalty 1850.627503 = -1232031.989354 nChanged 91 SP:Iteration 53Q (1796.112714 sec): 3 clusters Score: Raw -1233897.838110 + Penalty 1850.627503 = -1232047.210606 nChanged 74 SP:Iteration 54Q (1796.172759 sec): 3 clusters Score: Raw -1233908.264063 + Penalty 1850.627503 = -1232057.636560 nChanged 57 SP:Iteration 55Q (1796.240206 sec): 3 clusters Score: Raw -1233915.667452 + Penalty 1850.627503 = -1232065.039949 nChanged 52 SP:Iteration 56Q (1796.299145 sec): 3 clusters Score: Raw -1233922.234006 + Penalty 1850.627503 = -1232071.606503 nChanged 54 SP:Iteration 57Q (1796.372510 sec): 3 clusters Score: Raw -1233928.795625 + Penalty 1850.627503 = -1232078.168122 nChanged 40 SP:Iteration 58Q (1796.436097 sec): 3 clusters Score: Raw -1233933.466763 + Penalty 1850.627503 = -1232082.839260 nChanged 37 SP:Iteration 59Q (1796.492725 sec): 3 clusters Score: Raw -1233937.602241 + Penalty 1850.627503 = -1232086.974738 nChanged 30 SP:Iteration 60F (1796.557284 sec): 3 clusters Score: Raw -1233941.295576 + Penalty 1850.627503 = -1232090.668072 nChanged 35 SP:Iteration 61Q (1796.614668 sec): 3 clusters Score: Raw -1233946.079402 + Penalty 1850.627503 = -1232095.451899 nChanged 36 SP:Iteration 62Q (1796.690349 sec): 3 clusters Score: Raw -1233950.149835 + Penalty 1850.627503 = -1232099.522332 nChanged 37 SP:Iteration 63Q (1796.748598 sec): 3 clusters Score: Raw -1233954.188678 + Penalty 1850.627503 = -1232103.561175 nChanged 27 SP:Iteration 64Q (1796.810105 sec): 3 clusters Score: Raw -1233957.834958 + Penalty 1850.627503 = -1232107.207454 nChanged 31 SP:Iteration 65Q (1796.887113 sec): 3 clusters Score: Raw -1233961.414145 + Penalty 1850.627503 = -1232110.786641 nChanged 32 SP:Iteration 66Q (1796.951075 sec): 3 clusters Score: Raw -1233964.394502 + Penalty 1850.627503 = -1232113.766999 nChanged 31 SP:Iteration 67Q (1797.015820 sec): 3 clusters Score: Raw -1233967.285391 + Penalty 1850.627503 = -1232116.657887 nChanged 26 SP:Iteration 68Q (1797.076797 sec): 3 clusters Score: Raw -1233970.441972 + Penalty 1850.627503 = -1232119.814469 nChanged 30 SP:Iteration 69Q (1797.136993 sec): 3 clusters Score: Raw -1233973.437803 + Penalty 1850.627503 = -1232122.810300 nChanged 29 SP:Iteration 70Q (1797.208827 sec): 3 clusters Score: Raw -1233976.083036 + Penalty 1850.627503 = -1232125.455532 nChanged 28 SP:Iteration 71Q (1797.275307 sec): 3 clusters Score: Raw -1233978.897539 + Penalty 1850.627503 = -1232128.270036 nChanged 36 SP:Iteration 72Q (1797.329050 sec): 3 clusters Score: Raw -1233983.664876 + Penalty 1850.627503 = -1232133.037373 nChanged 39 SP:Iteration 73Q (1797.403459 sec): 3 clusters Score: Raw -1233988.109810 + Penalty 1850.627503 = -1232137.482307 nChanged 35 SP:Iteration 74Q (1797.467267 sec): 3 clusters Score: Raw -1233992.419475 + Penalty 1850.627503 = -1232141.791972 nChanged 36 SP:Iteration 75Q (1797.528770 sec): 3 clusters Score: Raw -1233996.754276 + Penalty 1850.627503 = -1232146.126772 nChanged 35 SP:Iteration 76Q (1797.599057 sec): 3 clusters Score: Raw -1234001.058244 + Penalty 1850.627503 = -1232150.430741 nChanged 29 SP:Iteration 77Q (1797.652808 sec): 3 clusters Score: Raw -1234003.840503 + Penalty 1850.627503 = -1232153.212999 nChanged 19 SP:Iteration 78Q (1797.719869 sec): 3 clusters Score: Raw -1234005.789210 + Penalty 1850.627503 = -1232155.161706 nChanged 21 SP:Iteration 79Q (1797.780933 sec): 3 clusters Score: Raw -1234007.803453 + Penalty 1850.627503 = -1232157.175950 nChanged 20 SP:Iteration 80F (1797.841701 sec): 3 clusters Score: Raw -1234009.313104 + Penalty 1850.627503 = -1232158.685601 nChanged 16 SP:Iteration 81Q (1797.897751 sec): 3 clusters Score: Raw -1234010.298332 + Penalty 1850.627503 = -1232159.670828 nChanged 11 SP:Iteration 82Q (1797.965001 sec): 3 clusters Score: Raw -1234010.983571 + Penalty 1850.627503 = -1232160.356067 nChanged 10 SP:Iteration 83Q (1798.025340 sec): 3 clusters Score: Raw -1234011.737755 + Penalty 1850.627503 = -1232161.110251 nChanged 6 SP:Iteration 84Q (1798.079885 sec): 3 clusters Score: Raw -1234012.263335 + Penalty 1850.627503 = -1232161.635832 nChanged 9 SP:Iteration 85Q (1798.149107 sec): 3 clusters Score: Raw -1234012.988270 + Penalty 1850.627503 = -1232162.360766 nChanged 9 SP:Iteration 86Q (1798.215955 sec): 3 clusters Score: Raw -1234013.725138 + Penalty 1850.627503 = -1232163.097635 nChanged 9 SP:Iteration 87Q (1798.272225 sec): 3 clusters Score: Raw -1234014.640200 + Penalty 1850.627503 = -1232164.012697 nChanged 13 SP:Iteration 88Q (1798.332241 sec): 3 clusters Score: Raw -1234015.886119 + Penalty 1850.627503 = -1232165.258616 nChanged 15 SP:Iteration 89Q (1798.389976 sec): 3 clusters Score: Raw -1234016.774188 + Penalty 1850.627503 = -1232166.146684 nChanged 7 SP:Iteration 90Q (1798.442252 sec): 3 clusters Score: Raw -1234017.154430 + Penalty 1850.627503 = -1232166.526926 nChanged 7 SP:Iteration 91Q (1798.501997 sec): 3 clusters Score: Raw -1234017.582111 + Penalty 1850.627503 = -1232166.954607 nChanged 7 SP:Iteration 92Q (1798.568436 sec): 3 clusters Score: Raw -1234017.884712 + Penalty 1850.627503 = -1232167.257208 nChanged 4 SP:Iteration 93Q (1798.629994 sec): 3 clusters Score: Raw -1234018.013561 + Penalty 1850.627503 = -1232167.386057 nChanged 2 SP:Iteration 94Q (1798.705827 sec): 3 clusters Score: Raw -1234018.114783 + Penalty 1850.627503 = -1232167.487280 nChanged 3 SP:Iteration 95Q (1798.764341 sec): 3 clusters Score: Raw -1234018.334041 + Penalty 1850.627503 = -1232167.706538 nChanged 2 SP:Iteration 96Q (1798.836150 sec): 3 clusters Score: Raw -1234018.410023 + Penalty 1850.627503 = -1232167.782520 nChanged 2 SP:Iteration 97Q (1798.887727 sec): 3 clusters Score: Raw -1234018.497764 + Penalty 1850.627503 = -1232167.870261 nChanged 1 SP:Iteration 98Q (1798.945713 sec): 3 clusters Score: Raw -1234018.529592 + Penalty 1850.627503 = -1232167.902089 nChanged 2 SP:Iteration 99Q (1799.016031 sec): 3 clusters Score: Raw -1234018.577553 + Penalty 1850.627503 = -1232167.950050 nChanged 1 SP:Iteration 100F (1799.091154 sec): 3 clusters Score: Raw -1234018.615410 + Penalty 1850.627503 = -1232167.987906 nChanged 1 SP:Iteration 101Q (1799.147115 sec): 3 clusters Score: Raw -1234018.656937 + Penalty 1850.627503 = -1232168.029434 nChanged 1 SP:Iteration 102Q (1799.215393 sec): 3 clusters Score: Raw -1234018.677753 + Penalty 1850.627503 = -1232168.050250 nChanged 0 SP:Iteration 103F (1799.279747 sec): 3 clusters Score: Raw -1234018.677753 + Penalty 1850.627503 = -1232168.050250 nChanged 0 Trying to split cluster 5 (2033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1799.303551 sec): 2 clusters Score: Raw -144145.377090 + Penalty 723.640442 = -143421.736648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1799.349635 sec): 3 clusters Score: Raw -143140.908382 + Penalty 1447.280885 = -141693.627497 nChanged 797 SP:Iteration 1F (1799.396436 sec): 3 clusters Score: Raw -143570.736663 + Penalty 1447.280885 = -142123.455779 nChanged 145 SP:Iteration 2F (1799.444645 sec): 3 clusters Score: Raw -143662.884367 + Penalty 1447.280885 = -142215.603482 nChanged 109 SP:Iteration 3F (1799.490915 sec): 3 clusters Score: Raw -143744.830286 + Penalty 1447.280885 = -142297.549402 nChanged 101 SP:Iteration 4Q (1799.532333 sec): 3 clusters Score: Raw -143818.867276 + Penalty 1447.280885 = -142371.586392 nChanged 97 SP:Iteration 5Q (1799.573662 sec): 3 clusters Score: Raw -143881.097449 + Penalty 1447.280885 = -142433.816565 nChanged 79 SP:Iteration 6Q (1799.622392 sec): 3 clusters Score: Raw -143921.920697 + Penalty 1447.280885 = -142474.639812 nChanged 64 SP:Iteration 7Q (1799.661290 sec): 3 clusters Score: Raw -143963.758712 + Penalty 1447.280885 = -142516.477828 nChanged 70 SP:Iteration 8Q (1799.709882 sec): 3 clusters Score: Raw -144011.324579 + Penalty 1447.280885 = -142564.043695 nChanged 66 SP:Iteration 9Q (1799.757553 sec): 3 clusters Score: Raw -144063.288046 + Penalty 1447.280885 = -142616.007161 nChanged 52 SP:Iteration 10Q (1799.809169 sec): 3 clusters Score: Raw -144098.737813 + Penalty 1447.280885 = -142651.456929 nChanged 49 SP:Iteration 11Q (1799.854449 sec): 3 clusters Score: Raw -144132.063509 + Penalty 1447.280885 = -142684.782624 nChanged 48 SP:Iteration 12Q (1799.914955 sec): 3 clusters Score: Raw -144157.359657 + Penalty 1447.280885 = -142710.078772 nChanged 38 SP:Iteration 13Q (1799.962539 sec): 3 clusters Score: Raw -144176.558184 + Penalty 1447.280885 = -142729.277300 nChanged 29 SP:Iteration 14Q (1800.007169 sec): 3 clusters Score: Raw -144195.200402 + Penalty 1447.280885 = -142747.919517 nChanged 30 SP:Iteration 15Q (1800.047802 sec): 3 clusters Score: Raw -144214.960590 + Penalty 1447.280885 = -142767.679706 nChanged 29 SP:Iteration 16Q (1800.095815 sec): 3 clusters Score: Raw -144232.290631 + Penalty 1447.280885 = -142785.009747 nChanged 33 SP:Iteration 17Q (1800.142498 sec): 3 clusters Score: Raw -144251.229471 + Penalty 1447.280885 = -142803.948586 nChanged 38 SP:Iteration 18Q (1800.190697 sec): 3 clusters Score: Raw -144273.297514 + Penalty 1447.280885 = -142826.016630 nChanged 33 SP:Iteration 19Q (1800.240413 sec): 3 clusters Score: Raw -144300.626051 + Penalty 1447.280885 = -142853.345167 nChanged 49 SP:Iteration 20F (1800.299094 sec): 3 clusters Score: Raw -144346.040402 + Penalty 1447.280885 = -142898.759517 nChanged 63 SP:Iteration 21Q (1800.343236 sec): 3 clusters Score: Raw -144412.333597 + Penalty 1447.280885 = -142965.052713 nChanged 58 SP:Iteration 22Q (1800.391672 sec): 3 clusters Score: Raw -144503.073608 + Penalty 1447.280885 = -143055.792723 nChanged 58 SP:Iteration 23Q (1800.440572 sec): 3 clusters Score: Raw -144673.797805 + Penalty 1447.280885 = -143226.516920 nChanged 56 SP:Iteration 24Q (1800.486722 sec): 3 clusters Score: Raw -144865.710534 + Penalty 1447.280885 = -143418.429649 nChanged 48 SP:Iteration 25Q (1800.531112 sec): 3 clusters Score: Raw -144969.879087 + Penalty 1447.280885 = -143522.598202 nChanged 34 SP:Iteration 26Q (1800.576113 sec): 3 clusters Score: Raw -145051.948271 + Penalty 1447.280885 = -143604.667387 nChanged 23 SP:Iteration 27Q (1800.613233 sec): 3 clusters Score: Raw -145114.814178 + Penalty 1447.280885 = -143667.533294 nChanged 20 SP:Iteration 28Q (1800.661427 sec): 3 clusters Score: Raw -145164.288701 + Penalty 1447.280885 = -143717.007816 nChanged 8 SP:Iteration 29Q (1800.711398 sec): 3 clusters Score: Raw -145189.217740 + Penalty 1447.280885 = -143741.936856 nChanged 6 SP:Iteration 30Q (1800.752587 sec): 3 clusters Score: Raw -145206.003060 + Penalty 1447.280885 = -143758.722175 nChanged 2 SP:Iteration 31Q (1800.807507 sec): 3 clusters Score: Raw -145208.903764 + Penalty 1447.280885 = -143761.622879 nChanged 1 SP:Iteration 32Q (1800.850278 sec): 3 clusters Score: Raw -145209.230827 + Penalty 1447.280885 = -143761.949943 nChanged 0 SP:Iteration 33F (1800.897498 sec): 3 clusters Score: Raw -145209.230827 + Penalty 1447.280885 = -143761.949943 nChanged 0 Score: Raw -25398957.772565 + Penalty 27934.834691 = -25371022.937874 Splitting cluster 5 changes total score from -25371169.661074 to -25371022.937874 So it's not getting split. Trying to split cluster 6 (340 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1805.024414 sec): 2 clusters Score: Raw -19112.031687 + Penalty 553.749834 = -18558.281854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1805.074169 sec): 3 clusters Score: Raw -19063.621695 + Penalty 1107.499667 = -17956.122028 nChanged 98 SP:Iteration 1F (1805.117193 sec): 3 clusters Score: Raw -19259.846812 + Penalty 1107.499667 = -18152.347144 nChanged 29 SP:Iteration 2F (1805.163227 sec): 3 clusters Score: Raw -19317.877819 + Penalty 1107.499667 = -18210.378152 nChanged 13 SP:Iteration 3Q (1805.197553 sec): 3 clusters Score: Raw -19362.318868 + Penalty 1107.499667 = -18254.819200 nChanged 8 SP:Iteration 4Q (1805.233693 sec): 3 clusters Score: Raw -19375.875427 + Penalty 1107.499667 = -18268.375760 nChanged 5 SP:Iteration 5Q (1805.264305 sec): 3 clusters Score: Raw -19380.434455 + Penalty 1107.499667 = -18272.934788 nChanged 0 SP:Iteration 6F (1805.298548 sec): 3 clusters Score: Raw -19380.434455 + Penalty 1107.499667 = -18272.934788 nChanged 0 Trying to split cluster 7 (37849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1805.370178 sec): 2 clusters Score: Raw -2840835.983591 + Penalty 1001.429185 = -2839834.554406 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1805.456310 sec): 3 clusters Score: Raw -2816695.817621 + Penalty 2002.858369 = -2814692.959252 nChanged 17814 SP:Iteration 1F (1805.548601 sec): 3 clusters Score: Raw -2827464.827056 + Penalty 2002.858369 = -2825461.968686 nChanged 2058 SP:Iteration 2F (1805.648531 sec): 3 clusters Score: Raw -2828533.547974 + Penalty 2002.858369 = -2826530.689605 nChanged 2674 SP:Iteration 3F (1805.741462 sec): 3 clusters Score: Raw -2830354.877302 + Penalty 2002.858369 = -2828352.018932 nChanged 3313 SP:Iteration 4F (1805.829885 sec): 3 clusters Score: Raw -2833228.760555 + Penalty 2002.858369 = -2831225.902186 nChanged 3412 SP:Iteration 5F (1805.921495 sec): 3 clusters Score: Raw -2836717.227029 + Penalty 2002.858369 = -2834714.368659 nChanged 2554 SP:Iteration 6F (1806.012848 sec): 3 clusters Score: Raw -2839416.312553 + Penalty 2002.858369 = -2837413.454184 nChanged 1112 SP:Iteration 7Q (1806.104114 sec): 3 clusters Score: Raw -2840523.146964 + Penalty 2002.858369 = -2838520.288594 nChanged 290 SP:Iteration 8Q (1806.188863 sec): 3 clusters Score: Raw -2840799.693172 + Penalty 2002.858369 = -2838796.834803 nChanged 62 SP:Iteration 9Q (1806.265869 sec): 3 clusters Score: Raw -2840868.887367 + Penalty 2002.858369 = -2838866.028998 nChanged 21 SP:Iteration 10Q (1806.349355 sec): 3 clusters Score: Raw -2840899.808037 + Penalty 2002.858369 = -2838896.949668 nChanged 5 SP:Iteration 11Q (1806.427198 sec): 3 clusters Score: Raw -2840905.589859 + Penalty 2002.858369 = -2838902.731489 nChanged 3 SP:Iteration 12Q (1806.509884 sec): 3 clusters Score: Raw -2840911.871458 + Penalty 2002.858369 = -2838909.013088 nChanged 2 SP:Iteration 13Q (1806.592776 sec): 3 clusters Score: Raw -2840914.819791 + Penalty 2002.858369 = -2838911.961422 nChanged 2 SP:Iteration 14Q (1806.677711 sec): 3 clusters Score: Raw -2840917.656208 + Penalty 2002.858369 = -2838914.797838 nChanged 0 SP:Iteration 15F (1806.772073 sec): 3 clusters Score: Raw -2840917.656208 + Penalty 2002.858369 = -2838914.797838 nChanged 0 Trying to split cluster 8 (2559 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1806.791823 sec): 2 clusters Score: Raw -183224.356900 + Penalty 745.500324 = -182478.856576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1806.853630 sec): 3 clusters Score: Raw -181927.845783 + Penalty 1491.000649 = -180436.845134 nChanged 1032 SP:Iteration 1F (1806.902377 sec): 3 clusters Score: Raw -182606.347530 + Penalty 1491.000649 = -181115.346882 nChanged 211 SP:Iteration 2F (1806.951936 sec): 3 clusters Score: Raw -182741.240243 + Penalty 1491.000649 = -181250.239594 nChanged 159 SP:Iteration 3F (1807.001395 sec): 3 clusters Score: Raw -182851.677641 + Penalty 1491.000649 = -181360.676993 nChanged 122 SP:Iteration 4Q (1807.046958 sec): 3 clusters Score: Raw -182938.860650 + Penalty 1491.000649 = -181447.860001 nChanged 96 SP:Iteration 5Q (1807.085217 sec): 3 clusters Score: Raw -183021.368101 + Penalty 1491.000649 = -181530.367452 nChanged 89 SP:Iteration 6Q (1807.144851 sec): 3 clusters Score: Raw -183080.577486 + Penalty 1491.000649 = -181589.576837 nChanged 80 SP:Iteration 7Q (1807.183310 sec): 3 clusters Score: Raw -183132.897253 + Penalty 1491.000649 = -181641.896604 nChanged 66 SP:Iteration 8Q (1807.232914 sec): 3 clusters Score: Raw -183170.858925 + Penalty 1491.000649 = -181679.858276 nChanged 64 SP:Iteration 9Q (1807.280327 sec): 3 clusters Score: Raw -183205.334169 + Penalty 1491.000649 = -181714.333520 nChanged 49 SP:Iteration 10Q (1807.332360 sec): 3 clusters Score: Raw -183233.818627 + Penalty 1491.000649 = -181742.817978 nChanged 39 SP:Iteration 11Q (1807.381640 sec): 3 clusters Score: Raw -183251.618243 + Penalty 1491.000649 = -181760.617595 nChanged 33 SP:Iteration 12Q (1807.427767 sec): 3 clusters Score: Raw -183265.561820 + Penalty 1491.000649 = -181774.561171 nChanged 31 SP:Iteration 13Q (1807.479596 sec): 3 clusters Score: Raw -183277.717746 + Penalty 1491.000649 = -181786.717097 nChanged 27 SP:Iteration 14Q (1807.529626 sec): 3 clusters Score: Raw -183285.393634 + Penalty 1491.000649 = -181794.392985 nChanged 10 SP:Iteration 15Q (1807.582696 sec): 3 clusters Score: Raw -183288.620969 + Penalty 1491.000649 = -181797.620320 nChanged 11 SP:Iteration 16Q (1807.638279 sec): 3 clusters Score: Raw -183291.546505 + Penalty 1491.000649 = -181800.545856 nChanged 12 SP:Iteration 17Q (1807.679283 sec): 3 clusters Score: Raw -183297.260069 + Penalty 1491.000649 = -181806.259420 nChanged 11 SP:Iteration 18Q (1807.737158 sec): 3 clusters Score: Raw -183302.617844 + Penalty 1491.000649 = -181811.617195 nChanged 10 SP:Iteration 19Q (1807.768564 sec): 3 clusters Score: Raw -183307.636304 + Penalty 1491.000649 = -181816.635655 nChanged 12 SP:Iteration 20F (1807.824249 sec): 3 clusters Score: Raw -183312.157496 + Penalty 1491.000649 = -181821.156847 nChanged 8 SP:Iteration 21Q (1807.865850 sec): 3 clusters Score: Raw -183315.695836 + Penalty 1491.000649 = -181824.695187 nChanged 8 SP:Iteration 22Q (1807.912361 sec): 3 clusters Score: Raw -183318.833921 + Penalty 1491.000649 = -181827.833272 nChanged 9 SP:Iteration 23Q (1807.952787 sec): 3 clusters Score: Raw -183323.719527 + Penalty 1491.000649 = -181832.718878 nChanged 15 SP:Iteration 24Q (1808.001259 sec): 3 clusters Score: Raw -183330.029536 + Penalty 1491.000649 = -181839.028887 nChanged 13 SP:Iteration 25Q (1808.044100 sec): 3 clusters Score: Raw -183334.920127 + Penalty 1491.000649 = -181843.919478 nChanged 15 SP:Iteration 26Q (1808.101851 sec): 3 clusters Score: Raw -183340.965808 + Penalty 1491.000649 = -181849.965159 nChanged 13 SP:Iteration 27Q (1808.141284 sec): 3 clusters Score: Raw -183345.462955 + Penalty 1491.000649 = -181854.462306 nChanged 7 SP:Iteration 28Q (1808.188752 sec): 3 clusters Score: Raw -183347.210556 + Penalty 1491.000649 = -181856.209908 nChanged 6 SP:Iteration 29Q (1808.232771 sec): 3 clusters Score: Raw -183348.642745 + Penalty 1491.000649 = -181857.642097 nChanged 6 SP:Iteration 30Q (1808.282831 sec): 3 clusters Score: Raw -183351.265085 + Penalty 1491.000649 = -181860.264436 nChanged 4 SP:Iteration 31Q (1808.321384 sec): 3 clusters Score: Raw -183352.207408 + Penalty 1491.000649 = -181861.206759 nChanged 4 SP:Iteration 32Q (1808.372351 sec): 3 clusters Score: Raw -183353.780792 + Penalty 1491.000649 = -181862.780143 nChanged 3 SP:Iteration 33Q (1808.423544 sec): 3 clusters Score: Raw -183354.680977 + Penalty 1491.000649 = -181863.680328 nChanged 2 SP:Iteration 34Q (1808.471582 sec): 3 clusters Score: Raw -183355.380185 + Penalty 1491.000649 = -181864.379536 nChanged 5 SP:Iteration 35Q (1808.512838 sec): 3 clusters Score: Raw -183356.267450 + Penalty 1491.000649 = -181865.266801 nChanged 3 SP:Iteration 36Q (1808.560975 sec): 3 clusters Score: Raw -183357.221494 + Penalty 1491.000649 = -181866.220845 nChanged 4 SP:Iteration 37Q (1808.609131 sec): 3 clusters Score: Raw -183358.465716 + Penalty 1491.000649 = -181867.465067 nChanged 6 SP:Iteration 38Q (1808.656523 sec): 3 clusters Score: Raw -183360.765668 + Penalty 1491.000649 = -181869.765019 nChanged 5 SP:Iteration 39Q (1808.707070 sec): 3 clusters Score: Raw -183361.555902 + Penalty 1491.000649 = -181870.555253 nChanged 3 SP:Iteration 40F (1808.757308 sec): 3 clusters Score: Raw -183362.041483 + Penalty 1491.000649 = -181871.040834 nChanged 0 Trying to split cluster 9 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1808.781755 sec): 2 clusters Score: Raw -14331.304451 + Penalty 526.420037 = -13804.884414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1808.829574 sec): 3 clusters Score: Raw -14418.421944 + Penalty 1052.840074 = -13365.581870 nChanged 63 SP:Iteration 1F (1808.877240 sec): 3 clusters Score: Raw -14610.565005 + Penalty 1052.840074 = -13557.724932 nChanged 18 SP:Iteration 2F (1808.926842 sec): 3 clusters Score: Raw -14648.479309 + Penalty 1052.840074 = -13595.639236 nChanged 9 SP:Iteration 3Q (1808.968382 sec): 3 clusters Score: Raw -14667.684384 + Penalty 1052.840074 = -13614.844311 nChanged 6 SP:Iteration 4Q (1809.021025 sec): 3 clusters Score: Raw -14689.003920 + Penalty 1052.840074 = -13636.163846 nChanged 4 SP:Iteration 5Q (1809.061456 sec): 3 clusters Score: Raw -14696.974054 + Penalty 1052.840074 = -13644.133981 nChanged 5 SP:Iteration 6Q (1809.103313 sec): 3 clusters Score: Raw -14712.710580 + Penalty 1052.840074 = -13659.870506 nChanged 1 SP:Iteration 7Q (1809.155961 sec): 3 clusters Score: Raw -14714.743992 + Penalty 1052.840074 = -13661.903918 nChanged 1 SP:Iteration 8Q (1809.200952 sec): 3 clusters Score: Raw -14716.254890 + Penalty 1052.840074 = -13663.414816 nChanged 0 SP:Iteration 9F (1809.234387 sec): 3 clusters Score: Raw -14716.254890 + Penalty 1052.840074 = -13663.414816 nChanged 0 Trying to split cluster 10 (46106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1809.317570 sec): 2 clusters Score: Raw -3480813.713086 + Penalty 1020.176345 = -3479793.536741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1809.414699 sec): 3 clusters Score: Raw -3450909.314535 + Penalty 2040.352691 = -3448868.961844 nChanged 21919 SP:Iteration 1F (1809.519501 sec): 3 clusters Score: Raw -3463579.721837 + Penalty 2040.352691 = -3461539.369146 nChanged 1890 SP:Iteration 2Q (1809.630364 sec): 3 clusters Score: Raw -3464183.537726 + Penalty 2040.352691 = -3462143.185035 nChanged 2050 SP:Iteration 3Q (1809.740042 sec): 3 clusters Score: Raw -3465091.763514 + Penalty 2040.352691 = -3463051.410823 nChanged 2514 SP:Iteration 4F (1809.828086 sec): 3 clusters Score: Raw -3466537.096295 + Penalty 2040.352691 = -3464496.743604 nChanged 2981 SP:Iteration 5F (1809.936239 sec): 3 clusters Score: Raw -3468774.885502 + Penalty 2040.352691 = -3466734.532811 nChanged 3445 SP:Iteration 6F (1810.036659 sec): 3 clusters Score: Raw -3471755.822265 + Penalty 2040.352691 = -3469715.469575 nChanged 3294 SP:Iteration 7F (1810.145131 sec): 3 clusters Score: Raw -3474748.578942 + Penalty 2040.352691 = -3472708.226251 nChanged 2624 SP:Iteration 8F (1810.238869 sec): 3 clusters Score: Raw -3477110.737439 + Penalty 2040.352691 = -3475070.384748 nChanged 1874 SP:Iteration 9Q (1810.350107 sec): 3 clusters Score: Raw -3478661.871392 + Penalty 2040.352691 = -3476621.518702 nChanged 1225 SP:Iteration 10Q (1810.445234 sec): 3 clusters Score: Raw -3479599.598169 + Penalty 2040.352691 = -3477559.245478 nChanged 763 SP:Iteration 11Q (1810.542976 sec): 3 clusters Score: Raw -3480153.147839 + Penalty 2040.352691 = -3478112.795149 nChanged 447 SP:Iteration 12Q (1810.637385 sec): 3 clusters Score: Raw -3480467.470721 + Penalty 2040.352691 = -3478427.118031 nChanged 271 SP:Iteration 13Q (1810.732400 sec): 3 clusters Score: Raw -3480664.431777 + Penalty 2040.352691 = -3478624.079087 nChanged 161 SP:Iteration 14Q (1810.828625 sec): 3 clusters Score: Raw -3480760.195443 + Penalty 2040.352691 = -3478719.842752 nChanged 96 SP:Iteration 15Q (1810.885566 sec): 3 clusters Score: Raw -3480818.346063 + Penalty 2040.352691 = -3478777.993372 nChanged 76 SP:Iteration 16Q (1810.945438 sec): 3 clusters Score: Raw -3480860.182414 + Penalty 2040.352691 = -3478819.829723 nChanged 55 SP:Iteration 17Q (1811.001710 sec): 3 clusters Score: Raw -3480898.429357 + Penalty 2040.352691 = -3478858.076667 nChanged 49 SP:Iteration 18Q (1811.101007 sec): 3 clusters Score: Raw -3480932.849799 + Penalty 2040.352691 = -3478892.497109 nChanged 33 SP:Iteration 19Q (1811.187539 sec): 3 clusters Score: Raw -3480953.472145 + Penalty 2040.352691 = -3478913.119455 nChanged 23 SP:Iteration 20F (1811.288907 sec): 3 clusters Score: Raw -3480965.934888 + Penalty 2040.352691 = -3478925.582197 nChanged 19 SP:Iteration 21Q (1811.383199 sec): 3 clusters Score: Raw -3480980.562706 + Penalty 2040.352691 = -3478940.210016 nChanged 24 SP:Iteration 22Q (1811.475575 sec): 3 clusters Score: Raw -3480995.402972 + Penalty 2040.352691 = -3478955.050281 nChanged 14 SP:Iteration 23Q (1811.568548 sec): 3 clusters Score: Raw -3481002.476843 + Penalty 2040.352691 = -3478962.124152 nChanged 5 SP:Iteration 24Q (1811.661250 sec): 3 clusters Score: Raw -3481005.656071 + Penalty 2040.352691 = -3478965.303381 nChanged 4 SP:Iteration 25Q (1811.734190 sec): 3 clusters Score: Raw -3481007.385015 + Penalty 2040.352691 = -3478967.032324 nChanged 2 SP:Iteration 26Q (1811.827378 sec): 3 clusters Score: Raw -3481008.325673 + Penalty 2040.352691 = -3478967.972982 nChanged 2 SP:Iteration 27Q (1811.916396 sec): 3 clusters Score: Raw -3481009.110802 + Penalty 2040.352691 = -3478968.758111 nChanged 1 SP:Iteration 28Q (1811.996111 sec): 3 clusters Score: Raw -3481009.312737 + Penalty 2040.352691 = -3478968.960047 nChanged 1 SP:Iteration 29Q (1812.084020 sec): 3 clusters Score: Raw -3481009.831352 + Penalty 2040.352691 = -3478969.478661 nChanged 2 SP:Iteration 30Q (1812.168429 sec): 3 clusters Score: Raw -3481010.926460 + Penalty 2040.352691 = -3478970.573769 nChanged 2 SP:Iteration 31Q (1812.266521 sec): 3 clusters Score: Raw -3481011.853294 + Penalty 2040.352691 = -3478971.500604 nChanged 1 SP:Iteration 32Q (1812.342581 sec): 3 clusters Score: Raw -3481012.549203 + Penalty 2040.352691 = -3478972.196512 nChanged 1 SP:Iteration 33Q (1812.442572 sec): 3 clusters Score: Raw -3481013.195065 + Penalty 2040.352691 = -3478972.842374 nChanged 1 SP:Iteration 34Q (1812.520059 sec): 3 clusters Score: Raw -3481014.005429 + Penalty 2040.352691 = -3478973.652739 nChanged 1 SP:Iteration 35Q (1812.625634 sec): 3 clusters Score: Raw -3481014.602978 + Penalty 2040.352691 = -3478974.250288 nChanged 0 SP:Iteration 36F (1812.731883 sec): 3 clusters Score: Raw -3481014.602978 + Penalty 2040.352691 = -3478974.250288 nChanged 0 Trying to split cluster 11 (942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1812.761256 sec): 2 clusters Score: Raw -60063.328266 + Penalty 650.560501 = -59412.767765 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1812.809106 sec): 3 clusters Score: Raw -59718.845239 + Penalty 1301.121002 = -58417.724237 nChanged 330 SP:Iteration 1F (1812.858208 sec): 3 clusters Score: Raw -59974.672703 + Penalty 1301.121002 = -58673.551700 nChanged 80 SP:Iteration 2F (1812.902968 sec): 3 clusters Score: Raw -60042.748834 + Penalty 1301.121002 = -58741.627831 nChanged 49 SP:Iteration 3F (1812.952840 sec): 3 clusters Score: Raw -60078.796748 + Penalty 1301.121002 = -58777.675746 nChanged 26 SP:Iteration 4Q (1812.990890 sec): 3 clusters Score: Raw -60101.042207 + Penalty 1301.121002 = -58799.921204 nChanged 18 SP:Iteration 5Q (1813.044046 sec): 3 clusters Score: Raw -60114.203508 + Penalty 1301.121002 = -58813.082506 nChanged 12 SP:Iteration 6Q (1813.086993 sec): 3 clusters Score: Raw -60121.040427 + Penalty 1301.121002 = -58819.919425 nChanged 8 SP:Iteration 7Q (1813.131520 sec): 3 clusters Score: Raw -60127.354244 + Penalty 1301.121002 = -58826.233242 nChanged 7 SP:Iteration 8Q (1813.180589 sec): 3 clusters Score: Raw -60130.629168 + Penalty 1301.121002 = -58829.508166 nChanged 3 SP:Iteration 9Q (1813.234698 sec): 3 clusters Score: Raw -60131.153906 + Penalty 1301.121002 = -58830.032904 nChanged 2 SP:Iteration 10Q (1813.268316 sec): 3 clusters Score: Raw -60132.658157 + Penalty 1301.121002 = -58831.537155 nChanged 3 SP:Iteration 11Q (1813.318457 sec): 3 clusters Score: Raw -60135.729869 + Penalty 1301.121002 = -58834.608866 nChanged 4 SP:Iteration 12Q (1813.358454 sec): 3 clusters Score: Raw -60144.276716 + Penalty 1301.121002 = -58843.155714 nChanged 9 SP:Iteration 13Q (1813.413820 sec): 3 clusters Score: Raw -60151.373501 + Penalty 1301.121002 = -58850.252499 nChanged 5 SP:Iteration 14Q (1813.452293 sec): 3 clusters Score: Raw -60157.894283 + Penalty 1301.121002 = -58856.773280 nChanged 5 SP:Iteration 15Q (1813.501451 sec): 3 clusters Score: Raw -60169.539651 + Penalty 1301.121002 = -58868.418648 nChanged 22 SP:Iteration 16Q (1813.544335 sec): 3 clusters Score: Raw -60191.414583 + Penalty 1301.121002 = -58890.293581 nChanged 20 SP:Iteration 17Q (1813.585291 sec): 3 clusters Score: Raw -60228.255434 + Penalty 1301.121002 = -58927.134432 nChanged 32 SP:Iteration 18Q (1813.642514 sec): 3 clusters Score: Raw -60276.311933 + Penalty 1301.121002 = -58975.190931 nChanged 35 SP:Iteration 19Q (1813.675811 sec): 3 clusters Score: Raw -60318.512443 + Penalty 1301.121002 = -59017.391440 nChanged 31 SP:Iteration 20F (1813.730283 sec): 3 clusters Score: Raw -60364.343460 + Penalty 1301.121002 = -59063.222458 nChanged 32 SP:Iteration 21Q (1813.780986 sec): 3 clusters Score: Raw -60438.117578 + Penalty 1301.121002 = -59136.996576 nChanged 37 SP:Iteration 22Q (1813.827407 sec): 3 clusters Score: Raw -60530.676980 + Penalty 1301.121002 = -59229.555978 nChanged 40 SP:Iteration 23Q (1813.874523 sec): 3 clusters Score: Raw -60619.061956 + Penalty 1301.121002 = -59317.940954 nChanged 30 SP:Iteration 24Q (1813.923234 sec): 3 clusters Score: Raw -60668.004001 + Penalty 1301.121002 = -59366.882999 nChanged 25 SP:Iteration 25Q (1813.965844 sec): 3 clusters Score: Raw -60702.154593 + Penalty 1301.121002 = -59401.033591 nChanged 14 SP:Iteration 26Q (1814.000272 sec): 3 clusters Score: Raw -60719.987238 + Penalty 1301.121002 = -59418.866236 nChanged 12 SP:Iteration 27Q (1814.052869 sec): 3 clusters Score: Raw -60728.368301 + Penalty 1301.121002 = -59427.247299 nChanged 1 SP:Iteration 28Q (1814.089794 sec): 3 clusters Score: Raw -60728.731128 + Penalty 1301.121002 = -59427.610126 nChanged 1 SP:Iteration 29Q (1814.127531 sec): 3 clusters Score: Raw -60729.720475 + Penalty 1301.121002 = -59428.599473 nChanged 1 SP:Iteration 30Q (1814.172631 sec): 3 clusters Score: Raw -60730.423408 + Penalty 1301.121002 = -59429.302406 nChanged 0 SP:Iteration 31F (1814.219229 sec): 3 clusters Score: Raw -60730.423408 + Penalty 1301.121002 = -59429.302406 nChanged 0 Score: Raw -25398561.013969 + Penalty 27934.834691 = -25370626.179279 Splitting cluster 11 changes total score from -25371169.661074 to -25370626.179279 So it's not getting split. Trying to split cluster 12 (545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1818.378691 sec): 2 clusters Score: Raw -37907.837616 + Penalty 598.574650 = -37309.262965 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1818.418954 sec): 3 clusters Score: Raw -37737.718131 + Penalty 1197.149301 = -36540.568830 nChanged 164 SP:Iteration 1F (1818.454231 sec): 3 clusters Score: Raw -37881.350463 + Penalty 1197.149301 = -36684.201162 nChanged 40 SP:Iteration 2F (1818.486831 sec): 3 clusters Score: Raw -37932.230158 + Penalty 1197.149301 = -36735.080857 nChanged 27 SP:Iteration 3Q (1818.525274 sec): 3 clusters Score: Raw -37960.526864 + Penalty 1197.149301 = -36763.377563 nChanged 19 SP:Iteration 4Q (1818.564999 sec): 3 clusters Score: Raw -37980.762448 + Penalty 1197.149301 = -36783.613147 nChanged 10 SP:Iteration 5Q (1818.614366 sec): 3 clusters Score: Raw -37993.882099 + Penalty 1197.149301 = -36796.732798 nChanged 9 SP:Iteration 6Q (1818.643059 sec): 3 clusters Score: Raw -38021.904000 + Penalty 1197.149301 = -36824.754699 nChanged 16 SP:Iteration 7Q (1818.691349 sec): 3 clusters Score: Raw -38046.667476 + Penalty 1197.149301 = -36849.518175 nChanged 15 SP:Iteration 8Q (1818.742405 sec): 3 clusters Score: Raw -38086.723505 + Penalty 1197.149301 = -36889.574204 nChanged 15 SP:Iteration 9Q (1818.776024 sec): 3 clusters Score: Raw -38105.342578 + Penalty 1197.149301 = -36908.193277 nChanged 10 SP:Iteration 10Q (1818.819792 sec): 3 clusters Score: Raw -38115.641474 + Penalty 1197.149301 = -36918.492173 nChanged 8 SP:Iteration 11Q (1818.869565 sec): 3 clusters Score: Raw -38128.393210 + Penalty 1197.149301 = -36931.243909 nChanged 4 SP:Iteration 12Q (1818.914785 sec): 3 clusters Score: Raw -38131.925101 + Penalty 1197.149301 = -36934.775800 nChanged 1 SP:Iteration 13Q (1818.944444 sec): 3 clusters Score: Raw -38133.136960 + Penalty 1197.149301 = -36935.987659 nChanged 0 SP:Iteration 14F (1818.995808 sec): 3 clusters Score: Raw -38134.322478 + Penalty 1197.149301 = -36937.173177 nChanged 1 SP:Iteration 15Q (1819.037319 sec): 3 clusters Score: Raw -38137.525958 + Penalty 1197.149301 = -36940.376657 nChanged 1 SP:Iteration 16Q (1819.083275 sec): 3 clusters Score: Raw -38138.736788 + Penalty 1197.149301 = -36941.587487 nChanged 1 SP:Iteration 17Q (1819.115605 sec): 3 clusters Score: Raw -38139.367858 + Penalty 1197.149301 = -36942.218557 nChanged 0 SP:Iteration 18F (1819.160940 sec): 3 clusters Score: Raw -38139.367858 + Penalty 1197.149301 = -36942.218557 nChanged 0 Trying to split cluster 13 (36436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1819.229404 sec): 2 clusters Score: Raw -2519585.757437 + Penalty 997.814695 = -2518587.942743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1819.314409 sec): 3 clusters Score: Raw -2496443.347818 + Penalty 1995.629389 = -2494447.718429 nChanged 17103 SP:Iteration 1F (1819.405058 sec): 3 clusters Score: Raw -2506809.081438 + Penalty 1995.629389 = -2504813.452048 nChanged 1937 SP:Iteration 2F (1819.497506 sec): 3 clusters Score: Raw -2507839.090071 + Penalty 1995.629389 = -2505843.460681 nChanged 2217 SP:Iteration 3F (1819.577019 sec): 3 clusters Score: Raw -2509463.959659 + Penalty 1995.629389 = -2507468.330269 nChanged 2653 SP:Iteration 4F (1819.671564 sec): 3 clusters Score: Raw -2511796.953076 + Penalty 1995.629389 = -2509801.323687 nChanged 2847 SP:Iteration 5F (1819.768508 sec): 3 clusters Score: Raw -2514202.156450 + Penalty 1995.629389 = -2512206.527060 nChanged 2551 SP:Iteration 6F (1819.864660 sec): 3 clusters Score: Raw -2516143.676687 + Penalty 1995.629389 = -2514148.047298 nChanged 2066 SP:Iteration 7F (1819.961761 sec): 3 clusters Score: Raw -2517419.799361 + Penalty 1995.629389 = -2515424.169972 nChanged 1481 SP:Iteration 8Q (1820.045481 sec): 3 clusters Score: Raw -2518080.956384 + Penalty 1995.629389 = -2516085.326994 nChanged 936 SP:Iteration 9Q (1820.148193 sec): 3 clusters Score: Raw -2518358.595193 + Penalty 1995.629389 = -2516362.965803 nChanged 563 SP:Iteration 10Q (1820.242884 sec): 3 clusters Score: Raw -2518485.944352 + Penalty 1995.629389 = -2516490.314963 nChanged 386 SP:Iteration 11Q (1820.328609 sec): 3 clusters Score: Raw -2518549.708696 + Penalty 1995.629389 = -2516554.079307 nChanged 276 SP:Iteration 12Q (1820.420573 sec): 3 clusters Score: Raw -2518585.587386 + Penalty 1995.629389 = -2516589.957997 nChanged 215 SP:Iteration 13Q (1820.526919 sec): 3 clusters Score: Raw -2518611.673907 + Penalty 1995.629389 = -2516616.044517 nChanged 177 SP:Iteration 14Q (1820.623564 sec): 3 clusters Score: Raw -2518631.469629 + Penalty 1995.629389 = -2516635.840240 nChanged 152 SP:Iteration 15Q (1820.719873 sec): 3 clusters Score: Raw -2518646.341431 + Penalty 1995.629389 = -2516650.712042 nChanged 139 SP:Iteration 16Q (1820.814470 sec): 3 clusters Score: Raw -2518658.251400 + Penalty 1995.629389 = -2516662.622010 nChanged 118 SP:Iteration 17Q (1820.907461 sec): 3 clusters Score: Raw -2518668.346806 + Penalty 1995.629389 = -2516672.717417 nChanged 109 SP:Iteration 18Q (1821.002446 sec): 3 clusters Score: Raw -2518676.089646 + Penalty 1995.629389 = -2516680.460257 nChanged 105 SP:Iteration 19Q (1821.097347 sec): 3 clusters Score: Raw -2518684.647347 + Penalty 1995.629389 = -2516689.017957 nChanged 87 SP:Iteration 20F (1821.191141 sec): 3 clusters Score: Raw -2518690.455230 + Penalty 1995.629389 = -2516694.825841 nChanged 89 SP:Iteration 21Q (1821.283869 sec): 3 clusters Score: Raw -2518695.829019 + Penalty 1995.629389 = -2516700.199629 nChanged 83 SP:Iteration 22Q (1821.372400 sec): 3 clusters Score: Raw -2518700.473254 + Penalty 1995.629389 = -2516704.843865 nChanged 60 SP:Iteration 23Q (1821.464884 sec): 3 clusters Score: Raw -2518703.591940 + Penalty 1995.629389 = -2516707.962550 nChanged 54 SP:Iteration 24Q (1821.549067 sec): 3 clusters Score: Raw -2518706.243360 + Penalty 1995.629389 = -2516710.613971 nChanged 57 SP:Iteration 25Q (1821.648215 sec): 3 clusters Score: Raw -2518708.640636 + Penalty 1995.629389 = -2516713.011246 nChanged 47 SP:Iteration 26Q (1821.743573 sec): 3 clusters Score: Raw -2518710.691329 + Penalty 1995.629389 = -2516715.061940 nChanged 39 SP:Iteration 27Q (1821.824081 sec): 3 clusters Score: Raw -2518712.305315 + Penalty 1995.629389 = -2516716.675925 nChanged 36 SP:Iteration 28Q (1821.919680 sec): 3 clusters Score: Raw -2518713.483647 + Penalty 1995.629389 = -2516717.854258 nChanged 35 SP:Iteration 29Q (1822.005631 sec): 3 clusters Score: Raw -2518714.696980 + Penalty 1995.629389 = -2516719.067590 nChanged 35 SP:Iteration 30Q (1822.096175 sec): 3 clusters Score: Raw -2518715.921605 + Penalty 1995.629389 = -2516720.292215 nChanged 27 SP:Iteration 31Q (1822.196279 sec): 3 clusters Score: Raw -2518717.026694 + Penalty 1995.629389 = -2516721.397304 nChanged 23 SP:Iteration 32Q (1822.294396 sec): 3 clusters Score: Raw -2518717.812272 + Penalty 1995.629389 = -2516722.182883 nChanged 28 SP:Iteration 33Q (1822.387647 sec): 3 clusters Score: Raw -2518718.624176 + Penalty 1995.629389 = -2516722.994787 nChanged 23 SP:Iteration 34Q (1822.486197 sec): 3 clusters Score: Raw -2518719.178650 + Penalty 1995.629389 = -2516723.549260 nChanged 17 SP:Iteration 35Q (1822.581102 sec): 3 clusters Score: Raw -2518719.537639 + Penalty 1995.629389 = -2516723.908250 nChanged 18 SP:Iteration 36Q (1822.671136 sec): 3 clusters Score: Raw -2518719.875299 + Penalty 1995.629389 = -2516724.245910 nChanged 14 SP:Iteration 37Q (1822.760077 sec): 3 clusters Score: Raw -2518720.323303 + Penalty 1995.629389 = -2516724.693914 nChanged 15 SP:Iteration 38Q (1822.853808 sec): 3 clusters Score: Raw -2518720.637047 + Penalty 1995.629389 = -2516725.007658 nChanged 8 SP:Iteration 39Q (1822.958250 sec): 3 clusters Score: Raw -2518720.809703 + Penalty 1995.629389 = -2516725.180314 nChanged 5 SP:Iteration 40F (1823.047652 sec): 3 clusters Score: Raw -2518720.910639 + Penalty 1995.629389 = -2516725.281249 nChanged 6 SP:Iteration 41Q (1823.132163 sec): 3 clusters Score: Raw -2518720.977404 + Penalty 1995.629389 = -2516725.348014 nChanged 6 SP:Iteration 42Q (1823.237116 sec): 3 clusters Score: Raw -2518721.070065 + Penalty 1995.629389 = -2516725.440675 nChanged 4 SP:Iteration 43Q (1823.332317 sec): 3 clusters Score: Raw -2518721.137798 + Penalty 1995.629389 = -2516725.508409 nChanged 2 SP:Iteration 44Q (1823.426348 sec): 3 clusters Score: Raw -2518721.164712 + Penalty 1995.629389 = -2516725.535323 nChanged 3 SP:Iteration 45Q (1823.521949 sec): 3 clusters Score: Raw -2518721.209486 + Penalty 1995.629389 = -2516725.580097 nChanged 5 SP:Iteration 46Q (1823.613169 sec): 3 clusters Score: Raw -2518721.282990 + Penalty 1995.629389 = -2516725.653601 nChanged 6 SP:Iteration 47Q (1823.710031 sec): 3 clusters Score: Raw -2518721.364034 + Penalty 1995.629389 = -2516725.734644 nChanged 3 SP:Iteration 48Q (1823.804590 sec): 3 clusters Score: Raw -2518721.436585 + Penalty 1995.629389 = -2516725.807195 nChanged 5 SP:Iteration 49Q (1823.893067 sec): 3 clusters Score: Raw -2518721.554369 + Penalty 1995.629389 = -2516725.924979 nChanged 4 SP:Iteration 50Q (1823.993822 sec): 3 clusters Score: Raw -2518721.607225 + Penalty 1995.629389 = -2516725.977835 nChanged 4 SP:Iteration 51Q (1824.073068 sec): 3 clusters Score: Raw -2518721.688867 + Penalty 1995.629389 = -2516726.059478 nChanged 2 SP:Iteration 52Q (1824.165148 sec): 3 clusters Score: Raw -2518721.729246 + Penalty 1995.629389 = -2516726.099856 nChanged 1 SP:Iteration 53Q (1824.269102 sec): 3 clusters Score: Raw -2518721.734066 + Penalty 1995.629389 = -2516726.104676 nChanged 0 SP:Iteration 54F (1824.351546 sec): 3 clusters Score: Raw -2518721.734066 + Penalty 1995.629389 = -2516726.104676 nChanged 0 Trying to split cluster 14 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1824.376726 sec): 2 clusters Score: Raw -137169.502696 + Penalty 708.033321 = -136461.469375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1824.436371 sec): 3 clusters Score: Raw -136353.233140 + Penalty 1416.066643 = -134937.166498 nChanged 662 SP:Iteration 1F (1824.478414 sec): 3 clusters Score: Raw -136789.373589 + Penalty 1416.066643 = -135373.306946 nChanged 135 SP:Iteration 2F (1824.535255 sec): 3 clusters Score: Raw -136918.002490 + Penalty 1416.066643 = -135501.935848 nChanged 96 SP:Iteration 3F (1824.572687 sec): 3 clusters Score: Raw -137011.290206 + Penalty 1416.066643 = -135595.223564 nChanged 93 SP:Iteration 4F (1824.614386 sec): 3 clusters Score: Raw -137074.672309 + Penalty 1416.066643 = -135658.605666 nChanged 64 SP:Iteration 5Q (1824.663015 sec): 3 clusters Score: Raw -137117.767796 + Penalty 1416.066643 = -135701.701154 nChanged 64 SP:Iteration 6Q (1824.716840 sec): 3 clusters Score: Raw -137171.498849 + Penalty 1416.066643 = -135755.432207 nChanged 54 SP:Iteration 7Q (1824.761662 sec): 3 clusters Score: Raw -137215.736998 + Penalty 1416.066643 = -135799.670355 nChanged 44 SP:Iteration 8Q (1824.812711 sec): 3 clusters Score: Raw -137244.533022 + Penalty 1416.066643 = -135828.466379 nChanged 40 SP:Iteration 9Q (1824.857014 sec): 3 clusters Score: Raw -137268.508673 + Penalty 1416.066643 = -135852.442030 nChanged 26 SP:Iteration 10Q (1824.905048 sec): 3 clusters Score: Raw -137282.874060 + Penalty 1416.066643 = -135866.807417 nChanged 17 SP:Iteration 11Q (1824.953232 sec): 3 clusters Score: Raw -137289.195512 + Penalty 1416.066643 = -135873.128870 nChanged 10 SP:Iteration 12Q (1825.010475 sec): 3 clusters Score: Raw -137291.854953 + Penalty 1416.066643 = -135875.788311 nChanged 6 SP:Iteration 13Q (1825.062158 sec): 3 clusters Score: Raw -137294.401175 + Penalty 1416.066643 = -135878.334532 nChanged 5 SP:Iteration 14Q (1825.110576 sec): 3 clusters Score: Raw -137295.167574 + Penalty 1416.066643 = -135879.100932 nChanged 3 SP:Iteration 15Q (1825.153947 sec): 3 clusters Score: Raw -137296.508726 + Penalty 1416.066643 = -135880.442083 nChanged 7 SP:Iteration 16Q (1825.200415 sec): 3 clusters Score: Raw -137299.310287 + Penalty 1416.066643 = -135883.243644 nChanged 5 SP:Iteration 17Q (1825.242074 sec): 3 clusters Score: Raw -137302.302059 + Penalty 1416.066643 = -135886.235417 nChanged 6 SP:Iteration 18Q (1825.293926 sec): 3 clusters Score: Raw -137306.293108 + Penalty 1416.066643 = -135890.226466 nChanged 6 SP:Iteration 19Q (1825.344562 sec): 3 clusters Score: Raw -137308.607270 + Penalty 1416.066643 = -135892.540627 nChanged 5 SP:Iteration 20F (1825.395060 sec): 3 clusters Score: Raw -137310.934650 + Penalty 1416.066643 = -135894.868007 nChanged 7 SP:Iteration 21Q (1825.452838 sec): 3 clusters Score: Raw -137313.600490 + Penalty 1416.066643 = -135897.533847 nChanged 6 SP:Iteration 22Q (1825.499108 sec): 3 clusters Score: Raw -137315.463187 + Penalty 1416.066643 = -135899.396544 nChanged 6 SP:Iteration 23Q (1825.554216 sec): 3 clusters Score: Raw -137316.987943 + Penalty 1416.066643 = -135900.921301 nChanged 5 SP:Iteration 24Q (1825.606473 sec): 3 clusters Score: Raw -137317.794758 + Penalty 1416.066643 = -135901.728115 nChanged 2 SP:Iteration 25Q (1825.650838 sec): 3 clusters Score: Raw -137319.094949 + Penalty 1416.066643 = -135903.028306 nChanged 4 SP:Iteration 26Q (1825.699385 sec): 3 clusters Score: Raw -137320.083989 + Penalty 1416.066643 = -135904.017347 nChanged 4 SP:Iteration 27Q (1825.747430 sec): 3 clusters Score: Raw -137322.246171 + Penalty 1416.066643 = -135906.179529 nChanged 6 SP:Iteration 28Q (1825.801592 sec): 3 clusters Score: Raw -137323.495944 + Penalty 1416.066643 = -135907.429301 nChanged 2 SP:Iteration 29Q (1825.852449 sec): 3 clusters Score: Raw -137323.757910 + Penalty 1416.066643 = -135907.691267 nChanged 1 SP:Iteration 30Q (1825.896416 sec): 3 clusters Score: Raw -137324.218663 + Penalty 1416.066643 = -135908.152020 nChanged 2 SP:Iteration 31Q (1825.951408 sec): 3 clusters Score: Raw -137325.357875 + Penalty 1416.066643 = -135909.291232 nChanged 3 SP:Iteration 32Q (1825.995151 sec): 3 clusters Score: Raw -137326.713130 + Penalty 1416.066643 = -135910.646487 nChanged 4 SP:Iteration 33Q (1826.051354 sec): 3 clusters Score: Raw -137327.671319 + Penalty 1416.066643 = -135911.604677 nChanged 1 SP:Iteration 34Q (1826.091228 sec): 3 clusters Score: Raw -137328.903010 + Penalty 1416.066643 = -135912.836368 nChanged 3 SP:Iteration 35Q (1826.147037 sec): 3 clusters Score: Raw -137329.496081 + Penalty 1416.066643 = -135913.429439 nChanged 1 SP:Iteration 36Q (1826.199992 sec): 3 clusters Score: Raw -137330.141498 + Penalty 1416.066643 = -135914.074855 nChanged 3 SP:Iteration 37Q (1826.245421 sec): 3 clusters Score: Raw -137331.366360 + Penalty 1416.066643 = -135915.299717 nChanged 5 SP:Iteration 38Q (1826.285767 sec): 3 clusters Score: Raw -137332.928467 + Penalty 1416.066643 = -135916.861825 nChanged 3 SP:Iteration 39Q (1826.333681 sec): 3 clusters Score: Raw -137334.010374 + Penalty 1416.066643 = -135917.943731 nChanged 2 SP:Iteration 40F (1826.377385 sec): 3 clusters Score: Raw -137334.613470 + Penalty 1416.066643 = -135918.546827 nChanged 3 SP:Iteration 41Q (1826.422746 sec): 3 clusters Score: Raw -137335.694887 + Penalty 1416.066643 = -135919.628244 nChanged 2 SP:Iteration 42Q (1826.475538 sec): 3 clusters Score: Raw -137336.325879 + Penalty 1416.066643 = -135920.259236 nChanged 4 SP:Iteration 43Q (1826.518592 sec): 3 clusters Score: Raw -137337.439075 + Penalty 1416.066643 = -135921.372432 nChanged 1 SP:Iteration 44Q (1826.573677 sec): 3 clusters Score: Raw -137337.582964 + Penalty 1416.066643 = -135921.516321 nChanged 0 SP:Iteration 45F (1826.610382 sec): 3 clusters Score: Raw -137337.582964 + Penalty 1416.066643 = -135921.516321 nChanged 0 Trying to split cluster 15 (4360 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1826.640925 sec): 2 clusters Score: Raw -307739.834857 + Penalty 796.121597 = -306943.713260 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1826.696175 sec): 3 clusters Score: Raw -305312.191095 + Penalty 1592.243194 = -303719.947901 nChanged 1864 SP:Iteration 1F (1826.755663 sec): 3 clusters Score: Raw -306308.486176 + Penalty 1592.243194 = -304716.242982 nChanged 284 SP:Iteration 2F (1826.806263 sec): 3 clusters Score: Raw -306440.049081 + Penalty 1592.243194 = -304847.805887 nChanged 213 SP:Iteration 3Q (1826.860861 sec): 3 clusters Score: Raw -306538.551489 + Penalty 1592.243194 = -304946.308295 nChanged 193 SP:Iteration 4Q (1826.905915 sec): 3 clusters Score: Raw -306629.738579 + Penalty 1592.243194 = -305037.495386 nChanged 167 SP:Iteration 5Q (1826.953152 sec): 3 clusters Score: Raw -306708.074092 + Penalty 1592.243194 = -305115.830899 nChanged 164 SP:Iteration 6Q (1827.011629 sec): 3 clusters Score: Raw -306789.921277 + Penalty 1592.243194 = -305197.678083 nChanged 154 SP:Iteration 7Q (1827.062274 sec): 3 clusters Score: Raw -306893.199813 + Penalty 1592.243194 = -305300.956619 nChanged 197 SP:Iteration 8Q (1827.114538 sec): 3 clusters Score: Raw -307044.075447 + Penalty 1592.243194 = -305451.832253 nChanged 235 SP:Iteration 9F (1827.164907 sec): 3 clusters Score: Raw -307234.059912 + Penalty 1592.243194 = -305641.816718 nChanged 236 SP:Iteration 10F (1827.218042 sec): 3 clusters Score: Raw -307402.452942 + Penalty 1592.243194 = -305810.209748 nChanged 225 SP:Iteration 11F (1827.267505 sec): 3 clusters Score: Raw -307569.257636 + Penalty 1592.243194 = -305977.014442 nChanged 218 SP:Iteration 12Q (1827.323089 sec): 3 clusters Score: Raw -307735.914428 + Penalty 1592.243194 = -306143.671234 nChanged 184 SP:Iteration 13Q (1827.376516 sec): 3 clusters Score: Raw -307872.295094 + Penalty 1592.243194 = -306280.051900 nChanged 162 SP:Iteration 14Q (1827.419138 sec): 3 clusters Score: Raw -307980.529984 + Penalty 1592.243194 = -306388.286790 nChanged 133 SP:Iteration 15Q (1827.473369 sec): 3 clusters Score: Raw -308074.023781 + Penalty 1592.243194 = -306481.780587 nChanged 95 SP:Iteration 16Q (1827.538903 sec): 3 clusters Score: Raw -308136.140572 + Penalty 1592.243194 = -306543.897378 nChanged 77 SP:Iteration 17Q (1827.594401 sec): 3 clusters Score: Raw -308191.018295 + Penalty 1592.243194 = -306598.775101 nChanged 55 SP:Iteration 18Q (1827.646769 sec): 3 clusters Score: Raw -308227.113662 + Penalty 1592.243194 = -306634.870468 nChanged 60 SP:Iteration 19Q (1827.692131 sec): 3 clusters Score: Raw -308268.927602 + Penalty 1592.243194 = -306676.684409 nChanged 44 SP:Iteration 20F (1827.745157 sec): 3 clusters Score: Raw -308300.862480 + Penalty 1592.243194 = -306708.619286 nChanged 47 SP:Iteration 21Q (1827.788351 sec): 3 clusters Score: Raw -308334.398960 + Penalty 1592.243194 = -306742.155766 nChanged 44 SP:Iteration 22Q (1827.852287 sec): 3 clusters Score: Raw -308353.464419 + Penalty 1592.243194 = -306761.221225 nChanged 23 SP:Iteration 23Q (1827.905579 sec): 3 clusters Score: Raw -308360.175348 + Penalty 1592.243194 = -306767.932154 nChanged 13 SP:Iteration 24Q (1827.958944 sec): 3 clusters Score: Raw -308364.087326 + Penalty 1592.243194 = -306771.844132 nChanged 8 SP:Iteration 25Q (1828.010581 sec): 3 clusters Score: Raw -308366.170076 + Penalty 1592.243194 = -306773.926882 nChanged 5 SP:Iteration 26Q (1828.061840 sec): 3 clusters Score: Raw -308367.456689 + Penalty 1592.243194 = -306775.213496 nChanged 2 SP:Iteration 27Q (1828.104920 sec): 3 clusters Score: Raw -308367.705877 + Penalty 1592.243194 = -306775.462683 nChanged 1 SP:Iteration 28Q (1828.156772 sec): 3 clusters Score: Raw -308367.727435 + Penalty 1592.243194 = -306775.484241 nChanged 0 SP:Iteration 29F (1828.205373 sec): 3 clusters Score: Raw -308367.727435 + Penalty 1592.243194 = -306775.484241 nChanged 0 Trying to split cluster 16 (3587 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1828.221405 sec): 2 clusters Score: Raw -264426.000438 + Penalty 777.581790 = -263648.418647 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1828.284156 sec): 3 clusters Score: Raw -262522.947020 + Penalty 1555.163581 = -260967.783440 nChanged 1497 SP:Iteration 1F (1828.326889 sec): 3 clusters Score: Raw -263423.961257 + Penalty 1555.163581 = -261868.797676 nChanged 262 SP:Iteration 2F (1828.388651 sec): 3 clusters Score: Raw -263577.513588 + Penalty 1555.163581 = -262022.350008 nChanged 204 SP:Iteration 3F (1828.443493 sec): 3 clusters Score: Raw -263695.927146 + Penalty 1555.163581 = -262140.763565 nChanged 171 SP:Iteration 4Q (1828.494700 sec): 3 clusters Score: Raw -263804.995968 + Penalty 1555.163581 = -262249.832387 nChanged 169 SP:Iteration 5Q (1828.544861 sec): 3 clusters Score: Raw -263915.629801 + Penalty 1555.163581 = -262360.466221 nChanged 143 SP:Iteration 6Q (1828.589661 sec): 3 clusters Score: Raw -264007.895741 + Penalty 1555.163581 = -262452.732160 nChanged 141 SP:Iteration 7Q (1828.648816 sec): 3 clusters Score: Raw -264104.654014 + Penalty 1555.163581 = -262549.490434 nChanged 147 SP:Iteration 8Q (1828.688723 sec): 3 clusters Score: Raw -264214.268600 + Penalty 1555.163581 = -262659.105019 nChanged 148 SP:Iteration 9Q (1828.749872 sec): 3 clusters Score: Raw -264336.464965 + Penalty 1555.163581 = -262781.301384 nChanged 148 SP:Iteration 10Q (1828.796623 sec): 3 clusters Score: Raw -264454.549864 + Penalty 1555.163581 = -262899.386283 nChanged 118 SP:Iteration 11Q (1828.842242 sec): 3 clusters Score: Raw -264533.445525 + Penalty 1555.163581 = -262978.281944 nChanged 88 SP:Iteration 12Q (1828.884978 sec): 3 clusters Score: Raw -264581.771656 + Penalty 1555.163581 = -263026.608076 nChanged 64 SP:Iteration 13Q (1828.930228 sec): 3 clusters Score: Raw -264612.814950 + Penalty 1555.163581 = -263057.651369 nChanged 49 SP:Iteration 14Q (1828.977917 sec): 3 clusters Score: Raw -264636.515805 + Penalty 1555.163581 = -263081.352224 nChanged 44 SP:Iteration 15Q (1829.026806 sec): 3 clusters Score: Raw -264656.114784 + Penalty 1555.163581 = -263100.951204 nChanged 37 SP:Iteration 16Q (1829.071213 sec): 3 clusters Score: Raw -264668.724503 + Penalty 1555.163581 = -263113.560922 nChanged 21 SP:Iteration 17Q (1829.117683 sec): 3 clusters Score: Raw -264676.082125 + Penalty 1555.163581 = -263120.918544 nChanged 20 SP:Iteration 18Q (1829.158748 sec): 3 clusters Score: Raw -264683.224697 + Penalty 1555.163581 = -263128.061116 nChanged 21 SP:Iteration 19Q (1829.203876 sec): 3 clusters Score: Raw -264689.722403 + Penalty 1555.163581 = -263134.558822 nChanged 16 SP:Iteration 20F (1829.242838 sec): 3 clusters Score: Raw -264694.039740 + Penalty 1555.163581 = -263138.876160 nChanged 19 SP:Iteration 21Q (1829.294725 sec): 3 clusters Score: Raw -264699.283216 + Penalty 1555.163581 = -263144.119635 nChanged 26 SP:Iteration 22Q (1829.337014 sec): 3 clusters Score: Raw -264708.125938 + Penalty 1555.163581 = -263152.962357 nChanged 18 SP:Iteration 23Q (1829.384080 sec): 3 clusters Score: Raw -264712.342375 + Penalty 1555.163581 = -263157.178794 nChanged 14 SP:Iteration 24Q (1829.434556 sec): 3 clusters Score: Raw -264715.756743 + Penalty 1555.163581 = -263160.593162 nChanged 10 SP:Iteration 25Q (1829.493355 sec): 3 clusters Score: Raw -264717.642406 + Penalty 1555.163581 = -263162.478825 nChanged 6 SP:Iteration 26Q (1829.531366 sec): 3 clusters Score: Raw -264718.558841 + Penalty 1555.163581 = -263163.395261 nChanged 4 SP:Iteration 27Q (1829.572105 sec): 3 clusters Score: Raw -264719.139317 + Penalty 1555.163581 = -263163.975736 nChanged 3 SP:Iteration 28Q (1829.616890 sec): 3 clusters Score: Raw -264719.551240 + Penalty 1555.163581 = -263164.387659 nChanged 1 SP:Iteration 29Q (1829.666959 sec): 3 clusters Score: Raw -264719.606830 + Penalty 1555.163581 = -263164.443250 nChanged 0 SP:Iteration 30F (1829.710880 sec): 3 clusters Score: Raw -264719.606830 + Penalty 1555.163581 = -263164.443250 nChanged 0 Trying to split cluster 17 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1829.735988 sec): 2 clusters Score: Raw -257444.275973 + Penalty 775.574391 = -256668.701582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1829.775858 sec): 3 clusters Score: Raw -255520.772875 + Penalty 1551.148781 = -253969.624093 nChanged 1507 SP:Iteration 1F (1829.823829 sec): 3 clusters Score: Raw -256382.395580 + Penalty 1551.148781 = -254831.246799 nChanged 267 SP:Iteration 2F (1829.879827 sec): 3 clusters Score: Raw -256521.918837 + Penalty 1551.148781 = -254970.770055 nChanged 183 SP:Iteration 3F (1829.931007 sec): 3 clusters Score: Raw -256625.308658 + Penalty 1551.148781 = -255074.159876 nChanged 163 SP:Iteration 4Q (1829.978429 sec): 3 clusters Score: Raw -256733.551015 + Penalty 1551.148781 = -255182.402233 nChanged 150 SP:Iteration 5Q (1830.024528 sec): 3 clusters Score: Raw -256831.601508 + Penalty 1551.148781 = -255280.452726 nChanged 138 SP:Iteration 6Q (1830.061214 sec): 3 clusters Score: Raw -256915.842077 + Penalty 1551.148781 = -255364.693296 nChanged 134 SP:Iteration 7Q (1830.106748 sec): 3 clusters Score: Raw -256999.108010 + Penalty 1551.148781 = -255447.959229 nChanged 104 SP:Iteration 8Q (1830.151422 sec): 3 clusters Score: Raw -257066.684662 + Penalty 1551.148781 = -255515.535881 nChanged 89 SP:Iteration 9Q (1830.196658 sec): 3 clusters Score: Raw -257117.538025 + Penalty 1551.148781 = -255566.389243 nChanged 92 SP:Iteration 10Q (1830.239121 sec): 3 clusters Score: Raw -257170.819025 + Penalty 1551.148781 = -255619.670244 nChanged 75 SP:Iteration 11Q (1830.287507 sec): 3 clusters Score: Raw -257212.605218 + Penalty 1551.148781 = -255661.456437 nChanged 73 SP:Iteration 12Q (1830.336920 sec): 3 clusters Score: Raw -257248.255901 + Penalty 1551.148781 = -255697.107120 nChanged 53 SP:Iteration 13Q (1830.386069 sec): 3 clusters Score: Raw -257268.561955 + Penalty 1551.148781 = -255717.413174 nChanged 52 SP:Iteration 14Q (1830.424842 sec): 3 clusters Score: Raw -257290.743546 + Penalty 1551.148781 = -255739.594764 nChanged 57 SP:Iteration 15Q (1830.474505 sec): 3 clusters Score: Raw -257319.462358 + Penalty 1551.148781 = -255768.313576 nChanged 50 SP:Iteration 16Q (1830.506882 sec): 3 clusters Score: Raw -257342.403248 + Penalty 1551.148781 = -255791.254467 nChanged 39 SP:Iteration 17Q (1830.560137 sec): 3 clusters Score: Raw -257366.010907 + Penalty 1551.148781 = -255814.862125 nChanged 44 SP:Iteration 18Q (1830.610787 sec): 3 clusters Score: Raw -257403.573419 + Penalty 1551.148781 = -255852.424638 nChanged 50 SP:Iteration 19Q (1830.655564 sec): 3 clusters Score: Raw -257437.492864 + Penalty 1551.148781 = -255886.344082 nChanged 41 SP:Iteration 20F (1830.691187 sec): 3 clusters Score: Raw -257468.680701 + Penalty 1551.148781 = -255917.531920 nChanged 44 SP:Iteration 21Q (1830.737938 sec): 3 clusters Score: Raw -257509.038893 + Penalty 1551.148781 = -255957.890112 nChanged 44 SP:Iteration 22Q (1830.797178 sec): 3 clusters Score: Raw -257557.943649 + Penalty 1551.148781 = -256006.794867 nChanged 37 SP:Iteration 23Q (1830.838670 sec): 3 clusters Score: Raw -257589.930108 + Penalty 1551.148781 = -256038.781326 nChanged 22 SP:Iteration 24Q (1830.885232 sec): 3 clusters Score: Raw -257604.410106 + Penalty 1551.148781 = -256053.261325 nChanged 12 SP:Iteration 25Q (1830.933911 sec): 3 clusters Score: Raw -257612.012053 + Penalty 1551.148781 = -256060.863272 nChanged 12 SP:Iteration 26Q (1830.985376 sec): 3 clusters Score: Raw -257616.239515 + Penalty 1551.148781 = -256065.090733 nChanged 11 SP:Iteration 27Q (1831.041312 sec): 3 clusters Score: Raw -257620.137023 + Penalty 1551.148781 = -256068.988241 nChanged 10 SP:Iteration 28Q (1831.091007 sec): 3 clusters Score: Raw -257624.796993 + Penalty 1551.148781 = -256073.648211 nChanged 12 SP:Iteration 29Q (1831.133929 sec): 3 clusters Score: Raw -257630.479336 + Penalty 1551.148781 = -256079.330555 nChanged 9 SP:Iteration 30Q (1831.177041 sec): 3 clusters Score: Raw -257633.707736 + Penalty 1551.148781 = -256082.558954 nChanged 9 SP:Iteration 31Q (1831.225185 sec): 3 clusters Score: Raw -257637.179487 + Penalty 1551.148781 = -256086.030706 nChanged 6 SP:Iteration 32Q (1831.272212 sec): 3 clusters Score: Raw -257638.251160 + Penalty 1551.148781 = -256087.102378 nChanged 6 SP:Iteration 33Q (1831.326591 sec): 3 clusters Score: Raw -257640.137922 + Penalty 1551.148781 = -256088.989141 nChanged 1 SP:Iteration 34Q (1831.372924 sec): 3 clusters Score: Raw -257640.744055 + Penalty 1551.148781 = -256089.595274 nChanged 1 SP:Iteration 35Q (1831.431912 sec): 3 clusters Score: Raw -257641.149903 + Penalty 1551.148781 = -256090.001122 nChanged 2 SP:Iteration 36Q (1831.479447 sec): 3 clusters Score: Raw -257641.513483 + Penalty 1551.148781 = -256090.364701 nChanged 0 SP:Iteration 37F (1831.520799 sec): 3 clusters Score: Raw -257641.513483 + Penalty 1551.148781 = -256090.364701 nChanged 0 Trying to split cluster 18 (5843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1831.552938 sec): 2 clusters Score: Raw -437728.435669 + Penalty 823.934966 = -436904.500702 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1831.605815 sec): 3 clusters Score: Raw -434401.034333 + Penalty 1647.869932 = -432753.164401 nChanged 2499 SP:Iteration 1F (1831.659919 sec): 3 clusters Score: Raw -435773.322549 + Penalty 1647.869932 = -434125.452617 nChanged 378 SP:Iteration 2F (1831.698834 sec): 3 clusters Score: Raw -435986.754971 + Penalty 1647.869932 = -434338.885039 nChanged 335 SP:Iteration 3F (1831.760332 sec): 3 clusters Score: Raw -436194.225274 + Penalty 1647.869932 = -434546.355342 nChanged 308 SP:Iteration 4F (1831.803991 sec): 3 clusters Score: Raw -436406.199796 + Penalty 1647.869932 = -434758.329863 nChanged 327 SP:Iteration 5F (1831.853163 sec): 3 clusters Score: Raw -436609.077953 + Penalty 1647.869932 = -434961.208021 nChanged 311 SP:Iteration 6F (1831.902664 sec): 3 clusters Score: Raw -436821.460436 + Penalty 1647.869932 = -435173.590504 nChanged 330 SP:Iteration 7F (1831.962150 sec): 3 clusters Score: Raw -437057.634852 + Penalty 1647.869932 = -435409.764920 nChanged 289 SP:Iteration 8Q (1831.999118 sec): 3 clusters Score: Raw -437245.832285 + Penalty 1647.869932 = -435597.962353 nChanged 228 SP:Iteration 9Q (1832.054961 sec): 3 clusters Score: Raw -437360.367777 + Penalty 1647.869932 = -435712.497845 nChanged 152 SP:Iteration 10Q (1832.114025 sec): 3 clusters Score: Raw -437417.949684 + Penalty 1647.869932 = -435770.079752 nChanged 91 SP:Iteration 11Q (1832.169560 sec): 3 clusters Score: Raw -437447.553634 + Penalty 1647.869932 = -435799.683702 nChanged 79 SP:Iteration 12Q (1832.216491 sec): 3 clusters Score: Raw -437473.507223 + Penalty 1647.869932 = -435825.637291 nChanged 63 SP:Iteration 13Q (1832.274225 sec): 3 clusters Score: Raw -437496.075919 + Penalty 1647.869932 = -435848.205987 nChanged 68 SP:Iteration 14Q (1832.323406 sec): 3 clusters Score: Raw -437516.770472 + Penalty 1647.869932 = -435868.900540 nChanged 68 SP:Iteration 15Q (1832.376624 sec): 3 clusters Score: Raw -437535.694870 + Penalty 1647.869932 = -435887.824938 nChanged 55 SP:Iteration 16Q (1832.431151 sec): 3 clusters Score: Raw -437546.958380 + Penalty 1647.869932 = -435899.088448 nChanged 38 SP:Iteration 17Q (1832.486211 sec): 3 clusters Score: Raw -437554.045747 + Penalty 1647.869932 = -435906.175815 nChanged 28 SP:Iteration 18Q (1832.546063 sec): 3 clusters Score: Raw -437560.289543 + Penalty 1647.869932 = -435912.419611 nChanged 32 SP:Iteration 19Q (1832.588492 sec): 3 clusters Score: Raw -437567.589959 + Penalty 1647.869932 = -435919.720027 nChanged 35 SP:Iteration 20F (1832.638630 sec): 3 clusters Score: Raw -437575.852100 + Penalty 1647.869932 = -435927.982168 nChanged 39 SP:Iteration 21Q (1832.672028 sec): 3 clusters Score: Raw -437584.564693 + Penalty 1647.869932 = -435936.694761 nChanged 37 SP:Iteration 22Q (1832.727714 sec): 3 clusters Score: Raw -437593.089652 + Penalty 1647.869932 = -435945.219720 nChanged 29 SP:Iteration 23Q (1832.776993 sec): 3 clusters Score: Raw -437598.799333 + Penalty 1647.869932 = -435950.929401 nChanged 26 SP:Iteration 24Q (1832.822751 sec): 3 clusters Score: Raw -437604.496533 + Penalty 1647.869932 = -435956.626601 nChanged 28 SP:Iteration 25Q (1832.878438 sec): 3 clusters Score: Raw -437611.696579 + Penalty 1647.869932 = -435963.826647 nChanged 24 SP:Iteration 26Q (1832.924163 sec): 3 clusters Score: Raw -437616.356932 + Penalty 1647.869932 = -435968.487000 nChanged 19 SP:Iteration 27Q (1832.968503 sec): 3 clusters Score: Raw -437620.245755 + Penalty 1647.869932 = -435972.375823 nChanged 29 SP:Iteration 28Q (1833.026882 sec): 3 clusters Score: Raw -437626.435515 + Penalty 1647.869932 = -435978.565583 nChanged 22 SP:Iteration 29Q (1833.071592 sec): 3 clusters Score: Raw -437631.247326 + Penalty 1647.869932 = -435983.377393 nChanged 27 SP:Iteration 30Q (1833.126422 sec): 3 clusters Score: Raw -437637.462297 + Penalty 1647.869932 = -435989.592365 nChanged 26 SP:Iteration 31Q (1833.175689 sec): 3 clusters Score: Raw -437643.881242 + Penalty 1647.869932 = -435996.011310 nChanged 29 SP:Iteration 32Q (1833.231865 sec): 3 clusters Score: Raw -437650.581581 + Penalty 1647.869932 = -436002.711649 nChanged 28 SP:Iteration 33Q (1833.283356 sec): 3 clusters Score: Raw -437655.909927 + Penalty 1647.869932 = -436008.039995 nChanged 16 SP:Iteration 34Q (1833.337103 sec): 3 clusters Score: Raw -437658.579092 + Penalty 1647.869932 = -436010.709160 nChanged 16 SP:Iteration 35Q (1833.388357 sec): 3 clusters Score: Raw -437660.917788 + Penalty 1647.869932 = -436013.047856 nChanged 11 SP:Iteration 36Q (1833.431519 sec): 3 clusters Score: Raw -437662.886899 + Penalty 1647.869932 = -436015.016967 nChanged 8 SP:Iteration 37Q (1833.486386 sec): 3 clusters Score: Raw -437664.829746 + Penalty 1647.869932 = -436016.959814 nChanged 16 SP:Iteration 38Q (1833.542558 sec): 3 clusters Score: Raw -437666.798965 + Penalty 1647.869932 = -436018.929033 nChanged 8 SP:Iteration 39Q (1833.590956 sec): 3 clusters Score: Raw -437667.891298 + Penalty 1647.869932 = -436020.021366 nChanged 7 SP:Iteration 40F (1833.646659 sec): 3 clusters Score: Raw -437668.864984 + Penalty 1647.869932 = -436020.995052 nChanged 15 SP:Iteration 41Q (1833.702189 sec): 3 clusters Score: Raw -437671.399066 + Penalty 1647.869932 = -436023.529134 nChanged 13 SP:Iteration 42Q (1833.745281 sec): 3 clusters Score: Raw -437674.691174 + Penalty 1647.869932 = -436026.821242 nChanged 13 SP:Iteration 43Q (1833.802864 sec): 3 clusters Score: Raw -437677.632914 + Penalty 1647.869932 = -436029.762982 nChanged 17 SP:Iteration 44Q (1833.863574 sec): 3 clusters Score: Raw -437680.433259 + Penalty 1647.869932 = -436032.563327 nChanged 14 SP:Iteration 45Q (1833.905198 sec): 3 clusters Score: Raw -437682.476019 + Penalty 1647.869932 = -436034.606086 nChanged 15 SP:Iteration 46Q (1833.962516 sec): 3 clusters Score: Raw -437685.235519 + Penalty 1647.869932 = -436037.365586 nChanged 13 SP:Iteration 47Q (1834.023341 sec): 3 clusters Score: Raw -437687.140088 + Penalty 1647.869932 = -436039.270155 nChanged 14 SP:Iteration 48Q (1834.064829 sec): 3 clusters Score: Raw -437689.537329 + Penalty 1647.869932 = -436041.667397 nChanged 22 SP:Iteration 49Q (1834.123667 sec): 3 clusters Score: Raw -437693.555362 + Penalty 1647.869932 = -436045.685430 nChanged 19 SP:Iteration 50Q (1834.180118 sec): 3 clusters Score: Raw -437696.926952 + Penalty 1647.869932 = -436049.057020 nChanged 11 SP:Iteration 51Q (1834.227148 sec): 3 clusters Score: Raw -437698.364333 + Penalty 1647.869932 = -436050.494401 nChanged 5 SP:Iteration 52Q (1834.271852 sec): 3 clusters Score: Raw -437698.980410 + Penalty 1647.869932 = -436051.110477 nChanged 6 SP:Iteration 53Q (1834.331135 sec): 3 clusters Score: Raw -437699.901620 + Penalty 1647.869932 = -436052.031687 nChanged 4 SP:Iteration 54Q (1834.384697 sec): 3 clusters Score: Raw -437700.726402 + Penalty 1647.869932 = -436052.856469 nChanged 3 SP:Iteration 55Q (1834.429540 sec): 3 clusters Score: Raw -437701.507629 + Penalty 1647.869932 = -436053.637697 nChanged 3 SP:Iteration 56Q (1834.483456 sec): 3 clusters Score: Raw -437701.793580 + Penalty 1647.869932 = -436053.923648 nChanged 3 SP:Iteration 57Q (1834.531689 sec): 3 clusters Score: Raw -437702.107731 + Penalty 1647.869932 = -436054.237799 nChanged 5 SP:Iteration 58Q (1834.575484 sec): 3 clusters Score: Raw -437702.554515 + Penalty 1647.869932 = -436054.684583 nChanged 7 SP:Iteration 59Q (1834.636044 sec): 3 clusters Score: Raw -437703.773094 + Penalty 1647.869932 = -436055.903162 nChanged 8 SP:Iteration 60F (1834.693869 sec): 3 clusters Score: Raw -437705.437149 + Penalty 1647.869932 = -436057.567217 nChanged 14 SP:Iteration 61Q (1834.734265 sec): 3 clusters Score: Raw -437708.284155 + Penalty 1647.869932 = -436060.414223 nChanged 13 SP:Iteration 62Q (1834.783341 sec): 3 clusters Score: Raw -437710.475958 + Penalty 1647.869932 = -436062.606025 nChanged 12 SP:Iteration 63Q (1834.832307 sec): 3 clusters Score: Raw -437713.139728 + Penalty 1647.869932 = -436065.269796 nChanged 20 SP:Iteration 64Q (1834.882307 sec): 3 clusters Score: Raw -437717.284297 + Penalty 1647.869932 = -436069.414365 nChanged 18 SP:Iteration 65Q (1834.941549 sec): 3 clusters Score: Raw -437721.196315 + Penalty 1647.869932 = -436073.326383 nChanged 22 SP:Iteration 66Q (1834.982942 sec): 3 clusters Score: Raw -437726.572576 + Penalty 1647.869932 = -436078.702644 nChanged 35 SP:Iteration 67Q (1835.033231 sec): 3 clusters Score: Raw -437737.248452 + Penalty 1647.869932 = -436089.378520 nChanged 39 SP:Iteration 68Q (1835.081315 sec): 3 clusters Score: Raw -437747.405206 + Penalty 1647.869932 = -436099.535274 nChanged 40 SP:Iteration 69Q (1835.136569 sec): 3 clusters Score: Raw -437757.327459 + Penalty 1647.869932 = -436109.457527 nChanged 31 SP:Iteration 70Q (1835.172721 sec): 3 clusters Score: Raw -437764.705309 + Penalty 1647.869932 = -436116.835376 nChanged 34 SP:Iteration 71Q (1835.220834 sec): 3 clusters Score: Raw -437772.399422 + Penalty 1647.869932 = -436124.529490 nChanged 24 SP:Iteration 72Q (1835.262981 sec): 3 clusters Score: Raw -437777.368227 + Penalty 1647.869932 = -436129.498295 nChanged 17 SP:Iteration 73Q (1835.307850 sec): 3 clusters Score: Raw -437781.422826 + Penalty 1647.869932 = -436133.552894 nChanged 14 SP:Iteration 74Q (1835.362890 sec): 3 clusters Score: Raw -437784.072224 + Penalty 1647.869932 = -436136.202292 nChanged 12 SP:Iteration 75Q (1835.415131 sec): 3 clusters Score: Raw -437786.094959 + Penalty 1647.869932 = -436138.225027 nChanged 9 SP:Iteration 76Q (1835.465972 sec): 3 clusters Score: Raw -437787.910108 + Penalty 1647.869932 = -436140.040176 nChanged 11 SP:Iteration 77Q (1835.516548 sec): 3 clusters Score: Raw -437791.718412 + Penalty 1647.869932 = -436143.848480 nChanged 17 SP:Iteration 78Q (1835.562800 sec): 3 clusters Score: Raw -437795.589490 + Penalty 1647.869932 = -436147.719558 nChanged 18 SP:Iteration 79Q (1835.611104 sec): 3 clusters Score: Raw -437799.664050 + Penalty 1647.869932 = -436151.794118 nChanged 20 SP:Iteration 80F (1835.667816 sec): 3 clusters Score: Raw -437804.501412 + Penalty 1647.869932 = -436156.631480 nChanged 21 SP:Iteration 81Q (1835.705571 sec): 3 clusters Score: Raw -437809.630889 + Penalty 1647.869932 = -436161.760957 nChanged 17 SP:Iteration 82Q (1835.754155 sec): 3 clusters Score: Raw -437814.102140 + Penalty 1647.869932 = -436166.232208 nChanged 18 SP:Iteration 83Q (1835.805232 sec): 3 clusters Score: Raw -437819.230709 + Penalty 1647.869932 = -436171.360777 nChanged 20 SP:Iteration 84Q (1835.852867 sec): 3 clusters Score: Raw -437824.720089 + Penalty 1647.869932 = -436176.850157 nChanged 24 SP:Iteration 85Q (1835.907084 sec): 3 clusters Score: Raw -437831.262580 + Penalty 1647.869932 = -436183.392648 nChanged 24 SP:Iteration 86Q (1835.947590 sec): 3 clusters Score: Raw -437836.890333 + Penalty 1647.869932 = -436189.020401 nChanged 22 SP:Iteration 87Q (1835.998755 sec): 3 clusters Score: Raw -437842.437688 + Penalty 1647.869932 = -436194.567756 nChanged 15 SP:Iteration 88Q (1836.052342 sec): 3 clusters Score: Raw -437844.972738 + Penalty 1647.869932 = -436197.102806 nChanged 11 SP:Iteration 89Q (1836.099533 sec): 3 clusters Score: Raw -437847.182051 + Penalty 1647.869932 = -436199.312119 nChanged 9 SP:Iteration 90Q (1836.139605 sec): 3 clusters Score: Raw -437849.248567 + Penalty 1647.869932 = -436201.378635 nChanged 10 SP:Iteration 91Q (1836.186005 sec): 3 clusters Score: Raw -437851.146664 + Penalty 1647.869932 = -436203.276732 nChanged 6 SP:Iteration 92Q (1836.233421 sec): 3 clusters Score: Raw -437851.796722 + Penalty 1647.869932 = -436203.926790 nChanged 4 SP:Iteration 93Q (1836.283130 sec): 3 clusters Score: Raw -437852.911759 + Penalty 1647.869932 = -436205.041827 nChanged 10 SP:Iteration 94Q (1836.330728 sec): 3 clusters Score: Raw -437855.385273 + Penalty 1647.869932 = -436207.515341 nChanged 7 SP:Iteration 95Q (1836.378927 sec): 3 clusters Score: Raw -437856.424174 + Penalty 1647.869932 = -436208.554242 nChanged 4 SP:Iteration 96Q (1836.427216 sec): 3 clusters Score: Raw -437857.080143 + Penalty 1647.869932 = -436209.210211 nChanged 7 SP:Iteration 97Q (1836.485231 sec): 3 clusters Score: Raw -437859.838520 + Penalty 1647.869932 = -436211.968588 nChanged 12 SP:Iteration 98Q (1836.526272 sec): 3 clusters Score: Raw -437863.108538 + Penalty 1647.869932 = -436215.238606 nChanged 11 SP:Iteration 99Q (1836.561407 sec): 3 clusters Score: Raw -437866.231434 + Penalty 1647.869932 = -436218.361502 nChanged 7 SP:Iteration 100F (1836.615330 sec): 3 clusters Score: Raw -437868.489124 + Penalty 1647.869932 = -436220.619192 nChanged 6 SP:Iteration 101Q (1836.663950 sec): 3 clusters Score: Raw -437869.690729 + Penalty 1647.869932 = -436221.820797 nChanged 4 SP:Iteration 102Q (1836.704134 sec): 3 clusters Score: Raw -437870.516335 + Penalty 1647.869932 = -436222.646403 nChanged 3 SP:Iteration 103Q (1836.757892 sec): 3 clusters Score: Raw -437870.991083 + Penalty 1647.869932 = -436223.121151 nChanged 1 SP:Iteration 104Q (1836.801328 sec): 3 clusters Score: Raw -437871.077130 + Penalty 1647.869932 = -436223.207198 nChanged 2 SP:Iteration 105Q (1836.847553 sec): 3 clusters Score: Raw -437871.335563 + Penalty 1647.869932 = -436223.465630 nChanged 1 SP:Iteration 106Q (1836.895255 sec): 3 clusters Score: Raw -437871.511443 + Penalty 1647.869932 = -436223.641511 nChanged 1 SP:Iteration 107Q (1836.934562 sec): 3 clusters Score: Raw -437871.558417 + Penalty 1647.869932 = -436223.688484 nChanged 0 SP:Iteration 108F (1836.994603 sec): 3 clusters Score: Raw -437871.558417 + Penalty 1647.869932 = -436223.688484 nChanged 0 Trying to split cluster 19 (59942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1837.079453 sec): 2 clusters Score: Raw -4346166.583158 + Penalty 1045.107607 = -4345121.475551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1837.202090 sec): 3 clusters Score: Raw -4306988.457258 + Penalty 2090.215214 = -4304898.242043 nChanged 28737 SP:Iteration 1F (1837.323174 sec): 3 clusters Score: Raw -4324818.355435 + Penalty 2090.215214 = -4322728.140221 nChanged 3377 SP:Iteration 2F (1837.443925 sec): 3 clusters Score: Raw -4326513.460505 + Penalty 2090.215214 = -4324423.245290 nChanged 4113 SP:Iteration 3F (1837.564873 sec): 3 clusters Score: Raw -4329157.648602 + Penalty 2090.215214 = -4327067.433388 nChanged 4725 SP:Iteration 4F (1837.682226 sec): 3 clusters Score: Raw -4332883.665470 + Penalty 2090.215214 = -4330793.450256 nChanged 4693 SP:Iteration 5F (1837.802549 sec): 3 clusters Score: Raw -4337172.042691 + Penalty 2090.215214 = -4335081.827477 nChanged 3774 SP:Iteration 6F (1837.923643 sec): 3 clusters Score: Raw -4340672.588186 + Penalty 2090.215214 = -4338582.372971 nChanged 2405 SP:Iteration 7Q (1838.049787 sec): 3 clusters Score: Raw -4342704.049999 + Penalty 2090.215214 = -4340613.834784 nChanged 1589 SP:Iteration 8Q (1838.174359 sec): 3 clusters Score: Raw -4343756.066959 + Penalty 2090.215214 = -4341665.851745 nChanged 1095 SP:Iteration 9Q (1838.296758 sec): 3 clusters Score: Raw -4344405.482162 + Penalty 2090.215214 = -4342315.266948 nChanged 743 SP:Iteration 10Q (1838.404313 sec): 3 clusters Score: Raw -4344807.537256 + Penalty 2090.215214 = -4342717.322041 nChanged 575 SP:Iteration 11Q (1838.520448 sec): 3 clusters Score: Raw -4345129.534360 + Penalty 2090.215214 = -4343039.319145 nChanged 484 SP:Iteration 12Q (1838.633045 sec): 3 clusters Score: Raw -4345388.523030 + Penalty 2090.215214 = -4343298.307816 nChanged 395 SP:Iteration 13Q (1838.748177 sec): 3 clusters Score: Raw -4345587.717801 + Penalty 2090.215214 = -4343497.502587 nChanged 343 SP:Iteration 14Q (1838.860748 sec): 3 clusters Score: Raw -4345745.509866 + Penalty 2090.215214 = -4343655.294652 nChanged 298 SP:Iteration 15Q (1838.969079 sec): 3 clusters Score: Raw -4345863.222575 + Penalty 2090.215214 = -4343773.007360 nChanged 236 SP:Iteration 16Q (1839.084181 sec): 3 clusters Score: Raw -4345948.045678 + Penalty 2090.215214 = -4343857.830464 nChanged 218 SP:Iteration 17Q (1839.191820 sec): 3 clusters Score: Raw -4346026.701294 + Penalty 2090.215214 = -4343936.486079 nChanged 187 SP:Iteration 18Q (1839.295934 sec): 3 clusters Score: Raw -4346087.161474 + Penalty 2090.215214 = -4343996.946260 nChanged 175 SP:Iteration 19Q (1839.412857 sec): 3 clusters Score: Raw -4346145.145253 + Penalty 2090.215214 = -4344054.930039 nChanged 137 SP:Iteration 20F (1839.523439 sec): 3 clusters Score: Raw -4346194.304031 + Penalty 2090.215214 = -4344104.088817 nChanged 124 SP:Iteration 21Q (1839.629523 sec): 3 clusters Score: Raw -4346242.804657 + Penalty 2090.215214 = -4344152.589443 nChanged 113 SP:Iteration 22Q (1839.729130 sec): 3 clusters Score: Raw -4346277.283580 + Penalty 2090.215214 = -4344187.068366 nChanged 92 SP:Iteration 23Q (1839.848178 sec): 3 clusters Score: Raw -4346303.734832 + Penalty 2090.215214 = -4344213.519618 nChanged 82 SP:Iteration 24Q (1839.958378 sec): 3 clusters Score: Raw -4346330.900230 + Penalty 2090.215214 = -4344240.685016 nChanged 88 SP:Iteration 25Q (1840.070988 sec): 3 clusters Score: Raw -4346361.405198 + Penalty 2090.215214 = -4344271.189983 nChanged 77 SP:Iteration 26Q (1840.181583 sec): 3 clusters Score: Raw -4346387.418923 + Penalty 2090.215214 = -4344297.203708 nChanged 70 SP:Iteration 27Q (1840.289106 sec): 3 clusters Score: Raw -4346406.994467 + Penalty 2090.215214 = -4344316.779253 nChanged 61 SP:Iteration 28Q (1840.395109 sec): 3 clusters Score: Raw -4346422.346967 + Penalty 2090.215214 = -4344332.131753 nChanged 51 SP:Iteration 29Q (1840.504495 sec): 3 clusters Score: Raw -4346433.093761 + Penalty 2090.215214 = -4344342.878547 nChanged 55 SP:Iteration 30Q (1840.603209 sec): 3 clusters Score: Raw -4346444.211579 + Penalty 2090.215214 = -4344353.996364 nChanged 42 SP:Iteration 31Q (1840.712799 sec): 3 clusters Score: Raw -4346452.805906 + Penalty 2090.215214 = -4344362.590692 nChanged 42 SP:Iteration 32Q (1840.818045 sec): 3 clusters Score: Raw -4346460.994465 + Penalty 2090.215214 = -4344370.779251 nChanged 27 SP:Iteration 33Q (1840.922773 sec): 3 clusters Score: Raw -4346467.897781 + Penalty 2090.215214 = -4344377.682567 nChanged 34 SP:Iteration 34Q (1841.033527 sec): 3 clusters Score: Raw -4346476.136178 + Penalty 2090.215214 = -4344385.920964 nChanged 36 SP:Iteration 35Q (1841.148781 sec): 3 clusters Score: Raw -4346483.443719 + Penalty 2090.215214 = -4344393.228505 nChanged 31 SP:Iteration 36Q (1841.253669 sec): 3 clusters Score: Raw -4346488.662569 + Penalty 2090.215214 = -4344398.447355 nChanged 31 SP:Iteration 37Q (1841.356686 sec): 3 clusters Score: Raw -4346494.941171 + Penalty 2090.215214 = -4344404.725957 nChanged 35 SP:Iteration 38Q (1841.459426 sec): 3 clusters Score: Raw -4346502.462778 + Penalty 2090.215214 = -4344412.247563 nChanged 28 SP:Iteration 39Q (1841.559132 sec): 3 clusters Score: Raw -4346508.583193 + Penalty 2090.215214 = -4344418.367979 nChanged 27 SP:Iteration 40F (1841.663758 sec): 3 clusters Score: Raw -4346513.798898 + Penalty 2090.215214 = -4344423.583684 nChanged 24 SP:Iteration 41Q (1841.761853 sec): 3 clusters Score: Raw -4346517.715911 + Penalty 2090.215214 = -4344427.500697 nChanged 22 SP:Iteration 42Q (1841.864503 sec): 3 clusters Score: Raw -4346520.852560 + Penalty 2090.215214 = -4344430.637346 nChanged 13 SP:Iteration 43Q (1841.971581 sec): 3 clusters Score: Raw -4346522.686081 + Penalty 2090.215214 = -4344432.470867 nChanged 14 SP:Iteration 44Q (1842.077559 sec): 3 clusters Score: Raw -4346524.277584 + Penalty 2090.215214 = -4344434.062370 nChanged 16 SP:Iteration 45Q (1842.176542 sec): 3 clusters Score: Raw -4346526.638226 + Penalty 2090.215214 = -4344436.423012 nChanged 16 SP:Iteration 46Q (1842.274754 sec): 3 clusters Score: Raw -4346528.817536 + Penalty 2090.215214 = -4344438.602322 nChanged 14 SP:Iteration 47Q (1842.382714 sec): 3 clusters Score: Raw -4346531.456075 + Penalty 2090.215214 = -4344441.240861 nChanged 16 SP:Iteration 48Q (1842.493380 sec): 3 clusters Score: Raw -4346533.254244 + Penalty 2090.215214 = -4344443.039030 nChanged 12 SP:Iteration 49Q (1842.596437 sec): 3 clusters Score: Raw -4346534.959606 + Penalty 2090.215214 = -4344444.744391 nChanged 15 SP:Iteration 50Q (1842.695764 sec): 3 clusters Score: Raw -4346538.358495 + Penalty 2090.215214 = -4344448.143281 nChanged 17 SP:Iteration 51Q (1842.806974 sec): 3 clusters Score: Raw -4346540.868765 + Penalty 2090.215214 = -4344450.653550 nChanged 15 SP:Iteration 52Q (1842.912940 sec): 3 clusters Score: Raw -4346542.729301 + Penalty 2090.215214 = -4344452.514086 nChanged 13 SP:Iteration 53Q (1843.021682 sec): 3 clusters Score: Raw -4346545.454039 + Penalty 2090.215214 = -4344455.238824 nChanged 17 SP:Iteration 54Q (1843.131986 sec): 3 clusters Score: Raw -4346548.138411 + Penalty 2090.215214 = -4344457.923196 nChanged 16 SP:Iteration 55Q (1843.242801 sec): 3 clusters Score: Raw -4346550.483854 + Penalty 2090.215214 = -4344460.268640 nChanged 17 SP:Iteration 56Q (1843.344683 sec): 3 clusters Score: Raw -4346554.053828 + Penalty 2090.215214 = -4344463.838614 nChanged 16 SP:Iteration 57Q (1843.452594 sec): 3 clusters Score: Raw -4346556.680830 + Penalty 2090.215214 = -4344466.465616 nChanged 10 SP:Iteration 58Q (1843.562495 sec): 3 clusters Score: Raw -4346558.162255 + Penalty 2090.215214 = -4344467.947041 nChanged 7 SP:Iteration 59Q (1843.668487 sec): 3 clusters Score: Raw -4346558.961656 + Penalty 2090.215214 = -4344468.746441 nChanged 4 SP:Iteration 60F (1843.786876 sec): 3 clusters Score: Raw -4346559.426125 + Penalty 2090.215214 = -4344469.210911 nChanged 7 SP:Iteration 61Q (1843.895081 sec): 3 clusters Score: Raw -4346560.146460 + Penalty 2090.215214 = -4344469.931246 nChanged 3 SP:Iteration 62Q (1844.002393 sec): 3 clusters Score: Raw -4346560.388128 + Penalty 2090.215214 = -4344470.172914 nChanged 5 SP:Iteration 63Q (1844.107087 sec): 3 clusters Score: Raw -4346560.758998 + Penalty 2090.215214 = -4344470.543783 nChanged 2 SP:Iteration 64Q (1844.215501 sec): 3 clusters Score: Raw -4346560.932495 + Penalty 2090.215214 = -4344470.717281 nChanged 2 SP:Iteration 65Q (1844.318309 sec): 3 clusters Score: Raw -4346561.111586 + Penalty 2090.215214 = -4344470.896372 nChanged 1 SP:Iteration 66Q (1844.433614 sec): 3 clusters Score: Raw -4346561.160233 + Penalty 2090.215214 = -4344470.945019 nChanged 1 SP:Iteration 67Q (1844.542380 sec): 3 clusters Score: Raw -4346561.228318 + Penalty 2090.215214 = -4344471.013104 nChanged 2 SP:Iteration 68Q (1844.646321 sec): 3 clusters Score: Raw -4346561.358614 + Penalty 2090.215214 = -4344471.143399 nChanged 1 SP:Iteration 69Q (1844.753393 sec): 3 clusters Score: Raw -4346561.411630 + Penalty 2090.215214 = -4344471.196416 nChanged 1 SP:Iteration 70Q (1844.857631 sec): 3 clusters Score: Raw -4346561.483270 + Penalty 2090.215214 = -4344471.268055 nChanged 0 SP:Iteration 71F (1844.969579 sec): 3 clusters Score: Raw -4346561.483270 + Penalty 2090.215214 = -4344471.268055 nChanged 0 Trying to split cluster 20 (61146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1845.058847 sec): 2 clusters Score: Raw -4612118.326539 + Penalty 1046.996874 = -4611071.329665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1845.176047 sec): 3 clusters Score: Raw -4572214.988788 + Penalty 2093.993748 = -4570120.995040 nChanged 29321 SP:Iteration 1F (1845.299014 sec): 3 clusters Score: Raw -4589451.659142 + Penalty 2093.993748 = -4587357.665394 nChanged 2287 SP:Iteration 2Q (1845.428378 sec): 3 clusters Score: Raw -4590130.161315 + Penalty 2093.993748 = -4588036.167567 nChanged 2472 SP:Iteration 3Q (1845.556527 sec): 3 clusters Score: Raw -4591013.540136 + Penalty 2093.993748 = -4588919.546388 nChanged 2752 SP:Iteration 4Q (1845.675775 sec): 3 clusters Score: Raw -4592084.984036 + Penalty 2093.993748 = -4589990.990288 nChanged 2789 SP:Iteration 5Q (1845.804502 sec): 3 clusters Score: Raw -4593394.183637 + Penalty 2093.993748 = -4591300.189889 nChanged 3161 SP:Iteration 6F (1845.928519 sec): 3 clusters Score: Raw -4595104.593196 + Penalty 2093.993748 = -4593010.599448 nChanged 3499 SP:Iteration 7F (1846.048586 sec): 3 clusters Score: Raw -4597277.535516 + Penalty 2093.993748 = -4595183.541768 nChanged 3565 SP:Iteration 8F (1846.168660 sec): 3 clusters Score: Raw -4599713.436258 + Penalty 2093.993748 = -4597619.442510 nChanged 3442 SP:Iteration 9F (1846.289662 sec): 3 clusters Score: Raw -4602034.612241 + Penalty 2093.993748 = -4599940.618494 nChanged 2902 SP:Iteration 10Q (1846.405788 sec): 3 clusters Score: Raw -4603785.926543 + Penalty 2093.993748 = -4601691.932795 nChanged 2200 SP:Iteration 11Q (1846.541816 sec): 3 clusters Score: Raw -4604881.400591 + Penalty 2093.993748 = -4602787.406843 nChanged 1683 SP:Iteration 12Q (1846.649176 sec): 3 clusters Score: Raw -4605599.942799 + Penalty 2093.993748 = -4603505.949051 nChanged 1402 SP:Iteration 13Q (1846.768394 sec): 3 clusters Score: Raw -4606154.707750 + Penalty 2093.993748 = -4604060.714002 nChanged 1143 SP:Iteration 14Q (1846.883687 sec): 3 clusters Score: Raw -4606579.170647 + Penalty 2093.993748 = -4604485.176899 nChanged 1064 SP:Iteration 15Q (1846.994130 sec): 3 clusters Score: Raw -4606955.921800 + Penalty 2093.993748 = -4604861.928052 nChanged 955 SP:Iteration 16Q (1847.102260 sec): 3 clusters Score: Raw -4607303.131520 + Penalty 2093.993748 = -4605209.137772 nChanged 937 SP:Iteration 17Q (1847.214852 sec): 3 clusters Score: Raw -4607649.853993 + Penalty 2093.993748 = -4605555.860245 nChanged 919 SP:Iteration 18Q (1847.315825 sec): 3 clusters Score: Raw -4608002.074996 + Penalty 2093.993748 = -4605908.081248 nChanged 906 SP:Iteration 19Q (1847.421093 sec): 3 clusters Score: Raw -4608344.669305 + Penalty 2093.993748 = -4606250.675557 nChanged 908 SP:Iteration 20F (1847.543298 sec): 3 clusters Score: Raw -4608701.853607 + Penalty 2093.993748 = -4606607.859859 nChanged 825 SP:Iteration 21Q (1847.655977 sec): 3 clusters Score: Raw -4609014.608766 + Penalty 2093.993748 = -4606920.615018 nChanged 800 SP:Iteration 22Q (1847.773222 sec): 3 clusters Score: Raw -4609320.411232 + Penalty 2093.993748 = -4607226.417484 nChanged 812 SP:Iteration 23Q (1847.883463 sec): 3 clusters Score: Raw -4609648.242008 + Penalty 2093.993748 = -4607554.248260 nChanged 750 SP:Iteration 24Q (1848.005267 sec): 3 clusters Score: Raw -4609950.622036 + Penalty 2093.993748 = -4607856.628288 nChanged 720 SP:Iteration 25Q (1848.123117 sec): 3 clusters Score: Raw -4610258.093146 + Penalty 2093.993748 = -4608164.099398 nChanged 698 SP:Iteration 26Q (1848.235355 sec): 3 clusters Score: Raw -4610561.759864 + Penalty 2093.993748 = -4608467.766116 nChanged 644 SP:Iteration 27Q (1848.338498 sec): 3 clusters Score: Raw -4610846.297179 + Penalty 2093.993748 = -4608752.303431 nChanged 588 SP:Iteration 28Q (1848.446334 sec): 3 clusters Score: Raw -4611112.110175 + Penalty 2093.993748 = -4609018.116427 nChanged 535 SP:Iteration 29Q (1848.560735 sec): 3 clusters Score: Raw -4611345.379836 + Penalty 2093.993748 = -4609251.386088 nChanged 462 SP:Iteration 30Q (1848.674226 sec): 3 clusters Score: Raw -4611539.956973 + Penalty 2093.993748 = -4609445.963225 nChanged 381 SP:Iteration 31Q (1848.786545 sec): 3 clusters Score: Raw -4611700.355228 + Penalty 2093.993748 = -4609606.361480 nChanged 329 SP:Iteration 32Q (1848.909163 sec): 3 clusters Score: Raw -4611857.084327 + Penalty 2093.993748 = -4609763.090579 nChanged 286 SP:Iteration 33Q (1849.009283 sec): 3 clusters Score: Raw -4612008.156949 + Penalty 2093.993748 = -4609914.163201 nChanged 244 SP:Iteration 34Q (1849.125058 sec): 3 clusters Score: Raw -4612139.753546 + Penalty 2093.993748 = -4610045.759798 nChanged 217 SP:Iteration 35Q (1849.237388 sec): 3 clusters Score: Raw -4612244.064085 + Penalty 2093.993748 = -4610150.070337 nChanged 160 SP:Iteration 36Q (1849.351609 sec): 3 clusters Score: Raw -4612315.630119 + Penalty 2093.993748 = -4610221.636371 nChanged 141 SP:Iteration 37Q (1849.463488 sec): 3 clusters Score: Raw -4612385.733362 + Penalty 2093.993748 = -4610291.739614 nChanged 122 SP:Iteration 38Q (1849.576357 sec): 3 clusters Score: Raw -4612448.018964 + Penalty 2093.993748 = -4610354.025216 nChanged 94 SP:Iteration 39Q (1849.687633 sec): 3 clusters Score: Raw -4612490.275342 + Penalty 2093.993748 = -4610396.281594 nChanged 61 SP:Iteration 40F (1849.807605 sec): 3 clusters Score: Raw -4612514.905531 + Penalty 2093.993748 = -4610420.911783 nChanged 59 SP:Iteration 41Q (1849.905455 sec): 3 clusters Score: Raw -4612534.980702 + Penalty 2093.993748 = -4610440.986954 nChanged 56 SP:Iteration 42Q (1850.020753 sec): 3 clusters Score: Raw -4612553.758930 + Penalty 2093.993748 = -4610459.765183 nChanged 46 SP:Iteration 43Q (1850.128949 sec): 3 clusters Score: Raw -4612567.616312 + Penalty 2093.993748 = -4610473.622564 nChanged 35 SP:Iteration 44Q (1850.231856 sec): 3 clusters Score: Raw -4612580.258641 + Penalty 2093.993748 = -4610486.264893 nChanged 28 SP:Iteration 45Q (1850.344690 sec): 3 clusters Score: Raw -4612588.463176 + Penalty 2093.993748 = -4610494.469428 nChanged 30 SP:Iteration 46Q (1850.450566 sec): 3 clusters Score: Raw -4612600.186094 + Penalty 2093.993748 = -4610506.192346 nChanged 42 SP:Iteration 47Q (1850.552479 sec): 3 clusters Score: Raw -4612612.563188 + Penalty 2093.993748 = -4610518.569440 nChanged 41 SP:Iteration 48Q (1850.656410 sec): 3 clusters Score: Raw -4612625.378465 + Penalty 2093.993748 = -4610531.384717 nChanged 33 SP:Iteration 49Q (1850.767330 sec): 3 clusters Score: Raw -4612633.079572 + Penalty 2093.993748 = -4610539.085825 nChanged 23 SP:Iteration 50Q (1850.877479 sec): 3 clusters Score: Raw -4612638.212505 + Penalty 2093.993748 = -4610544.218757 nChanged 16 SP:Iteration 51Q (1850.991348 sec): 3 clusters Score: Raw -4612641.820312 + Penalty 2093.993748 = -4610547.826564 nChanged 9 SP:Iteration 52Q (1851.096718 sec): 3 clusters Score: Raw -4612644.334840 + Penalty 2093.993748 = -4610550.341092 nChanged 9 SP:Iteration 53Q (1851.214899 sec): 3 clusters Score: Raw -4612646.639678 + Penalty 2093.993748 = -4610552.645930 nChanged 12 SP:Iteration 54Q (1851.322614 sec): 3 clusters Score: Raw -4612649.967515 + Penalty 2093.993748 = -4610555.973767 nChanged 10 SP:Iteration 55Q (1851.432054 sec): 3 clusters Score: Raw -4612652.176853 + Penalty 2093.993748 = -4610558.183105 nChanged 10 SP:Iteration 56Q (1851.542105 sec): 3 clusters Score: Raw -4612655.412289 + Penalty 2093.993748 = -4610561.418541 nChanged 11 SP:Iteration 57Q (1851.652775 sec): 3 clusters Score: Raw -4612657.894071 + Penalty 2093.993748 = -4610563.900324 nChanged 10 SP:Iteration 58Q (1851.767425 sec): 3 clusters Score: Raw -4612659.439254 + Penalty 2093.993748 = -4610565.445506 nChanged 7 SP:Iteration 59Q (1851.882157 sec): 3 clusters Score: Raw -4612660.195783 + Penalty 2093.993748 = -4610566.202035 nChanged 4 SP:Iteration 60F (1851.999152 sec): 3 clusters Score: Raw -4612660.767159 + Penalty 2093.993748 = -4610566.773411 nChanged 1 SP:Iteration 61Q (1852.103926 sec): 3 clusters Score: Raw -4612661.083891 + Penalty 2093.993748 = -4610567.090143 nChanged 1 SP:Iteration 62Q (1852.207338 sec): 3 clusters Score: Raw -4612661.464256 + Penalty 2093.993748 = -4610567.470508 nChanged 3 SP:Iteration 63Q (1852.310186 sec): 3 clusters Score: Raw -4612662.021964 + Penalty 2093.993748 = -4610568.028216 nChanged 6 SP:Iteration 64Q (1852.411475 sec): 3 clusters Score: Raw -4612663.149339 + Penalty 2093.993748 = -4610569.155591 nChanged 4 SP:Iteration 65Q (1852.515367 sec): 3 clusters Score: Raw -4612663.754421 + Penalty 2093.993748 = -4610569.760673 nChanged 4 SP:Iteration 66Q (1852.622739 sec): 3 clusters Score: Raw -4612664.772198 + Penalty 2093.993748 = -4610570.778450 nChanged 8 SP:Iteration 67Q (1852.728841 sec): 3 clusters Score: Raw -4612667.783412 + Penalty 2093.993748 = -4610573.789664 nChanged 8 SP:Iteration 68Q (1852.834197 sec): 3 clusters Score: Raw -4612670.840622 + Penalty 2093.993748 = -4610576.846874 nChanged 6 SP:Iteration 69Q (1852.945416 sec): 3 clusters Score: Raw -4612672.145807 + Penalty 2093.993748 = -4610578.152059 nChanged 4 SP:Iteration 70Q (1853.051855 sec): 3 clusters Score: Raw -4612673.018308 + Penalty 2093.993748 = -4610579.024560 nChanged 7 SP:Iteration 71Q (1853.161929 sec): 3 clusters Score: Raw -4612674.073905 + Penalty 2093.993748 = -4610580.080157 nChanged 5 SP:Iteration 72Q (1853.270332 sec): 3 clusters Score: Raw -4612674.674724 + Penalty 2093.993748 = -4610580.680976 nChanged 5 SP:Iteration 73Q (1853.381501 sec): 3 clusters Score: Raw -4612675.593640 + Penalty 2093.993748 = -4610581.599892 nChanged 5 SP:Iteration 74Q (1853.493397 sec): 3 clusters Score: Raw -4612676.203386 + Penalty 2093.993748 = -4610582.209638 nChanged 3 SP:Iteration 75Q (1853.599486 sec): 3 clusters Score: Raw -4612676.815931 + Penalty 2093.993748 = -4610582.822183 nChanged 1 SP:Iteration 76Q (1853.717603 sec): 3 clusters Score: Raw -4612677.592067 + Penalty 2093.993748 = -4610583.598320 nChanged 1 SP:Iteration 77Q (1853.831037 sec): 3 clusters Score: Raw -4612677.669988 + Penalty 2093.993748 = -4610583.676240 nChanged 1 SP:Iteration 78Q (1853.935499 sec): 3 clusters Score: Raw -4612677.745978 + Penalty 2093.993748 = -4610583.752230 nChanged 0 SP:Iteration 79F (1854.058881 sec): 3 clusters Score: Raw -4612677.745978 + Penalty 2093.993748 = -4610583.752230 nChanged 0 Trying to split cluster 21 (17184 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1854.105564 sec): 2 clusters Score: Raw -1283543.531632 + Penalty 926.414730 = -1282617.116902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1854.160105 sec): 3 clusters Score: Raw -1272958.796251 + Penalty 1852.829459 = -1271105.966792 nChanged 7891 SP:Iteration 1F (1854.230380 sec): 3 clusters Score: Raw -1277423.376908 + Penalty 1852.829459 = -1275570.547449 nChanged 878 SP:Iteration 2F (1854.301749 sec): 3 clusters Score: Raw -1277734.140892 + Penalty 1852.829459 = -1275881.311433 nChanged 807 SP:Iteration 3Q (1854.380246 sec): 3 clusters Score: Raw -1278033.187846 + Penalty 1852.829459 = -1276180.358387 nChanged 779 SP:Iteration 4Q (1854.444493 sec): 3 clusters Score: Raw -1278331.293478 + Penalty 1852.829459 = -1276478.464018 nChanged 749 SP:Iteration 5Q (1854.515958 sec): 3 clusters Score: Raw -1278680.763630 + Penalty 1852.829459 = -1276827.934171 nChanged 824 SP:Iteration 6Q (1854.592441 sec): 3 clusters Score: Raw -1279143.904535 + Penalty 1852.829459 = -1277291.075076 nChanged 909 SP:Iteration 7F (1854.658625 sec): 3 clusters Score: Raw -1279736.301069 + Penalty 1852.829459 = -1277883.471610 nChanged 948 SP:Iteration 8F (1854.722151 sec): 3 clusters Score: Raw -1280381.778675 + Penalty 1852.829459 = -1278528.949215 nChanged 857 SP:Iteration 9Q (1854.782884 sec): 3 clusters Score: Raw -1280870.566560 + Penalty 1852.829459 = -1279017.737101 nChanged 654 SP:Iteration 10Q (1854.853057 sec): 3 clusters Score: Raw -1281130.609420 + Penalty 1852.829459 = -1279277.779961 nChanged 384 SP:Iteration 11Q (1854.919895 sec): 3 clusters Score: Raw -1281221.791001 + Penalty 1852.829459 = -1279368.961542 nChanged 251 SP:Iteration 12Q (1854.986772 sec): 3 clusters Score: Raw -1281275.695939 + Penalty 1852.829459 = -1279422.866480 nChanged 174 SP:Iteration 13Q (1855.057571 sec): 3 clusters Score: Raw -1281313.236606 + Penalty 1852.829459 = -1279460.407147 nChanged 186 SP:Iteration 14Q (1855.136615 sec): 3 clusters Score: Raw -1281358.962433 + Penalty 1852.829459 = -1279506.132973 nChanged 208 SP:Iteration 15Q (1855.194694 sec): 3 clusters Score: Raw -1281412.109892 + Penalty 1852.829459 = -1279559.280433 nChanged 203 SP:Iteration 16Q (1855.259658 sec): 3 clusters Score: Raw -1281468.329436 + Penalty 1852.829459 = -1279615.499976 nChanged 219 SP:Iteration 17Q (1855.332702 sec): 3 clusters Score: Raw -1281535.820701 + Penalty 1852.829459 = -1279682.991241 nChanged 234 SP:Iteration 18Q (1855.398417 sec): 3 clusters Score: Raw -1281608.653079 + Penalty 1852.829459 = -1279755.823619 nChanged 229 SP:Iteration 19Q (1855.461738 sec): 3 clusters Score: Raw -1281681.227985 + Penalty 1852.829459 = -1279828.398525 nChanged 259 SP:Iteration 20F (1855.540938 sec): 3 clusters Score: Raw -1281770.193922 + Penalty 1852.829459 = -1279917.364462 nChanged 272 SP:Iteration 21Q (1855.595489 sec): 3 clusters Score: Raw -1281862.553732 + Penalty 1852.829459 = -1280009.724273 nChanged 272 SP:Iteration 22Q (1855.666951 sec): 3 clusters Score: Raw -1281953.201284 + Penalty 1852.829459 = -1280100.371824 nChanged 256 SP:Iteration 23Q (1855.734698 sec): 3 clusters Score: Raw -1282034.989585 + Penalty 1852.829459 = -1280182.160126 nChanged 247 SP:Iteration 24Q (1855.803433 sec): 3 clusters Score: Raw -1282108.706224 + Penalty 1852.829459 = -1280255.876764 nChanged 241 SP:Iteration 25Q (1855.867751 sec): 3 clusters Score: Raw -1282175.193957 + Penalty 1852.829459 = -1280322.364498 nChanged 226 SP:Iteration 26Q (1855.926500 sec): 3 clusters Score: Raw -1282236.252214 + Penalty 1852.829459 = -1280383.422754 nChanged 247 SP:Iteration 27Q (1856.002302 sec): 3 clusters Score: Raw -1282302.010912 + Penalty 1852.829459 = -1280449.181452 nChanged 218 SP:Iteration 28Q (1856.057402 sec): 3 clusters Score: Raw -1282363.789159 + Penalty 1852.829459 = -1280510.959700 nChanged 229 SP:Iteration 29Q (1856.135387 sec): 3 clusters Score: Raw -1282429.278950 + Penalty 1852.829459 = -1280576.449490 nChanged 229 SP:Iteration 30Q (1856.198434 sec): 3 clusters Score: Raw -1282488.418192 + Penalty 1852.829459 = -1280635.588733 nChanged 188 SP:Iteration 31Q (1856.255584 sec): 3 clusters Score: Raw -1282537.267085 + Penalty 1852.829459 = -1280684.437625 nChanged 214 SP:Iteration 32Q (1856.330448 sec): 3 clusters Score: Raw -1282603.894625 + Penalty 1852.829459 = -1280751.065165 nChanged 233 SP:Iteration 33Q (1856.398456 sec): 3 clusters Score: Raw -1282683.874709 + Penalty 1852.829459 = -1280831.045250 nChanged 231 SP:Iteration 34Q (1856.462200 sec): 3 clusters Score: Raw -1282759.252309 + Penalty 1852.829459 = -1280906.422850 nChanged 215 SP:Iteration 35Q (1856.534696 sec): 3 clusters Score: Raw -1282825.683970 + Penalty 1852.829459 = -1280972.854510 nChanged 182 SP:Iteration 36Q (1856.588185 sec): 3 clusters Score: Raw -1282876.673337 + Penalty 1852.829459 = -1281023.843877 nChanged 167 SP:Iteration 37Q (1856.660498 sec): 3 clusters Score: Raw -1282924.841457 + Penalty 1852.829459 = -1281072.011998 nChanged 171 SP:Iteration 38Q (1856.714401 sec): 3 clusters Score: Raw -1282975.080403 + Penalty 1852.829459 = -1281122.250943 nChanged 167 SP:Iteration 39Q (1856.782414 sec): 3 clusters Score: Raw -1283023.506001 + Penalty 1852.829459 = -1281170.676541 nChanged 166 SP:Iteration 40F (1856.848058 sec): 3 clusters Score: Raw -1283074.257271 + Penalty 1852.829459 = -1281221.427811 nChanged 150 SP:Iteration 41Q (1856.921289 sec): 3 clusters Score: Raw -1283116.711700 + Penalty 1852.829459 = -1281263.882240 nChanged 128 SP:Iteration 42Q (1856.985600 sec): 3 clusters Score: Raw -1283147.692742 + Penalty 1852.829459 = -1281294.863282 nChanged 114 SP:Iteration 43Q (1857.047989 sec): 3 clusters Score: Raw -1283173.005500 + Penalty 1852.829459 = -1281320.176041 nChanged 100 SP:Iteration 44Q (1857.113231 sec): 3 clusters Score: Raw -1283194.555731 + Penalty 1852.829459 = -1281341.726271 nChanged 88 SP:Iteration 45Q (1857.177864 sec): 3 clusters Score: Raw -1283215.544143 + Penalty 1852.829459 = -1281362.714683 nChanged 102 SP:Iteration 46Q (1857.234085 sec): 3 clusters Score: Raw -1283243.458454 + Penalty 1852.829459 = -1281390.628995 nChanged 109 SP:Iteration 47Q (1857.303821 sec): 3 clusters Score: Raw -1283272.624579 + Penalty 1852.829459 = -1281419.795119 nChanged 112 SP:Iteration 48Q (1857.363513 sec): 3 clusters Score: Raw -1283303.939308 + Penalty 1852.829459 = -1281451.109848 nChanged 111 SP:Iteration 49Q (1857.416140 sec): 3 clusters Score: Raw -1283337.801939 + Penalty 1852.829459 = -1281484.972479 nChanged 102 SP:Iteration 50Q (1857.473724 sec): 3 clusters Score: Raw -1283368.184195 + Penalty 1852.829459 = -1281515.354736 nChanged 100 SP:Iteration 51Q (1857.535663 sec): 3 clusters Score: Raw -1283400.053106 + Penalty 1852.829459 = -1281547.223647 nChanged 104 SP:Iteration 52Q (1857.596239 sec): 3 clusters Score: Raw -1283437.313818 + Penalty 1852.829459 = -1281584.484358 nChanged 103 SP:Iteration 53Q (1857.661952 sec): 3 clusters Score: Raw -1283472.592575 + Penalty 1852.829459 = -1281619.763116 nChanged 92 SP:Iteration 54Q (1857.728177 sec): 3 clusters Score: Raw -1283503.401440 + Penalty 1852.829459 = -1281650.571981 nChanged 86 SP:Iteration 55Q (1857.781197 sec): 3 clusters Score: Raw -1283534.182470 + Penalty 1852.829459 = -1281681.353010 nChanged 89 SP:Iteration 56Q (1857.845467 sec): 3 clusters Score: Raw -1283566.983063 + Penalty 1852.829459 = -1281714.153603 nChanged 78 SP:Iteration 57Q (1857.914209 sec): 3 clusters Score: Raw -1283598.956083 + Penalty 1852.829459 = -1281746.126624 nChanged 68 SP:Iteration 58Q (1857.970741 sec): 3 clusters Score: Raw -1283628.037125 + Penalty 1852.829459 = -1281775.207665 nChanged 63 SP:Iteration 59Q (1858.023487 sec): 3 clusters Score: Raw -1283649.888647 + Penalty 1852.829459 = -1281797.059188 nChanged 44 SP:Iteration 60F (1858.084626 sec): 3 clusters Score: Raw -1283663.425414 + Penalty 1852.829459 = -1281810.595955 nChanged 40 SP:Iteration 61Q (1858.144443 sec): 3 clusters Score: Raw -1283677.071749 + Penalty 1852.829459 = -1281824.242290 nChanged 44 SP:Iteration 62Q (1858.199429 sec): 3 clusters Score: Raw -1283689.894338 + Penalty 1852.829459 = -1281837.064878 nChanged 29 SP:Iteration 63Q (1858.265778 sec): 3 clusters Score: Raw -1283697.815886 + Penalty 1852.829459 = -1281844.986426 nChanged 26 SP:Iteration 64Q (1858.327824 sec): 3 clusters Score: Raw -1283704.351437 + Penalty 1852.829459 = -1281851.521978 nChanged 14 SP:Iteration 65Q (1858.385436 sec): 3 clusters Score: Raw -1283708.713806 + Penalty 1852.829459 = -1281855.884346 nChanged 18 SP:Iteration 66Q (1858.442785 sec): 3 clusters Score: Raw -1283715.620289 + Penalty 1852.829459 = -1281862.790829 nChanged 12 SP:Iteration 67Q (1858.502616 sec): 3 clusters Score: Raw -1283718.391886 + Penalty 1852.829459 = -1281865.562426 nChanged 14 SP:Iteration 68Q (1858.561223 sec): 3 clusters Score: Raw -1283721.892671 + Penalty 1852.829459 = -1281869.063211 nChanged 11 SP:Iteration 69Q (1858.624387 sec): 3 clusters Score: Raw -1283724.383393 + Penalty 1852.829459 = -1281871.553934 nChanged 13 SP:Iteration 70Q (1858.677860 sec): 3 clusters Score: Raw -1283726.724307 + Penalty 1852.829459 = -1281873.894847 nChanged 10 SP:Iteration 71Q (1858.738338 sec): 3 clusters Score: Raw -1283728.176664 + Penalty 1852.829459 = -1281875.347204 nChanged 5 SP:Iteration 72Q (1858.805068 sec): 3 clusters Score: Raw -1283728.575627 + Penalty 1852.829459 = -1281875.746168 nChanged 1 SP:Iteration 73Q (1858.873842 sec): 3 clusters Score: Raw -1283728.666925 + Penalty 1852.829459 = -1281875.837466 nChanged 2 SP:Iteration 74Q (1858.921531 sec): 3 clusters Score: Raw -1283728.931487 + Penalty 1852.829459 = -1281876.102027 nChanged 2 SP:Iteration 75Q (1858.974954 sec): 3 clusters Score: Raw -1283729.809873 + Penalty 1852.829459 = -1281876.980413 nChanged 4 SP:Iteration 76Q (1859.044282 sec): 3 clusters Score: Raw -1283731.603869 + Penalty 1852.829459 = -1281878.774410 nChanged 5 SP:Iteration 77Q (1859.095814 sec): 3 clusters Score: Raw -1283734.110410 + Penalty 1852.829459 = -1281881.280951 nChanged 10 SP:Iteration 78Q (1859.159372 sec): 3 clusters Score: Raw -1283737.414479 + Penalty 1852.829459 = -1281884.585020 nChanged 3 SP:Iteration 79Q (1859.222988 sec): 3 clusters Score: Raw -1283738.286731 + Penalty 1852.829459 = -1281885.457271 nChanged 1 SP:Iteration 80F (1859.293698 sec): 3 clusters Score: Raw -1283738.434932 + Penalty 1852.829459 = -1281885.605473 nChanged 1 SP:Iteration 81Q (1859.356678 sec): 3 clusters Score: Raw -1283738.481228 + Penalty 1852.829459 = -1281885.651768 nChanged 0 SP:Iteration 82F (1859.423637 sec): 3 clusters Score: Raw -1283738.481228 + Penalty 1852.829459 = -1281885.651768 nChanged 0 Trying to split cluster 22 (5434 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1859.453132 sec): 2 clusters Score: Raw -360293.703110 + Penalty 817.040925 = -359476.662185 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1859.506649 sec): 3 clusters Score: Raw -357232.994017 + Penalty 1634.081850 = -355598.912167 nChanged 2356 SP:Iteration 1F (1859.559994 sec): 3 clusters Score: Raw -358734.308540 + Penalty 1634.081850 = -357100.226690 nChanged 524 SP:Iteration 2F (1859.602886 sec): 3 clusters Score: Raw -359238.233644 + Penalty 1634.081850 = -357604.151794 nChanged 537 SP:Iteration 3F (1859.664008 sec): 3 clusters Score: Raw -359795.346924 + Penalty 1634.081850 = -358161.265074 nChanged 494 SP:Iteration 4F (1859.712264 sec): 3 clusters Score: Raw -360258.228210 + Penalty 1634.081850 = -358624.146360 nChanged 375 SP:Iteration 5F (1859.755864 sec): 3 clusters Score: Raw -360557.250441 + Penalty 1634.081850 = -358923.168591 nChanged 249 SP:Iteration 6Q (1859.813341 sec): 3 clusters Score: Raw -360731.375553 + Penalty 1634.081850 = -359097.293703 nChanged 200 SP:Iteration 7Q (1859.865575 sec): 3 clusters Score: Raw -360836.023283 + Penalty 1634.081850 = -359201.941433 nChanged 109 SP:Iteration 8Q (1859.922210 sec): 3 clusters Score: Raw -360878.112966 + Penalty 1634.081850 = -359244.031116 nChanged 73 SP:Iteration 9Q (1859.956879 sec): 3 clusters Score: Raw -360903.369447 + Penalty 1634.081850 = -359269.287597 nChanged 53 SP:Iteration 10Q (1860.013888 sec): 3 clusters Score: Raw -360920.631343 + Penalty 1634.081850 = -359286.549493 nChanged 50 SP:Iteration 11Q (1860.066790 sec): 3 clusters Score: Raw -360934.355164 + Penalty 1634.081850 = -359300.273314 nChanged 43 SP:Iteration 12Q (1860.118282 sec): 3 clusters Score: Raw -360943.989195 + Penalty 1634.081850 = -359309.907345 nChanged 33 SP:Iteration 13Q (1860.164736 sec): 3 clusters Score: Raw -360953.130808 + Penalty 1634.081850 = -359319.048958 nChanged 32 SP:Iteration 14Q (1860.218176 sec): 3 clusters Score: Raw -360958.585450 + Penalty 1634.081850 = -359324.503600 nChanged 22 SP:Iteration 15Q (1860.267828 sec): 3 clusters Score: Raw -360962.631549 + Penalty 1634.081850 = -359328.549699 nChanged 11 SP:Iteration 16Q (1860.312878 sec): 3 clusters Score: Raw -360965.064001 + Penalty 1634.081850 = -359330.982151 nChanged 16 SP:Iteration 17Q (1860.367232 sec): 3 clusters Score: Raw -360967.414668 + Penalty 1634.081850 = -359333.332818 nChanged 11 SP:Iteration 18Q (1860.412597 sec): 3 clusters Score: Raw -360968.313452 + Penalty 1634.081850 = -359334.231602 nChanged 1 SP:Iteration 19Q (1860.463108 sec): 3 clusters Score: Raw -360968.361691 + Penalty 1634.081850 = -359334.279841 nChanged 2 SP:Iteration 20F (1860.525851 sec): 3 clusters Score: Raw -360968.475203 + Penalty 1634.081850 = -359334.393352 nChanged 2 SP:Iteration 21Q (1860.572557 sec): 3 clusters Score: Raw -360968.618982 + Penalty 1634.081850 = -359334.537132 nChanged 1 SP:Iteration 22Q (1860.621082 sec): 3 clusters Score: Raw -360968.693883 + Penalty 1634.081850 = -359334.612033 nChanged 1 SP:Iteration 23Q (1860.673452 sec): 3 clusters Score: Raw -360968.808094 + Penalty 1634.081850 = -359334.726244 nChanged 1 SP:Iteration 24Q (1860.724789 sec): 3 clusters Score: Raw -360968.929972 + Penalty 1634.081850 = -359334.848122 nChanged 1 SP:Iteration 25Q (1860.769161 sec): 3 clusters Score: Raw -360969.027439 + Penalty 1634.081850 = -359334.945589 nChanged 2 SP:Iteration 26Q (1860.831075 sec): 3 clusters Score: Raw -360969.283344 + Penalty 1634.081850 = -359335.201494 nChanged 1 SP:Iteration 27Q (1860.875996 sec): 3 clusters Score: Raw -360969.399950 + Penalty 1634.081850 = -359335.318100 nChanged 0 SP:Iteration 28F (1860.934266 sec): 3 clusters Score: Raw -360969.399950 + Penalty 1634.081850 = -359335.318100 nChanged 0 Iteration 419Q (1863.167758 sec): 23 clusters Score: Raw -25397896.131174 + Penalty 26720.276661 = -25371175.854513 nChanged 226 Iteration 420F (1867.186200 sec): 23 clusters Score: Raw -25397902.208578 + Penalty 26720.276661 = -25371181.931917 nChanged 215 Iteration 421Q (1869.456881 sec): 23 clusters Score: Raw -25397907.664345 + Penalty 26720.276661 = -25371187.387684 nChanged 201 Iteration 422Q (1871.606996 sec): 23 clusters Score: Raw -25397912.727463 + Penalty 26720.276661 = -25371192.450802 nChanged 181 Iteration 423Q (1873.941460 sec): 23 clusters Score: Raw -25397917.218110 + Penalty 26720.276661 = -25371196.941449 nChanged 162 Iteration 424Q (1876.239208 sec): 23 clusters Score: Raw -25397921.980167 + Penalty 26720.276661 = -25371201.703506 nChanged 174 Iteration 425Q (1878.465192 sec): 23 clusters Score: Raw -25397927.849487 + Penalty 26720.276661 = -25371207.572826 nChanged 199 Iteration 426Q (1880.838073 sec): 23 clusters Score: Raw -25397934.108231 + Penalty 26720.276661 = -25371213.831570 nChanged 200 Iteration 427Q (1883.039916 sec): 23 clusters Score: Raw -25397939.510236 + Penalty 26720.276661 = -25371219.233575 nChanged 185 Iteration 428Q (1885.254548 sec): 23 clusters Score: Raw -25397944.809107 + Penalty 26720.276661 = -25371224.532446 nChanged 181 Iteration 429Q (1887.531519 sec): 23 clusters Score: Raw -25397950.824978 + Penalty 26720.276661 = -25371230.548318 nChanged 196 Iteration 430Q (1889.727771 sec): 23 clusters Score: Raw -25397956.432319 + Penalty 26720.276661 = -25371236.155659 nChanged 194 Iteration 431Q (1891.963324 sec): 23 clusters Score: Raw -25397962.444528 + Penalty 26720.276661 = -25371242.167868 nChanged 211 Iteration 432Q (1894.252136 sec): 23 clusters Score: Raw -25397968.397304 + Penalty 26720.276661 = -25371248.120643 nChanged 197 Iteration 433Q (1896.435868 sec): 23 clusters Score: Raw -25397973.613229 + Penalty 26720.276661 = -25371253.336568 nChanged 186 Iteration 434Q (1898.691249 sec): 23 clusters Score: Raw -25397978.707368 + Penalty 26720.276661 = -25371258.430707 nChanged 180 Iteration 435Q (1900.962122 sec): 23 clusters Score: Raw -25397983.637536 + Penalty 26720.276661 = -25371263.360876 nChanged 201 Iteration 436Q (1903.188755 sec): 23 clusters Score: Raw -25397989.278485 + Penalty 26720.276661 = -25371269.001824 nChanged 204 Iteration 437Q (1905.378161 sec): 23 clusters Score: Raw -25397994.618940 + Penalty 26720.276661 = -25371274.342279 nChanged 182 Iteration 438Q (1907.650035 sec): 23 clusters Score: Raw -25397999.503571 + Penalty 26720.276661 = -25371279.226911 nChanged 191 Iteration 439Q (1909.960780 sec): 23 clusters Score: Raw -25398006.351263 + Penalty 26720.276661 = -25371286.074602 nChanged 192 Iteration 440F (1913.932614 sec): 23 clusters Score: Raw -25398012.960115 + Penalty 26720.276661 = -25371292.683454 nChanged 216 Iteration 441Q (1916.465233 sec): 23 clusters Score: Raw -25398020.057509 + Penalty 26720.276661 = -25371299.780849 nChanged 225 Iteration 442Q (1918.578772 sec): 23 clusters Score: Raw -25398028.578434 + Penalty 26720.276661 = -25371308.301773 nChanged 236 Iteration 443Q (1920.676748 sec): 23 clusters Score: Raw -25398038.084026 + Penalty 26720.276661 = -25371317.807366 nChanged 217 Iteration 444Q (1922.938046 sec): 23 clusters Score: Raw -25398045.854784 + Penalty 26720.276661 = -25371325.578123 nChanged 230 Iteration 445Q (1925.288683 sec): 23 clusters Score: Raw -25398054.962104 + Penalty 26720.276661 = -25371334.685443 nChanged 207 Iteration 446Q (1927.583210 sec): 23 clusters Score: Raw -25398062.174863 + Penalty 26720.276661 = -25371341.898202 nChanged 173 Iteration 447Q (1929.939900 sec): 23 clusters Score: Raw -25398067.877546 + Penalty 26720.276661 = -25371347.600885 nChanged 182 Iteration 448Q (1932.197852 sec): 23 clusters Score: Raw -25398074.190598 + Penalty 26720.276661 = -25371353.913937 nChanged 178 Iteration 449Q (1934.462632 sec): 23 clusters Score: Raw -25398079.903120 + Penalty 26720.276661 = -25371359.626459 nChanged 182 Iteration 450Q (1936.700965 sec): 23 clusters Score: Raw -25398088.282796 + Penalty 26720.276661 = -25371368.006135 nChanged 207 Iteration 451Q (1938.979266 sec): 23 clusters Score: Raw -25398098.828854 + Penalty 26720.276661 = -25371378.552194 nChanged 190 Iteration 452Q (1941.192541 sec): 23 clusters Score: Raw -25398113.676536 + Penalty 26720.276661 = -25371393.399875 nChanged 229 Iteration 453Q (1943.369930 sec): 23 clusters Score: Raw -25398129.094819 + Penalty 26720.276661 = -25371408.818158 nChanged 250 Iteration 454Q (1945.824973 sec): 23 clusters Score: Raw -25398142.389881 + Penalty 26720.276661 = -25371422.113220 nChanged 265 Iteration 455Q (1948.071044 sec): 23 clusters Score: Raw -25398154.687352 + Penalty 26720.276661 = -25371434.410692 nChanged 302 Iteration 456Q (1950.446436 sec): 23 clusters Score: Raw -25398168.136958 + Penalty 26720.276661 = -25371447.860297 nChanged 280 Iteration 457Q (1952.762823 sec): 23 clusters Score: Raw -25398183.381791 + Penalty 26720.276661 = -25371463.105130 nChanged 317 Iteration 458Q (1955.039956 sec): 23 clusters Score: Raw -25398200.215153 + Penalty 26720.276661 = -25371479.938493 nChanged 307 Writing temp clu file Because OldScore, -25371463.105130, is greater than current (better) Score,-25371479.938493 Compute initial score before splitting: Score: Raw -25398200.215153 + Penalty 26720.276661 = -25371479.938493 Trying to split cluster 1 (27001 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1955.197794 sec): 2 clusters Score: Raw -2051201.007284 + Penalty 969.344772 = -2050231.662512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1955.280212 sec): 3 clusters Score: Raw -2034154.606480 + Penalty 1938.689544 = -2032215.916935 nChanged 12667 SP:Iteration 1F (1955.360243 sec): 3 clusters Score: Raw -2041685.653564 + Penalty 1938.689544 = -2039746.964020 nChanged 1619 SP:Iteration 2F (1955.440485 sec): 3 clusters Score: Raw -2042605.747716 + Penalty 1938.689544 = -2040667.058172 nChanged 1855 SP:Iteration 3F (1955.514111 sec): 3 clusters Score: Raw -2043912.520529 + Penalty 1938.689544 = -2041973.830984 nChanged 2004 SP:Iteration 4F (1955.584283 sec): 3 clusters Score: Raw -2045591.281095 + Penalty 1938.689544 = -2043652.591551 nChanged 1825 SP:Iteration 5F (1955.654075 sec): 3 clusters Score: Raw -2047264.403190 + Penalty 1938.689544 = -2045325.713645 nChanged 1481 SP:Iteration 6F (1955.739525 sec): 3 clusters Score: Raw -2048561.046480 + Penalty 1938.689544 = -2046622.356936 nChanged 1085 SP:Iteration 7Q (1955.811300 sec): 3 clusters Score: Raw -2049374.747448 + Penalty 1938.689544 = -2047436.057903 nChanged 764 SP:Iteration 8Q (1955.901560 sec): 3 clusters Score: Raw -2049893.950037 + Penalty 1938.689544 = -2047955.260493 nChanged 550 SP:Iteration 9Q (1955.981937 sec): 3 clusters Score: Raw -2050202.327941 + Penalty 1938.689544 = -2048263.638397 nChanged 403 SP:Iteration 10Q (1956.053613 sec): 3 clusters Score: Raw -2050406.608413 + Penalty 1938.689544 = -2048467.918869 nChanged 318 SP:Iteration 11Q (1956.126218 sec): 3 clusters Score: Raw -2050548.058688 + Penalty 1938.689544 = -2048609.369144 nChanged 265 SP:Iteration 12Q (1956.194260 sec): 3 clusters Score: Raw -2050669.796128 + Penalty 1938.689544 = -2048731.106583 nChanged 261 SP:Iteration 13Q (1956.279325 sec): 3 clusters Score: Raw -2050794.132609 + Penalty 1938.689544 = -2048855.443065 nChanged 220 SP:Iteration 14Q (1956.347062 sec): 3 clusters Score: Raw -2050899.647044 + Penalty 1938.689544 = -2048960.957499 nChanged 190 SP:Iteration 15Q (1956.426638 sec): 3 clusters Score: Raw -2050990.347872 + Penalty 1938.689544 = -2049051.658327 nChanged 164 SP:Iteration 16Q (1956.494719 sec): 3 clusters Score: Raw -2051082.781167 + Penalty 1938.689544 = -2049144.091623 nChanged 168 SP:Iteration 17Q (1956.577864 sec): 3 clusters Score: Raw -2051188.250598 + Penalty 1938.689544 = -2049249.561054 nChanged 137 SP:Iteration 18Q (1956.646207 sec): 3 clusters Score: Raw -2051291.865653 + Penalty 1938.689544 = -2049353.176109 nChanged 107 SP:Iteration 19Q (1956.726012 sec): 3 clusters Score: Raw -2051376.544013 + Penalty 1938.689544 = -2049437.854468 nChanged 96 SP:Iteration 20F (1956.791130 sec): 3 clusters Score: Raw -2051451.956084 + Penalty 1938.689544 = -2049513.266539 nChanged 66 SP:Iteration 21Q (1956.861223 sec): 3 clusters Score: Raw -2051516.804046 + Penalty 1938.689544 = -2049578.114502 nChanged 58 SP:Iteration 22Q (1956.937736 sec): 3 clusters Score: Raw -2051578.295612 + Penalty 1938.689544 = -2049639.606067 nChanged 52 SP:Iteration 23Q (1957.001307 sec): 3 clusters Score: Raw -2051622.135419 + Penalty 1938.689544 = -2049683.445874 nChanged 52 SP:Iteration 24Q (1957.083981 sec): 3 clusters Score: Raw -2051653.425469 + Penalty 1938.689544 = -2049714.735925 nChanged 53 SP:Iteration 25Q (1957.136348 sec): 3 clusters Score: Raw -2051681.867989 + Penalty 1938.689544 = -2049743.178444 nChanged 48 SP:Iteration 26Q (1957.219190 sec): 3 clusters Score: Raw -2051706.489852 + Penalty 1938.689544 = -2049767.800307 nChanged 41 SP:Iteration 27Q (1957.294282 sec): 3 clusters Score: Raw -2051727.615729 + Penalty 1938.689544 = -2049788.926185 nChanged 46 SP:Iteration 28Q (1957.352404 sec): 3 clusters Score: Raw -2051748.005637 + Penalty 1938.689544 = -2049809.316093 nChanged 41 SP:Iteration 29Q (1957.416886 sec): 3 clusters Score: Raw -2051764.485894 + Penalty 1938.689544 = -2049825.796350 nChanged 33 SP:Iteration 30Q (1957.491398 sec): 3 clusters Score: Raw -2051776.848782 + Penalty 1938.689544 = -2049838.159237 nChanged 25 SP:Iteration 31Q (1957.567736 sec): 3 clusters Score: Raw -2051784.182034 + Penalty 1938.689544 = -2049845.492490 nChanged 23 SP:Iteration 32Q (1957.643236 sec): 3 clusters Score: Raw -2051795.196333 + Penalty 1938.689544 = -2049856.506788 nChanged 27 SP:Iteration 33Q (1957.711876 sec): 3 clusters Score: Raw -2051804.994091 + Penalty 1938.689544 = -2049866.304546 nChanged 32 SP:Iteration 34Q (1957.777987 sec): 3 clusters Score: Raw -2051814.629757 + Penalty 1938.689544 = -2049875.940212 nChanged 22 SP:Iteration 35Q (1957.842615 sec): 3 clusters Score: Raw -2051819.635146 + Penalty 1938.689544 = -2049880.945602 nChanged 16 SP:Iteration 36Q (1957.915178 sec): 3 clusters Score: Raw -2051822.927541 + Penalty 1938.689544 = -2049884.237996 nChanged 15 SP:Iteration 37Q (1957.988886 sec): 3 clusters Score: Raw -2051826.272360 + Penalty 1938.689544 = -2049887.582815 nChanged 14 SP:Iteration 38Q (1958.055814 sec): 3 clusters Score: Raw -2051828.356891 + Penalty 1938.689544 = -2049889.667346 nChanged 6 SP:Iteration 39Q (1958.126131 sec): 3 clusters Score: Raw -2051829.249594 + Penalty 1938.689544 = -2049890.560049 nChanged 2 SP:Iteration 40F (1958.201280 sec): 3 clusters Score: Raw -2051840.330509 + Penalty 1938.689544 = -2049901.640964 nChanged 17 SP:Iteration 41Q (1958.275865 sec): 3 clusters Score: Raw -2051847.511206 + Penalty 1938.689544 = -2049908.821662 nChanged 19 SP:Iteration 42Q (1958.342856 sec): 3 clusters Score: Raw -2051851.370127 + Penalty 1938.689544 = -2049912.680582 nChanged 10 SP:Iteration 43Q (1958.407598 sec): 3 clusters Score: Raw -2051852.645484 + Penalty 1938.689544 = -2049913.955940 nChanged 6 SP:Iteration 44Q (1958.468303 sec): 3 clusters Score: Raw -2051853.674971 + Penalty 1938.689544 = -2049914.985427 nChanged 3 SP:Iteration 45Q (1958.543115 sec): 3 clusters Score: Raw -2051854.079076 + Penalty 1938.689544 = -2049915.389532 nChanged 2 SP:Iteration 46Q (1958.611342 sec): 3 clusters Score: Raw -2051854.553897 + Penalty 1938.689544 = -2049915.864352 nChanged 1 SP:Iteration 47Q (1958.698684 sec): 3 clusters Score: Raw -2051854.675286 + Penalty 1938.689544 = -2049915.985741 nChanged 0 SP:Iteration 48F (1958.774400 sec): 3 clusters Score: Raw -2051854.675286 + Penalty 1938.689544 = -2049915.985741 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1958.800064 sec): 2 clusters Score: Raw -167650.691542 + Penalty 726.358203 = -166924.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1958.838363 sec): 3 clusters Score: Raw -166605.112767 + Penalty 1452.716407 = -165152.396360 nChanged 833 SP:Iteration 1F (1958.886663 sec): 3 clusters Score: Raw -167141.246804 + Penalty 1452.716407 = -165688.530397 nChanged 161 SP:Iteration 2F (1958.937773 sec): 3 clusters Score: Raw -167280.238379 + Penalty 1452.716407 = -165827.521973 nChanged 142 SP:Iteration 3F (1958.985070 sec): 3 clusters Score: Raw -167441.762928 + Penalty 1452.716407 = -165989.046521 nChanged 146 SP:Iteration 4F (1959.033410 sec): 3 clusters Score: Raw -167572.727630 + Penalty 1452.716407 = -166120.011224 nChanged 105 SP:Iteration 5F (1959.077974 sec): 3 clusters Score: Raw -167648.424555 + Penalty 1452.716407 = -166195.708148 nChanged 74 SP:Iteration 6Q (1959.127880 sec): 3 clusters Score: Raw -167695.496343 + Penalty 1452.716407 = -166242.779936 nChanged 63 SP:Iteration 7Q (1959.176568 sec): 3 clusters Score: Raw -167731.985866 + Penalty 1452.716407 = -166279.269459 nChanged 44 SP:Iteration 8Q (1959.225286 sec): 3 clusters Score: Raw -167765.942393 + Penalty 1452.716407 = -166313.225986 nChanged 51 SP:Iteration 9Q (1959.264279 sec): 3 clusters Score: Raw -167811.919412 + Penalty 1452.716407 = -166359.203006 nChanged 53 SP:Iteration 10Q (1959.311482 sec): 3 clusters Score: Raw -167855.572696 + Penalty 1452.716407 = -166402.856289 nChanged 49 SP:Iteration 11Q (1959.358304 sec): 3 clusters Score: Raw -167887.387766 + Penalty 1452.716407 = -166434.671360 nChanged 36 SP:Iteration 12Q (1959.405007 sec): 3 clusters Score: Raw -167907.785126 + Penalty 1452.716407 = -166455.068719 nChanged 36 SP:Iteration 13Q (1959.450014 sec): 3 clusters Score: Raw -167927.635985 + Penalty 1452.716407 = -166474.919578 nChanged 25 SP:Iteration 14Q (1959.504392 sec): 3 clusters Score: Raw -167937.582009 + Penalty 1452.716407 = -166484.865603 nChanged 11 SP:Iteration 15Q (1959.542376 sec): 3 clusters Score: Raw -167945.734101 + Penalty 1452.716407 = -166493.017695 nChanged 21 SP:Iteration 16Q (1959.588192 sec): 3 clusters Score: Raw -167958.544972 + Penalty 1452.716407 = -166505.828565 nChanged 17 SP:Iteration 17Q (1959.635807 sec): 3 clusters Score: Raw -167970.473804 + Penalty 1452.716407 = -166517.757397 nChanged 18 SP:Iteration 18Q (1959.678175 sec): 3 clusters Score: Raw -167980.557047 + Penalty 1452.716407 = -166527.840640 nChanged 19 SP:Iteration 19Q (1959.732699 sec): 3 clusters Score: Raw -167992.575701 + Penalty 1452.716407 = -166539.859295 nChanged 19 SP:Iteration 20F (1959.773414 sec): 3 clusters Score: Raw -168000.383303 + Penalty 1452.716407 = -166547.666896 nChanged 11 SP:Iteration 21Q (1959.826626 sec): 3 clusters Score: Raw -168004.711119 + Penalty 1452.716407 = -166551.994712 nChanged 8 SP:Iteration 22Q (1959.868920 sec): 3 clusters Score: Raw -168008.342901 + Penalty 1452.716407 = -166555.626494 nChanged 9 SP:Iteration 23Q (1959.914245 sec): 3 clusters Score: Raw -168010.895541 + Penalty 1452.716407 = -166558.179135 nChanged 6 SP:Iteration 24Q (1959.961885 sec): 3 clusters Score: Raw -168012.864178 + Penalty 1452.716407 = -166560.147771 nChanged 8 SP:Iteration 25Q (1960.009306 sec): 3 clusters Score: Raw -168014.982022 + Penalty 1452.716407 = -166562.265615 nChanged 3 SP:Iteration 26Q (1960.059395 sec): 3 clusters Score: Raw -168015.588103 + Penalty 1452.716407 = -166562.871697 nChanged 5 SP:Iteration 27Q (1960.109090 sec): 3 clusters Score: Raw -168016.823627 + Penalty 1452.716407 = -166564.107220 nChanged 5 SP:Iteration 28Q (1960.164257 sec): 3 clusters Score: Raw -168017.654071 + Penalty 1452.716407 = -166564.937664 nChanged 4 SP:Iteration 29Q (1960.209557 sec): 3 clusters Score: Raw -168019.105016 + Penalty 1452.716407 = -166566.388609 nChanged 3 SP:Iteration 30Q (1960.239729 sec): 3 clusters Score: Raw -168021.068315 + Penalty 1452.716407 = -166568.351908 nChanged 5 SP:Iteration 31Q (1960.283467 sec): 3 clusters Score: Raw -168023.080883 + Penalty 1452.716407 = -166570.364476 nChanged 4 SP:Iteration 32Q (1960.321136 sec): 3 clusters Score: Raw -168024.369858 + Penalty 1452.716407 = -166571.653452 nChanged 1 SP:Iteration 33Q (1960.367961 sec): 3 clusters Score: Raw -168024.547380 + Penalty 1452.716407 = -166571.830973 nChanged 0 SP:Iteration 34F (1960.424082 sec): 3 clusters Score: Raw -168024.547380 + Penalty 1452.716407 = -166571.830973 nChanged 0 Trying to split cluster 3 (18962 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1960.470358 sec): 2 clusters Score: Raw -1368594.736892 + Penalty 935.768264 = -1367658.968628 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1960.535125 sec): 3 clusters Score: Raw -1356922.325468 + Penalty 1871.536529 = -1355050.788940 nChanged 8669 SP:Iteration 1F (1960.605178 sec): 3 clusters Score: Raw -1361692.007685 + Penalty 1871.536529 = -1359820.471157 nChanged 845 SP:Iteration 2Q (1960.662873 sec): 3 clusters Score: Raw -1361959.616262 + Penalty 1871.536529 = -1360088.079733 nChanged 819 SP:Iteration 3Q (1960.732113 sec): 3 clusters Score: Raw -1362241.739456 + Penalty 1871.536529 = -1360370.202928 nChanged 807 SP:Iteration 4Q (1960.797068 sec): 3 clusters Score: Raw -1362574.862204 + Penalty 1871.536529 = -1360703.325676 nChanged 866 SP:Iteration 5Q (1960.875763 sec): 3 clusters Score: Raw -1363036.329761 + Penalty 1871.536529 = -1361164.793233 nChanged 932 SP:Iteration 6Q (1960.942402 sec): 3 clusters Score: Raw -1363601.056414 + Penalty 1871.536529 = -1361729.519886 nChanged 1019 SP:Iteration 7F (1961.005517 sec): 3 clusters Score: Raw -1364316.037304 + Penalty 1871.536529 = -1362444.500776 nChanged 1046 SP:Iteration 8F (1961.065515 sec): 3 clusters Score: Raw -1365100.176510 + Penalty 1871.536529 = -1363228.639981 nChanged 1027 SP:Iteration 9F (1961.125977 sec): 3 clusters Score: Raw -1365890.041398 + Penalty 1871.536529 = -1364018.504870 nChanged 871 SP:Iteration 10Q (1961.190367 sec): 3 clusters Score: Raw -1366540.292276 + Penalty 1871.536529 = -1364668.755747 nChanged 736 SP:Iteration 11Q (1961.265760 sec): 3 clusters Score: Raw -1367041.388592 + Penalty 1871.536529 = -1365169.852063 nChanged 566 SP:Iteration 12Q (1961.305807 sec): 3 clusters Score: Raw -1367416.076227 + Penalty 1871.536529 = -1365544.539699 nChanged 442 SP:Iteration 13Q (1961.369124 sec): 3 clusters Score: Raw -1367677.735054 + Penalty 1871.536529 = -1365806.198525 nChanged 373 SP:Iteration 14Q (1961.439474 sec): 3 clusters Score: Raw -1367906.047144 + Penalty 1871.536529 = -1366034.510615 nChanged 324 SP:Iteration 15Q (1961.507351 sec): 3 clusters Score: Raw -1368094.945618 + Penalty 1871.536529 = -1366223.409089 nChanged 250 SP:Iteration 16Q (1961.561083 sec): 3 clusters Score: Raw -1368232.908287 + Penalty 1871.536529 = -1366361.371758 nChanged 185 SP:Iteration 17Q (1961.630925 sec): 3 clusters Score: Raw -1368335.418376 + Penalty 1871.536529 = -1366463.881848 nChanged 144 SP:Iteration 18Q (1961.695007 sec): 3 clusters Score: Raw -1368425.028810 + Penalty 1871.536529 = -1366553.492282 nChanged 130 SP:Iteration 19Q (1961.748323 sec): 3 clusters Score: Raw -1368509.149831 + Penalty 1871.536529 = -1366637.613303 nChanged 98 SP:Iteration 20F (1961.821828 sec): 3 clusters Score: Raw -1368567.472537 + Penalty 1871.536529 = -1366695.936009 nChanged 76 SP:Iteration 21Q (1961.881344 sec): 3 clusters Score: Raw -1368612.028848 + Penalty 1871.536529 = -1366740.492319 nChanged 58 SP:Iteration 22Q (1961.955613 sec): 3 clusters Score: Raw -1368645.862521 + Penalty 1871.536529 = -1366774.325992 nChanged 43 SP:Iteration 23Q (1962.010695 sec): 3 clusters Score: Raw -1368665.698466 + Penalty 1871.536529 = -1366794.161937 nChanged 24 SP:Iteration 24Q (1962.083265 sec): 3 clusters Score: Raw -1368682.833180 + Penalty 1871.536529 = -1366811.296651 nChanged 26 SP:Iteration 25Q (1962.150356 sec): 3 clusters Score: Raw -1368702.388174 + Penalty 1871.536529 = -1366830.851646 nChanged 23 SP:Iteration 26Q (1962.214082 sec): 3 clusters Score: Raw -1368716.755111 + Penalty 1871.536529 = -1366845.218583 nChanged 20 SP:Iteration 27Q (1962.273793 sec): 3 clusters Score: Raw -1368729.546857 + Penalty 1871.536529 = -1366858.010329 nChanged 9 SP:Iteration 28Q (1962.345973 sec): 3 clusters Score: Raw -1368737.153211 + Penalty 1871.536529 = -1366865.616682 nChanged 13 SP:Iteration 29Q (1962.414730 sec): 3 clusters Score: Raw -1368746.242915 + Penalty 1871.536529 = -1366874.706387 nChanged 11 SP:Iteration 30Q (1962.478340 sec): 3 clusters Score: Raw -1368753.097805 + Penalty 1871.536529 = -1366881.561276 nChanged 8 SP:Iteration 31Q (1962.540494 sec): 3 clusters Score: Raw -1368758.619098 + Penalty 1871.536529 = -1366887.082569 nChanged 3 SP:Iteration 32Q (1962.603386 sec): 3 clusters Score: Raw -1368759.655957 + Penalty 1871.536529 = -1366888.119428 nChanged 1 SP:Iteration 33Q (1962.666707 sec): 3 clusters Score: Raw -1368760.023907 + Penalty 1871.536529 = -1366888.487378 nChanged 0 SP:Iteration 34F (1962.736857 sec): 3 clusters Score: Raw -1368760.023907 + Penalty 1871.536529 = -1366888.487378 nChanged 0 Trying to split cluster 4 (17005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1962.778944 sec): 2 clusters Score: Raw -1234846.935527 + Penalty 925.419956 = -1233921.515571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1962.836852 sec): 3 clusters Score: Raw -1224381.016800 + Penalty 1850.839913 = -1222530.176887 nChanged 7857 SP:Iteration 1F (1962.908816 sec): 3 clusters Score: Raw -1229167.900035 + Penalty 1850.839913 = -1227317.060123 nChanged 955 SP:Iteration 2F (1962.969743 sec): 3 clusters Score: Raw -1229593.554462 + Penalty 1850.839913 = -1227742.714549 nChanged 954 SP:Iteration 3F (1963.043217 sec): 3 clusters Score: Raw -1230076.953851 + Penalty 1850.839913 = -1228226.113938 nChanged 924 SP:Iteration 4F (1963.099305 sec): 3 clusters Score: Raw -1230667.528039 + Penalty 1850.839913 = -1228816.688126 nChanged 988 SP:Iteration 5F (1963.170723 sec): 3 clusters Score: Raw -1231362.832641 + Penalty 1850.839913 = -1229511.992729 nChanged 970 SP:Iteration 6F (1963.237159 sec): 3 clusters Score: Raw -1232046.738715 + Penalty 1850.839913 = -1230195.898803 nChanged 804 SP:Iteration 7Q (1963.297812 sec): 3 clusters Score: Raw -1232496.212045 + Penalty 1850.839913 = -1230645.372133 nChanged 594 SP:Iteration 8Q (1963.374914 sec): 3 clusters Score: Raw -1232714.550209 + Penalty 1850.839913 = -1230863.710297 nChanged 379 SP:Iteration 9Q (1963.445305 sec): 3 clusters Score: Raw -1232822.703801 + Penalty 1850.839913 = -1230971.863888 nChanged 292 SP:Iteration 10Q (1963.511848 sec): 3 clusters Score: Raw -1232901.664165 + Penalty 1850.839913 = -1231050.824253 nChanged 210 SP:Iteration 11Q (1963.581603 sec): 3 clusters Score: Raw -1232953.059045 + Penalty 1850.839913 = -1231102.219133 nChanged 171 SP:Iteration 12Q (1963.646980 sec): 3 clusters Score: Raw -1232996.543261 + Penalty 1850.839913 = -1231145.703349 nChanged 152 SP:Iteration 13Q (1963.704870 sec): 3 clusters Score: Raw -1233045.194059 + Penalty 1850.839913 = -1231194.354146 nChanged 171 SP:Iteration 14Q (1963.775266 sec): 3 clusters Score: Raw -1233099.405129 + Penalty 1850.839913 = -1231248.565216 nChanged 177 SP:Iteration 15Q (1963.844322 sec): 3 clusters Score: Raw -1233158.377614 + Penalty 1850.839913 = -1231307.537701 nChanged 166 SP:Iteration 16Q (1963.905257 sec): 3 clusters Score: Raw -1233219.839731 + Penalty 1850.839913 = -1231368.999819 nChanged 175 SP:Iteration 17Q (1963.970675 sec): 3 clusters Score: Raw -1233287.094704 + Penalty 1850.839913 = -1231436.254791 nChanged 196 SP:Iteration 18Q (1964.041388 sec): 3 clusters Score: Raw -1233351.325105 + Penalty 1850.839913 = -1231500.485192 nChanged 185 SP:Iteration 19Q (1964.095664 sec): 3 clusters Score: Raw -1233408.048584 + Penalty 1850.839913 = -1231557.208671 nChanged 182 SP:Iteration 20F (1964.126698 sec): 3 clusters Score: Raw -1233467.371476 + Penalty 1850.839913 = -1231616.531563 nChanged 170 SP:Iteration 21Q (1964.193770 sec): 3 clusters Score: Raw -1233527.806058 + Penalty 1850.839913 = -1231676.966146 nChanged 160 SP:Iteration 22Q (1964.265422 sec): 3 clusters Score: Raw -1233588.530050 + Penalty 1850.839913 = -1231737.690137 nChanged 183 SP:Iteration 23Q (1964.326761 sec): 3 clusters Score: Raw -1233652.521374 + Penalty 1850.839913 = -1231801.681461 nChanged 166 SP:Iteration 24Q (1964.386324 sec): 3 clusters Score: Raw -1233709.032911 + Penalty 1850.839913 = -1231858.192999 nChanged 165 SP:Iteration 25Q (1964.460131 sec): 3 clusters Score: Raw -1233761.993774 + Penalty 1850.839913 = -1231911.153861 nChanged 173 SP:Iteration 26Q (1964.529315 sec): 3 clusters Score: Raw -1233823.351779 + Penalty 1850.839913 = -1231972.511867 nChanged 189 SP:Iteration 27Q (1964.590181 sec): 3 clusters Score: Raw -1233895.881964 + Penalty 1850.839913 = -1232045.042052 nChanged 178 SP:Iteration 28Q (1964.658901 sec): 3 clusters Score: Raw -1233966.291225 + Penalty 1850.839913 = -1232115.451313 nChanged 188 SP:Iteration 29Q (1964.722451 sec): 3 clusters Score: Raw -1234036.811491 + Penalty 1850.839913 = -1232185.971579 nChanged 205 SP:Iteration 30Q (1964.783766 sec): 3 clusters Score: Raw -1234109.617237 + Penalty 1850.839913 = -1232258.777324 nChanged 201 SP:Iteration 31Q (1964.854335 sec): 3 clusters Score: Raw -1234174.113042 + Penalty 1850.839913 = -1232323.273130 nChanged 169 SP:Iteration 32Q (1964.913919 sec): 3 clusters Score: Raw -1234220.386124 + Penalty 1850.839913 = -1232369.546211 nChanged 144 SP:Iteration 33Q (1964.975502 sec): 3 clusters Score: Raw -1234260.251603 + Penalty 1850.839913 = -1232409.411691 nChanged 132 SP:Iteration 34Q (1965.036825 sec): 3 clusters Score: Raw -1234293.601660 + Penalty 1850.839913 = -1232442.761748 nChanged 125 SP:Iteration 35Q (1965.089336 sec): 3 clusters Score: Raw -1234322.544670 + Penalty 1850.839913 = -1232471.704757 nChanged 115 SP:Iteration 36Q (1965.152467 sec): 3 clusters Score: Raw -1234347.767175 + Penalty 1850.839913 = -1232496.927263 nChanged 116 SP:Iteration 37Q (1965.216929 sec): 3 clusters Score: Raw -1234373.479415 + Penalty 1850.839913 = -1232522.639503 nChanged 114 SP:Iteration 38Q (1965.270703 sec): 3 clusters Score: Raw -1234403.236921 + Penalty 1850.839913 = -1232552.397008 nChanged 133 SP:Iteration 39Q (1965.333172 sec): 3 clusters Score: Raw -1234436.919324 + Penalty 1850.839913 = -1232586.079412 nChanged 128 SP:Iteration 40F (1965.397004 sec): 3 clusters Score: Raw -1234477.209975 + Penalty 1850.839913 = -1232626.370062 nChanged 143 SP:Iteration 41Q (1965.458473 sec): 3 clusters Score: Raw -1234525.928515 + Penalty 1850.839913 = -1232675.088602 nChanged 122 SP:Iteration 42Q (1965.527765 sec): 3 clusters Score: Raw -1234565.221350 + Penalty 1850.839913 = -1232714.381437 nChanged 120 SP:Iteration 43Q (1965.581446 sec): 3 clusters Score: Raw -1234599.185346 + Penalty 1850.839913 = -1232748.345434 nChanged 114 SP:Iteration 44Q (1965.642596 sec): 3 clusters Score: Raw -1234632.646483 + Penalty 1850.839913 = -1232781.806570 nChanged 106 SP:Iteration 45Q (1965.705157 sec): 3 clusters Score: Raw -1234659.591035 + Penalty 1850.839913 = -1232808.751123 nChanged 111 SP:Iteration 46Q (1965.763047 sec): 3 clusters Score: Raw -1234687.773068 + Penalty 1850.839913 = -1232836.933155 nChanged 115 SP:Iteration 47Q (1965.820414 sec): 3 clusters Score: Raw -1234718.225283 + Penalty 1850.839913 = -1232867.385371 nChanged 107 SP:Iteration 48Q (1965.887408 sec): 3 clusters Score: Raw -1234748.552447 + Penalty 1850.839913 = -1232897.712534 nChanged 115 SP:Iteration 49Q (1965.961762 sec): 3 clusters Score: Raw -1234783.311241 + Penalty 1850.839913 = -1232932.471329 nChanged 104 SP:Iteration 50Q (1966.020514 sec): 3 clusters Score: Raw -1234806.719352 + Penalty 1850.839913 = -1232955.879439 nChanged 91 SP:Iteration 51Q (1966.088861 sec): 3 clusters Score: Raw -1234833.166977 + Penalty 1850.839913 = -1232982.327065 nChanged 83 SP:Iteration 52Q (1966.150871 sec): 3 clusters Score: Raw -1234854.854048 + Penalty 1850.839913 = -1233004.014135 nChanged 66 SP:Iteration 53Q (1966.223623 sec): 3 clusters Score: Raw -1234870.739168 + Penalty 1850.839913 = -1233019.899255 nChanged 62 SP:Iteration 54Q (1966.282271 sec): 3 clusters Score: Raw -1234886.739300 + Penalty 1850.839913 = -1233035.899387 nChanged 56 SP:Iteration 55Q (1966.359401 sec): 3 clusters Score: Raw -1234898.513618 + Penalty 1850.839913 = -1233047.673706 nChanged 55 SP:Iteration 56Q (1966.419784 sec): 3 clusters Score: Raw -1234910.600402 + Penalty 1850.839913 = -1233059.760489 nChanged 53 SP:Iteration 57Q (1966.486020 sec): 3 clusters Score: Raw -1234921.524677 + Penalty 1850.839913 = -1233070.684765 nChanged 50 SP:Iteration 58Q (1966.554112 sec): 3 clusters Score: Raw -1234931.379940 + Penalty 1850.839913 = -1233080.540028 nChanged 41 SP:Iteration 59Q (1966.622847 sec): 3 clusters Score: Raw -1234939.883210 + Penalty 1850.839913 = -1233089.043298 nChanged 46 SP:Iteration 60F (1966.688084 sec): 3 clusters Score: Raw -1234951.530449 + Penalty 1850.839913 = -1233100.690537 nChanged 45 SP:Iteration 61Q (1966.754262 sec): 3 clusters Score: Raw -1234962.897757 + Penalty 1850.839913 = -1233112.057845 nChanged 52 SP:Iteration 62Q (1966.812520 sec): 3 clusters Score: Raw -1234972.648294 + Penalty 1850.839913 = -1233121.808381 nChanged 38 SP:Iteration 63Q (1966.882366 sec): 3 clusters Score: Raw -1234979.785870 + Penalty 1850.839913 = -1233128.945958 nChanged 36 SP:Iteration 64Q (1966.947431 sec): 3 clusters Score: Raw -1234987.013872 + Penalty 1850.839913 = -1233136.173960 nChanged 36 SP:Iteration 65Q (1967.003288 sec): 3 clusters Score: Raw -1234994.856116 + Penalty 1850.839913 = -1233144.016203 nChanged 36 SP:Iteration 66Q (1967.070675 sec): 3 clusters Score: Raw -1235002.655220 + Penalty 1850.839913 = -1233151.815307 nChanged 35 SP:Iteration 67Q (1967.144437 sec): 3 clusters Score: Raw -1235009.316745 + Penalty 1850.839913 = -1233158.476832 nChanged 36 SP:Iteration 68Q (1967.210156 sec): 3 clusters Score: Raw -1235018.109647 + Penalty 1850.839913 = -1233167.269735 nChanged 38 SP:Iteration 69Q (1967.272107 sec): 3 clusters Score: Raw -1235029.705034 + Penalty 1850.839913 = -1233178.865121 nChanged 43 SP:Iteration 70Q (1967.338740 sec): 3 clusters Score: Raw -1235040.961353 + Penalty 1850.839913 = -1233190.121440 nChanged 31 SP:Iteration 71Q (1967.407150 sec): 3 clusters Score: Raw -1235046.973434 + Penalty 1850.839913 = -1233196.133522 nChanged 24 SP:Iteration 72Q (1967.476010 sec): 3 clusters Score: Raw -1235051.764489 + Penalty 1850.839913 = -1233200.924576 nChanged 21 SP:Iteration 73Q (1967.545195 sec): 3 clusters Score: Raw -1235055.788826 + Penalty 1850.839913 = -1233204.948913 nChanged 17 SP:Iteration 74Q (1967.608933 sec): 3 clusters Score: Raw -1235059.449611 + Penalty 1850.839913 = -1233208.609699 nChanged 11 SP:Iteration 75Q (1967.668399 sec): 3 clusters Score: Raw -1235062.092524 + Penalty 1850.839913 = -1233211.252611 nChanged 17 SP:Iteration 76Q (1967.734534 sec): 3 clusters Score: Raw -1235065.488474 + Penalty 1850.839913 = -1233214.648561 nChanged 17 SP:Iteration 77Q (1967.797024 sec): 3 clusters Score: Raw -1235068.050731 + Penalty 1850.839913 = -1233217.210818 nChanged 10 SP:Iteration 78Q (1967.862073 sec): 3 clusters Score: Raw -1235069.188868 + Penalty 1850.839913 = -1233218.348956 nChanged 8 SP:Iteration 79Q (1967.924180 sec): 3 clusters Score: Raw -1235070.138389 + Penalty 1850.839913 = -1233219.298477 nChanged 7 SP:Iteration 80F (1967.998301 sec): 3 clusters Score: Raw -1235070.866247 + Penalty 1850.839913 = -1233220.026335 nChanged 3 SP:Iteration 81Q (1968.052679 sec): 3 clusters Score: Raw -1235071.358388 + Penalty 1850.839913 = -1233220.518476 nChanged 4 SP:Iteration 82Q (1968.123586 sec): 3 clusters Score: Raw -1235071.677512 + Penalty 1850.839913 = -1233220.837599 nChanged 3 SP:Iteration 83Q (1968.191566 sec): 3 clusters Score: Raw -1235071.998793 + Penalty 1850.839913 = -1233221.158881 nChanged 9 SP:Iteration 84Q (1968.245181 sec): 3 clusters Score: Raw -1235073.331319 + Penalty 1850.839913 = -1233222.491407 nChanged 9 SP:Iteration 85Q (1968.311299 sec): 3 clusters Score: Raw -1235075.373025 + Penalty 1850.839913 = -1233224.533112 nChanged 13 SP:Iteration 86Q (1968.377985 sec): 3 clusters Score: Raw -1235077.620093 + Penalty 1850.839913 = -1233226.780180 nChanged 14 SP:Iteration 87Q (1968.428443 sec): 3 clusters Score: Raw -1235079.994913 + Penalty 1850.839913 = -1233229.155000 nChanged 5 SP:Iteration 88Q (1968.504743 sec): 3 clusters Score: Raw -1235080.765425 + Penalty 1850.839913 = -1233229.925512 nChanged 5 SP:Iteration 89Q (1968.560977 sec): 3 clusters Score: Raw -1235081.726001 + Penalty 1850.839913 = -1233230.886088 nChanged 13 SP:Iteration 90Q (1968.622948 sec): 3 clusters Score: Raw -1235083.672588 + Penalty 1850.839913 = -1233232.832675 nChanged 9 SP:Iteration 91Q (1968.676678 sec): 3 clusters Score: Raw -1235085.070197 + Penalty 1850.839913 = -1233234.230284 nChanged 4 SP:Iteration 92Q (1968.743596 sec): 3 clusters Score: Raw -1235085.469812 + Penalty 1850.839913 = -1233234.629899 nChanged 3 SP:Iteration 93Q (1968.813834 sec): 3 clusters Score: Raw -1235085.822686 + Penalty 1850.839913 = -1233234.982773 nChanged 2 SP:Iteration 94Q (1968.878807 sec): 3 clusters Score: Raw -1235086.024120 + Penalty 1850.839913 = -1233235.184207 nChanged 0 SP:Iteration 95F (1968.943760 sec): 3 clusters Score: Raw -1235086.024120 + Penalty 1850.839913 = -1233235.184207 nChanged 0 Trying to split cluster 5 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1968.968790 sec): 2 clusters Score: Raw -144508.138841 + Penalty 723.827175 = -143784.311667 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1969.009666 sec): 3 clusters Score: Raw -143543.425724 + Penalty 1447.654349 = -142095.771375 nChanged 768 SP:Iteration 1F (1969.061349 sec): 3 clusters Score: Raw -143987.660441 + Penalty 1447.654349 = -142540.006092 nChanged 136 SP:Iteration 2F (1969.120592 sec): 3 clusters Score: Raw -144066.069878 + Penalty 1447.654349 = -142618.415529 nChanged 105 SP:Iteration 3F (1969.167778 sec): 3 clusters Score: Raw -144119.506913 + Penalty 1447.654349 = -142671.852564 nChanged 68 SP:Iteration 4Q (1969.208490 sec): 3 clusters Score: Raw -144149.033950 + Penalty 1447.654349 = -142701.379601 nChanged 38 SP:Iteration 5Q (1969.260183 sec): 3 clusters Score: Raw -144168.359154 + Penalty 1447.654349 = -142720.704805 nChanged 36 SP:Iteration 6Q (1969.310165 sec): 3 clusters Score: Raw -144179.292734 + Penalty 1447.654349 = -142731.638385 nChanged 29 SP:Iteration 7Q (1969.340911 sec): 3 clusters Score: Raw -144187.134224 + Penalty 1447.654349 = -142739.479875 nChanged 19 SP:Iteration 8Q (1969.372798 sec): 3 clusters Score: Raw -144194.110682 + Penalty 1447.654349 = -142746.456333 nChanged 19 SP:Iteration 9Q (1969.409424 sec): 3 clusters Score: Raw -144201.205779 + Penalty 1447.654349 = -142753.551430 nChanged 19 SP:Iteration 10Q (1969.446344 sec): 3 clusters Score: Raw -144210.485778 + Penalty 1447.654349 = -142762.831429 nChanged 30 SP:Iteration 11Q (1969.500802 sec): 3 clusters Score: Raw -144224.151913 + Penalty 1447.654349 = -142776.497564 nChanged 39 SP:Iteration 12Q (1969.538185 sec): 3 clusters Score: Raw -144244.493987 + Penalty 1447.654349 = -142796.839637 nChanged 31 SP:Iteration 13Q (1969.584761 sec): 3 clusters Score: Raw -144259.611798 + Penalty 1447.654349 = -142811.957449 nChanged 37 SP:Iteration 14Q (1969.633602 sec): 3 clusters Score: Raw -144275.736512 + Penalty 1447.654349 = -142828.082163 nChanged 35 SP:Iteration 15Q (1969.684834 sec): 3 clusters Score: Raw -144290.118956 + Penalty 1447.654349 = -142842.464607 nChanged 34 SP:Iteration 16Q (1969.727252 sec): 3 clusters Score: Raw -144303.157364 + Penalty 1447.654349 = -142855.503015 nChanged 28 SP:Iteration 17Q (1969.779756 sec): 3 clusters Score: Raw -144319.126796 + Penalty 1447.654349 = -142871.472447 nChanged 36 SP:Iteration 18Q (1969.831904 sec): 3 clusters Score: Raw -144350.913370 + Penalty 1447.654349 = -142903.259021 nChanged 55 SP:Iteration 19Q (1969.880757 sec): 3 clusters Score: Raw -144405.546796 + Penalty 1447.654349 = -142957.892447 nChanged 73 SP:Iteration 20F (1969.938951 sec): 3 clusters Score: Raw -144528.167805 + Penalty 1447.654349 = -143080.513456 nChanged 81 SP:Iteration 21Q (1969.988090 sec): 3 clusters Score: Raw -144746.720664 + Penalty 1447.654349 = -143299.066315 nChanged 75 SP:Iteration 22Q (1970.043100 sec): 3 clusters Score: Raw -144918.331225 + Penalty 1447.654349 = -143470.676875 nChanged 66 SP:Iteration 23Q (1970.080054 sec): 3 clusters Score: Raw -144974.482617 + Penalty 1447.654349 = -143526.828268 nChanged 36 SP:Iteration 24Q (1970.126017 sec): 3 clusters Score: Raw -145001.689163 + Penalty 1447.654349 = -143554.034813 nChanged 30 SP:Iteration 25Q (1970.179617 sec): 3 clusters Score: Raw -145016.506261 + Penalty 1447.654349 = -143568.851912 nChanged 16 SP:Iteration 26Q (1970.228196 sec): 3 clusters Score: Raw -145022.433789 + Penalty 1447.654349 = -143574.779440 nChanged 6 SP:Iteration 27Q (1970.270660 sec): 3 clusters Score: Raw -145024.196773 + Penalty 1447.654349 = -143576.542424 nChanged 2 SP:Iteration 28Q (1970.316705 sec): 3 clusters Score: Raw -145024.516509 + Penalty 1447.654349 = -143576.862160 nChanged 2 SP:Iteration 29Q (1970.372096 sec): 3 clusters Score: Raw -145025.005548 + Penalty 1447.654349 = -143577.351199 nChanged 2 SP:Iteration 30Q (1970.419003 sec): 3 clusters Score: Raw -145025.652860 + Penalty 1447.654349 = -143577.998511 nChanged 3 SP:Iteration 31Q (1970.461188 sec): 3 clusters Score: Raw -145026.439658 + Penalty 1447.654349 = -143578.785309 nChanged 6 SP:Iteration 32Q (1970.508270 sec): 3 clusters Score: Raw -145028.364710 + Penalty 1447.654349 = -143580.710361 nChanged 3 SP:Iteration 33Q (1970.556103 sec): 3 clusters Score: Raw -145029.419016 + Penalty 1447.654349 = -143581.764667 nChanged 4 SP:Iteration 34Q (1970.616905 sec): 3 clusters Score: Raw -145030.882945 + Penalty 1447.654349 = -143583.228596 nChanged 3 SP:Iteration 35Q (1970.668045 sec): 3 clusters Score: Raw -145031.717700 + Penalty 1447.654349 = -143584.063351 nChanged 0 SP:Iteration 36F (1970.713702 sec): 3 clusters Score: Raw -145031.717700 + Penalty 1447.654349 = -143584.063351 nChanged 0 Trying to split cluster 6 (337 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1970.740439 sec): 2 clusters Score: Raw -18981.946597 + Penalty 552.907878 = -18429.038718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1970.786175 sec): 3 clusters Score: Raw -18939.927356 + Penalty 1105.815757 = -17834.111599 nChanged 98 SP:Iteration 1F (1970.833239 sec): 3 clusters Score: Raw -19069.179664 + Penalty 1105.815757 = -17963.363907 nChanged 29 SP:Iteration 2F (1970.889308 sec): 3 clusters Score: Raw -19150.884291 + Penalty 1105.815757 = -18045.068535 nChanged 23 SP:Iteration 3F (1970.937443 sec): 3 clusters Score: Raw -19248.911637 + Penalty 1105.815757 = -18143.095880 nChanged 26 SP:Iteration 4F (1970.970966 sec): 3 clusters Score: Raw -19341.126056 + Penalty 1105.815757 = -18235.310299 nChanged 17 SP:Iteration 5F (1971.005257 sec): 3 clusters Score: Raw -19411.388187 + Penalty 1105.815757 = -18305.572430 nChanged 7 SP:Iteration 6Q (1971.063196 sec): 3 clusters Score: Raw -19421.298148 + Penalty 1105.815757 = -18315.482392 nChanged 2 SP:Iteration 7Q (1971.113181 sec): 3 clusters Score: Raw -19422.415187 + Penalty 1105.815757 = -18316.599431 nChanged 1 SP:Iteration 8Q (1971.157255 sec): 3 clusters Score: Raw -19425.007564 + Penalty 1105.815757 = -18319.191808 nChanged 1 SP:Iteration 9Q (1971.212339 sec): 3 clusters Score: Raw -19426.730642 + Penalty 1105.815757 = -18320.914885 nChanged 2 SP:Iteration 10Q (1971.262113 sec): 3 clusters Score: Raw -19428.330929 + Penalty 1105.815757 = -18322.515173 nChanged 1 SP:Iteration 11Q (1971.312199 sec): 3 clusters Score: Raw -19429.633624 + Penalty 1105.815757 = -18323.817867 nChanged 2 SP:Iteration 12Q (1971.356393 sec): 3 clusters Score: Raw -19431.788607 + Penalty 1105.815757 = -18325.972850 nChanged 1 SP:Iteration 13Q (1971.407776 sec): 3 clusters Score: Raw -19432.083202 + Penalty 1105.815757 = -18326.267445 nChanged 0 SP:Iteration 14F (1971.451754 sec): 3 clusters Score: Raw -19432.083202 + Penalty 1105.815757 = -18326.267445 nChanged 0 Trying to split cluster 7 (37847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1971.519285 sec): 2 clusters Score: Raw -2840658.906170 + Penalty 1001.424165 = -2839657.482005 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1971.617597 sec): 3 clusters Score: Raw -2816516.730584 + Penalty 2002.848329 = -2814513.882255 nChanged 17759 SP:Iteration 1F (1971.702003 sec): 3 clusters Score: Raw -2826922.122319 + Penalty 2002.848329 = -2824919.273990 nChanged 1646 SP:Iteration 2Q (1971.811839 sec): 3 clusters Score: Raw -2827547.333693 + Penalty 2002.848329 = -2825544.485364 nChanged 1813 SP:Iteration 3Q (1971.908502 sec): 3 clusters Score: Raw -2828474.302824 + Penalty 2002.848329 = -2826471.454495 nChanged 2175 SP:Iteration 4F (1972.001707 sec): 3 clusters Score: Raw -2829914.964196 + Penalty 2002.848329 = -2827912.115867 nChanged 2459 SP:Iteration 5F (1972.098971 sec): 3 clusters Score: Raw -2832023.738033 + Penalty 2002.848329 = -2830020.889704 nChanged 2411 SP:Iteration 6F (1972.184428 sec): 3 clusters Score: Raw -2834416.739591 + Penalty 2002.848329 = -2832413.891261 nChanged 2087 SP:Iteration 7F (1972.288696 sec): 3 clusters Score: Raw -2836331.315136 + Penalty 2002.848329 = -2834328.466807 nChanged 1553 SP:Iteration 8Q (1972.385155 sec): 3 clusters Score: Raw -2837484.214589 + Penalty 2002.848329 = -2835481.366260 nChanged 1101 SP:Iteration 9Q (1972.481376 sec): 3 clusters Score: Raw -2838168.745380 + Penalty 2002.848329 = -2836165.897051 nChanged 842 SP:Iteration 10Q (1972.577250 sec): 3 clusters Score: Raw -2838653.633452 + Penalty 2002.848329 = -2836650.785123 nChanged 702 SP:Iteration 11Q (1972.669933 sec): 3 clusters Score: Raw -2839055.152964 + Penalty 2002.848329 = -2837052.304635 nChanged 642 SP:Iteration 12Q (1972.764237 sec): 3 clusters Score: Raw -2839433.211839 + Penalty 2002.848329 = -2837430.363510 nChanged 547 SP:Iteration 13Q (1972.854522 sec): 3 clusters Score: Raw -2839752.273728 + Penalty 2002.848329 = -2837749.425399 nChanged 490 SP:Iteration 14Q (1972.939772 sec): 3 clusters Score: Raw -2840026.597915 + Penalty 2002.848329 = -2838023.749586 nChanged 384 SP:Iteration 15Q (1973.025883 sec): 3 clusters Score: Raw -2840236.213582 + Penalty 2002.848329 = -2838233.365252 nChanged 314 SP:Iteration 16Q (1973.109542 sec): 3 clusters Score: Raw -2840392.052014 + Penalty 2002.848329 = -2838389.203685 nChanged 232 SP:Iteration 17Q (1973.206843 sec): 3 clusters Score: Raw -2840494.247410 + Penalty 2002.848329 = -2838491.399081 nChanged 169 SP:Iteration 18Q (1973.294470 sec): 3 clusters Score: Raw -2840571.612208 + Penalty 2002.848329 = -2838568.763879 nChanged 128 SP:Iteration 19Q (1973.372171 sec): 3 clusters Score: Raw -2840620.608212 + Penalty 2002.848329 = -2838617.759883 nChanged 96 SP:Iteration 20F (1973.467050 sec): 3 clusters Score: Raw -2840657.788771 + Penalty 2002.848329 = -2838654.940441 nChanged 74 SP:Iteration 21Q (1973.556709 sec): 3 clusters Score: Raw -2840680.974084 + Penalty 2002.848329 = -2838678.125755 nChanged 55 SP:Iteration 22Q (1973.646277 sec): 3 clusters Score: Raw -2840698.724329 + Penalty 2002.848329 = -2838695.876000 nChanged 40 SP:Iteration 23Q (1973.733670 sec): 3 clusters Score: Raw -2840709.422028 + Penalty 2002.848329 = -2838706.573699 nChanged 29 SP:Iteration 24Q (1973.825423 sec): 3 clusters Score: Raw -2840716.468660 + Penalty 2002.848329 = -2838713.620331 nChanged 15 SP:Iteration 25Q (1973.914586 sec): 3 clusters Score: Raw -2840720.627432 + Penalty 2002.848329 = -2838717.779103 nChanged 11 SP:Iteration 26Q (1974.004191 sec): 3 clusters Score: Raw -2840723.042181 + Penalty 2002.848329 = -2838720.193852 nChanged 16 SP:Iteration 27Q (1974.090725 sec): 3 clusters Score: Raw -2840726.650033 + Penalty 2002.848329 = -2838723.801704 nChanged 10 SP:Iteration 28Q (1974.182077 sec): 3 clusters Score: Raw -2840728.869042 + Penalty 2002.848329 = -2838726.020713 nChanged 18 SP:Iteration 29Q (1974.272093 sec): 3 clusters Score: Raw -2840734.111978 + Penalty 2002.848329 = -2838731.263649 nChanged 15 SP:Iteration 30Q (1974.356864 sec): 3 clusters Score: Raw -2840738.274589 + Penalty 2002.848329 = -2838735.426260 nChanged 16 SP:Iteration 31Q (1974.443473 sec): 3 clusters Score: Raw -2840743.092405 + Penalty 2002.848329 = -2838740.244076 nChanged 19 SP:Iteration 32Q (1974.531693 sec): 3 clusters Score: Raw -2840749.768195 + Penalty 2002.848329 = -2838746.919866 nChanged 22 SP:Iteration 33Q (1974.620011 sec): 3 clusters Score: Raw -2840757.164723 + Penalty 2002.848329 = -2838754.316394 nChanged 27 SP:Iteration 34Q (1974.709187 sec): 3 clusters Score: Raw -2840767.218778 + Penalty 2002.848329 = -2838764.370449 nChanged 30 SP:Iteration 35Q (1974.799089 sec): 3 clusters Score: Raw -2840775.618659 + Penalty 2002.848329 = -2838772.770330 nChanged 24 SP:Iteration 36Q (1974.883594 sec): 3 clusters Score: Raw -2840786.788991 + Penalty 2002.848329 = -2838783.940662 nChanged 30 SP:Iteration 37Q (1974.970303 sec): 3 clusters Score: Raw -2840802.083879 + Penalty 2002.848329 = -2838799.235550 nChanged 27 SP:Iteration 38Q (1975.056140 sec): 3 clusters Score: Raw -2840816.799471 + Penalty 2002.848329 = -2838813.951142 nChanged 24 SP:Iteration 39Q (1975.146566 sec): 3 clusters Score: Raw -2840825.468970 + Penalty 2002.848329 = -2838822.620641 nChanged 15 SP:Iteration 40F (1975.240567 sec): 3 clusters Score: Raw -2840831.008701 + Penalty 2002.848329 = -2838828.160371 nChanged 13 SP:Iteration 41Q (1975.328531 sec): 3 clusters Score: Raw -2840835.006359 + Penalty 2002.848329 = -2838832.158030 nChanged 6 SP:Iteration 42Q (1975.415315 sec): 3 clusters Score: Raw -2840836.679270 + Penalty 2002.848329 = -2838833.830941 nChanged 9 SP:Iteration 43Q (1975.495266 sec): 3 clusters Score: Raw -2840839.786541 + Penalty 2002.848329 = -2838836.938212 nChanged 9 SP:Iteration 44Q (1975.584465 sec): 3 clusters Score: Raw -2840842.727339 + Penalty 2002.848329 = -2838839.879010 nChanged 8 SP:Iteration 45Q (1975.667313 sec): 3 clusters Score: Raw -2840845.376560 + Penalty 2002.848329 = -2838842.528231 nChanged 8 SP:Iteration 46Q (1975.745516 sec): 3 clusters Score: Raw -2840847.387578 + Penalty 2002.848329 = -2838844.539249 nChanged 6 SP:Iteration 47Q (1975.834572 sec): 3 clusters Score: Raw -2840849.753642 + Penalty 2002.848329 = -2838846.905313 nChanged 7 SP:Iteration 48Q (1975.930331 sec): 3 clusters Score: Raw -2840851.263474 + Penalty 2002.848329 = -2838848.415145 nChanged 3 SP:Iteration 49Q (1976.013862 sec): 3 clusters Score: Raw -2840851.901425 + Penalty 2002.848329 = -2838849.053096 nChanged 4 SP:Iteration 50Q (1976.099643 sec): 3 clusters Score: Raw -2840852.628241 + Penalty 2002.848329 = -2838849.779912 nChanged 1 SP:Iteration 51Q (1976.190647 sec): 3 clusters Score: Raw -2840853.027865 + Penalty 2002.848329 = -2838850.179536 nChanged 1 SP:Iteration 52Q (1976.281082 sec): 3 clusters Score: Raw -2840853.211126 + Penalty 2002.848329 = -2838850.362797 nChanged 1 SP:Iteration 53Q (1976.369815 sec): 3 clusters Score: Raw -2840853.652935 + Penalty 2002.848329 = -2838850.804606 nChanged 1 SP:Iteration 54Q (1976.458956 sec): 3 clusters Score: Raw -2840853.900180 + Penalty 2002.848329 = -2838851.051851 nChanged 0 SP:Iteration 55F (1976.553836 sec): 3 clusters Score: Raw -2840853.900180 + Penalty 2002.848329 = -2838851.051851 nChanged 0 Trying to split cluster 8 (2514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1976.583517 sec): 2 clusters Score: Raw -179857.946939 + Penalty 743.814887 = -179114.132053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1976.629162 sec): 3 clusters Score: Raw -178563.553829 + Penalty 1487.629774 = -177075.924055 nChanged 995 SP:Iteration 1F (1976.675294 sec): 3 clusters Score: Raw -179096.742021 + Penalty 1487.629774 = -177609.112247 nChanged 187 SP:Iteration 2F (1976.717888 sec): 3 clusters Score: Raw -179183.240940 + Penalty 1487.629774 = -177695.611166 nChanged 124 SP:Iteration 3Q (1976.763356 sec): 3 clusters Score: Raw -179240.817635 + Penalty 1487.629774 = -177753.187861 nChanged 102 SP:Iteration 4Q (1976.805541 sec): 3 clusters Score: Raw -179301.681776 + Penalty 1487.629774 = -177814.052002 nChanged 93 SP:Iteration 5Q (1976.855300 sec): 3 clusters Score: Raw -179363.835463 + Penalty 1487.629774 = -177876.205689 nChanged 90 SP:Iteration 6Q (1976.901354 sec): 3 clusters Score: Raw -179408.850295 + Penalty 1487.629774 = -177921.220521 nChanged 66 SP:Iteration 7Q (1976.940657 sec): 3 clusters Score: Raw -179442.433454 + Penalty 1487.629774 = -177954.803680 nChanged 68 SP:Iteration 8Q (1976.993974 sec): 3 clusters Score: Raw -179480.465583 + Penalty 1487.629774 = -177992.835809 nChanged 48 SP:Iteration 9Q (1977.039421 sec): 3 clusters Score: Raw -179507.253220 + Penalty 1487.629774 = -178019.623446 nChanged 56 SP:Iteration 10Q (1977.093486 sec): 3 clusters Score: Raw -179552.523193 + Penalty 1487.629774 = -178064.893419 nChanged 61 SP:Iteration 11Q (1977.130992 sec): 3 clusters Score: Raw -179600.991086 + Penalty 1487.629774 = -178113.361312 nChanged 58 SP:Iteration 12Q (1977.167136 sec): 3 clusters Score: Raw -179656.886026 + Penalty 1487.629774 = -178169.256252 nChanged 62 SP:Iteration 13Q (1977.215769 sec): 3 clusters Score: Raw -179714.259529 + Penalty 1487.629774 = -178226.629755 nChanged 52 SP:Iteration 14Q (1977.264065 sec): 3 clusters Score: Raw -179752.105945 + Penalty 1487.629774 = -178264.476171 nChanged 44 SP:Iteration 15Q (1977.305318 sec): 3 clusters Score: Raw -179778.091163 + Penalty 1487.629774 = -178290.461389 nChanged 38 SP:Iteration 16Q (1977.352446 sec): 3 clusters Score: Raw -179800.288222 + Penalty 1487.629774 = -178312.658448 nChanged 33 SP:Iteration 17Q (1977.395395 sec): 3 clusters Score: Raw -179817.861534 + Penalty 1487.629774 = -178330.231760 nChanged 23 SP:Iteration 18Q (1977.432965 sec): 3 clusters Score: Raw -179826.459304 + Penalty 1487.629774 = -178338.829531 nChanged 11 SP:Iteration 19Q (1977.483027 sec): 3 clusters Score: Raw -179831.264128 + Penalty 1487.629774 = -178343.634355 nChanged 9 SP:Iteration 20F (1977.527083 sec): 3 clusters Score: Raw -179834.879217 + Penalty 1487.629774 = -178347.249443 nChanged 7 SP:Iteration 21Q (1977.567888 sec): 3 clusters Score: Raw -179837.391320 + Penalty 1487.629774 = -178349.761546 nChanged 9 SP:Iteration 22Q (1977.605824 sec): 3 clusters Score: Raw -179840.816874 + Penalty 1487.629774 = -178353.187100 nChanged 9 SP:Iteration 23Q (1977.657604 sec): 3 clusters Score: Raw -179845.388639 + Penalty 1487.629774 = -178357.758865 nChanged 9 SP:Iteration 24Q (1977.703983 sec): 3 clusters Score: Raw -179850.100380 + Penalty 1487.629774 = -178362.470606 nChanged 14 SP:Iteration 25Q (1977.737405 sec): 3 clusters Score: Raw -179857.630118 + Penalty 1487.629774 = -178370.000344 nChanged 14 SP:Iteration 26Q (1977.779694 sec): 3 clusters Score: Raw -179866.095645 + Penalty 1487.629774 = -178378.465871 nChanged 16 SP:Iteration 27Q (1977.825373 sec): 3 clusters Score: Raw -179874.059627 + Penalty 1487.629774 = -178386.429853 nChanged 13 SP:Iteration 28Q (1977.862773 sec): 3 clusters Score: Raw -179879.170407 + Penalty 1487.629774 = -178391.540633 nChanged 13 SP:Iteration 29Q (1977.914684 sec): 3 clusters Score: Raw -179885.214997 + Penalty 1487.629774 = -178397.585223 nChanged 12 SP:Iteration 30Q (1977.950138 sec): 3 clusters Score: Raw -179889.954019 + Penalty 1487.629774 = -178402.324245 nChanged 15 SP:Iteration 31Q (1978.001955 sec): 3 clusters Score: Raw -179896.319238 + Penalty 1487.629774 = -178408.689464 nChanged 11 SP:Iteration 32Q (1978.049460 sec): 3 clusters Score: Raw -179900.490276 + Penalty 1487.629774 = -178412.860502 nChanged 13 SP:Iteration 33Q (1978.095460 sec): 3 clusters Score: Raw -179907.080842 + Penalty 1487.629774 = -178419.451068 nChanged 13 SP:Iteration 34Q (1978.152517 sec): 3 clusters Score: Raw -179912.122704 + Penalty 1487.629774 = -178424.492930 nChanged 13 SP:Iteration 35Q (1978.201035 sec): 3 clusters Score: Raw -179916.420861 + Penalty 1487.629774 = -178428.791087 nChanged 10 SP:Iteration 36Q (1978.244424 sec): 3 clusters Score: Raw -179920.074132 + Penalty 1487.629774 = -178432.444358 nChanged 9 SP:Iteration 37Q (1978.291027 sec): 3 clusters Score: Raw -179924.051295 + Penalty 1487.629774 = -178436.421521 nChanged 7 SP:Iteration 38Q (1978.331984 sec): 3 clusters Score: Raw -179926.763136 + Penalty 1487.629774 = -178439.133362 nChanged 3 SP:Iteration 39Q (1978.380256 sec): 3 clusters Score: Raw -179927.123123 + Penalty 1487.629774 = -178439.493349 nChanged 1 SP:Iteration 40F (1978.428191 sec): 3 clusters Score: Raw -179927.215217 + Penalty 1487.629774 = -178439.585443 nChanged 0 Trying to split cluster 9 (255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.453637 sec): 2 clusters Score: Raw -14331.304451 + Penalty 526.420037 = -13804.884414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.496346 sec): 3 clusters Score: Raw -14367.387569 + Penalty 1052.840074 = -13314.547495 nChanged 55 SP:Iteration 1F (1978.537151 sec): 3 clusters Score: Raw -14518.082666 + Penalty 1052.840074 = -13465.242592 nChanged 35 SP:Iteration 2F (1978.585394 sec): 3 clusters Score: Raw -14644.601763 + Penalty 1052.840074 = -13591.761689 nChanged 18 SP:Iteration 3F (1978.616580 sec): 3 clusters Score: Raw -14695.742211 + Penalty 1052.840074 = -13642.902137 nChanged 12 SP:Iteration 4Q (1978.668145 sec): 3 clusters Score: Raw -14725.584060 + Penalty 1052.840074 = -13672.743987 nChanged 4 SP:Iteration 5Q (1978.699560 sec): 3 clusters Score: Raw -14739.684643 + Penalty 1052.840074 = -13686.844569 nChanged 2 SP:Iteration 6Q (1978.755522 sec): 3 clusters Score: Raw -14757.425422 + Penalty 1052.840074 = -13704.585349 nChanged 0 SP:Iteration 7F (1978.800914 sec): 3 clusters Score: Raw -14757.425422 + Penalty 1052.840074 = -13704.585349 nChanged 0 Trying to split cluster 10 (46242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1978.873985 sec): 2 clusters Score: Raw -3490940.883270 + Penalty 1020.456157 = -3489920.427113 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1978.980764 sec): 3 clusters Score: Raw -3460995.660591 + Penalty 2040.912313 = -3458954.748278 nChanged 22039 SP:Iteration 1F (1979.078831 sec): 3 clusters Score: Raw -3473504.141329 + Penalty 2040.912313 = -3471463.229015 nChanged 1920 SP:Iteration 2Q (1979.178477 sec): 3 clusters Score: Raw -3474068.319824 + Penalty 2040.912313 = -3472027.407510 nChanged 1927 SP:Iteration 3Q (1979.296136 sec): 3 clusters Score: Raw -3474681.347933 + Penalty 2040.912313 = -3472640.435619 nChanged 1970 SP:Iteration 4Q (1979.406324 sec): 3 clusters Score: Raw -3475427.098601 + Penalty 2040.912313 = -3473386.186288 nChanged 2244 SP:Iteration 5Q (1979.507793 sec): 3 clusters Score: Raw -3476448.180438 + Penalty 2040.912313 = -3474407.268124 nChanged 2420 SP:Iteration 6F (1979.620313 sec): 3 clusters Score: Raw -3477824.536631 + Penalty 2040.912313 = -3475783.624317 nChanged 2643 SP:Iteration 7F (1979.723800 sec): 3 clusters Score: Raw -3479599.719186 + Penalty 2040.912313 = -3477558.806872 nChanged 2717 SP:Iteration 8F (1979.820066 sec): 3 clusters Score: Raw -3481812.554685 + Penalty 2040.912313 = -3479771.642371 nChanged 2596 SP:Iteration 9F (1979.933994 sec): 3 clusters Score: Raw -3484166.474221 + Penalty 2040.912313 = -3482125.561907 nChanged 2187 SP:Iteration 10Q (1980.036224 sec): 3 clusters Score: Raw -3486219.228679 + Penalty 2040.912313 = -3484178.316365 nChanged 1701 SP:Iteration 11Q (1980.140710 sec): 3 clusters Score: Raw -3487612.832557 + Penalty 2040.912313 = -3485571.920243 nChanged 1251 SP:Iteration 12Q (1980.240392 sec): 3 clusters Score: Raw -3488520.179745 + Penalty 2040.912313 = -3486479.267431 nChanged 975 SP:Iteration 13Q (1980.342919 sec): 3 clusters Score: Raw -3489156.133129 + Penalty 2040.912313 = -3487115.220816 nChanged 791 SP:Iteration 14Q (1980.439372 sec): 3 clusters Score: Raw -3489645.491804 + Penalty 2040.912313 = -3487604.579490 nChanged 647 SP:Iteration 15Q (1980.523027 sec): 3 clusters Score: Raw -3490022.183084 + Penalty 2040.912313 = -3487981.270770 nChanged 516 SP:Iteration 16Q (1980.618952 sec): 3 clusters Score: Raw -3490301.013363 + Penalty 2040.912313 = -3488260.101050 nChanged 412 SP:Iteration 17Q (1980.728491 sec): 3 clusters Score: Raw -3490503.824569 + Penalty 2040.912313 = -3488462.912255 nChanged 319 SP:Iteration 18Q (1980.814470 sec): 3 clusters Score: Raw -3490649.828387 + Penalty 2040.912313 = -3488608.916074 nChanged 259 SP:Iteration 19Q (1980.904614 sec): 3 clusters Score: Raw -3490756.119331 + Penalty 2040.912313 = -3488715.207017 nChanged 194 SP:Iteration 20F (1981.009030 sec): 3 clusters Score: Raw -3490839.251685 + Penalty 2040.912313 = -3488798.339372 nChanged 157 SP:Iteration 21Q (1981.096269 sec): 3 clusters Score: Raw -3490909.767748 + Penalty 2040.912313 = -3488868.855434 nChanged 128 SP:Iteration 22Q (1981.193877 sec): 3 clusters Score: Raw -3490967.151671 + Penalty 2040.912313 = -3488926.239358 nChanged 98 SP:Iteration 23Q (1981.284450 sec): 3 clusters Score: Raw -3491010.787023 + Penalty 2040.912313 = -3488969.874710 nChanged 91 SP:Iteration 24Q (1981.377859 sec): 3 clusters Score: Raw -3491043.272005 + Penalty 2040.912313 = -3489002.359691 nChanged 72 SP:Iteration 25Q (1981.463688 sec): 3 clusters Score: Raw -3491068.212316 + Penalty 2040.912313 = -3489027.300002 nChanged 57 SP:Iteration 26Q (1981.552184 sec): 3 clusters Score: Raw -3491083.390134 + Penalty 2040.912313 = -3489042.477821 nChanged 37 SP:Iteration 27Q (1981.639120 sec): 3 clusters Score: Raw -3491095.119872 + Penalty 2040.912313 = -3489054.207559 nChanged 29 SP:Iteration 28Q (1981.739419 sec): 3 clusters Score: Raw -3491105.629700 + Penalty 2040.912313 = -3489064.717387 nChanged 33 SP:Iteration 29Q (1981.835911 sec): 3 clusters Score: Raw -3491118.422590 + Penalty 2040.912313 = -3489077.510277 nChanged 38 SP:Iteration 30Q (1981.929178 sec): 3 clusters Score: Raw -3491132.258123 + Penalty 2040.912313 = -3489091.345810 nChanged 38 SP:Iteration 31Q (1982.023096 sec): 3 clusters Score: Raw -3491145.728036 + Penalty 2040.912313 = -3489104.815722 nChanged 33 SP:Iteration 32Q (1982.118534 sec): 3 clusters Score: Raw -3491158.062688 + Penalty 2040.912313 = -3489117.150374 nChanged 23 SP:Iteration 33Q (1982.204892 sec): 3 clusters Score: Raw -3491165.424903 + Penalty 2040.912313 = -3489124.512589 nChanged 22 SP:Iteration 34Q (1982.293968 sec): 3 clusters Score: Raw -3491171.569749 + Penalty 2040.912313 = -3489130.657435 nChanged 14 SP:Iteration 35Q (1982.396132 sec): 3 clusters Score: Raw -3491175.949738 + Penalty 2040.912313 = -3489135.037425 nChanged 14 SP:Iteration 36Q (1982.493735 sec): 3 clusters Score: Raw -3491180.202083 + Penalty 2040.912313 = -3489139.289769 nChanged 14 SP:Iteration 37Q (1982.589321 sec): 3 clusters Score: Raw -3491184.815588 + Penalty 2040.912313 = -3489143.903274 nChanged 11 SP:Iteration 38Q (1982.679966 sec): 3 clusters Score: Raw -3491187.562039 + Penalty 2040.912313 = -3489146.649725 nChanged 14 SP:Iteration 39Q (1982.773948 sec): 3 clusters Score: Raw -3491191.777453 + Penalty 2040.912313 = -3489150.865140 nChanged 10 SP:Iteration 40F (1982.872950 sec): 3 clusters Score: Raw -3491195.284286 + Penalty 2040.912313 = -3489154.371973 nChanged 11 SP:Iteration 41Q (1982.964204 sec): 3 clusters Score: Raw -3491198.643082 + Penalty 2040.912313 = -3489157.730768 nChanged 5 SP:Iteration 42Q (1983.052226 sec): 3 clusters Score: Raw -3491200.494424 + Penalty 2040.912313 = -3489159.582110 nChanged 10 SP:Iteration 43Q (1983.140132 sec): 3 clusters Score: Raw -3491203.126545 + Penalty 2040.912313 = -3489162.214231 nChanged 7 SP:Iteration 44Q (1983.231938 sec): 3 clusters Score: Raw -3491205.108408 + Penalty 2040.912313 = -3489164.196095 nChanged 4 SP:Iteration 45Q (1983.324343 sec): 3 clusters Score: Raw -3491206.185453 + Penalty 2040.912313 = -3489165.273140 nChanged 1 SP:Iteration 46Q (1983.420353 sec): 3 clusters Score: Raw -3491206.304585 + Penalty 2040.912313 = -3489165.392272 nChanged 0 SP:Iteration 47F (1983.525815 sec): 3 clusters Score: Raw -3491206.304585 + Penalty 2040.912313 = -3489165.392272 nChanged 0 Trying to split cluster 11 (993 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1983.552571 sec): 2 clusters Score: Raw -62881.283540 + Penalty 655.569413 = -62225.714127 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1983.585954 sec): 3 clusters Score: Raw -62528.689747 + Penalty 1311.138826 = -61217.550921 nChanged 325 SP:Iteration 1F (1983.631355 sec): 3 clusters Score: Raw -62767.836270 + Penalty 1311.138826 = -61456.697443 nChanged 59 SP:Iteration 2F (1983.667196 sec): 3 clusters Score: Raw -62846.206047 + Penalty 1311.138826 = -61535.067221 nChanged 54 SP:Iteration 3F (1983.710345 sec): 3 clusters Score: Raw -62931.615261 + Penalty 1311.138826 = -61620.476435 nChanged 57 SP:Iteration 4F (1983.759624 sec): 3 clusters Score: Raw -63021.840187 + Penalty 1311.138826 = -61710.701361 nChanged 43 SP:Iteration 5Q (1983.798022 sec): 3 clusters Score: Raw -63084.525006 + Penalty 1311.138826 = -61773.386180 nChanged 37 SP:Iteration 6Q (1983.833181 sec): 3 clusters Score: Raw -63164.708580 + Penalty 1311.138826 = -61853.569754 nChanged 53 SP:Iteration 7F (1983.886595 sec): 3 clusters Score: Raw -63252.853515 + Penalty 1311.138826 = -61941.714689 nChanged 44 SP:Iteration 8Q (1983.913528 sec): 3 clusters Score: Raw -63304.844579 + Penalty 1311.138826 = -61993.705753 nChanged 30 SP:Iteration 9Q (1983.967202 sec): 3 clusters Score: Raw -63338.439505 + Penalty 1311.138826 = -62027.300678 nChanged 21 SP:Iteration 10Q (1984.008960 sec): 3 clusters Score: Raw -63369.195483 + Penalty 1311.138826 = -62058.056657 nChanged 23 SP:Iteration 11Q (1984.046364 sec): 3 clusters Score: Raw -63398.385604 + Penalty 1311.138826 = -62087.246778 nChanged 23 SP:Iteration 12Q (1984.091280 sec): 3 clusters Score: Raw -63425.968983 + Penalty 1311.138826 = -62114.830156 nChanged 29 SP:Iteration 13Q (1984.125991 sec): 3 clusters Score: Raw -63453.200962 + Penalty 1311.138826 = -62142.062136 nChanged 20 SP:Iteration 14Q (1984.176429 sec): 3 clusters Score: Raw -63472.902784 + Penalty 1311.138826 = -62161.763957 nChanged 15 SP:Iteration 15Q (1984.221110 sec): 3 clusters Score: Raw -63488.233513 + Penalty 1311.138826 = -62177.094686 nChanged 12 SP:Iteration 16Q (1984.248836 sec): 3 clusters Score: Raw -63501.921698 + Penalty 1311.138826 = -62190.782872 nChanged 10 SP:Iteration 17Q (1984.299247 sec): 3 clusters Score: Raw -63511.453011 + Penalty 1311.138826 = -62200.314185 nChanged 3 SP:Iteration 18Q (1984.333451 sec): 3 clusters Score: Raw -63514.129877 + Penalty 1311.138826 = -62202.991051 nChanged 7 SP:Iteration 19Q (1984.380661 sec): 3 clusters Score: Raw -63521.217039 + Penalty 1311.138826 = -62210.078213 nChanged 4 SP:Iteration 20F (1984.419926 sec): 3 clusters Score: Raw -63524.036305 + Penalty 1311.138826 = -62212.897479 nChanged 2 SP:Iteration 21Q (1984.469098 sec): 3 clusters Score: Raw -63525.183623 + Penalty 1311.138826 = -62214.044797 nChanged 3 SP:Iteration 22Q (1984.518651 sec): 3 clusters Score: Raw -63526.660613 + Penalty 1311.138826 = -62215.521787 nChanged 1 SP:Iteration 23Q (1984.557763 sec): 3 clusters Score: Raw -63527.046974 + Penalty 1311.138826 = -62215.908148 nChanged 0 SP:Iteration 24F (1984.592305 sec): 3 clusters Score: Raw -63527.046974 + Penalty 1311.138826 = -62215.908148 nChanged 0 Trying to split cluster 12 (548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1984.613482 sec): 2 clusters Score: Raw -38107.941884 + Penalty 599.096152 = -37508.845732 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1984.652405 sec): 3 clusters Score: Raw -37976.025093 + Penalty 1198.192305 = -36777.832788 nChanged 165 SP:Iteration 1F (1984.702851 sec): 3 clusters Score: Raw -38143.986296 + Penalty 1198.192305 = -36945.793991 nChanged 39 SP:Iteration 2F (1984.731459 sec): 3 clusters Score: Raw -38179.301329 + Penalty 1198.192305 = -36981.109024 nChanged 20 SP:Iteration 3Q (1984.772365 sec): 3 clusters Score: Raw -38194.267202 + Penalty 1198.192305 = -36996.074897 nChanged 15 SP:Iteration 4Q (1984.811650 sec): 3 clusters Score: Raw -38210.778658 + Penalty 1198.192305 = -37012.586354 nChanged 13 SP:Iteration 5Q (1984.857042 sec): 3 clusters Score: Raw -38238.624406 + Penalty 1198.192305 = -37040.432101 nChanged 22 SP:Iteration 6Q (1984.906720 sec): 3 clusters Score: Raw -38272.102059 + Penalty 1198.192305 = -37073.909755 nChanged 12 SP:Iteration 7Q (1984.943095 sec): 3 clusters Score: Raw -38284.506838 + Penalty 1198.192305 = -37086.314533 nChanged 12 SP:Iteration 8Q (1984.994839 sec): 3 clusters Score: Raw -38297.649249 + Penalty 1198.192305 = -37099.456945 nChanged 10 SP:Iteration 9Q (1985.039867 sec): 3 clusters Score: Raw -38308.837041 + Penalty 1198.192305 = -37110.644736 nChanged 10 SP:Iteration 10Q (1985.074341 sec): 3 clusters Score: Raw -38321.842000 + Penalty 1198.192305 = -37123.649696 nChanged 10 SP:Iteration 11Q (1985.119115 sec): 3 clusters Score: Raw -38333.287454 + Penalty 1198.192305 = -37135.095149 nChanged 5 SP:Iteration 12Q (1985.164705 sec): 3 clusters Score: Raw -38339.064593 + Penalty 1198.192305 = -37140.872288 nChanged 2 SP:Iteration 13Q (1985.210517 sec): 3 clusters Score: Raw -38343.776166 + Penalty 1198.192305 = -37145.583862 nChanged 1 SP:Iteration 14Q (1985.264840 sec): 3 clusters Score: Raw -38346.724773 + Penalty 1198.192305 = -37148.532469 nChanged 4 SP:Iteration 15Q (1985.311206 sec): 3 clusters Score: Raw -38350.304216 + Penalty 1198.192305 = -37152.111912 nChanged 0 SP:Iteration 16F (1985.358558 sec): 3 clusters Score: Raw -38350.304216 + Penalty 1198.192305 = -37152.111912 nChanged 0 Trying to split cluster 13 (37777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1985.415256 sec): 2 clusters Score: Raw -2619680.450498 + Penalty 1001.248294 = -2618679.202204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1985.505797 sec): 3 clusters Score: Raw -2595582.423051 + Penalty 2002.496589 = -2593579.926462 nChanged 17749 SP:Iteration 1F (1985.601335 sec): 3 clusters Score: Raw -2606358.238477 + Penalty 2002.496589 = -2604355.741888 nChanged 2174 SP:Iteration 2F (1985.689381 sec): 3 clusters Score: Raw -2607437.867348 + Penalty 2002.496589 = -2605435.370759 nChanged 2423 SP:Iteration 3F (1985.790551 sec): 3 clusters Score: Raw -2608915.832907 + Penalty 2002.496589 = -2606913.336318 nChanged 2577 SP:Iteration 4F (1985.873258 sec): 3 clusters Score: Raw -2610650.477649 + Penalty 2002.496589 = -2608647.981061 nChanged 2518 SP:Iteration 5F (1985.969235 sec): 3 clusters Score: Raw -2612361.722498 + Penalty 2002.496589 = -2610359.225909 nChanged 2244 SP:Iteration 6F (1986.047559 sec): 3 clusters Score: Raw -2613867.857516 + Penalty 2002.496589 = -2611865.360928 nChanged 1954 SP:Iteration 7F (1986.140588 sec): 3 clusters Score: Raw -2615072.536357 + Penalty 2002.496589 = -2613070.039769 nChanged 1596 SP:Iteration 8Q (1986.228714 sec): 3 clusters Score: Raw -2615946.086500 + Penalty 2002.496589 = -2613943.589911 nChanged 1193 SP:Iteration 9Q (1986.329113 sec): 3 clusters Score: Raw -2616528.990949 + Penalty 2002.496589 = -2614526.494360 nChanged 944 SP:Iteration 10Q (1986.428013 sec): 3 clusters Score: Raw -2617032.818985 + Penalty 2002.496589 = -2615030.322397 nChanged 783 SP:Iteration 11Q (1986.523433 sec): 3 clusters Score: Raw -2617532.242952 + Penalty 2002.496589 = -2615529.746363 nChanged 711 SP:Iteration 12Q (1986.619074 sec): 3 clusters Score: Raw -2618007.379952 + Penalty 2002.496589 = -2616004.883363 nChanged 696 SP:Iteration 13Q (1986.713676 sec): 3 clusters Score: Raw -2618442.418240 + Penalty 2002.496589 = -2616439.921651 nChanged 598 SP:Iteration 14Q (1986.799154 sec): 3 clusters Score: Raw -2618692.376750 + Penalty 2002.496589 = -2616689.880161 nChanged 453 SP:Iteration 15Q (1986.898240 sec): 3 clusters Score: Raw -2618822.529891 + Penalty 2002.496589 = -2616820.033302 nChanged 348 SP:Iteration 16Q (1986.988265 sec): 3 clusters Score: Raw -2618902.686848 + Penalty 2002.496589 = -2616900.190259 nChanged 291 SP:Iteration 17Q (1987.078879 sec): 3 clusters Score: Raw -2618959.932519 + Penalty 2002.496589 = -2616957.435930 nChanged 241 SP:Iteration 18Q (1987.167749 sec): 3 clusters Score: Raw -2619002.432587 + Penalty 2002.496589 = -2616999.935998 nChanged 220 SP:Iteration 19Q (1987.259958 sec): 3 clusters Score: Raw -2619034.642033 + Penalty 2002.496589 = -2617032.145444 nChanged 181 SP:Iteration 20F (1987.346309 sec): 3 clusters Score: Raw -2619060.821507 + Penalty 2002.496589 = -2617058.324919 nChanged 159 SP:Iteration 21Q (1987.455089 sec): 3 clusters Score: Raw -2619082.198329 + Penalty 2002.496589 = -2617079.701740 nChanged 146 SP:Iteration 22Q (1987.547224 sec): 3 clusters Score: Raw -2619102.070147 + Penalty 2002.496589 = -2617099.573558 nChanged 140 SP:Iteration 23Q (1987.626074 sec): 3 clusters Score: Raw -2619120.405657 + Penalty 2002.496589 = -2617117.909068 nChanged 132 SP:Iteration 24Q (1987.719747 sec): 3 clusters Score: Raw -2619137.556978 + Penalty 2002.496589 = -2617135.060389 nChanged 126 SP:Iteration 25Q (1987.800459 sec): 3 clusters Score: Raw -2619155.182915 + Penalty 2002.496589 = -2617152.686326 nChanged 129 SP:Iteration 26Q (1987.901183 sec): 3 clusters Score: Raw -2619170.479886 + Penalty 2002.496589 = -2617167.983298 nChanged 110 SP:Iteration 27Q (1987.990617 sec): 3 clusters Score: Raw -2619186.018895 + Penalty 2002.496589 = -2617183.522306 nChanged 140 SP:Iteration 28Q (1988.077512 sec): 3 clusters Score: Raw -2619206.314329 + Penalty 2002.496589 = -2617203.817740 nChanged 138 SP:Iteration 29Q (1988.165319 sec): 3 clusters Score: Raw -2619227.641011 + Penalty 2002.496589 = -2617225.144422 nChanged 157 SP:Iteration 30Q (1988.247605 sec): 3 clusters Score: Raw -2619249.643944 + Penalty 2002.496589 = -2617247.147356 nChanged 131 SP:Iteration 31Q (1988.338481 sec): 3 clusters Score: Raw -2619266.283839 + Penalty 2002.496589 = -2617263.787250 nChanged 133 SP:Iteration 32Q (1988.429591 sec): 3 clusters Score: Raw -2619282.375119 + Penalty 2002.496589 = -2617279.878530 nChanged 119 SP:Iteration 33Q (1988.528836 sec): 3 clusters Score: Raw -2619295.055754 + Penalty 2002.496589 = -2617292.559165 nChanged 116 SP:Iteration 34Q (1988.618319 sec): 3 clusters Score: Raw -2619307.117378 + Penalty 2002.496589 = -2617304.620789 nChanged 103 SP:Iteration 35Q (1988.715664 sec): 3 clusters Score: Raw -2619317.059861 + Penalty 2002.496589 = -2617314.563272 nChanged 98 SP:Iteration 36Q (1988.811015 sec): 3 clusters Score: Raw -2619325.761803 + Penalty 2002.496589 = -2617323.265214 nChanged 98 SP:Iteration 37Q (1988.891468 sec): 3 clusters Score: Raw -2619334.514999 + Penalty 2002.496589 = -2617332.018410 nChanged 105 SP:Iteration 38Q (1988.988911 sec): 3 clusters Score: Raw -2619346.505401 + Penalty 2002.496589 = -2617344.008812 nChanged 138 SP:Iteration 39Q (1989.080403 sec): 3 clusters Score: Raw -2619366.507646 + Penalty 2002.496589 = -2617364.011058 nChanged 149 SP:Iteration 40F (1989.167752 sec): 3 clusters Score: Raw -2619389.698455 + Penalty 2002.496589 = -2617387.201866 nChanged 155 SP:Iteration 41Q (1989.259791 sec): 3 clusters Score: Raw -2619412.301540 + Penalty 2002.496589 = -2617409.804951 nChanged 146 SP:Iteration 42Q (1989.356309 sec): 3 clusters Score: Raw -2619432.632119 + Penalty 2002.496589 = -2617430.135530 nChanged 155 SP:Iteration 43Q (1989.440968 sec): 3 clusters Score: Raw -2619455.526794 + Penalty 2002.496589 = -2617453.030205 nChanged 138 SP:Iteration 44Q (1989.541550 sec): 3 clusters Score: Raw -2619474.017098 + Penalty 2002.496589 = -2617471.520509 nChanged 131 SP:Iteration 45Q (1989.619116 sec): 3 clusters Score: Raw -2619491.330594 + Penalty 2002.496589 = -2617488.834005 nChanged 134 SP:Iteration 46Q (1989.717925 sec): 3 clusters Score: Raw -2619508.053171 + Penalty 2002.496589 = -2617505.556582 nChanged 122 SP:Iteration 47Q (1989.807767 sec): 3 clusters Score: Raw -2619525.327676 + Penalty 2002.496589 = -2617522.831087 nChanged 138 SP:Iteration 48Q (1989.898411 sec): 3 clusters Score: Raw -2619544.915011 + Penalty 2002.496589 = -2617542.418423 nChanged 132 SP:Iteration 49Q (1989.991484 sec): 3 clusters Score: Raw -2619565.557941 + Penalty 2002.496589 = -2617563.061352 nChanged 154 SP:Iteration 50Q (1990.072603 sec): 3 clusters Score: Raw -2619585.466794 + Penalty 2002.496589 = -2617582.970205 nChanged 129 SP:Iteration 51Q (1990.172367 sec): 3 clusters Score: Raw -2619601.872944 + Penalty 2002.496589 = -2617599.376355 nChanged 123 SP:Iteration 52Q (1990.265834 sec): 3 clusters Score: Raw -2619618.734855 + Penalty 2002.496589 = -2617616.238267 nChanged 124 SP:Iteration 53Q (1990.357320 sec): 3 clusters Score: Raw -2619634.495208 + Penalty 2002.496589 = -2617631.998619 nChanged 124 SP:Iteration 54Q (1990.445919 sec): 3 clusters Score: Raw -2619651.921949 + Penalty 2002.496589 = -2617649.425360 nChanged 130 SP:Iteration 55Q (1990.538215 sec): 3 clusters Score: Raw -2619671.691828 + Penalty 2002.496589 = -2617669.195239 nChanged 128 SP:Iteration 56Q (1990.621374 sec): 3 clusters Score: Raw -2619690.475277 + Penalty 2002.496589 = -2617687.978689 nChanged 109 SP:Iteration 57Q (1990.706699 sec): 3 clusters Score: Raw -2619706.667640 + Penalty 2002.496589 = -2617704.171051 nChanged 107 SP:Iteration 58Q (1990.788034 sec): 3 clusters Score: Raw -2619721.141686 + Penalty 2002.496589 = -2617718.645097 nChanged 91 SP:Iteration 59Q (1990.878339 sec): 3 clusters Score: Raw -2619733.766051 + Penalty 2002.496589 = -2617731.269462 nChanged 89 SP:Iteration 60F (1990.968240 sec): 3 clusters Score: Raw -2619746.549288 + Penalty 2002.496589 = -2617744.052700 nChanged 97 SP:Iteration 61Q (1991.056549 sec): 3 clusters Score: Raw -2619761.678331 + Penalty 2002.496589 = -2617759.181742 nChanged 88 SP:Iteration 62Q (1991.143819 sec): 3 clusters Score: Raw -2619775.529842 + Penalty 2002.496589 = -2617773.033254 nChanged 83 SP:Iteration 63Q (1991.234550 sec): 3 clusters Score: Raw -2619787.022608 + Penalty 2002.496589 = -2617784.526020 nChanged 73 SP:Iteration 64Q (1991.327624 sec): 3 clusters Score: Raw -2619796.932267 + Penalty 2002.496589 = -2617794.435678 nChanged 71 SP:Iteration 65Q (1991.409960 sec): 3 clusters Score: Raw -2619804.903486 + Penalty 2002.496589 = -2617802.406897 nChanged 63 SP:Iteration 66Q (1991.491245 sec): 3 clusters Score: Raw -2619812.591944 + Penalty 2002.496589 = -2617810.095355 nChanged 65 SP:Iteration 67Q (1991.576651 sec): 3 clusters Score: Raw -2619821.033639 + Penalty 2002.496589 = -2617818.537050 nChanged 65 SP:Iteration 68Q (1991.663280 sec): 3 clusters Score: Raw -2619829.293946 + Penalty 2002.496589 = -2617826.797357 nChanged 57 SP:Iteration 69Q (1991.746711 sec): 3 clusters Score: Raw -2619835.967918 + Penalty 2002.496589 = -2617833.471329 nChanged 58 SP:Iteration 70Q (1991.843441 sec): 3 clusters Score: Raw -2619842.944562 + Penalty 2002.496589 = -2617840.447973 nChanged 58 SP:Iteration 71Q (1991.925854 sec): 3 clusters Score: Raw -2619849.518672 + Penalty 2002.496589 = -2617847.022083 nChanged 68 SP:Iteration 72Q (1992.014687 sec): 3 clusters Score: Raw -2619859.510922 + Penalty 2002.496589 = -2617857.014333 nChanged 66 SP:Iteration 73Q (1992.099058 sec): 3 clusters Score: Raw -2619871.137042 + Penalty 2002.496589 = -2617868.640453 nChanged 79 SP:Iteration 74Q (1992.186861 sec): 3 clusters Score: Raw -2619886.169582 + Penalty 2002.496589 = -2617883.672993 nChanged 58 SP:Iteration 75Q (1992.272892 sec): 3 clusters Score: Raw -2619896.658862 + Penalty 2002.496589 = -2617894.162274 nChanged 58 SP:Iteration 76Q (1992.363352 sec): 3 clusters Score: Raw -2619905.110129 + Penalty 2002.496589 = -2617902.613540 nChanged 49 SP:Iteration 77Q (1992.453280 sec): 3 clusters Score: Raw -2619910.089958 + Penalty 2002.496589 = -2617907.593370 nChanged 44 SP:Iteration 78Q (1992.531261 sec): 3 clusters Score: Raw -2619915.662922 + Penalty 2002.496589 = -2617913.166333 nChanged 39 SP:Iteration 79Q (1992.618031 sec): 3 clusters Score: Raw -2619920.629396 + Penalty 2002.496589 = -2617918.132808 nChanged 44 SP:Iteration 80F (1992.714917 sec): 3 clusters Score: Raw -2619925.974073 + Penalty 2002.496589 = -2617923.477484 nChanged 44 SP:Iteration 81Q (1992.803737 sec): 3 clusters Score: Raw -2619931.124809 + Penalty 2002.496589 = -2617928.628220 nChanged 43 SP:Iteration 82Q (1992.894378 sec): 3 clusters Score: Raw -2619936.767343 + Penalty 2002.496589 = -2617934.270754 nChanged 48 SP:Iteration 83Q (1992.984375 sec): 3 clusters Score: Raw -2619942.816708 + Penalty 2002.496589 = -2617940.320119 nChanged 52 SP:Iteration 84Q (1993.068402 sec): 3 clusters Score: Raw -2619950.198614 + Penalty 2002.496589 = -2617947.702025 nChanged 51 SP:Iteration 85Q (1993.159289 sec): 3 clusters Score: Raw -2619955.872949 + Penalty 2002.496589 = -2617953.376360 nChanged 40 SP:Iteration 86Q (1993.243343 sec): 3 clusters Score: Raw -2619960.187199 + Penalty 2002.496589 = -2617957.690611 nChanged 34 SP:Iteration 87Q (1993.337361 sec): 3 clusters Score: Raw -2619963.260338 + Penalty 2002.496589 = -2617960.763749 nChanged 36 SP:Iteration 88Q (1993.426930 sec): 3 clusters Score: Raw -2619967.380710 + Penalty 2002.496589 = -2617964.884121 nChanged 37 SP:Iteration 89Q (1993.515982 sec): 3 clusters Score: Raw -2619971.378972 + Penalty 2002.496589 = -2617968.882383 nChanged 27 SP:Iteration 90Q (1993.593098 sec): 3 clusters Score: Raw -2619973.577040 + Penalty 2002.496589 = -2617971.080451 nChanged 23 SP:Iteration 91Q (1993.685091 sec): 3 clusters Score: Raw -2619975.955926 + Penalty 2002.496589 = -2617973.459337 nChanged 27 SP:Iteration 92Q (1993.767205 sec): 3 clusters Score: Raw -2619979.036290 + Penalty 2002.496589 = -2617976.539702 nChanged 33 SP:Iteration 93Q (1993.854862 sec): 3 clusters Score: Raw -2619982.536599 + Penalty 2002.496589 = -2617980.040010 nChanged 29 SP:Iteration 94Q (1993.946948 sec): 3 clusters Score: Raw -2619986.106555 + Penalty 2002.496589 = -2617983.609966 nChanged 36 SP:Iteration 95Q (1994.026869 sec): 3 clusters Score: Raw -2619990.155973 + Penalty 2002.496589 = -2617987.659385 nChanged 31 SP:Iteration 96Q (1994.100674 sec): 3 clusters Score: Raw -2619993.697031 + Penalty 2002.496589 = -2617991.200442 nChanged 27 SP:Iteration 97Q (1994.185387 sec): 3 clusters Score: Raw -2619996.226275 + Penalty 2002.496589 = -2617993.729686 nChanged 21 SP:Iteration 98Q (1994.264991 sec): 3 clusters Score: Raw -2619998.969424 + Penalty 2002.496589 = -2617996.472835 nChanged 28 SP:Iteration 99Q (1994.347220 sec): 3 clusters Score: Raw -2620003.010709 + Penalty 2002.496589 = -2618000.514121 nChanged 28 SP:Iteration 100F (1994.437025 sec): 3 clusters Score: Raw -2620006.361305 + Penalty 2002.496589 = -2618003.864716 nChanged 20 SP:Iteration 101Q (1994.529638 sec): 3 clusters Score: Raw -2620008.288304 + Penalty 2002.496589 = -2618005.791715 nChanged 26 SP:Iteration 102Q (1994.617391 sec): 3 clusters Score: Raw -2620012.576071 + Penalty 2002.496589 = -2618010.079482 nChanged 22 SP:Iteration 103Q (1994.705053 sec): 3 clusters Score: Raw -2620016.876396 + Penalty 2002.496589 = -2618014.379807 nChanged 27 SP:Iteration 104Q (1994.796044 sec): 3 clusters Score: Raw -2620021.565184 + Penalty 2002.496589 = -2618019.068596 nChanged 32 SP:Iteration 105Q (1994.875363 sec): 3 clusters Score: Raw -2620025.466603 + Penalty 2002.496589 = -2618022.970014 nChanged 23 SP:Iteration 106Q (1994.954720 sec): 3 clusters Score: Raw -2620028.074151 + Penalty 2002.496589 = -2618025.577562 nChanged 24 SP:Iteration 107Q (1995.031589 sec): 3 clusters Score: Raw -2620031.285319 + Penalty 2002.496589 = -2618028.788730 nChanged 35 SP:Iteration 108Q (1995.120051 sec): 3 clusters Score: Raw -2620036.048592 + Penalty 2002.496589 = -2618033.552003 nChanged 27 SP:Iteration 109Q (1995.196769 sec): 3 clusters Score: Raw -2620039.358849 + Penalty 2002.496589 = -2618036.862261 nChanged 22 SP:Iteration 110Q (1995.275256 sec): 3 clusters Score: Raw -2620042.953506 + Penalty 2002.496589 = -2618040.456917 nChanged 26 SP:Iteration 111Q (1995.357151 sec): 3 clusters Score: Raw -2620046.789719 + Penalty 2002.496589 = -2618044.293131 nChanged 25 SP:Iteration 112Q (1995.433830 sec): 3 clusters Score: Raw -2620049.452026 + Penalty 2002.496589 = -2618046.955437 nChanged 18 SP:Iteration 113Q (1995.516272 sec): 3 clusters Score: Raw -2620051.112479 + Penalty 2002.496589 = -2618048.615890 nChanged 16 SP:Iteration 114Q (1995.606116 sec): 3 clusters Score: Raw -2620053.008718 + Penalty 2002.496589 = -2618050.512129 nChanged 13 SP:Iteration 115Q (1995.696846 sec): 3 clusters Score: Raw -2620054.593971 + Penalty 2002.496589 = -2618052.097382 nChanged 20 SP:Iteration 116Q (1995.783904 sec): 3 clusters Score: Raw -2620058.099651 + Penalty 2002.496589 = -2618055.603063 nChanged 22 SP:Iteration 117Q (1995.872230 sec): 3 clusters Score: Raw -2620061.531773 + Penalty 2002.496589 = -2618059.035184 nChanged 27 SP:Iteration 118Q (1995.956240 sec): 3 clusters Score: Raw -2620066.017658 + Penalty 2002.496589 = -2618063.521070 nChanged 28 SP:Iteration 119Q (1996.046807 sec): 3 clusters Score: Raw -2620069.729678 + Penalty 2002.496589 = -2618067.233089 nChanged 26 SP:Iteration 120F (1996.139886 sec): 3 clusters Score: Raw -2620073.497760 + Penalty 2002.496589 = -2618071.001171 nChanged 24 SP:Iteration 121Q (1996.229643 sec): 3 clusters Score: Raw -2620077.189547 + Penalty 2002.496589 = -2618074.692958 nChanged 20 SP:Iteration 122Q (1996.318053 sec): 3 clusters Score: Raw -2620079.502007 + Penalty 2002.496589 = -2618077.005418 nChanged 19 SP:Iteration 123Q (1996.401532 sec): 3 clusters Score: Raw -2620082.005027 + Penalty 2002.496589 = -2618079.508438 nChanged 12 SP:Iteration 124Q (1996.497379 sec): 3 clusters Score: Raw -2620083.699690 + Penalty 2002.496589 = -2618081.203101 nChanged 9 SP:Iteration 125Q (1996.582095 sec): 3 clusters Score: Raw -2620085.165817 + Penalty 2002.496589 = -2618082.669228 nChanged 10 SP:Iteration 126Q (1996.671763 sec): 3 clusters Score: Raw -2620085.813636 + Penalty 2002.496589 = -2618083.317048 nChanged 5 SP:Iteration 127Q (1996.754104 sec): 3 clusters Score: Raw -2620086.091859 + Penalty 2002.496589 = -2618083.595270 nChanged 4 SP:Iteration 128Q (1996.837967 sec): 3 clusters Score: Raw -2620086.383289 + Penalty 2002.496589 = -2618083.886700 nChanged 1 SP:Iteration 129Q (1996.920967 sec): 3 clusters Score: Raw -2620086.418584 + Penalty 2002.496589 = -2618083.921995 nChanged 2 SP:Iteration 130Q (1997.012476 sec): 3 clusters Score: Raw -2620086.671145 + Penalty 2002.496589 = -2618084.174556 nChanged 1 SP:Iteration 131Q (1997.097631 sec): 3 clusters Score: Raw -2620086.846041 + Penalty 2002.496589 = -2618084.349452 nChanged 2 SP:Iteration 132Q (1997.175552 sec): 3 clusters Score: Raw -2620086.971011 + Penalty 2002.496589 = -2618084.474422 nChanged 1 SP:Iteration 133Q (1997.267257 sec): 3 clusters Score: Raw -2620087.159573 + Penalty 2002.496589 = -2618084.662984 nChanged 0 SP:Iteration 134F (1997.363652 sec): 3 clusters Score: Raw -2620087.159573 + Penalty 2002.496589 = -2618084.662984 nChanged 0 Trying to split cluster 14 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1997.393279 sec): 2 clusters Score: Raw -137169.502696 + Penalty 708.033321 = -136461.469375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1997.444788 sec): 3 clusters Score: Raw -136331.582627 + Penalty 1416.066643 = -134915.515984 nChanged 664 SP:Iteration 1F (1997.489232 sec): 3 clusters Score: Raw -136769.399019 + Penalty 1416.066643 = -135353.332377 nChanged 146 SP:Iteration 2F (1997.527643 sec): 3 clusters Score: Raw -136877.618533 + Penalty 1416.066643 = -135461.551890 nChanged 92 SP:Iteration 3F (1997.577581 sec): 3 clusters Score: Raw -136950.726219 + Penalty 1416.066643 = -135534.659577 nChanged 93 SP:Iteration 4F (1997.624071 sec): 3 clusters Score: Raw -137026.768773 + Penalty 1416.066643 = -135610.702130 nChanged 80 SP:Iteration 5Q (1997.679758 sec): 3 clusters Score: Raw -137089.134657 + Penalty 1416.066643 = -135673.068015 nChanged 65 SP:Iteration 6Q (1997.719083 sec): 3 clusters Score: Raw -137144.706542 + Penalty 1416.066643 = -135728.639900 nChanged 52 SP:Iteration 7Q (1997.758683 sec): 3 clusters Score: Raw -137190.839592 + Penalty 1416.066643 = -135774.772950 nChanged 43 SP:Iteration 8Q (1997.800047 sec): 3 clusters Score: Raw -137223.712239 + Penalty 1416.066643 = -135807.645597 nChanged 35 SP:Iteration 9Q (1997.851427 sec): 3 clusters Score: Raw -137248.165519 + Penalty 1416.066643 = -135832.098877 nChanged 36 SP:Iteration 10Q (1997.893021 sec): 3 clusters Score: Raw -137271.284607 + Penalty 1416.066643 = -135855.217964 nChanged 27 SP:Iteration 11Q (1997.934556 sec): 3 clusters Score: Raw -137288.108047 + Penalty 1416.066643 = -135872.041404 nChanged 17 SP:Iteration 12Q (1997.991196 sec): 3 clusters Score: Raw -137301.392063 + Penalty 1416.066643 = -135885.325421 nChanged 25 SP:Iteration 13Q (1998.021901 sec): 3 clusters Score: Raw -137319.907213 + Penalty 1416.066643 = -135903.840571 nChanged 22 SP:Iteration 14Q (1998.072645 sec): 3 clusters Score: Raw -137334.240621 + Penalty 1416.066643 = -135918.173979 nChanged 20 SP:Iteration 15Q (1998.113021 sec): 3 clusters Score: Raw -137347.933756 + Penalty 1416.066643 = -135931.867113 nChanged 19 SP:Iteration 16Q (1998.153621 sec): 3 clusters Score: Raw -137361.893084 + Penalty 1416.066643 = -135945.826442 nChanged 17 SP:Iteration 17Q (1998.195253 sec): 3 clusters Score: Raw -137374.913868 + Penalty 1416.066643 = -135958.847226 nChanged 19 SP:Iteration 18Q (1998.238993 sec): 3 clusters Score: Raw -137390.842909 + Penalty 1416.066643 = -135974.776267 nChanged 22 SP:Iteration 19Q (1998.290261 sec): 3 clusters Score: Raw -137411.021869 + Penalty 1416.066643 = -135994.955226 nChanged 23 SP:Iteration 20F (1998.332179 sec): 3 clusters Score: Raw -137429.931190 + Penalty 1416.066643 = -136013.864548 nChanged 22 SP:Iteration 21Q (1998.377799 sec): 3 clusters Score: Raw -137442.058421 + Penalty 1416.066643 = -136025.991779 nChanged 15 SP:Iteration 22Q (1998.408370 sec): 3 clusters Score: Raw -137449.134876 + Penalty 1416.066643 = -136033.068233 nChanged 8 SP:Iteration 23Q (1998.450029 sec): 3 clusters Score: Raw -137456.867519 + Penalty 1416.066643 = -136040.800877 nChanged 9 SP:Iteration 24Q (1998.493541 sec): 3 clusters Score: Raw -137470.124095 + Penalty 1416.066643 = -136054.057452 nChanged 14 SP:Iteration 25Q (1998.535070 sec): 3 clusters Score: Raw -137488.342674 + Penalty 1416.066643 = -136072.276032 nChanged 12 SP:Iteration 26Q (1998.582213 sec): 3 clusters Score: Raw -137497.028976 + Penalty 1416.066643 = -136080.962333 nChanged 13 SP:Iteration 27Q (1998.619547 sec): 3 clusters Score: Raw -137504.000996 + Penalty 1416.066643 = -136087.934354 nChanged 6 SP:Iteration 28Q (1998.666289 sec): 3 clusters Score: Raw -137508.056055 + Penalty 1416.066643 = -136091.989412 nChanged 8 SP:Iteration 29Q (1998.709879 sec): 3 clusters Score: Raw -137513.527177 + Penalty 1416.066643 = -136097.460534 nChanged 12 SP:Iteration 30Q (1998.748526 sec): 3 clusters Score: Raw -137521.057419 + Penalty 1416.066643 = -136104.990777 nChanged 8 SP:Iteration 31Q (1998.781043 sec): 3 clusters Score: Raw -137525.329923 + Penalty 1416.066643 = -136109.263281 nChanged 6 SP:Iteration 32Q (1998.838311 sec): 3 clusters Score: Raw -137527.931960 + Penalty 1416.066643 = -136111.865318 nChanged 3 SP:Iteration 33Q (1998.882917 sec): 3 clusters Score: Raw -137529.111455 + Penalty 1416.066643 = -136113.044812 nChanged 2 SP:Iteration 34Q (1998.932000 sec): 3 clusters Score: Raw -137529.443022 + Penalty 1416.066643 = -136113.376379 nChanged 1 SP:Iteration 35Q (1998.980432 sec): 3 clusters Score: Raw -137529.694427 + Penalty 1416.066643 = -136113.627784 nChanged 3 SP:Iteration 36Q (1999.025771 sec): 3 clusters Score: Raw -137530.760882 + Penalty 1416.066643 = -136114.694240 nChanged 0 SP:Iteration 37F (1999.067155 sec): 3 clusters Score: Raw -137530.760882 + Penalty 1416.066643 = -136114.694240 nChanged 0 Trying to split cluster 15 (4392 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1999.099406 sec): 2 clusters Score: Raw -309885.231721 + Penalty 796.816298 = -309088.415422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1999.151591 sec): 3 clusters Score: Raw -307489.946989 + Penalty 1593.632597 = -305896.314392 nChanged 1851 SP:Iteration 1F (1999.209546 sec): 3 clusters Score: Raw -308534.522444 + Penalty 1593.632597 = -306940.889848 nChanged 284 SP:Iteration 2F (1999.252870 sec): 3 clusters Score: Raw -308701.436106 + Penalty 1593.632597 = -307107.803509 nChanged 251 SP:Iteration 3F (1999.314227 sec): 3 clusters Score: Raw -308944.619073 + Penalty 1593.632597 = -307350.986476 nChanged 307 SP:Iteration 4F (1999.366127 sec): 3 clusters Score: Raw -309221.238068 + Penalty 1593.632597 = -307627.605471 nChanged 307 SP:Iteration 5F (1999.422452 sec): 3 clusters Score: Raw -309526.969593 + Penalty 1593.632597 = -307933.336996 nChanged 310 SP:Iteration 6F (1999.476244 sec): 3 clusters Score: Raw -309835.410011 + Penalty 1593.632597 = -308241.777414 nChanged 298 SP:Iteration 7F (1999.520018 sec): 3 clusters Score: Raw -310110.740738 + Penalty 1593.632597 = -308517.108141 nChanged 206 SP:Iteration 8Q (1999.583243 sec): 3 clusters Score: Raw -310248.111732 + Penalty 1593.632597 = -308654.479135 nChanged 137 SP:Iteration 9Q (1999.629556 sec): 3 clusters Score: Raw -310329.559574 + Penalty 1593.632597 = -308735.926977 nChanged 99 SP:Iteration 10Q (1999.687403 sec): 3 clusters Score: Raw -310373.910353 + Penalty 1593.632597 = -308780.277756 nChanged 61 SP:Iteration 11Q (1999.738130 sec): 3 clusters Score: Raw -310408.297139 + Penalty 1593.632597 = -308814.664542 nChanged 60 SP:Iteration 12Q (1999.789603 sec): 3 clusters Score: Raw -310444.375022 + Penalty 1593.632597 = -308850.742426 nChanged 43 SP:Iteration 13Q (1999.850555 sec): 3 clusters Score: Raw -310461.522234 + Penalty 1593.632597 = -308867.889637 nChanged 26 SP:Iteration 14Q (1999.900654 sec): 3 clusters Score: Raw -310471.581672 + Penalty 1593.632597 = -308877.949076 nChanged 30 SP:Iteration 15Q (1999.945543 sec): 3 clusters Score: Raw -310480.943028 + Penalty 1593.632597 = -308887.310431 nChanged 19 SP:Iteration 16Q (1999.996553 sec): 3 clusters Score: Raw -310486.738812 + Penalty 1593.632597 = -308893.106215 nChanged 17 SP:Iteration 17Q (2000.051292 sec): 3 clusters Score: Raw -310491.638455 + Penalty 1593.632597 = -308898.005858 nChanged 12 SP:Iteration 18Q (2000.103210 sec): 3 clusters Score: Raw -310495.252475 + Penalty 1593.632597 = -308901.619878 nChanged 10 SP:Iteration 19Q (2000.157273 sec): 3 clusters Score: Raw -310497.420087 + Penalty 1593.632597 = -308903.787490 nChanged 8 SP:Iteration 20F (2000.217490 sec): 3 clusters Score: Raw -310498.901725 + Penalty 1593.632597 = -308905.269128 nChanged 8 SP:Iteration 21Q (2000.263101 sec): 3 clusters Score: Raw -310500.651912 + Penalty 1593.632597 = -308907.019315 nChanged 7 SP:Iteration 22Q (2000.316184 sec): 3 clusters Score: Raw -310501.984848 + Penalty 1593.632597 = -308908.352252 nChanged 4 SP:Iteration 23Q (2000.374986 sec): 3 clusters Score: Raw -310502.529283 + Penalty 1593.632597 = -308908.896686 nChanged 2 SP:Iteration 24Q (2000.435323 sec): 3 clusters Score: Raw -310502.822483 + Penalty 1593.632597 = -308909.189886 nChanged 2 SP:Iteration 25Q (2000.491743 sec): 3 clusters Score: Raw -310503.382429 + Penalty 1593.632597 = -308909.749833 nChanged 2 SP:Iteration 26Q (2000.532263 sec): 3 clusters Score: Raw -310503.608629 + Penalty 1593.632597 = -308909.976032 nChanged 0 SP:Iteration 27F (2000.594685 sec): 3 clusters Score: Raw -310503.608629 + Penalty 1593.632597 = -308909.976032 nChanged 0 Trying to split cluster 16 (3584 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2000.610230 sec): 2 clusters Score: Raw -264216.271481 + Penalty 777.502304 = -263438.769178 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2000.660580 sec): 3 clusters Score: Raw -262299.313550 + Penalty 1555.004607 = -260744.308943 nChanged 1480 SP:Iteration 1F (2000.702895 sec): 3 clusters Score: Raw -263176.430212 + Penalty 1555.004607 = -261621.425605 nChanged 246 SP:Iteration 2F (2000.750333 sec): 3 clusters Score: Raw -263317.804564 + Penalty 1555.004607 = -261762.799957 nChanged 211 SP:Iteration 3F (2000.802019 sec): 3 clusters Score: Raw -263473.219111 + Penalty 1555.004607 = -261918.214504 nChanged 185 SP:Iteration 4F (2000.853767 sec): 3 clusters Score: Raw -263639.314287 + Penalty 1555.004607 = -262084.309680 nChanged 182 SP:Iteration 5F (2000.907995 sec): 3 clusters Score: Raw -263785.976925 + Penalty 1555.004607 = -262230.972318 nChanged 170 SP:Iteration 6Q (2000.957681 sec): 3 clusters Score: Raw -263939.977791 + Penalty 1555.004607 = -262384.973184 nChanged 143 SP:Iteration 7Q (2001.006914 sec): 3 clusters Score: Raw -264060.212495 + Penalty 1555.004607 = -262505.207888 nChanged 131 SP:Iteration 8Q (2001.053595 sec): 3 clusters Score: Raw -264169.235670 + Penalty 1555.004607 = -262614.231062 nChanged 108 SP:Iteration 9Q (2001.097935 sec): 3 clusters Score: Raw -264256.892293 + Penalty 1555.004607 = -262701.887686 nChanged 92 SP:Iteration 10Q (2001.152077 sec): 3 clusters Score: Raw -264331.113233 + Penalty 1555.004607 = -262776.108626 nChanged 80 SP:Iteration 11Q (2001.205108 sec): 3 clusters Score: Raw -264406.615607 + Penalty 1555.004607 = -262851.611000 nChanged 69 SP:Iteration 12Q (2001.258884 sec): 3 clusters Score: Raw -264455.499014 + Penalty 1555.004607 = -262900.494407 nChanged 40 SP:Iteration 13Q (2001.308714 sec): 3 clusters Score: Raw -264474.786571 + Penalty 1555.004607 = -262919.781964 nChanged 23 SP:Iteration 14Q (2001.361303 sec): 3 clusters Score: Raw -264482.821325 + Penalty 1555.004607 = -262927.816718 nChanged 17 SP:Iteration 15Q (2001.417509 sec): 3 clusters Score: Raw -264491.038372 + Penalty 1555.004607 = -262936.033765 nChanged 20 SP:Iteration 16Q (2001.461747 sec): 3 clusters Score: Raw -264496.267477 + Penalty 1555.004607 = -262941.262869 nChanged 12 SP:Iteration 17Q (2001.513114 sec): 3 clusters Score: Raw -264499.889662 + Penalty 1555.004607 = -262944.885055 nChanged 10 SP:Iteration 18Q (2001.557469 sec): 3 clusters Score: Raw -264502.820247 + Penalty 1555.004607 = -262947.815640 nChanged 10 SP:Iteration 19Q (2001.608959 sec): 3 clusters Score: Raw -264505.700800 + Penalty 1555.004607 = -262950.696193 nChanged 10 SP:Iteration 20F (2001.666270 sec): 3 clusters Score: Raw -264508.615943 + Penalty 1555.004607 = -262953.611336 nChanged 9 SP:Iteration 21Q (2001.722408 sec): 3 clusters Score: Raw -264510.537692 + Penalty 1555.004607 = -262955.533085 nChanged 11 SP:Iteration 22Q (2001.767638 sec): 3 clusters Score: Raw -264512.573406 + Penalty 1555.004607 = -262957.568799 nChanged 6 SP:Iteration 23Q (2001.806561 sec): 3 clusters Score: Raw -264514.358500 + Penalty 1555.004607 = -262959.353893 nChanged 3 SP:Iteration 24Q (2001.861128 sec): 3 clusters Score: Raw -264515.082545 + Penalty 1555.004607 = -262960.077937 nChanged 1 SP:Iteration 25Q (2001.918303 sec): 3 clusters Score: Raw -264515.393226 + Penalty 1555.004607 = -262960.388619 nChanged 3 SP:Iteration 26Q (2001.974566 sec): 3 clusters Score: Raw -264515.778299 + Penalty 1555.004607 = -262960.773692 nChanged 0 SP:Iteration 27F (2002.028338 sec): 3 clusters Score: Raw -264515.778299 + Penalty 1555.004607 = -262960.773692 nChanged 0 Trying to split cluster 17 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2002.045182 sec): 2 clusters Score: Raw -257441.323685 + Penalty 775.574391 = -256665.749294 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2002.104667 sec): 3 clusters Score: Raw -255546.476950 + Penalty 1551.148781 = -253995.328169 nChanged 1505 SP:Iteration 1F (2002.155333 sec): 3 clusters Score: Raw -256384.700330 + Penalty 1551.148781 = -254833.551548 nChanged 269 SP:Iteration 2F (2002.210243 sec): 3 clusters Score: Raw -256551.236536 + Penalty 1551.148781 = -255000.087754 nChanged 220 SP:Iteration 3F (2002.255182 sec): 3 clusters Score: Raw -256687.735447 + Penalty 1551.148781 = -255136.586666 nChanged 192 SP:Iteration 4F (2002.305617 sec): 3 clusters Score: Raw -256806.789390 + Penalty 1551.148781 = -255255.640608 nChanged 166 SP:Iteration 5Q (2002.354847 sec): 3 clusters Score: Raw -256926.928289 + Penalty 1551.148781 = -255375.779508 nChanged 171 SP:Iteration 6Q (2002.408614 sec): 3 clusters Score: Raw -257051.814334 + Penalty 1551.148781 = -255500.665553 nChanged 165 SP:Iteration 7Q (2002.455545 sec): 3 clusters Score: Raw -257185.186115 + Penalty 1551.148781 = -255634.037334 nChanged 151 SP:Iteration 8Q (2002.494295 sec): 3 clusters Score: Raw -257301.071640 + Penalty 1551.148781 = -255749.922858 nChanged 120 SP:Iteration 9Q (2002.550108 sec): 3 clusters Score: Raw -257381.983264 + Penalty 1551.148781 = -255830.834483 nChanged 84 SP:Iteration 10Q (2002.588450 sec): 3 clusters Score: Raw -257432.670270 + Penalty 1551.148781 = -255881.521489 nChanged 73 SP:Iteration 11Q (2002.649297 sec): 3 clusters Score: Raw -257475.026320 + Penalty 1551.148781 = -255923.877538 nChanged 56 SP:Iteration 12Q (2002.694363 sec): 3 clusters Score: Raw -257506.527332 + Penalty 1551.148781 = -255955.378551 nChanged 40 SP:Iteration 13Q (2002.748435 sec): 3 clusters Score: Raw -257532.360778 + Penalty 1551.148781 = -255981.211997 nChanged 32 SP:Iteration 14Q (2002.798640 sec): 3 clusters Score: Raw -257550.027259 + Penalty 1551.148781 = -255998.878478 nChanged 34 SP:Iteration 15Q (2002.852995 sec): 3 clusters Score: Raw -257572.014548 + Penalty 1551.148781 = -256020.865766 nChanged 33 SP:Iteration 16Q (2002.904548 sec): 3 clusters Score: Raw -257592.415576 + Penalty 1551.148781 = -256041.266795 nChanged 33 SP:Iteration 17Q (2002.958217 sec): 3 clusters Score: Raw -257612.929352 + Penalty 1551.148781 = -256061.780570 nChanged 30 SP:Iteration 18Q (2003.003278 sec): 3 clusters Score: Raw -257631.796572 + Penalty 1551.148781 = -256080.647790 nChanged 20 SP:Iteration 19Q (2003.056957 sec): 3 clusters Score: Raw -257641.726319 + Penalty 1551.148781 = -256090.577537 nChanged 16 SP:Iteration 20F (2003.104777 sec): 3 clusters Score: Raw -257649.190449 + Penalty 1551.148781 = -256098.041667 nChanged 15 SP:Iteration 21Q (2003.161623 sec): 3 clusters Score: Raw -257654.997338 + Penalty 1551.148781 = -256103.848556 nChanged 6 SP:Iteration 22Q (2003.217433 sec): 3 clusters Score: Raw -257656.757328 + Penalty 1551.148781 = -256105.608546 nChanged 2 SP:Iteration 23Q (2003.261163 sec): 3 clusters Score: Raw -257657.231355 + Penalty 1551.148781 = -256106.082574 nChanged 2 SP:Iteration 24Q (2003.308267 sec): 3 clusters Score: Raw -257658.079149 + Penalty 1551.148781 = -256106.930368 nChanged 5 SP:Iteration 25Q (2003.346570 sec): 3 clusters Score: Raw -257659.505352 + Penalty 1551.148781 = -256108.356570 nChanged 4 SP:Iteration 26Q (2003.394457 sec): 3 clusters Score: Raw -257660.518425 + Penalty 1551.148781 = -256109.369644 nChanged 3 SP:Iteration 27Q (2003.435325 sec): 3 clusters Score: Raw -257661.205767 + Penalty 1551.148781 = -256110.056986 nChanged 1 SP:Iteration 28Q (2003.478895 sec): 3 clusters Score: Raw -257661.365933 + Penalty 1551.148781 = -256110.217151 nChanged 2 SP:Iteration 29Q (2003.524698 sec): 3 clusters Score: Raw -257661.733775 + Penalty 1551.148781 = -256110.584994 nChanged 1 SP:Iteration 30Q (2003.559783 sec): 3 clusters Score: Raw -257661.822748 + Penalty 1551.148781 = -256110.673966 nChanged 2 SP:Iteration 31Q (2003.610011 sec): 3 clusters Score: Raw -257662.027575 + Penalty 1551.148781 = -256110.878794 nChanged 0 SP:Iteration 32F (2003.659165 sec): 3 clusters Score: Raw -257662.027575 + Penalty 1551.148781 = -256110.878794 nChanged 0 Trying to split cluster 18 (5843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2003.698119 sec): 2 clusters Score: Raw -437717.516618 + Penalty 823.934966 = -436893.581652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2003.750021 sec): 3 clusters Score: Raw -434386.478071 + Penalty 1647.869932 = -432738.608138 nChanged 2561 SP:Iteration 1F (2003.792012 sec): 3 clusters Score: Raw -435882.438206 + Penalty 1647.869932 = -434234.568274 nChanged 369 SP:Iteration 2F (2003.840059 sec): 3 clusters Score: Raw -436072.784543 + Penalty 1647.869932 = -434424.914611 nChanged 328 SP:Iteration 3F (2003.879255 sec): 3 clusters Score: Raw -436240.665951 + Penalty 1647.869932 = -434592.796019 nChanged 295 SP:Iteration 4F (2003.939345 sec): 3 clusters Score: Raw -436395.985587 + Penalty 1647.869932 = -434748.115654 nChanged 284 SP:Iteration 5Q (2003.983744 sec): 3 clusters Score: Raw -436558.163280 + Penalty 1647.869932 = -434910.293348 nChanged 276 SP:Iteration 6Q (2004.033556 sec): 3 clusters Score: Raw -436718.443535 + Penalty 1647.869932 = -435070.573603 nChanged 272 SP:Iteration 7Q (2004.079566 sec): 3 clusters Score: Raw -436886.379184 + Penalty 1647.869932 = -435238.509252 nChanged 250 SP:Iteration 8Q (2004.134663 sec): 3 clusters Score: Raw -437047.387947 + Penalty 1647.869932 = -435399.518015 nChanged 245 SP:Iteration 9Q (2004.179967 sec): 3 clusters Score: Raw -437166.403758 + Penalty 1647.869932 = -435518.533826 nChanged 175 SP:Iteration 10Q (2004.233774 sec): 3 clusters Score: Raw -437239.657925 + Penalty 1647.869932 = -435591.787993 nChanged 143 SP:Iteration 11Q (2004.275609 sec): 3 clusters Score: Raw -437289.187959 + Penalty 1647.869932 = -435641.318027 nChanged 106 SP:Iteration 12Q (2004.328547 sec): 3 clusters Score: Raw -437323.672619 + Penalty 1647.869932 = -435675.802687 nChanged 93 SP:Iteration 13Q (2004.383573 sec): 3 clusters Score: Raw -437352.951015 + Penalty 1647.869932 = -435705.081083 nChanged 85 SP:Iteration 14Q (2004.419468 sec): 3 clusters Score: Raw -437378.033925 + Penalty 1647.869932 = -435730.163992 nChanged 69 SP:Iteration 15Q (2004.468543 sec): 3 clusters Score: Raw -437395.217304 + Penalty 1647.869932 = -435747.347372 nChanged 45 SP:Iteration 16Q (2004.523079 sec): 3 clusters Score: Raw -437405.832197 + Penalty 1647.869932 = -435757.962265 nChanged 39 SP:Iteration 17Q (2004.568595 sec): 3 clusters Score: Raw -437412.914581 + Penalty 1647.869932 = -435765.044649 nChanged 34 SP:Iteration 18Q (2004.617000 sec): 3 clusters Score: Raw -437418.312201 + Penalty 1647.869932 = -435770.442269 nChanged 29 SP:Iteration 19Q (2004.658352 sec): 3 clusters Score: Raw -437422.940713 + Penalty 1647.869932 = -435775.070781 nChanged 27 SP:Iteration 20F (2004.702059 sec): 3 clusters Score: Raw -437427.360451 + Penalty 1647.869932 = -435779.490518 nChanged 25 SP:Iteration 21Q (2004.744313 sec): 3 clusters Score: Raw -437431.971609 + Penalty 1647.869932 = -435784.101677 nChanged 43 SP:Iteration 22Q (2004.796202 sec): 3 clusters Score: Raw -437439.379109 + Penalty 1647.869932 = -435791.509177 nChanged 32 SP:Iteration 23Q (2004.835368 sec): 3 clusters Score: Raw -437445.135772 + Penalty 1647.869932 = -435797.265840 nChanged 30 SP:Iteration 24Q (2004.884839 sec): 3 clusters Score: Raw -437449.551536 + Penalty 1647.869932 = -435801.681604 nChanged 25 SP:Iteration 25Q (2004.936189 sec): 3 clusters Score: Raw -437453.323193 + Penalty 1647.869932 = -435805.453261 nChanged 19 SP:Iteration 26Q (2004.981881 sec): 3 clusters Score: Raw -437456.202665 + Penalty 1647.869932 = -435808.332733 nChanged 15 SP:Iteration 27Q (2005.039374 sec): 3 clusters Score: Raw -437457.996389 + Penalty 1647.869932 = -435810.126457 nChanged 11 SP:Iteration 28Q (2005.093431 sec): 3 clusters Score: Raw -437459.606194 + Penalty 1647.869932 = -435811.736262 nChanged 10 SP:Iteration 29Q (2005.141723 sec): 3 clusters Score: Raw -437461.029566 + Penalty 1647.869932 = -435813.159634 nChanged 11 SP:Iteration 30Q (2005.191069 sec): 3 clusters Score: Raw -437461.976328 + Penalty 1647.869932 = -435814.106396 nChanged 7 SP:Iteration 31Q (2005.243166 sec): 3 clusters Score: Raw -437462.516129 + Penalty 1647.869932 = -435814.646197 nChanged 3 SP:Iteration 32Q (2005.306939 sec): 3 clusters Score: Raw -437462.637436 + Penalty 1647.869932 = -435814.767504 nChanged 1 SP:Iteration 33Q (2005.357008 sec): 3 clusters Score: Raw -437462.738060 + Penalty 1647.869932 = -435814.868128 nChanged 1 SP:Iteration 34Q (2005.413109 sec): 3 clusters Score: Raw -437462.773884 + Penalty 1647.869932 = -435814.903952 nChanged 0 SP:Iteration 35F (2005.448801 sec): 3 clusters Score: Raw -437462.773884 + Penalty 1647.869932 = -435814.903952 nChanged 0 Trying to split cluster 19 (61079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2005.547069 sec): 2 clusters Score: Raw -4432136.141305 + Penalty 1046.892722 = -4431089.248583 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2005.672238 sec): 3 clusters Score: Raw -4392290.333165 + Penalty 2093.785444 = -4390196.547721 nChanged 29410 SP:Iteration 1F (2005.796422 sec): 3 clusters Score: Raw -4410030.574746 + Penalty 2093.785444 = -4407936.789303 nChanged 2481 SP:Iteration 2Q (2005.922524 sec): 3 clusters Score: Raw -4410886.181268 + Penalty 2093.785444 = -4408792.395825 nChanged 2670 SP:Iteration 3Q (2006.051223 sec): 3 clusters Score: Raw -4411953.197416 + Penalty 2093.785444 = -4409859.411973 nChanged 3007 SP:Iteration 4Q (2006.181493 sec): 3 clusters Score: Raw -4413396.447543 + Penalty 2093.785444 = -4411302.662100 nChanged 3399 SP:Iteration 5F (2006.290673 sec): 3 clusters Score: Raw -4415300.353515 + Penalty 2093.785444 = -4413206.568071 nChanged 3653 SP:Iteration 6F (2006.420098 sec): 3 clusters Score: Raw -4417721.862483 + Penalty 2093.785444 = -4415628.077040 nChanged 3664 SP:Iteration 7F (2006.530959 sec): 3 clusters Score: Raw -4420332.041013 + Penalty 2093.785444 = -4418238.255570 nChanged 3533 SP:Iteration 8F (2006.655728 sec): 3 clusters Score: Raw -4422581.939323 + Penalty 2093.785444 = -4420488.153880 nChanged 2816 SP:Iteration 9Q (2006.779427 sec): 3 clusters Score: Raw -4424013.273468 + Penalty 2093.785444 = -4421919.488025 nChanged 2019 SP:Iteration 10Q (2006.913213 sec): 3 clusters Score: Raw -4424790.722012 + Penalty 2093.785444 = -4422696.936568 nChanged 1490 SP:Iteration 11Q (2007.039021 sec): 3 clusters Score: Raw -4425289.508091 + Penalty 2093.785444 = -4423195.722647 nChanged 1194 SP:Iteration 12Q (2007.174048 sec): 3 clusters Score: Raw -4425670.230217 + Penalty 2093.785444 = -4423576.444774 nChanged 1067 SP:Iteration 13Q (2007.303604 sec): 3 clusters Score: Raw -4425994.375181 + Penalty 2093.785444 = -4423900.589738 nChanged 1001 SP:Iteration 14Q (2007.427643 sec): 3 clusters Score: Raw -4426302.793615 + Penalty 2093.785444 = -4424209.008172 nChanged 1013 SP:Iteration 15Q (2007.547746 sec): 3 clusters Score: Raw -4426626.081055 + Penalty 2093.785444 = -4424532.295611 nChanged 1105 SP:Iteration 16Q (2007.669655 sec): 3 clusters Score: Raw -4426994.636501 + Penalty 2093.785444 = -4424900.851057 nChanged 1095 SP:Iteration 17Q (2007.787885 sec): 3 clusters Score: Raw -4427366.884311 + Penalty 2093.785444 = -4425273.098867 nChanged 1073 SP:Iteration 18Q (2007.918179 sec): 3 clusters Score: Raw -4427731.282277 + Penalty 2093.785444 = -4425637.496834 nChanged 1091 SP:Iteration 19Q (2008.034331 sec): 3 clusters Score: Raw -4428101.239554 + Penalty 2093.785444 = -4426007.454110 nChanged 1102 SP:Iteration 20F (2008.144688 sec): 3 clusters Score: Raw -4428481.249156 + Penalty 2093.785444 = -4426387.463712 nChanged 1036 SP:Iteration 21Q (2008.276133 sec): 3 clusters Score: Raw -4428859.414290 + Penalty 2093.785444 = -4426765.628846 nChanged 1021 SP:Iteration 22Q (2008.399583 sec): 3 clusters Score: Raw -4429246.123406 + Penalty 2093.785444 = -4427152.337962 nChanged 964 SP:Iteration 23Q (2008.524908 sec): 3 clusters Score: Raw -4429615.666150 + Penalty 2093.785444 = -4427521.880706 nChanged 935 SP:Iteration 24Q (2008.641977 sec): 3 clusters Score: Raw -4429983.534745 + Penalty 2093.785444 = -4427889.749301 nChanged 923 SP:Iteration 25Q (2008.769355 sec): 3 clusters Score: Raw -4430373.329488 + Penalty 2093.785444 = -4428279.544044 nChanged 843 SP:Iteration 26Q (2008.891717 sec): 3 clusters Score: Raw -4430702.199449 + Penalty 2093.785444 = -4428608.414005 nChanged 736 SP:Iteration 27Q (2009.017734 sec): 3 clusters Score: Raw -4430959.966072 + Penalty 2093.785444 = -4428866.180628 nChanged 651 SP:Iteration 28Q (2009.144596 sec): 3 clusters Score: Raw -4431141.593496 + Penalty 2093.785444 = -4429047.808052 nChanged 539 SP:Iteration 29Q (2009.269319 sec): 3 clusters Score: Raw -4431272.852753 + Penalty 2093.785444 = -4429179.067309 nChanged 483 SP:Iteration 30Q (2009.390922 sec): 3 clusters Score: Raw -4431381.798614 + Penalty 2093.785444 = -4429288.013170 nChanged 420 SP:Iteration 31Q (2009.510634 sec): 3 clusters Score: Raw -4431466.100009 + Penalty 2093.785444 = -4429372.314565 nChanged 393 SP:Iteration 32Q (2009.643969 sec): 3 clusters Score: Raw -4431532.674687 + Penalty 2093.785444 = -4429438.889243 nChanged 356 SP:Iteration 33Q (2009.761873 sec): 3 clusters Score: Raw -4431588.179359 + Penalty 2093.785444 = -4429494.393915 nChanged 349 SP:Iteration 34Q (2009.889218 sec): 3 clusters Score: Raw -4431639.599730 + Penalty 2093.785444 = -4429545.814287 nChanged 322 SP:Iteration 35Q (2010.013567 sec): 3 clusters Score: Raw -4431683.336692 + Penalty 2093.785444 = -4429589.551248 nChanged 300 SP:Iteration 36Q (2010.135646 sec): 3 clusters Score: Raw -4431720.077492 + Penalty 2093.785444 = -4429626.292048 nChanged 260 SP:Iteration 37Q (2010.257134 sec): 3 clusters Score: Raw -4431748.148886 + Penalty 2093.785444 = -4429654.363442 nChanged 254 SP:Iteration 38Q (2010.379163 sec): 3 clusters Score: Raw -4431772.977142 + Penalty 2093.785444 = -4429679.191699 nChanged 241 SP:Iteration 39Q (2010.495303 sec): 3 clusters Score: Raw -4431794.391366 + Penalty 2093.785444 = -4429700.605923 nChanged 222 SP:Iteration 40F (2010.613062 sec): 3 clusters Score: Raw -4431821.813330 + Penalty 2093.785444 = -4429728.027887 nChanged 210 SP:Iteration 41Q (2010.729410 sec): 3 clusters Score: Raw -4431841.041629 + Penalty 2093.785444 = -4429747.256185 nChanged 207 SP:Iteration 42Q (2010.850103 sec): 3 clusters Score: Raw -4431859.802711 + Penalty 2093.785444 = -4429766.017267 nChanged 232 SP:Iteration 43Q (2010.965603 sec): 3 clusters Score: Raw -4431880.328003 + Penalty 2093.785444 = -4429786.542559 nChanged 204 SP:Iteration 44Q (2011.086204 sec): 3 clusters Score: Raw -4431897.768911 + Penalty 2093.785444 = -4429803.983467 nChanged 198 SP:Iteration 45Q (2011.207726 sec): 3 clusters Score: Raw -4431915.058166 + Penalty 2093.785444 = -4429821.272722 nChanged 207 SP:Iteration 46Q (2011.329227 sec): 3 clusters Score: Raw -4431933.388402 + Penalty 2093.785444 = -4429839.602959 nChanged 207 SP:Iteration 47Q (2011.445780 sec): 3 clusters Score: Raw -4431950.675884 + Penalty 2093.785444 = -4429856.890441 nChanged 193 SP:Iteration 48Q (2011.566742 sec): 3 clusters Score: Raw -4431965.334804 + Penalty 2093.785444 = -4429871.549361 nChanged 169 SP:Iteration 49Q (2011.680139 sec): 3 clusters Score: Raw -4431976.434510 + Penalty 2093.785444 = -4429882.649067 nChanged 145 SP:Iteration 50Q (2011.802533 sec): 3 clusters Score: Raw -4431986.734847 + Penalty 2093.785444 = -4429892.949403 nChanged 159 SP:Iteration 51Q (2011.917715 sec): 3 clusters Score: Raw -4431998.337367 + Penalty 2093.785444 = -4429904.551923 nChanged 166 SP:Iteration 52Q (2012.042242 sec): 3 clusters Score: Raw -4432010.558724 + Penalty 2093.785444 = -4429916.773280 nChanged 169 SP:Iteration 53Q (2012.153590 sec): 3 clusters Score: Raw -4432022.847240 + Penalty 2093.785444 = -4429929.061796 nChanged 148 SP:Iteration 54Q (2012.284906 sec): 3 clusters Score: Raw -4432032.929009 + Penalty 2093.785444 = -4429939.143565 nChanged 182 SP:Iteration 55Q (2012.406862 sec): 3 clusters Score: Raw -4432048.028340 + Penalty 2093.785444 = -4429954.242896 nChanged 167 SP:Iteration 56Q (2012.527764 sec): 3 clusters Score: Raw -4432061.601174 + Penalty 2093.785444 = -4429967.815731 nChanged 184 SP:Iteration 57Q (2012.639105 sec): 3 clusters Score: Raw -4432077.306715 + Penalty 2093.785444 = -4429983.521271 nChanged 186 SP:Iteration 58Q (2012.761500 sec): 3 clusters Score: Raw -4432093.511885 + Penalty 2093.785444 = -4429999.726442 nChanged 189 SP:Iteration 59Q (2012.882163 sec): 3 clusters Score: Raw -4432111.073063 + Penalty 2093.785444 = -4430017.287619 nChanged 203 SP:Iteration 60F (2013.002200 sec): 3 clusters Score: Raw -4432130.216606 + Penalty 2093.785444 = -4430036.431162 nChanged 196 SP:Iteration 61Q (2013.119874 sec): 3 clusters Score: Raw -4432149.301377 + Penalty 2093.785444 = -4430055.515933 nChanged 181 SP:Iteration 62Q (2013.244480 sec): 3 clusters Score: Raw -4432164.376286 + Penalty 2093.785444 = -4430070.590842 nChanged 176 SP:Iteration 63Q (2013.357884 sec): 3 clusters Score: Raw -4432178.739267 + Penalty 2093.785444 = -4430084.953823 nChanged 161 SP:Iteration 64Q (2013.478692 sec): 3 clusters Score: Raw -4432190.098094 + Penalty 2093.785444 = -4430096.312651 nChanged 139 SP:Iteration 65Q (2013.596532 sec): 3 clusters Score: Raw -4432199.556098 + Penalty 2093.785444 = -4430105.770654 nChanged 133 SP:Iteration 66Q (2013.715378 sec): 3 clusters Score: Raw -4432207.794020 + Penalty 2093.785444 = -4430114.008577 nChanged 127 SP:Iteration 67Q (2013.839776 sec): 3 clusters Score: Raw -4432215.414371 + Penalty 2093.785444 = -4430121.628928 nChanged 114 SP:Iteration 68Q (2013.960309 sec): 3 clusters Score: Raw -4432222.718109 + Penalty 2093.785444 = -4430128.932665 nChanged 128 SP:Iteration 69Q (2014.082962 sec): 3 clusters Score: Raw -4432230.644186 + Penalty 2093.785444 = -4430136.858743 nChanged 113 SP:Iteration 70Q (2014.202197 sec): 3 clusters Score: Raw -4432237.538630 + Penalty 2093.785444 = -4430143.753187 nChanged 129 SP:Iteration 71Q (2014.316494 sec): 3 clusters Score: Raw -4432246.185708 + Penalty 2093.785444 = -4430152.400264 nChanged 130 SP:Iteration 72Q (2014.427108 sec): 3 clusters Score: Raw -4432255.187495 + Penalty 2093.785444 = -4430161.402051 nChanged 147 SP:Iteration 73Q (2014.538807 sec): 3 clusters Score: Raw -4432266.440625 + Penalty 2093.785444 = -4430172.655181 nChanged 143 SP:Iteration 74Q (2014.656009 sec): 3 clusters Score: Raw -4432276.655127 + Penalty 2093.785444 = -4430182.869684 nChanged 142 SP:Iteration 75Q (2014.769732 sec): 3 clusters Score: Raw -4432286.687482 + Penalty 2093.785444 = -4430192.902039 nChanged 161 SP:Iteration 76Q (2014.879037 sec): 3 clusters Score: Raw -4432299.929804 + Penalty 2093.785444 = -4430206.144360 nChanged 153 SP:Iteration 77Q (2014.990890 sec): 3 clusters Score: Raw -4432312.798471 + Penalty 2093.785444 = -4430219.013027 nChanged 187 SP:Iteration 78Q (2015.113506 sec): 3 clusters Score: Raw -4432329.780702 + Penalty 2093.785444 = -4430235.995259 nChanged 176 SP:Iteration 79Q (2015.239930 sec): 3 clusters Score: Raw -4432346.358127 + Penalty 2093.785444 = -4430252.572684 nChanged 169 SP:Iteration 80F (2015.352292 sec): 3 clusters Score: Raw -4432361.424313 + Penalty 2093.785444 = -4430267.638870 nChanged 160 SP:Iteration 81Q (2015.471650 sec): 3 clusters Score: Raw -4432375.086043 + Penalty 2093.785444 = -4430281.300600 nChanged 153 SP:Iteration 82Q (2015.585180 sec): 3 clusters Score: Raw -4432388.149484 + Penalty 2093.785444 = -4430294.364041 nChanged 146 SP:Iteration 83Q (2015.699870 sec): 3 clusters Score: Raw -4432400.550459 + Penalty 2093.785444 = -4430306.765016 nChanged 145 SP:Iteration 84Q (2015.822276 sec): 3 clusters Score: Raw -4432412.352341 + Penalty 2093.785444 = -4430318.566898 nChanged 150 SP:Iteration 85Q (2015.943539 sec): 3 clusters Score: Raw -4432425.537266 + Penalty 2093.785444 = -4430331.751823 nChanged 147 SP:Iteration 86Q (2016.062532 sec): 3 clusters Score: Raw -4432437.968180 + Penalty 2093.785444 = -4430344.182736 nChanged 146 SP:Iteration 87Q (2016.184461 sec): 3 clusters Score: Raw -4432449.475803 + Penalty 2093.785444 = -4430355.690360 nChanged 141 SP:Iteration 88Q (2016.288952 sec): 3 clusters Score: Raw -4432460.205474 + Penalty 2093.785444 = -4430366.420031 nChanged 141 SP:Iteration 89Q (2016.417770 sec): 3 clusters Score: Raw -4432471.001923 + Penalty 2093.785444 = -4430377.216480 nChanged 136 SP:Iteration 90Q (2016.529938 sec): 3 clusters Score: Raw -4432481.005182 + Penalty 2093.785444 = -4430387.219738 nChanged 128 SP:Iteration 91Q (2016.648990 sec): 3 clusters Score: Raw -4432490.191571 + Penalty 2093.785444 = -4430396.406128 nChanged 120 SP:Iteration 92Q (2016.768538 sec): 3 clusters Score: Raw -4432498.168817 + Penalty 2093.785444 = -4430404.383374 nChanged 124 SP:Iteration 93Q (2016.883474 sec): 3 clusters Score: Raw -4432506.438920 + Penalty 2093.785444 = -4430412.653476 nChanged 116 SP:Iteration 94Q (2016.993376 sec): 3 clusters Score: Raw -4432515.564799 + Penalty 2093.785444 = -4430421.779356 nChanged 135 SP:Iteration 95Q (2017.106089 sec): 3 clusters Score: Raw -4432528.383629 + Penalty 2093.785444 = -4430434.598185 nChanged 156 SP:Iteration 96Q (2017.218983 sec): 3 clusters Score: Raw -4432544.880224 + Penalty 2093.785444 = -4430451.094780 nChanged 184 SP:Iteration 97Q (2017.341452 sec): 3 clusters Score: Raw -4432565.069634 + Penalty 2093.785444 = -4430471.284191 nChanged 189 SP:Iteration 98Q (2017.461016 sec): 3 clusters Score: Raw -4432585.008879 + Penalty 2093.785444 = -4430491.223435 nChanged 167 SP:Iteration 99Q (2017.568440 sec): 3 clusters Score: Raw -4432600.250085 + Penalty 2093.785444 = -4430506.464641 nChanged 130 SP:Iteration 100F (2017.700788 sec): 3 clusters Score: Raw -4432611.178828 + Penalty 2093.785444 = -4430517.393385 nChanged 128 SP:Iteration 101Q (2017.816604 sec): 3 clusters Score: Raw -4432620.593503 + Penalty 2093.785444 = -4430526.808059 nChanged 115 SP:Iteration 102Q (2017.936288 sec): 3 clusters Score: Raw -4432628.273961 + Penalty 2093.785444 = -4430534.488517 nChanged 102 SP:Iteration 103Q (2018.052416 sec): 3 clusters Score: Raw -4432635.061082 + Penalty 2093.785444 = -4430541.275638 nChanged 99 SP:Iteration 104Q (2018.174673 sec): 3 clusters Score: Raw -4432641.281539 + Penalty 2093.785444 = -4430547.496095 nChanged 82 SP:Iteration 105Q (2018.300032 sec): 3 clusters Score: Raw -4432646.311324 + Penalty 2093.785444 = -4430552.525881 nChanged 78 SP:Iteration 106Q (2018.413140 sec): 3 clusters Score: Raw -4432650.691454 + Penalty 2093.785444 = -4430556.906010 nChanged 77 SP:Iteration 107Q (2018.535930 sec): 3 clusters Score: Raw -4432654.710421 + Penalty 2093.785444 = -4430560.924977 nChanged 63 SP:Iteration 108Q (2018.652938 sec): 3 clusters Score: Raw -4432657.570042 + Penalty 2093.785444 = -4430563.784598 nChanged 63 SP:Iteration 109Q (2018.766294 sec): 3 clusters Score: Raw -4432660.719108 + Penalty 2093.785444 = -4430566.933664 nChanged 65 SP:Iteration 110Q (2018.889815 sec): 3 clusters Score: Raw -4432663.942481 + Penalty 2093.785444 = -4430570.157038 nChanged 58 SP:Iteration 111Q (2019.007812 sec): 3 clusters Score: Raw -4432666.237063 + Penalty 2093.785444 = -4430572.451619 nChanged 57 SP:Iteration 112Q (2019.111906 sec): 3 clusters Score: Raw -4432668.752750 + Penalty 2093.785444 = -4430574.967306 nChanged 49 SP:Iteration 113Q (2019.235877 sec): 3 clusters Score: Raw -4432671.141243 + Penalty 2093.785444 = -4430577.355800 nChanged 46 SP:Iteration 114Q (2019.344559 sec): 3 clusters Score: Raw -4432673.280776 + Penalty 2093.785444 = -4430579.495332 nChanged 47 SP:Iteration 115Q (2019.464929 sec): 3 clusters Score: Raw -4432675.393491 + Penalty 2093.785444 = -4430581.608048 nChanged 45 SP:Iteration 116Q (2019.576827 sec): 3 clusters Score: Raw -4432677.034762 + Penalty 2093.785444 = -4430583.249318 nChanged 39 SP:Iteration 117Q (2019.693160 sec): 3 clusters Score: Raw -4432678.482184 + Penalty 2093.785444 = -4430584.696740 nChanged 41 SP:Iteration 118Q (2019.816595 sec): 3 clusters Score: Raw -4432680.028666 + Penalty 2093.785444 = -4430586.243222 nChanged 42 SP:Iteration 119Q (2019.935814 sec): 3 clusters Score: Raw -4432681.895651 + Penalty 2093.785444 = -4430588.110208 nChanged 43 SP:Iteration 120F (2020.055464 sec): 3 clusters Score: Raw -4432683.775723 + Penalty 2093.785444 = -4430589.990280 nChanged 45 SP:Iteration 121Q (2020.171279 sec): 3 clusters Score: Raw -4432686.377771 + Penalty 2093.785444 = -4430592.592328 nChanged 49 SP:Iteration 122Q (2020.287750 sec): 3 clusters Score: Raw -4432688.766608 + Penalty 2093.785444 = -4430594.981165 nChanged 39 SP:Iteration 123Q (2020.399790 sec): 3 clusters Score: Raw -4432690.458455 + Penalty 2093.785444 = -4430596.673011 nChanged 38 SP:Iteration 124Q (2020.518545 sec): 3 clusters Score: Raw -4432692.133814 + Penalty 2093.785444 = -4430598.348370 nChanged 36 SP:Iteration 125Q (2020.629264 sec): 3 clusters Score: Raw -4432693.504180 + Penalty 2093.785444 = -4430599.718736 nChanged 24 SP:Iteration 126Q (2020.746731 sec): 3 clusters Score: Raw -4432694.342172 + Penalty 2093.785444 = -4430600.556728 nChanged 25 SP:Iteration 127Q (2020.857162 sec): 3 clusters Score: Raw -4432695.117322 + Penalty 2093.785444 = -4430601.331879 nChanged 17 SP:Iteration 128Q (2020.967908 sec): 3 clusters Score: Raw -4432695.568923 + Penalty 2093.785444 = -4430601.783479 nChanged 20 SP:Iteration 129Q (2021.093235 sec): 3 clusters Score: Raw -4432696.081494 + Penalty 2093.785444 = -4430602.296051 nChanged 17 SP:Iteration 130Q (2021.205911 sec): 3 clusters Score: Raw -4432696.519065 + Penalty 2093.785444 = -4430602.733622 nChanged 14 SP:Iteration 131Q (2021.316308 sec): 3 clusters Score: Raw -4432696.841318 + Penalty 2093.785444 = -4430603.055875 nChanged 9 SP:Iteration 132Q (2021.425946 sec): 3 clusters Score: Raw -4432696.993920 + Penalty 2093.785444 = -4430603.208477 nChanged 4 SP:Iteration 133Q (2021.532797 sec): 3 clusters Score: Raw -4432697.060531 + Penalty 2093.785444 = -4430603.275087 nChanged 6 SP:Iteration 134Q (2021.654571 sec): 3 clusters Score: Raw -4432697.153538 + Penalty 2093.785444 = -4430603.368094 nChanged 8 SP:Iteration 135Q (2021.770844 sec): 3 clusters Score: Raw -4432697.275178 + Penalty 2093.785444 = -4430603.489734 nChanged 4 SP:Iteration 136Q (2021.886673 sec): 3 clusters Score: Raw -4432697.315748 + Penalty 2093.785444 = -4430603.530305 nChanged 4 SP:Iteration 137Q (2022.002357 sec): 3 clusters Score: Raw -4432697.383842 + Penalty 2093.785444 = -4430603.598398 nChanged 6 SP:Iteration 138Q (2022.115122 sec): 3 clusters Score: Raw -4432697.464153 + Penalty 2093.785444 = -4430603.678710 nChanged 2 SP:Iteration 139Q (2022.235164 sec): 3 clusters Score: Raw -4432697.490204 + Penalty 2093.785444 = -4430603.704760 nChanged 4 SP:Iteration 140F (2022.350971 sec): 3 clusters Score: Raw -4432697.558928 + Penalty 2093.785444 = -4430603.773485 nChanged 3 SP:Iteration 141Q (2022.457044 sec): 3 clusters Score: Raw -4432697.600343 + Penalty 2093.785444 = -4430603.814900 nChanged 5 SP:Iteration 142Q (2022.571011 sec): 3 clusters Score: Raw -4432697.686136 + Penalty 2093.785444 = -4430603.900692 nChanged 4 SP:Iteration 143Q (2022.699225 sec): 3 clusters Score: Raw -4432697.731885 + Penalty 2093.785444 = -4430603.946441 nChanged 2 SP:Iteration 144Q (2022.812406 sec): 3 clusters Score: Raw -4432697.751472 + Penalty 2093.785444 = -4430603.966028 nChanged 1 SP:Iteration 145Q (2022.912199 sec): 3 clusters Score: Raw -4432697.772162 + Penalty 2093.785444 = -4430603.986718 nChanged 0 SP:Iteration 146F (2023.041909 sec): 3 clusters Score: Raw -4432697.772162 + Penalty 2093.785444 = -4430603.986718 nChanged 0 Trying to split cluster 20 (59574 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2023.126021 sec): 2 clusters Score: Raw -4496717.011391 + Penalty 1044.522579 = -4495672.488812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2023.237832 sec): 3 clusters Score: Raw -4458022.621110 + Penalty 2089.045158 = -4455933.575951 nChanged 28502 SP:Iteration 1F (2023.362805 sec): 3 clusters Score: Raw -4474982.570664 + Penalty 2089.045158 = -4472893.525506 nChanged 2633 SP:Iteration 2Q (2023.490556 sec): 3 clusters Score: Raw -4475880.808147 + Penalty 2089.045158 = -4473791.762989 nChanged 2798 SP:Iteration 3Q (2023.612989 sec): 3 clusters Score: Raw -4477013.297390 + Penalty 2089.045158 = -4474924.252232 nChanged 3048 SP:Iteration 4F (2023.734107 sec): 3 clusters Score: Raw -4478542.807793 + Penalty 2089.045158 = -4476453.762635 nChanged 3447 SP:Iteration 5F (2023.842774 sec): 3 clusters Score: Raw -4480656.277855 + Penalty 2089.045158 = -4478567.232697 nChanged 3775 SP:Iteration 6F (2023.959860 sec): 3 clusters Score: Raw -4483318.140824 + Penalty 2089.045158 = -4481229.095666 nChanged 3641 SP:Iteration 7F (2024.070926 sec): 3 clusters Score: Raw -4485887.852600 + Penalty 2089.045158 = -4483798.807442 nChanged 3137 SP:Iteration 8F (2024.185014 sec): 3 clusters Score: Raw -4487522.467322 + Penalty 2089.045158 = -4485433.422163 nChanged 2093 SP:Iteration 9Q (2024.310791 sec): 3 clusters Score: Raw -4488214.523786 + Penalty 2089.045158 = -4486125.478628 nChanged 1300 SP:Iteration 10Q (2024.428316 sec): 3 clusters Score: Raw -4488510.470281 + Penalty 2089.045158 = -4486421.425123 nChanged 858 SP:Iteration 11Q (2024.556553 sec): 3 clusters Score: Raw -4488687.104584 + Penalty 2089.045158 = -4486598.059425 nChanged 693 SP:Iteration 12Q (2024.679388 sec): 3 clusters Score: Raw -4488833.590265 + Penalty 2089.045158 = -4486744.545107 nChanged 675 SP:Iteration 13Q (2024.804284 sec): 3 clusters Score: Raw -4488972.928289 + Penalty 2089.045158 = -4486883.883131 nChanged 614 SP:Iteration 14Q (2024.924235 sec): 3 clusters Score: Raw -4489105.212839 + Penalty 2089.045158 = -4487016.167681 nChanged 596 SP:Iteration 15Q (2025.036802 sec): 3 clusters Score: Raw -4489237.949224 + Penalty 2089.045158 = -4487148.904066 nChanged 662 SP:Iteration 16Q (2025.152712 sec): 3 clusters Score: Raw -4489398.406738 + Penalty 2089.045158 = -4487309.361580 nChanged 687 SP:Iteration 17Q (2025.268317 sec): 3 clusters Score: Raw -4489582.721878 + Penalty 2089.045158 = -4487493.676720 nChanged 744 SP:Iteration 18Q (2025.380239 sec): 3 clusters Score: Raw -4489801.324043 + Penalty 2089.045158 = -4487712.278885 nChanged 795 SP:Iteration 19Q (2025.493762 sec): 3 clusters Score: Raw -4490069.620733 + Penalty 2089.045158 = -4487980.575575 nChanged 873 SP:Iteration 20F (2025.615810 sec): 3 clusters Score: Raw -4490377.667843 + Penalty 2089.045158 = -4488288.622685 nChanged 899 SP:Iteration 21Q (2025.738541 sec): 3 clusters Score: Raw -4490696.940078 + Penalty 2089.045158 = -4488607.894920 nChanged 894 SP:Iteration 22Q (2025.860035 sec): 3 clusters Score: Raw -4491018.601370 + Penalty 2089.045158 = -4488929.556212 nChanged 894 SP:Iteration 23Q (2025.976603 sec): 3 clusters Score: Raw -4491344.595703 + Penalty 2089.045158 = -4489255.550545 nChanged 910 SP:Iteration 24Q (2026.090008 sec): 3 clusters Score: Raw -4491682.174285 + Penalty 2089.045158 = -4489593.129127 nChanged 883 SP:Iteration 25Q (2026.200437 sec): 3 clusters Score: Raw -4492012.670256 + Penalty 2089.045158 = -4489923.625098 nChanged 825 SP:Iteration 26Q (2026.318984 sec): 3 clusters Score: Raw -4492328.542096 + Penalty 2089.045158 = -4490239.496938 nChanged 835 SP:Iteration 27Q (2026.433108 sec): 3 clusters Score: Raw -4492652.789101 + Penalty 2089.045158 = -4490563.743943 nChanged 772 SP:Iteration 28Q (2026.543662 sec): 3 clusters Score: Raw -4492963.307816 + Penalty 2089.045158 = -4490874.262658 nChanged 774 SP:Iteration 29Q (2026.661536 sec): 3 clusters Score: Raw -4493294.808263 + Penalty 2089.045158 = -4491205.763105 nChanged 747 SP:Iteration 30Q (2026.772000 sec): 3 clusters Score: Raw -4493654.253273 + Penalty 2089.045158 = -4491565.208115 nChanged 761 SP:Iteration 31Q (2026.891430 sec): 3 clusters Score: Raw -4494071.506988 + Penalty 2089.045158 = -4491982.461830 nChanged 792 SP:Iteration 32Q (2027.009349 sec): 3 clusters Score: Raw -4494548.840238 + Penalty 2089.045158 = -4492459.795080 nChanged 747 SP:Iteration 33Q (2027.128619 sec): 3 clusters Score: Raw -4494978.149579 + Penalty 2089.045158 = -4492889.104420 nChanged 671 SP:Iteration 34Q (2027.245857 sec): 3 clusters Score: Raw -4495320.141791 + Penalty 2089.045158 = -4493231.096633 nChanged 618 SP:Iteration 35Q (2027.350606 sec): 3 clusters Score: Raw -4495612.543437 + Penalty 2089.045158 = -4493523.498279 nChanged 504 SP:Iteration 36Q (2027.463009 sec): 3 clusters Score: Raw -4495815.193175 + Penalty 2089.045158 = -4493726.148017 nChanged 432 SP:Iteration 37Q (2027.584601 sec): 3 clusters Score: Raw -4495976.964729 + Penalty 2089.045158 = -4493887.919571 nChanged 413 SP:Iteration 38Q (2027.703760 sec): 3 clusters Score: Raw -4496124.057342 + Penalty 2089.045158 = -4494035.012184 nChanged 351 SP:Iteration 39Q (2027.819660 sec): 3 clusters Score: Raw -4496223.300524 + Penalty 2089.045158 = -4494134.255366 nChanged 284 SP:Iteration 40F (2027.936772 sec): 3 clusters Score: Raw -4496306.896651 + Penalty 2089.045158 = -4494217.851493 nChanged 242 SP:Iteration 41Q (2028.048414 sec): 3 clusters Score: Raw -4496364.690392 + Penalty 2089.045158 = -4494275.645234 nChanged 234 SP:Iteration 42Q (2028.152665 sec): 3 clusters Score: Raw -4496413.158044 + Penalty 2089.045158 = -4494324.112885 nChanged 187 SP:Iteration 43Q (2028.257405 sec): 3 clusters Score: Raw -4496450.512978 + Penalty 2089.045158 = -4494361.467820 nChanged 185 SP:Iteration 44Q (2028.369562 sec): 3 clusters Score: Raw -4496486.270819 + Penalty 2089.045158 = -4494397.225661 nChanged 171 SP:Iteration 45Q (2028.487258 sec): 3 clusters Score: Raw -4496513.634595 + Penalty 2089.045158 = -4494424.589437 nChanged 160 SP:Iteration 46Q (2028.592356 sec): 3 clusters Score: Raw -4496536.524043 + Penalty 2089.045158 = -4494447.478885 nChanged 125 SP:Iteration 47Q (2028.697190 sec): 3 clusters Score: Raw -4496553.159782 + Penalty 2089.045158 = -4494464.114624 nChanged 112 SP:Iteration 48Q (2028.808425 sec): 3 clusters Score: Raw -4496566.660596 + Penalty 2089.045158 = -4494477.615438 nChanged 115 SP:Iteration 49Q (2028.920661 sec): 3 clusters Score: Raw -4496580.182368 + Penalty 2089.045158 = -4494491.137210 nChanged 102 SP:Iteration 50Q (2029.019919 sec): 3 clusters Score: Raw -4496591.025944 + Penalty 2089.045158 = -4494501.980786 nChanged 102 SP:Iteration 51Q (2029.138569 sec): 3 clusters Score: Raw -4496602.921647 + Penalty 2089.045158 = -4494513.876489 nChanged 90 SP:Iteration 52Q (2029.250981 sec): 3 clusters Score: Raw -4496611.762269 + Penalty 2089.045158 = -4494522.717111 nChanged 75 SP:Iteration 53Q (2029.353849 sec): 3 clusters Score: Raw -4496618.740872 + Penalty 2089.045158 = -4494529.695714 nChanged 75 SP:Iteration 54Q (2029.468061 sec): 3 clusters Score: Raw -4496626.709024 + Penalty 2089.045158 = -4494537.663866 nChanged 74 SP:Iteration 55Q (2029.578544 sec): 3 clusters Score: Raw -4496634.818562 + Penalty 2089.045158 = -4494545.773404 nChanged 66 SP:Iteration 56Q (2029.690292 sec): 3 clusters Score: Raw -4496640.349448 + Penalty 2089.045158 = -4494551.304290 nChanged 60 SP:Iteration 57Q (2029.797327 sec): 3 clusters Score: Raw -4496644.766933 + Penalty 2089.045158 = -4494555.721775 nChanged 49 SP:Iteration 58Q (2029.904008 sec): 3 clusters Score: Raw -4496648.799688 + Penalty 2089.045158 = -4494559.754530 nChanged 50 SP:Iteration 59Q (2030.022552 sec): 3 clusters Score: Raw -4496652.468873 + Penalty 2089.045158 = -4494563.423715 nChanged 41 SP:Iteration 60F (2030.125905 sec): 3 clusters Score: Raw -4496655.107392 + Penalty 2089.045158 = -4494566.062234 nChanged 37 SP:Iteration 61Q (2030.244950 sec): 3 clusters Score: Raw -4496657.685216 + Penalty 2089.045158 = -4494568.640058 nChanged 36 SP:Iteration 62Q (2030.350097 sec): 3 clusters Score: Raw -4496660.057283 + Penalty 2089.045158 = -4494571.012125 nChanged 39 SP:Iteration 63Q (2030.464958 sec): 3 clusters Score: Raw -4496662.277257 + Penalty 2089.045158 = -4494573.232099 nChanged 36 SP:Iteration 64Q (2030.573249 sec): 3 clusters Score: Raw -4496664.255791 + Penalty 2089.045158 = -4494575.210633 nChanged 26 SP:Iteration 65Q (2030.682046 sec): 3 clusters Score: Raw -4496665.758976 + Penalty 2089.045158 = -4494576.713818 nChanged 32 SP:Iteration 66Q (2030.791927 sec): 3 clusters Score: Raw -4496667.437185 + Penalty 2089.045158 = -4494578.392027 nChanged 29 SP:Iteration 67Q (2030.906903 sec): 3 clusters Score: Raw -4496669.303349 + Penalty 2089.045158 = -4494580.258191 nChanged 34 SP:Iteration 68Q (2031.018797 sec): 3 clusters Score: Raw -4496671.827020 + Penalty 2089.045158 = -4494582.781862 nChanged 33 SP:Iteration 69Q (2031.123463 sec): 3 clusters Score: Raw -4496674.179137 + Penalty 2089.045158 = -4494585.133979 nChanged 36 SP:Iteration 70Q (2031.231965 sec): 3 clusters Score: Raw -4496677.260382 + Penalty 2089.045158 = -4494588.215224 nChanged 43 SP:Iteration 71Q (2031.341837 sec): 3 clusters Score: Raw -4496680.357985 + Penalty 2089.045158 = -4494591.312826 nChanged 43 SP:Iteration 72Q (2031.447490 sec): 3 clusters Score: Raw -4496682.900254 + Penalty 2089.045158 = -4494593.855096 nChanged 30 SP:Iteration 73Q (2031.554197 sec): 3 clusters Score: Raw -4496684.610685 + Penalty 2089.045158 = -4494595.565527 nChanged 26 SP:Iteration 74Q (2031.656985 sec): 3 clusters Score: Raw -4496685.842445 + Penalty 2089.045158 = -4494596.797287 nChanged 26 SP:Iteration 75Q (2031.761650 sec): 3 clusters Score: Raw -4496687.304452 + Penalty 2089.045158 = -4494598.259294 nChanged 18 SP:Iteration 76Q (2031.871474 sec): 3 clusters Score: Raw -4496688.357658 + Penalty 2089.045158 = -4494599.312500 nChanged 28 SP:Iteration 77Q (2031.982971 sec): 3 clusters Score: Raw -4496690.106316 + Penalty 2089.045158 = -4494601.061158 nChanged 23 SP:Iteration 78Q (2032.095290 sec): 3 clusters Score: Raw -4496691.187399 + Penalty 2089.045158 = -4494602.142241 nChanged 18 SP:Iteration 79Q (2032.207069 sec): 3 clusters Score: Raw -4496691.873545 + Penalty 2089.045158 = -4494602.828387 nChanged 16 SP:Iteration 80F (2032.319696 sec): 3 clusters Score: Raw -4496692.307078 + Penalty 2089.045158 = -4494603.261920 nChanged 10 SP:Iteration 81Q (2032.436624 sec): 3 clusters Score: Raw -4496692.591224 + Penalty 2089.045158 = -4494603.546065 nChanged 7 SP:Iteration 82Q (2032.536034 sec): 3 clusters Score: Raw -4496692.763813 + Penalty 2089.045158 = -4494603.718655 nChanged 8 SP:Iteration 83Q (2032.646635 sec): 3 clusters Score: Raw -4496693.028584 + Penalty 2089.045158 = -4494603.983426 nChanged 7 SP:Iteration 84Q (2032.748620 sec): 3 clusters Score: Raw -4496693.184978 + Penalty 2089.045158 = -4494604.139820 nChanged 6 SP:Iteration 85Q (2032.858112 sec): 3 clusters Score: Raw -4496693.341678 + Penalty 2089.045158 = -4494604.296520 nChanged 9 SP:Iteration 86Q (2032.967850 sec): 3 clusters Score: Raw -4496693.624152 + Penalty 2089.045158 = -4494604.578994 nChanged 11 SP:Iteration 87Q (2033.082463 sec): 3 clusters Score: Raw -4496694.218022 + Penalty 2089.045158 = -4494605.172864 nChanged 15 SP:Iteration 88Q (2033.182735 sec): 3 clusters Score: Raw -4496695.237383 + Penalty 2089.045158 = -4494606.192225 nChanged 20 SP:Iteration 89Q (2033.294062 sec): 3 clusters Score: Raw -4496696.723210 + Penalty 2089.045158 = -4494607.678052 nChanged 29 SP:Iteration 90Q (2033.403495 sec): 3 clusters Score: Raw -4496698.469802 + Penalty 2089.045158 = -4494609.424644 nChanged 25 SP:Iteration 91Q (2033.506516 sec): 3 clusters Score: Raw -4496699.687662 + Penalty 2089.045158 = -4494610.642504 nChanged 38 SP:Iteration 92Q (2033.621504 sec): 3 clusters Score: Raw -4496702.012252 + Penalty 2089.045158 = -4494612.967094 nChanged 37 SP:Iteration 93Q (2033.725976 sec): 3 clusters Score: Raw -4496704.875373 + Penalty 2089.045158 = -4494615.830215 nChanged 39 SP:Iteration 94Q (2033.846888 sec): 3 clusters Score: Raw -4496707.516343 + Penalty 2089.045158 = -4494618.471185 nChanged 44 SP:Iteration 95Q (2033.960011 sec): 3 clusters Score: Raw -4496710.850881 + Penalty 2089.045158 = -4494621.805723 nChanged 47 SP:Iteration 96Q (2034.070040 sec): 3 clusters Score: Raw -4496715.049724 + Penalty 2089.045158 = -4494626.004566 nChanged 66 SP:Iteration 97Q (2034.174048 sec): 3 clusters Score: Raw -4496721.576306 + Penalty 2089.045158 = -4494632.531148 nChanged 59 SP:Iteration 98Q (2034.286939 sec): 3 clusters Score: Raw -4496726.664441 + Penalty 2089.045158 = -4494637.619282 nChanged 49 SP:Iteration 99Q (2034.389339 sec): 3 clusters Score: Raw -4496730.662701 + Penalty 2089.045158 = -4494641.617543 nChanged 53 SP:Iteration 100F (2034.509183 sec): 3 clusters Score: Raw -4496734.375266 + Penalty 2089.045158 = -4494645.330108 nChanged 45 SP:Iteration 101Q (2034.623804 sec): 3 clusters Score: Raw -4496738.395428 + Penalty 2089.045158 = -4494649.350269 nChanged 47 SP:Iteration 102Q (2034.741065 sec): 3 clusters Score: Raw -4496743.074893 + Penalty 2089.045158 = -4494654.029735 nChanged 53 SP:Iteration 103Q (2034.850947 sec): 3 clusters Score: Raw -4496747.811469 + Penalty 2089.045158 = -4494658.766310 nChanged 44 SP:Iteration 104Q (2034.964580 sec): 3 clusters Score: Raw -4496752.049485 + Penalty 2089.045158 = -4494663.004327 nChanged 43 SP:Iteration 105Q (2035.067499 sec): 3 clusters Score: Raw -4496755.418281 + Penalty 2089.045158 = -4494666.373123 nChanged 40 SP:Iteration 106Q (2035.181337 sec): 3 clusters Score: Raw -4496758.873398 + Penalty 2089.045158 = -4494669.828240 nChanged 39 SP:Iteration 107Q (2035.296662 sec): 3 clusters Score: Raw -4496762.185580 + Penalty 2089.045158 = -4494673.140422 nChanged 37 SP:Iteration 108Q (2035.399724 sec): 3 clusters Score: Raw -4496765.629089 + Penalty 2089.045158 = -4494676.583930 nChanged 32 SP:Iteration 109Q (2035.508214 sec): 3 clusters Score: Raw -4496768.286662 + Penalty 2089.045158 = -4494679.241504 nChanged 32 SP:Iteration 110Q (2035.617872 sec): 3 clusters Score: Raw -4496770.734464 + Penalty 2089.045158 = -4494681.689306 nChanged 33 SP:Iteration 111Q (2035.731211 sec): 3 clusters Score: Raw -4496773.559259 + Penalty 2089.045158 = -4494684.514100 nChanged 36 SP:Iteration 112Q (2035.846250 sec): 3 clusters Score: Raw -4496776.357514 + Penalty 2089.045158 = -4494687.312356 nChanged 30 SP:Iteration 113Q (2035.955642 sec): 3 clusters Score: Raw -4496778.921843 + Penalty 2089.045158 = -4494689.876685 nChanged 39 SP:Iteration 114Q (2036.067844 sec): 3 clusters Score: Raw -4496783.719483 + Penalty 2089.045158 = -4494694.674325 nChanged 45 SP:Iteration 115Q (2036.172272 sec): 3 clusters Score: Raw -4496788.592797 + Penalty 2089.045158 = -4494699.547639 nChanged 42 SP:Iteration 116Q (2036.282490 sec): 3 clusters Score: Raw -4496793.993251 + Penalty 2089.045158 = -4494704.948093 nChanged 45 SP:Iteration 117Q (2036.399907 sec): 3 clusters Score: Raw -4496799.824491 + Penalty 2089.045158 = -4494710.779332 nChanged 44 SP:Iteration 118Q (2036.495600 sec): 3 clusters Score: Raw -4496804.325351 + Penalty 2089.045158 = -4494715.280193 nChanged 42 SP:Iteration 119Q (2036.615172 sec): 3 clusters Score: Raw -4496807.882454 + Penalty 2089.045158 = -4494718.837296 nChanged 41 SP:Iteration 120F (2036.728117 sec): 3 clusters Score: Raw -4496811.240289 + Penalty 2089.045158 = -4494722.195131 nChanged 35 SP:Iteration 121Q (2036.849596 sec): 3 clusters Score: Raw -4496814.310112 + Penalty 2089.045158 = -4494725.264954 nChanged 32 SP:Iteration 122Q (2036.953569 sec): 3 clusters Score: Raw -4496816.661688 + Penalty 2089.045158 = -4494727.616530 nChanged 32 SP:Iteration 123Q (2037.057209 sec): 3 clusters Score: Raw -4496818.991578 + Penalty 2089.045158 = -4494729.946420 nChanged 29 SP:Iteration 124Q (2037.168318 sec): 3 clusters Score: Raw -4496820.778871 + Penalty 2089.045158 = -4494731.733713 nChanged 24 SP:Iteration 125Q (2037.270568 sec): 3 clusters Score: Raw -4496822.385222 + Penalty 2089.045158 = -4494733.340064 nChanged 19 SP:Iteration 126Q (2037.383885 sec): 3 clusters Score: Raw -4496823.269969 + Penalty 2089.045158 = -4494734.224810 nChanged 14 SP:Iteration 127Q (2037.494643 sec): 3 clusters Score: Raw -4496824.355949 + Penalty 2089.045158 = -4494735.310791 nChanged 17 SP:Iteration 128Q (2037.600290 sec): 3 clusters Score: Raw -4496825.387880 + Penalty 2089.045158 = -4494736.342722 nChanged 12 SP:Iteration 129Q (2037.713278 sec): 3 clusters Score: Raw -4496826.089448 + Penalty 2089.045158 = -4494737.044290 nChanged 15 SP:Iteration 130Q (2037.818840 sec): 3 clusters Score: Raw -4496827.496359 + Penalty 2089.045158 = -4494738.451201 nChanged 11 SP:Iteration 131Q (2037.931072 sec): 3 clusters Score: Raw -4496828.099611 + Penalty 2089.045158 = -4494739.054453 nChanged 13 SP:Iteration 132Q (2038.051088 sec): 3 clusters Score: Raw -4496828.828000 + Penalty 2089.045158 = -4494739.782842 nChanged 11 SP:Iteration 133Q (2038.153455 sec): 3 clusters Score: Raw -4496829.536600 + Penalty 2089.045158 = -4494740.491442 nChanged 13 SP:Iteration 134Q (2038.266410 sec): 3 clusters Score: Raw -4496830.724846 + Penalty 2089.045158 = -4494741.679688 nChanged 19 SP:Iteration 135Q (2038.371334 sec): 3 clusters Score: Raw -4496832.294923 + Penalty 2089.045158 = -4494743.249765 nChanged 17 SP:Iteration 136Q (2038.473493 sec): 3 clusters Score: Raw -4496833.855964 + Penalty 2089.045158 = -4494744.810806 nChanged 26 SP:Iteration 137Q (2038.561550 sec): 3 clusters Score: Raw -4496836.413009 + Penalty 2089.045158 = -4494747.367851 nChanged 26 SP:Iteration 138Q (2038.671637 sec): 3 clusters Score: Raw -4496838.682398 + Penalty 2089.045158 = -4494749.637240 nChanged 20 SP:Iteration 139Q (2038.780626 sec): 3 clusters Score: Raw -4496840.402050 + Penalty 2089.045158 = -4494751.356892 nChanged 22 SP:Iteration 140F (2038.896515 sec): 3 clusters Score: Raw -4496842.039921 + Penalty 2089.045158 = -4494752.994763 nChanged 16 SP:Iteration 141Q (2039.009546 sec): 3 clusters Score: Raw -4496842.959410 + Penalty 2089.045158 = -4494753.914252 nChanged 14 SP:Iteration 142Q (2039.110769 sec): 3 clusters Score: Raw -4496843.745733 + Penalty 2089.045158 = -4494754.700575 nChanged 9 SP:Iteration 143Q (2039.216197 sec): 3 clusters Score: Raw -4496844.226838 + Penalty 2089.045158 = -4494755.181680 nChanged 6 SP:Iteration 144Q (2039.327462 sec): 3 clusters Score: Raw -4496844.487556 + Penalty 2089.045158 = -4494755.442398 nChanged 9 SP:Iteration 145Q (2039.433901 sec): 3 clusters Score: Raw -4496844.826261 + Penalty 2089.045158 = -4494755.781103 nChanged 4 SP:Iteration 146Q (2039.539738 sec): 3 clusters Score: Raw -4496845.013834 + Penalty 2089.045158 = -4494755.968676 nChanged 3 SP:Iteration 147Q (2039.654317 sec): 3 clusters Score: Raw -4496845.148847 + Penalty 2089.045158 = -4494756.103689 nChanged 4 SP:Iteration 148Q (2039.759074 sec): 3 clusters Score: Raw -4496845.363614 + Penalty 2089.045158 = -4494756.318456 nChanged 5 SP:Iteration 149Q (2039.878777 sec): 3 clusters Score: Raw -4496845.539701 + Penalty 2089.045158 = -4494756.494543 nChanged 2 SP:Iteration 150Q (2039.979930 sec): 3 clusters Score: Raw -4496845.621960 + Penalty 2089.045158 = -4494756.576801 nChanged 3 SP:Iteration 151Q (2040.094041 sec): 3 clusters Score: Raw -4496845.834599 + Penalty 2089.045158 = -4494756.789441 nChanged 4 SP:Iteration 152Q (2040.202973 sec): 3 clusters Score: Raw -4496846.007147 + Penalty 2089.045158 = -4494756.961989 nChanged 3 SP:Iteration 153Q (2040.300358 sec): 3 clusters Score: Raw -4496846.069974 + Penalty 2089.045158 = -4494757.024816 nChanged 0 SP:Iteration 154F (2040.424666 sec): 3 clusters Score: Raw -4496846.069974 + Penalty 2089.045158 = -4494757.024816 nChanged 0 Trying to split cluster 21 (16705 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2040.470001 sec): 2 clusters Score: Raw -1248535.731095 + Penalty 923.729019 = -1247612.002077 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2040.533538 sec): 3 clusters Score: Raw -1238172.110031 + Penalty 1847.458037 = -1236324.651994 nChanged 7713 SP:Iteration 1F (2040.595467 sec): 3 clusters Score: Raw -1242396.283691 + Penalty 1847.458037 = -1240548.825654 nChanged 758 SP:Iteration 2Q (2040.665719 sec): 3 clusters Score: Raw -1242633.170050 + Penalty 1847.458037 = -1240785.712013 nChanged 745 SP:Iteration 3Q (2040.722478 sec): 3 clusters Score: Raw -1242920.062511 + Penalty 1847.458037 = -1241072.604473 nChanged 820 SP:Iteration 4Q (2040.797005 sec): 3 clusters Score: Raw -1243314.575887 + Penalty 1847.458037 = -1241467.117849 nChanged 946 SP:Iteration 5F (2040.863503 sec): 3 clusters Score: Raw -1243843.958487 + Penalty 1847.458037 = -1241996.500450 nChanged 1146 SP:Iteration 6F (2040.927593 sec): 3 clusters Score: Raw -1244638.403359 + Penalty 1847.458037 = -1242790.945321 nChanged 1227 SP:Iteration 7F (2040.991609 sec): 3 clusters Score: Raw -1245655.028714 + Penalty 1847.458037 = -1243807.570677 nChanged 1121 SP:Iteration 8F (2041.053877 sec): 3 clusters Score: Raw -1246672.227087 + Penalty 1847.458037 = -1244824.769050 nChanged 854 SP:Iteration 9F (2041.115015 sec): 3 clusters Score: Raw -1247451.383534 + Penalty 1847.458037 = -1245603.925497 nChanged 536 SP:Iteration 10Q (2041.174507 sec): 3 clusters Score: Raw -1247953.704487 + Penalty 1847.458037 = -1246106.246450 nChanged 355 SP:Iteration 11Q (2041.238484 sec): 3 clusters Score: Raw -1248200.767587 + Penalty 1847.458037 = -1246353.309549 nChanged 224 SP:Iteration 12Q (2041.301277 sec): 3 clusters Score: Raw -1248337.096759 + Penalty 1847.458037 = -1246489.638722 nChanged 165 SP:Iteration 13Q (2041.361532 sec): 3 clusters Score: Raw -1248426.521613 + Penalty 1847.458037 = -1246579.063576 nChanged 136 SP:Iteration 14Q (2041.421505 sec): 3 clusters Score: Raw -1248497.650659 + Penalty 1847.458037 = -1246650.192622 nChanged 96 SP:Iteration 15Q (2041.485451 sec): 3 clusters Score: Raw -1248538.975666 + Penalty 1847.458037 = -1246691.517629 nChanged 85 SP:Iteration 16Q (2041.541988 sec): 3 clusters Score: Raw -1248576.944339 + Penalty 1847.458037 = -1246729.486301 nChanged 66 SP:Iteration 17Q (2041.607852 sec): 3 clusters Score: Raw -1248605.599864 + Penalty 1847.458037 = -1246758.141827 nChanged 56 SP:Iteration 18Q (2041.672534 sec): 3 clusters Score: Raw -1248626.926088 + Penalty 1847.458037 = -1246779.468051 nChanged 53 SP:Iteration 19Q (2041.718255 sec): 3 clusters Score: Raw -1248647.398663 + Penalty 1847.458037 = -1246799.940625 nChanged 47 SP:Iteration 20F (2041.776902 sec): 3 clusters Score: Raw -1248665.698932 + Penalty 1847.458037 = -1246818.240895 nChanged 43 SP:Iteration 21Q (2041.841121 sec): 3 clusters Score: Raw -1248681.672606 + Penalty 1847.458037 = -1246834.214568 nChanged 41 SP:Iteration 22Q (2041.901244 sec): 3 clusters Score: Raw -1248700.960313 + Penalty 1847.458037 = -1246853.502276 nChanged 38 SP:Iteration 23Q (2041.954629 sec): 3 clusters Score: Raw -1248717.360644 + Penalty 1847.458037 = -1246869.902606 nChanged 26 SP:Iteration 24Q (2042.027578 sec): 3 clusters Score: Raw -1248726.728374 + Penalty 1847.458037 = -1246879.270337 nChanged 21 SP:Iteration 25Q (2042.091845 sec): 3 clusters Score: Raw -1248733.147978 + Penalty 1847.458037 = -1246885.689941 nChanged 14 SP:Iteration 26Q (2042.151794 sec): 3 clusters Score: Raw -1248735.748449 + Penalty 1847.458037 = -1246888.290412 nChanged 9 SP:Iteration 27Q (2042.198062 sec): 3 clusters Score: Raw -1248737.371401 + Penalty 1847.458037 = -1246889.913363 nChanged 7 SP:Iteration 28Q (2042.271330 sec): 3 clusters Score: Raw -1248738.645021 + Penalty 1847.458037 = -1246891.186984 nChanged 7 SP:Iteration 29Q (2042.334477 sec): 3 clusters Score: Raw -1248739.832673 + Penalty 1847.458037 = -1246892.374636 nChanged 5 SP:Iteration 30Q (2042.391282 sec): 3 clusters Score: Raw -1248741.269831 + Penalty 1847.458037 = -1246893.811794 nChanged 10 SP:Iteration 31Q (2042.463861 sec): 3 clusters Score: Raw -1248744.088225 + Penalty 1847.458037 = -1246896.630188 nChanged 10 SP:Iteration 32Q (2042.525856 sec): 3 clusters Score: Raw -1248745.844621 + Penalty 1847.458037 = -1246898.386584 nChanged 3 SP:Iteration 33Q (2042.590144 sec): 3 clusters Score: Raw -1248746.392686 + Penalty 1847.458037 = -1246898.934649 nChanged 2 SP:Iteration 34Q (2042.646269 sec): 3 clusters Score: Raw -1248746.750138 + Penalty 1847.458037 = -1246899.292101 nChanged 0 SP:Iteration 35F (2042.706963 sec): 3 clusters Score: Raw -1248746.750138 + Penalty 1847.458037 = -1246899.292101 nChanged 0 Trying to split cluster 22 (6731 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2042.737611 sec): 2 clusters Score: Raw -448368.673115 + Penalty 837.375505 = -447531.297610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2042.793708 sec): 3 clusters Score: Raw -444574.904996 + Penalty 1674.751010 = -442900.153986 nChanged 2983 SP:Iteration 1F (2042.841559 sec): 3 clusters Score: Raw -446537.546590 + Penalty 1674.751010 = -444862.795580 nChanged 600 SP:Iteration 2F (2042.881495 sec): 3 clusters Score: Raw -447062.355126 + Penalty 1674.751010 = -445387.604116 nChanged 591 SP:Iteration 3F (2042.940959 sec): 3 clusters Score: Raw -447543.409853 + Penalty 1674.751010 = -445868.658843 nChanged 520 SP:Iteration 4F (2042.996832 sec): 3 clusters Score: Raw -447902.183578 + Penalty 1674.751010 = -446227.432568 nChanged 413 SP:Iteration 5F (2043.044689 sec): 3 clusters Score: Raw -448169.575333 + Penalty 1674.751010 = -446494.824323 nChanged 303 SP:Iteration 6Q (2043.107041 sec): 3 clusters Score: Raw -448347.150905 + Penalty 1674.751010 = -446672.399895 nChanged 204 SP:Iteration 7Q (2043.155589 sec): 3 clusters Score: Raw -448449.479315 + Penalty 1674.751010 = -446774.728305 nChanged 157 SP:Iteration 8Q (2043.217823 sec): 3 clusters Score: Raw -448532.257972 + Penalty 1674.751010 = -446857.506962 nChanged 144 SP:Iteration 9Q (2043.276240 sec): 3 clusters Score: Raw -448613.842472 + Penalty 1674.751010 = -446939.091462 nChanged 134 SP:Iteration 10Q (2043.320940 sec): 3 clusters Score: Raw -448689.984781 + Penalty 1674.751010 = -447015.233771 nChanged 125 SP:Iteration 11Q (2043.375489 sec): 3 clusters Score: Raw -448760.297173 + Penalty 1674.751010 = -447085.546163 nChanged 110 SP:Iteration 12Q (2043.426256 sec): 3 clusters Score: Raw -448807.842116 + Penalty 1674.751010 = -447133.091106 nChanged 84 SP:Iteration 13Q (2043.485201 sec): 3 clusters Score: Raw -448844.729775 + Penalty 1674.751010 = -447169.978765 nChanged 77 SP:Iteration 14Q (2043.528981 sec): 3 clusters Score: Raw -448875.387761 + Penalty 1674.751010 = -447200.636751 nChanged 61 SP:Iteration 15Q (2043.582287 sec): 3 clusters Score: Raw -448897.792311 + Penalty 1674.751010 = -447223.041301 nChanged 44 SP:Iteration 16Q (2043.639918 sec): 3 clusters Score: Raw -448915.483706 + Penalty 1674.751010 = -447240.732696 nChanged 51 SP:Iteration 17Q (2043.692250 sec): 3 clusters Score: Raw -448936.214163 + Penalty 1674.751010 = -447261.463153 nChanged 59 SP:Iteration 18Q (2043.750364 sec): 3 clusters Score: Raw -448957.655132 + Penalty 1674.751010 = -447282.904122 nChanged 52 SP:Iteration 19Q (2043.799628 sec): 3 clusters Score: Raw -448975.222014 + Penalty 1674.751010 = -447300.471004 nChanged 40 SP:Iteration 20F (2043.857353 sec): 3 clusters Score: Raw -448989.011422 + Penalty 1674.751010 = -447314.260412 nChanged 34 SP:Iteration 21Q (2043.910108 sec): 3 clusters Score: Raw -448999.337536 + Penalty 1674.751010 = -447324.586526 nChanged 27 SP:Iteration 22Q (2043.970319 sec): 3 clusters Score: Raw -449008.462315 + Penalty 1674.751010 = -447333.711305 nChanged 29 SP:Iteration 23Q (2044.025350 sec): 3 clusters Score: Raw -449018.420018 + Penalty 1674.751010 = -447343.669008 nChanged 30 SP:Iteration 24Q (2044.080228 sec): 3 clusters Score: Raw -449026.476923 + Penalty 1674.751010 = -447351.725913 nChanged 13 SP:Iteration 25Q (2044.122773 sec): 3 clusters Score: Raw -449030.253962 + Penalty 1674.751010 = -447355.502952 nChanged 13 SP:Iteration 26Q (2044.177379 sec): 3 clusters Score: Raw -449033.005376 + Penalty 1674.751010 = -447358.254366 nChanged 11 SP:Iteration 27Q (2044.231741 sec): 3 clusters Score: Raw -449035.226232 + Penalty 1674.751010 = -447360.475222 nChanged 8 SP:Iteration 28Q (2044.278903 sec): 3 clusters Score: Raw -449036.580104 + Penalty 1674.751010 = -447361.829094 nChanged 3 SP:Iteration 29Q (2044.332137 sec): 3 clusters Score: Raw -449037.144647 + Penalty 1674.751010 = -447362.393637 nChanged 4 SP:Iteration 30Q (2044.391973 sec): 3 clusters Score: Raw -449037.555419 + Penalty 1674.751010 = -447362.804409 nChanged 1 SP:Iteration 31Q (2044.448026 sec): 3 clusters Score: Raw -449037.606811 + Penalty 1674.751010 = -447362.855801 nChanged 1 SP:Iteration 32Q (2044.493497 sec): 3 clusters Score: Raw -449037.878697 + Penalty 1674.751010 = -447363.127687 nChanged 1 SP:Iteration 33Q (2044.539968 sec): 3 clusters Score: Raw -449038.096101 + Penalty 1674.751010 = -447363.345091 nChanged 3 SP:Iteration 34Q (2044.590241 sec): 3 clusters Score: Raw -449038.529799 + Penalty 1674.751010 = -447363.778789 nChanged 1 SP:Iteration 35Q (2044.646027 sec): 3 clusters Score: Raw -449038.606952 + Penalty 1674.751010 = -447363.855942 nChanged 0 SP:Iteration 36F (2044.682662 sec): 3 clusters Score: Raw -449038.606952 + Penalty 1674.751010 = -447363.855942 nChanged 0 Iteration 459Q (2046.983577 sec): 23 clusters Score: Raw -25398224.528446 + Penalty 26720.276661 = -25371504.251785 nChanged 313 Iteration 460F (2050.950779 sec): 23 clusters Score: Raw -25398263.053904 + Penalty 26720.276661 = -25371542.777244 nChanged 319 Iteration 461Q (2053.182997 sec): 23 clusters Score: Raw -25398310.614468 + Penalty 26720.276661 = -25371590.337807 nChanged 366 Iteration 462Q (2055.540495 sec): 23 clusters Score: Raw -25398355.563027 + Penalty 26720.276661 = -25371635.286366 nChanged 403 Iteration 463Q (2057.852085 sec): 23 clusters Score: Raw -25398400.068048 + Penalty 26720.276661 = -25371679.791387 nChanged 404 Iteration 464Q (2060.299908 sec): 23 clusters Score: Raw -25398440.455576 + Penalty 26720.276661 = -25371720.178916 nChanged 422 Iteration 465Q (2062.551909 sec): 23 clusters Score: Raw -25398475.475723 + Penalty 26720.276661 = -25371755.199063 nChanged 398 Iteration 466Q (2064.993709 sec): 23 clusters Score: Raw -25398499.367619 + Penalty 26720.276661 = -25371779.090959 nChanged 385 Iteration 467Q (2067.251994 sec): 23 clusters Score: Raw -25398519.684868 + Penalty 26720.276661 = -25371799.408207 nChanged 360 Iteration 468Q (2069.566608 sec): 23 clusters Score: Raw -25398537.863272 + Penalty 26720.276661 = -25371817.586612 nChanged 362 Iteration 469Q (2071.870148 sec): 23 clusters Score: Raw -25398556.025278 + Penalty 26720.276661 = -25371835.748617 nChanged 344 Iteration 470Q (2074.333090 sec): 23 clusters Score: Raw -25398572.162431 + Penalty 26720.276661 = -25371851.885770 nChanged 290 Iteration 471Q (2076.675549 sec): 23 clusters Score: Raw -25398583.062724 + Penalty 26720.276661 = -25371862.786063 nChanged 250 Iteration 472Q (2079.028475 sec): 23 clusters Score: Raw -25398592.643677 + Penalty 26720.276661 = -25371872.367016 nChanged 262 Iteration 473Q (2081.404998 sec): 23 clusters Score: Raw -25398601.505738 + Penalty 26720.276661 = -25371881.229077 nChanged 227 Iteration 474Q (2083.716485 sec): 23 clusters Score: Raw -25398609.215147 + Penalty 26720.276661 = -25371888.938487 nChanged 205 Iteration 475Q (2085.986787 sec): 23 clusters Score: Raw -25398617.011990 + Penalty 26720.276661 = -25371896.735329 nChanged 207 Iteration 476Q (2088.218294 sec): 23 clusters Score: Raw -25398624.634620 + Penalty 26720.276661 = -25371904.357959 nChanged 229 Iteration 477Q (2090.522471 sec): 23 clusters Score: Raw -25398633.403984 + Penalty 26720.276661 = -25371913.127323 nChanged 216 Iteration 478Q (2092.800245 sec): 23 clusters Score: Raw -25398640.321579 + Penalty 26720.276661 = -25371920.044919 nChanged 193 Iteration 479Q (2095.063948 sec): 23 clusters Score: Raw -25398646.042650 + Penalty 26720.276661 = -25371925.765990 nChanged 181 Iteration 480F (2099.039956 sec): 23 clusters Score: Raw -25398650.909202 + Penalty 26720.276661 = -25371930.632542 nChanged 167 Iteration 481Q (2101.355171 sec): 23 clusters Score: Raw -25398655.586808 + Penalty 26720.276661 = -25371935.310147 nChanged 169 Iteration 482Q (2103.517206 sec): 23 clusters Score: Raw -25398660.795366 + Penalty 26720.276661 = -25371940.518705 nChanged 175 Iteration 483Q (2105.790947 sec): 23 clusters Score: Raw -25398665.463619 + Penalty 26720.276661 = -25371945.186958 nChanged 169 Iteration 484Q (2108.048289 sec): 23 clusters Score: Raw -25398670.376603 + Penalty 26720.276661 = -25371950.099942 nChanged 157 Iteration 485Q (2110.317793 sec): 23 clusters Score: Raw -25398674.893635 + Penalty 26720.276661 = -25371954.616974 nChanged 162 Iteration 486Q (2112.594880 sec): 23 clusters Score: Raw -25398679.514817 + Penalty 26720.276661 = -25371959.238157 nChanged 176 Iteration 487Q (2114.895310 sec): 23 clusters Score: Raw -25398683.977749 + Penalty 26720.276661 = -25371963.701088 nChanged 162 Iteration 488Q (2117.284421 sec): 23 clusters Score: Raw -25398687.458121 + Penalty 26720.276661 = -25371967.181460 nChanged 163 Iteration 489Q (2119.624247 sec): 23 clusters Score: Raw -25398690.920189 + Penalty 26720.276661 = -25371970.643528 nChanged 171 Iteration 490Q (2121.960121 sec): 23 clusters Score: Raw -25398695.169751 + Penalty 26720.276661 = -25371974.893090 nChanged 141 Iteration 491Q (2124.267265 sec): 23 clusters Score: Raw -25398698.229156 + Penalty 26720.276661 = -25371977.952495 nChanged 125 Iteration 492Q (2126.543379 sec): 23 clusters Score: Raw -25398700.801124 + Penalty 26720.276661 = -25371980.524463 nChanged 115 Iteration 493Q (2128.856899 sec): 23 clusters Score: Raw -25398703.359511 + Penalty 26720.276661 = -25371983.082850 nChanged 108 Iteration 494Q (2131.162007 sec): 23 clusters Score: Raw -25398705.736581 + Penalty 26720.276661 = -25371985.459920 nChanged 105 Iteration 495Q (2133.438824 sec): 23 clusters Score: Raw -25398708.108582 + Penalty 26720.276661 = -25371987.831922 nChanged 94 Iteration 496Q (2135.733013 sec): 23 clusters Score: Raw -25398710.243993 + Penalty 26720.276661 = -25371989.967332 nChanged 89 Iteration 497Q (2138.054428 sec): 23 clusters Score: Raw -25398711.893373 + Penalty 26720.276661 = -25371991.616712 nChanged 100 Iteration 498Q (2140.379330 sec): 23 clusters Score: Raw -25398713.910361 + Penalty 26720.276661 = -25371993.633700 nChanged 109 Writing temp clu file Because OldScore, -25371991.616712, is greater than current (better) Score,-25371993.633700 Compute initial score before splitting: Score: Raw -25398713.910361 + Penalty 26720.276661 = -25371993.633700 Trying to split cluster 1 (27005 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2140.507526 sec): 2 clusters Score: Raw -2051475.064300 + Penalty 969.358845 = -2050505.705455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2140.588843 sec): 3 clusters Score: Raw -2034459.625697 + Penalty 1938.717689 = -2032520.908007 nChanged 12532 SP:Iteration 1F (2140.665904 sec): 3 clusters Score: Raw -2041984.151336 + Penalty 1938.717689 = -2040045.433647 nChanged 1739 SP:Iteration 2F (2140.737268 sec): 3 clusters Score: Raw -2042989.090698 + Penalty 1938.717689 = -2041050.373008 nChanged 2001 SP:Iteration 3F (2140.811533 sec): 3 clusters Score: Raw -2044432.853039 + Penalty 1938.717689 = -2042494.135350 nChanged 2273 SP:Iteration 4F (2140.883195 sec): 3 clusters Score: Raw -2046364.726946 + Penalty 1938.717689 = -2044426.009257 nChanged 2160 SP:Iteration 5F (2140.962096 sec): 3 clusters Score: Raw -2048286.338650 + Penalty 1938.717689 = -2046347.620961 nChanged 1658 SP:Iteration 6F (2141.037797 sec): 3 clusters Score: Raw -2049815.104030 + Penalty 1938.717689 = -2047876.386341 nChanged 1048 SP:Iteration 7Q (2141.121655 sec): 3 clusters Score: Raw -2050893.651666 + Penalty 1938.717689 = -2048954.933976 nChanged 624 SP:Iteration 8Q (2141.187560 sec): 3 clusters Score: Raw -2051468.614510 + Penalty 1938.717689 = -2049529.896821 nChanged 381 SP:Iteration 9Q (2141.262144 sec): 3 clusters Score: Raw -2051712.163574 + Penalty 1938.717689 = -2049773.445885 nChanged 264 SP:Iteration 10Q (2141.331938 sec): 3 clusters Score: Raw -2051855.169711 + Penalty 1938.717689 = -2049916.452021 nChanged 169 SP:Iteration 11Q (2141.404002 sec): 3 clusters Score: Raw -2051934.456066 + Penalty 1938.717689 = -2049995.738376 nChanged 132 SP:Iteration 12Q (2141.482877 sec): 3 clusters Score: Raw -2051991.911318 + Penalty 1938.717689 = -2050053.193629 nChanged 113 SP:Iteration 13Q (2141.557712 sec): 3 clusters Score: Raw -2052028.331451 + Penalty 1938.717689 = -2050089.613761 nChanged 82 SP:Iteration 14Q (2141.629437 sec): 3 clusters Score: Raw -2052052.052046 + Penalty 1938.717689 = -2050113.334357 nChanged 62 SP:Iteration 15Q (2141.693082 sec): 3 clusters Score: Raw -2052070.760861 + Penalty 1938.717689 = -2050132.043171 nChanged 62 SP:Iteration 16Q (2141.765406 sec): 3 clusters Score: Raw -2052087.265148 + Penalty 1938.717689 = -2050148.547458 nChanged 52 SP:Iteration 17Q (2141.829769 sec): 3 clusters Score: Raw -2052102.201284 + Penalty 1938.717689 = -2050163.483594 nChanged 48 SP:Iteration 18Q (2141.895501 sec): 3 clusters Score: Raw -2052117.045579 + Penalty 1938.717689 = -2050178.327890 nChanged 55 SP:Iteration 19Q (2141.969136 sec): 3 clusters Score: Raw -2052130.277936 + Penalty 1938.717689 = -2050191.560246 nChanged 44 SP:Iteration 20F (2142.042777 sec): 3 clusters Score: Raw -2052139.690428 + Penalty 1938.717689 = -2050200.972738 nChanged 30 SP:Iteration 21Q (2142.101872 sec): 3 clusters Score: Raw -2052145.964425 + Penalty 1938.717689 = -2050207.246735 nChanged 34 SP:Iteration 22Q (2142.178551 sec): 3 clusters Score: Raw -2052152.223692 + Penalty 1938.717689 = -2050213.506003 nChanged 22 SP:Iteration 23Q (2142.243155 sec): 3 clusters Score: Raw -2052156.773485 + Penalty 1938.717689 = -2050218.055795 nChanged 26 SP:Iteration 24Q (2142.316368 sec): 3 clusters Score: Raw -2052161.253319 + Penalty 1938.717689 = -2050222.535630 nChanged 21 SP:Iteration 25Q (2142.395647 sec): 3 clusters Score: Raw -2052165.787818 + Penalty 1938.717689 = -2050227.070129 nChanged 22 SP:Iteration 26Q (2142.459191 sec): 3 clusters Score: Raw -2052169.652208 + Penalty 1938.717689 = -2050230.934518 nChanged 14 SP:Iteration 27Q (2142.538888 sec): 3 clusters Score: Raw -2052171.485771 + Penalty 1938.717689 = -2050232.768081 nChanged 7 SP:Iteration 28Q (2142.599953 sec): 3 clusters Score: Raw -2052172.884865 + Penalty 1938.717689 = -2050234.167175 nChanged 7 SP:Iteration 29Q (2142.664058 sec): 3 clusters Score: Raw -2052173.870124 + Penalty 1938.717689 = -2050235.152434 nChanged 4 SP:Iteration 30Q (2142.728177 sec): 3 clusters Score: Raw -2052174.138358 + Penalty 1938.717689 = -2050235.420669 nChanged 3 SP:Iteration 31Q (2142.806099 sec): 3 clusters Score: Raw -2052174.480300 + Penalty 1938.717689 = -2050235.762610 nChanged 2 SP:Iteration 32Q (2142.872835 sec): 3 clusters Score: Raw -2052174.959160 + Penalty 1938.717689 = -2050236.241470 nChanged 4 SP:Iteration 33Q (2142.945629 sec): 3 clusters Score: Raw -2052175.481535 + Penalty 1938.717689 = -2050236.763845 nChanged 5 SP:Iteration 34Q (2143.014822 sec): 3 clusters Score: Raw -2052175.942224 + Penalty 1938.717689 = -2050237.224534 nChanged 1 SP:Iteration 35Q (2143.080582 sec): 3 clusters Score: Raw -2052176.147381 + Penalty 1938.717689 = -2050237.429691 nChanged 1 SP:Iteration 36Q (2143.153653 sec): 3 clusters Score: Raw -2052176.166602 + Penalty 1938.717689 = -2050237.448913 nChanged 0 SP:Iteration 37F (2143.218688 sec): 3 clusters Score: Raw -2052176.166602 + Penalty 1938.717689 = -2050237.448913 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2143.232335 sec): 2 clusters Score: Raw -167650.691542 + Penalty 726.358203 = -166924.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2143.279194 sec): 3 clusters Score: Raw -166636.358606 + Penalty 1452.716407 = -165183.642199 nChanged 812 SP:Iteration 1F (2143.312718 sec): 3 clusters Score: Raw -167199.992707 + Penalty 1452.716407 = -165747.276300 nChanged 217 SP:Iteration 2F (2143.349513 sec): 3 clusters Score: Raw -167405.356702 + Penalty 1452.716407 = -165952.640295 nChanged 171 SP:Iteration 3F (2143.403698 sec): 3 clusters Score: Raw -167577.641535 + Penalty 1452.716407 = -166124.925128 nChanged 132 SP:Iteration 4F (2143.450657 sec): 3 clusters Score: Raw -167710.082551 + Penalty 1452.716407 = -166257.366145 nChanged 103 SP:Iteration 5Q (2143.488694 sec): 3 clusters Score: Raw -167798.791979 + Penalty 1452.716407 = -166346.075572 nChanged 68 SP:Iteration 6Q (2143.539158 sec): 3 clusters Score: Raw -167858.119190 + Penalty 1452.716407 = -166405.402784 nChanged 55 SP:Iteration 7Q (2143.583899 sec): 3 clusters Score: Raw -167906.029851 + Penalty 1452.716407 = -166453.313445 nChanged 52 SP:Iteration 8Q (2143.622311 sec): 3 clusters Score: Raw -167939.295050 + Penalty 1452.716407 = -166486.578644 nChanged 44 SP:Iteration 9Q (2143.673305 sec): 3 clusters Score: Raw -167975.171516 + Penalty 1452.716407 = -166522.455109 nChanged 32 SP:Iteration 10Q (2143.721906 sec): 3 clusters Score: Raw -168002.563255 + Penalty 1452.716407 = -166549.846848 nChanged 29 SP:Iteration 11Q (2143.767401 sec): 3 clusters Score: Raw -168025.350068 + Penalty 1452.716407 = -166572.633661 nChanged 25 SP:Iteration 12Q (2143.814863 sec): 3 clusters Score: Raw -168036.297270 + Penalty 1452.716407 = -166583.580864 nChanged 13 SP:Iteration 13Q (2143.856096 sec): 3 clusters Score: Raw -168043.082269 + Penalty 1452.716407 = -166590.365862 nChanged 6 SP:Iteration 14Q (2143.901746 sec): 3 clusters Score: Raw -168044.919819 + Penalty 1452.716407 = -166592.203412 nChanged 4 SP:Iteration 15Q (2143.943109 sec): 3 clusters Score: Raw -168047.194178 + Penalty 1452.716407 = -166594.477771 nChanged 3 SP:Iteration 16Q (2143.982622 sec): 3 clusters Score: Raw -168049.022678 + Penalty 1452.716407 = -166596.306271 nChanged 4 SP:Iteration 17Q (2144.020259 sec): 3 clusters Score: Raw -168050.273312 + Penalty 1452.716407 = -166597.556905 nChanged 3 SP:Iteration 18Q (2144.071796 sec): 3 clusters Score: Raw -168051.358490 + Penalty 1452.716407 = -166598.642083 nChanged 4 SP:Iteration 19Q (2144.103221 sec): 3 clusters Score: Raw -168052.921164 + Penalty 1452.716407 = -166600.204757 nChanged 1 SP:Iteration 20F (2144.146788 sec): 3 clusters Score: Raw -168053.210074 + Penalty 1452.716407 = -166600.493667 nChanged 0 Trying to split cluster 3 (17313 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2144.197248 sec): 2 clusters Score: Raw -1251876.693614 + Penalty 927.125230 = -1250949.568385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2144.256054 sec): 3 clusters Score: Raw -1241248.954150 + Penalty 1854.250459 = -1239394.703691 nChanged 7889 SP:Iteration 1F (2144.331214 sec): 3 clusters Score: Raw -1245710.680754 + Penalty 1854.250459 = -1243856.430295 nChanged 895 SP:Iteration 2F (2144.394482 sec): 3 clusters Score: Raw -1246075.153630 + Penalty 1854.250459 = -1244220.903170 nChanged 952 SP:Iteration 3F (2144.454177 sec): 3 clusters Score: Raw -1246534.763325 + Penalty 1854.250459 = -1244680.512866 nChanged 1046 SP:Iteration 4F (2144.519489 sec): 3 clusters Score: Raw -1247180.661574 + Penalty 1854.250459 = -1245326.411115 nChanged 1195 SP:Iteration 5F (2144.591080 sec): 3 clusters Score: Raw -1248059.666646 + Penalty 1854.250459 = -1246205.416187 nChanged 1188 SP:Iteration 6F (2144.650056 sec): 3 clusters Score: Raw -1249037.467928 + Penalty 1854.250459 = -1247183.217468 nChanged 1052 SP:Iteration 7F (2144.713962 sec): 3 clusters Score: Raw -1249975.612189 + Penalty 1854.250459 = -1248121.361730 nChanged 801 SP:Iteration 8Q (2144.785403 sec): 3 clusters Score: Raw -1250656.487054 + Penalty 1854.250459 = -1248802.236595 nChanged 539 SP:Iteration 9Q (2144.851476 sec): 3 clusters Score: Raw -1251094.826464 + Penalty 1854.250459 = -1249240.576005 nChanged 363 SP:Iteration 10Q (2144.916662 sec): 3 clusters Score: Raw -1251365.889932 + Penalty 1854.250459 = -1249511.639473 nChanged 263 SP:Iteration 11Q (2144.965997 sec): 3 clusters Score: Raw -1251539.765460 + Penalty 1854.250459 = -1249685.515001 nChanged 198 SP:Iteration 12Q (2145.022030 sec): 3 clusters Score: Raw -1251659.413574 + Penalty 1854.250459 = -1249805.163114 nChanged 141 SP:Iteration 13Q (2145.092550 sec): 3 clusters Score: Raw -1251746.456440 + Penalty 1854.250459 = -1249892.205981 nChanged 118 SP:Iteration 14Q (2145.138946 sec): 3 clusters Score: Raw -1251824.271655 + Penalty 1854.250459 = -1249970.021196 nChanged 84 SP:Iteration 15Q (2145.193864 sec): 3 clusters Score: Raw -1251880.282783 + Penalty 1854.250459 = -1250026.032323 nChanged 85 SP:Iteration 16Q (2145.256393 sec): 3 clusters Score: Raw -1251934.244823 + Penalty 1854.250459 = -1250079.994364 nChanged 61 SP:Iteration 17Q (2145.322030 sec): 3 clusters Score: Raw -1251963.720279 + Penalty 1854.250459 = -1250109.469820 nChanged 46 SP:Iteration 18Q (2145.372109 sec): 3 clusters Score: Raw -1251986.725711 + Penalty 1854.250459 = -1250132.475252 nChanged 37 SP:Iteration 19Q (2145.435909 sec): 3 clusters Score: Raw -1252005.773108 + Penalty 1854.250459 = -1250151.522649 nChanged 29 SP:Iteration 20F (2145.502601 sec): 3 clusters Score: Raw -1252017.589691 + Penalty 1854.250459 = -1250163.339232 nChanged 19 SP:Iteration 21Q (2145.558207 sec): 3 clusters Score: Raw -1252027.849793 + Penalty 1854.250459 = -1250173.599333 nChanged 21 SP:Iteration 22Q (2145.615230 sec): 3 clusters Score: Raw -1252038.273000 + Penalty 1854.250459 = -1250184.022541 nChanged 17 SP:Iteration 23Q (2145.673416 sec): 3 clusters Score: Raw -1252043.864049 + Penalty 1854.250459 = -1250189.613590 nChanged 14 SP:Iteration 24Q (2145.734253 sec): 3 clusters Score: Raw -1252047.995592 + Penalty 1854.250459 = -1250193.745133 nChanged 9 SP:Iteration 25Q (2145.800559 sec): 3 clusters Score: Raw -1252050.795639 + Penalty 1854.250459 = -1250196.545180 nChanged 8 SP:Iteration 26Q (2145.854363 sec): 3 clusters Score: Raw -1252054.083086 + Penalty 1854.250459 = -1250199.832627 nChanged 10 SP:Iteration 27Q (2145.917162 sec): 3 clusters Score: Raw -1252057.821909 + Penalty 1854.250459 = -1250203.571450 nChanged 8 SP:Iteration 28Q (2145.979697 sec): 3 clusters Score: Raw -1252059.441384 + Penalty 1854.250459 = -1250205.190925 nChanged 4 SP:Iteration 29Q (2146.035245 sec): 3 clusters Score: Raw -1252060.501370 + Penalty 1854.250459 = -1250206.250911 nChanged 2 SP:Iteration 30Q (2146.098406 sec): 3 clusters Score: Raw -1252061.493630 + Penalty 1854.250459 = -1250207.243171 nChanged 3 SP:Iteration 31Q (2146.167245 sec): 3 clusters Score: Raw -1252062.425760 + Penalty 1854.250459 = -1250208.175301 nChanged 4 SP:Iteration 32Q (2146.221802 sec): 3 clusters Score: Raw -1252063.814034 + Penalty 1854.250459 = -1250209.563575 nChanged 3 SP:Iteration 33Q (2146.280465 sec): 3 clusters Score: Raw -1252064.456780 + Penalty 1854.250459 = -1250210.206321 nChanged 3 SP:Iteration 34Q (2146.349708 sec): 3 clusters Score: Raw -1252064.994072 + Penalty 1854.250459 = -1250210.743613 nChanged 2 SP:Iteration 35Q (2146.393469 sec): 3 clusters Score: Raw -1252065.247092 + Penalty 1854.250459 = -1250210.996633 nChanged 1 SP:Iteration 36Q (2146.442374 sec): 3 clusters Score: Raw -1252065.313931 + Penalty 1854.250459 = -1250211.063472 nChanged 0 SP:Iteration 37F (2146.497738 sec): 3 clusters Score: Raw -1252065.313931 + Penalty 1854.250459 = -1250211.063472 nChanged 0 Trying to split cluster 4 (17015 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2146.539393 sec): 2 clusters Score: Raw -1235541.298119 + Penalty 925.475806 = -1234615.822313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2146.610966 sec): 3 clusters Score: Raw -1225159.618547 + Penalty 1850.951612 = -1223308.666936 nChanged 7791 SP:Iteration 1F (2146.665635 sec): 3 clusters Score: Raw -1229397.209331 + Penalty 1850.951612 = -1227546.257720 nChanged 818 SP:Iteration 2Q (2146.744426 sec): 3 clusters Score: Raw -1229661.150589 + Penalty 1850.951612 = -1227810.198978 nChanged 734 SP:Iteration 3Q (2146.810575 sec): 3 clusters Score: Raw -1229941.579271 + Penalty 1850.951612 = -1228090.627660 nChanged 775 SP:Iteration 4Q (2146.861372 sec): 3 clusters Score: Raw -1230265.397606 + Penalty 1850.951612 = -1228414.445994 nChanged 810 SP:Iteration 5Q (2146.927119 sec): 3 clusters Score: Raw -1230712.362980 + Penalty 1850.951612 = -1228861.411368 nChanged 881 SP:Iteration 6F (2146.990077 sec): 3 clusters Score: Raw -1231323.622272 + Penalty 1850.951612 = -1229472.670660 nChanged 999 SP:Iteration 7F (2147.051254 sec): 3 clusters Score: Raw -1232070.399620 + Penalty 1850.951612 = -1230219.448009 nChanged 991 SP:Iteration 8F (2147.111236 sec): 3 clusters Score: Raw -1232807.762174 + Penalty 1850.951612 = -1230956.810562 nChanged 868 SP:Iteration 9F (2147.160368 sec): 3 clusters Score: Raw -1233325.671884 + Penalty 1850.951612 = -1231474.720273 nChanged 661 SP:Iteration 10Q (2147.227496 sec): 3 clusters Score: Raw -1233581.918247 + Penalty 1850.951612 = -1231730.966636 nChanged 422 SP:Iteration 11Q (2147.279322 sec): 3 clusters Score: Raw -1233724.926871 + Penalty 1850.951612 = -1231873.975260 nChanged 338 SP:Iteration 12Q (2147.349966 sec): 3 clusters Score: Raw -1233841.490720 + Penalty 1850.951612 = -1231990.539108 nChanged 286 SP:Iteration 13Q (2147.422845 sec): 3 clusters Score: Raw -1233941.356370 + Penalty 1850.951612 = -1232090.404759 nChanged 256 SP:Iteration 14Q (2147.475987 sec): 3 clusters Score: Raw -1234026.709558 + Penalty 1850.951612 = -1232175.757947 nChanged 237 SP:Iteration 15Q (2147.532612 sec): 3 clusters Score: Raw -1234105.917246 + Penalty 1850.951612 = -1232254.965635 nChanged 238 SP:Iteration 16Q (2147.595069 sec): 3 clusters Score: Raw -1234189.339522 + Penalty 1850.951612 = -1232338.387911 nChanged 273 SP:Iteration 17Q (2147.656244 sec): 3 clusters Score: Raw -1234286.485452 + Penalty 1850.951612 = -1232435.533840 nChanged 289 SP:Iteration 18Q (2147.722670 sec): 3 clusters Score: Raw -1234400.358605 + Penalty 1850.951612 = -1232549.406994 nChanged 315 SP:Iteration 19Q (2147.794418 sec): 3 clusters Score: Raw -1234510.448025 + Penalty 1850.951612 = -1232659.496413 nChanged 299 SP:Iteration 20F (2147.846453 sec): 3 clusters Score: Raw -1234613.704618 + Penalty 1850.951612 = -1232762.753006 nChanged 242 SP:Iteration 21Q (2147.911223 sec): 3 clusters Score: Raw -1234683.825816 + Penalty 1850.951612 = -1232832.874204 nChanged 233 SP:Iteration 22Q (2147.978348 sec): 3 clusters Score: Raw -1234755.684467 + Penalty 1850.951612 = -1232904.732855 nChanged 234 SP:Iteration 23Q (2148.031321 sec): 3 clusters Score: Raw -1234828.986667 + Penalty 1850.951612 = -1232978.035055 nChanged 234 SP:Iteration 24Q (2148.102479 sec): 3 clusters Score: Raw -1234900.790027 + Penalty 1850.951612 = -1233049.838415 nChanged 223 SP:Iteration 25Q (2148.164082 sec): 3 clusters Score: Raw -1234963.077420 + Penalty 1850.951612 = -1233112.125809 nChanged 190 SP:Iteration 26Q (2148.225378 sec): 3 clusters Score: Raw -1235015.663061 + Penalty 1850.951612 = -1233164.711450 nChanged 198 SP:Iteration 27Q (2148.284137 sec): 3 clusters Score: Raw -1235065.147946 + Penalty 1850.951612 = -1233214.196334 nChanged 173 SP:Iteration 28Q (2148.359937 sec): 3 clusters Score: Raw -1235102.232898 + Penalty 1850.951612 = -1233251.281286 nChanged 146 SP:Iteration 29Q (2148.418346 sec): 3 clusters Score: Raw -1235134.032472 + Penalty 1850.951612 = -1233283.080860 nChanged 137 SP:Iteration 30Q (2148.491694 sec): 3 clusters Score: Raw -1235160.700352 + Penalty 1850.951612 = -1233309.748740 nChanged 123 SP:Iteration 31Q (2148.538706 sec): 3 clusters Score: Raw -1235180.192209 + Penalty 1850.951612 = -1233329.240597 nChanged 100 SP:Iteration 32Q (2148.605523 sec): 3 clusters Score: Raw -1235193.890568 + Penalty 1850.951612 = -1233342.938957 nChanged 82 SP:Iteration 33Q (2148.677445 sec): 3 clusters Score: Raw -1235204.529954 + Penalty 1850.951612 = -1233353.578343 nChanged 84 SP:Iteration 34Q (2148.735135 sec): 3 clusters Score: Raw -1235216.133568 + Penalty 1850.951612 = -1233365.181957 nChanged 83 SP:Iteration 35Q (2148.805159 sec): 3 clusters Score: Raw -1235226.459303 + Penalty 1850.951612 = -1233375.507691 nChanged 81 SP:Iteration 36Q (2148.858158 sec): 3 clusters Score: Raw -1235235.997048 + Penalty 1850.951612 = -1233385.045436 nChanged 68 SP:Iteration 37Q (2148.922335 sec): 3 clusters Score: Raw -1235243.889880 + Penalty 1850.951612 = -1233392.938269 nChanged 67 SP:Iteration 38Q (2148.985211 sec): 3 clusters Score: Raw -1235251.789570 + Penalty 1850.951612 = -1233400.837959 nChanged 49 SP:Iteration 39Q (2149.055685 sec): 3 clusters Score: Raw -1235257.666719 + Penalty 1850.951612 = -1233406.715107 nChanged 50 SP:Iteration 40F (2149.113710 sec): 3 clusters Score: Raw -1235263.159599 + Penalty 1850.951612 = -1233412.207988 nChanged 38 SP:Iteration 41Q (2149.177297 sec): 3 clusters Score: Raw -1235266.395766 + Penalty 1850.951612 = -1233415.444155 nChanged 34 SP:Iteration 42Q (2149.243834 sec): 3 clusters Score: Raw -1235268.915952 + Penalty 1850.951612 = -1233417.964341 nChanged 27 SP:Iteration 43Q (2149.305989 sec): 3 clusters Score: Raw -1235271.993782 + Penalty 1850.951612 = -1233421.042170 nChanged 31 SP:Iteration 44Q (2149.374489 sec): 3 clusters Score: Raw -1235275.237255 + Penalty 1850.951612 = -1233424.285643 nChanged 31 SP:Iteration 45Q (2149.437265 sec): 3 clusters Score: Raw -1235277.257363 + Penalty 1850.951612 = -1233426.305751 nChanged 30 SP:Iteration 46Q (2149.491964 sec): 3 clusters Score: Raw -1235279.095291 + Penalty 1850.951612 = -1233428.143680 nChanged 18 SP:Iteration 47Q (2149.553144 sec): 3 clusters Score: Raw -1235280.069677 + Penalty 1850.951612 = -1233429.118065 nChanged 15 SP:Iteration 48Q (2149.616703 sec): 3 clusters Score: Raw -1235281.175788 + Penalty 1850.951612 = -1233430.224177 nChanged 20 SP:Iteration 49Q (2149.689408 sec): 3 clusters Score: Raw -1235282.095725 + Penalty 1850.951612 = -1233431.144113 nChanged 11 SP:Iteration 50Q (2149.753370 sec): 3 clusters Score: Raw -1235282.813722 + Penalty 1850.951612 = -1233431.862111 nChanged 10 SP:Iteration 51Q (2149.820494 sec): 3 clusters Score: Raw -1235283.490738 + Penalty 1850.951612 = -1233432.539127 nChanged 20 SP:Iteration 52Q (2149.874126 sec): 3 clusters Score: Raw -1235284.710437 + Penalty 1850.951612 = -1233433.758826 nChanged 18 SP:Iteration 53Q (2149.936719 sec): 3 clusters Score: Raw -1235285.907873 + Penalty 1850.951612 = -1233434.956262 nChanged 19 SP:Iteration 54Q (2150.005614 sec): 3 clusters Score: Raw -1235287.014135 + Penalty 1850.951612 = -1233436.062524 nChanged 22 SP:Iteration 55Q (2150.076737 sec): 3 clusters Score: Raw -1235288.928713 + Penalty 1850.951612 = -1233437.977102 nChanged 27 SP:Iteration 56Q (2150.141483 sec): 3 clusters Score: Raw -1235291.263145 + Penalty 1850.951612 = -1233440.311533 nChanged 23 SP:Iteration 57Q (2150.197087 sec): 3 clusters Score: Raw -1235293.612291 + Penalty 1850.951612 = -1233442.660679 nChanged 19 SP:Iteration 58Q (2150.259293 sec): 3 clusters Score: Raw -1235295.153721 + Penalty 1850.951612 = -1233444.202110 nChanged 23 SP:Iteration 59Q (2150.335322 sec): 3 clusters Score: Raw -1235297.000644 + Penalty 1850.951612 = -1233446.049033 nChanged 26 SP:Iteration 60F (2150.388815 sec): 3 clusters Score: Raw -1235299.623336 + Penalty 1850.951612 = -1233448.671724 nChanged 27 SP:Iteration 61Q (2150.462661 sec): 3 clusters Score: Raw -1235301.836605 + Penalty 1850.951612 = -1233450.884993 nChanged 22 SP:Iteration 62Q (2150.516526 sec): 3 clusters Score: Raw -1235303.563934 + Penalty 1850.951612 = -1233452.612323 nChanged 19 SP:Iteration 63Q (2150.580596 sec): 3 clusters Score: Raw -1235305.439566 + Penalty 1850.951612 = -1233454.487954 nChanged 21 SP:Iteration 64Q (2150.637724 sec): 3 clusters Score: Raw -1235307.501006 + Penalty 1850.951612 = -1233456.549394 nChanged 21 SP:Iteration 65Q (2150.709807 sec): 3 clusters Score: Raw -1235309.206027 + Penalty 1850.951612 = -1233458.254415 nChanged 15 SP:Iteration 66Q (2150.771994 sec): 3 clusters Score: Raw -1235310.383472 + Penalty 1850.951612 = -1233459.431860 nChanged 15 SP:Iteration 67Q (2150.829602 sec): 3 clusters Score: Raw -1235311.274404 + Penalty 1850.951612 = -1233460.322793 nChanged 13 SP:Iteration 68Q (2150.894614 sec): 3 clusters Score: Raw -1235311.979008 + Penalty 1850.951612 = -1233461.027396 nChanged 9 SP:Iteration 69Q (2150.959550 sec): 3 clusters Score: Raw -1235312.502928 + Penalty 1850.951612 = -1233461.551317 nChanged 12 SP:Iteration 70Q (2151.013019 sec): 3 clusters Score: Raw -1235313.301503 + Penalty 1850.951612 = -1233462.349892 nChanged 15 SP:Iteration 71Q (2151.089919 sec): 3 clusters Score: Raw -1235314.173632 + Penalty 1850.951612 = -1233463.222020 nChanged 15 SP:Iteration 72Q (2151.151082 sec): 3 clusters Score: Raw -1235314.941350 + Penalty 1850.951612 = -1233463.989738 nChanged 10 SP:Iteration 73Q (2151.204524 sec): 3 clusters Score: Raw -1235315.473302 + Penalty 1850.951612 = -1233464.521691 nChanged 10 SP:Iteration 74Q (2151.269905 sec): 3 clusters Score: Raw -1235316.409707 + Penalty 1850.951612 = -1233465.458095 nChanged 16 SP:Iteration 75Q (2151.333053 sec): 3 clusters Score: Raw -1235318.018951 + Penalty 1850.951612 = -1233467.067339 nChanged 22 SP:Iteration 76Q (2151.405477 sec): 3 clusters Score: Raw -1235319.886522 + Penalty 1850.951612 = -1233468.934911 nChanged 16 SP:Iteration 77Q (2151.463662 sec): 3 clusters Score: Raw -1235320.960115 + Penalty 1850.951612 = -1233470.008503 nChanged 13 SP:Iteration 78Q (2151.520610 sec): 3 clusters Score: Raw -1235321.706219 + Penalty 1850.951612 = -1233470.754608 nChanged 14 SP:Iteration 79Q (2151.590994 sec): 3 clusters Score: Raw -1235322.496396 + Penalty 1850.951612 = -1233471.544784 nChanged 16 SP:Iteration 80F (2151.658671 sec): 3 clusters Score: Raw -1235323.585952 + Penalty 1850.951612 = -1233472.634340 nChanged 14 SP:Iteration 81Q (2151.708606 sec): 3 clusters Score: Raw -1235324.479612 + Penalty 1850.951612 = -1233473.528000 nChanged 10 SP:Iteration 82Q (2151.780881 sec): 3 clusters Score: Raw -1235324.979524 + Penalty 1850.951612 = -1233474.027912 nChanged 10 SP:Iteration 83Q (2151.845517 sec): 3 clusters Score: Raw -1235325.370541 + Penalty 1850.951612 = -1233474.418930 nChanged 10 SP:Iteration 84Q (2151.913123 sec): 3 clusters Score: Raw -1235325.823298 + Penalty 1850.951612 = -1233474.871686 nChanged 12 SP:Iteration 85Q (2151.979594 sec): 3 clusters Score: Raw -1235326.369191 + Penalty 1850.951612 = -1233475.417580 nChanged 8 SP:Iteration 86Q (2152.042681 sec): 3 clusters Score: Raw -1235326.666685 + Penalty 1850.951612 = -1233475.715073 nChanged 7 SP:Iteration 87Q (2152.095582 sec): 3 clusters Score: Raw -1235326.951586 + Penalty 1850.951612 = -1233475.999974 nChanged 8 SP:Iteration 88Q (2152.161816 sec): 3 clusters Score: Raw -1235327.394614 + Penalty 1850.951612 = -1233476.443003 nChanged 11 SP:Iteration 89Q (2152.221863 sec): 3 clusters Score: Raw -1235327.762479 + Penalty 1850.951612 = -1233476.810867 nChanged 5 SP:Iteration 90Q (2152.274767 sec): 3 clusters Score: Raw -1235327.934919 + Penalty 1850.951612 = -1233476.983308 nChanged 5 SP:Iteration 91Q (2152.336941 sec): 3 clusters Score: Raw -1235328.091947 + Penalty 1850.951612 = -1233477.140336 nChanged 3 SP:Iteration 92Q (2152.408572 sec): 3 clusters Score: Raw -1235328.245248 + Penalty 1850.951612 = -1233477.293637 nChanged 3 SP:Iteration 93Q (2152.469086 sec): 3 clusters Score: Raw -1235328.412368 + Penalty 1850.951612 = -1233477.460757 nChanged 3 SP:Iteration 94Q (2152.517113 sec): 3 clusters Score: Raw -1235328.582428 + Penalty 1850.951612 = -1233477.630817 nChanged 4 SP:Iteration 95Q (2152.582223 sec): 3 clusters Score: Raw -1235328.745182 + Penalty 1850.951612 = -1233477.793571 nChanged 4 SP:Iteration 96Q (2152.636374 sec): 3 clusters Score: Raw -1235328.882683 + Penalty 1850.951612 = -1233477.931072 nChanged 3 SP:Iteration 97Q (2152.710180 sec): 3 clusters Score: Raw -1235329.016717 + Penalty 1850.951612 = -1233478.065106 nChanged 4 SP:Iteration 98Q (2152.772145 sec): 3 clusters Score: Raw -1235329.222692 + Penalty 1850.951612 = -1233478.271080 nChanged 8 SP:Iteration 99Q (2152.824494 sec): 3 clusters Score: Raw -1235329.780255 + Penalty 1850.951612 = -1233478.828643 nChanged 7 SP:Iteration 100F (2152.893055 sec): 3 clusters Score: Raw -1235330.191681 + Penalty 1850.951612 = -1233479.240069 nChanged 7 SP:Iteration 101Q (2152.938461 sec): 3 clusters Score: Raw -1235330.580834 + Penalty 1850.951612 = -1233479.629222 nChanged 6 SP:Iteration 102Q (2153.001824 sec): 3 clusters Score: Raw -1235330.924733 + Penalty 1850.951612 = -1233479.973122 nChanged 7 SP:Iteration 103Q (2153.067897 sec): 3 clusters Score: Raw -1235331.236446 + Penalty 1850.951612 = -1233480.284834 nChanged 7 SP:Iteration 104Q (2153.124670 sec): 3 clusters Score: Raw -1235331.592632 + Penalty 1850.951612 = -1233480.641021 nChanged 10 SP:Iteration 105Q (2153.192086 sec): 3 clusters Score: Raw -1235332.245386 + Penalty 1850.951612 = -1233481.293775 nChanged 8 SP:Iteration 106Q (2153.260965 sec): 3 clusters Score: Raw -1235332.788744 + Penalty 1850.951612 = -1233481.837132 nChanged 11 SP:Iteration 107Q (2153.324125 sec): 3 clusters Score: Raw -1235333.706411 + Penalty 1850.951612 = -1233482.754800 nChanged 13 SP:Iteration 108Q (2153.385276 sec): 3 clusters Score: Raw -1235334.661612 + Penalty 1850.951612 = -1233483.710000 nChanged 22 SP:Iteration 109Q (2153.445871 sec): 3 clusters Score: Raw -1235336.211176 + Penalty 1850.951612 = -1233485.259564 nChanged 19 SP:Iteration 110Q (2153.506759 sec): 3 clusters Score: Raw -1235337.574999 + Penalty 1850.951612 = -1233486.623388 nChanged 17 SP:Iteration 111Q (2153.563959 sec): 3 clusters Score: Raw -1235339.131294 + Penalty 1850.951612 = -1233488.179683 nChanged 21 SP:Iteration 112Q (2153.633868 sec): 3 clusters Score: Raw -1235341.092474 + Penalty 1850.951612 = -1233490.140863 nChanged 25 SP:Iteration 113Q (2153.707020 sec): 3 clusters Score: Raw -1235342.827423 + Penalty 1850.951612 = -1233491.875812 nChanged 21 SP:Iteration 114Q (2153.769679 sec): 3 clusters Score: Raw -1235344.584097 + Penalty 1850.951612 = -1233493.632485 nChanged 27 SP:Iteration 115Q (2153.827829 sec): 3 clusters Score: Raw -1235346.776607 + Penalty 1850.951612 = -1233495.824996 nChanged 20 SP:Iteration 116Q (2153.888220 sec): 3 clusters Score: Raw -1235348.162184 + Penalty 1850.951612 = -1233497.210572 nChanged 19 SP:Iteration 117Q (2153.955314 sec): 3 clusters Score: Raw -1235349.202838 + Penalty 1850.951612 = -1233498.251227 nChanged 15 SP:Iteration 118Q (2154.009987 sec): 3 clusters Score: Raw -1235350.297480 + Penalty 1850.951612 = -1233499.345869 nChanged 20 SP:Iteration 119Q (2154.080107 sec): 3 clusters Score: Raw -1235352.179996 + Penalty 1850.951612 = -1233501.228385 nChanged 22 SP:Iteration 120F (2154.136091 sec): 3 clusters Score: Raw -1235353.890798 + Penalty 1850.951612 = -1233502.939187 nChanged 21 SP:Iteration 121Q (2154.199738 sec): 3 clusters Score: Raw -1235355.414007 + Penalty 1850.951612 = -1233504.462396 nChanged 19 SP:Iteration 122Q (2154.252127 sec): 3 clusters Score: Raw -1235357.148775 + Penalty 1850.951612 = -1233506.197163 nChanged 21 SP:Iteration 123Q (2154.318060 sec): 3 clusters Score: Raw -1235359.064178 + Penalty 1850.951612 = -1233508.112567 nChanged 18 SP:Iteration 124Q (2154.379625 sec): 3 clusters Score: Raw -1235360.199265 + Penalty 1850.951612 = -1233509.247653 nChanged 17 SP:Iteration 125Q (2154.451253 sec): 3 clusters Score: Raw -1235361.203277 + Penalty 1850.951612 = -1233510.251665 nChanged 15 SP:Iteration 126Q (2154.509975 sec): 3 clusters Score: Raw -1235361.916908 + Penalty 1850.951612 = -1233510.965296 nChanged 16 SP:Iteration 127Q (2154.581346 sec): 3 clusters Score: Raw -1235362.859785 + Penalty 1850.951612 = -1233511.908174 nChanged 17 SP:Iteration 128Q (2154.649637 sec): 3 clusters Score: Raw -1235364.051042 + Penalty 1850.951612 = -1233513.099431 nChanged 14 SP:Iteration 129Q (2154.704295 sec): 3 clusters Score: Raw -1235365.195318 + Penalty 1850.951612 = -1233514.243707 nChanged 12 SP:Iteration 130Q (2154.774225 sec): 3 clusters Score: Raw -1235366.080120 + Penalty 1850.951612 = -1233515.128508 nChanged 15 SP:Iteration 131Q (2154.836851 sec): 3 clusters Score: Raw -1235367.131183 + Penalty 1850.951612 = -1233516.179571 nChanged 12 SP:Iteration 132Q (2154.903814 sec): 3 clusters Score: Raw -1235368.131775 + Penalty 1850.951612 = -1233517.180164 nChanged 13 SP:Iteration 133Q (2154.969364 sec): 3 clusters Score: Raw -1235369.085668 + Penalty 1850.951612 = -1233518.134057 nChanged 12 SP:Iteration 134Q (2155.025848 sec): 3 clusters Score: Raw -1235369.998812 + Penalty 1850.951612 = -1233519.047200 nChanged 13 SP:Iteration 135Q (2155.091659 sec): 3 clusters Score: Raw -1235370.877978 + Penalty 1850.951612 = -1233519.926367 nChanged 13 SP:Iteration 136Q (2155.155802 sec): 3 clusters Score: Raw -1235372.184553 + Penalty 1850.951612 = -1233521.232941 nChanged 12 SP:Iteration 137Q (2155.222626 sec): 3 clusters Score: Raw -1235372.985164 + Penalty 1850.951612 = -1233522.033553 nChanged 11 SP:Iteration 138Q (2155.291456 sec): 3 clusters Score: Raw -1235373.820623 + Penalty 1850.951612 = -1233522.869011 nChanged 12 SP:Iteration 139Q (2155.344765 sec): 3 clusters Score: Raw -1235374.879315 + Penalty 1850.951612 = -1233523.927704 nChanged 15 SP:Iteration 140F (2155.406809 sec): 3 clusters Score: Raw -1235376.026130 + Penalty 1850.951612 = -1233525.074519 nChanged 16 SP:Iteration 141Q (2155.470462 sec): 3 clusters Score: Raw -1235377.055457 + Penalty 1850.951612 = -1233526.103845 nChanged 17 SP:Iteration 142Q (2155.536385 sec): 3 clusters Score: Raw -1235377.891641 + Penalty 1850.951612 = -1233526.940030 nChanged 14 SP:Iteration 143Q (2155.599640 sec): 3 clusters Score: Raw -1235379.049594 + Penalty 1850.951612 = -1233528.097983 nChanged 17 SP:Iteration 144Q (2155.656816 sec): 3 clusters Score: Raw -1235381.016183 + Penalty 1850.951612 = -1233530.064572 nChanged 24 SP:Iteration 145Q (2155.725668 sec): 3 clusters Score: Raw -1235383.154326 + Penalty 1850.951612 = -1233532.202714 nChanged 19 SP:Iteration 146Q (2155.796718 sec): 3 clusters Score: Raw -1235384.931626 + Penalty 1850.951612 = -1233533.980014 nChanged 19 SP:Iteration 147Q (2155.856319 sec): 3 clusters Score: Raw -1235386.599064 + Penalty 1850.951612 = -1233535.647453 nChanged 15 SP:Iteration 148Q (2155.931748 sec): 3 clusters Score: Raw -1235387.946660 + Penalty 1850.951612 = -1233536.995049 nChanged 18 SP:Iteration 149Q (2156.001559 sec): 3 clusters Score: Raw -1235389.778611 + Penalty 1850.951612 = -1233538.826999 nChanged 22 SP:Iteration 150Q (2156.069309 sec): 3 clusters Score: Raw -1235391.644037 + Penalty 1850.951612 = -1233540.692425 nChanged 15 SP:Iteration 151Q (2156.133595 sec): 3 clusters Score: Raw -1235392.977519 + Penalty 1850.951612 = -1233542.025907 nChanged 16 SP:Iteration 152Q (2156.204390 sec): 3 clusters Score: Raw -1235394.146563 + Penalty 1850.951612 = -1233543.194951 nChanged 15 SP:Iteration 153Q (2156.267311 sec): 3 clusters Score: Raw -1235394.744675 + Penalty 1850.951612 = -1233543.793064 nChanged 8 SP:Iteration 154Q (2156.334114 sec): 3 clusters Score: Raw -1235395.292878 + Penalty 1850.951612 = -1233544.341267 nChanged 11 SP:Iteration 155Q (2156.390261 sec): 3 clusters Score: Raw -1235396.132270 + Penalty 1850.951612 = -1233545.180658 nChanged 12 SP:Iteration 156Q (2156.455471 sec): 3 clusters Score: Raw -1235396.731425 + Penalty 1850.951612 = -1233545.779813 nChanged 8 SP:Iteration 157Q (2156.527355 sec): 3 clusters Score: Raw -1235397.199616 + Penalty 1850.951612 = -1233546.248005 nChanged 8 SP:Iteration 158Q (2156.590030 sec): 3 clusters Score: Raw -1235397.929529 + Penalty 1850.951612 = -1233546.977917 nChanged 15 SP:Iteration 159Q (2156.659782 sec): 3 clusters Score: Raw -1235399.233193 + Penalty 1850.951612 = -1233548.281582 nChanged 21 SP:Iteration 160F (2156.726701 sec): 3 clusters Score: Raw -1235400.920197 + Penalty 1850.951612 = -1233549.968585 nChanged 19 SP:Iteration 161Q (2156.781468 sec): 3 clusters Score: Raw -1235402.175948 + Penalty 1850.951612 = -1233551.224337 nChanged 18 SP:Iteration 162Q (2156.851666 sec): 3 clusters Score: Raw -1235403.740125 + Penalty 1850.951612 = -1233552.788514 nChanged 15 SP:Iteration 163Q (2156.913003 sec): 3 clusters Score: Raw -1235404.915082 + Penalty 1850.951612 = -1233553.963470 nChanged 15 SP:Iteration 164Q (2156.979234 sec): 3 clusters Score: Raw -1235406.200984 + Penalty 1850.951612 = -1233555.249373 nChanged 17 SP:Iteration 165Q (2157.042755 sec): 3 clusters Score: Raw -1235407.605197 + Penalty 1850.951612 = -1233556.653585 nChanged 21 SP:Iteration 166Q (2157.098154 sec): 3 clusters Score: Raw -1235409.970331 + Penalty 1850.951612 = -1233559.018720 nChanged 20 SP:Iteration 167Q (2157.170350 sec): 3 clusters Score: Raw -1235412.145559 + Penalty 1850.951612 = -1233561.193948 nChanged 25 SP:Iteration 168Q (2157.227198 sec): 3 clusters Score: Raw -1235414.445465 + Penalty 1850.951612 = -1233563.493853 nChanged 22 SP:Iteration 169Q (2157.294596 sec): 3 clusters Score: Raw -1235416.226326 + Penalty 1850.951612 = -1233565.274714 nChanged 25 SP:Iteration 170Q (2157.357643 sec): 3 clusters Score: Raw -1235418.418312 + Penalty 1850.951612 = -1233567.466701 nChanged 22 SP:Iteration 171Q (2157.421911 sec): 3 clusters Score: Raw -1235420.883863 + Penalty 1850.951612 = -1233569.932252 nChanged 24 SP:Iteration 172Q (2157.489089 sec): 3 clusters Score: Raw -1235423.676662 + Penalty 1850.951612 = -1233572.725050 nChanged 23 SP:Iteration 173Q (2157.550402 sec): 3 clusters Score: Raw -1235425.928019 + Penalty 1850.951612 = -1233574.976407 nChanged 30 SP:Iteration 174Q (2157.614951 sec): 3 clusters Score: Raw -1235429.029462 + Penalty 1850.951612 = -1233578.077851 nChanged 41 SP:Iteration 175Q (2157.671209 sec): 3 clusters Score: Raw -1235433.580397 + Penalty 1850.951612 = -1233582.628786 nChanged 34 SP:Iteration 176Q (2157.739876 sec): 3 clusters Score: Raw -1235437.205670 + Penalty 1850.951612 = -1233586.254058 nChanged 41 SP:Iteration 177Q (2157.804182 sec): 3 clusters Score: Raw -1235441.383781 + Penalty 1850.951612 = -1233590.432170 nChanged 45 SP:Iteration 178Q (2157.871269 sec): 3 clusters Score: Raw -1235448.329388 + Penalty 1850.951612 = -1233597.377776 nChanged 60 SP:Iteration 179Q (2157.938044 sec): 3 clusters Score: Raw -1235456.217791 + Penalty 1850.951612 = -1233605.266179 nChanged 62 SP:Iteration 180F (2157.998777 sec): 3 clusters Score: Raw -1235463.872448 + Penalty 1850.951612 = -1233612.920836 nChanged 53 SP:Iteration 181Q (2158.056650 sec): 3 clusters Score: Raw -1235471.623509 + Penalty 1850.951612 = -1233620.671897 nChanged 60 SP:Iteration 182Q (2158.125223 sec): 3 clusters Score: Raw -1235481.438063 + Penalty 1850.951612 = -1233630.486452 nChanged 53 SP:Iteration 183Q (2158.201442 sec): 3 clusters Score: Raw -1235492.162365 + Penalty 1850.951612 = -1233641.210753 nChanged 58 SP:Iteration 184Q (2158.262634 sec): 3 clusters Score: Raw -1235503.221535 + Penalty 1850.951612 = -1233652.269924 nChanged 59 SP:Iteration 185Q (2158.325891 sec): 3 clusters Score: Raw -1235512.456553 + Penalty 1850.951612 = -1233661.504941 nChanged 53 SP:Iteration 186Q (2158.392254 sec): 3 clusters Score: Raw -1235521.868982 + Penalty 1850.951612 = -1233670.917370 nChanged 57 SP:Iteration 187Q (2158.448845 sec): 3 clusters Score: Raw -1235532.702531 + Penalty 1850.951612 = -1233681.750919 nChanged 60 SP:Iteration 188Q (2158.511964 sec): 3 clusters Score: Raw -1235544.438345 + Penalty 1850.951612 = -1233693.486734 nChanged 69 SP:Iteration 189Q (2158.567558 sec): 3 clusters Score: Raw -1235557.757765 + Penalty 1850.951612 = -1233706.806154 nChanged 61 SP:Iteration 190Q (2158.636961 sec): 3 clusters Score: Raw -1235568.363376 + Penalty 1850.951612 = -1233717.411764 nChanged 67 SP:Iteration 191Q (2158.688127 sec): 3 clusters Score: Raw -1235577.483346 + Penalty 1850.951612 = -1233726.531734 nChanged 41 SP:Iteration 192Q (2158.755134 sec): 3 clusters Score: Raw -1235584.025323 + Penalty 1850.951612 = -1233733.073711 nChanged 38 SP:Iteration 193Q (2158.817106 sec): 3 clusters Score: Raw -1235589.432505 + Penalty 1850.951612 = -1233738.480893 nChanged 40 SP:Iteration 194Q (2158.874873 sec): 3 clusters Score: Raw -1235596.029081 + Penalty 1850.951612 = -1233745.077470 nChanged 49 SP:Iteration 195Q (2158.936008 sec): 3 clusters Score: Raw -1235603.905169 + Penalty 1850.951612 = -1233752.953558 nChanged 39 SP:Iteration 196Q (2159.018384 sec): 3 clusters Score: Raw -1235609.467461 + Penalty 1850.951612 = -1233758.515849 nChanged 37 SP:Iteration 197Q (2159.073407 sec): 3 clusters Score: Raw -1235615.185378 + Penalty 1850.951612 = -1233764.233766 nChanged 42 SP:Iteration 198Q (2159.131189 sec): 3 clusters Score: Raw -1235621.551284 + Penalty 1850.951612 = -1233770.599672 nChanged 34 SP:Iteration 199Q (2159.198381 sec): 3 clusters Score: Raw -1235625.726427 + Penalty 1850.951612 = -1233774.774816 nChanged 35 SP:Iteration 200F (2159.268196 sec): 3 clusters Score: Raw -1235630.485503 + Penalty 1850.951612 = -1233779.533891 nChanged 31 SP:Iteration 201Q (2159.324917 sec): 3 clusters Score: Raw -1235635.053759 + Penalty 1850.951612 = -1233784.102148 nChanged 30 SP:Iteration 202Q (2159.378762 sec): 3 clusters Score: Raw -1235639.393670 + Penalty 1850.951612 = -1233788.442059 nChanged 26 SP:Iteration 203Q (2159.439042 sec): 3 clusters Score: Raw -1235643.382554 + Penalty 1850.951612 = -1233792.430942 nChanged 30 SP:Iteration 204Q (2159.504343 sec): 3 clusters Score: Raw -1235647.898993 + Penalty 1850.951612 = -1233796.947382 nChanged 25 SP:Iteration 205Q (2159.563212 sec): 3 clusters Score: Raw -1235650.485138 + Penalty 1850.951612 = -1233799.533526 nChanged 18 SP:Iteration 206Q (2159.618665 sec): 3 clusters Score: Raw -1235652.746899 + Penalty 1850.951612 = -1233801.795288 nChanged 15 SP:Iteration 207Q (2159.683959 sec): 3 clusters Score: Raw -1235655.013933 + Penalty 1850.951612 = -1233804.062321 nChanged 19 SP:Iteration 208Q (2159.737978 sec): 3 clusters Score: Raw -1235658.114801 + Penalty 1850.951612 = -1233807.163189 nChanged 20 SP:Iteration 209Q (2159.803157 sec): 3 clusters Score: Raw -1235660.629045 + Penalty 1850.951612 = -1233809.677433 nChanged 12 SP:Iteration 210Q (2159.863244 sec): 3 clusters Score: Raw -1235661.557573 + Penalty 1850.951612 = -1233810.605961 nChanged 7 SP:Iteration 211Q (2159.926898 sec): 3 clusters Score: Raw -1235662.458246 + Penalty 1850.951612 = -1233811.506634 nChanged 5 SP:Iteration 212Q (2159.990021 sec): 3 clusters Score: Raw -1235663.345564 + Penalty 1850.951612 = -1233812.393953 nChanged 9 SP:Iteration 213Q (2160.048785 sec): 3 clusters Score: Raw -1235664.278050 + Penalty 1850.951612 = -1233813.326439 nChanged 5 SP:Iteration 214Q (2160.116764 sec): 3 clusters Score: Raw -1235665.048713 + Penalty 1850.951612 = -1233814.097102 nChanged 5 SP:Iteration 215Q (2160.170025 sec): 3 clusters Score: Raw -1235665.807379 + Penalty 1850.951612 = -1233814.855767 nChanged 6 SP:Iteration 216Q (2160.247359 sec): 3 clusters Score: Raw -1235666.757097 + Penalty 1850.951612 = -1233815.805486 nChanged 10 SP:Iteration 217Q (2160.315174 sec): 3 clusters Score: Raw -1235667.927892 + Penalty 1850.951612 = -1233816.976280 nChanged 10 SP:Iteration 218Q (2160.373465 sec): 3 clusters Score: Raw -1235668.937249 + Penalty 1850.951612 = -1233817.985638 nChanged 7 SP:Iteration 219Q (2160.452177 sec): 3 clusters Score: Raw -1235669.652713 + Penalty 1850.951612 = -1233818.701102 nChanged 9 SP:Iteration 220F (2160.512991 sec): 3 clusters Score: Raw -1235670.258148 + Penalty 1850.951612 = -1233819.306536 nChanged 7 SP:Iteration 221Q (2160.590651 sec): 3 clusters Score: Raw -1235670.998144 + Penalty 1850.951612 = -1233820.046533 nChanged 8 SP:Iteration 222Q (2160.653942 sec): 3 clusters Score: Raw -1235671.730927 + Penalty 1850.951612 = -1233820.779316 nChanged 13 SP:Iteration 223Q (2160.722475 sec): 3 clusters Score: Raw -1235673.431499 + Penalty 1850.951612 = -1233822.479887 nChanged 15 SP:Iteration 224Q (2160.780458 sec): 3 clusters Score: Raw -1235675.448070 + Penalty 1850.951612 = -1233824.496459 nChanged 13 SP:Iteration 225Q (2160.848347 sec): 3 clusters Score: Raw -1235677.707962 + Penalty 1850.951612 = -1233826.756351 nChanged 20 SP:Iteration 226Q (2160.910854 sec): 3 clusters Score: Raw -1235681.121273 + Penalty 1850.951612 = -1233830.169661 nChanged 20 SP:Iteration 227Q (2160.985005 sec): 3 clusters Score: Raw -1235684.774639 + Penalty 1850.951612 = -1233833.823028 nChanged 23 SP:Iteration 228Q (2161.042551 sec): 3 clusters Score: Raw -1235687.306198 + Penalty 1850.951612 = -1233836.354587 nChanged 15 SP:Iteration 229Q (2161.107935 sec): 3 clusters Score: Raw -1235689.503047 + Penalty 1850.951612 = -1233838.551436 nChanged 19 SP:Iteration 230Q (2161.180072 sec): 3 clusters Score: Raw -1235692.307141 + Penalty 1850.951612 = -1233841.355529 nChanged 16 SP:Iteration 231Q (2161.231163 sec): 3 clusters Score: Raw -1235694.550699 + Penalty 1850.951612 = -1233843.599088 nChanged 17 SP:Iteration 232Q (2161.297928 sec): 3 clusters Score: Raw -1235696.622007 + Penalty 1850.951612 = -1233845.670395 nChanged 15 SP:Iteration 233Q (2161.374548 sec): 3 clusters Score: Raw -1235698.294827 + Penalty 1850.951612 = -1233847.343216 nChanged 11 SP:Iteration 234Q (2161.438120 sec): 3 clusters Score: Raw -1235699.838505 + Penalty 1850.951612 = -1233848.886894 nChanged 3 SP:Iteration 235Q (2161.507752 sec): 3 clusters Score: Raw -1235700.276927 + Penalty 1850.951612 = -1233849.325315 nChanged 6 SP:Iteration 236Q (2161.575564 sec): 3 clusters Score: Raw -1235700.864195 + Penalty 1850.951612 = -1233849.912583 nChanged 7 SP:Iteration 237Q (2161.640774 sec): 3 clusters Score: Raw -1235702.276715 + Penalty 1850.951612 = -1233851.325104 nChanged 12 SP:Iteration 238Q (2161.705645 sec): 3 clusters Score: Raw -1235705.148331 + Penalty 1850.951612 = -1233854.196720 nChanged 14 SP:Iteration 239Q (2161.768837 sec): 3 clusters Score: Raw -1235709.119452 + Penalty 1850.951612 = -1233858.167841 nChanged 22 SP:Iteration 240F (2161.836897 sec): 3 clusters Score: Raw -1235713.746907 + Penalty 1850.951612 = -1233862.795296 nChanged 20 SP:Iteration 241Q (2161.893961 sec): 3 clusters Score: Raw -1235716.159531 + Penalty 1850.951612 = -1233865.207920 nChanged 13 SP:Iteration 242Q (2161.956324 sec): 3 clusters Score: Raw -1235718.233183 + Penalty 1850.951612 = -1233867.281571 nChanged 18 SP:Iteration 243Q (2162.023566 sec): 3 clusters Score: Raw -1235721.322855 + Penalty 1850.951612 = -1233870.371243 nChanged 20 SP:Iteration 244Q (2162.089870 sec): 3 clusters Score: Raw -1235724.599706 + Penalty 1850.951612 = -1233873.648095 nChanged 20 SP:Iteration 245Q (2162.147233 sec): 3 clusters Score: Raw -1235728.269646 + Penalty 1850.951612 = -1233877.318035 nChanged 23 SP:Iteration 246Q (2162.214325 sec): 3 clusters Score: Raw -1235731.727381 + Penalty 1850.951612 = -1233880.775769 nChanged 18 SP:Iteration 247Q (2162.281662 sec): 3 clusters Score: Raw -1235734.115827 + Penalty 1850.951612 = -1233883.164216 nChanged 17 SP:Iteration 248Q (2162.342030 sec): 3 clusters Score: Raw -1235736.461644 + Penalty 1850.951612 = -1233885.510032 nChanged 20 SP:Iteration 249Q (2162.414570 sec): 3 clusters Score: Raw -1235739.627578 + Penalty 1850.951612 = -1233888.675966 nChanged 21 SP:Iteration 250Q (2162.478606 sec): 3 clusters Score: Raw -1235742.952404 + Penalty 1850.951612 = -1233892.000793 nChanged 16 SP:Iteration 251Q (2162.539601 sec): 3 clusters Score: Raw -1235745.756088 + Penalty 1850.951612 = -1233894.804476 nChanged 15 SP:Iteration 252Q (2162.618453 sec): 3 clusters Score: Raw -1235748.579844 + Penalty 1850.951612 = -1233897.628232 nChanged 14 SP:Iteration 253Q (2162.673491 sec): 3 clusters Score: Raw -1235750.042156 + Penalty 1850.951612 = -1233899.090545 nChanged 6 SP:Iteration 254Q (2162.738156 sec): 3 clusters Score: Raw -1235751.011466 + Penalty 1850.951612 = -1233900.059854 nChanged 11 SP:Iteration 255Q (2162.801411 sec): 3 clusters Score: Raw -1235753.645400 + Penalty 1850.951612 = -1233902.693788 nChanged 16 SP:Iteration 256Q (2162.872065 sec): 3 clusters Score: Raw -1235756.166259 + Penalty 1850.951612 = -1233905.214648 nChanged 11 SP:Iteration 257Q (2162.939907 sec): 3 clusters Score: Raw -1235757.596205 + Penalty 1850.951612 = -1233906.644594 nChanged 9 SP:Iteration 258Q (2163.004660 sec): 3 clusters Score: Raw -1235758.811888 + Penalty 1850.951612 = -1233907.860276 nChanged 10 SP:Iteration 259Q (2163.074341 sec): 3 clusters Score: Raw -1235760.738215 + Penalty 1850.951612 = -1233909.786604 nChanged 18 SP:Iteration 260F (2163.134959 sec): 3 clusters Score: Raw -1235765.352322 + Penalty 1850.951612 = -1233914.400711 nChanged 21 SP:Iteration 261Q (2163.205001 sec): 3 clusters Score: Raw -1235769.953657 + Penalty 1850.951612 = -1233919.002046 nChanged 23 SP:Iteration 262Q (2163.266886 sec): 3 clusters Score: Raw -1235773.844574 + Penalty 1850.951612 = -1233922.892962 nChanged 24 SP:Iteration 263Q (2163.339131 sec): 3 clusters Score: Raw -1235779.118275 + Penalty 1850.951612 = -1233928.166664 nChanged 25 SP:Iteration 264Q (2163.403007 sec): 3 clusters Score: Raw -1235783.838294 + Penalty 1850.951612 = -1233932.886683 nChanged 16 SP:Iteration 265Q (2163.461783 sec): 3 clusters Score: Raw -1235786.208424 + Penalty 1850.951612 = -1233935.256812 nChanged 11 SP:Iteration 266Q (2163.539468 sec): 3 clusters Score: Raw -1235787.500048 + Penalty 1850.951612 = -1233936.548436 nChanged 5 SP:Iteration 267Q (2163.597359 sec): 3 clusters Score: Raw -1235788.075112 + Penalty 1850.951612 = -1233937.123500 nChanged 3 SP:Iteration 268Q (2163.674474 sec): 3 clusters Score: Raw -1235788.492266 + Penalty 1850.951612 = -1233937.540655 nChanged 8 SP:Iteration 269Q (2163.728324 sec): 3 clusters Score: Raw -1235789.516444 + Penalty 1850.951612 = -1233938.564832 nChanged 9 SP:Iteration 270Q (2163.797440 sec): 3 clusters Score: Raw -1235790.662999 + Penalty 1850.951612 = -1233939.711388 nChanged 7 SP:Iteration 271Q (2163.870220 sec): 3 clusters Score: Raw -1235791.898042 + Penalty 1850.951612 = -1233940.946431 nChanged 8 SP:Iteration 272Q (2163.935642 sec): 3 clusters Score: Raw -1235793.115513 + Penalty 1850.951612 = -1233942.163901 nChanged 8 SP:Iteration 273Q (2163.999680 sec): 3 clusters Score: Raw -1235794.232639 + Penalty 1850.951612 = -1233943.281028 nChanged 9 SP:Iteration 274Q (2164.056156 sec): 3 clusters Score: Raw -1235795.217740 + Penalty 1850.951612 = -1233944.266129 nChanged 5 SP:Iteration 275Q (2164.131292 sec): 3 clusters Score: Raw -1235796.173491 + Penalty 1850.951612 = -1233945.221880 nChanged 8 SP:Iteration 276Q (2164.199804 sec): 3 clusters Score: Raw -1235797.264175 + Penalty 1850.951612 = -1233946.312563 nChanged 5 SP:Iteration 277Q (2164.267703 sec): 3 clusters Score: Raw -1235797.805102 + Penalty 1850.951612 = -1233946.853490 nChanged 4 SP:Iteration 278Q (2164.334135 sec): 3 clusters Score: Raw -1235798.501863 + Penalty 1850.951612 = -1233947.550251 nChanged 6 SP:Iteration 279Q (2164.391511 sec): 3 clusters Score: Raw -1235799.325211 + Penalty 1850.951612 = -1233948.373600 nChanged 7 SP:Iteration 280F (2164.461729 sec): 3 clusters Score: Raw -1235800.114783 + Penalty 1850.951612 = -1233949.163171 nChanged 4 SP:Iteration 281Q (2164.534598 sec): 3 clusters Score: Raw -1235801.126141 + Penalty 1850.951612 = -1233950.174529 nChanged 6 SP:Iteration 282Q (2164.595232 sec): 3 clusters Score: Raw -1235802.114124 + Penalty 1850.951612 = -1233951.162513 nChanged 4 SP:Iteration 283Q (2164.660003 sec): 3 clusters Score: Raw -1235802.610813 + Penalty 1850.951612 = -1233951.659202 nChanged 5 SP:Iteration 284Q (2164.727225 sec): 3 clusters Score: Raw -1235803.320574 + Penalty 1850.951612 = -1233952.368963 nChanged 9 SP:Iteration 285Q (2164.792737 sec): 3 clusters Score: Raw -1235805.442357 + Penalty 1850.951612 = -1233954.490745 nChanged 5 SP:Iteration 286Q (2164.857780 sec): 3 clusters Score: Raw -1235806.250544 + Penalty 1850.951612 = -1233955.298933 nChanged 8 SP:Iteration 287Q (2164.919920 sec): 3 clusters Score: Raw -1235807.333597 + Penalty 1850.951612 = -1233956.381986 nChanged 4 SP:Iteration 288Q (2164.988334 sec): 3 clusters Score: Raw -1235808.250814 + Penalty 1850.951612 = -1233957.299202 nChanged 6 SP:Iteration 289Q (2165.059572 sec): 3 clusters Score: Raw -1235809.479103 + Penalty 1850.951612 = -1233958.527492 nChanged 6 SP:Iteration 290Q (2165.116745 sec): 3 clusters Score: Raw -1235810.271731 + Penalty 1850.951612 = -1233959.320120 nChanged 2 SP:Iteration 291Q (2165.194319 sec): 3 clusters Score: Raw -1235810.408400 + Penalty 1850.951612 = -1233959.456789 nChanged 3 SP:Iteration 292Q (2165.251492 sec): 3 clusters Score: Raw -1235810.718372 + Penalty 1850.951612 = -1233959.766761 nChanged 1 SP:Iteration 293Q (2165.324575 sec): 3 clusters Score: Raw -1235810.761672 + Penalty 1850.951612 = -1233959.810060 nChanged 0 SP:Iteration 294F (2165.386364 sec): 3 clusters Score: Raw -1235810.761672 + Penalty 1850.951612 = -1233959.810060 nChanged 0 Trying to split cluster 5 (2033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2165.413148 sec): 2 clusters Score: Raw -144149.603239 + Penalty 723.640442 = -143425.962796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2165.459406 sec): 3 clusters Score: Raw -143162.559705 + Penalty 1447.280885 = -141715.278821 nChanged 813 SP:Iteration 1F (2165.501558 sec): 3 clusters Score: Raw -143646.221073 + Penalty 1447.280885 = -142198.940188 nChanged 167 SP:Iteration 2F (2165.545444 sec): 3 clusters Score: Raw -143759.394795 + Penalty 1447.280885 = -142312.113910 nChanged 122 SP:Iteration 3F (2165.601145 sec): 3 clusters Score: Raw -143838.190235 + Penalty 1447.280885 = -142390.909351 nChanged 91 SP:Iteration 4Q (2165.641495 sec): 3 clusters Score: Raw -143886.295842 + Penalty 1447.280885 = -142439.014957 nChanged 53 SP:Iteration 5Q (2165.690369 sec): 3 clusters Score: Raw -143912.544186 + Penalty 1447.280885 = -142465.263301 nChanged 45 SP:Iteration 6Q (2165.733442 sec): 3 clusters Score: Raw -143937.256265 + Penalty 1447.280885 = -142489.975380 nChanged 47 SP:Iteration 7Q (2165.782482 sec): 3 clusters Score: Raw -143962.295244 + Penalty 1447.280885 = -142515.014360 nChanged 38 SP:Iteration 8Q (2165.838359 sec): 3 clusters Score: Raw -143985.224287 + Penalty 1447.280885 = -142537.943402 nChanged 43 SP:Iteration 9Q (2165.892579 sec): 3 clusters Score: Raw -144009.865304 + Penalty 1447.280885 = -142562.584419 nChanged 36 SP:Iteration 10Q (2165.946249 sec): 3 clusters Score: Raw -144025.723948 + Penalty 1447.280885 = -142578.443063 nChanged 32 SP:Iteration 11Q (2165.998409 sec): 3 clusters Score: Raw -144038.031843 + Penalty 1447.280885 = -142590.750958 nChanged 26 SP:Iteration 12Q (2166.048556 sec): 3 clusters Score: Raw -144050.359526 + Penalty 1447.280885 = -142603.078642 nChanged 28 SP:Iteration 13Q (2166.100272 sec): 3 clusters Score: Raw -144062.567203 + Penalty 1447.280885 = -142615.286318 nChanged 24 SP:Iteration 14Q (2166.151870 sec): 3 clusters Score: Raw -144070.641919 + Penalty 1447.280885 = -142623.361035 nChanged 17 SP:Iteration 15Q (2166.204078 sec): 3 clusters Score: Raw -144076.421068 + Penalty 1447.280885 = -142629.140183 nChanged 16 SP:Iteration 16Q (2166.243143 sec): 3 clusters Score: Raw -144081.705590 + Penalty 1447.280885 = -142634.424706 nChanged 19 SP:Iteration 17Q (2166.293769 sec): 3 clusters Score: Raw -144087.133437 + Penalty 1447.280885 = -142639.852553 nChanged 19 SP:Iteration 18Q (2166.347184 sec): 3 clusters Score: Raw -144093.228675 + Penalty 1447.280885 = -142645.947790 nChanged 19 SP:Iteration 19Q (2166.385965 sec): 3 clusters Score: Raw -144098.198389 + Penalty 1447.280885 = -142650.917505 nChanged 13 SP:Iteration 20F (2166.436537 sec): 3 clusters Score: Raw -144103.513768 + Penalty 1447.280885 = -142656.232883 nChanged 14 SP:Iteration 21Q (2166.487390 sec): 3 clusters Score: Raw -144109.507865 + Penalty 1447.280885 = -142662.226980 nChanged 15 SP:Iteration 22Q (2166.544446 sec): 3 clusters Score: Raw -144116.719383 + Penalty 1447.280885 = -142669.438499 nChanged 8 SP:Iteration 23Q (2166.590778 sec): 3 clusters Score: Raw -144120.360758 + Penalty 1447.280885 = -142673.079874 nChanged 10 SP:Iteration 24Q (2166.647170 sec): 3 clusters Score: Raw -144123.869092 + Penalty 1447.280885 = -142676.588207 nChanged 14 SP:Iteration 25Q (2166.685616 sec): 3 clusters Score: Raw -144130.853559 + Penalty 1447.280885 = -142683.572675 nChanged 13 SP:Iteration 26Q (2166.740294 sec): 3 clusters Score: Raw -144135.472918 + Penalty 1447.280885 = -142688.192033 nChanged 12 SP:Iteration 27Q (2166.784047 sec): 3 clusters Score: Raw -144138.794104 + Penalty 1447.280885 = -142691.513220 nChanged 13 SP:Iteration 28Q (2166.834246 sec): 3 clusters Score: Raw -144142.572872 + Penalty 1447.280885 = -142695.291987 nChanged 8 SP:Iteration 29Q (2166.870995 sec): 3 clusters Score: Raw -144144.594425 + Penalty 1447.280885 = -142697.313540 nChanged 8 SP:Iteration 30Q (2166.927603 sec): 3 clusters Score: Raw -144148.613336 + Penalty 1447.280885 = -142701.332452 nChanged 8 SP:Iteration 31Q (2166.979433 sec): 3 clusters Score: Raw -144151.332675 + Penalty 1447.280885 = -142704.051790 nChanged 8 SP:Iteration 32Q (2167.034508 sec): 3 clusters Score: Raw -144155.240684 + Penalty 1447.280885 = -142707.959800 nChanged 14 SP:Iteration 33Q (2167.072007 sec): 3 clusters Score: Raw -144162.913135 + Penalty 1447.280885 = -142715.632250 nChanged 16 SP:Iteration 34Q (2167.120644 sec): 3 clusters Score: Raw -144171.600651 + Penalty 1447.280885 = -142724.319766 nChanged 27 SP:Iteration 35Q (2167.176265 sec): 3 clusters Score: Raw -144182.974996 + Penalty 1447.280885 = -142735.694111 nChanged 19 SP:Iteration 36Q (2167.230874 sec): 3 clusters Score: Raw -144191.575300 + Penalty 1447.280885 = -142744.294416 nChanged 20 SP:Iteration 37Q (2167.278811 sec): 3 clusters Score: Raw -144199.621183 + Penalty 1447.280885 = -142752.340299 nChanged 14 SP:Iteration 38Q (2167.324002 sec): 3 clusters Score: Raw -144204.392675 + Penalty 1447.280885 = -142757.111790 nChanged 23 SP:Iteration 39Q (2167.386453 sec): 3 clusters Score: Raw -144214.257629 + Penalty 1447.280885 = -142766.976745 nChanged 30 SP:Iteration 40F (2167.439387 sec): 3 clusters Score: Raw -144228.597940 + Penalty 1447.280885 = -142781.317055 nChanged 29 SP:Iteration 41Q (2167.482613 sec): 3 clusters Score: Raw -144244.539581 + Penalty 1447.280885 = -142797.258696 nChanged 24 SP:Iteration 42Q (2167.530257 sec): 3 clusters Score: Raw -144261.615135 + Penalty 1447.280885 = -142814.334251 nChanged 27 SP:Iteration 43Q (2167.582969 sec): 3 clusters Score: Raw -144276.951833 + Penalty 1447.280885 = -142829.670949 nChanged 24 SP:Iteration 44Q (2167.636164 sec): 3 clusters Score: Raw -144290.743002 + Penalty 1447.280885 = -142843.462117 nChanged 24 SP:Iteration 45Q (2167.688186 sec): 3 clusters Score: Raw -144301.741638 + Penalty 1447.280885 = -142854.460753 nChanged 17 SP:Iteration 46Q (2167.741574 sec): 3 clusters Score: Raw -144308.732109 + Penalty 1447.280885 = -142861.451224 nChanged 10 SP:Iteration 47Q (2167.791416 sec): 3 clusters Score: Raw -144312.820147 + Penalty 1447.280885 = -142865.539262 nChanged 10 SP:Iteration 48Q (2167.838223 sec): 3 clusters Score: Raw -144317.773133 + Penalty 1447.280885 = -142870.492249 nChanged 17 SP:Iteration 49Q (2167.893241 sec): 3 clusters Score: Raw -144329.459906 + Penalty 1447.280885 = -142882.179022 nChanged 19 SP:Iteration 50Q (2167.943749 sec): 3 clusters Score: Raw -144341.678175 + Penalty 1447.280885 = -142894.397290 nChanged 19 SP:Iteration 51Q (2167.987213 sec): 3 clusters Score: Raw -144354.583661 + Penalty 1447.280885 = -142907.302777 nChanged 9 SP:Iteration 52Q (2168.035973 sec): 3 clusters Score: Raw -144359.308329 + Penalty 1447.280885 = -142912.027445 nChanged 7 SP:Iteration 53Q (2168.085122 sec): 3 clusters Score: Raw -144363.394362 + Penalty 1447.280885 = -142916.113478 nChanged 4 SP:Iteration 54Q (2168.143186 sec): 3 clusters Score: Raw -144365.132441 + Penalty 1447.280885 = -142917.851557 nChanged 5 SP:Iteration 55Q (2168.185764 sec): 3 clusters Score: Raw -144367.088153 + Penalty 1447.280885 = -142919.807269 nChanged 3 SP:Iteration 56Q (2168.232082 sec): 3 clusters Score: Raw -144368.343371 + Penalty 1447.280885 = -142921.062487 nChanged 0 SP:Iteration 57F (2168.295435 sec): 3 clusters Score: Raw -144368.343371 + Penalty 1447.280885 = -142921.062487 nChanged 0 Trying to split cluster 6 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2168.321136 sec): 2 clusters Score: Raw -19055.684656 + Penalty 553.189360 = -18502.495296 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2168.368667 sec): 3 clusters Score: Raw -19027.568705 + Penalty 1106.378720 = -17921.189985 nChanged 89 SP:Iteration 1F (2168.407538 sec): 3 clusters Score: Raw -19190.391466 + Penalty 1106.378720 = -18084.012746 nChanged 35 SP:Iteration 2F (2168.457564 sec): 3 clusters Score: Raw -19275.085470 + Penalty 1106.378720 = -18168.706750 nChanged 23 SP:Iteration 3F (2168.507655 sec): 3 clusters Score: Raw -19344.443163 + Penalty 1106.378720 = -18238.064443 nChanged 16 SP:Iteration 4Q (2168.553421 sec): 3 clusters Score: Raw -19382.355431 + Penalty 1106.378720 = -18275.976711 nChanged 11 SP:Iteration 5Q (2168.603724 sec): 3 clusters Score: Raw -19397.141682 + Penalty 1106.378720 = -18290.762962 nChanged 4 SP:Iteration 6Q (2168.658175 sec): 3 clusters Score: Raw -19402.487104 + Penalty 1106.378720 = -18296.108384 nChanged 3 SP:Iteration 7Q (2168.707216 sec): 3 clusters Score: Raw -19404.771965 + Penalty 1106.378720 = -18298.393245 nChanged 1 SP:Iteration 8Q (2168.752583 sec): 3 clusters Score: Raw -19406.222790 + Penalty 1106.378720 = -18299.844070 nChanged 2 SP:Iteration 9Q (2168.784662 sec): 3 clusters Score: Raw -19407.557971 + Penalty 1106.378720 = -18301.179251 nChanged 0 SP:Iteration 10F (2168.827080 sec): 3 clusters Score: Raw -19407.557971 + Penalty 1106.378720 = -18301.179251 nChanged 0 Trying to split cluster 7 (37829 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2168.898145 sec): 2 clusters Score: Raw -2839400.657418 + Penalty 1001.378972 = -2838399.278446 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2168.977664 sec): 3 clusters Score: Raw -2815137.093731 + Penalty 2002.757944 = -2813134.335787 nChanged 17965 SP:Iteration 1F (2169.076799 sec): 3 clusters Score: Raw -2825679.271578 + Penalty 2002.757944 = -2823676.513635 nChanged 1873 SP:Iteration 2Q (2169.171984 sec): 3 clusters Score: Raw -2826434.194614 + Penalty 2002.757944 = -2824431.436670 nChanged 2058 SP:Iteration 3F (2169.259879 sec): 3 clusters Score: Raw -2827393.832098 + Penalty 2002.757944 = -2825391.074154 nChanged 2187 SP:Iteration 4F (2169.344462 sec): 3 clusters Score: Raw -2828510.908958 + Penalty 2002.757944 = -2826508.151014 nChanged 2266 SP:Iteration 5F (2169.441698 sec): 3 clusters Score: Raw -2829771.726002 + Penalty 2002.757944 = -2827768.968058 nChanged 2237 SP:Iteration 6F (2169.531062 sec): 3 clusters Score: Raw -2831065.792401 + Penalty 2002.757944 = -2829063.034457 nChanged 2138 SP:Iteration 7F (2169.617568 sec): 3 clusters Score: Raw -2832395.372553 + Penalty 2002.757944 = -2830392.614609 nChanged 1956 SP:Iteration 8F (2169.705541 sec): 3 clusters Score: Raw -2833692.921602 + Penalty 2002.757944 = -2831690.163658 nChanged 1757 SP:Iteration 9Q (2169.796287 sec): 3 clusters Score: Raw -2834861.261803 + Penalty 2002.757944 = -2832858.503859 nChanged 1496 SP:Iteration 10Q (2169.882812 sec): 3 clusters Score: Raw -2835900.374298 + Penalty 2002.757944 = -2833897.616354 nChanged 1236 SP:Iteration 11Q (2169.976901 sec): 3 clusters Score: Raw -2836826.538278 + Penalty 2002.757944 = -2834823.780335 nChanged 981 SP:Iteration 12Q (2170.058069 sec): 3 clusters Score: Raw -2837575.938053 + Penalty 2002.757944 = -2835573.180109 nChanged 775 SP:Iteration 13Q (2170.139061 sec): 3 clusters Score: Raw -2838139.371089 + Penalty 2002.757944 = -2836136.613145 nChanged 645 SP:Iteration 14Q (2170.225310 sec): 3 clusters Score: Raw -2838603.510336 + Penalty 2002.757944 = -2836600.752392 nChanged 482 SP:Iteration 15Q (2170.307737 sec): 3 clusters Score: Raw -2838926.562933 + Penalty 2002.757944 = -2836923.804989 nChanged 402 SP:Iteration 16Q (2170.393478 sec): 3 clusters Score: Raw -2839164.643842 + Penalty 2002.757944 = -2837161.885899 nChanged 326 SP:Iteration 17Q (2170.485374 sec): 3 clusters Score: Raw -2839341.411524 + Penalty 2002.757944 = -2837338.653580 nChanged 262 SP:Iteration 18Q (2170.573108 sec): 3 clusters Score: Raw -2839471.678030 + Penalty 2002.757944 = -2837468.920086 nChanged 230 SP:Iteration 19Q (2170.657404 sec): 3 clusters Score: Raw -2839578.274362 + Penalty 2002.757944 = -2837575.516419 nChanged 186 SP:Iteration 20F (2170.756373 sec): 3 clusters Score: Raw -2839651.979526 + Penalty 2002.757944 = -2837649.221582 nChanged 149 SP:Iteration 21Q (2170.842249 sec): 3 clusters Score: Raw -2839703.062462 + Penalty 2002.757944 = -2837700.304519 nChanged 115 SP:Iteration 22Q (2170.930852 sec): 3 clusters Score: Raw -2839737.466907 + Penalty 2002.757944 = -2837734.708963 nChanged 95 SP:Iteration 23Q (2171.009491 sec): 3 clusters Score: Raw -2839766.005441 + Penalty 2002.757944 = -2837763.247497 nChanged 81 SP:Iteration 24Q (2171.091057 sec): 3 clusters Score: Raw -2839788.688854 + Penalty 2002.757944 = -2837785.930910 nChanged 73 SP:Iteration 25Q (2171.175787 sec): 3 clusters Score: Raw -2839808.092598 + Penalty 2002.757944 = -2837805.334654 nChanged 70 SP:Iteration 26Q (2171.263834 sec): 3 clusters Score: Raw -2839830.339023 + Penalty 2002.757944 = -2837827.581079 nChanged 66 SP:Iteration 27Q (2171.350660 sec): 3 clusters Score: Raw -2839851.766821 + Penalty 2002.757944 = -2837849.008878 nChanged 50 SP:Iteration 28Q (2171.440707 sec): 3 clusters Score: Raw -2839867.399212 + Penalty 2002.757944 = -2837864.641268 nChanged 52 SP:Iteration 29Q (2171.531604 sec): 3 clusters Score: Raw -2839884.340706 + Penalty 2002.757944 = -2837881.582762 nChanged 35 SP:Iteration 30Q (2171.616628 sec): 3 clusters Score: Raw -2839893.387868 + Penalty 2002.757944 = -2837890.629924 nChanged 33 SP:Iteration 31Q (2171.709247 sec): 3 clusters Score: Raw -2839903.102104 + Penalty 2002.757944 = -2837900.344160 nChanged 30 SP:Iteration 32Q (2171.797469 sec): 3 clusters Score: Raw -2839913.384319 + Penalty 2002.757944 = -2837910.626375 nChanged 22 SP:Iteration 33Q (2171.885829 sec): 3 clusters Score: Raw -2839920.083667 + Penalty 2002.757944 = -2837917.325724 nChanged 16 SP:Iteration 34Q (2171.972559 sec): 3 clusters Score: Raw -2839925.015080 + Penalty 2002.757944 = -2837922.257137 nChanged 15 SP:Iteration 35Q (2172.057877 sec): 3 clusters Score: Raw -2839928.948935 + Penalty 2002.757944 = -2837926.190991 nChanged 14 SP:Iteration 36Q (2172.139647 sec): 3 clusters Score: Raw -2839931.756200 + Penalty 2002.757944 = -2837928.998256 nChanged 14 SP:Iteration 37Q (2172.230707 sec): 3 clusters Score: Raw -2839935.286855 + Penalty 2002.757944 = -2837932.528912 nChanged 13 SP:Iteration 38Q (2172.319479 sec): 3 clusters Score: Raw -2839937.811191 + Penalty 2002.757944 = -2837935.053247 nChanged 17 SP:Iteration 39Q (2172.405114 sec): 3 clusters Score: Raw -2839942.007335 + Penalty 2002.757944 = -2837939.249391 nChanged 16 SP:Iteration 40F (2172.504948 sec): 3 clusters Score: Raw -2839945.111828 + Penalty 2002.757944 = -2837942.353884 nChanged 9 SP:Iteration 41Q (2172.592814 sec): 3 clusters Score: Raw -2839947.234357 + Penalty 2002.757944 = -2837944.476414 nChanged 10 SP:Iteration 42Q (2172.681125 sec): 3 clusters Score: Raw -2839949.873399 + Penalty 2002.757944 = -2837947.115455 nChanged 10 SP:Iteration 43Q (2172.770388 sec): 3 clusters Score: Raw -2839951.519137 + Penalty 2002.757944 = -2837948.761193 nChanged 6 SP:Iteration 44Q (2172.851453 sec): 3 clusters Score: Raw -2839952.391709 + Penalty 2002.757944 = -2837949.633765 nChanged 5 SP:Iteration 45Q (2172.939426 sec): 3 clusters Score: Raw -2839952.950308 + Penalty 2002.757944 = -2837950.192364 nChanged 5 SP:Iteration 46Q (2173.024453 sec): 3 clusters Score: Raw -2839953.629777 + Penalty 2002.757944 = -2837950.871833 nChanged 4 SP:Iteration 47Q (2173.107159 sec): 3 clusters Score: Raw -2839954.217134 + Penalty 2002.757944 = -2837951.459190 nChanged 6 SP:Iteration 48Q (2173.194895 sec): 3 clusters Score: Raw -2839954.798077 + Penalty 2002.757944 = -2837952.040133 nChanged 5 SP:Iteration 49Q (2173.279505 sec): 3 clusters Score: Raw -2839955.815419 + Penalty 2002.757944 = -2837953.057475 nChanged 3 SP:Iteration 50Q (2173.358020 sec): 3 clusters Score: Raw -2839956.383466 + Penalty 2002.757944 = -2837953.625522 nChanged 2 SP:Iteration 51Q (2173.438886 sec): 3 clusters Score: Raw -2839956.631264 + Penalty 2002.757944 = -2837953.873320 nChanged 1 SP:Iteration 52Q (2173.528967 sec): 3 clusters Score: Raw -2839956.674417 + Penalty 2002.757944 = -2837953.916473 nChanged 0 SP:Iteration 53F (2173.621252 sec): 3 clusters Score: Raw -2839956.674417 + Penalty 2002.757944 = -2837953.916473 nChanged 0 Trying to split cluster 8 (2460 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2173.653656 sec): 2 clusters Score: Raw -175697.809566 + Penalty 741.752080 = -174956.057486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2173.700968 sec): 3 clusters Score: Raw -174458.727589 + Penalty 1483.504159 = -172975.223430 nChanged 953 SP:Iteration 1F (2173.747242 sec): 3 clusters Score: Raw -175041.149380 + Penalty 1483.504159 = -173557.645220 nChanged 182 SP:Iteration 2F (2173.777858 sec): 3 clusters Score: Raw -175141.849703 + Penalty 1483.504159 = -173658.345544 nChanged 114 SP:Iteration 3Q (2173.825698 sec): 3 clusters Score: Raw -175204.151909 + Penalty 1483.504159 = -173720.647750 nChanged 94 SP:Iteration 4Q (2173.872706 sec): 3 clusters Score: Raw -175259.660383 + Penalty 1483.504159 = -173776.156223 nChanged 91 SP:Iteration 5Q (2173.922856 sec): 3 clusters Score: Raw -175305.232433 + Penalty 1483.504159 = -173821.728274 nChanged 85 SP:Iteration 6Q (2173.972125 sec): 3 clusters Score: Raw -175342.807730 + Penalty 1483.504159 = -173859.303571 nChanged 59 SP:Iteration 7Q (2174.006425 sec): 3 clusters Score: Raw -175376.793037 + Penalty 1483.504159 = -173893.288877 nChanged 70 SP:Iteration 8Q (2174.048534 sec): 3 clusters Score: Raw -175410.338868 + Penalty 1483.504159 = -173926.834708 nChanged 56 SP:Iteration 9Q (2174.104880 sec): 3 clusters Score: Raw -175437.070013 + Penalty 1483.504159 = -173953.565853 nChanged 54 SP:Iteration 10Q (2174.154633 sec): 3 clusters Score: Raw -175460.155444 + Penalty 1483.504159 = -173976.651285 nChanged 48 SP:Iteration 11Q (2174.204412 sec): 3 clusters Score: Raw -175487.791303 + Penalty 1483.504159 = -174004.287143 nChanged 50 SP:Iteration 12Q (2174.256152 sec): 3 clusters Score: Raw -175513.647573 + Penalty 1483.504159 = -174030.143413 nChanged 64 SP:Iteration 13Q (2174.295175 sec): 3 clusters Score: Raw -175545.737129 + Penalty 1483.504159 = -174062.232969 nChanged 53 SP:Iteration 14Q (2174.357224 sec): 3 clusters Score: Raw -175572.961269 + Penalty 1483.504159 = -174089.457110 nChanged 47 SP:Iteration 15Q (2174.404696 sec): 3 clusters Score: Raw -175596.450425 + Penalty 1483.504159 = -174112.946265 nChanged 35 SP:Iteration 16Q (2174.443316 sec): 3 clusters Score: Raw -175614.487234 + Penalty 1483.504159 = -174130.983075 nChanged 29 SP:Iteration 17Q (2174.488184 sec): 3 clusters Score: Raw -175624.311575 + Penalty 1483.504159 = -174140.807415 nChanged 16 SP:Iteration 18Q (2174.537250 sec): 3 clusters Score: Raw -175630.685030 + Penalty 1483.504159 = -174147.180871 nChanged 16 SP:Iteration 19Q (2174.575833 sec): 3 clusters Score: Raw -175636.671175 + Penalty 1483.504159 = -174153.167015 nChanged 12 SP:Iteration 20F (2174.624330 sec): 3 clusters Score: Raw -175640.907000 + Penalty 1483.504159 = -174157.402841 nChanged 13 SP:Iteration 21Q (2174.659815 sec): 3 clusters Score: Raw -175645.278567 + Penalty 1483.504159 = -174161.774408 nChanged 11 SP:Iteration 22Q (2174.696583 sec): 3 clusters Score: Raw -175647.861218 + Penalty 1483.504159 = -174164.357058 nChanged 7 SP:Iteration 23Q (2174.744648 sec): 3 clusters Score: Raw -175651.123084 + Penalty 1483.504159 = -174167.618924 nChanged 10 SP:Iteration 24Q (2174.788345 sec): 3 clusters Score: Raw -175655.478044 + Penalty 1483.504159 = -174171.973884 nChanged 13 SP:Iteration 25Q (2174.826065 sec): 3 clusters Score: Raw -175659.120638 + Penalty 1483.504159 = -174175.616478 nChanged 9 SP:Iteration 26Q (2174.876298 sec): 3 clusters Score: Raw -175661.682740 + Penalty 1483.504159 = -174178.178580 nChanged 5 SP:Iteration 27Q (2174.920305 sec): 3 clusters Score: Raw -175663.939578 + Penalty 1483.504159 = -174180.435418 nChanged 8 SP:Iteration 28Q (2174.957250 sec): 3 clusters Score: Raw -175666.174078 + Penalty 1483.504159 = -174182.669918 nChanged 6 SP:Iteration 29Q (2175.002827 sec): 3 clusters Score: Raw -175667.622632 + Penalty 1483.504159 = -174184.118472 nChanged 5 SP:Iteration 30Q (2175.037194 sec): 3 clusters Score: Raw -175669.003881 + Penalty 1483.504159 = -174185.499721 nChanged 4 SP:Iteration 31Q (2175.085426 sec): 3 clusters Score: Raw -175670.670686 + Penalty 1483.504159 = -174187.166526 nChanged 2 SP:Iteration 32Q (2175.129810 sec): 3 clusters Score: Raw -175671.490031 + Penalty 1483.504159 = -174187.985871 nChanged 3 SP:Iteration 33Q (2175.173446 sec): 3 clusters Score: Raw -175671.874358 + Penalty 1483.504159 = -174188.370199 nChanged 2 SP:Iteration 34Q (2175.215022 sec): 3 clusters Score: Raw -175671.998251 + Penalty 1483.504159 = -174188.494092 nChanged 0 SP:Iteration 35F (2175.254769 sec): 3 clusters Score: Raw -175671.998251 + Penalty 1483.504159 = -174188.494092 nChanged 0 Trying to split cluster 9 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.289010 sec): 2 clusters Score: Raw -14274.122039 + Penalty 526.046755 = -13748.075284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.318679 sec): 3 clusters Score: Raw -14317.074927 + Penalty 1052.093511 = -13264.981416 nChanged 57 SP:Iteration 1F (2175.359314 sec): 3 clusters Score: Raw -14461.016095 + Penalty 1052.093511 = -13408.922584 nChanged 27 SP:Iteration 2F (2175.408470 sec): 3 clusters Score: Raw -14561.483477 + Penalty 1052.093511 = -13509.389966 nChanged 10 SP:Iteration 3Q (2175.450313 sec): 3 clusters Score: Raw -14612.096914 + Penalty 1052.093511 = -13560.003403 nChanged 3 SP:Iteration 4Q (2175.490395 sec): 3 clusters Score: Raw -14618.343961 + Penalty 1052.093511 = -13566.250450 nChanged 2 SP:Iteration 5Q (2175.527259 sec): 3 clusters Score: Raw -14622.061957 + Penalty 1052.093511 = -13569.968446 nChanged 0 SP:Iteration 6F (2175.569743 sec): 3 clusters Score: Raw -14622.061957 + Penalty 1052.093511 = -13569.968446 nChanged 0 Trying to split cluster 10 (46033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2175.648098 sec): 2 clusters Score: Raw -3475658.049182 + Penalty 1020.025812 = -3474638.023370 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2175.735923 sec): 3 clusters Score: Raw -3445943.713825 + Penalty 2040.051624 = -3443903.662201 nChanged 21870 SP:Iteration 1F (2175.834974 sec): 3 clusters Score: Raw -3459046.773628 + Penalty 2040.051624 = -3457006.722004 nChanged 2113 SP:Iteration 2Q (2175.951200 sec): 3 clusters Score: Raw -3459920.619627 + Penalty 2040.051624 = -3457880.568004 nChanged 2351 SP:Iteration 3F (2176.043417 sec): 3 clusters Score: Raw -3461101.238514 + Penalty 2040.051624 = -3459061.186890 nChanged 2637 SP:Iteration 4F (2176.135960 sec): 3 clusters Score: Raw -3462662.450154 + Penalty 2040.051624 = -3460622.398530 nChanged 2836 SP:Iteration 5F (2176.202972 sec): 3 clusters Score: Raw -3464596.139529 + Penalty 2040.051624 = -3462556.087905 nChanged 2849 SP:Iteration 6F (2176.304016 sec): 3 clusters Score: Raw -3466645.752048 + Penalty 2040.051624 = -3464605.700424 nChanged 2573 SP:Iteration 7F (2176.405946 sec): 3 clusters Score: Raw -3468574.646737 + Penalty 2040.051624 = -3466534.595114 nChanged 2158 SP:Iteration 8Q (2176.503994 sec): 3 clusters Score: Raw -3470123.681562 + Penalty 2040.051624 = -3468083.629938 nChanged 1757 SP:Iteration 9Q (2176.613910 sec): 3 clusters Score: Raw -3471106.134959 + Penalty 2040.051624 = -3469066.083335 nChanged 1291 SP:Iteration 10Q (2176.713265 sec): 3 clusters Score: Raw -3471686.790961 + Penalty 2040.051624 = -3469646.739337 nChanged 977 SP:Iteration 11Q (2176.812295 sec): 3 clusters Score: Raw -3472060.860299 + Penalty 2040.051624 = -3470020.808675 nChanged 806 SP:Iteration 12Q (2176.913533 sec): 3 clusters Score: Raw -3472364.705876 + Penalty 2040.051624 = -3470324.654252 nChanged 738 SP:Iteration 13Q (2177.013383 sec): 3 clusters Score: Raw -3472639.583238 + Penalty 2040.051624 = -3470599.531615 nChanged 734 SP:Iteration 14Q (2177.113327 sec): 3 clusters Score: Raw -3472914.646819 + Penalty 2040.051624 = -3470874.595195 nChanged 740 SP:Iteration 15Q (2177.213274 sec): 3 clusters Score: Raw -3473203.998424 + Penalty 2040.051624 = -3471163.946800 nChanged 742 SP:Iteration 16Q (2177.306407 sec): 3 clusters Score: Raw -3473515.256832 + Penalty 2040.051624 = -3471475.205208 nChanged 737 SP:Iteration 17Q (2177.410228 sec): 3 clusters Score: Raw -3473834.287635 + Penalty 2040.051624 = -3471794.236011 nChanged 662 SP:Iteration 18Q (2177.507617 sec): 3 clusters Score: Raw -3474122.035545 + Penalty 2040.051624 = -3472081.983921 nChanged 602 SP:Iteration 19Q (2177.611824 sec): 3 clusters Score: Raw -3474393.308717 + Penalty 2040.051624 = -3472353.257093 nChanged 569 SP:Iteration 20F (2177.715780 sec): 3 clusters Score: Raw -3474650.103806 + Penalty 2040.051624 = -3472610.052182 nChanged 509 SP:Iteration 21Q (2177.814250 sec): 3 clusters Score: Raw -3474890.925030 + Penalty 2040.051624 = -3472850.873406 nChanged 425 SP:Iteration 22Q (2177.901117 sec): 3 clusters Score: Raw -3475096.514177 + Penalty 2040.051624 = -3473056.462553 nChanged 333 SP:Iteration 23Q (2178.005916 sec): 3 clusters Score: Raw -3475242.157862 + Penalty 2040.051624 = -3473202.106238 nChanged 272 SP:Iteration 24Q (2178.102320 sec): 3 clusters Score: Raw -3475348.595566 + Penalty 2040.051624 = -3473308.543943 nChanged 222 SP:Iteration 25Q (2178.200021 sec): 3 clusters Score: Raw -3475440.834722 + Penalty 2040.051624 = -3473400.783099 nChanged 192 SP:Iteration 26Q (2178.294512 sec): 3 clusters Score: Raw -3475536.112859 + Penalty 2040.051624 = -3473496.061235 nChanged 157 SP:Iteration 27Q (2178.390927 sec): 3 clusters Score: Raw -3475605.877228 + Penalty 2040.051624 = -3473565.825605 nChanged 110 SP:Iteration 28Q (2178.486061 sec): 3 clusters Score: Raw -3475648.619084 + Penalty 2040.051624 = -3473608.567460 nChanged 87 SP:Iteration 29Q (2178.579055 sec): 3 clusters Score: Raw -3475685.472036 + Penalty 2040.051624 = -3473645.420412 nChanged 80 SP:Iteration 30Q (2178.675202 sec): 3 clusters Score: Raw -3475712.917322 + Penalty 2040.051624 = -3473672.865698 nChanged 61 SP:Iteration 31Q (2178.769665 sec): 3 clusters Score: Raw -3475738.700410 + Penalty 2040.051624 = -3473698.648786 nChanged 60 SP:Iteration 32Q (2178.859771 sec): 3 clusters Score: Raw -3475763.826761 + Penalty 2040.051624 = -3473723.775137 nChanged 52 SP:Iteration 33Q (2178.955059 sec): 3 clusters Score: Raw -3475783.385163 + Penalty 2040.051624 = -3473743.333539 nChanged 49 SP:Iteration 34Q (2179.044080 sec): 3 clusters Score: Raw -3475800.783985 + Penalty 2040.051624 = -3473760.732361 nChanged 37 SP:Iteration 35Q (2179.140455 sec): 3 clusters Score: Raw -3475812.043520 + Penalty 2040.051624 = -3473771.991896 nChanged 21 SP:Iteration 36Q (2179.224559 sec): 3 clusters Score: Raw -3475818.771445 + Penalty 2040.051624 = -3473778.719821 nChanged 22 SP:Iteration 37Q (2179.315826 sec): 3 clusters Score: Raw -3475825.715296 + Penalty 2040.051624 = -3473785.663672 nChanged 13 SP:Iteration 38Q (2179.409908 sec): 3 clusters Score: Raw -3475829.762748 + Penalty 2040.051624 = -3473789.711124 nChanged 13 SP:Iteration 39Q (2179.509904 sec): 3 clusters Score: Raw -3475833.492354 + Penalty 2040.051624 = -3473793.440730 nChanged 6 SP:Iteration 40F (2179.606305 sec): 3 clusters Score: Raw -3475834.780909 + Penalty 2040.051624 = -3473794.729286 nChanged 7 SP:Iteration 41Q (2179.693682 sec): 3 clusters Score: Raw -3475836.993914 + Penalty 2040.051624 = -3473796.942290 nChanged 8 SP:Iteration 42Q (2179.794456 sec): 3 clusters Score: Raw -3475839.588595 + Penalty 2040.051624 = -3473799.536971 nChanged 9 SP:Iteration 43Q (2179.881856 sec): 3 clusters Score: Raw -3475842.280839 + Penalty 2040.051624 = -3473802.229215 nChanged 12 SP:Iteration 44Q (2179.975078 sec): 3 clusters Score: Raw -3475845.321292 + Penalty 2040.051624 = -3473805.269668 nChanged 6 SP:Iteration 45Q (2180.066683 sec): 3 clusters Score: Raw -3475847.981188 + Penalty 2040.051624 = -3473807.929564 nChanged 8 SP:Iteration 46Q (2180.156330 sec): 3 clusters Score: Raw -3475850.347975 + Penalty 2040.051624 = -3473810.296352 nChanged 4 SP:Iteration 47Q (2180.249353 sec): 3 clusters Score: Raw -3475851.406802 + Penalty 2040.051624 = -3473811.355178 nChanged 4 SP:Iteration 48Q (2180.342772 sec): 3 clusters Score: Raw -3475853.177000 + Penalty 2040.051624 = -3473813.125376 nChanged 7 SP:Iteration 49Q (2180.427782 sec): 3 clusters Score: Raw -3475854.882937 + Penalty 2040.051624 = -3473814.831313 nChanged 3 SP:Iteration 50Q (2180.526192 sec): 3 clusters Score: Raw -3475856.033609 + Penalty 2040.051624 = -3473815.981985 nChanged 4 SP:Iteration 51Q (2180.622868 sec): 3 clusters Score: Raw -3475857.093834 + Penalty 2040.051624 = -3473817.042210 nChanged 4 SP:Iteration 52Q (2180.711958 sec): 3 clusters Score: Raw -3475858.326411 + Penalty 2040.051624 = -3473818.274787 nChanged 5 SP:Iteration 53Q (2180.791544 sec): 3 clusters Score: Raw -3475859.620081 + Penalty 2040.051624 = -3473819.568457 nChanged 4 SP:Iteration 54Q (2180.886957 sec): 3 clusters Score: Raw -3475860.860916 + Penalty 2040.051624 = -3473820.809292 nChanged 3 SP:Iteration 55Q (2180.981378 sec): 3 clusters Score: Raw -3475862.092525 + Penalty 2040.051624 = -3473822.040901 nChanged 3 SP:Iteration 56Q (2181.075108 sec): 3 clusters Score: Raw -3475862.900902 + Penalty 2040.051624 = -3473822.849278 nChanged 3 SP:Iteration 57Q (2181.163793 sec): 3 clusters Score: Raw -3475863.499501 + Penalty 2040.051624 = -3473823.447877 nChanged 2 SP:Iteration 58Q (2181.258332 sec): 3 clusters Score: Raw -3475864.234936 + Penalty 2040.051624 = -3473824.183312 nChanged 3 SP:Iteration 59Q (2181.327355 sec): 3 clusters Score: Raw -3475865.569431 + Penalty 2040.051624 = -3473825.517807 nChanged 4 SP:Iteration 60F (2181.425189 sec): 3 clusters Score: Raw -3475866.981522 + Penalty 2040.051624 = -3473826.929898 nChanged 0 Trying to split cluster 11 (1113 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2181.445744 sec): 2 clusters Score: Raw -69887.167494 + Penalty 666.407363 = -69220.760130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2181.484703 sec): 3 clusters Score: Raw -69412.549066 + Penalty 1332.814727 = -68079.734339 nChanged 376 SP:Iteration 1F (2181.539161 sec): 3 clusters Score: Raw -69692.656834 + Penalty 1332.814727 = -68359.842107 nChanged 95 SP:Iteration 2F (2181.570183 sec): 3 clusters Score: Raw -69793.538464 + Penalty 1332.814727 = -68460.723737 nChanged 66 SP:Iteration 3F (2181.622220 sec): 3 clusters Score: Raw -69896.265446 + Penalty 1332.814727 = -68563.450719 nChanged 69 SP:Iteration 4F (2181.655791 sec): 3 clusters Score: Raw -70003.923558 + Penalty 1332.814727 = -68671.108831 nChanged 52 SP:Iteration 5Q (2181.707306 sec): 3 clusters Score: Raw -70109.242583 + Penalty 1332.814727 = -68776.427856 nChanged 59 SP:Iteration 6F (2181.753121 sec): 3 clusters Score: Raw -70195.325462 + Penalty 1332.814727 = -68862.510736 nChanged 52 SP:Iteration 7Q (2181.786413 sec): 3 clusters Score: Raw -70263.171496 + Penalty 1332.814727 = -68930.356769 nChanged 52 SP:Iteration 8Q (2181.829130 sec): 3 clusters Score: Raw -70342.637028 + Penalty 1332.814727 = -69009.822302 nChanged 43 SP:Iteration 9Q (2181.868902 sec): 3 clusters Score: Raw -70426.163009 + Penalty 1332.814727 = -69093.348283 nChanged 41 SP:Iteration 10Q (2181.911644 sec): 3 clusters Score: Raw -70521.455180 + Penalty 1332.814727 = -69188.640454 nChanged 37 SP:Iteration 11Q (2181.953376 sec): 3 clusters Score: Raw -70569.137566 + Penalty 1332.814727 = -69236.322839 nChanged 19 SP:Iteration 12Q (2181.990491 sec): 3 clusters Score: Raw -70591.644148 + Penalty 1332.814727 = -69258.829421 nChanged 14 SP:Iteration 13Q (2182.046727 sec): 3 clusters Score: Raw -70603.174794 + Penalty 1332.814727 = -69270.360067 nChanged 11 SP:Iteration 14Q (2182.087031 sec): 3 clusters Score: Raw -70615.284889 + Penalty 1332.814727 = -69282.470162 nChanged 6 SP:Iteration 15Q (2182.130980 sec): 3 clusters Score: Raw -70619.506469 + Penalty 1332.814727 = -69286.691742 nChanged 5 SP:Iteration 16Q (2182.164383 sec): 3 clusters Score: Raw -70622.208133 + Penalty 1332.814727 = -69289.393407 nChanged 0 SP:Iteration 17F (2182.199275 sec): 3 clusters Score: Raw -70622.208133 + Penalty 1332.814727 = -69289.393407 nChanged 0 Score: Raw -25399450.419356 + Penalty 27934.834691 = -25371515.584665 Splitting cluster 11 changes total score from -25371993.633700 to -25371515.584665 So it's not getting split. Trying to split cluster 12 (560 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2186.354054 sec): 2 clusters Score: Raw -38869.134109 + Penalty 601.153994 = -38267.980114 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2186.403481 sec): 3 clusters Score: Raw -38680.137534 + Penalty 1202.307989 = -37477.829545 nChanged 157 SP:Iteration 1F (2186.446853 sec): 3 clusters Score: Raw -38835.638300 + Penalty 1202.307989 = -37633.330311 nChanged 56 SP:Iteration 2F (2186.490213 sec): 3 clusters Score: Raw -38901.994126 + Penalty 1202.307989 = -37699.686137 nChanged 27 SP:Iteration 3Q (2186.537412 sec): 3 clusters Score: Raw -38922.260424 + Penalty 1202.307989 = -37719.952435 nChanged 12 SP:Iteration 4Q (2186.571766 sec): 3 clusters Score: Raw -38931.653930 + Penalty 1202.307989 = -37729.345941 nChanged 6 SP:Iteration 5Q (2186.630026 sec): 3 clusters Score: Raw -38940.058065 + Penalty 1202.307989 = -37737.750076 nChanged 4 SP:Iteration 6Q (2186.675086 sec): 3 clusters Score: Raw -38944.998368 + Penalty 1202.307989 = -37742.690379 nChanged 2 SP:Iteration 7Q (2186.721060 sec): 3 clusters Score: Raw -38957.852337 + Penalty 1202.307989 = -37755.544348 nChanged 5 SP:Iteration 8Q (2186.760525 sec): 3 clusters Score: Raw -38974.800465 + Penalty 1202.307989 = -37772.492476 nChanged 8 SP:Iteration 9Q (2186.809391 sec): 3 clusters Score: Raw -38986.415954 + Penalty 1202.307989 = -37784.107965 nChanged 8 SP:Iteration 10Q (2186.863080 sec): 3 clusters Score: Raw -38995.069701 + Penalty 1202.307989 = -37792.761712 nChanged 4 SP:Iteration 11Q (2186.909406 sec): 3 clusters Score: Raw -39002.476806 + Penalty 1202.307989 = -37800.168817 nChanged 6 SP:Iteration 12Q (2186.955011 sec): 3 clusters Score: Raw -39009.062108 + Penalty 1202.307989 = -37806.754119 nChanged 5 SP:Iteration 13Q (2187.000866 sec): 3 clusters Score: Raw -39013.342516 + Penalty 1202.307989 = -37811.034527 nChanged 3 SP:Iteration 14Q (2187.041024 sec): 3 clusters Score: Raw -39017.157862 + Penalty 1202.307989 = -37814.849873 nChanged 1 SP:Iteration 15Q (2187.082560 sec): 3 clusters Score: Raw -39017.686810 + Penalty 1202.307989 = -37815.378821 nChanged 0 SP:Iteration 16F (2187.140648 sec): 3 clusters Score: Raw -39017.686810 + Penalty 1202.307989 = -37815.378821 nChanged 0 Trying to split cluster 13 (39284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2187.203156 sec): 2 clusters Score: Raw -2733854.111576 + Penalty 1004.964396 = -2732849.147180 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2187.284657 sec): 3 clusters Score: Raw -2708745.230867 + Penalty 2009.928792 = -2706735.302075 nChanged 18642 SP:Iteration 1F (2187.379690 sec): 3 clusters Score: Raw -2719808.277815 + Penalty 2009.928792 = -2717798.349023 nChanged 1961 SP:Iteration 2Q (2187.477825 sec): 3 clusters Score: Raw -2720616.504526 + Penalty 2009.928792 = -2718606.575734 nChanged 2110 SP:Iteration 3F (2187.582050 sec): 3 clusters Score: Raw -2721711.987005 + Penalty 2009.928792 = -2719702.058213 nChanged 2340 SP:Iteration 4F (2187.679280 sec): 3 clusters Score: Raw -2723283.417354 + Penalty 2009.928792 = -2721273.488562 nChanged 2574 SP:Iteration 5F (2187.770473 sec): 3 clusters Score: Raw -2725160.505376 + Penalty 2009.928792 = -2723150.576584 nChanged 2585 SP:Iteration 6F (2187.866928 sec): 3 clusters Score: Raw -2727005.851292 + Penalty 2009.928792 = -2724995.922500 nChanged 2306 SP:Iteration 7F (2187.961253 sec): 3 clusters Score: Raw -2728426.981580 + Penalty 2009.928792 = -2726417.052788 nChanged 1734 SP:Iteration 8Q (2188.054421 sec): 3 clusters Score: Raw -2729232.089010 + Penalty 2009.928792 = -2727222.160218 nChanged 1196 SP:Iteration 9Q (2188.152203 sec): 3 clusters Score: Raw -2729637.115305 + Penalty 2009.928792 = -2727627.186513 nChanged 804 SP:Iteration 10Q (2188.245096 sec): 3 clusters Score: Raw -2729858.796182 + Penalty 2009.928792 = -2727848.867390 nChanged 634 SP:Iteration 11Q (2188.348547 sec): 3 clusters Score: Raw -2730019.276148 + Penalty 2009.928792 = -2728009.347356 nChanged 528 SP:Iteration 12Q (2188.443530 sec): 3 clusters Score: Raw -2730142.221761 + Penalty 2009.928792 = -2728132.292969 nChanged 479 SP:Iteration 13Q (2188.532452 sec): 3 clusters Score: Raw -2730243.888678 + Penalty 2009.928792 = -2728233.959886 nChanged 446 SP:Iteration 14Q (2188.634646 sec): 3 clusters Score: Raw -2730329.143805 + Penalty 2009.928792 = -2728319.215013 nChanged 407 SP:Iteration 15Q (2188.726338 sec): 3 clusters Score: Raw -2730403.170553 + Penalty 2009.928792 = -2728393.241760 nChanged 372 SP:Iteration 16Q (2188.813364 sec): 3 clusters Score: Raw -2730469.964034 + Penalty 2009.928792 = -2728460.035242 nChanged 376 SP:Iteration 17Q (2188.904279 sec): 3 clusters Score: Raw -2730536.978320 + Penalty 2009.928792 = -2728527.049528 nChanged 366 SP:Iteration 18Q (2188.996168 sec): 3 clusters Score: Raw -2730603.680708 + Penalty 2009.928792 = -2728593.751916 nChanged 355 SP:Iteration 19Q (2189.087471 sec): 3 clusters Score: Raw -2730663.594617 + Penalty 2009.928792 = -2728653.665825 nChanged 352 SP:Iteration 20F (2189.174389 sec): 3 clusters Score: Raw -2730723.271214 + Penalty 2009.928792 = -2728713.342421 nChanged 368 SP:Iteration 21Q (2189.272293 sec): 3 clusters Score: Raw -2730808.856391 + Penalty 2009.928792 = -2728798.927599 nChanged 407 SP:Iteration 22Q (2189.361706 sec): 3 clusters Score: Raw -2730928.794290 + Penalty 2009.928792 = -2728918.865497 nChanged 485 SP:Iteration 23Q (2189.460490 sec): 3 clusters Score: Raw -2731085.590868 + Penalty 2009.928792 = -2729075.662076 nChanged 547 SP:Iteration 24Q (2189.546800 sec): 3 clusters Score: Raw -2731278.079642 + Penalty 2009.928792 = -2729268.150849 nChanged 590 SP:Iteration 25Q (2189.648395 sec): 3 clusters Score: Raw -2731479.948584 + Penalty 2009.928792 = -2729470.019791 nChanged 634 SP:Iteration 26Q (2189.752582 sec): 3 clusters Score: Raw -2731696.473411 + Penalty 2009.928792 = -2729686.544619 nChanged 655 SP:Iteration 27Q (2189.847441 sec): 3 clusters Score: Raw -2731906.569104 + Penalty 2009.928792 = -2729896.640312 nChanged 622 SP:Iteration 28Q (2189.942900 sec): 3 clusters Score: Raw -2732086.653309 + Penalty 2009.928792 = -2730076.724517 nChanged 572 SP:Iteration 29Q (2190.041650 sec): 3 clusters Score: Raw -2732255.365792 + Penalty 2009.928792 = -2730245.437000 nChanged 569 SP:Iteration 30Q (2190.128204 sec): 3 clusters Score: Raw -2732416.182143 + Penalty 2009.928792 = -2730406.253351 nChanged 516 SP:Iteration 31Q (2190.235136 sec): 3 clusters Score: Raw -2732543.949960 + Penalty 2009.928792 = -2730534.021168 nChanged 458 SP:Iteration 32Q (2190.332197 sec): 3 clusters Score: Raw -2732642.053648 + Penalty 2009.928792 = -2730632.124856 nChanged 390 SP:Iteration 33Q (2190.423619 sec): 3 clusters Score: Raw -2732715.222656 + Penalty 2009.928792 = -2730705.293864 nChanged 317 SP:Iteration 34Q (2190.522559 sec): 3 clusters Score: Raw -2732764.615570 + Penalty 2009.928792 = -2730754.686778 nChanged 294 SP:Iteration 35Q (2190.612136 sec): 3 clusters Score: Raw -2732809.579090 + Penalty 2009.928792 = -2730799.650298 nChanged 251 SP:Iteration 36Q (2190.712633 sec): 3 clusters Score: Raw -2732842.622654 + Penalty 2009.928792 = -2730832.693861 nChanged 224 SP:Iteration 37Q (2190.810607 sec): 3 clusters Score: Raw -2732869.012768 + Penalty 2009.928792 = -2730859.083975 nChanged 174 SP:Iteration 38Q (2190.911685 sec): 3 clusters Score: Raw -2732886.923031 + Penalty 2009.928792 = -2730876.994239 nChanged 143 SP:Iteration 39Q (2191.001126 sec): 3 clusters Score: Raw -2732898.033969 + Penalty 2009.928792 = -2730888.105177 nChanged 101 SP:Iteration 40F (2191.101301 sec): 3 clusters Score: Raw -2732904.100832 + Penalty 2009.928792 = -2730894.172040 nChanged 63 SP:Iteration 41Q (2191.199466 sec): 3 clusters Score: Raw -2732908.044593 + Penalty 2009.928792 = -2730898.115800 nChanged 65 SP:Iteration 42Q (2191.296844 sec): 3 clusters Score: Raw -2732910.782119 + Penalty 2009.928792 = -2730900.853327 nChanged 48 SP:Iteration 43Q (2191.390914 sec): 3 clusters Score: Raw -2732912.613825 + Penalty 2009.928792 = -2730902.685033 nChanged 42 SP:Iteration 44Q (2191.484800 sec): 3 clusters Score: Raw -2732914.446224 + Penalty 2009.928792 = -2730904.517432 nChanged 51 SP:Iteration 45Q (2191.579868 sec): 3 clusters Score: Raw -2732916.365485 + Penalty 2009.928792 = -2730906.436693 nChanged 46 SP:Iteration 46Q (2191.660236 sec): 3 clusters Score: Raw -2732917.736638 + Penalty 2009.928792 = -2730907.807846 nChanged 34 SP:Iteration 47Q (2191.761206 sec): 3 clusters Score: Raw -2732918.850730 + Penalty 2009.928792 = -2730908.921938 nChanged 29 SP:Iteration 48Q (2191.868817 sec): 3 clusters Score: Raw -2732919.676154 + Penalty 2009.928792 = -2730909.747361 nChanged 28 SP:Iteration 49Q (2191.964257 sec): 3 clusters Score: Raw -2732920.488961 + Penalty 2009.928792 = -2730910.560169 nChanged 25 SP:Iteration 50Q (2192.061357 sec): 3 clusters Score: Raw -2732921.482922 + Penalty 2009.928792 = -2730911.554129 nChanged 37 SP:Iteration 51Q (2192.149912 sec): 3 clusters Score: Raw -2732922.666366 + Penalty 2009.928792 = -2730912.737574 nChanged 29 SP:Iteration 52Q (2192.252368 sec): 3 clusters Score: Raw -2732923.603375 + Penalty 2009.928792 = -2730913.674582 nChanged 29 SP:Iteration 53Q (2192.349887 sec): 3 clusters Score: Raw -2732924.482885 + Penalty 2009.928792 = -2730914.554092 nChanged 33 SP:Iteration 54Q (2192.445741 sec): 3 clusters Score: Raw -2732925.666240 + Penalty 2009.928792 = -2730915.737447 nChanged 38 SP:Iteration 55Q (2192.537753 sec): 3 clusters Score: Raw -2732926.998041 + Penalty 2009.928792 = -2730917.069249 nChanged 32 SP:Iteration 56Q (2192.640416 sec): 3 clusters Score: Raw -2732927.849734 + Penalty 2009.928792 = -2730917.920941 nChanged 25 SP:Iteration 57Q (2192.737834 sec): 3 clusters Score: Raw -2732928.613467 + Penalty 2009.928792 = -2730918.684675 nChanged 29 SP:Iteration 58Q (2192.830744 sec): 3 clusters Score: Raw -2732929.223688 + Penalty 2009.928792 = -2730919.294895 nChanged 23 SP:Iteration 59Q (2192.930159 sec): 3 clusters Score: Raw -2732929.618582 + Penalty 2009.928792 = -2730919.689790 nChanged 14 SP:Iteration 60F (2193.027148 sec): 3 clusters Score: Raw -2732929.954616 + Penalty 2009.928792 = -2730920.025824 nChanged 20 SP:Iteration 61Q (2193.123410 sec): 3 clusters Score: Raw -2732930.669613 + Penalty 2009.928792 = -2730920.740821 nChanged 20 SP:Iteration 62Q (2193.219649 sec): 3 clusters Score: Raw -2732931.346942 + Penalty 2009.928792 = -2730921.418150 nChanged 21 SP:Iteration 63Q (2193.309321 sec): 3 clusters Score: Raw -2732932.064695 + Penalty 2009.928792 = -2730922.135903 nChanged 21 SP:Iteration 64Q (2193.398437 sec): 3 clusters Score: Raw -2732932.599068 + Penalty 2009.928792 = -2730922.670276 nChanged 20 SP:Iteration 65Q (2193.500831 sec): 3 clusters Score: Raw -2732933.174050 + Penalty 2009.928792 = -2730923.245258 nChanged 21 SP:Iteration 66Q (2193.589052 sec): 3 clusters Score: Raw -2732933.695716 + Penalty 2009.928792 = -2730923.766924 nChanged 14 SP:Iteration 67Q (2193.689094 sec): 3 clusters Score: Raw -2732934.060487 + Penalty 2009.928792 = -2730924.131695 nChanged 11 SP:Iteration 68Q (2193.776904 sec): 3 clusters Score: Raw -2732934.332895 + Penalty 2009.928792 = -2730924.404102 nChanged 12 SP:Iteration 69Q (2193.880009 sec): 3 clusters Score: Raw -2732934.556217 + Penalty 2009.928792 = -2730924.627424 nChanged 8 SP:Iteration 70Q (2193.981490 sec): 3 clusters Score: Raw -2732934.655079 + Penalty 2009.928792 = -2730924.726287 nChanged 6 SP:Iteration 71Q (2194.075155 sec): 3 clusters Score: Raw -2732934.788008 + Penalty 2009.928792 = -2730924.859216 nChanged 5 SP:Iteration 72Q (2194.162313 sec): 3 clusters Score: Raw -2732934.857815 + Penalty 2009.928792 = -2730924.929023 nChanged 2 SP:Iteration 73Q (2194.256050 sec): 3 clusters Score: Raw -2732934.872773 + Penalty 2009.928792 = -2730924.943981 nChanged 0 SP:Iteration 74F (2194.343997 sec): 3 clusters Score: Raw -2732934.872773 + Penalty 2009.928792 = -2730924.943981 nChanged 0 Trying to split cluster 14 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2194.372174 sec): 2 clusters Score: Raw -137169.502696 + Penalty 708.033321 = -136461.469375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2194.403114 sec): 3 clusters Score: Raw -136341.150461 + Penalty 1416.066643 = -134925.083818 nChanged 670 SP:Iteration 1F (2194.448129 sec): 3 clusters Score: Raw -136808.463628 + Penalty 1416.066643 = -135392.396986 nChanged 188 SP:Iteration 2F (2194.478620 sec): 3 clusters Score: Raw -136964.527299 + Penalty 1416.066643 = -135548.460657 nChanged 95 SP:Iteration 3F (2194.515694 sec): 3 clusters Score: Raw -137049.242806 + Penalty 1416.066643 = -135633.176163 nChanged 75 SP:Iteration 4Q (2194.557643 sec): 3 clusters Score: Raw -137118.321691 + Penalty 1416.066643 = -135702.255049 nChanged 58 SP:Iteration 5Q (2194.596378 sec): 3 clusters Score: Raw -137166.143166 + Penalty 1416.066643 = -135750.076523 nChanged 46 SP:Iteration 6Q (2194.638374 sec): 3 clusters Score: Raw -137204.447727 + Penalty 1416.066643 = -135788.381084 nChanged 53 SP:Iteration 7Q (2194.666261 sec): 3 clusters Score: Raw -137244.810801 + Penalty 1416.066643 = -135828.744159 nChanged 45 SP:Iteration 8Q (2194.702106 sec): 3 clusters Score: Raw -137272.829261 + Penalty 1416.066643 = -135856.762619 nChanged 28 SP:Iteration 9Q (2194.745442 sec): 3 clusters Score: Raw -137291.875936 + Penalty 1416.066643 = -135875.809293 nChanged 22 SP:Iteration 10Q (2194.787084 sec): 3 clusters Score: Raw -137309.831518 + Penalty 1416.066643 = -135893.764876 nChanged 20 SP:Iteration 11Q (2194.826135 sec): 3 clusters Score: Raw -137329.049228 + Penalty 1416.066643 = -135912.982586 nChanged 27 SP:Iteration 12Q (2194.868324 sec): 3 clusters Score: Raw -137346.101290 + Penalty 1416.066643 = -135930.034647 nChanged 16 SP:Iteration 13Q (2194.916176 sec): 3 clusters Score: Raw -137353.114196 + Penalty 1416.066643 = -135937.047553 nChanged 9 SP:Iteration 14Q (2194.954420 sec): 3 clusters Score: Raw -137357.130153 + Penalty 1416.066643 = -135941.063510 nChanged 7 SP:Iteration 15Q (2194.997557 sec): 3 clusters Score: Raw -137359.499535 + Penalty 1416.066643 = -135943.432893 nChanged 4 SP:Iteration 16Q (2195.041350 sec): 3 clusters Score: Raw -137360.361797 + Penalty 1416.066643 = -135944.295154 nChanged 3 SP:Iteration 17Q (2195.084242 sec): 3 clusters Score: Raw -137361.681415 + Penalty 1416.066643 = -135945.614772 nChanged 8 SP:Iteration 18Q (2195.125354 sec): 3 clusters Score: Raw -137363.698092 + Penalty 1416.066643 = -135947.631450 nChanged 5 SP:Iteration 19Q (2195.170369 sec): 3 clusters Score: Raw -137364.867920 + Penalty 1416.066643 = -135948.801277 nChanged 4 SP:Iteration 20F (2195.210041 sec): 3 clusters Score: Raw -137365.866986 + Penalty 1416.066643 = -135949.800344 nChanged 2 SP:Iteration 21Q (2195.246179 sec): 3 clusters Score: Raw -137366.123074 + Penalty 1416.066643 = -135950.056431 nChanged 0 SP:Iteration 22F (2195.289767 sec): 3 clusters Score: Raw -137366.123074 + Penalty 1416.066643 = -135950.056431 nChanged 0 Trying to split cluster 15 (4444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2195.321780 sec): 2 clusters Score: Raw -313320.667659 + Penalty 797.934464 = -312522.733195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2195.363374 sec): 3 clusters Score: Raw -310879.475899 + Penalty 1595.868929 = -309283.606970 nChanged 1878 SP:Iteration 1F (2195.420732 sec): 3 clusters Score: Raw -312086.392203 + Penalty 1595.868929 = -310490.523275 nChanged 381 SP:Iteration 2F (2195.472359 sec): 3 clusters Score: Raw -312461.982533 + Penalty 1595.868929 = -310866.113604 nChanged 407 SP:Iteration 3F (2195.518093 sec): 3 clusters Score: Raw -312860.488877 + Penalty 1595.868929 = -311264.619949 nChanged 407 SP:Iteration 4F (2195.562305 sec): 3 clusters Score: Raw -313310.251197 + Penalty 1595.868929 = -311714.382268 nChanged 324 SP:Iteration 5F (2195.615949 sec): 3 clusters Score: Raw -313628.812768 + Penalty 1595.868929 = -312032.943839 nChanged 235 SP:Iteration 6F (2195.671555 sec): 3 clusters Score: Raw -313821.113614 + Penalty 1595.868929 = -312225.244685 nChanged 133 SP:Iteration 7Q (2195.717359 sec): 3 clusters Score: Raw -313895.736991 + Penalty 1595.868929 = -312299.868062 nChanged 63 SP:Iteration 8Q (2195.769514 sec): 3 clusters Score: Raw -313922.766660 + Penalty 1595.868929 = -312326.897731 nChanged 32 SP:Iteration 9Q (2195.828131 sec): 3 clusters Score: Raw -313935.262508 + Penalty 1595.868929 = -312339.393579 nChanged 18 SP:Iteration 10Q (2195.871600 sec): 3 clusters Score: Raw -313940.293522 + Penalty 1595.868929 = -312344.424593 nChanged 13 SP:Iteration 11Q (2195.924363 sec): 3 clusters Score: Raw -313943.059977 + Penalty 1595.868929 = -312347.191049 nChanged 12 SP:Iteration 12Q (2195.969756 sec): 3 clusters Score: Raw -313946.080085 + Penalty 1595.868929 = -312350.211156 nChanged 8 SP:Iteration 13Q (2196.021609 sec): 3 clusters Score: Raw -313947.600039 + Penalty 1595.868929 = -312351.731110 nChanged 10 SP:Iteration 14Q (2196.062105 sec): 3 clusters Score: Raw -313949.818634 + Penalty 1595.868929 = -312353.949705 nChanged 6 SP:Iteration 15Q (2196.110343 sec): 3 clusters Score: Raw -313950.631143 + Penalty 1595.868929 = -312354.762215 nChanged 3 SP:Iteration 16Q (2196.163542 sec): 3 clusters Score: Raw -313951.010498 + Penalty 1595.868929 = -312355.141569 nChanged 1 SP:Iteration 17Q (2196.217689 sec): 3 clusters Score: Raw -313951.495457 + Penalty 1595.868929 = -312355.626529 nChanged 3 SP:Iteration 18Q (2196.264891 sec): 3 clusters Score: Raw -313952.479822 + Penalty 1595.868929 = -312356.610893 nChanged 4 SP:Iteration 19Q (2196.319154 sec): 3 clusters Score: Raw -313953.038542 + Penalty 1595.868929 = -312357.169614 nChanged 2 SP:Iteration 20F (2196.385791 sec): 3 clusters Score: Raw -313953.532625 + Penalty 1595.868929 = -312357.663696 nChanged 4 SP:Iteration 21Q (2196.431605 sec): 3 clusters Score: Raw -313954.064591 + Penalty 1595.868929 = -312358.195663 nChanged 1 SP:Iteration 22Q (2196.488500 sec): 3 clusters Score: Raw -313954.143887 + Penalty 1595.868929 = -312358.274958 nChanged 0 SP:Iteration 23F (2196.526547 sec): 3 clusters Score: Raw -313954.143887 + Penalty 1595.868929 = -312358.274958 nChanged 0 Trying to split cluster 16 (3589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2196.559363 sec): 2 clusters Score: Raw -264553.219723 + Penalty 777.634745 = -263775.584979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2196.610805 sec): 3 clusters Score: Raw -262602.744130 + Penalty 1555.269489 = -261047.474641 nChanged 1509 SP:Iteration 1F (2196.667430 sec): 3 clusters Score: Raw -263510.576462 + Penalty 1555.269489 = -261955.306973 nChanged 316 SP:Iteration 2F (2196.711687 sec): 3 clusters Score: Raw -263712.010882 + Penalty 1555.269489 = -262156.741393 nChanged 245 SP:Iteration 3F (2196.755208 sec): 3 clusters Score: Raw -263863.099451 + Penalty 1555.269489 = -262307.829961 nChanged 204 SP:Iteration 4F (2196.808592 sec): 3 clusters Score: Raw -263980.848541 + Penalty 1555.269489 = -262425.579052 nChanged 146 SP:Iteration 5Q (2196.851557 sec): 3 clusters Score: Raw -264056.901729 + Penalty 1555.269489 = -262501.632240 nChanged 124 SP:Iteration 6Q (2196.900012 sec): 3 clusters Score: Raw -264122.378827 + Penalty 1555.269489 = -262567.109338 nChanged 118 SP:Iteration 7Q (2196.959105 sec): 3 clusters Score: Raw -264181.629154 + Penalty 1555.269489 = -262626.359665 nChanged 99 SP:Iteration 8Q (2197.009270 sec): 3 clusters Score: Raw -264228.838240 + Penalty 1555.269489 = -262673.568751 nChanged 97 SP:Iteration 9Q (2197.056042 sec): 3 clusters Score: Raw -264278.231875 + Penalty 1555.269489 = -262722.962386 nChanged 82 SP:Iteration 10Q (2197.107711 sec): 3 clusters Score: Raw -264312.374798 + Penalty 1555.269489 = -262757.105309 nChanged 54 SP:Iteration 11Q (2197.148290 sec): 3 clusters Score: Raw -264331.219999 + Penalty 1555.269489 = -262775.950509 nChanged 43 SP:Iteration 12Q (2197.197486 sec): 3 clusters Score: Raw -264345.666806 + Penalty 1555.269489 = -262790.397316 nChanged 36 SP:Iteration 13Q (2197.233712 sec): 3 clusters Score: Raw -264361.513598 + Penalty 1555.269489 = -262806.244109 nChanged 40 SP:Iteration 14Q (2197.281864 sec): 3 clusters Score: Raw -264375.693482 + Penalty 1555.269489 = -262820.423993 nChanged 41 SP:Iteration 15Q (2197.330823 sec): 3 clusters Score: Raw -264387.597971 + Penalty 1555.269489 = -262832.328482 nChanged 31 SP:Iteration 16Q (2197.379052 sec): 3 clusters Score: Raw -264397.123001 + Penalty 1555.269489 = -262841.853512 nChanged 25 SP:Iteration 17Q (2197.422528 sec): 3 clusters Score: Raw -264404.007514 + Penalty 1555.269489 = -262848.738024 nChanged 18 SP:Iteration 18Q (2197.484380 sec): 3 clusters Score: Raw -264406.999593 + Penalty 1555.269489 = -262851.730104 nChanged 7 SP:Iteration 19Q (2197.519645 sec): 3 clusters Score: Raw -264408.075350 + Penalty 1555.269489 = -262852.805861 nChanged 6 SP:Iteration 20F (2197.581182 sec): 3 clusters Score: Raw -264409.262667 + Penalty 1555.269489 = -262853.993178 nChanged 5 SP:Iteration 21Q (2197.631437 sec): 3 clusters Score: Raw -264410.991921 + Penalty 1555.269489 = -262855.722432 nChanged 5 SP:Iteration 22Q (2197.684440 sec): 3 clusters Score: Raw -264411.517220 + Penalty 1555.269489 = -262856.247731 nChanged 3 SP:Iteration 23Q (2197.725443 sec): 3 clusters Score: Raw -264411.862862 + Penalty 1555.269489 = -262856.593373 nChanged 2 SP:Iteration 24Q (2197.783697 sec): 3 clusters Score: Raw -264412.006110 + Penalty 1555.269489 = -262856.736620 nChanged 0 SP:Iteration 25F (2197.825011 sec): 3 clusters Score: Raw -264412.006110 + Penalty 1555.269489 = -262856.736620 nChanged 0 Trying to split cluster 17 (3534 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2197.860225 sec): 2 clusters Score: Raw -258964.170798 + Penalty 776.167637 = -258188.003161 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2197.911479 sec): 3 clusters Score: Raw -257065.918638 + Penalty 1552.335274 = -255513.583364 nChanged 1500 SP:Iteration 1F (2197.963945 sec): 3 clusters Score: Raw -257920.667638 + Penalty 1552.335274 = -256368.332364 nChanged 286 SP:Iteration 2F (2198.004331 sec): 3 clusters Score: Raw -258147.208501 + Penalty 1552.335274 = -256594.873227 nChanged 257 SP:Iteration 3F (2198.053625 sec): 3 clusters Score: Raw -258373.395070 + Penalty 1552.335274 = -256821.059796 nChanged 247 SP:Iteration 4F (2198.095785 sec): 3 clusters Score: Raw -258557.459303 + Penalty 1552.335274 = -257005.124029 nChanged 202 SP:Iteration 5F (2198.149475 sec): 3 clusters Score: Raw -258677.058974 + Penalty 1552.335274 = -257124.723700 nChanged 157 SP:Iteration 6Q (2198.184736 sec): 3 clusters Score: Raw -258773.371199 + Penalty 1552.335274 = -257221.035925 nChanged 125 SP:Iteration 7Q (2198.222785 sec): 3 clusters Score: Raw -258838.803923 + Penalty 1552.335274 = -257286.468649 nChanged 90 SP:Iteration 8Q (2198.272066 sec): 3 clusters Score: Raw -258880.876994 + Penalty 1552.335274 = -257328.541720 nChanged 72 SP:Iteration 9Q (2198.321155 sec): 3 clusters Score: Raw -258914.088723 + Penalty 1552.335274 = -257361.753449 nChanged 58 SP:Iteration 10Q (2198.367760 sec): 3 clusters Score: Raw -258940.083623 + Penalty 1552.335274 = -257387.748349 nChanged 50 SP:Iteration 11Q (2198.420674 sec): 3 clusters Score: Raw -258959.202462 + Penalty 1552.335274 = -257406.867188 nChanged 47 SP:Iteration 12Q (2198.468318 sec): 3 clusters Score: Raw -258979.237596 + Penalty 1552.335274 = -257426.902322 nChanged 39 SP:Iteration 13Q (2198.515503 sec): 3 clusters Score: Raw -258992.250010 + Penalty 1552.335274 = -257439.914736 nChanged 36 SP:Iteration 14Q (2198.567772 sec): 3 clusters Score: Raw -259005.964302 + Penalty 1552.335274 = -257453.629028 nChanged 32 SP:Iteration 15Q (2198.613853 sec): 3 clusters Score: Raw -259014.809045 + Penalty 1552.335274 = -257462.473771 nChanged 18 SP:Iteration 16Q (2198.663122 sec): 3 clusters Score: Raw -259020.325251 + Penalty 1552.335274 = -257467.989977 nChanged 21 SP:Iteration 17Q (2198.714499 sec): 3 clusters Score: Raw -259027.459606 + Penalty 1552.335274 = -257475.124332 nChanged 27 SP:Iteration 18Q (2198.766363 sec): 3 clusters Score: Raw -259036.002973 + Penalty 1552.335274 = -257483.667699 nChanged 26 SP:Iteration 19Q (2198.818820 sec): 3 clusters Score: Raw -259043.956267 + Penalty 1552.335274 = -257491.620993 nChanged 20 SP:Iteration 20F (2198.863656 sec): 3 clusters Score: Raw -259050.682105 + Penalty 1552.335274 = -257498.346831 nChanged 25 SP:Iteration 21Q (2198.918743 sec): 3 clusters Score: Raw -259061.206636 + Penalty 1552.335274 = -257508.871362 nChanged 23 SP:Iteration 22Q (2198.960413 sec): 3 clusters Score: Raw -259069.715859 + Penalty 1552.335274 = -257517.380585 nChanged 26 SP:Iteration 23Q (2199.021974 sec): 3 clusters Score: Raw -259080.599238 + Penalty 1552.335274 = -257528.263964 nChanged 21 SP:Iteration 24Q (2199.059871 sec): 3 clusters Score: Raw -259094.992391 + Penalty 1552.335274 = -257542.657117 nChanged 26 SP:Iteration 25Q (2199.104501 sec): 3 clusters Score: Raw -259108.697665 + Penalty 1552.335274 = -257556.362391 nChanged 28 SP:Iteration 26Q (2199.154140 sec): 3 clusters Score: Raw -259125.391687 + Penalty 1552.335274 = -257573.056413 nChanged 30 SP:Iteration 27Q (2199.211563 sec): 3 clusters Score: Raw -259143.613112 + Penalty 1552.335274 = -257591.277838 nChanged 22 SP:Iteration 28Q (2199.249991 sec): 3 clusters Score: Raw -259156.517050 + Penalty 1552.335274 = -257604.181776 nChanged 20 SP:Iteration 29Q (2199.295223 sec): 3 clusters Score: Raw -259167.780952 + Penalty 1552.335274 = -257615.445678 nChanged 22 SP:Iteration 30Q (2199.345810 sec): 3 clusters Score: Raw -259174.719556 + Penalty 1552.335274 = -257622.384282 nChanged 15 SP:Iteration 31Q (2199.387895 sec): 3 clusters Score: Raw -259179.498158 + Penalty 1552.335274 = -257627.162884 nChanged 11 SP:Iteration 32Q (2199.435734 sec): 3 clusters Score: Raw -259182.475237 + Penalty 1552.335274 = -257630.139963 nChanged 9 SP:Iteration 33Q (2199.467655 sec): 3 clusters Score: Raw -259186.295946 + Penalty 1552.335274 = -257633.960672 nChanged 5 SP:Iteration 34Q (2199.513159 sec): 3 clusters Score: Raw -259187.338937 + Penalty 1552.335274 = -257635.003663 nChanged 3 SP:Iteration 35Q (2199.558112 sec): 3 clusters Score: Raw -259187.997844 + Penalty 1552.335274 = -257635.662570 nChanged 2 SP:Iteration 36Q (2199.609634 sec): 3 clusters Score: Raw -259188.453552 + Penalty 1552.335274 = -257636.118278 nChanged 2 SP:Iteration 37Q (2199.653015 sec): 3 clusters Score: Raw -259188.826397 + Penalty 1552.335274 = -257636.491123 nChanged 2 SP:Iteration 38Q (2199.691219 sec): 3 clusters Score: Raw -259189.147418 + Penalty 1552.335274 = -257636.812144 nChanged 3 SP:Iteration 39Q (2199.727584 sec): 3 clusters Score: Raw -259189.484230 + Penalty 1552.335274 = -257637.148956 nChanged 2 SP:Iteration 40F (2199.777669 sec): 3 clusters Score: Raw -259190.220264 + Penalty 1552.335274 = -257637.884990 nChanged 4 SP:Iteration 41Q (2199.825499 sec): 3 clusters Score: Raw -259190.809836 + Penalty 1552.335274 = -257638.474561 nChanged 4 SP:Iteration 42Q (2199.875870 sec): 3 clusters Score: Raw -259192.565791 + Penalty 1552.335274 = -257640.230517 nChanged 5 SP:Iteration 43Q (2199.908551 sec): 3 clusters Score: Raw -259193.967012 + Penalty 1552.335274 = -257641.631737 nChanged 8 SP:Iteration 44Q (2199.954733 sec): 3 clusters Score: Raw -259195.582014 + Penalty 1552.335274 = -257643.246740 nChanged 3 SP:Iteration 45Q (2199.999087 sec): 3 clusters Score: Raw -259196.243800 + Penalty 1552.335274 = -257643.908526 nChanged 2 SP:Iteration 46Q (2200.043599 sec): 3 clusters Score: Raw -259196.899990 + Penalty 1552.335274 = -257644.564716 nChanged 3 SP:Iteration 47Q (2200.099527 sec): 3 clusters Score: Raw -259197.594472 + Penalty 1552.335274 = -257645.259198 nChanged 4 SP:Iteration 48Q (2200.144635 sec): 3 clusters Score: Raw -259200.421364 + Penalty 1552.335274 = -257648.086090 nChanged 9 SP:Iteration 49Q (2200.182910 sec): 3 clusters Score: Raw -259206.263348 + Penalty 1552.335274 = -257653.928074 nChanged 14 SP:Iteration 50Q (2200.238702 sec): 3 clusters Score: Raw -259213.579218 + Penalty 1552.335274 = -257661.243944 nChanged 9 SP:Iteration 51Q (2200.270097 sec): 3 clusters Score: Raw -259215.912045 + Penalty 1552.335274 = -257663.576771 nChanged 4 SP:Iteration 52Q (2200.310142 sec): 3 clusters Score: Raw -259217.132547 + Penalty 1552.335274 = -257664.797273 nChanged 3 SP:Iteration 53Q (2200.356136 sec): 3 clusters Score: Raw -259217.908778 + Penalty 1552.335274 = -257665.573504 nChanged 2 SP:Iteration 54Q (2200.400751 sec): 3 clusters Score: Raw -259218.178083 + Penalty 1552.335274 = -257665.842809 nChanged 1 SP:Iteration 55Q (2200.451845 sec): 3 clusters Score: Raw -259218.386322 + Penalty 1552.335274 = -257666.051048 nChanged 1 SP:Iteration 56Q (2200.498842 sec): 3 clusters Score: Raw -259218.676502 + Penalty 1552.335274 = -257666.341228 nChanged 1 SP:Iteration 57Q (2200.543111 sec): 3 clusters Score: Raw -259219.004257 + Penalty 1552.335274 = -257666.668983 nChanged 1 SP:Iteration 58Q (2200.591580 sec): 3 clusters Score: Raw -259219.145242 + Penalty 1552.335274 = -257666.809968 nChanged 2 SP:Iteration 59Q (2200.633077 sec): 3 clusters Score: Raw -259219.520606 + Penalty 1552.335274 = -257667.185332 nChanged 0 SP:Iteration 60F (2200.681600 sec): 3 clusters Score: Raw -259219.520606 + Penalty 1552.335274 = -257667.185332 nChanged 0 Trying to split cluster 18 (5840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2200.720744 sec): 2 clusters Score: Raw -437495.772101 + Penalty 823.886177 = -436671.885923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2200.762158 sec): 3 clusters Score: Raw -434195.399467 + Penalty 1647.772354 = -432547.627113 nChanged 2482 SP:Iteration 1F (2200.810740 sec): 3 clusters Score: Raw -435520.348494 + Penalty 1647.772354 = -433872.576140 nChanged 404 SP:Iteration 2F (2200.859612 sec): 3 clusters Score: Raw -435707.637786 + Penalty 1647.772354 = -434059.865431 nChanged 345 SP:Iteration 3F (2200.910762 sec): 3 clusters Score: Raw -435862.991429 + Penalty 1647.772354 = -434215.219074 nChanged 284 SP:Iteration 4Q (2200.969035 sec): 3 clusters Score: Raw -435990.374282 + Penalty 1647.772354 = -434342.601928 nChanged 284 SP:Iteration 5Q (2201.008740 sec): 3 clusters Score: Raw -436123.208105 + Penalty 1647.772354 = -434475.435750 nChanged 274 SP:Iteration 6Q (2201.053025 sec): 3 clusters Score: Raw -436273.839970 + Penalty 1647.772354 = -434626.067615 nChanged 244 SP:Iteration 7Q (2201.101900 sec): 3 clusters Score: Raw -436395.142475 + Penalty 1647.772354 = -434747.370121 nChanged 212 SP:Iteration 8Q (2201.150891 sec): 3 clusters Score: Raw -436502.657562 + Penalty 1647.772354 = -434854.885208 nChanged 198 SP:Iteration 9Q (2201.198511 sec): 3 clusters Score: Raw -436602.003559 + Penalty 1647.772354 = -434954.231204 nChanged 182 SP:Iteration 10Q (2201.249085 sec): 3 clusters Score: Raw -436695.698638 + Penalty 1647.772354 = -435047.926283 nChanged 154 SP:Iteration 11Q (2201.302166 sec): 3 clusters Score: Raw -436774.579847 + Penalty 1647.772354 = -435126.807492 nChanged 143 SP:Iteration 12Q (2201.353229 sec): 3 clusters Score: Raw -436861.137300 + Penalty 1647.772354 = -435213.364945 nChanged 152 SP:Iteration 13Q (2201.399237 sec): 3 clusters Score: Raw -436953.560587 + Penalty 1647.772354 = -435305.788232 nChanged 137 SP:Iteration 14Q (2201.463524 sec): 3 clusters Score: Raw -437035.547070 + Penalty 1647.772354 = -435387.774715 nChanged 116 SP:Iteration 15Q (2201.507766 sec): 3 clusters Score: Raw -437111.436560 + Penalty 1647.772354 = -435463.664205 nChanged 104 SP:Iteration 16Q (2201.563185 sec): 3 clusters Score: Raw -437169.990341 + Penalty 1647.772354 = -435522.217986 nChanged 89 SP:Iteration 17Q (2201.624279 sec): 3 clusters Score: Raw -437216.146082 + Penalty 1647.772354 = -435568.373728 nChanged 77 SP:Iteration 18Q (2201.666623 sec): 3 clusters Score: Raw -437247.848385 + Penalty 1647.772354 = -435600.076031 nChanged 61 SP:Iteration 19Q (2201.709244 sec): 3 clusters Score: Raw -437272.336201 + Penalty 1647.772354 = -435624.563846 nChanged 63 SP:Iteration 20F (2201.770799 sec): 3 clusters Score: Raw -437298.209610 + Penalty 1647.772354 = -435650.437255 nChanged 50 SP:Iteration 21Q (2201.826110 sec): 3 clusters Score: Raw -437316.021393 + Penalty 1647.772354 = -435668.249039 nChanged 43 SP:Iteration 22Q (2201.864090 sec): 3 clusters Score: Raw -437334.679603 + Penalty 1647.772354 = -435686.907249 nChanged 50 SP:Iteration 23Q (2201.918795 sec): 3 clusters Score: Raw -437354.685463 + Penalty 1647.772354 = -435706.913108 nChanged 52 SP:Iteration 24Q (2201.983490 sec): 3 clusters Score: Raw -437384.029006 + Penalty 1647.772354 = -435736.256652 nChanged 52 SP:Iteration 25Q (2202.038208 sec): 3 clusters Score: Raw -437413.444512 + Penalty 1647.772354 = -435765.672158 nChanged 52 SP:Iteration 26Q (2202.075636 sec): 3 clusters Score: Raw -437436.842800 + Penalty 1647.772354 = -435789.070445 nChanged 47 SP:Iteration 27Q (2202.137552 sec): 3 clusters Score: Raw -437457.853315 + Penalty 1647.772354 = -435810.080960 nChanged 45 SP:Iteration 28Q (2202.188607 sec): 3 clusters Score: Raw -437478.454981 + Penalty 1647.772354 = -435830.682627 nChanged 41 SP:Iteration 29Q (2202.232991 sec): 3 clusters Score: Raw -437495.930460 + Penalty 1647.772354 = -435848.158106 nChanged 30 SP:Iteration 30Q (2202.286322 sec): 3 clusters Score: Raw -437509.809536 + Penalty 1647.772354 = -435862.037181 nChanged 33 SP:Iteration 31Q (2202.330363 sec): 3 clusters Score: Raw -437524.702750 + Penalty 1647.772354 = -435876.930395 nChanged 32 SP:Iteration 32Q (2202.374705 sec): 3 clusters Score: Raw -437540.565052 + Penalty 1647.772354 = -435892.792697 nChanged 24 SP:Iteration 33Q (2202.415380 sec): 3 clusters Score: Raw -437553.351445 + Penalty 1647.772354 = -435905.579090 nChanged 20 SP:Iteration 34Q (2202.470263 sec): 3 clusters Score: Raw -437562.641915 + Penalty 1647.772354 = -435914.869560 nChanged 21 SP:Iteration 35Q (2202.515779 sec): 3 clusters Score: Raw -437570.721556 + Penalty 1647.772354 = -435922.949202 nChanged 15 SP:Iteration 36Q (2202.566627 sec): 3 clusters Score: Raw -437578.616496 + Penalty 1647.772354 = -435930.844142 nChanged 15 SP:Iteration 37Q (2202.617488 sec): 3 clusters Score: Raw -437584.287977 + Penalty 1647.772354 = -435936.515623 nChanged 8 SP:Iteration 38Q (2202.669598 sec): 3 clusters Score: Raw -437587.287407 + Penalty 1647.772354 = -435939.515053 nChanged 10 SP:Iteration 39Q (2202.719357 sec): 3 clusters Score: Raw -437592.014143 + Penalty 1647.772354 = -435944.241788 nChanged 13 SP:Iteration 40F (2202.775595 sec): 3 clusters Score: Raw -437598.615053 + Penalty 1647.772354 = -435950.842699 nChanged 11 SP:Iteration 41Q (2202.830327 sec): 3 clusters Score: Raw -437603.309479 + Penalty 1647.772354 = -435955.537124 nChanged 12 SP:Iteration 42Q (2202.883607 sec): 3 clusters Score: Raw -437608.759597 + Penalty 1647.772354 = -435960.987243 nChanged 7 SP:Iteration 43Q (2202.935201 sec): 3 clusters Score: Raw -437612.523281 + Penalty 1647.772354 = -435964.750927 nChanged 4 SP:Iteration 44Q (2202.983531 sec): 3 clusters Score: Raw -437614.185523 + Penalty 1647.772354 = -435966.413168 nChanged 5 SP:Iteration 45Q (2203.029971 sec): 3 clusters Score: Raw -437616.626862 + Penalty 1647.772354 = -435968.854508 nChanged 4 SP:Iteration 46Q (2203.080914 sec): 3 clusters Score: Raw -437619.202642 + Penalty 1647.772354 = -435971.430287 nChanged 5 SP:Iteration 47Q (2203.141060 sec): 3 clusters Score: Raw -437621.819263 + Penalty 1647.772354 = -435974.046909 nChanged 4 SP:Iteration 48Q (2203.180132 sec): 3 clusters Score: Raw -437624.178372 + Penalty 1647.772354 = -435976.406018 nChanged 4 SP:Iteration 49Q (2203.235609 sec): 3 clusters Score: Raw -437629.417797 + Penalty 1647.772354 = -435981.645443 nChanged 6 SP:Iteration 50Q (2203.287668 sec): 3 clusters Score: Raw -437635.798915 + Penalty 1647.772354 = -435988.026560 nChanged 6 SP:Iteration 51Q (2203.338676 sec): 3 clusters Score: Raw -437639.025792 + Penalty 1647.772354 = -435991.253438 nChanged 8 SP:Iteration 52Q (2203.389838 sec): 3 clusters Score: Raw -437642.617218 + Penalty 1647.772354 = -435994.844864 nChanged 7 SP:Iteration 53Q (2203.446301 sec): 3 clusters Score: Raw -437645.866545 + Penalty 1647.772354 = -435998.094191 nChanged 5 SP:Iteration 54Q (2203.491063 sec): 3 clusters Score: Raw -437647.872688 + Penalty 1647.772354 = -436000.100334 nChanged 5 SP:Iteration 55Q (2203.543420 sec): 3 clusters Score: Raw -437650.552538 + Penalty 1647.772354 = -436002.780183 nChanged 5 SP:Iteration 56Q (2203.598437 sec): 3 clusters Score: Raw -437652.646650 + Penalty 1647.772354 = -436004.874295 nChanged 5 SP:Iteration 57Q (2203.653293 sec): 3 clusters Score: Raw -437656.049432 + Penalty 1647.772354 = -436008.277077 nChanged 3 SP:Iteration 58Q (2203.706726 sec): 3 clusters Score: Raw -437657.385731 + Penalty 1647.772354 = -436009.613376 nChanged 2 SP:Iteration 59Q (2203.748312 sec): 3 clusters Score: Raw -437659.114880 + Penalty 1647.772354 = -436011.342525 nChanged 3 SP:Iteration 60F (2203.802954 sec): 3 clusters Score: Raw -437660.251221 + Penalty 1647.772354 = -436012.478867 nChanged 1 SP:Iteration 61Q (2203.855179 sec): 3 clusters Score: Raw -437661.380675 + Penalty 1647.772354 = -436013.608320 nChanged 4 SP:Iteration 62Q (2203.912477 sec): 3 clusters Score: Raw -437663.703951 + Penalty 1647.772354 = -436015.931596 nChanged 0 SP:Iteration 63F (2203.970892 sec): 3 clusters Score: Raw -437663.703951 + Penalty 1647.772354 = -436015.931596 nChanged 0 Trying to split cluster 19 (61042 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2204.064205 sec): 2 clusters Score: Raw -4435077.049172 + Penalty 1046.835156 = -4434030.214016 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2204.182380 sec): 3 clusters Score: Raw -4395325.516579 + Penalty 2093.670312 = -4393231.846267 nChanged 29342 SP:Iteration 1F (2204.301367 sec): 3 clusters Score: Raw -4413145.129940 + Penalty 2093.670312 = -4411051.459628 nChanged 2926 SP:Iteration 2Q (2204.419961 sec): 3 clusters Score: Raw -4414387.438541 + Penalty 2093.670312 = -4412293.768229 nChanged 3186 SP:Iteration 3F (2204.541918 sec): 3 clusters Score: Raw -4416123.839196 + Penalty 2093.670312 = -4414030.168884 nChanged 3673 SP:Iteration 4F (2204.667791 sec): 3 clusters Score: Raw -4418554.492424 + Penalty 2093.670312 = -4416460.822112 nChanged 3913 SP:Iteration 5F (2204.785988 sec): 3 clusters Score: Raw -4421456.121359 + Penalty 2093.670312 = -4419362.451047 nChanged 3983 SP:Iteration 6F (2204.906768 sec): 3 clusters Score: Raw -4424336.522536 + Penalty 2093.670312 = -4422242.852225 nChanged 3399 SP:Iteration 7F (2205.026526 sec): 3 clusters Score: Raw -4426287.247749 + Penalty 2093.670312 = -4424193.577437 nChanged 2476 SP:Iteration 8Q (2205.147146 sec): 3 clusters Score: Raw -4427205.093895 + Penalty 2093.670312 = -4425111.423584 nChanged 1560 SP:Iteration 9Q (2205.271944 sec): 3 clusters Score: Raw -4427621.189330 + Penalty 2093.670312 = -4425527.519018 nChanged 1050 SP:Iteration 10Q (2205.392118 sec): 3 clusters Score: Raw -4427874.704064 + Penalty 2093.670312 = -4425781.033752 nChanged 889 SP:Iteration 11Q (2205.514411 sec): 3 clusters Score: Raw -4428096.682590 + Penalty 2093.670312 = -4426003.012278 nChanged 856 SP:Iteration 12Q (2205.632353 sec): 3 clusters Score: Raw -4428317.973237 + Penalty 2093.670312 = -4426224.302925 nChanged 898 SP:Iteration 13Q (2205.747952 sec): 3 clusters Score: Raw -4428566.925792 + Penalty 2093.670312 = -4426473.255480 nChanged 940 SP:Iteration 14Q (2205.873328 sec): 3 clusters Score: Raw -4428839.062927 + Penalty 2093.670312 = -4426745.392615 nChanged 959 SP:Iteration 15Q (2205.994261 sec): 3 clusters Score: Raw -4429150.889599 + Penalty 2093.670312 = -4427057.219287 nChanged 1068 SP:Iteration 16Q (2206.114320 sec): 3 clusters Score: Raw -4429537.552460 + Penalty 2093.670312 = -4427443.882149 nChanged 1106 SP:Iteration 17Q (2206.237648 sec): 3 clusters Score: Raw -4429993.597233 + Penalty 2093.670312 = -4427899.926921 nChanged 1244 SP:Iteration 18Q (2206.357457 sec): 3 clusters Score: Raw -4430555.757228 + Penalty 2093.670312 = -4428462.086916 nChanged 1226 SP:Iteration 19Q (2206.476614 sec): 3 clusters Score: Raw -4431128.782172 + Penalty 2093.670312 = -4429035.111861 nChanged 1235 SP:Iteration 20F (2206.601206 sec): 3 clusters Score: Raw -4431737.608209 + Penalty 2093.670312 = -4429643.937897 nChanged 1208 SP:Iteration 21Q (2206.719459 sec): 3 clusters Score: Raw -4432372.192107 + Penalty 2093.670312 = -4430278.521796 nChanged 1189 SP:Iteration 22Q (2206.837371 sec): 3 clusters Score: Raw -4433026.075250 + Penalty 2093.670312 = -4430932.404939 nChanged 1066 SP:Iteration 23Q (2206.967549 sec): 3 clusters Score: Raw -4433578.900315 + Penalty 2093.670312 = -4431485.230004 nChanged 920 SP:Iteration 24Q (2207.083692 sec): 3 clusters Score: Raw -4434024.016619 + Penalty 2093.670312 = -4431930.346307 nChanged 796 SP:Iteration 25Q (2207.201036 sec): 3 clusters Score: Raw -4434344.918150 + Penalty 2093.670312 = -4432251.247838 nChanged 694 SP:Iteration 26Q (2207.323511 sec): 3 clusters Score: Raw -4434577.487783 + Penalty 2093.670312 = -4432483.817471 nChanged 535 SP:Iteration 27Q (2207.448699 sec): 3 clusters Score: Raw -4434719.627480 + Penalty 2093.670312 = -4432625.957168 nChanged 433 SP:Iteration 28Q (2207.558536 sec): 3 clusters Score: Raw -4434813.610964 + Penalty 2093.670312 = -4432719.940652 nChanged 364 SP:Iteration 29Q (2207.689625 sec): 3 clusters Score: Raw -4434876.324512 + Penalty 2093.670312 = -4432782.654200 nChanged 276 SP:Iteration 30Q (2207.812415 sec): 3 clusters Score: Raw -4434918.710731 + Penalty 2093.670312 = -4432825.040419 nChanged 259 SP:Iteration 31Q (2207.927665 sec): 3 clusters Score: Raw -4434955.313386 + Penalty 2093.670312 = -4432861.643074 nChanged 226 SP:Iteration 32Q (2208.046415 sec): 3 clusters Score: Raw -4434982.761547 + Penalty 2093.670312 = -4432889.091235 nChanged 238 SP:Iteration 33Q (2208.157868 sec): 3 clusters Score: Raw -4435009.453326 + Penalty 2093.670312 = -4432915.783015 nChanged 220 SP:Iteration 34Q (2208.279831 sec): 3 clusters Score: Raw -4435033.228369 + Penalty 2093.670312 = -4432939.558057 nChanged 228 SP:Iteration 35Q (2208.407788 sec): 3 clusters Score: Raw -4435056.646262 + Penalty 2093.670312 = -4432962.975950 nChanged 209 SP:Iteration 36Q (2208.522427 sec): 3 clusters Score: Raw -4435077.102349 + Penalty 2093.670312 = -4432983.432037 nChanged 194 SP:Iteration 37Q (2208.639457 sec): 3 clusters Score: Raw -4435095.882360 + Penalty 2093.670312 = -4433002.212048 nChanged 189 SP:Iteration 38Q (2208.763603 sec): 3 clusters Score: Raw -4435113.398037 + Penalty 2093.670312 = -4433019.727725 nChanged 161 SP:Iteration 39Q (2208.883429 sec): 3 clusters Score: Raw -4435127.113338 + Penalty 2093.670312 = -4433033.443026 nChanged 169 SP:Iteration 40F (2209.004990 sec): 3 clusters Score: Raw -4435141.368143 + Penalty 2093.670312 = -4433047.697831 nChanged 175 SP:Iteration 41Q (2209.117529 sec): 3 clusters Score: Raw -4435157.282067 + Penalty 2093.670312 = -4433063.611755 nChanged 181 SP:Iteration 42Q (2209.241606 sec): 3 clusters Score: Raw -4435174.334377 + Penalty 2093.670312 = -4433080.664065 nChanged 178 SP:Iteration 43Q (2209.360282 sec): 3 clusters Score: Raw -4435189.830106 + Penalty 2093.670312 = -4433096.159794 nChanged 162 SP:Iteration 44Q (2209.470394 sec): 3 clusters Score: Raw -4435202.423543 + Penalty 2093.670312 = -4433108.753231 nChanged 141 SP:Iteration 45Q (2209.599457 sec): 3 clusters Score: Raw -4435214.130844 + Penalty 2093.670312 = -4433120.460532 nChanged 145 SP:Iteration 46Q (2209.711794 sec): 3 clusters Score: Raw -4435225.387057 + Penalty 2093.670312 = -4433131.716745 nChanged 131 SP:Iteration 47Q (2209.832126 sec): 3 clusters Score: Raw -4435235.300597 + Penalty 2093.670312 = -4433141.630285 nChanged 133 SP:Iteration 48Q (2209.942393 sec): 3 clusters Score: Raw -4435245.395239 + Penalty 2093.670312 = -4433151.724927 nChanged 150 SP:Iteration 49Q (2210.076078 sec): 3 clusters Score: Raw -4435257.992760 + Penalty 2093.670312 = -4433164.322448 nChanged 165 SP:Iteration 50Q (2210.195737 sec): 3 clusters Score: Raw -4435271.539548 + Penalty 2093.670312 = -4433177.869236 nChanged 159 SP:Iteration 51Q (2210.312137 sec): 3 clusters Score: Raw -4435282.637561 + Penalty 2093.670312 = -4433188.967249 nChanged 138 SP:Iteration 52Q (2210.425365 sec): 3 clusters Score: Raw -4435293.287657 + Penalty 2093.670312 = -4433199.617345 nChanged 140 SP:Iteration 53Q (2210.546186 sec): 3 clusters Score: Raw -4435304.255513 + Penalty 2093.670312 = -4433210.585202 nChanged 136 SP:Iteration 54Q (2210.661990 sec): 3 clusters Score: Raw -4435314.549067 + Penalty 2093.670312 = -4433220.878755 nChanged 137 SP:Iteration 55Q (2210.783067 sec): 3 clusters Score: Raw -4435325.189312 + Penalty 2093.670312 = -4433231.519001 nChanged 142 SP:Iteration 56Q (2210.886227 sec): 3 clusters Score: Raw -4435336.310788 + Penalty 2093.670312 = -4433242.640476 nChanged 139 SP:Iteration 57Q (2210.998143 sec): 3 clusters Score: Raw -4435348.143849 + Penalty 2093.670312 = -4433254.473537 nChanged 149 SP:Iteration 58Q (2211.113565 sec): 3 clusters Score: Raw -4435360.645904 + Penalty 2093.670312 = -4433266.975592 nChanged 151 SP:Iteration 59Q (2211.238233 sec): 3 clusters Score: Raw -4435374.722387 + Penalty 2093.670312 = -4433281.052075 nChanged 162 SP:Iteration 60F (2211.355736 sec): 3 clusters Score: Raw -4435390.540926 + Penalty 2093.670312 = -4433296.870614 nChanged 154 SP:Iteration 61Q (2211.472111 sec): 3 clusters Score: Raw -4435405.574666 + Penalty 2093.670312 = -4433311.904354 nChanged 166 SP:Iteration 62Q (2211.579600 sec): 3 clusters Score: Raw -4435421.059255 + Penalty 2093.670312 = -4433327.388943 nChanged 164 SP:Iteration 63Q (2211.688884 sec): 3 clusters Score: Raw -4435435.008134 + Penalty 2093.670312 = -4433341.337823 nChanged 125 SP:Iteration 64Q (2211.799152 sec): 3 clusters Score: Raw -4435445.203620 + Penalty 2093.670312 = -4433351.533308 nChanged 130 SP:Iteration 65Q (2211.910428 sec): 3 clusters Score: Raw -4435457.050374 + Penalty 2093.670312 = -4433363.380062 nChanged 146 SP:Iteration 66Q (2212.019443 sec): 3 clusters Score: Raw -4435471.003383 + Penalty 2093.670312 = -4433377.333072 nChanged 148 SP:Iteration 67Q (2212.128053 sec): 3 clusters Score: Raw -4435485.530817 + Penalty 2093.670312 = -4433391.860505 nChanged 144 SP:Iteration 68Q (2212.241208 sec): 3 clusters Score: Raw -4435498.053956 + Penalty 2093.670312 = -4433404.383644 nChanged 131 SP:Iteration 69Q (2212.357738 sec): 3 clusters Score: Raw -4435509.993608 + Penalty 2093.670312 = -4433416.323296 nChanged 139 SP:Iteration 70Q (2212.481118 sec): 3 clusters Score: Raw -4435522.379877 + Penalty 2093.670312 = -4433428.709565 nChanged 130 SP:Iteration 71Q (2212.595544 sec): 3 clusters Score: Raw -4435534.178119 + Penalty 2093.670312 = -4433440.507807 nChanged 141 SP:Iteration 72Q (2212.704797 sec): 3 clusters Score: Raw -4435545.797294 + Penalty 2093.670312 = -4433452.126982 nChanged 119 SP:Iteration 73Q (2212.834920 sec): 3 clusters Score: Raw -4435555.330599 + Penalty 2093.670312 = -4433461.660287 nChanged 96 SP:Iteration 74Q (2212.946549 sec): 3 clusters Score: Raw -4435563.031505 + Penalty 2093.670312 = -4433469.361193 nChanged 102 SP:Iteration 75Q (2213.057502 sec): 3 clusters Score: Raw -4435572.143871 + Penalty 2093.670312 = -4433478.473559 nChanged 105 SP:Iteration 76Q (2213.180881 sec): 3 clusters Score: Raw -4435581.250252 + Penalty 2093.670312 = -4433487.579940 nChanged 106 SP:Iteration 77Q (2213.299058 sec): 3 clusters Score: Raw -4435590.483713 + Penalty 2093.670312 = -4433496.813402 nChanged 108 SP:Iteration 78Q (2213.415781 sec): 3 clusters Score: Raw -4435599.414130 + Penalty 2093.670312 = -4433505.743818 nChanged 100 SP:Iteration 79Q (2213.532290 sec): 3 clusters Score: Raw -4435608.106904 + Penalty 2093.670312 = -4433514.436593 nChanged 106 SP:Iteration 80F (2213.647777 sec): 3 clusters Score: Raw -4435616.938245 + Penalty 2093.670312 = -4433523.267933 nChanged 94 SP:Iteration 81Q (2213.780453 sec): 3 clusters Score: Raw -4435623.204211 + Penalty 2093.670312 = -4433529.533899 nChanged 88 SP:Iteration 82Q (2213.894516 sec): 3 clusters Score: Raw -4435628.821019 + Penalty 2093.670312 = -4433535.150708 nChanged 80 SP:Iteration 83Q (2214.000784 sec): 3 clusters Score: Raw -4435633.763387 + Penalty 2093.670312 = -4433540.093075 nChanged 72 SP:Iteration 84Q (2214.114181 sec): 3 clusters Score: Raw -4435638.409498 + Penalty 2093.670312 = -4433544.739186 nChanged 85 SP:Iteration 85Q (2214.212706 sec): 3 clusters Score: Raw -4435644.130604 + Penalty 2093.670312 = -4433550.460292 nChanged 91 SP:Iteration 86Q (2214.328843 sec): 3 clusters Score: Raw -4435651.205673 + Penalty 2093.670312 = -4433557.535361 nChanged 116 SP:Iteration 87Q (2214.449577 sec): 3 clusters Score: Raw -4435660.404712 + Penalty 2093.670312 = -4433566.734401 nChanged 94 SP:Iteration 88Q (2214.567938 sec): 3 clusters Score: Raw -4435667.520327 + Penalty 2093.670312 = -4433573.850015 nChanged 75 SP:Iteration 89Q (2214.694634 sec): 3 clusters Score: Raw -4435672.295462 + Penalty 2093.670312 = -4433578.625151 nChanged 69 SP:Iteration 90Q (2214.806209 sec): 3 clusters Score: Raw -4435676.214598 + Penalty 2093.670312 = -4433582.544286 nChanged 56 SP:Iteration 91Q (2214.929800 sec): 3 clusters Score: Raw -4435679.264177 + Penalty 2093.670312 = -4433585.593865 nChanged 51 SP:Iteration 92Q (2215.053996 sec): 3 clusters Score: Raw -4435682.267974 + Penalty 2093.670312 = -4433588.597662 nChanged 48 SP:Iteration 93Q (2215.170492 sec): 3 clusters Score: Raw -4435684.866147 + Penalty 2093.670312 = -4433591.195835 nChanged 52 SP:Iteration 94Q (2215.276763 sec): 3 clusters Score: Raw -4435687.792026 + Penalty 2093.670312 = -4433594.121714 nChanged 47 SP:Iteration 95Q (2215.384785 sec): 3 clusters Score: Raw -4435690.086933 + Penalty 2093.670312 = -4433596.416621 nChanged 47 SP:Iteration 96Q (2215.509788 sec): 3 clusters Score: Raw -4435692.172428 + Penalty 2093.670312 = -4433598.502116 nChanged 45 SP:Iteration 97Q (2215.625922 sec): 3 clusters Score: Raw -4435694.400925 + Penalty 2093.670312 = -4433600.730613 nChanged 40 SP:Iteration 98Q (2215.744651 sec): 3 clusters Score: Raw -4435696.515943 + Penalty 2093.670312 = -4433602.845631 nChanged 36 SP:Iteration 99Q (2215.847110 sec): 3 clusters Score: Raw -4435698.117759 + Penalty 2093.670312 = -4433604.447448 nChanged 31 SP:Iteration 100F (2215.958482 sec): 3 clusters Score: Raw -4435699.587835 + Penalty 2093.670312 = -4433605.917523 nChanged 36 SP:Iteration 101Q (2216.076851 sec): 3 clusters Score: Raw -4435701.283892 + Penalty 2093.670312 = -4433607.613580 nChanged 31 SP:Iteration 102Q (2216.195399 sec): 3 clusters Score: Raw -4435702.462512 + Penalty 2093.670312 = -4433608.792200 nChanged 27 SP:Iteration 103Q (2216.308737 sec): 3 clusters Score: Raw -4435703.626287 + Penalty 2093.670312 = -4433609.955975 nChanged 31 SP:Iteration 104Q (2216.422272 sec): 3 clusters Score: Raw -4435704.897855 + Penalty 2093.670312 = -4433611.227543 nChanged 34 SP:Iteration 105Q (2216.532748 sec): 3 clusters Score: Raw -4435706.204631 + Penalty 2093.670312 = -4433612.534320 nChanged 30 SP:Iteration 106Q (2216.629872 sec): 3 clusters Score: Raw -4435707.449599 + Penalty 2093.670312 = -4433613.779287 nChanged 33 SP:Iteration 107Q (2216.734114 sec): 3 clusters Score: Raw -4435709.124072 + Penalty 2093.670312 = -4433615.453760 nChanged 44 SP:Iteration 108Q (2216.844060 sec): 3 clusters Score: Raw -4435711.445721 + Penalty 2093.670312 = -4433617.775410 nChanged 46 SP:Iteration 109Q (2216.958766 sec): 3 clusters Score: Raw -4435713.589605 + Penalty 2093.670312 = -4433619.919293 nChanged 36 SP:Iteration 110Q (2217.065367 sec): 3 clusters Score: Raw -4435715.663381 + Penalty 2093.670312 = -4433621.993069 nChanged 41 SP:Iteration 111Q (2217.170374 sec): 3 clusters Score: Raw -4435717.534914 + Penalty 2093.670312 = -4433623.864602 nChanged 31 SP:Iteration 112Q (2217.270192 sec): 3 clusters Score: Raw -4435718.973363 + Penalty 2093.670312 = -4433625.303051 nChanged 28 SP:Iteration 113Q (2217.379107 sec): 3 clusters Score: Raw -4435720.266198 + Penalty 2093.670312 = -4433626.595886 nChanged 25 SP:Iteration 114Q (2217.479425 sec): 3 clusters Score: Raw -4435721.227833 + Penalty 2093.670312 = -4433627.557521 nChanged 30 SP:Iteration 115Q (2217.585918 sec): 3 clusters Score: Raw -4435722.605853 + Penalty 2093.670312 = -4433628.935541 nChanged 32 SP:Iteration 116Q (2217.691150 sec): 3 clusters Score: Raw -4435724.339983 + Penalty 2093.670312 = -4433630.669671 nChanged 38 SP:Iteration 117Q (2217.798456 sec): 3 clusters Score: Raw -4435726.466477 + Penalty 2093.670312 = -4433632.796166 nChanged 34 SP:Iteration 118Q (2217.904639 sec): 3 clusters Score: Raw -4435728.355328 + Penalty 2093.670312 = -4433634.685016 nChanged 30 SP:Iteration 119Q (2218.021043 sec): 3 clusters Score: Raw -4435729.659450 + Penalty 2093.670312 = -4433635.989138 nChanged 30 SP:Iteration 120F (2218.123446 sec): 3 clusters Score: Raw -4435731.283422 + Penalty 2093.670312 = -4433637.613111 nChanged 22 SP:Iteration 121Q (2218.236303 sec): 3 clusters Score: Raw -4435732.111101 + Penalty 2093.670312 = -4433638.440789 nChanged 19 SP:Iteration 122Q (2218.344822 sec): 3 clusters Score: Raw -4435732.899542 + Penalty 2093.670312 = -4433639.229230 nChanged 17 SP:Iteration 123Q (2218.447883 sec): 3 clusters Score: Raw -4435733.613452 + Penalty 2093.670312 = -4433639.943140 nChanged 20 SP:Iteration 124Q (2218.567194 sec): 3 clusters Score: Raw -4435734.439056 + Penalty 2093.670312 = -4433640.768744 nChanged 21 SP:Iteration 125Q (2218.681465 sec): 3 clusters Score: Raw -4435735.197512 + Penalty 2093.670312 = -4433641.527200 nChanged 24 SP:Iteration 126Q (2218.799384 sec): 3 clusters Score: Raw -4435736.388154 + Penalty 2093.670312 = -4433642.717842 nChanged 32 SP:Iteration 127Q (2218.911610 sec): 3 clusters Score: Raw -4435738.538143 + Penalty 2093.670312 = -4433644.867832 nChanged 41 SP:Iteration 128Q (2219.033324 sec): 3 clusters Score: Raw -4435741.114901 + Penalty 2093.670312 = -4433647.444589 nChanged 36 SP:Iteration 129Q (2219.148420 sec): 3 clusters Score: Raw -4435742.973737 + Penalty 2093.670312 = -4433649.303425 nChanged 36 SP:Iteration 130Q (2219.268191 sec): 3 clusters Score: Raw -4435744.583321 + Penalty 2093.670312 = -4433650.913009 nChanged 21 SP:Iteration 131Q (2219.381747 sec): 3 clusters Score: Raw -4435745.224412 + Penalty 2093.670312 = -4433651.554100 nChanged 12 SP:Iteration 132Q (2219.496100 sec): 3 clusters Score: Raw -4435745.563563 + Penalty 2093.670312 = -4433651.893251 nChanged 14 SP:Iteration 133Q (2219.617492 sec): 3 clusters Score: Raw -4435746.111203 + Penalty 2093.670312 = -4433652.440891 nChanged 19 SP:Iteration 134Q (2219.736630 sec): 3 clusters Score: Raw -4435746.664827 + Penalty 2093.670312 = -4433652.994515 nChanged 17 SP:Iteration 135Q (2219.852678 sec): 3 clusters Score: Raw -4435747.100730 + Penalty 2093.670312 = -4433653.430418 nChanged 17 SP:Iteration 136Q (2219.967187 sec): 3 clusters Score: Raw -4435747.671420 + Penalty 2093.670312 = -4433654.001108 nChanged 11 SP:Iteration 137Q (2220.079174 sec): 3 clusters Score: Raw -4435747.971225 + Penalty 2093.670312 = -4433654.300913 nChanged 7 SP:Iteration 138Q (2220.194903 sec): 3 clusters Score: Raw -4435748.141391 + Penalty 2093.670312 = -4433654.471079 nChanged 7 SP:Iteration 139Q (2220.316957 sec): 3 clusters Score: Raw -4435748.337526 + Penalty 2093.670312 = -4433654.667214 nChanged 9 SP:Iteration 140F (2220.432080 sec): 3 clusters Score: Raw -4435748.610701 + Penalty 2093.670312 = -4433654.940389 nChanged 11 SP:Iteration 141Q (2220.548799 sec): 3 clusters Score: Raw -4435748.931309 + Penalty 2093.670312 = -4433655.260997 nChanged 12 SP:Iteration 142Q (2220.665022 sec): 3 clusters Score: Raw -4435749.185999 + Penalty 2093.670312 = -4433655.515688 nChanged 6 SP:Iteration 143Q (2220.785567 sec): 3 clusters Score: Raw -4435749.272331 + Penalty 2093.670312 = -4433655.602019 nChanged 6 SP:Iteration 144Q (2220.891406 sec): 3 clusters Score: Raw -4435749.372556 + Penalty 2093.670312 = -4433655.702244 nChanged 3 SP:Iteration 145Q (2221.013168 sec): 3 clusters Score: Raw -4435749.446818 + Penalty 2093.670312 = -4433655.776506 nChanged 4 SP:Iteration 146Q (2221.119734 sec): 3 clusters Score: Raw -4435749.573594 + Penalty 2093.670312 = -4433655.903282 nChanged 8 SP:Iteration 147Q (2221.235249 sec): 3 clusters Score: Raw -4435749.767149 + Penalty 2093.670312 = -4433656.096837 nChanged 4 SP:Iteration 148Q (2221.353824 sec): 3 clusters Score: Raw -4435749.828823 + Penalty 2093.670312 = -4433656.158511 nChanged 2 SP:Iteration 149Q (2221.458272 sec): 3 clusters Score: Raw -4435749.856160 + Penalty 2093.670312 = -4433656.185848 nChanged 1 SP:Iteration 150Q (2221.579336 sec): 3 clusters Score: Raw -4435749.866803 + Penalty 2093.670312 = -4433656.196491 nChanged 1 SP:Iteration 151Q (2221.689086 sec): 3 clusters Score: Raw -4435749.878202 + Penalty 2093.670312 = -4433656.207890 nChanged 2 SP:Iteration 152Q (2221.816879 sec): 3 clusters Score: Raw -4435749.918733 + Penalty 2093.670312 = -4433656.248421 nChanged 3 SP:Iteration 153Q (2221.922200 sec): 3 clusters Score: Raw -4435749.950457 + Penalty 2093.670312 = -4433656.280145 nChanged 0 SP:Iteration 154F (2222.053523 sec): 3 clusters Score: Raw -4435749.950457 + Penalty 2093.670312 = -4433656.280145 nChanged 0 Trying to split cluster 20 (58588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2222.135501 sec): 2 clusters Score: Raw -4424048.705367 + Penalty 1042.937092 = -4423005.768275 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2222.243783 sec): 3 clusters Score: Raw -4385958.026418 + Penalty 2085.874184 = -4383872.152234 nChanged 28065 SP:Iteration 1F (2222.353871 sec): 3 clusters Score: Raw -4402758.685704 + Penalty 2085.874184 = -4400672.811521 nChanged 2655 SP:Iteration 2Q (2222.471959 sec): 3 clusters Score: Raw -4403794.281863 + Penalty 2085.874184 = -4401708.407679 nChanged 2969 SP:Iteration 3F (2222.588766 sec): 3 clusters Score: Raw -4405315.515758 + Penalty 2085.874184 = -4403229.641574 nChanged 3376 SP:Iteration 4F (2222.701849 sec): 3 clusters Score: Raw -4407434.480057 + Penalty 2085.874184 = -4405348.605874 nChanged 3736 SP:Iteration 5F (2222.819567 sec): 3 clusters Score: Raw -4410215.212628 + Penalty 2085.874184 = -4408129.338444 nChanged 3824 SP:Iteration 6F (2222.936242 sec): 3 clusters Score: Raw -4412961.673636 + Penalty 2085.874184 = -4410875.799452 nChanged 3214 SP:Iteration 7F (2223.038876 sec): 3 clusters Score: Raw -4414654.567733 + Penalty 2085.874184 = -4412568.693549 nChanged 2126 SP:Iteration 8Q (2223.163802 sec): 3 clusters Score: Raw -4415249.521472 + Penalty 2085.874184 = -4413163.647288 nChanged 1131 SP:Iteration 9Q (2223.279780 sec): 3 clusters Score: Raw -4415463.103258 + Penalty 2085.874184 = -4413377.229074 nChanged 723 SP:Iteration 10Q (2223.397600 sec): 3 clusters Score: Raw -4415589.463969 + Penalty 2085.874184 = -4413503.589786 nChanged 631 SP:Iteration 11Q (2223.518453 sec): 3 clusters Score: Raw -4415713.108409 + Penalty 2085.874184 = -4413627.234226 nChanged 622 SP:Iteration 12Q (2223.628690 sec): 3 clusters Score: Raw -4415843.428440 + Penalty 2085.874184 = -4413757.554256 nChanged 626 SP:Iteration 13Q (2223.746449 sec): 3 clusters Score: Raw -4415969.490398 + Penalty 2085.874184 = -4413883.616215 nChanged 606 SP:Iteration 14Q (2223.863778 sec): 3 clusters Score: Raw -4416086.478906 + Penalty 2085.874184 = -4414000.604723 nChanged 592 SP:Iteration 15Q (2223.977899 sec): 3 clusters Score: Raw -4416207.322313 + Penalty 2085.874184 = -4414121.448129 nChanged 582 SP:Iteration 16Q (2224.101245 sec): 3 clusters Score: Raw -4416329.615517 + Penalty 2085.874184 = -4414243.741333 nChanged 601 SP:Iteration 17Q (2224.221045 sec): 3 clusters Score: Raw -4416460.335589 + Penalty 2085.874184 = -4414374.461406 nChanged 597 SP:Iteration 18Q (2224.336884 sec): 3 clusters Score: Raw -4416591.360246 + Penalty 2085.874184 = -4414505.486062 nChanged 675 SP:Iteration 19Q (2224.464533 sec): 3 clusters Score: Raw -4416750.086589 + Penalty 2085.874184 = -4414664.212405 nChanged 721 SP:Iteration 20F (2224.577840 sec): 3 clusters Score: Raw -4416927.229817 + Penalty 2085.874184 = -4414841.355633 nChanged 768 SP:Iteration 21Q (2224.693821 sec): 3 clusters Score: Raw -4417139.456716 + Penalty 2085.874184 = -4415053.582532 nChanged 805 SP:Iteration 22Q (2224.820230 sec): 3 clusters Score: Raw -4417362.841745 + Penalty 2085.874184 = -4415276.967561 nChanged 824 SP:Iteration 23Q (2224.934805 sec): 3 clusters Score: Raw -4417601.169167 + Penalty 2085.874184 = -4415515.294983 nChanged 842 SP:Iteration 24Q (2225.052122 sec): 3 clusters Score: Raw -4417865.123238 + Penalty 2085.874184 = -4415779.249055 nChanged 876 SP:Iteration 25Q (2225.158417 sec): 3 clusters Score: Raw -4418133.659984 + Penalty 2085.874184 = -4416047.785800 nChanged 836 SP:Iteration 26Q (2225.274985 sec): 3 clusters Score: Raw -4418388.511743 + Penalty 2085.874184 = -4416302.637559 nChanged 845 SP:Iteration 27Q (2225.392014 sec): 3 clusters Score: Raw -4418665.117816 + Penalty 2085.874184 = -4416579.243633 nChanged 857 SP:Iteration 28Q (2225.504405 sec): 3 clusters Score: Raw -4418934.758967 + Penalty 2085.874184 = -4416848.884783 nChanged 815 SP:Iteration 29Q (2225.624582 sec): 3 clusters Score: Raw -4419193.242528 + Penalty 2085.874184 = -4417107.368344 nChanged 817 SP:Iteration 30Q (2225.743130 sec): 3 clusters Score: Raw -4419459.600504 + Penalty 2085.874184 = -4417373.726321 nChanged 817 SP:Iteration 31Q (2225.850985 sec): 3 clusters Score: Raw -4419724.817946 + Penalty 2085.874184 = -4417638.943763 nChanged 779 SP:Iteration 32Q (2225.975493 sec): 3 clusters Score: Raw -4419973.612136 + Penalty 2085.874184 = -4417887.737953 nChanged 750 SP:Iteration 33Q (2226.074742 sec): 3 clusters Score: Raw -4420208.611002 + Penalty 2085.874184 = -4418122.736818 nChanged 747 SP:Iteration 34Q (2226.201536 sec): 3 clusters Score: Raw -4420439.301053 + Penalty 2085.874184 = -4418353.426870 nChanged 708 SP:Iteration 35Q (2226.316929 sec): 3 clusters Score: Raw -4420657.406063 + Penalty 2085.874184 = -4418571.531880 nChanged 716 SP:Iteration 36Q (2226.432210 sec): 3 clusters Score: Raw -4420886.290416 + Penalty 2085.874184 = -4418800.416232 nChanged 720 SP:Iteration 37Q (2226.546311 sec): 3 clusters Score: Raw -4421131.637144 + Penalty 2085.874184 = -4419045.762960 nChanged 731 SP:Iteration 38Q (2226.658893 sec): 3 clusters Score: Raw -4421396.773854 + Penalty 2085.874184 = -4419310.899671 nChanged 714 SP:Iteration 39Q (2226.770575 sec): 3 clusters Score: Raw -4421662.625056 + Penalty 2085.874184 = -4419576.750873 nChanged 685 SP:Iteration 40F (2226.885970 sec): 3 clusters Score: Raw -4421921.006549 + Penalty 2085.874184 = -4419835.132365 nChanged 647 SP:Iteration 41Q (2226.998226 sec): 3 clusters Score: Raw -4422174.665432 + Penalty 2085.874184 = -4420088.791248 nChanged 623 SP:Iteration 42Q (2227.104139 sec): 3 clusters Score: Raw -4422427.362993 + Penalty 2085.874184 = -4420341.488810 nChanged 619 SP:Iteration 43Q (2227.213150 sec): 3 clusters Score: Raw -4422687.907581 + Penalty 2085.874184 = -4420602.033398 nChanged 574 SP:Iteration 44Q (2227.329114 sec): 3 clusters Score: Raw -4422925.251179 + Penalty 2085.874184 = -4420839.376995 nChanged 460 SP:Iteration 45Q (2227.439453 sec): 3 clusters Score: Raw -4423112.654188 + Penalty 2085.874184 = -4421026.780005 nChanged 410 SP:Iteration 46Q (2227.542594 sec): 3 clusters Score: Raw -4423291.122399 + Penalty 2085.874184 = -4421205.248216 nChanged 378 SP:Iteration 47Q (2227.651698 sec): 3 clusters Score: Raw -4423454.098869 + Penalty 2085.874184 = -4421368.224686 nChanged 310 SP:Iteration 48Q (2227.754446 sec): 3 clusters Score: Raw -4423583.626623 + Penalty 2085.874184 = -4421497.752439 nChanged 267 SP:Iteration 49Q (2227.853687 sec): 3 clusters Score: Raw -4423696.421132 + Penalty 2085.874184 = -4421610.546948 nChanged 223 SP:Iteration 50Q (2227.957795 sec): 3 clusters Score: Raw -4423794.651265 + Penalty 2085.874184 = -4421708.777082 nChanged 192 SP:Iteration 51Q (2228.057201 sec): 3 clusters Score: Raw -4423882.550638 + Penalty 2085.874184 = -4421796.676454 nChanged 161 SP:Iteration 52Q (2228.163481 sec): 3 clusters Score: Raw -4423951.622988 + Penalty 2085.874184 = -4421865.748804 nChanged 119 SP:Iteration 53Q (2228.264862 sec): 3 clusters Score: Raw -4423998.621416 + Penalty 2085.874184 = -4421912.747233 nChanged 90 SP:Iteration 54Q (2228.375594 sec): 3 clusters Score: Raw -4424029.917974 + Penalty 2085.874184 = -4421944.043790 nChanged 72 SP:Iteration 55Q (2228.477546 sec): 3 clusters Score: Raw -4424052.678792 + Penalty 2085.874184 = -4421966.804608 nChanged 64 SP:Iteration 56Q (2228.582719 sec): 3 clusters Score: Raw -4424077.269881 + Penalty 2085.874184 = -4421991.395697 nChanged 58 SP:Iteration 57Q (2228.677374 sec): 3 clusters Score: Raw -4424102.192775 + Penalty 2085.874184 = -4422016.318591 nChanged 42 SP:Iteration 58Q (2228.784599 sec): 3 clusters Score: Raw -4424115.791997 + Penalty 2085.874184 = -4422029.917814 nChanged 42 SP:Iteration 59Q (2228.884291 sec): 3 clusters Score: Raw -4424127.571531 + Penalty 2085.874184 = -4422041.697347 nChanged 35 SP:Iteration 60F (2228.987714 sec): 3 clusters Score: Raw -4424140.879440 + Penalty 2085.874184 = -4422055.005257 nChanged 38 SP:Iteration 61Q (2229.092384 sec): 3 clusters Score: Raw -4424154.198621 + Penalty 2085.874184 = -4422068.324438 nChanged 38 SP:Iteration 62Q (2229.198487 sec): 3 clusters Score: Raw -4424169.596238 + Penalty 2085.874184 = -4422083.722055 nChanged 41 SP:Iteration 63Q (2229.306821 sec): 3 clusters Score: Raw -4424188.057590 + Penalty 2085.874184 = -4422102.183407 nChanged 30 SP:Iteration 64Q (2229.401613 sec): 3 clusters Score: Raw -4424200.075878 + Penalty 2085.874184 = -4422114.201695 nChanged 24 SP:Iteration 65Q (2229.506107 sec): 3 clusters Score: Raw -4424207.544058 + Penalty 2085.874184 = -4422121.669874 nChanged 16 SP:Iteration 66Q (2229.612547 sec): 3 clusters Score: Raw -4424210.498654 + Penalty 2085.874184 = -4422124.624471 nChanged 12 SP:Iteration 67Q (2229.719273 sec): 3 clusters Score: Raw -4424213.883564 + Penalty 2085.874184 = -4422128.009380 nChanged 10 SP:Iteration 68Q (2229.824713 sec): 3 clusters Score: Raw -4424216.777294 + Penalty 2085.874184 = -4422130.903111 nChanged 5 SP:Iteration 69Q (2229.931742 sec): 3 clusters Score: Raw -4424218.971614 + Penalty 2085.874184 = -4422133.097431 nChanged 7 SP:Iteration 70Q (2230.039256 sec): 3 clusters Score: Raw -4424220.862512 + Penalty 2085.874184 = -4422134.988329 nChanged 7 SP:Iteration 71Q (2230.139573 sec): 3 clusters Score: Raw -4424223.843052 + Penalty 2085.874184 = -4422137.968869 nChanged 5 SP:Iteration 72Q (2230.244015 sec): 3 clusters Score: Raw -4424225.166681 + Penalty 2085.874184 = -4422139.292498 nChanged 4 SP:Iteration 73Q (2230.345426 sec): 3 clusters Score: Raw -4424226.358727 + Penalty 2085.874184 = -4422140.484543 nChanged 1 SP:Iteration 74Q (2230.455287 sec): 3 clusters Score: Raw -4424227.092169 + Penalty 2085.874184 = -4422141.217986 nChanged 6 SP:Iteration 75Q (2230.571626 sec): 3 clusters Score: Raw -4424228.733070 + Penalty 2085.874184 = -4422142.858886 nChanged 7 SP:Iteration 76Q (2230.670731 sec): 3 clusters Score: Raw -4424230.803222 + Penalty 2085.874184 = -4422144.929038 nChanged 9 SP:Iteration 77Q (2230.788722 sec): 3 clusters Score: Raw -4424234.321389 + Penalty 2085.874184 = -4422148.447205 nChanged 6 SP:Iteration 78Q (2230.899019 sec): 3 clusters Score: Raw -4424236.293427 + Penalty 2085.874184 = -4422150.419244 nChanged 4 SP:Iteration 79Q (2231.006030 sec): 3 clusters Score: Raw -4424237.498964 + Penalty 2085.874184 = -4422151.624780 nChanged 4 SP:Iteration 80F (2231.119934 sec): 3 clusters Score: Raw -4424239.490243 + Penalty 2085.874184 = -4422153.616059 nChanged 4 SP:Iteration 81Q (2231.236054 sec): 3 clusters Score: Raw -4424240.933593 + Penalty 2085.874184 = -4422155.059410 nChanged 5 SP:Iteration 82Q (2231.328173 sec): 3 clusters Score: Raw -4424243.103467 + Penalty 2085.874184 = -4422157.229284 nChanged 4 SP:Iteration 83Q (2231.435336 sec): 3 clusters Score: Raw -4424244.358910 + Penalty 2085.874184 = -4422158.484726 nChanged 5 SP:Iteration 84Q (2231.541382 sec): 3 clusters Score: Raw -4424245.910287 + Penalty 2085.874184 = -4422160.036103 nChanged 6 SP:Iteration 85Q (2231.639043 sec): 3 clusters Score: Raw -4424247.115188 + Penalty 2085.874184 = -4422161.241004 nChanged 3 SP:Iteration 86Q (2231.749563 sec): 3 clusters Score: Raw -4424247.892205 + Penalty 2085.874184 = -4422162.018022 nChanged 2 SP:Iteration 87Q (2231.847877 sec): 3 clusters Score: Raw -4424248.256976 + Penalty 2085.874184 = -4422162.382792 nChanged 4 SP:Iteration 88Q (2231.957896 sec): 3 clusters Score: Raw -4424249.582244 + Penalty 2085.874184 = -4422163.708061 nChanged 3 SP:Iteration 89Q (2232.059568 sec): 3 clusters Score: Raw -4424250.496708 + Penalty 2085.874184 = -4422164.622525 nChanged 1 SP:Iteration 90Q (2232.175290 sec): 3 clusters Score: Raw -4424250.686435 + Penalty 2085.874184 = -4422164.812252 nChanged 1 SP:Iteration 91Q (2232.279470 sec): 3 clusters Score: Raw -4424251.286232 + Penalty 2085.874184 = -4422165.412048 nChanged 3 SP:Iteration 92Q (2232.397619 sec): 3 clusters Score: Raw -4424252.014333 + Penalty 2085.874184 = -4422166.140150 nChanged 4 SP:Iteration 93Q (2232.509827 sec): 3 clusters Score: Raw -4424252.990108 + Penalty 2085.874184 = -4422167.115925 nChanged 3 SP:Iteration 94Q (2232.620229 sec): 3 clusters Score: Raw -4424254.273440 + Penalty 2085.874184 = -4422168.399256 nChanged 5 SP:Iteration 95Q (2232.723758 sec): 3 clusters Score: Raw -4424257.566415 + Penalty 2085.874184 = -4422171.692232 nChanged 5 SP:Iteration 96Q (2232.831074 sec): 3 clusters Score: Raw -4424260.604654 + Penalty 2085.874184 = -4422174.730471 nChanged 3 SP:Iteration 97Q (2232.945247 sec): 3 clusters Score: Raw -4424262.029818 + Penalty 2085.874184 = -4422176.155634 nChanged 5 SP:Iteration 98Q (2233.053039 sec): 3 clusters Score: Raw -4424263.059411 + Penalty 2085.874184 = -4422177.185227 nChanged 2 SP:Iteration 99Q (2233.158341 sec): 3 clusters Score: Raw -4424263.457805 + Penalty 2085.874184 = -4422177.583621 nChanged 3 SP:Iteration 100F (2233.265423 sec): 3 clusters Score: Raw -4424264.961737 + Penalty 2085.874184 = -4422179.087554 nChanged 2 SP:Iteration 101Q (2233.384022 sec): 3 clusters Score: Raw -4424265.405207 + Penalty 2085.874184 = -4422179.531023 nChanged 1 SP:Iteration 102Q (2233.493952 sec): 3 clusters Score: Raw -4424265.483913 + Penalty 2085.874184 = -4422179.609729 nChanged 0 SP:Iteration 103F (2233.600922 sec): 3 clusters Score: Raw -4424265.483913 + Penalty 2085.874184 = -4422179.609729 nChanged 0 Trying to split cluster 21 (16278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2233.639016 sec): 2 clusters Score: Raw -1217065.617084 + Penalty 921.269129 = -1216144.347955 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2233.709380 sec): 3 clusters Score: Raw -1206970.852469 + Penalty 1842.538259 = -1205128.314210 nChanged 7569 SP:Iteration 1F (2233.768501 sec): 3 clusters Score: Raw -1211318.182991 + Penalty 1842.538259 = -1209475.644732 nChanged 854 SP:Iteration 2F (2233.832433 sec): 3 clusters Score: Raw -1211686.986636 + Penalty 1842.538259 = -1209844.448377 nChanged 902 SP:Iteration 3F (2233.896163 sec): 3 clusters Score: Raw -1212092.114114 + Penalty 1842.538259 = -1210249.575856 nChanged 854 SP:Iteration 4F (2233.961968 sec): 3 clusters Score: Raw -1212469.719782 + Penalty 1842.538259 = -1210627.181523 nChanged 818 SP:Iteration 5F (2234.022480 sec): 3 clusters Score: Raw -1212856.291803 + Penalty 1842.538259 = -1211013.753545 nChanged 827 SP:Iteration 6F (2234.087994 sec): 3 clusters Score: Raw -1213315.345364 + Penalty 1842.538259 = -1211472.807106 nChanged 862 SP:Iteration 7F (2234.156351 sec): 3 clusters Score: Raw -1213876.218003 + Penalty 1842.538259 = -1212033.679744 nChanged 923 SP:Iteration 8F (2234.220121 sec): 3 clusters Score: Raw -1214554.620749 + Penalty 1842.538259 = -1212712.082491 nChanged 820 SP:Iteration 9F (2234.271882 sec): 3 clusters Score: Raw -1215137.511984 + Penalty 1842.538259 = -1213294.973726 nChanged 652 SP:Iteration 10Q (2234.341003 sec): 3 clusters Score: Raw -1215575.728256 + Penalty 1842.538259 = -1213733.189998 nChanged 506 SP:Iteration 11Q (2234.404928 sec): 3 clusters Score: Raw -1215860.859185 + Penalty 1842.538259 = -1214018.320927 nChanged 386 SP:Iteration 12Q (2234.458740 sec): 3 clusters Score: Raw -1216065.298771 + Penalty 1842.538259 = -1214222.760513 nChanged 316 SP:Iteration 13Q (2234.525092 sec): 3 clusters Score: Raw -1216228.914542 + Penalty 1842.538259 = -1214386.376283 nChanged 276 SP:Iteration 14Q (2234.585760 sec): 3 clusters Score: Raw -1216371.067645 + Penalty 1842.538259 = -1214528.529386 nChanged 233 SP:Iteration 15Q (2234.641835 sec): 3 clusters Score: Raw -1216483.191407 + Penalty 1842.538259 = -1214640.653148 nChanged 193 SP:Iteration 16Q (2234.697015 sec): 3 clusters Score: Raw -1216572.592844 + Penalty 1842.538259 = -1214730.054585 nChanged 169 SP:Iteration 17Q (2234.757957 sec): 3 clusters Score: Raw -1216647.983744 + Penalty 1842.538259 = -1214805.445485 nChanged 169 SP:Iteration 18Q (2234.827616 sec): 3 clusters Score: Raw -1216724.261448 + Penalty 1842.538259 = -1214881.723189 nChanged 167 SP:Iteration 19Q (2234.877617 sec): 3 clusters Score: Raw -1216799.204269 + Penalty 1842.538259 = -1214956.666010 nChanged 142 SP:Iteration 20F (2234.941908 sec): 3 clusters Score: Raw -1216860.310212 + Penalty 1842.538259 = -1215017.771953 nChanged 131 SP:Iteration 21Q (2235.004315 sec): 3 clusters Score: Raw -1216913.635303 + Penalty 1842.538259 = -1215071.097044 nChanged 114 SP:Iteration 22Q (2235.049445 sec): 3 clusters Score: Raw -1216965.982827 + Penalty 1842.538259 = -1215123.444568 nChanged 102 SP:Iteration 23Q (2235.112556 sec): 3 clusters Score: Raw -1217018.025583 + Penalty 1842.538259 = -1215175.487324 nChanged 96 SP:Iteration 24Q (2235.171056 sec): 3 clusters Score: Raw -1217068.093628 + Penalty 1842.538259 = -1215225.555370 nChanged 93 SP:Iteration 25Q (2235.226646 sec): 3 clusters Score: Raw -1217116.193665 + Penalty 1842.538259 = -1215273.655407 nChanged 74 SP:Iteration 26Q (2235.288038 sec): 3 clusters Score: Raw -1217153.738081 + Penalty 1842.538259 = -1215311.199822 nChanged 50 SP:Iteration 27Q (2235.356514 sec): 3 clusters Score: Raw -1217176.883443 + Penalty 1842.538259 = -1215334.345185 nChanged 33 SP:Iteration 28Q (2235.414087 sec): 3 clusters Score: Raw -1217192.898851 + Penalty 1842.538259 = -1215350.360593 nChanged 35 SP:Iteration 29Q (2235.484865 sec): 3 clusters Score: Raw -1217210.127186 + Penalty 1842.538259 = -1215367.588927 nChanged 23 SP:Iteration 30Q (2235.547668 sec): 3 clusters Score: Raw -1217220.467958 + Penalty 1842.538259 = -1215377.929699 nChanged 16 SP:Iteration 31Q (2235.613940 sec): 3 clusters Score: Raw -1217227.544900 + Penalty 1842.538259 = -1215385.006642 nChanged 19 SP:Iteration 32Q (2235.678046 sec): 3 clusters Score: Raw -1217234.666672 + Penalty 1842.538259 = -1215392.128414 nChanged 8 SP:Iteration 33Q (2235.738873 sec): 3 clusters Score: Raw -1217237.702025 + Penalty 1842.538259 = -1215395.163767 nChanged 7 SP:Iteration 34Q (2235.801376 sec): 3 clusters Score: Raw -1217239.673328 + Penalty 1842.538259 = -1215397.135069 nChanged 1 SP:Iteration 35Q (2235.860276 sec): 3 clusters Score: Raw -1217239.971152 + Penalty 1842.538259 = -1215397.432894 nChanged 2 SP:Iteration 36Q (2235.912503 sec): 3 clusters Score: Raw -1217242.416701 + Penalty 1842.538259 = -1215399.878442 nChanged 4 SP:Iteration 37Q (2235.982919 sec): 3 clusters Score: Raw -1217243.942533 + Penalty 1842.538259 = -1215401.404274 nChanged 3 SP:Iteration 38Q (2236.035912 sec): 3 clusters Score: Raw -1217244.642399 + Penalty 1842.538259 = -1215402.104141 nChanged 3 SP:Iteration 39Q (2236.089867 sec): 3 clusters Score: Raw -1217245.555580 + Penalty 1842.538259 = -1215403.017322 nChanged 1 SP:Iteration 40F (2236.161515 sec): 3 clusters Score: Raw -1217245.732845 + Penalty 1842.538259 = -1215403.194587 nChanged 1 SP:Iteration 41Q (2236.219503 sec): 3 clusters Score: Raw -1217245.988141 + Penalty 1842.538259 = -1215403.449883 nChanged 1 SP:Iteration 42Q (2236.282522 sec): 3 clusters Score: Raw -1217246.249750 + Penalty 1842.538259 = -1215403.711491 nChanged 3 SP:Iteration 43Q (2236.338635 sec): 3 clusters Score: Raw -1217246.574239 + Penalty 1842.538259 = -1215404.035981 nChanged 2 SP:Iteration 44Q (2236.393956 sec): 3 clusters Score: Raw -1217246.858523 + Penalty 1842.538259 = -1215404.320265 nChanged 2 SP:Iteration 45Q (2236.468201 sec): 3 clusters Score: Raw -1217247.377430 + Penalty 1842.538259 = -1215404.839171 nChanged 3 SP:Iteration 46Q (2236.532114 sec): 3 clusters Score: Raw -1217247.929896 + Penalty 1842.538259 = -1215405.391637 nChanged 2 SP:Iteration 47Q (2236.585295 sec): 3 clusters Score: Raw -1217248.628655 + Penalty 1842.538259 = -1215406.090397 nChanged 2 SP:Iteration 48Q (2236.644020 sec): 3 clusters Score: Raw -1217249.552975 + Penalty 1842.538259 = -1215407.014717 nChanged 4 SP:Iteration 49Q (2236.712077 sec): 3 clusters Score: Raw -1217251.278430 + Penalty 1842.538259 = -1215408.740172 nChanged 5 SP:Iteration 50Q (2236.778853 sec): 3 clusters Score: Raw -1217252.666288 + Penalty 1842.538259 = -1215410.128029 nChanged 5 SP:Iteration 51Q (2236.842065 sec): 3 clusters Score: Raw -1217253.537321 + Penalty 1842.538259 = -1215410.999062 nChanged 2 SP:Iteration 52Q (2236.893394 sec): 3 clusters Score: Raw -1217254.102211 + Penalty 1842.538259 = -1215411.563953 nChanged 2 SP:Iteration 53Q (2236.957859 sec): 3 clusters Score: Raw -1217254.703633 + Penalty 1842.538259 = -1215412.165374 nChanged 3 SP:Iteration 54Q (2237.017888 sec): 3 clusters Score: Raw -1217255.368576 + Penalty 1842.538259 = -1215412.830317 nChanged 3 SP:Iteration 55Q (2237.082312 sec): 3 clusters Score: Raw -1217256.316385 + Penalty 1842.538259 = -1215413.778127 nChanged 2 SP:Iteration 56Q (2237.146147 sec): 3 clusters Score: Raw -1217257.872343 + Penalty 1842.538259 = -1215415.334084 nChanged 2 SP:Iteration 57Q (2237.207856 sec): 3 clusters Score: Raw -1217258.641396 + Penalty 1842.538259 = -1215416.103137 nChanged 1 SP:Iteration 58Q (2237.261174 sec): 3 clusters Score: Raw -1217259.213004 + Penalty 1842.538259 = -1215416.674746 nChanged 2 SP:Iteration 59Q (2237.333666 sec): 3 clusters Score: Raw -1217259.886466 + Penalty 1842.538259 = -1215417.348208 nChanged 3 SP:Iteration 60F (2237.385772 sec): 3 clusters Score: Raw -1217261.945594 + Penalty 1842.538259 = -1215419.407336 nChanged 1 SP:Iteration 61Q (2237.450965 sec): 3 clusters Score: Raw -1217262.398712 + Penalty 1842.538259 = -1215419.860454 nChanged 0 SP:Iteration 62F (2237.501567 sec): 3 clusters Score: Raw -1217262.398712 + Penalty 1842.538259 = -1215419.860454 nChanged 0 Trying to split cluster 22 (8386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2237.546639 sec): 2 clusters Score: Raw -561920.364944 + Penalty 858.260298 = -561062.104645 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2237.601759 sec): 3 clusters Score: Raw -557041.512337 + Penalty 1716.520596 = -555324.991741 nChanged 3700 SP:Iteration 1F (2237.648722 sec): 3 clusters Score: Raw -559026.807702 + Penalty 1716.520596 = -557310.287105 nChanged 548 SP:Iteration 2F (2237.704883 sec): 3 clusters Score: Raw -559244.198307 + Penalty 1716.520596 = -557527.677711 nChanged 448 SP:Iteration 3F (2237.767096 sec): 3 clusters Score: Raw -559433.990909 + Penalty 1716.520596 = -557717.470313 nChanged 409 SP:Iteration 4Q (2237.815853 sec): 3 clusters Score: Raw -559618.007922 + Penalty 1716.520596 = -557901.487326 nChanged 373 SP:Iteration 5Q (2237.868412 sec): 3 clusters Score: Raw -559830.225173 + Penalty 1716.520596 = -558113.704576 nChanged 416 SP:Iteration 6Q (2237.921144 sec): 3 clusters Score: Raw -560130.088452 + Penalty 1716.520596 = -558413.567856 nChanged 471 SP:Iteration 7F (2237.976651 sec): 3 clusters Score: Raw -560514.601008 + Penalty 1716.520596 = -558798.080412 nChanged 541 SP:Iteration 8F (2238.033339 sec): 3 clusters Score: Raw -560991.376129 + Penalty 1716.520596 = -559274.855533 nChanged 500 SP:Iteration 9F (2238.084610 sec): 3 clusters Score: Raw -561370.588642 + Penalty 1716.520596 = -559654.068046 nChanged 411 SP:Iteration 10Q (2238.146759 sec): 3 clusters Score: Raw -561623.313094 + Penalty 1716.520596 = -559906.792498 nChanged 329 SP:Iteration 11Q (2238.205626 sec): 3 clusters Score: Raw -561788.096721 + Penalty 1716.520596 = -560071.576125 nChanged 260 SP:Iteration 12Q (2238.259369 sec): 3 clusters Score: Raw -561907.032280 + Penalty 1716.520596 = -560190.511684 nChanged 207 SP:Iteration 13Q (2238.316651 sec): 3 clusters Score: Raw -561996.268936 + Penalty 1716.520596 = -560279.748340 nChanged 185 SP:Iteration 14Q (2238.371013 sec): 3 clusters Score: Raw -562089.159930 + Penalty 1716.520596 = -560372.639333 nChanged 170 SP:Iteration 15Q (2238.431886 sec): 3 clusters Score: Raw -562178.495767 + Penalty 1716.520596 = -560461.975170 nChanged 155 SP:Iteration 16Q (2238.490174 sec): 3 clusters Score: Raw -562260.483186 + Penalty 1716.520596 = -560543.962590 nChanged 118 SP:Iteration 17Q (2238.541145 sec): 3 clusters Score: Raw -562328.716705 + Penalty 1716.520596 = -560612.196108 nChanged 105 SP:Iteration 18Q (2238.601083 sec): 3 clusters Score: Raw -562388.049946 + Penalty 1716.520596 = -560671.529349 nChanged 98 SP:Iteration 19Q (2238.647687 sec): 3 clusters Score: Raw -562452.354673 + Penalty 1716.520596 = -560735.834077 nChanged 75 SP:Iteration 20F (2238.714958 sec): 3 clusters Score: Raw -562497.192513 + Penalty 1716.520596 = -560780.671916 nChanged 66 SP:Iteration 21Q (2238.769340 sec): 3 clusters Score: Raw -562523.556424 + Penalty 1716.520596 = -560807.035828 nChanged 62 SP:Iteration 22Q (2238.817465 sec): 3 clusters Score: Raw -562541.920453 + Penalty 1716.520596 = -560825.399857 nChanged 53 SP:Iteration 23Q (2238.879016 sec): 3 clusters Score: Raw -562555.372728 + Penalty 1716.520596 = -560838.852132 nChanged 43 SP:Iteration 24Q (2238.935654 sec): 3 clusters Score: Raw -562565.536968 + Penalty 1716.520596 = -560849.016372 nChanged 33 SP:Iteration 25Q (2238.990868 sec): 3 clusters Score: Raw -562572.743594 + Penalty 1716.520596 = -560856.222998 nChanged 23 SP:Iteration 26Q (2239.042227 sec): 3 clusters Score: Raw -562576.326348 + Penalty 1716.520596 = -560859.805752 nChanged 19 SP:Iteration 27Q (2239.096791 sec): 3 clusters Score: Raw -562579.035396 + Penalty 1716.520596 = -560862.514800 nChanged 18 SP:Iteration 28Q (2239.163818 sec): 3 clusters Score: Raw -562581.303386 + Penalty 1716.520596 = -560864.782790 nChanged 10 SP:Iteration 29Q (2239.215797 sec): 3 clusters Score: Raw -562582.378578 + Penalty 1716.520596 = -560865.857982 nChanged 5 SP:Iteration 30Q (2239.274980 sec): 3 clusters Score: Raw -562582.982874 + Penalty 1716.520596 = -560866.462278 nChanged 3 SP:Iteration 31Q (2239.329251 sec): 3 clusters Score: Raw -562583.268957 + Penalty 1716.520596 = -560866.748361 nChanged 1 SP:Iteration 32Q (2239.373528 sec): 3 clusters Score: Raw -562583.331909 + Penalty 1716.520596 = -560866.811313 nChanged 0 SP:Iteration 33F (2239.435108 sec): 3 clusters Score: Raw -562583.331909 + Penalty 1716.520596 = -560866.811313 nChanged 0 Iteration 499Q (2241.818852 sec): 23 clusters Score: Raw -25398716.091112 + Penalty 26720.276661 = -25371995.814452 nChanged 103 Iteration 500F (2245.754285 sec): 23 clusters Score: Raw -25398718.371659 + Penalty 26720.276661 = -25371998.094998 nChanged 88 Iteration 501Q (2248.005709 sec): 23 clusters Score: Raw -25398719.828338 + Penalty 26720.276661 = -25371999.551677 nChanged 87 Iteration 502Q (2250.351815 sec): 23 clusters Score: Raw -25398721.873244 + Penalty 26720.276661 = -25372001.596584 nChanged 76 Iteration 503Q (2252.658687 sec): 23 clusters Score: Raw -25398723.240282 + Penalty 26720.276661 = -25372002.963622 nChanged 76 Iteration 504Q (2254.925178 sec): 23 clusters Score: Raw -25398724.841639 + Penalty 26720.276661 = -25372004.564978 nChanged 85 Iteration 505Q (2257.293154 sec): 23 clusters Score: Raw -25398727.092211 + Penalty 26720.276661 = -25372006.815550 nChanged 107 Iteration 506Q (2259.490930 sec): 23 clusters Score: Raw -25398729.418086 + Penalty 26720.276661 = -25372009.141425 nChanged 98 Iteration 507Q (2261.760862 sec): 23 clusters Score: Raw -25398731.390722 + Penalty 26720.276661 = -25372011.114061 nChanged 96 Iteration 508Q (2264.239167 sec): 23 clusters Score: Raw -25398733.354264 + Penalty 26720.276661 = -25372013.077604 nChanged 99 Iteration 509Q (2266.515554 sec): 23 clusters Score: Raw -25398736.454641 + Penalty 26720.276661 = -25372016.177981 nChanged 110 Iteration 510Q (2268.851007 sec): 23 clusters Score: Raw -25398739.493943 + Penalty 26720.276661 = -25372019.217283 nChanged 119 Iteration 511Q (2271.208928 sec): 23 clusters Score: Raw -25398742.893413 + Penalty 26720.276661 = -25372022.616752 nChanged 105 Iteration 512Q (2273.517991 sec): 23 clusters Score: Raw -25398745.237543 + Penalty 26720.276661 = -25372024.960883 nChanged 98 Iteration 513Q (2275.674459 sec): 23 clusters Score: Raw -25398747.720441 + Penalty 26720.276661 = -25372027.443780 nChanged 106 Iteration 514Q (2278.157694 sec): 23 clusters Score: Raw -25398750.058057 + Penalty 26720.276661 = -25372029.781396 nChanged 100 Iteration 515Q (2280.468958 sec): 23 clusters Score: Raw -25398752.530679 + Penalty 26720.276661 = -25372032.254018 nChanged 99 Iteration 516Q (2282.822576 sec): 23 clusters Score: Raw -25398755.559774 + Penalty 26720.276661 = -25372035.283113 nChanged 96 Iteration 517Q (2285.092647 sec): 23 clusters Score: Raw -25398759.287582 + Penalty 26720.276661 = -25372039.010921 nChanged 102 Iteration 518Q (2287.371174 sec): 23 clusters Score: Raw -25398763.936308 + Penalty 26720.276661 = -25372043.659647 nChanged 94 Iteration 519Q (2289.623951 sec): 23 clusters Score: Raw -25398767.589717 + Penalty 26720.276661 = -25372047.313057 nChanged 93 Iteration 520F (2293.672325 sec): 23 clusters Score: Raw -25398770.774117 + Penalty 26720.276661 = -25372050.497457 nChanged 99 Iteration 521Q (2295.975512 sec): 23 clusters Score: Raw -25398773.287512 + Penalty 26720.276661 = -25372053.010851 nChanged 93 Iteration 522Q (2298.151111 sec): 23 clusters Score: Raw -25398775.235173 + Penalty 26720.276661 = -25372054.958513 nChanged 86 Iteration 523Q (2300.423141 sec): 23 clusters Score: Raw -25398776.613831 + Penalty 26720.276661 = -25372056.337170 nChanged 73 Iteration 524Q (2302.583446 sec): 23 clusters Score: Raw -25398777.590213 + Penalty 26720.276661 = -25372057.313552 nChanged 64 Iteration 525Q (2305.138856 sec): 23 clusters Score: Raw -25398778.563455 + Penalty 26720.276661 = -25372058.286794 nChanged 54 Iteration 526Q (2307.381692 sec): 23 clusters Score: Raw -25398779.466476 + Penalty 26720.276661 = -25372059.189816 nChanged 60 Iteration 527Q (2309.644220 sec): 23 clusters Score: Raw -25398780.786710 + Penalty 26720.276661 = -25372060.510049 nChanged 57 Iteration 528Q (2311.953603 sec): 23 clusters Score: Raw -25398781.937786 + Penalty 26720.276661 = -25372061.661125 nChanged 58 Iteration 529Q (2314.343620 sec): 23 clusters Score: Raw -25398782.893057 + Penalty 26720.276661 = -25372062.616396 nChanged 44 Iteration 530Q (2316.658065 sec): 23 clusters Score: Raw -25398783.758511 + Penalty 26720.276661 = -25372063.481850 nChanged 36 Iteration 531Q (2319.014682 sec): 23 clusters Score: Raw -25398784.838388 + Penalty 26720.276661 = -25372064.561728 nChanged 40 Iteration 532Q (2321.228293 sec): 23 clusters Score: Raw -25398785.533165 + Penalty 26720.276661 = -25372065.256504 nChanged 38 Iteration 533Q (2323.583636 sec): 23 clusters Score: Raw -25398786.216560 + Penalty 26720.276661 = -25372065.939899 nChanged 34 Iteration 534Q (2325.926437 sec): 23 clusters Score: Raw -25398786.847159 + Penalty 26720.276661 = -25372066.570498 nChanged 34 Iteration 535Q (2328.438345 sec): 23 clusters Score: Raw -25398787.570343 + Penalty 26720.276661 = -25372067.293682 nChanged 43 Iteration 536Q (2330.686659 sec): 23 clusters Score: Raw -25398788.149231 + Penalty 26720.276661 = -25372067.872570 nChanged 39 Iteration 537Q (2333.077185 sec): 23 clusters Score: Raw -25398788.725110 + Penalty 26720.276661 = -25372068.448449 nChanged 31 Iteration 538Q (2335.446538 sec): 23 clusters Score: Raw -25398789.108406 + Penalty 26720.276661 = -25372068.831745 nChanged 33 Writing temp clu file Because OldScore, -25372068.448449, is greater than current (better) Score,-25372068.831745 Compute initial score before splitting: Score: Raw -25398789.108406 + Penalty 26720.276661 = -25372068.831745 Trying to split cluster 1 (27006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2335.607687 sec): 2 clusters Score: Raw -2051544.117358 + Penalty 969.362363 = -2050574.754996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2335.685232 sec): 3 clusters Score: Raw -2034342.720615 + Penalty 1938.724725 = -2032403.995890 nChanged 12767 SP:Iteration 1F (2335.764801 sec): 3 clusters Score: Raw -2041793.029562 + Penalty 1938.724725 = -2039854.304837 nChanged 1324 SP:Iteration 2Q (2335.845867 sec): 3 clusters Score: Raw -2042369.822946 + Penalty 1938.724725 = -2040431.098221 nChanged 1531 SP:Iteration 3F (2335.930807 sec): 3 clusters Score: Raw -2043181.674293 + Penalty 1938.724725 = -2041242.949568 nChanged 1590 SP:Iteration 4F (2336.015856 sec): 3 clusters Score: Raw -2044135.160831 + Penalty 1938.724725 = -2042196.436105 nChanged 1646 SP:Iteration 5F (2336.098155 sec): 3 clusters Score: Raw -2045160.198075 + Penalty 1938.724725 = -2043221.473350 nChanged 1623 SP:Iteration 6F (2336.161855 sec): 3 clusters Score: Raw -2046187.391559 + Penalty 1938.724725 = -2044248.666834 nChanged 1559 SP:Iteration 7F (2336.253352 sec): 3 clusters Score: Raw -2047080.096818 + Penalty 1938.724725 = -2045141.372092 nChanged 1390 SP:Iteration 8F (2336.323175 sec): 3 clusters Score: Raw -2047830.139295 + Penalty 1938.724725 = -2045891.414570 nChanged 1206 SP:Iteration 9Q (2336.405898 sec): 3 clusters Score: Raw -2048370.183033 + Penalty 1938.724725 = -2046431.458307 nChanged 936 SP:Iteration 10Q (2336.494245 sec): 3 clusters Score: Raw -2048706.272069 + Penalty 1938.724725 = -2046767.547344 nChanged 740 SP:Iteration 11Q (2336.561778 sec): 3 clusters Score: Raw -2048948.056152 + Penalty 1938.724725 = -2047009.331427 nChanged 617 SP:Iteration 12Q (2336.650539 sec): 3 clusters Score: Raw -2049128.970326 + Penalty 1938.724725 = -2047190.245601 nChanged 521 SP:Iteration 13Q (2336.731415 sec): 3 clusters Score: Raw -2049257.238773 + Penalty 1938.724725 = -2047318.514048 nChanged 413 SP:Iteration 14Q (2336.812794 sec): 3 clusters Score: Raw -2049348.316935 + Penalty 1938.724725 = -2047409.592210 nChanged 362 SP:Iteration 15Q (2336.891987 sec): 3 clusters Score: Raw -2049428.265633 + Penalty 1938.724725 = -2047489.540908 nChanged 360 SP:Iteration 16Q (2336.983754 sec): 3 clusters Score: Raw -2049507.846488 + Penalty 1938.724725 = -2047569.121763 nChanged 340 SP:Iteration 17Q (2337.066914 sec): 3 clusters Score: Raw -2049583.361488 + Penalty 1938.724725 = -2047644.636763 nChanged 339 SP:Iteration 18Q (2337.149119 sec): 3 clusters Score: Raw -2049656.872952 + Penalty 1938.724725 = -2047718.148227 nChanged 314 SP:Iteration 19Q (2337.232966 sec): 3 clusters Score: Raw -2049729.855393 + Penalty 1938.724725 = -2047791.130668 nChanged 318 SP:Iteration 20F (2337.314777 sec): 3 clusters Score: Raw -2049799.500114 + Penalty 1938.724725 = -2047860.775388 nChanged 286 SP:Iteration 21Q (2337.397734 sec): 3 clusters Score: Raw -2049858.029705 + Penalty 1938.724725 = -2047919.304980 nChanged 290 SP:Iteration 22Q (2337.477052 sec): 3 clusters Score: Raw -2049922.380104 + Penalty 1938.724725 = -2047983.655379 nChanged 297 SP:Iteration 23Q (2337.557701 sec): 3 clusters Score: Raw -2049994.550633 + Penalty 1938.724725 = -2048055.825908 nChanged 306 SP:Iteration 24Q (2337.632741 sec): 3 clusters Score: Raw -2050071.195685 + Penalty 1938.724725 = -2048132.470960 nChanged 324 SP:Iteration 25Q (2337.714361 sec): 3 clusters Score: Raw -2050155.851305 + Penalty 1938.724725 = -2048217.126580 nChanged 329 SP:Iteration 26Q (2337.788052 sec): 3 clusters Score: Raw -2050241.960805 + Penalty 1938.724725 = -2048303.236080 nChanged 332 SP:Iteration 27Q (2337.878899 sec): 3 clusters Score: Raw -2050339.403776 + Penalty 1938.724725 = -2048400.679051 nChanged 333 SP:Iteration 28Q (2337.961331 sec): 3 clusters Score: Raw -2050443.065352 + Penalty 1938.724725 = -2048504.340627 nChanged 362 SP:Iteration 29Q (2338.043073 sec): 3 clusters Score: Raw -2050561.615282 + Penalty 1938.724725 = -2048622.890557 nChanged 352 SP:Iteration 30Q (2338.126199 sec): 3 clusters Score: Raw -2050667.834417 + Penalty 1938.724725 = -2048729.109691 nChanged 323 SP:Iteration 31Q (2338.205033 sec): 3 clusters Score: Raw -2050755.684904 + Penalty 1938.724725 = -2048816.960178 nChanged 304 SP:Iteration 32Q (2338.290745 sec): 3 clusters Score: Raw -2050830.650082 + Penalty 1938.724725 = -2048891.925357 nChanged 251 SP:Iteration 33Q (2338.361090 sec): 3 clusters Score: Raw -2050887.858699 + Penalty 1938.724725 = -2048949.133974 nChanged 207 SP:Iteration 34Q (2338.449226 sec): 3 clusters Score: Raw -2050932.027857 + Penalty 1938.724725 = -2048993.303131 nChanged 211 SP:Iteration 35Q (2338.528999 sec): 3 clusters Score: Raw -2050976.660683 + Penalty 1938.724725 = -2049037.935958 nChanged 180 SP:Iteration 36Q (2338.591984 sec): 3 clusters Score: Raw -2051013.763594 + Penalty 1938.724725 = -2049075.038869 nChanged 173 SP:Iteration 37Q (2338.675738 sec): 3 clusters Score: Raw -2051048.721188 + Penalty 1938.724725 = -2049109.996463 nChanged 162 SP:Iteration 38Q (2338.755977 sec): 3 clusters Score: Raw -2051080.463362 + Penalty 1938.724725 = -2049141.738637 nChanged 166 SP:Iteration 39Q (2338.830976 sec): 3 clusters Score: Raw -2051109.339024 + Penalty 1938.724725 = -2049170.614299 nChanged 156 SP:Iteration 40F (2338.904190 sec): 3 clusters Score: Raw -2051136.791105 + Penalty 1938.724725 = -2049198.066380 nChanged 168 SP:Iteration 41Q (2338.964736 sec): 3 clusters Score: Raw -2051170.084275 + Penalty 1938.724725 = -2049231.359550 nChanged 163 SP:Iteration 42Q (2339.044644 sec): 3 clusters Score: Raw -2051204.066395 + Penalty 1938.724725 = -2049265.341669 nChanged 175 SP:Iteration 43Q (2339.133082 sec): 3 clusters Score: Raw -2051244.280344 + Penalty 1938.724725 = -2049305.555619 nChanged 177 SP:Iteration 44Q (2339.214185 sec): 3 clusters Score: Raw -2051286.444839 + Penalty 1938.724725 = -2049347.720113 nChanged 182 SP:Iteration 45Q (2339.291957 sec): 3 clusters Score: Raw -2051327.126982 + Penalty 1938.724725 = -2049388.402257 nChanged 173 SP:Iteration 46Q (2339.367979 sec): 3 clusters Score: Raw -2051366.620079 + Penalty 1938.724725 = -2049427.895354 nChanged 155 SP:Iteration 47Q (2339.443896 sec): 3 clusters Score: Raw -2051397.763447 + Penalty 1938.724725 = -2049459.038722 nChanged 168 SP:Iteration 48Q (2339.524856 sec): 3 clusters Score: Raw -2051432.580013 + Penalty 1938.724725 = -2049493.855288 nChanged 171 SP:Iteration 49Q (2339.602888 sec): 3 clusters Score: Raw -2051466.032955 + Penalty 1938.724725 = -2049527.308230 nChanged 158 SP:Iteration 50Q (2339.674004 sec): 3 clusters Score: Raw -2051498.667317 + Penalty 1938.724725 = -2049559.942592 nChanged 144 SP:Iteration 51Q (2339.751462 sec): 3 clusters Score: Raw -2051527.462061 + Penalty 1938.724725 = -2049588.737336 nChanged 124 SP:Iteration 52Q (2339.827343 sec): 3 clusters Score: Raw -2051553.861339 + Penalty 1938.724725 = -2049615.136614 nChanged 114 SP:Iteration 53Q (2339.895565 sec): 3 clusters Score: Raw -2051576.081517 + Penalty 1938.724725 = -2049637.356792 nChanged 118 SP:Iteration 54Q (2339.969787 sec): 3 clusters Score: Raw -2051598.940465 + Penalty 1938.724725 = -2049660.215740 nChanged 120 SP:Iteration 55Q (2340.037096 sec): 3 clusters Score: Raw -2051621.344229 + Penalty 1938.724725 = -2049682.619504 nChanged 104 SP:Iteration 56Q (2340.117662 sec): 3 clusters Score: Raw -2051639.377284 + Penalty 1938.724725 = -2049700.652559 nChanged 109 SP:Iteration 57Q (2340.196993 sec): 3 clusters Score: Raw -2051661.787484 + Penalty 1938.724725 = -2049723.062759 nChanged 100 SP:Iteration 58Q (2340.274414 sec): 3 clusters Score: Raw -2051681.605581 + Penalty 1938.724725 = -2049742.880856 nChanged 88 SP:Iteration 59Q (2340.352021 sec): 3 clusters Score: Raw -2051697.619195 + Penalty 1938.724725 = -2049758.894470 nChanged 90 SP:Iteration 60F (2340.423139 sec): 3 clusters Score: Raw -2051714.458837 + Penalty 1938.724725 = -2049775.734112 nChanged 93 SP:Iteration 61Q (2340.499747 sec): 3 clusters Score: Raw -2051732.251700 + Penalty 1938.724725 = -2049793.526975 nChanged 82 SP:Iteration 62Q (2340.564358 sec): 3 clusters Score: Raw -2051745.513055 + Penalty 1938.724725 = -2049806.788330 nChanged 80 SP:Iteration 63Q (2340.641451 sec): 3 clusters Score: Raw -2051760.189905 + Penalty 1938.724725 = -2049821.465180 nChanged 67 SP:Iteration 64Q (2340.706330 sec): 3 clusters Score: Raw -2051772.078428 + Penalty 1938.724725 = -2049833.353703 nChanged 63 SP:Iteration 65Q (2340.784494 sec): 3 clusters Score: Raw -2051782.705264 + Penalty 1938.724725 = -2049843.980539 nChanged 52 SP:Iteration 66Q (2340.848659 sec): 3 clusters Score: Raw -2051792.712804 + Penalty 1938.724725 = -2049853.988079 nChanged 64 SP:Iteration 67Q (2340.919502 sec): 3 clusters Score: Raw -2051805.349334 + Penalty 1938.724725 = -2049866.624609 nChanged 58 SP:Iteration 68Q (2340.988812 sec): 3 clusters Score: Raw -2051817.807909 + Penalty 1938.724725 = -2049879.083183 nChanged 57 SP:Iteration 69Q (2341.059692 sec): 3 clusters Score: Raw -2051829.149860 + Penalty 1938.724725 = -2049890.425135 nChanged 59 SP:Iteration 70Q (2341.130475 sec): 3 clusters Score: Raw -2051839.980878 + Penalty 1938.724725 = -2049901.256152 nChanged 53 SP:Iteration 71Q (2341.200178 sec): 3 clusters Score: Raw -2051850.043498 + Penalty 1938.724725 = -2049911.318773 nChanged 49 SP:Iteration 72Q (2341.272492 sec): 3 clusters Score: Raw -2051860.457401 + Penalty 1938.724725 = -2049921.732676 nChanged 49 SP:Iteration 73Q (2341.356785 sec): 3 clusters Score: Raw -2051872.068612 + Penalty 1938.724725 = -2049933.343887 nChanged 47 SP:Iteration 74Q (2341.425414 sec): 3 clusters Score: Raw -2051880.350955 + Penalty 1938.724725 = -2049941.626230 nChanged 42 SP:Iteration 75Q (2341.503869 sec): 3 clusters Score: Raw -2051887.439786 + Penalty 1938.724725 = -2049948.715061 nChanged 34 SP:Iteration 76Q (2341.580503 sec): 3 clusters Score: Raw -2051894.104129 + Penalty 1938.724725 = -2049955.379404 nChanged 33 SP:Iteration 77Q (2341.655633 sec): 3 clusters Score: Raw -2051900.714647 + Penalty 1938.724725 = -2049961.989922 nChanged 25 SP:Iteration 78Q (2341.731952 sec): 3 clusters Score: Raw -2051905.060352 + Penalty 1938.724725 = -2049966.335627 nChanged 23 SP:Iteration 79Q (2341.800410 sec): 3 clusters Score: Raw -2051909.008166 + Penalty 1938.724725 = -2049970.283441 nChanged 23 SP:Iteration 80F (2341.884754 sec): 3 clusters Score: Raw -2051912.049253 + Penalty 1938.724725 = -2049973.324528 nChanged 17 SP:Iteration 81Q (2341.957045 sec): 3 clusters Score: Raw -2051913.929997 + Penalty 1938.724725 = -2049975.205272 nChanged 13 SP:Iteration 82Q (2342.029857 sec): 3 clusters Score: Raw -2051915.790968 + Penalty 1938.724725 = -2049977.066243 nChanged 13 SP:Iteration 83Q (2342.108787 sec): 3 clusters Score: Raw -2051917.223129 + Penalty 1938.724725 = -2049978.498404 nChanged 16 SP:Iteration 84Q (2342.182619 sec): 3 clusters Score: Raw -2051919.775729 + Penalty 1938.724725 = -2049981.051004 nChanged 17 SP:Iteration 85Q (2342.260225 sec): 3 clusters Score: Raw -2051922.215658 + Penalty 1938.724725 = -2049983.490933 nChanged 22 SP:Iteration 86Q (2342.332532 sec): 3 clusters Score: Raw -2051925.366288 + Penalty 1938.724725 = -2049986.641563 nChanged 14 SP:Iteration 87Q (2342.403793 sec): 3 clusters Score: Raw -2051926.904618 + Penalty 1938.724725 = -2049988.179893 nChanged 11 SP:Iteration 88Q (2342.470606 sec): 3 clusters Score: Raw -2051928.489983 + Penalty 1938.724725 = -2049989.765258 nChanged 12 SP:Iteration 89Q (2342.546336 sec): 3 clusters Score: Raw -2051930.240739 + Penalty 1938.724725 = -2049991.516014 nChanged 12 SP:Iteration 90Q (2342.620656 sec): 3 clusters Score: Raw -2051931.329378 + Penalty 1938.724725 = -2049992.604653 nChanged 8 SP:Iteration 91Q (2342.699319 sec): 3 clusters Score: Raw -2051932.538294 + Penalty 1938.724725 = -2049993.813569 nChanged 10 SP:Iteration 92Q (2342.777284 sec): 3 clusters Score: Raw -2051934.091293 + Penalty 1938.724725 = -2049995.366568 nChanged 9 SP:Iteration 93Q (2342.846942 sec): 3 clusters Score: Raw -2051935.229971 + Penalty 1938.724725 = -2049996.505246 nChanged 8 SP:Iteration 94Q (2342.924832 sec): 3 clusters Score: Raw -2051936.209083 + Penalty 1938.724725 = -2049997.484358 nChanged 9 SP:Iteration 95Q (2343.001184 sec): 3 clusters Score: Raw -2051937.850600 + Penalty 1938.724725 = -2049999.125875 nChanged 11 SP:Iteration 96Q (2343.078944 sec): 3 clusters Score: Raw -2051939.497181 + Penalty 1938.724725 = -2050000.772456 nChanged 3 SP:Iteration 97Q (2343.153375 sec): 3 clusters Score: Raw -2051939.674290 + Penalty 1938.724725 = -2050000.949565 nChanged 2 SP:Iteration 98Q (2343.228202 sec): 3 clusters Score: Raw -2051939.924352 + Penalty 1938.724725 = -2050001.199627 nChanged 1 SP:Iteration 99Q (2343.298548 sec): 3 clusters Score: Raw -2051940.026648 + Penalty 1938.724725 = -2050001.301923 nChanged 2 SP:Iteration 100F (2343.382080 sec): 3 clusters Score: Raw -2051940.236507 + Penalty 1938.724725 = -2050001.511781 nChanged 2 SP:Iteration 101Q (2343.461610 sec): 3 clusters Score: Raw -2051940.625165 + Penalty 1938.724725 = -2050001.900440 nChanged 1 SP:Iteration 102Q (2343.537298 sec): 3 clusters Score: Raw -2051940.774930 + Penalty 1938.724725 = -2050002.050205 nChanged 1 SP:Iteration 103Q (2343.601523 sec): 3 clusters Score: Raw -2051940.805480 + Penalty 1938.724725 = -2050002.080755 nChanged 0 SP:Iteration 104F (2343.686594 sec): 3 clusters Score: Raw -2051940.805480 + Penalty 1938.724725 = -2050002.080755 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2343.713241 sec): 2 clusters Score: Raw -167650.691542 + Penalty 726.358203 = -166924.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2343.755692 sec): 3 clusters Score: Raw -166628.893645 + Penalty 1452.716407 = -165176.177239 nChanged 808 SP:Iteration 1F (2343.794279 sec): 3 clusters Score: Raw -167158.824237 + Penalty 1452.716407 = -165706.107830 nChanged 190 SP:Iteration 2F (2343.843692 sec): 3 clusters Score: Raw -167298.503454 + Penalty 1452.716407 = -165845.787047 nChanged 142 SP:Iteration 3F (2343.894419 sec): 3 clusters Score: Raw -167416.161004 + Penalty 1452.716407 = -165963.444597 nChanged 134 SP:Iteration 4F (2343.944245 sec): 3 clusters Score: Raw -167525.005847 + Penalty 1452.716407 = -166072.289440 nChanged 108 SP:Iteration 5F (2344.000999 sec): 3 clusters Score: Raw -167605.170698 + Penalty 1452.716407 = -166152.454291 nChanged 90 SP:Iteration 6Q (2344.041782 sec): 3 clusters Score: Raw -167661.768488 + Penalty 1452.716407 = -166209.052081 nChanged 72 SP:Iteration 7Q (2344.091609 sec): 3 clusters Score: Raw -167707.985639 + Penalty 1452.716407 = -166255.269232 nChanged 63 SP:Iteration 8Q (2344.141556 sec): 3 clusters Score: Raw -167748.642605 + Penalty 1452.716407 = -166295.926198 nChanged 56 SP:Iteration 9Q (2344.197019 sec): 3 clusters Score: Raw -167788.225864 + Penalty 1452.716407 = -166335.509457 nChanged 49 SP:Iteration 10Q (2344.238722 sec): 3 clusters Score: Raw -167830.858813 + Penalty 1452.716407 = -166378.142407 nChanged 47 SP:Iteration 11Q (2344.288713 sec): 3 clusters Score: Raw -167865.528779 + Penalty 1452.716407 = -166412.812373 nChanged 39 SP:Iteration 12Q (2344.337110 sec): 3 clusters Score: Raw -167893.553302 + Penalty 1452.716407 = -166440.836895 nChanged 37 SP:Iteration 13Q (2344.382064 sec): 3 clusters Score: Raw -167916.131347 + Penalty 1452.716407 = -166463.414941 nChanged 29 SP:Iteration 14Q (2344.426649 sec): 3 clusters Score: Raw -167934.133475 + Penalty 1452.716407 = -166481.417068 nChanged 18 SP:Iteration 15Q (2344.475837 sec): 3 clusters Score: Raw -167944.145743 + Penalty 1452.716407 = -166491.429336 nChanged 11 SP:Iteration 16Q (2344.522019 sec): 3 clusters Score: Raw -167948.507702 + Penalty 1452.716407 = -166495.791295 nChanged 8 SP:Iteration 17Q (2344.570475 sec): 3 clusters Score: Raw -167953.288760 + Penalty 1452.716407 = -166500.572354 nChanged 13 SP:Iteration 18Q (2344.606746 sec): 3 clusters Score: Raw -167964.159057 + Penalty 1452.716407 = -166511.442650 nChanged 14 SP:Iteration 19Q (2344.662533 sec): 3 clusters Score: Raw -167970.121339 + Penalty 1452.716407 = -166517.404933 nChanged 11 SP:Iteration 20F (2344.717245 sec): 3 clusters Score: Raw -167977.144549 + Penalty 1452.716407 = -166524.428142 nChanged 13 SP:Iteration 21Q (2344.754308 sec): 3 clusters Score: Raw -167986.595111 + Penalty 1452.716407 = -166533.878705 nChanged 14 SP:Iteration 22Q (2344.804250 sec): 3 clusters Score: Raw -167993.964693 + Penalty 1452.716407 = -166541.248287 nChanged 12 SP:Iteration 23Q (2344.845360 sec): 3 clusters Score: Raw -167999.906411 + Penalty 1452.716407 = -166547.190004 nChanged 8 SP:Iteration 24Q (2344.901565 sec): 3 clusters Score: Raw -168002.916506 + Penalty 1452.716407 = -166550.200099 nChanged 9 SP:Iteration 25Q (2344.944674 sec): 3 clusters Score: Raw -168008.368366 + Penalty 1452.716407 = -166555.651959 nChanged 7 SP:Iteration 26Q (2344.994623 sec): 3 clusters Score: Raw -168012.412911 + Penalty 1452.716407 = -166559.696504 nChanged 7 SP:Iteration 27Q (2345.041441 sec): 3 clusters Score: Raw -168016.788891 + Penalty 1452.716407 = -166564.072485 nChanged 6 SP:Iteration 28Q (2345.098213 sec): 3 clusters Score: Raw -168019.679773 + Penalty 1452.716407 = -166566.963366 nChanged 9 SP:Iteration 29Q (2345.151862 sec): 3 clusters Score: Raw -168024.279656 + Penalty 1452.716407 = -166571.563249 nChanged 6 SP:Iteration 30Q (2345.199294 sec): 3 clusters Score: Raw -168026.583897 + Penalty 1452.716407 = -166573.867490 nChanged 3 SP:Iteration 31Q (2345.247416 sec): 3 clusters Score: Raw -168028.133633 + Penalty 1452.716407 = -166575.417226 nChanged 2 SP:Iteration 32Q (2345.292567 sec): 3 clusters Score: Raw -168028.392165 + Penalty 1452.716407 = -166575.675758 nChanged 1 SP:Iteration 33Q (2345.329790 sec): 3 clusters Score: Raw -168028.791439 + Penalty 1452.716407 = -166576.075032 nChanged 1 SP:Iteration 34Q (2345.382498 sec): 3 clusters Score: Raw -168029.112777 + Penalty 1452.716407 = -166576.396370 nChanged 1 SP:Iteration 35Q (2345.424089 sec): 3 clusters Score: Raw -168029.307768 + Penalty 1452.716407 = -166576.591362 nChanged 2 SP:Iteration 36Q (2345.467473 sec): 3 clusters Score: Raw -168030.514601 + Penalty 1452.716407 = -166577.798195 nChanged 4 SP:Iteration 37Q (2345.515695 sec): 3 clusters Score: Raw -168033.811077 + Penalty 1452.716407 = -166581.094670 nChanged 3 SP:Iteration 38Q (2345.563674 sec): 3 clusters Score: Raw -168035.500076 + Penalty 1452.716407 = -166582.783669 nChanged 0 SP:Iteration 39F (2345.606389 sec): 3 clusters Score: Raw -168035.500076 + Penalty 1452.716407 = -166582.783669 nChanged 0 Trying to split cluster 3 (16693 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2345.653025 sec): 2 clusters Score: Raw -1207860.392559 + Penalty 923.660751 = -1206936.731807 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2345.720699 sec): 3 clusters Score: Raw -1197550.836667 + Penalty 1847.321502 = -1195703.515165 nChanged 7662 SP:Iteration 1F (2345.782373 sec): 3 clusters Score: Raw -1202049.889806 + Penalty 1847.321502 = -1200202.568304 nChanged 872 SP:Iteration 2F (2345.844020 sec): 3 clusters Score: Raw -1202374.634358 + Penalty 1847.321502 = -1200527.312856 nChanged 800 SP:Iteration 3Q (2345.918176 sec): 3 clusters Score: Raw -1202696.161551 + Penalty 1847.321502 = -1200848.840048 nChanged 795 SP:Iteration 4Q (2345.980056 sec): 3 clusters Score: Raw -1203066.499606 + Penalty 1847.321502 = -1201219.178103 nChanged 818 SP:Iteration 5Q (2346.044484 sec): 3 clusters Score: Raw -1203505.163795 + Penalty 1847.321502 = -1201657.842293 nChanged 855 SP:Iteration 6F (2346.120697 sec): 3 clusters Score: Raw -1204062.770514 + Penalty 1847.321502 = -1202215.449011 nChanged 898 SP:Iteration 7F (2346.184850 sec): 3 clusters Score: Raw -1204712.571355 + Penalty 1847.321502 = -1202865.249853 nChanged 862 SP:Iteration 8F (2346.257410 sec): 3 clusters Score: Raw -1205275.813629 + Penalty 1847.321502 = -1203428.492127 nChanged 730 SP:Iteration 9Q (2346.327308 sec): 3 clusters Score: Raw -1205653.493610 + Penalty 1847.321502 = -1203806.172107 nChanged 510 SP:Iteration 10Q (2346.395908 sec): 3 clusters Score: Raw -1205864.001023 + Penalty 1847.321502 = -1204016.679521 nChanged 366 SP:Iteration 11Q (2346.461858 sec): 3 clusters Score: Raw -1205985.892650 + Penalty 1847.321502 = -1204138.571148 nChanged 259 SP:Iteration 12Q (2346.538214 sec): 3 clusters Score: Raw -1206074.073447 + Penalty 1847.321502 = -1204226.751945 nChanged 233 SP:Iteration 13Q (2346.606935 sec): 3 clusters Score: Raw -1206147.518740 + Penalty 1847.321502 = -1204300.197237 nChanged 220 SP:Iteration 14Q (2346.662154 sec): 3 clusters Score: Raw -1206217.314029 + Penalty 1847.321502 = -1204369.992526 nChanged 217 SP:Iteration 15Q (2346.734670 sec): 3 clusters Score: Raw -1206278.012488 + Penalty 1847.321502 = -1204430.690985 nChanged 210 SP:Iteration 16Q (2346.793834 sec): 3 clusters Score: Raw -1206343.591781 + Penalty 1847.321502 = -1204496.270279 nChanged 204 SP:Iteration 17Q (2346.857771 sec): 3 clusters Score: Raw -1206419.374278 + Penalty 1847.321502 = -1204572.052776 nChanged 253 SP:Iteration 18Q (2346.915183 sec): 3 clusters Score: Raw -1206520.774507 + Penalty 1847.321502 = -1204673.453005 nChanged 252 SP:Iteration 19Q (2346.986882 sec): 3 clusters Score: Raw -1206631.247362 + Penalty 1847.321502 = -1204783.925859 nChanged 265 SP:Iteration 20F (2347.056172 sec): 3 clusters Score: Raw -1206759.302215 + Penalty 1847.321502 = -1204911.980713 nChanged 252 SP:Iteration 21Q (2347.128318 sec): 3 clusters Score: Raw -1206897.444395 + Penalty 1847.321502 = -1205050.122893 nChanged 266 SP:Iteration 22Q (2347.179488 sec): 3 clusters Score: Raw -1207064.690005 + Penalty 1847.321502 = -1205217.368502 nChanged 276 SP:Iteration 23Q (2347.253187 sec): 3 clusters Score: Raw -1207238.642453 + Penalty 1847.321502 = -1205391.320950 nChanged 237 SP:Iteration 24Q (2347.320637 sec): 3 clusters Score: Raw -1207381.126659 + Penalty 1847.321502 = -1205533.805156 nChanged 209 SP:Iteration 25Q (2347.377665 sec): 3 clusters Score: Raw -1207491.321287 + Penalty 1847.321502 = -1205643.999785 nChanged 185 SP:Iteration 26Q (2347.435425 sec): 3 clusters Score: Raw -1207576.504357 + Penalty 1847.321502 = -1205729.182855 nChanged 163 SP:Iteration 27Q (2347.505576 sec): 3 clusters Score: Raw -1207645.536106 + Penalty 1847.321502 = -1205798.214603 nChanged 122 SP:Iteration 28Q (2347.568990 sec): 3 clusters Score: Raw -1207687.657096 + Penalty 1847.321502 = -1205840.335593 nChanged 110 SP:Iteration 29Q (2347.628788 sec): 3 clusters Score: Raw -1207725.421087 + Penalty 1847.321502 = -1205878.099584 nChanged 98 SP:Iteration 30Q (2347.696385 sec): 3 clusters Score: Raw -1207755.138717 + Penalty 1847.321502 = -1205907.817215 nChanged 86 SP:Iteration 31Q (2347.763244 sec): 3 clusters Score: Raw -1207781.384067 + Penalty 1847.321502 = -1205934.062565 nChanged 76 SP:Iteration 32Q (2347.831617 sec): 3 clusters Score: Raw -1207805.749209 + Penalty 1847.321502 = -1205958.427707 nChanged 71 SP:Iteration 33Q (2347.898188 sec): 3 clusters Score: Raw -1207826.347300 + Penalty 1847.321502 = -1205979.025798 nChanged 64 SP:Iteration 34Q (2347.963982 sec): 3 clusters Score: Raw -1207842.354171 + Penalty 1847.321502 = -1205995.032668 nChanged 46 SP:Iteration 35Q (2348.029207 sec): 3 clusters Score: Raw -1207851.974476 + Penalty 1847.321502 = -1206004.652974 nChanged 47 SP:Iteration 36Q (2348.090260 sec): 3 clusters Score: Raw -1207861.895241 + Penalty 1847.321502 = -1206014.573738 nChanged 33 SP:Iteration 37Q (2348.155616 sec): 3 clusters Score: Raw -1207868.235501 + Penalty 1847.321502 = -1206020.913999 nChanged 34 SP:Iteration 38Q (2348.218090 sec): 3 clusters Score: Raw -1207875.087921 + Penalty 1847.321502 = -1206027.766419 nChanged 32 SP:Iteration 39Q (2348.282173 sec): 3 clusters Score: Raw -1207881.868302 + Penalty 1847.321502 = -1206034.546800 nChanged 28 SP:Iteration 40F (2348.351897 sec): 3 clusters Score: Raw -1207887.158553 + Penalty 1847.321502 = -1206039.837051 nChanged 22 SP:Iteration 41Q (2348.408122 sec): 3 clusters Score: Raw -1207892.318142 + Penalty 1847.321502 = -1206044.996640 nChanged 26 SP:Iteration 42Q (2348.475740 sec): 3 clusters Score: Raw -1207898.053117 + Penalty 1847.321502 = -1206050.731615 nChanged 24 SP:Iteration 43Q (2348.530383 sec): 3 clusters Score: Raw -1207901.077439 + Penalty 1847.321502 = -1206053.755937 nChanged 17 SP:Iteration 44Q (2348.598437 sec): 3 clusters Score: Raw -1207904.484639 + Penalty 1847.321502 = -1206057.163136 nChanged 23 SP:Iteration 45Q (2348.656641 sec): 3 clusters Score: Raw -1207909.577982 + Penalty 1847.321502 = -1206062.256480 nChanged 30 SP:Iteration 46Q (2348.723668 sec): 3 clusters Score: Raw -1207915.201219 + Penalty 1847.321502 = -1206067.879717 nChanged 27 SP:Iteration 47Q (2348.798200 sec): 3 clusters Score: Raw -1207919.887977 + Penalty 1847.321502 = -1206072.566475 nChanged 29 SP:Iteration 48Q (2348.856805 sec): 3 clusters Score: Raw -1207924.253901 + Penalty 1847.321502 = -1206076.932399 nChanged 24 SP:Iteration 49Q (2348.920355 sec): 3 clusters Score: Raw -1207929.855636 + Penalty 1847.321502 = -1206082.534134 nChanged 27 SP:Iteration 50Q (2348.985076 sec): 3 clusters Score: Raw -1207933.867521 + Penalty 1847.321502 = -1206086.546019 nChanged 16 SP:Iteration 51Q (2349.040257 sec): 3 clusters Score: Raw -1207936.343731 + Penalty 1847.321502 = -1206089.022229 nChanged 14 SP:Iteration 52Q (2349.116474 sec): 3 clusters Score: Raw -1207939.334624 + Penalty 1847.321502 = -1206092.013122 nChanged 18 SP:Iteration 53Q (2349.183273 sec): 3 clusters Score: Raw -1207943.162685 + Penalty 1847.321502 = -1206095.841183 nChanged 24 SP:Iteration 54Q (2349.243261 sec): 3 clusters Score: Raw -1207947.350072 + Penalty 1847.321502 = -1206100.028570 nChanged 22 SP:Iteration 55Q (2349.300103 sec): 3 clusters Score: Raw -1207953.039561 + Penalty 1847.321502 = -1206105.718059 nChanged 17 SP:Iteration 56Q (2349.364372 sec): 3 clusters Score: Raw -1207956.527003 + Penalty 1847.321502 = -1206109.205501 nChanged 14 SP:Iteration 57Q (2349.435675 sec): 3 clusters Score: Raw -1207959.374168 + Penalty 1847.321502 = -1206112.052666 nChanged 15 SP:Iteration 58Q (2349.500531 sec): 3 clusters Score: Raw -1207962.829483 + Penalty 1847.321502 = -1206115.507981 nChanged 15 SP:Iteration 59Q (2349.563051 sec): 3 clusters Score: Raw -1207965.701530 + Penalty 1847.321502 = -1206118.380028 nChanged 15 SP:Iteration 60F (2349.623473 sec): 3 clusters Score: Raw -1207969.380489 + Penalty 1847.321502 = -1206122.058987 nChanged 15 SP:Iteration 61Q (2349.690180 sec): 3 clusters Score: Raw -1207972.456821 + Penalty 1847.321502 = -1206125.135319 nChanged 13 SP:Iteration 62Q (2349.753709 sec): 3 clusters Score: Raw -1207976.625494 + Penalty 1847.321502 = -1206129.303992 nChanged 12 SP:Iteration 63Q (2349.815147 sec): 3 clusters Score: Raw -1207979.733976 + Penalty 1847.321502 = -1206132.412474 nChanged 10 SP:Iteration 64Q (2349.877466 sec): 3 clusters Score: Raw -1207981.702174 + Penalty 1847.321502 = -1206134.380672 nChanged 13 SP:Iteration 65Q (2349.935284 sec): 3 clusters Score: Raw -1207983.906411 + Penalty 1847.321502 = -1206136.584909 nChanged 11 SP:Iteration 66Q (2349.999226 sec): 3 clusters Score: Raw -1207985.479783 + Penalty 1847.321502 = -1206138.158281 nChanged 14 SP:Iteration 67Q (2350.074046 sec): 3 clusters Score: Raw -1207987.327528 + Penalty 1847.321502 = -1206140.006026 nChanged 14 SP:Iteration 68Q (2350.139462 sec): 3 clusters Score: Raw -1207989.202661 + Penalty 1847.321502 = -1206141.881158 nChanged 6 SP:Iteration 69Q (2350.206462 sec): 3 clusters Score: Raw -1207990.225271 + Penalty 1847.321502 = -1206142.903769 nChanged 5 SP:Iteration 70Q (2350.261713 sec): 3 clusters Score: Raw -1207991.045694 + Penalty 1847.321502 = -1206143.724192 nChanged 6 SP:Iteration 71Q (2350.338606 sec): 3 clusters Score: Raw -1207992.063695 + Penalty 1847.321502 = -1206144.742193 nChanged 9 SP:Iteration 72Q (2350.401789 sec): 3 clusters Score: Raw -1207993.209750 + Penalty 1847.321502 = -1206145.888247 nChanged 6 SP:Iteration 73Q (2350.463211 sec): 3 clusters Score: Raw -1207993.896456 + Penalty 1847.321502 = -1206146.574954 nChanged 4 SP:Iteration 74Q (2350.530203 sec): 3 clusters Score: Raw -1207994.655017 + Penalty 1847.321502 = -1206147.333515 nChanged 2 SP:Iteration 75Q (2350.577839 sec): 3 clusters Score: Raw -1207994.786658 + Penalty 1847.321502 = -1206147.465155 nChanged 1 SP:Iteration 76Q (2350.640555 sec): 3 clusters Score: Raw -1207994.958385 + Penalty 1847.321502 = -1206147.636883 nChanged 4 SP:Iteration 77Q (2350.713883 sec): 3 clusters Score: Raw -1207995.519953 + Penalty 1847.321502 = -1206148.198451 nChanged 5 SP:Iteration 78Q (2350.772389 sec): 3 clusters Score: Raw -1207996.522605 + Penalty 1847.321502 = -1206149.201102 nChanged 9 SP:Iteration 79Q (2350.837044 sec): 3 clusters Score: Raw -1207998.304123 + Penalty 1847.321502 = -1206150.982621 nChanged 7 SP:Iteration 80F (2350.907880 sec): 3 clusters Score: Raw -1207999.079163 + Penalty 1847.321502 = -1206151.757660 nChanged 2 SP:Iteration 81Q (2350.983064 sec): 3 clusters Score: Raw -1207999.261401 + Penalty 1847.321502 = -1206151.939899 nChanged 2 SP:Iteration 82Q (2351.039333 sec): 3 clusters Score: Raw -1207999.769262 + Penalty 1847.321502 = -1206152.447760 nChanged 3 SP:Iteration 83Q (2351.115827 sec): 3 clusters Score: Raw -1208000.133958 + Penalty 1847.321502 = -1206152.812456 nChanged 5 SP:Iteration 84Q (2351.178947 sec): 3 clusters Score: Raw -1208000.652771 + Penalty 1847.321502 = -1206153.331269 nChanged 2 SP:Iteration 85Q (2351.239432 sec): 3 clusters Score: Raw -1208000.732818 + Penalty 1847.321502 = -1206153.411315 nChanged 2 SP:Iteration 86Q (2351.293085 sec): 3 clusters Score: Raw -1208000.904516 + Penalty 1847.321502 = -1206153.583014 nChanged 1 SP:Iteration 87Q (2351.357230 sec): 3 clusters Score: Raw -1208000.992979 + Penalty 1847.321502 = -1206153.671477 nChanged 1 SP:Iteration 88Q (2351.423448 sec): 3 clusters Score: Raw -1208001.034286 + Penalty 1847.321502 = -1206153.712784 nChanged 1 SP:Iteration 89Q (2351.497560 sec): 3 clusters Score: Raw -1208001.136169 + Penalty 1847.321502 = -1206153.814666 nChanged 2 SP:Iteration 90Q (2351.562519 sec): 3 clusters Score: Raw -1208001.436892 + Penalty 1847.321502 = -1206154.115390 nChanged 3 SP:Iteration 91Q (2351.622139 sec): 3 clusters Score: Raw -1208001.932559 + Penalty 1847.321502 = -1206154.611057 nChanged 2 SP:Iteration 92Q (2351.686029 sec): 3 clusters Score: Raw -1208002.032252 + Penalty 1847.321502 = -1206154.710750 nChanged 2 SP:Iteration 93Q (2351.741193 sec): 3 clusters Score: Raw -1208002.256208 + Penalty 1847.321502 = -1206154.934705 nChanged 2 SP:Iteration 94Q (2351.807583 sec): 3 clusters Score: Raw -1208002.564479 + Penalty 1847.321502 = -1206155.242977 nChanged 3 SP:Iteration 95Q (2351.873526 sec): 3 clusters Score: Raw -1208002.988218 + Penalty 1847.321502 = -1206155.666716 nChanged 4 SP:Iteration 96Q (2351.943162 sec): 3 clusters Score: Raw -1208003.459684 + Penalty 1847.321502 = -1206156.138182 nChanged 3 SP:Iteration 97Q (2352.009528 sec): 3 clusters Score: Raw -1208003.725572 + Penalty 1847.321502 = -1206156.404069 nChanged 3 SP:Iteration 98Q (2352.076927 sec): 3 clusters Score: Raw -1208004.006999 + Penalty 1847.321502 = -1206156.685497 nChanged 3 SP:Iteration 99Q (2352.141034 sec): 3 clusters Score: Raw -1208004.244480 + Penalty 1847.321502 = -1206156.922977 nChanged 2 SP:Iteration 100F (2352.211773 sec): 3 clusters Score: Raw -1208004.504903 + Penalty 1847.321502 = -1206157.183400 nChanged 5 SP:Iteration 101Q (2352.276629 sec): 3 clusters Score: Raw -1208005.598433 + Penalty 1847.321502 = -1206158.276930 nChanged 4 SP:Iteration 102Q (2352.339274 sec): 3 clusters Score: Raw -1208006.593087 + Penalty 1847.321502 = -1206159.271584 nChanged 6 SP:Iteration 103Q (2352.397635 sec): 3 clusters Score: Raw -1208007.546389 + Penalty 1847.321502 = -1206160.224887 nChanged 9 SP:Iteration 104Q (2352.468389 sec): 3 clusters Score: Raw -1208009.073675 + Penalty 1847.321502 = -1206161.752173 nChanged 8 SP:Iteration 105Q (2352.534763 sec): 3 clusters Score: Raw -1208010.959028 + Penalty 1847.321502 = -1206163.637526 nChanged 9 SP:Iteration 106Q (2352.596006 sec): 3 clusters Score: Raw -1208012.759854 + Penalty 1847.321502 = -1206165.438352 nChanged 9 SP:Iteration 107Q (2352.661842 sec): 3 clusters Score: Raw -1208015.646411 + Penalty 1847.321502 = -1206168.324909 nChanged 8 SP:Iteration 108Q (2352.731834 sec): 3 clusters Score: Raw -1208017.348761 + Penalty 1847.321502 = -1206170.027259 nChanged 8 SP:Iteration 109Q (2352.800977 sec): 3 clusters Score: Raw -1208020.662006 + Penalty 1847.321502 = -1206173.340504 nChanged 12 SP:Iteration 110Q (2352.853770 sec): 3 clusters Score: Raw -1208023.478354 + Penalty 1847.321502 = -1206176.156852 nChanged 12 SP:Iteration 111Q (2352.912658 sec): 3 clusters Score: Raw -1208025.747269 + Penalty 1847.321502 = -1206178.425767 nChanged 9 SP:Iteration 112Q (2352.987413 sec): 3 clusters Score: Raw -1208027.232654 + Penalty 1847.321502 = -1206179.911152 nChanged 8 SP:Iteration 113Q (2353.047963 sec): 3 clusters Score: Raw -1208028.853454 + Penalty 1847.321502 = -1206181.531951 nChanged 4 SP:Iteration 114Q (2353.100059 sec): 3 clusters Score: Raw -1208029.877598 + Penalty 1847.321502 = -1206182.556095 nChanged 4 SP:Iteration 115Q (2353.163669 sec): 3 clusters Score: Raw -1208030.543003 + Penalty 1847.321502 = -1206183.221501 nChanged 2 SP:Iteration 116Q (2353.215151 sec): 3 clusters Score: Raw -1208030.921187 + Penalty 1847.321502 = -1206183.599685 nChanged 2 SP:Iteration 117Q (2353.286511 sec): 3 clusters Score: Raw -1208031.263112 + Penalty 1847.321502 = -1206183.941610 nChanged 0 SP:Iteration 118F (2353.349580 sec): 3 clusters Score: Raw -1208031.263112 + Penalty 1847.321502 = -1206183.941610 nChanged 0 Trying to split cluster 4 (17024 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2353.399870 sec): 2 clusters Score: Raw -1236138.770028 + Penalty 925.526042 = -1235213.243986 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2353.472654 sec): 3 clusters Score: Raw -1225637.094908 + Penalty 1851.052085 = -1223786.042824 nChanged 7901 SP:Iteration 1F (2353.534956 sec): 3 clusters Score: Raw -1229930.407136 + Penalty 1851.052085 = -1228079.355052 nChanged 879 SP:Iteration 2F (2353.605454 sec): 3 clusters Score: Raw -1230254.268827 + Penalty 1851.052085 = -1228403.216743 nChanged 845 SP:Iteration 3Q (2353.676313 sec): 3 clusters Score: Raw -1230638.576296 + Penalty 1851.052085 = -1228787.524211 nChanged 923 SP:Iteration 4F (2353.748132 sec): 3 clusters Score: Raw -1231133.979883 + Penalty 1851.052085 = -1229282.927799 nChanged 951 SP:Iteration 5F (2353.827985 sec): 3 clusters Score: Raw -1231744.895831 + Penalty 1851.052085 = -1229893.843746 nChanged 1008 SP:Iteration 6F (2353.894594 sec): 3 clusters Score: Raw -1232556.288478 + Penalty 1851.052085 = -1230705.236394 nChanged 1050 SP:Iteration 7F (2353.965534 sec): 3 clusters Score: Raw -1233406.625277 + Penalty 1851.052085 = -1231555.573193 nChanged 959 SP:Iteration 8F (2354.027708 sec): 3 clusters Score: Raw -1234168.666629 + Penalty 1851.052085 = -1232317.614545 nChanged 832 SP:Iteration 9Q (2354.100980 sec): 3 clusters Score: Raw -1234701.254039 + Penalty 1851.052085 = -1232850.201955 nChanged 605 SP:Iteration 10Q (2354.159991 sec): 3 clusters Score: Raw -1234950.424460 + Penalty 1851.052085 = -1233099.372376 nChanged 378 SP:Iteration 11Q (2354.230692 sec): 3 clusters Score: Raw -1235074.041007 + Penalty 1851.052085 = -1233222.988923 nChanged 283 SP:Iteration 12Q (2354.311048 sec): 3 clusters Score: Raw -1235170.374786 + Penalty 1851.052085 = -1233319.322702 nChanged 261 SP:Iteration 13Q (2354.365434 sec): 3 clusters Score: Raw -1235255.028149 + Penalty 1851.052085 = -1233403.976064 nChanged 234 SP:Iteration 14Q (2354.435343 sec): 3 clusters Score: Raw -1235335.847578 + Penalty 1851.052085 = -1233484.795494 nChanged 227 SP:Iteration 15Q (2354.506416 sec): 3 clusters Score: Raw -1235406.974521 + Penalty 1851.052085 = -1233555.922436 nChanged 217 SP:Iteration 16Q (2354.585172 sec): 3 clusters Score: Raw -1235473.859290 + Penalty 1851.052085 = -1233622.807205 nChanged 193 SP:Iteration 17Q (2354.653138 sec): 3 clusters Score: Raw -1235529.025066 + Penalty 1851.052085 = -1233677.972982 nChanged 197 SP:Iteration 18Q (2354.725205 sec): 3 clusters Score: Raw -1235578.644381 + Penalty 1851.052085 = -1233727.592297 nChanged 188 SP:Iteration 19Q (2354.794568 sec): 3 clusters Score: Raw -1235624.876855 + Penalty 1851.052085 = -1233773.824771 nChanged 176 SP:Iteration 20F (2354.866269 sec): 3 clusters Score: Raw -1235664.339290 + Penalty 1851.052085 = -1233813.287205 nChanged 148 SP:Iteration 21Q (2354.924791 sec): 3 clusters Score: Raw -1235692.806127 + Penalty 1851.052085 = -1233841.754042 nChanged 136 SP:Iteration 22Q (2354.992840 sec): 3 clusters Score: Raw -1235722.354577 + Penalty 1851.052085 = -1233871.302492 nChanged 134 SP:Iteration 23Q (2355.070362 sec): 3 clusters Score: Raw -1235751.605138 + Penalty 1851.052085 = -1233900.553053 nChanged 129 SP:Iteration 24Q (2355.128383 sec): 3 clusters Score: Raw -1235778.808274 + Penalty 1851.052085 = -1233927.756189 nChanged 140 SP:Iteration 25Q (2355.194939 sec): 3 clusters Score: Raw -1235804.717137 + Penalty 1851.052085 = -1233953.665053 nChanged 113 SP:Iteration 26Q (2355.261350 sec): 3 clusters Score: Raw -1235817.911586 + Penalty 1851.052085 = -1233966.859501 nChanged 68 SP:Iteration 27Q (2355.326742 sec): 3 clusters Score: Raw -1235826.364319 + Penalty 1851.052085 = -1233975.312234 nChanged 73 SP:Iteration 28Q (2355.406261 sec): 3 clusters Score: Raw -1235836.737336 + Penalty 1851.052085 = -1233985.685251 nChanged 74 SP:Iteration 29Q (2355.476474 sec): 3 clusters Score: Raw -1235844.419369 + Penalty 1851.052085 = -1233993.367285 nChanged 61 SP:Iteration 30Q (2355.532859 sec): 3 clusters Score: Raw -1235849.488894 + Penalty 1851.052085 = -1233998.436809 nChanged 38 SP:Iteration 31Q (2355.607054 sec): 3 clusters Score: Raw -1235853.301764 + Penalty 1851.052085 = -1234002.249679 nChanged 50 SP:Iteration 32Q (2355.674718 sec): 3 clusters Score: Raw -1235859.115131 + Penalty 1851.052085 = -1234008.063047 nChanged 49 SP:Iteration 33Q (2355.730862 sec): 3 clusters Score: Raw -1235864.091431 + Penalty 1851.052085 = -1234013.039346 nChanged 41 SP:Iteration 34Q (2355.799647 sec): 3 clusters Score: Raw -1235867.618676 + Penalty 1851.052085 = -1234016.566591 nChanged 37 SP:Iteration 35Q (2355.867054 sec): 3 clusters Score: Raw -1235870.965822 + Penalty 1851.052085 = -1234019.913737 nChanged 39 SP:Iteration 36Q (2355.929851 sec): 3 clusters Score: Raw -1235874.632808 + Penalty 1851.052085 = -1234023.580723 nChanged 38 SP:Iteration 37Q (2355.987609 sec): 3 clusters Score: Raw -1235877.303147 + Penalty 1851.052085 = -1234026.251063 nChanged 26 SP:Iteration 38Q (2356.060446 sec): 3 clusters Score: Raw -1235878.997820 + Penalty 1851.052085 = -1234027.945736 nChanged 20 SP:Iteration 39Q (2356.129370 sec): 3 clusters Score: Raw -1235880.265750 + Penalty 1851.052085 = -1234029.213666 nChanged 17 SP:Iteration 40F (2356.199291 sec): 3 clusters Score: Raw -1235881.260750 + Penalty 1851.052085 = -1234030.208665 nChanged 10 SP:Iteration 41Q (2356.263908 sec): 3 clusters Score: Raw -1235881.900993 + Penalty 1851.052085 = -1234030.848909 nChanged 12 SP:Iteration 42Q (2356.336121 sec): 3 clusters Score: Raw -1235882.759881 + Penalty 1851.052085 = -1234031.707797 nChanged 11 SP:Iteration 43Q (2356.402079 sec): 3 clusters Score: Raw -1235883.568911 + Penalty 1851.052085 = -1234032.516826 nChanged 10 SP:Iteration 44Q (2356.466464 sec): 3 clusters Score: Raw -1235884.066244 + Penalty 1851.052085 = -1234033.014159 nChanged 9 SP:Iteration 45Q (2356.529435 sec): 3 clusters Score: Raw -1235884.585058 + Penalty 1851.052085 = -1234033.532973 nChanged 10 SP:Iteration 46Q (2356.603322 sec): 3 clusters Score: Raw -1235885.072985 + Penalty 1851.052085 = -1234034.020901 nChanged 11 SP:Iteration 47Q (2356.666159 sec): 3 clusters Score: Raw -1235885.901420 + Penalty 1851.052085 = -1234034.849336 nChanged 12 SP:Iteration 48Q (2356.729276 sec): 3 clusters Score: Raw -1235886.946256 + Penalty 1851.052085 = -1234035.894171 nChanged 24 SP:Iteration 49Q (2356.788666 sec): 3 clusters Score: Raw -1235888.468709 + Penalty 1851.052085 = -1234037.416625 nChanged 23 SP:Iteration 50Q (2356.853972 sec): 3 clusters Score: Raw -1235890.298636 + Penalty 1851.052085 = -1234039.246551 nChanged 21 SP:Iteration 51Q (2356.918555 sec): 3 clusters Score: Raw -1235891.803392 + Penalty 1851.052085 = -1234040.751308 nChanged 20 SP:Iteration 52Q (2356.990207 sec): 3 clusters Score: Raw -1235892.793557 + Penalty 1851.052085 = -1234041.741473 nChanged 14 SP:Iteration 53Q (2357.049613 sec): 3 clusters Score: Raw -1235893.459404 + Penalty 1851.052085 = -1234042.407320 nChanged 11 SP:Iteration 54Q (2357.110263 sec): 3 clusters Score: Raw -1235894.205638 + Penalty 1851.052085 = -1234043.153554 nChanged 16 SP:Iteration 55Q (2357.189831 sec): 3 clusters Score: Raw -1235895.481663 + Penalty 1851.052085 = -1234044.429579 nChanged 14 SP:Iteration 56Q (2357.249222 sec): 3 clusters Score: Raw -1235896.482777 + Penalty 1851.052085 = -1234045.430692 nChanged 14 SP:Iteration 57Q (2357.317346 sec): 3 clusters Score: Raw -1235897.573542 + Penalty 1851.052085 = -1234046.521457 nChanged 17 SP:Iteration 58Q (2357.388873 sec): 3 clusters Score: Raw -1235898.738300 + Penalty 1851.052085 = -1234047.686215 nChanged 12 SP:Iteration 59Q (2357.454004 sec): 3 clusters Score: Raw -1235899.631447 + Penalty 1851.052085 = -1234048.579363 nChanged 12 SP:Iteration 60F (2357.520934 sec): 3 clusters Score: Raw -1235900.310519 + Penalty 1851.052085 = -1234049.258434 nChanged 7 SP:Iteration 61Q (2357.589681 sec): 3 clusters Score: Raw -1235900.692749 + Penalty 1851.052085 = -1234049.640664 nChanged 10 SP:Iteration 62Q (2357.644360 sec): 3 clusters Score: Raw -1235901.516129 + Penalty 1851.052085 = -1234050.464044 nChanged 8 SP:Iteration 63Q (2357.718787 sec): 3 clusters Score: Raw -1235902.154485 + Penalty 1851.052085 = -1234051.102400 nChanged 10 SP:Iteration 64Q (2357.781840 sec): 3 clusters Score: Raw -1235902.797167 + Penalty 1851.052085 = -1234051.745083 nChanged 8 SP:Iteration 65Q (2357.844208 sec): 3 clusters Score: Raw -1235903.564973 + Penalty 1851.052085 = -1234052.512889 nChanged 7 SP:Iteration 66Q (2357.909676 sec): 3 clusters Score: Raw -1235903.821493 + Penalty 1851.052085 = -1234052.769408 nChanged 4 SP:Iteration 67Q (2357.976009 sec): 3 clusters Score: Raw -1235903.968073 + Penalty 1851.052085 = -1234052.915989 nChanged 6 SP:Iteration 68Q (2358.043886 sec): 3 clusters Score: Raw -1235904.137570 + Penalty 1851.052085 = -1234053.085485 nChanged 5 SP:Iteration 69Q (2358.111161 sec): 3 clusters Score: Raw -1235904.322176 + Penalty 1851.052085 = -1234053.270092 nChanged 4 SP:Iteration 70Q (2358.173901 sec): 3 clusters Score: Raw -1235904.426874 + Penalty 1851.052085 = -1234053.374790 nChanged 2 SP:Iteration 71Q (2358.230412 sec): 3 clusters Score: Raw -1235904.663023 + Penalty 1851.052085 = -1234053.610938 nChanged 4 SP:Iteration 72Q (2358.298577 sec): 3 clusters Score: Raw -1235904.935469 + Penalty 1851.052085 = -1234053.883384 nChanged 3 SP:Iteration 73Q (2358.351445 sec): 3 clusters Score: Raw -1235905.007688 + Penalty 1851.052085 = -1234053.955604 nChanged 2 SP:Iteration 74Q (2358.423680 sec): 3 clusters Score: Raw -1235905.062824 + Penalty 1851.052085 = -1234054.010739 nChanged 1 SP:Iteration 75Q (2358.486785 sec): 3 clusters Score: Raw -1235905.163394 + Penalty 1851.052085 = -1234054.111309 nChanged 5 SP:Iteration 76Q (2358.560282 sec): 3 clusters Score: Raw -1235905.416504 + Penalty 1851.052085 = -1234054.364420 nChanged 4 SP:Iteration 77Q (2358.627437 sec): 3 clusters Score: Raw -1235905.540737 + Penalty 1851.052085 = -1234054.488652 nChanged 0 SP:Iteration 78F (2358.687099 sec): 3 clusters Score: Raw -1235905.540737 + Penalty 1851.052085 = -1234054.488652 nChanged 0 Trying to split cluster 5 (2037 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2358.721565 sec): 2 clusters Score: Raw -144366.643934 + Penalty 723.827175 = -143642.816760 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2358.768940 sec): 3 clusters Score: Raw -143372.147407 + Penalty 1447.654349 = -141924.493058 nChanged 790 SP:Iteration 1F (2358.806468 sec): 3 clusters Score: Raw -143843.064748 + Penalty 1447.654349 = -142395.410399 nChanged 164 SP:Iteration 2F (2358.855978 sec): 3 clusters Score: Raw -143933.864275 + Penalty 1447.654349 = -142486.209926 nChanged 108 SP:Iteration 3F (2358.915416 sec): 3 clusters Score: Raw -144002.827896 + Penalty 1447.654349 = -142555.173547 nChanged 89 SP:Iteration 4Q (2358.951153 sec): 3 clusters Score: Raw -144064.393640 + Penalty 1447.654349 = -142616.739291 nChanged 79 SP:Iteration 5Q (2359.004063 sec): 3 clusters Score: Raw -144130.422017 + Penalty 1447.654349 = -142682.767668 nChanged 90 SP:Iteration 6Q (2359.042725 sec): 3 clusters Score: Raw -144197.186210 + Penalty 1447.654349 = -142749.531861 nChanged 80 SP:Iteration 7Q (2359.085681 sec): 3 clusters Score: Raw -144256.020795 + Penalty 1447.654349 = -142808.366446 nChanged 59 SP:Iteration 8Q (2359.145133 sec): 3 clusters Score: Raw -144307.612192 + Penalty 1447.654349 = -142859.957843 nChanged 63 SP:Iteration 9Q (2359.192026 sec): 3 clusters Score: Raw -144354.081556 + Penalty 1447.654349 = -142906.427207 nChanged 56 SP:Iteration 10Q (2359.231960 sec): 3 clusters Score: Raw -144403.995973 + Penalty 1447.654349 = -142956.341624 nChanged 37 SP:Iteration 11Q (2359.271301 sec): 3 clusters Score: Raw -144452.476960 + Penalty 1447.654349 = -143004.822611 nChanged 42 SP:Iteration 12Q (2359.315586 sec): 3 clusters Score: Raw -144507.011822 + Penalty 1447.654349 = -143059.357473 nChanged 30 SP:Iteration 13Q (2359.372246 sec): 3 clusters Score: Raw -144528.278223 + Penalty 1447.654349 = -143080.623874 nChanged 16 SP:Iteration 14Q (2359.417811 sec): 3 clusters Score: Raw -144541.308234 + Penalty 1447.654349 = -143093.653885 nChanged 18 SP:Iteration 15Q (2359.457871 sec): 3 clusters Score: Raw -144549.066323 + Penalty 1447.654349 = -143101.411974 nChanged 14 SP:Iteration 16Q (2359.503253 sec): 3 clusters Score: Raw -144555.900365 + Penalty 1447.654349 = -143108.246016 nChanged 12 SP:Iteration 17Q (2359.546955 sec): 3 clusters Score: Raw -144559.557744 + Penalty 1447.654349 = -143111.903395 nChanged 3 SP:Iteration 18Q (2359.583663 sec): 3 clusters Score: Raw -144560.427891 + Penalty 1447.654349 = -143112.773542 nChanged 2 SP:Iteration 19Q (2359.628509 sec): 3 clusters Score: Raw -144560.742272 + Penalty 1447.654349 = -143113.087922 nChanged 2 SP:Iteration 20F (2359.674625 sec): 3 clusters Score: Raw -144560.998726 + Penalty 1447.654349 = -143113.344377 nChanged 0 Trying to split cluster 6 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2359.696272 sec): 2 clusters Score: Raw -19060.566384 + Penalty 553.189360 = -18507.377023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2359.739832 sec): 3 clusters Score: Raw -19023.630386 + Penalty 1106.378720 = -17917.251665 nChanged 91 SP:Iteration 1F (2359.783102 sec): 3 clusters Score: Raw -19148.587011 + Penalty 1106.378720 = -18042.208291 nChanged 26 SP:Iteration 2F (2359.826112 sec): 3 clusters Score: Raw -19257.007379 + Penalty 1106.378720 = -18150.628659 nChanged 17 SP:Iteration 3F (2359.862258 sec): 3 clusters Score: Raw -19310.638070 + Penalty 1106.378720 = -18204.259350 nChanged 17 SP:Iteration 4F (2359.905460 sec): 3 clusters Score: Raw -19357.846687 + Penalty 1106.378720 = -18251.467967 nChanged 13 SP:Iteration 5Q (2359.948178 sec): 3 clusters Score: Raw -19389.605820 + Penalty 1106.378720 = -18283.227100 nChanged 15 SP:Iteration 6Q (2359.991089 sec): 3 clusters Score: Raw -19431.717779 + Penalty 1106.378720 = -18325.339059 nChanged 3 SP:Iteration 7Q (2360.033503 sec): 3 clusters Score: Raw -19436.440623 + Penalty 1106.378720 = -18330.061903 nChanged 0 SP:Iteration 8F (2360.076405 sec): 3 clusters Score: Raw -19436.440623 + Penalty 1106.378720 = -18330.061903 nChanged 0 Trying to split cluster 7 (37826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2360.146930 sec): 2 clusters Score: Raw -2839186.605357 + Penalty 1001.371438 = -2838185.233919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2360.235971 sec): 3 clusters Score: Raw -2815134.511717 + Penalty 2002.742875 = -2813131.768841 nChanged 17748 SP:Iteration 1F (2360.325634 sec): 3 clusters Score: Raw -2825509.820712 + Penalty 2002.742875 = -2823507.077836 nChanged 1843 SP:Iteration 2Q (2360.416614 sec): 3 clusters Score: Raw -2826225.541664 + Penalty 2002.742875 = -2824222.798788 nChanged 1909 SP:Iteration 3F (2360.502042 sec): 3 clusters Score: Raw -2827088.749531 + Penalty 2002.742875 = -2825086.006655 nChanged 2023 SP:Iteration 4F (2360.596604 sec): 3 clusters Score: Raw -2828128.003417 + Penalty 2002.742875 = -2826125.260542 nChanged 2170 SP:Iteration 5F (2360.695188 sec): 3 clusters Score: Raw -2829440.889604 + Penalty 2002.742875 = -2827438.146729 nChanged 2218 SP:Iteration 6F (2360.791614 sec): 3 clusters Score: Raw -2830919.037802 + Penalty 2002.742875 = -2828916.294927 nChanged 2074 SP:Iteration 7F (2360.881528 sec): 3 clusters Score: Raw -2832229.273903 + Penalty 2002.742875 = -2830226.531027 nChanged 1717 SP:Iteration 8Q (2360.978750 sec): 3 clusters Score: Raw -2833035.628920 + Penalty 2002.742875 = -2831032.886044 nChanged 1217 SP:Iteration 9Q (2361.075266 sec): 3 clusters Score: Raw -2833393.388610 + Penalty 2002.742875 = -2831390.645734 nChanged 687 SP:Iteration 10Q (2361.166279 sec): 3 clusters Score: Raw -2833517.100824 + Penalty 2002.742875 = -2831514.357949 nChanged 428 SP:Iteration 11Q (2361.258244 sec): 3 clusters Score: Raw -2833587.599367 + Penalty 2002.742875 = -2831584.856491 nChanged 322 SP:Iteration 12Q (2361.362335 sec): 3 clusters Score: Raw -2833637.994932 + Penalty 2002.742875 = -2831635.252056 nChanged 286 SP:Iteration 13Q (2361.454514 sec): 3 clusters Score: Raw -2833686.139870 + Penalty 2002.742875 = -2831683.396995 nChanged 293 SP:Iteration 14Q (2361.541596 sec): 3 clusters Score: Raw -2833729.757184 + Penalty 2002.742875 = -2831727.014308 nChanged 284 SP:Iteration 15Q (2361.645030 sec): 3 clusters Score: Raw -2833772.803845 + Penalty 2002.742875 = -2831770.060969 nChanged 290 SP:Iteration 16Q (2361.730987 sec): 3 clusters Score: Raw -2833816.451749 + Penalty 2002.742875 = -2831813.708874 nChanged 298 SP:Iteration 17Q (2361.828999 sec): 3 clusters Score: Raw -2833861.015302 + Penalty 2002.742875 = -2831858.272427 nChanged 276 SP:Iteration 18Q (2361.928064 sec): 3 clusters Score: Raw -2833906.626560 + Penalty 2002.742875 = -2831903.883684 nChanged 299 SP:Iteration 19Q (2362.016761 sec): 3 clusters Score: Raw -2833957.282225 + Penalty 2002.742875 = -2831954.539350 nChanged 287 SP:Iteration 20F (2362.108319 sec): 3 clusters Score: Raw -2834008.084059 + Penalty 2002.742875 = -2832005.341183 nChanged 289 SP:Iteration 21Q (2362.209485 sec): 3 clusters Score: Raw -2834057.118331 + Penalty 2002.742875 = -2832054.375456 nChanged 268 SP:Iteration 22Q (2362.307480 sec): 3 clusters Score: Raw -2834102.571924 + Penalty 2002.742875 = -2832099.829049 nChanged 277 SP:Iteration 23Q (2362.405601 sec): 3 clusters Score: Raw -2834143.893120 + Penalty 2002.742875 = -2832141.150244 nChanged 242 SP:Iteration 24Q (2362.497935 sec): 3 clusters Score: Raw -2834180.173347 + Penalty 2002.742875 = -2832177.430472 nChanged 257 SP:Iteration 25Q (2362.599016 sec): 3 clusters Score: Raw -2834217.150228 + Penalty 2002.742875 = -2832214.407352 nChanged 246 SP:Iteration 26Q (2362.680620 sec): 3 clusters Score: Raw -2834254.346038 + Penalty 2002.742875 = -2832251.603163 nChanged 247 SP:Iteration 27Q (2362.779392 sec): 3 clusters Score: Raw -2834290.820952 + Penalty 2002.742875 = -2832288.078077 nChanged 224 SP:Iteration 28Q (2362.875901 sec): 3 clusters Score: Raw -2834320.601494 + Penalty 2002.742875 = -2832317.858618 nChanged 214 SP:Iteration 29Q (2362.960839 sec): 3 clusters Score: Raw -2834347.727930 + Penalty 2002.742875 = -2832344.985055 nChanged 213 SP:Iteration 30Q (2363.058341 sec): 3 clusters Score: Raw -2834375.624022 + Penalty 2002.742875 = -2832372.881146 nChanged 222 SP:Iteration 31Q (2363.163575 sec): 3 clusters Score: Raw -2834406.393522 + Penalty 2002.742875 = -2832403.650647 nChanged 240 SP:Iteration 32Q (2363.267400 sec): 3 clusters Score: Raw -2834442.208303 + Penalty 2002.742875 = -2832439.465427 nChanged 236 SP:Iteration 33Q (2363.353172 sec): 3 clusters Score: Raw -2834479.833461 + Penalty 2002.742875 = -2832477.090586 nChanged 239 SP:Iteration 34Q (2363.455029 sec): 3 clusters Score: Raw -2834514.801781 + Penalty 2002.742875 = -2832512.058905 nChanged 224 SP:Iteration 35Q (2363.552217 sec): 3 clusters Score: Raw -2834553.665640 + Penalty 2002.742875 = -2832550.922765 nChanged 257 SP:Iteration 36Q (2363.649534 sec): 3 clusters Score: Raw -2834599.617223 + Penalty 2002.742875 = -2832596.874347 nChanged 279 SP:Iteration 37Q (2363.745891 sec): 3 clusters Score: Raw -2834642.219705 + Penalty 2002.742875 = -2832639.476830 nChanged 270 SP:Iteration 38Q (2363.839708 sec): 3 clusters Score: Raw -2834695.221932 + Penalty 2002.742875 = -2832692.479057 nChanged 315 SP:Iteration 39Q (2363.938309 sec): 3 clusters Score: Raw -2834757.340102 + Penalty 2002.742875 = -2832754.597227 nChanged 313 SP:Iteration 40F (2364.019787 sec): 3 clusters Score: Raw -2834818.142813 + Penalty 2002.742875 = -2832815.399937 nChanged 310 SP:Iteration 41Q (2364.120789 sec): 3 clusters Score: Raw -2834875.039507 + Penalty 2002.742875 = -2832872.296632 nChanged 288 SP:Iteration 42Q (2364.215783 sec): 3 clusters Score: Raw -2834928.677502 + Penalty 2002.742875 = -2832925.934627 nChanged 280 SP:Iteration 43Q (2364.312692 sec): 3 clusters Score: Raw -2834978.144016 + Penalty 2002.742875 = -2832975.401140 nChanged 274 SP:Iteration 44Q (2364.407103 sec): 3 clusters Score: Raw -2835025.828446 + Penalty 2002.742875 = -2833023.085570 nChanged 282 SP:Iteration 45Q (2364.502688 sec): 3 clusters Score: Raw -2835080.766018 + Penalty 2002.742875 = -2833078.023143 nChanged 321 SP:Iteration 46Q (2364.602987 sec): 3 clusters Score: Raw -2835144.148351 + Penalty 2002.742875 = -2833141.405476 nChanged 344 SP:Iteration 47Q (2364.695286 sec): 3 clusters Score: Raw -2835216.866421 + Penalty 2002.742875 = -2833214.123546 nChanged 366 SP:Iteration 48Q (2364.792382 sec): 3 clusters Score: Raw -2835302.120490 + Penalty 2002.742875 = -2833299.377614 nChanged 374 SP:Iteration 49Q (2364.874977 sec): 3 clusters Score: Raw -2835389.569058 + Penalty 2002.742875 = -2833386.826182 nChanged 401 SP:Iteration 50Q (2364.984201 sec): 3 clusters Score: Raw -2835491.433624 + Penalty 2002.742875 = -2833488.690748 nChanged 437 SP:Iteration 51Q (2365.079453 sec): 3 clusters Score: Raw -2835602.230974 + Penalty 2002.742875 = -2833599.488099 nChanged 438 SP:Iteration 52Q (2365.172402 sec): 3 clusters Score: Raw -2835714.477913 + Penalty 2002.742875 = -2833711.735038 nChanged 440 SP:Iteration 53Q (2365.269564 sec): 3 clusters Score: Raw -2835823.608176 + Penalty 2002.742875 = -2833820.865301 nChanged 445 SP:Iteration 54Q (2365.352666 sec): 3 clusters Score: Raw -2835940.385251 + Penalty 2002.742875 = -2833937.642375 nChanged 441 SP:Iteration 55Q (2365.446119 sec): 3 clusters Score: Raw -2836053.385035 + Penalty 2002.742875 = -2834050.642159 nChanged 416 SP:Iteration 56Q (2365.536388 sec): 3 clusters Score: Raw -2836154.285298 + Penalty 2002.742875 = -2834151.542423 nChanged 386 SP:Iteration 57Q (2365.626386 sec): 3 clusters Score: Raw -2836242.825642 + Penalty 2002.742875 = -2834240.082767 nChanged 370 SP:Iteration 58Q (2365.710847 sec): 3 clusters Score: Raw -2836322.988641 + Penalty 2002.742875 = -2834320.245766 nChanged 326 SP:Iteration 59Q (2365.803088 sec): 3 clusters Score: Raw -2836381.888564 + Penalty 2002.742875 = -2834379.145689 nChanged 296 SP:Iteration 60F (2365.905120 sec): 3 clusters Score: Raw -2836438.695196 + Penalty 2002.742875 = -2834435.952321 nChanged 283 SP:Iteration 61Q (2365.996559 sec): 3 clusters Score: Raw -2836487.869427 + Penalty 2002.742875 = -2834485.126552 nChanged 272 SP:Iteration 62Q (2366.093821 sec): 3 clusters Score: Raw -2836526.034969 + Penalty 2002.742875 = -2834523.292093 nChanged 255 SP:Iteration 63Q (2366.196082 sec): 3 clusters Score: Raw -2836564.646042 + Penalty 2002.742875 = -2834561.903166 nChanged 239 SP:Iteration 64Q (2366.299310 sec): 3 clusters Score: Raw -2836592.989067 + Penalty 2002.742875 = -2834590.246191 nChanged 164 SP:Iteration 65Q (2366.389796 sec): 3 clusters Score: Raw -2836610.256470 + Penalty 2002.742875 = -2834607.513594 nChanged 159 SP:Iteration 66Q (2366.484973 sec): 3 clusters Score: Raw -2836627.248088 + Penalty 2002.742875 = -2834624.505212 nChanged 154 SP:Iteration 67Q (2366.582130 sec): 3 clusters Score: Raw -2836642.410094 + Penalty 2002.742875 = -2834639.667218 nChanged 134 SP:Iteration 68Q (2366.663107 sec): 3 clusters Score: Raw -2836654.587658 + Penalty 2002.742875 = -2834651.844783 nChanged 129 SP:Iteration 69Q (2366.758167 sec): 3 clusters Score: Raw -2836664.510971 + Penalty 2002.742875 = -2834661.768096 nChanged 109 SP:Iteration 70Q (2366.851631 sec): 3 clusters Score: Raw -2836672.391633 + Penalty 2002.742875 = -2834669.648758 nChanged 101 SP:Iteration 71Q (2366.949287 sec): 3 clusters Score: Raw -2836678.799460 + Penalty 2002.742875 = -2834676.056585 nChanged 85 SP:Iteration 72Q (2367.040722 sec): 3 clusters Score: Raw -2836683.412524 + Penalty 2002.742875 = -2834680.669648 nChanged 76 SP:Iteration 73Q (2367.130422 sec): 3 clusters Score: Raw -2836687.904597 + Penalty 2002.742875 = -2834685.161722 nChanged 79 SP:Iteration 74Q (2367.212491 sec): 3 clusters Score: Raw -2836693.172806 + Penalty 2002.742875 = -2834690.429931 nChanged 72 SP:Iteration 75Q (2367.305186 sec): 3 clusters Score: Raw -2836697.219993 + Penalty 2002.742875 = -2834694.477117 nChanged 74 SP:Iteration 76Q (2367.397385 sec): 3 clusters Score: Raw -2836701.209610 + Penalty 2002.742875 = -2834698.466734 nChanged 69 SP:Iteration 77Q (2367.489453 sec): 3 clusters Score: Raw -2836705.122058 + Penalty 2002.742875 = -2834702.379182 nChanged 70 SP:Iteration 78Q (2367.574301 sec): 3 clusters Score: Raw -2836709.258666 + Penalty 2002.742875 = -2834706.515790 nChanged 64 SP:Iteration 79Q (2367.665873 sec): 3 clusters Score: Raw -2836712.193903 + Penalty 2002.742875 = -2834709.451027 nChanged 67 SP:Iteration 80F (2367.755379 sec): 3 clusters Score: Raw -2836715.663560 + Penalty 2002.742875 = -2834712.920685 nChanged 64 SP:Iteration 81Q (2367.844611 sec): 3 clusters Score: Raw -2836719.037299 + Penalty 2002.742875 = -2834716.294423 nChanged 68 SP:Iteration 82Q (2367.941746 sec): 3 clusters Score: Raw -2836722.617036 + Penalty 2002.742875 = -2834719.874161 nChanged 63 SP:Iteration 83Q (2368.028724 sec): 3 clusters Score: Raw -2836725.824537 + Penalty 2002.742875 = -2834723.081661 nChanged 69 SP:Iteration 84Q (2368.120027 sec): 3 clusters Score: Raw -2836729.691267 + Penalty 2002.742875 = -2834726.948392 nChanged 81 SP:Iteration 85Q (2368.219378 sec): 3 clusters Score: Raw -2836734.565944 + Penalty 2002.742875 = -2834731.823069 nChanged 76 SP:Iteration 86Q (2368.316172 sec): 3 clusters Score: Raw -2836738.604048 + Penalty 2002.742875 = -2834735.861172 nChanged 70 SP:Iteration 87Q (2368.412483 sec): 3 clusters Score: Raw -2836742.044687 + Penalty 2002.742875 = -2834739.301812 nChanged 68 SP:Iteration 88Q (2368.499049 sec): 3 clusters Score: Raw -2836746.702334 + Penalty 2002.742875 = -2834743.959459 nChanged 92 SP:Iteration 89Q (2368.588659 sec): 3 clusters Score: Raw -2836754.377885 + Penalty 2002.742875 = -2834751.635010 nChanged 101 SP:Iteration 90Q (2368.678913 sec): 3 clusters Score: Raw -2836762.499900 + Penalty 2002.742875 = -2834759.757025 nChanged 101 SP:Iteration 91Q (2368.754321 sec): 3 clusters Score: Raw -2836769.554926 + Penalty 2002.742875 = -2834766.812050 nChanged 99 SP:Iteration 92Q (2368.848172 sec): 3 clusters Score: Raw -2836775.506245 + Penalty 2002.742875 = -2834772.763370 nChanged 98 SP:Iteration 93Q (2368.949603 sec): 3 clusters Score: Raw -2836781.599854 + Penalty 2002.742875 = -2834778.856978 nChanged 90 SP:Iteration 94Q (2369.033676 sec): 3 clusters Score: Raw -2836787.460110 + Penalty 2002.742875 = -2834784.717234 nChanged 102 SP:Iteration 95Q (2369.130655 sec): 3 clusters Score: Raw -2836794.862340 + Penalty 2002.742875 = -2834792.119465 nChanged 111 SP:Iteration 96Q (2369.229106 sec): 3 clusters Score: Raw -2836803.744156 + Penalty 2002.742875 = -2834801.001280 nChanged 124 SP:Iteration 97Q (2369.325856 sec): 3 clusters Score: Raw -2836814.039461 + Penalty 2002.742875 = -2834811.296586 nChanged 138 SP:Iteration 98Q (2369.408080 sec): 3 clusters Score: Raw -2836825.685949 + Penalty 2002.742875 = -2834822.943073 nChanged 135 SP:Iteration 99Q (2369.502475 sec): 3 clusters Score: Raw -2836837.190556 + Penalty 2002.742875 = -2834834.447680 nChanged 148 SP:Iteration 100F (2369.596654 sec): 3 clusters Score: Raw -2836850.846247 + Penalty 2002.742875 = -2834848.103372 nChanged 149 SP:Iteration 101Q (2369.688036 sec): 3 clusters Score: Raw -2836864.040103 + Penalty 2002.742875 = -2834861.297228 nChanged 125 SP:Iteration 102Q (2369.774394 sec): 3 clusters Score: Raw -2836874.034192 + Penalty 2002.742875 = -2834871.291317 nChanged 132 SP:Iteration 103Q (2369.861964 sec): 3 clusters Score: Raw -2836885.731296 + Penalty 2002.742875 = -2834882.988421 nChanged 165 SP:Iteration 104Q (2369.965288 sec): 3 clusters Score: Raw -2836904.800836 + Penalty 2002.742875 = -2834902.057961 nChanged 179 SP:Iteration 105Q (2370.060547 sec): 3 clusters Score: Raw -2836924.176679 + Penalty 2002.742875 = -2834921.433803 nChanged 175 SP:Iteration 106Q (2370.150589 sec): 3 clusters Score: Raw -2836943.171961 + Penalty 2002.742875 = -2834940.429086 nChanged 169 SP:Iteration 107Q (2370.252596 sec): 3 clusters Score: Raw -2836961.669831 + Penalty 2002.742875 = -2834958.926956 nChanged 178 SP:Iteration 108Q (2370.355005 sec): 3 clusters Score: Raw -2836981.409734 + Penalty 2002.742875 = -2834978.666859 nChanged 167 SP:Iteration 109Q (2370.453952 sec): 3 clusters Score: Raw -2837000.045252 + Penalty 2002.742875 = -2834997.302376 nChanged 179 SP:Iteration 110Q (2370.543708 sec): 3 clusters Score: Raw -2837022.196475 + Penalty 2002.742875 = -2835019.453600 nChanged 199 SP:Iteration 111Q (2370.643864 sec): 3 clusters Score: Raw -2837044.228378 + Penalty 2002.742875 = -2835041.485502 nChanged 176 SP:Iteration 112Q (2370.740959 sec): 3 clusters Score: Raw -2837063.178007 + Penalty 2002.742875 = -2835060.435131 nChanged 174 SP:Iteration 113Q (2370.832821 sec): 3 clusters Score: Raw -2837081.126991 + Penalty 2002.742875 = -2835078.384115 nChanged 174 SP:Iteration 114Q (2370.924042 sec): 3 clusters Score: Raw -2837100.423756 + Penalty 2002.742875 = -2835097.680880 nChanged 168 SP:Iteration 115Q (2371.022239 sec): 3 clusters Score: Raw -2837118.570129 + Penalty 2002.742875 = -2835115.827254 nChanged 174 SP:Iteration 116Q (2371.117247 sec): 3 clusters Score: Raw -2837138.948882 + Penalty 2002.742875 = -2835136.206006 nChanged 183 SP:Iteration 117Q (2371.209300 sec): 3 clusters Score: Raw -2837161.426951 + Penalty 2002.742875 = -2835158.684076 nChanged 195 SP:Iteration 118Q (2371.301899 sec): 3 clusters Score: Raw -2837183.609877 + Penalty 2002.742875 = -2835180.867001 nChanged 190 SP:Iteration 119Q (2371.396059 sec): 3 clusters Score: Raw -2837203.976982 + Penalty 2002.742875 = -2835201.234106 nChanged 176 SP:Iteration 120F (2371.488376 sec): 3 clusters Score: Raw -2837220.874031 + Penalty 2002.742875 = -2835218.131156 nChanged 165 SP:Iteration 121Q (2371.572249 sec): 3 clusters Score: Raw -2837238.478391 + Penalty 2002.742875 = -2835235.735516 nChanged 161 SP:Iteration 122Q (2371.668638 sec): 3 clusters Score: Raw -2837257.064518 + Penalty 2002.742875 = -2835254.321642 nChanged 172 SP:Iteration 123Q (2371.765187 sec): 3 clusters Score: Raw -2837277.951319 + Penalty 2002.742875 = -2835275.208443 nChanged 179 SP:Iteration 124Q (2371.859432 sec): 3 clusters Score: Raw -2837299.274681 + Penalty 2002.742875 = -2835296.531805 nChanged 173 SP:Iteration 125Q (2371.949085 sec): 3 clusters Score: Raw -2837319.999048 + Penalty 2002.742875 = -2835317.256173 nChanged 182 SP:Iteration 126Q (2372.037353 sec): 3 clusters Score: Raw -2837343.502032 + Penalty 2002.742875 = -2835340.759156 nChanged 203 SP:Iteration 127Q (2372.132962 sec): 3 clusters Score: Raw -2837369.987086 + Penalty 2002.742875 = -2835367.244210 nChanged 187 SP:Iteration 128Q (2372.226244 sec): 3 clusters Score: Raw -2837391.422161 + Penalty 2002.742875 = -2835388.679286 nChanged 165 SP:Iteration 129Q (2372.327886 sec): 3 clusters Score: Raw -2837409.212657 + Penalty 2002.742875 = -2835406.469781 nChanged 162 SP:Iteration 130Q (2372.428548 sec): 3 clusters Score: Raw -2837427.325840 + Penalty 2002.742875 = -2835424.582965 nChanged 162 SP:Iteration 131Q (2372.515575 sec): 3 clusters Score: Raw -2837447.238368 + Penalty 2002.742875 = -2835444.495493 nChanged 173 SP:Iteration 132Q (2372.612353 sec): 3 clusters Score: Raw -2837470.140058 + Penalty 2002.742875 = -2835467.397182 nChanged 216 SP:Iteration 133Q (2372.701562 sec): 3 clusters Score: Raw -2837503.296018 + Penalty 2002.742875 = -2835500.553143 nChanged 220 SP:Iteration 134Q (2372.791913 sec): 3 clusters Score: Raw -2837535.355364 + Penalty 2002.742875 = -2835532.612488 nChanged 240 SP:Iteration 135Q (2372.880972 sec): 3 clusters Score: Raw -2837574.924917 + Penalty 2002.742875 = -2835572.182041 nChanged 251 SP:Iteration 136Q (2372.975691 sec): 3 clusters Score: Raw -2837616.460567 + Penalty 2002.742875 = -2835613.717692 nChanged 252 SP:Iteration 137Q (2373.070567 sec): 3 clusters Score: Raw -2837662.680787 + Penalty 2002.742875 = -2835659.937912 nChanged 259 SP:Iteration 138Q (2373.162670 sec): 3 clusters Score: Raw -2837713.401176 + Penalty 2002.742875 = -2835710.658301 nChanged 240 SP:Iteration 139Q (2373.244844 sec): 3 clusters Score: Raw -2837762.558409 + Penalty 2002.742875 = -2835759.815533 nChanged 245 SP:Iteration 140F (2373.348924 sec): 3 clusters Score: Raw -2837812.341345 + Penalty 2002.742875 = -2835809.598470 nChanged 253 SP:Iteration 141Q (2373.436353 sec): 3 clusters Score: Raw -2837867.957999 + Penalty 2002.742875 = -2835865.215123 nChanged 273 SP:Iteration 142Q (2373.524163 sec): 3 clusters Score: Raw -2837930.385076 + Penalty 2002.742875 = -2835927.642200 nChanged 284 SP:Iteration 143Q (2373.614783 sec): 3 clusters Score: Raw -2837998.872697 + Penalty 2002.742875 = -2835996.129821 nChanged 286 SP:Iteration 144Q (2373.701076 sec): 3 clusters Score: Raw -2838066.446595 + Penalty 2002.742875 = -2836063.703720 nChanged 285 SP:Iteration 145Q (2373.799003 sec): 3 clusters Score: Raw -2838136.224704 + Penalty 2002.742875 = -2836133.481829 nChanged 270 SP:Iteration 146Q (2373.890936 sec): 3 clusters Score: Raw -2838209.132622 + Penalty 2002.742875 = -2836206.389747 nChanged 300 SP:Iteration 147Q (2373.987419 sec): 3 clusters Score: Raw -2838303.393042 + Penalty 2002.742875 = -2836300.650166 nChanged 294 SP:Iteration 148Q (2374.079680 sec): 3 clusters Score: Raw -2838396.284794 + Penalty 2002.742875 = -2836393.541919 nChanged 298 SP:Iteration 149Q (2374.172324 sec): 3 clusters Score: Raw -2838497.843362 + Penalty 2002.742875 = -2836495.100486 nChanged 304 SP:Iteration 150Q (2374.265599 sec): 3 clusters Score: Raw -2838602.216244 + Penalty 2002.742875 = -2836599.473369 nChanged 262 SP:Iteration 151Q (2374.353746 sec): 3 clusters Score: Raw -2838691.312006 + Penalty 2002.742875 = -2836688.569130 nChanged 229 SP:Iteration 152Q (2374.445125 sec): 3 clusters Score: Raw -2838775.609998 + Penalty 2002.742875 = -2836772.867123 nChanged 232 SP:Iteration 153Q (2374.538883 sec): 3 clusters Score: Raw -2838858.664181 + Penalty 2002.742875 = -2836855.921305 nChanged 204 SP:Iteration 154Q (2374.622555 sec): 3 clusters Score: Raw -2838927.403202 + Penalty 2002.742875 = -2836924.660326 nChanged 186 SP:Iteration 155Q (2374.714654 sec): 3 clusters Score: Raw -2838990.947450 + Penalty 2002.742875 = -2836988.204575 nChanged 150 SP:Iteration 156Q (2374.801762 sec): 3 clusters Score: Raw -2839038.514538 + Penalty 2002.742875 = -2837035.771662 nChanged 118 SP:Iteration 157Q (2374.898144 sec): 3 clusters Score: Raw -2839074.917608 + Penalty 2002.742875 = -2837072.174733 nChanged 85 SP:Iteration 158Q (2374.990291 sec): 3 clusters Score: Raw -2839102.071449 + Penalty 2002.742875 = -2837099.328574 nChanged 85 SP:Iteration 159Q (2375.075237 sec): 3 clusters Score: Raw -2839127.535730 + Penalty 2002.742875 = -2837124.792854 nChanged 82 SP:Iteration 160F (2375.164339 sec): 3 clusters Score: Raw -2839151.274689 + Penalty 2002.742875 = -2837148.531813 nChanged 78 SP:Iteration 161Q (2375.258558 sec): 3 clusters Score: Raw -2839173.062274 + Penalty 2002.742875 = -2837170.319398 nChanged 63 SP:Iteration 162Q (2375.349084 sec): 3 clusters Score: Raw -2839189.406607 + Penalty 2002.742875 = -2837186.663732 nChanged 47 SP:Iteration 163Q (2375.434685 sec): 3 clusters Score: Raw -2839200.568710 + Penalty 2002.742875 = -2837197.825835 nChanged 47 SP:Iteration 164Q (2375.520222 sec): 3 clusters Score: Raw -2839213.805891 + Penalty 2002.742875 = -2837211.063015 nChanged 54 SP:Iteration 165Q (2375.591023 sec): 3 clusters Score: Raw -2839228.712054 + Penalty 2002.742875 = -2837225.969179 nChanged 43 SP:Iteration 166Q (2375.683253 sec): 3 clusters Score: Raw -2839239.375417 + Penalty 2002.742875 = -2837236.632541 nChanged 34 SP:Iteration 167Q (2375.766405 sec): 3 clusters Score: Raw -2839247.285880 + Penalty 2002.742875 = -2837244.543005 nChanged 28 SP:Iteration 168Q (2375.846688 sec): 3 clusters Score: Raw -2839253.373704 + Penalty 2002.742875 = -2837250.630829 nChanged 24 SP:Iteration 169Q (2375.902331 sec): 3 clusters Score: Raw -2839259.757783 + Penalty 2002.742875 = -2837257.014908 nChanged 27 SP:Iteration 170Q (2375.981406 sec): 3 clusters Score: Raw -2839267.976478 + Penalty 2002.742875 = -2837265.233603 nChanged 27 SP:Iteration 171Q (2376.073749 sec): 3 clusters Score: Raw -2839277.315677 + Penalty 2002.742875 = -2837274.572802 nChanged 32 SP:Iteration 172Q (2376.157403 sec): 3 clusters Score: Raw -2839288.923284 + Penalty 2002.742875 = -2837286.180409 nChanged 26 SP:Iteration 173Q (2376.247001 sec): 3 clusters Score: Raw -2839298.541886 + Penalty 2002.742875 = -2837295.799010 nChanged 24 SP:Iteration 174Q (2376.328568 sec): 3 clusters Score: Raw -2839308.489663 + Penalty 2002.742875 = -2837305.746787 nChanged 24 SP:Iteration 175Q (2376.416061 sec): 3 clusters Score: Raw -2839314.632362 + Penalty 2002.742875 = -2837311.889486 nChanged 11 SP:Iteration 176Q (2376.503762 sec): 3 clusters Score: Raw -2839318.020459 + Penalty 2002.742875 = -2837315.277584 nChanged 11 SP:Iteration 177Q (2376.589200 sec): 3 clusters Score: Raw -2839321.675933 + Penalty 2002.742875 = -2837318.933057 nChanged 13 SP:Iteration 178Q (2376.672791 sec): 3 clusters Score: Raw -2839324.699753 + Penalty 2002.742875 = -2837321.956877 nChanged 10 SP:Iteration 179Q (2376.760963 sec): 3 clusters Score: Raw -2839327.232956 + Penalty 2002.742875 = -2837324.490081 nChanged 6 SP:Iteration 180F (2376.854808 sec): 3 clusters Score: Raw -2839328.855835 + Penalty 2002.742875 = -2837326.112960 nChanged 9 SP:Iteration 181Q (2376.940200 sec): 3 clusters Score: Raw -2839330.699776 + Penalty 2002.742875 = -2837327.956900 nChanged 7 SP:Iteration 182Q (2377.030090 sec): 3 clusters Score: Raw -2839332.293202 + Penalty 2002.742875 = -2837329.550326 nChanged 8 SP:Iteration 183Q (2377.118960 sec): 3 clusters Score: Raw -2839335.169026 + Penalty 2002.742875 = -2837332.426151 nChanged 7 SP:Iteration 184Q (2377.204919 sec): 3 clusters Score: Raw -2839337.184662 + Penalty 2002.742875 = -2837334.441787 nChanged 3 SP:Iteration 185Q (2377.291597 sec): 3 clusters Score: Raw -2839337.993471 + Penalty 2002.742875 = -2837335.250596 nChanged 4 SP:Iteration 186Q (2377.375511 sec): 3 clusters Score: Raw -2839338.999136 + Penalty 2002.742875 = -2837336.256260 nChanged 5 SP:Iteration 187Q (2377.452197 sec): 3 clusters Score: Raw -2839339.949374 + Penalty 2002.742875 = -2837337.206498 nChanged 2 SP:Iteration 188Q (2377.547647 sec): 3 clusters Score: Raw -2839340.396150 + Penalty 2002.742875 = -2837337.653275 nChanged 1 SP:Iteration 189Q (2377.628139 sec): 3 clusters Score: Raw -2839340.537551 + Penalty 2002.742875 = -2837337.794675 nChanged 0 SP:Iteration 190F (2377.725014 sec): 3 clusters Score: Raw -2839340.537551 + Penalty 2002.742875 = -2837337.794675 nChanged 0 Trying to split cluster 8 (2442 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2377.753345 sec): 2 clusters Score: Raw -174374.652021 + Penalty 741.054402 = -173633.597618 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2377.802231 sec): 3 clusters Score: Raw -173168.830225 + Penalty 1482.108804 = -171686.721421 nChanged 980 SP:Iteration 1F (2377.851553 sec): 3 clusters Score: Raw -173748.920238 + Penalty 1482.108804 = -172266.811433 nChanged 187 SP:Iteration 2F (2377.899028 sec): 3 clusters Score: Raw -173873.235646 + Penalty 1482.108804 = -172391.126842 nChanged 119 SP:Iteration 3Q (2377.946081 sec): 3 clusters Score: Raw -173944.007357 + Penalty 1482.108804 = -172461.898553 nChanged 95 SP:Iteration 4Q (2377.982067 sec): 3 clusters Score: Raw -174000.148794 + Penalty 1482.108804 = -172518.039990 nChanged 89 SP:Iteration 5Q (2378.028124 sec): 3 clusters Score: Raw -174044.303237 + Penalty 1482.108804 = -172562.194432 nChanged 74 SP:Iteration 6Q (2378.072558 sec): 3 clusters Score: Raw -174076.849927 + Penalty 1482.108804 = -172594.741123 nChanged 70 SP:Iteration 7Q (2378.117123 sec): 3 clusters Score: Raw -174111.318513 + Penalty 1482.108804 = -172629.209709 nChanged 60 SP:Iteration 8Q (2378.161912 sec): 3 clusters Score: Raw -174136.213759 + Penalty 1482.108804 = -172654.104955 nChanged 49 SP:Iteration 9Q (2378.206462 sec): 3 clusters Score: Raw -174159.338176 + Penalty 1482.108804 = -172677.229372 nChanged 43 SP:Iteration 10Q (2378.251111 sec): 3 clusters Score: Raw -174181.009927 + Penalty 1482.108804 = -172698.901122 nChanged 46 SP:Iteration 11Q (2378.295513 sec): 3 clusters Score: Raw -174206.936006 + Penalty 1482.108804 = -172724.827202 nChanged 32 SP:Iteration 12Q (2378.339908 sec): 3 clusters Score: Raw -174219.324959 + Penalty 1482.108804 = -172737.216155 nChanged 27 SP:Iteration 13Q (2378.384259 sec): 3 clusters Score: Raw -174231.142289 + Penalty 1482.108804 = -172749.033484 nChanged 30 SP:Iteration 14Q (2378.428767 sec): 3 clusters Score: Raw -174242.035621 + Penalty 1482.108804 = -172759.926816 nChanged 23 SP:Iteration 15Q (2378.473116 sec): 3 clusters Score: Raw -174249.539221 + Penalty 1482.108804 = -172767.430417 nChanged 18 SP:Iteration 16Q (2378.530038 sec): 3 clusters Score: Raw -174256.184274 + Penalty 1482.108804 = -172774.075470 nChanged 16 SP:Iteration 17Q (2378.567001 sec): 3 clusters Score: Raw -174260.415368 + Penalty 1482.108804 = -172778.306564 nChanged 14 SP:Iteration 18Q (2378.613764 sec): 3 clusters Score: Raw -174265.612085 + Penalty 1482.108804 = -172783.503281 nChanged 17 SP:Iteration 19Q (2378.659975 sec): 3 clusters Score: Raw -174270.750997 + Penalty 1482.108804 = -172788.642193 nChanged 12 SP:Iteration 20F (2378.704786 sec): 3 clusters Score: Raw -174273.866547 + Penalty 1482.108804 = -172791.757743 nChanged 15 SP:Iteration 21Q (2378.749146 sec): 3 clusters Score: Raw -174281.174077 + Penalty 1482.108804 = -172799.065273 nChanged 11 SP:Iteration 22Q (2378.796205 sec): 3 clusters Score: Raw -174283.899953 + Penalty 1482.108804 = -172801.791149 nChanged 6 SP:Iteration 23Q (2378.841441 sec): 3 clusters Score: Raw -174285.197677 + Penalty 1482.108804 = -172803.088873 nChanged 8 SP:Iteration 24Q (2378.886465 sec): 3 clusters Score: Raw -174287.464545 + Penalty 1482.108804 = -172805.355741 nChanged 6 SP:Iteration 25Q (2378.933627 sec): 3 clusters Score: Raw -174288.401464 + Penalty 1482.108804 = -172806.292659 nChanged 3 SP:Iteration 26Q (2378.977382 sec): 3 clusters Score: Raw -174289.209887 + Penalty 1482.108804 = -172807.101082 nChanged 4 SP:Iteration 27Q (2379.021618 sec): 3 clusters Score: Raw -174289.857768 + Penalty 1482.108804 = -172807.748964 nChanged 5 SP:Iteration 28Q (2379.055542 sec): 3 clusters Score: Raw -174290.871975 + Penalty 1482.108804 = -172808.763170 nChanged 3 SP:Iteration 29Q (2379.099746 sec): 3 clusters Score: Raw -174291.323438 + Penalty 1482.108804 = -172809.214634 nChanged 4 SP:Iteration 30Q (2379.154292 sec): 3 clusters Score: Raw -174292.037191 + Penalty 1482.108804 = -172809.928386 nChanged 3 SP:Iteration 31Q (2379.194486 sec): 3 clusters Score: Raw -174292.359140 + Penalty 1482.108804 = -172810.250335 nChanged 1 SP:Iteration 32Q (2379.229679 sec): 3 clusters Score: Raw -174292.740813 + Penalty 1482.108804 = -172810.632008 nChanged 1 SP:Iteration 33Q (2379.273241 sec): 3 clusters Score: Raw -174292.881853 + Penalty 1482.108804 = -172810.773049 nChanged 2 SP:Iteration 34Q (2379.317337 sec): 3 clusters Score: Raw -174293.169139 + Penalty 1482.108804 = -172811.060334 nChanged 1 SP:Iteration 35Q (2379.358254 sec): 3 clusters Score: Raw -174293.250611 + Penalty 1482.108804 = -172811.141806 nChanged 0 SP:Iteration 36F (2379.402451 sec): 3 clusters Score: Raw -174293.250611 + Penalty 1482.108804 = -172811.141806 nChanged 0 Trying to split cluster 9 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2379.423039 sec): 2 clusters Score: Raw -14274.122039 + Penalty 526.046755 = -13748.075284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.464784 sec): 3 clusters Score: Raw -14312.858242 + Penalty 1052.093511 = -13260.764732 nChanged 62 SP:Iteration 1F (2379.517325 sec): 3 clusters Score: Raw -14444.016932 + Penalty 1052.093511 = -13391.923422 nChanged 22 SP:Iteration 2F (2379.558997 sec): 3 clusters Score: Raw -14474.514279 + Penalty 1052.093511 = -13422.420769 nChanged 9 SP:Iteration 3Q (2379.592397 sec): 3 clusters Score: Raw -14497.929830 + Penalty 1052.093511 = -13445.836319 nChanged 5 SP:Iteration 4Q (2379.630225 sec): 3 clusters Score: Raw -14503.120440 + Penalty 1052.093511 = -13451.026929 nChanged 3 SP:Iteration 5Q (2379.675160 sec): 3 clusters Score: Raw -14505.693771 + Penalty 1052.093511 = -13453.600260 nChanged 0 SP:Iteration 6F (2379.715923 sec): 3 clusters Score: Raw -14505.693771 + Penalty 1052.093511 = -13453.600260 nChanged 0 Trying to split cluster 10 (45836 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2379.800432 sec): 2 clusters Score: Raw -3461227.589439 + Penalty 1019.618383 = -3460207.971056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2379.902879 sec): 3 clusters Score: Raw -3431591.249197 + Penalty 2039.236767 = -3429552.012430 nChanged 21923 SP:Iteration 1F (2380.000741 sec): 3 clusters Score: Raw -3444852.685733 + Penalty 2039.236767 = -3442813.448967 nChanged 2105 SP:Iteration 2Q (2380.123445 sec): 3 clusters Score: Raw -3445777.616236 + Penalty 2039.236767 = -3443738.379470 nChanged 2345 SP:Iteration 3F (2380.226935 sec): 3 clusters Score: Raw -3447155.209850 + Penalty 2039.236767 = -3445115.973083 nChanged 2806 SP:Iteration 4F (2380.322747 sec): 3 clusters Score: Raw -3449319.620666 + Penalty 2039.236767 = -3447280.383899 nChanged 3212 SP:Iteration 5F (2380.426510 sec): 3 clusters Score: Raw -3452032.275928 + Penalty 2039.236767 = -3449993.039162 nChanged 3077 SP:Iteration 6F (2380.537240 sec): 3 clusters Score: Raw -3454131.537659 + Penalty 2039.236767 = -3452092.300892 nChanged 2149 SP:Iteration 7Q (2380.649833 sec): 3 clusters Score: Raw -3454976.127206 + Penalty 2039.236767 = -3452936.890439 nChanged 1244 SP:Iteration 8Q (2380.753255 sec): 3 clusters Score: Raw -3455307.484198 + Penalty 2039.236767 = -3453268.247431 nChanged 810 SP:Iteration 9Q (2380.858582 sec): 3 clusters Score: Raw -3455489.732430 + Penalty 2039.236767 = -3453450.495663 nChanged 639 SP:Iteration 10Q (2380.963273 sec): 3 clusters Score: Raw -3455648.851035 + Penalty 2039.236767 = -3453609.614268 nChanged 587 SP:Iteration 11Q (2381.063517 sec): 3 clusters Score: Raw -3455802.609036 + Penalty 2039.236767 = -3453763.372270 nChanged 566 SP:Iteration 12Q (2381.161218 sec): 3 clusters Score: Raw -3455944.031423 + Penalty 2039.236767 = -3453904.794656 nChanged 575 SP:Iteration 13Q (2381.276394 sec): 3 clusters Score: Raw -3456095.123473 + Penalty 2039.236767 = -3454055.886706 nChanged 572 SP:Iteration 14Q (2381.377981 sec): 3 clusters Score: Raw -3456249.197181 + Penalty 2039.236767 = -3454209.960414 nChanged 602 SP:Iteration 15Q (2381.478969 sec): 3 clusters Score: Raw -3456413.128386 + Penalty 2039.236767 = -3454373.891619 nChanged 601 SP:Iteration 16Q (2381.582338 sec): 3 clusters Score: Raw -3456568.711740 + Penalty 2039.236767 = -3454529.474974 nChanged 564 SP:Iteration 17Q (2381.694125 sec): 3 clusters Score: Raw -3456712.760162 + Penalty 2039.236767 = -3454673.523396 nChanged 562 SP:Iteration 18Q (2381.799347 sec): 3 clusters Score: Raw -3456851.105701 + Penalty 2039.236767 = -3454811.868935 nChanged 561 SP:Iteration 19Q (2381.907270 sec): 3 clusters Score: Raw -3456981.253496 + Penalty 2039.236767 = -3454942.016729 nChanged 527 SP:Iteration 20F (2382.013123 sec): 3 clusters Score: Raw -3457113.716097 + Penalty 2039.236767 = -3455074.479330 nChanged 564 SP:Iteration 21Q (2382.123163 sec): 3 clusters Score: Raw -3457259.990967 + Penalty 2039.236767 = -3455220.754200 nChanged 595 SP:Iteration 22Q (2382.214880 sec): 3 clusters Score: Raw -3457425.356863 + Penalty 2039.236767 = -3455386.120096 nChanged 619 SP:Iteration 23Q (2382.323804 sec): 3 clusters Score: Raw -3457614.605041 + Penalty 2039.236767 = -3455575.368275 nChanged 656 SP:Iteration 24Q (2382.430301 sec): 3 clusters Score: Raw -3457843.488569 + Penalty 2039.236767 = -3455804.251803 nChanged 733 SP:Iteration 25Q (2382.538901 sec): 3 clusters Score: Raw -3458114.325579 + Penalty 2039.236767 = -3456075.088813 nChanged 688 SP:Iteration 26Q (2382.641636 sec): 3 clusters Score: Raw -3458376.978940 + Penalty 2039.236767 = -3456337.742173 nChanged 676 SP:Iteration 27Q (2382.753106 sec): 3 clusters Score: Raw -3458643.902171 + Penalty 2039.236767 = -3456604.665405 nChanged 684 SP:Iteration 28Q (2382.872601 sec): 3 clusters Score: Raw -3458947.955234 + Penalty 2039.236767 = -3456908.718467 nChanged 723 SP:Iteration 29Q (2382.968184 sec): 3 clusters Score: Raw -3459266.024435 + Penalty 2039.236767 = -3457226.787668 nChanged 670 SP:Iteration 30Q (2383.082826 sec): 3 clusters Score: Raw -3459532.151356 + Penalty 2039.236767 = -3457492.914589 nChanged 617 SP:Iteration 31Q (2383.183128 sec): 3 clusters Score: Raw -3459753.874746 + Penalty 2039.236767 = -3457714.637979 nChanged 548 SP:Iteration 32Q (2383.284539 sec): 3 clusters Score: Raw -3459928.369884 + Penalty 2039.236767 = -3457889.133118 nChanged 488 SP:Iteration 33Q (2383.380828 sec): 3 clusters Score: Raw -3460061.165886 + Penalty 2039.236767 = -3458021.929119 nChanged 412 SP:Iteration 34Q (2383.487757 sec): 3 clusters Score: Raw -3460165.981206 + Penalty 2039.236767 = -3458126.744439 nChanged 399 SP:Iteration 35Q (2383.598082 sec): 3 clusters Score: Raw -3460263.286373 + Penalty 2039.236767 = -3458224.049607 nChanged 356 SP:Iteration 36Q (2383.701868 sec): 3 clusters Score: Raw -3460339.387546 + Penalty 2039.236767 = -3458300.150779 nChanged 329 SP:Iteration 37Q (2383.794919 sec): 3 clusters Score: Raw -3460407.697822 + Penalty 2039.236767 = -3458368.461055 nChanged 325 SP:Iteration 38Q (2383.899480 sec): 3 clusters Score: Raw -3460472.196690 + Penalty 2039.236767 = -3458432.959924 nChanged 320 SP:Iteration 39Q (2384.003455 sec): 3 clusters Score: Raw -3460532.883714 + Penalty 2039.236767 = -3458493.646947 nChanged 301 SP:Iteration 40F (2384.111399 sec): 3 clusters Score: Raw -3460596.286580 + Penalty 2039.236767 = -3458557.049813 nChanged 301 SP:Iteration 41Q (2384.212865 sec): 3 clusters Score: Raw -3460650.260546 + Penalty 2039.236767 = -3458611.023779 nChanged 247 SP:Iteration 42Q (2384.318122 sec): 3 clusters Score: Raw -3460685.355355 + Penalty 2039.236767 = -3458646.118589 nChanged 212 SP:Iteration 43Q (2384.421304 sec): 3 clusters Score: Raw -3460715.379889 + Penalty 2039.236767 = -3458676.143122 nChanged 211 SP:Iteration 44Q (2384.520952 sec): 3 clusters Score: Raw -3460742.463680 + Penalty 2039.236767 = -3458703.226913 nChanged 204 SP:Iteration 45Q (2384.629488 sec): 3 clusters Score: Raw -3460769.523393 + Penalty 2039.236767 = -3458730.286627 nChanged 211 SP:Iteration 46Q (2384.732897 sec): 3 clusters Score: Raw -3460799.217421 + Penalty 2039.236767 = -3458759.980655 nChanged 216 SP:Iteration 47Q (2384.831300 sec): 3 clusters Score: Raw -3460830.758088 + Penalty 2039.236767 = -3458791.521322 nChanged 225 SP:Iteration 48Q (2384.921720 sec): 3 clusters Score: Raw -3460863.178363 + Penalty 2039.236767 = -3458823.941596 nChanged 219 SP:Iteration 49Q (2385.029213 sec): 3 clusters Score: Raw -3460894.464989 + Penalty 2039.236767 = -3458855.228223 nChanged 207 SP:Iteration 50Q (2385.138611 sec): 3 clusters Score: Raw -3460924.802838 + Penalty 2039.236767 = -3458885.566071 nChanged 205 SP:Iteration 51Q (2385.238516 sec): 3 clusters Score: Raw -3460952.978863 + Penalty 2039.236767 = -3458913.742096 nChanged 195 SP:Iteration 52Q (2385.324901 sec): 3 clusters Score: Raw -3460979.827511 + Penalty 2039.236767 = -3458940.590744 nChanged 190 SP:Iteration 53Q (2385.421983 sec): 3 clusters Score: Raw -3461004.486307 + Penalty 2039.236767 = -3458965.249541 nChanged 170 SP:Iteration 54Q (2385.533238 sec): 3 clusters Score: Raw -3461026.123898 + Penalty 2039.236767 = -3458986.887132 nChanged 169 SP:Iteration 55Q (2385.631182 sec): 3 clusters Score: Raw -3461048.965147 + Penalty 2039.236767 = -3459009.728380 nChanged 176 SP:Iteration 56Q (2385.736287 sec): 3 clusters Score: Raw -3461073.647916 + Penalty 2039.236767 = -3459034.411149 nChanged 174 SP:Iteration 57Q (2385.838560 sec): 3 clusters Score: Raw -3461098.378014 + Penalty 2039.236767 = -3459059.141247 nChanged 163 SP:Iteration 58Q (2385.944701 sec): 3 clusters Score: Raw -3461123.960805 + Penalty 2039.236767 = -3459084.724038 nChanged 162 SP:Iteration 59Q (2386.048712 sec): 3 clusters Score: Raw -3461147.305782 + Penalty 2039.236767 = -3459108.069016 nChanged 156 SP:Iteration 60F (2386.156163 sec): 3 clusters Score: Raw -3461168.743584 + Penalty 2039.236767 = -3459129.506817 nChanged 142 SP:Iteration 61Q (2386.257923 sec): 3 clusters Score: Raw -3461187.599135 + Penalty 2039.236767 = -3459148.362369 nChanged 134 SP:Iteration 62Q (2386.361425 sec): 3 clusters Score: Raw -3461203.926191 + Penalty 2039.236767 = -3459164.689424 nChanged 113 SP:Iteration 63Q (2386.458195 sec): 3 clusters Score: Raw -3461216.752914 + Penalty 2039.236767 = -3459177.516148 nChanged 122 SP:Iteration 64Q (2386.551378 sec): 3 clusters Score: Raw -3461231.738262 + Penalty 2039.236767 = -3459192.501496 nChanged 105 SP:Iteration 65Q (2386.648583 sec): 3 clusters Score: Raw -3461244.795238 + Penalty 2039.236767 = -3459205.558471 nChanged 114 SP:Iteration 66Q (2386.743331 sec): 3 clusters Score: Raw -3461260.794994 + Penalty 2039.236767 = -3459221.558227 nChanged 132 SP:Iteration 67Q (2386.833600 sec): 3 clusters Score: Raw -3461275.746065 + Penalty 2039.236767 = -3459236.509298 nChanged 110 SP:Iteration 68Q (2386.923385 sec): 3 clusters Score: Raw -3461287.293191 + Penalty 2039.236767 = -3459248.056424 nChanged 109 SP:Iteration 69Q (2387.031539 sec): 3 clusters Score: Raw -3461298.663644 + Penalty 2039.236767 = -3459259.426877 nChanged 104 SP:Iteration 70Q (2387.129193 sec): 3 clusters Score: Raw -3461309.194587 + Penalty 2039.236767 = -3459269.957821 nChanged 101 SP:Iteration 71Q (2387.230437 sec): 3 clusters Score: Raw -3461321.586067 + Penalty 2039.236767 = -3459282.349300 nChanged 116 SP:Iteration 72Q (2387.326177 sec): 3 clusters Score: Raw -3461334.065690 + Penalty 2039.236767 = -3459294.828923 nChanged 110 SP:Iteration 73Q (2387.430289 sec): 3 clusters Score: Raw -3461346.635009 + Penalty 2039.236767 = -3459307.398243 nChanged 111 SP:Iteration 74Q (2387.524101 sec): 3 clusters Score: Raw -3461359.546710 + Penalty 2039.236767 = -3459320.309943 nChanged 117 SP:Iteration 75Q (2387.624194 sec): 3 clusters Score: Raw -3461373.474245 + Penalty 2039.236767 = -3459334.237478 nChanged 115 SP:Iteration 76Q (2387.731250 sec): 3 clusters Score: Raw -3461387.732975 + Penalty 2039.236767 = -3459348.496208 nChanged 101 SP:Iteration 77Q (2387.832845 sec): 3 clusters Score: Raw -3461399.435114 + Penalty 2039.236767 = -3459360.198347 nChanged 88 SP:Iteration 78Q (2387.933196 sec): 3 clusters Score: Raw -3461409.146401 + Penalty 2039.236767 = -3459369.909634 nChanged 87 SP:Iteration 79Q (2388.035569 sec): 3 clusters Score: Raw -3461419.782853 + Penalty 2039.236767 = -3459380.546087 nChanged 89 SP:Iteration 80F (2388.137975 sec): 3 clusters Score: Raw -3461430.711121 + Penalty 2039.236767 = -3459391.474355 nChanged 99 SP:Iteration 81Q (2388.239446 sec): 3 clusters Score: Raw -3461443.730335 + Penalty 2039.236767 = -3459404.493569 nChanged 91 SP:Iteration 82Q (2388.341166 sec): 3 clusters Score: Raw -3461453.658638 + Penalty 2039.236767 = -3459414.421872 nChanged 87 SP:Iteration 83Q (2388.437547 sec): 3 clusters Score: Raw -3461462.824468 + Penalty 2039.236767 = -3459423.587701 nChanged 77 SP:Iteration 84Q (2388.527968 sec): 3 clusters Score: Raw -3461471.369680 + Penalty 2039.236767 = -3459432.132913 nChanged 80 SP:Iteration 85Q (2388.626479 sec): 3 clusters Score: Raw -3461480.559708 + Penalty 2039.236767 = -3459441.322941 nChanged 81 SP:Iteration 86Q (2388.714122 sec): 3 clusters Score: Raw -3461489.559062 + Penalty 2039.236767 = -3459450.322296 nChanged 78 SP:Iteration 87Q (2388.817648 sec): 3 clusters Score: Raw -3461497.882023 + Penalty 2039.236767 = -3459458.645256 nChanged 64 SP:Iteration 88Q (2388.914806 sec): 3 clusters Score: Raw -3461504.797891 + Penalty 2039.236767 = -3459465.561125 nChanged 63 SP:Iteration 89Q (2389.015647 sec): 3 clusters Score: Raw -3461510.633451 + Penalty 2039.236767 = -3459471.396685 nChanged 63 SP:Iteration 90Q (2389.110388 sec): 3 clusters Score: Raw -3461516.791092 + Penalty 2039.236767 = -3459477.554326 nChanged 59 SP:Iteration 91Q (2389.208678 sec): 3 clusters Score: Raw -3461522.785616 + Penalty 2039.236767 = -3459483.548850 nChanged 60 SP:Iteration 92Q (2389.301638 sec): 3 clusters Score: Raw -3461527.911848 + Penalty 2039.236767 = -3459488.675082 nChanged 46 SP:Iteration 93Q (2389.407283 sec): 3 clusters Score: Raw -3461532.037708 + Penalty 2039.236767 = -3459492.800942 nChanged 54 SP:Iteration 94Q (2389.506831 sec): 3 clusters Score: Raw -3461536.983734 + Penalty 2039.236767 = -3459497.746967 nChanged 53 SP:Iteration 95Q (2389.603577 sec): 3 clusters Score: Raw -3461541.654377 + Penalty 2039.236767 = -3459502.417610 nChanged 49 SP:Iteration 96Q (2389.691641 sec): 3 clusters Score: Raw -3461545.289402 + Penalty 2039.236767 = -3459506.052635 nChanged 40 SP:Iteration 97Q (2389.795096 sec): 3 clusters Score: Raw -3461548.896153 + Penalty 2039.236767 = -3459509.659386 nChanged 52 SP:Iteration 98Q (2389.891246 sec): 3 clusters Score: Raw -3461553.703441 + Penalty 2039.236767 = -3459514.466674 nChanged 44 SP:Iteration 99Q (2389.981092 sec): 3 clusters Score: Raw -3461557.445850 + Penalty 2039.236767 = -3459518.209083 nChanged 41 SP:Iteration 100F (2390.089731 sec): 3 clusters Score: Raw -3461560.529777 + Penalty 2039.236767 = -3459521.293010 nChanged 25 SP:Iteration 101Q (2390.172979 sec): 3 clusters Score: Raw -3461561.984118 + Penalty 2039.236767 = -3459522.747352 nChanged 28 SP:Iteration 102Q (2390.278050 sec): 3 clusters Score: Raw -3461563.400792 + Penalty 2039.236767 = -3459524.164026 nChanged 24 SP:Iteration 103Q (2390.363318 sec): 3 clusters Score: Raw -3461564.755518 + Penalty 2039.236767 = -3459525.518751 nChanged 28 SP:Iteration 104Q (2390.465307 sec): 3 clusters Score: Raw -3461566.431983 + Penalty 2039.236767 = -3459527.195217 nChanged 26 SP:Iteration 105Q (2390.563521 sec): 3 clusters Score: Raw -3461568.044065 + Penalty 2039.236767 = -3459528.807298 nChanged 23 SP:Iteration 106Q (2390.658778 sec): 3 clusters Score: Raw -3461569.390149 + Penalty 2039.236767 = -3459530.153382 nChanged 21 SP:Iteration 107Q (2390.755409 sec): 3 clusters Score: Raw -3461570.975657 + Penalty 2039.236767 = -3459531.738891 nChanged 25 SP:Iteration 108Q (2390.838523 sec): 3 clusters Score: Raw -3461572.550454 + Penalty 2039.236767 = -3459533.313688 nChanged 22 SP:Iteration 109Q (2390.938626 sec): 3 clusters Score: Raw -3461573.811522 + Penalty 2039.236767 = -3459534.574755 nChanged 18 SP:Iteration 110Q (2391.041374 sec): 3 clusters Score: Raw -3461574.801327 + Penalty 2039.236767 = -3459535.564560 nChanged 13 SP:Iteration 111Q (2391.127834 sec): 3 clusters Score: Raw -3461575.374676 + Penalty 2039.236767 = -3459536.137909 nChanged 12 SP:Iteration 112Q (2391.233120 sec): 3 clusters Score: Raw -3461576.144938 + Penalty 2039.236767 = -3459536.908171 nChanged 15 SP:Iteration 113Q (2391.335707 sec): 3 clusters Score: Raw -3461577.124540 + Penalty 2039.236767 = -3459537.887773 nChanged 12 SP:Iteration 114Q (2391.435238 sec): 3 clusters Score: Raw -3461577.900982 + Penalty 2039.236767 = -3459538.664215 nChanged 14 SP:Iteration 115Q (2391.527882 sec): 3 clusters Score: Raw -3461578.782867 + Penalty 2039.236767 = -3459539.546100 nChanged 12 SP:Iteration 116Q (2391.633443 sec): 3 clusters Score: Raw -3461579.307288 + Penalty 2039.236767 = -3459540.070521 nChanged 11 SP:Iteration 117Q (2391.733512 sec): 3 clusters Score: Raw -3461579.803635 + Penalty 2039.236767 = -3459540.566868 nChanged 11 SP:Iteration 118Q (2391.821089 sec): 3 clusters Score: Raw -3461580.331162 + Penalty 2039.236767 = -3459541.094396 nChanged 8 SP:Iteration 119Q (2391.928494 sec): 3 clusters Score: Raw -3461580.576026 + Penalty 2039.236767 = -3459541.339260 nChanged 7 SP:Iteration 120F (2392.024581 sec): 3 clusters Score: Raw -3461580.819447 + Penalty 2039.236767 = -3459541.582681 nChanged 11 SP:Iteration 121Q (2392.124343 sec): 3 clusters Score: Raw -3461581.284811 + Penalty 2039.236767 = -3459542.048044 nChanged 10 SP:Iteration 122Q (2392.212387 sec): 3 clusters Score: Raw -3461581.644056 + Penalty 2039.236767 = -3459542.407289 nChanged 9 SP:Iteration 123Q (2392.296950 sec): 3 clusters Score: Raw -3461582.012333 + Penalty 2039.236767 = -3459542.775567 nChanged 9 SP:Iteration 124Q (2392.379554 sec): 3 clusters Score: Raw -3461582.491487 + Penalty 2039.236767 = -3459543.254720 nChanged 13 SP:Iteration 125Q (2392.477553 sec): 3 clusters Score: Raw -3461583.224527 + Penalty 2039.236767 = -3459543.987760 nChanged 16 SP:Iteration 126Q (2392.575543 sec): 3 clusters Score: Raw -3461584.628237 + Penalty 2039.236767 = -3459545.391470 nChanged 15 SP:Iteration 127Q (2392.672095 sec): 3 clusters Score: Raw -3461585.691235 + Penalty 2039.236767 = -3459546.454469 nChanged 19 SP:Iteration 128Q (2392.781642 sec): 3 clusters Score: Raw -3461586.984522 + Penalty 2039.236767 = -3459547.747755 nChanged 17 SP:Iteration 129Q (2392.878796 sec): 3 clusters Score: Raw -3461587.923979 + Penalty 2039.236767 = -3459548.687212 nChanged 20 SP:Iteration 130Q (2392.972680 sec): 3 clusters Score: Raw -3461589.096651 + Penalty 2039.236767 = -3459549.859885 nChanged 18 SP:Iteration 131Q (2393.060477 sec): 3 clusters Score: Raw -3461590.352259 + Penalty 2039.236767 = -3459551.115492 nChanged 20 SP:Iteration 132Q (2393.156158 sec): 3 clusters Score: Raw -3461591.850971 + Penalty 2039.236767 = -3459552.614204 nChanged 13 SP:Iteration 133Q (2393.258953 sec): 3 clusters Score: Raw -3461592.615207 + Penalty 2039.236767 = -3459553.378441 nChanged 11 SP:Iteration 134Q (2393.357543 sec): 3 clusters Score: Raw -3461593.303045 + Penalty 2039.236767 = -3459554.066278 nChanged 13 SP:Iteration 135Q (2393.451649 sec): 3 clusters Score: Raw -3461594.154277 + Penalty 2039.236767 = -3459554.917510 nChanged 12 SP:Iteration 136Q (2393.554727 sec): 3 clusters Score: Raw -3461595.130786 + Penalty 2039.236767 = -3459555.894020 nChanged 13 SP:Iteration 137Q (2393.654674 sec): 3 clusters Score: Raw -3461596.208478 + Penalty 2039.236767 = -3459556.971712 nChanged 14 SP:Iteration 138Q (2393.745799 sec): 3 clusters Score: Raw -3461597.586237 + Penalty 2039.236767 = -3459558.349471 nChanged 16 SP:Iteration 139Q (2393.837758 sec): 3 clusters Score: Raw -3461598.716058 + Penalty 2039.236767 = -3459559.479291 nChanged 18 SP:Iteration 140F (2393.947284 sec): 3 clusters Score: Raw -3461599.802967 + Penalty 2039.236767 = -3459560.566200 nChanged 21 SP:Iteration 141Q (2394.045084 sec): 3 clusters Score: Raw -3461601.352865 + Penalty 2039.236767 = -3459562.116098 nChanged 19 SP:Iteration 142Q (2394.135865 sec): 3 clusters Score: Raw -3461602.632080 + Penalty 2039.236767 = -3459563.395314 nChanged 15 SP:Iteration 143Q (2394.234065 sec): 3 clusters Score: Raw -3461603.449304 + Penalty 2039.236767 = -3459564.212537 nChanged 15 SP:Iteration 144Q (2394.331201 sec): 3 clusters Score: Raw -3461604.431115 + Penalty 2039.236767 = -3459565.194348 nChanged 11 SP:Iteration 145Q (2394.430136 sec): 3 clusters Score: Raw -3461605.389621 + Penalty 2039.236767 = -3459566.152854 nChanged 8 SP:Iteration 146Q (2394.524304 sec): 3 clusters Score: Raw -3461605.805556 + Penalty 2039.236767 = -3459566.568789 nChanged 7 SP:Iteration 147Q (2394.624215 sec): 3 clusters Score: Raw -3461606.054548 + Penalty 2039.236767 = -3459566.817781 nChanged 6 SP:Iteration 148Q (2394.722778 sec): 3 clusters Score: Raw -3461606.327642 + Penalty 2039.236767 = -3459567.090876 nChanged 8 SP:Iteration 149Q (2394.814264 sec): 3 clusters Score: Raw -3461606.635524 + Penalty 2039.236767 = -3459567.398757 nChanged 7 SP:Iteration 150Q (2394.906613 sec): 3 clusters Score: Raw -3461606.977363 + Penalty 2039.236767 = -3459567.740596 nChanged 10 SP:Iteration 151Q (2394.997628 sec): 3 clusters Score: Raw -3461607.443660 + Penalty 2039.236767 = -3459568.206893 nChanged 11 SP:Iteration 152Q (2395.091153 sec): 3 clusters Score: Raw -3461607.923547 + Penalty 2039.236767 = -3459568.686780 nChanged 9 SP:Iteration 153Q (2395.186055 sec): 3 clusters Score: Raw -3461608.407863 + Penalty 2039.236767 = -3459569.171097 nChanged 13 SP:Iteration 154Q (2395.287191 sec): 3 clusters Score: Raw -3461609.193301 + Penalty 2039.236767 = -3459569.956534 nChanged 15 SP:Iteration 155Q (2395.390553 sec): 3 clusters Score: Raw -3461610.512060 + Penalty 2039.236767 = -3459571.275293 nChanged 23 SP:Iteration 156Q (2395.494413 sec): 3 clusters Score: Raw -3461612.339567 + Penalty 2039.236767 = -3459573.102800 nChanged 20 SP:Iteration 157Q (2395.593819 sec): 3 clusters Score: Raw -3461614.030246 + Penalty 2039.236767 = -3459574.793480 nChanged 17 SP:Iteration 158Q (2395.694524 sec): 3 clusters Score: Raw -3461615.201872 + Penalty 2039.236767 = -3459575.965105 nChanged 18 SP:Iteration 159Q (2395.795389 sec): 3 clusters Score: Raw -3461616.330909 + Penalty 2039.236767 = -3459577.094142 nChanged 19 SP:Iteration 160F (2395.899542 sec): 3 clusters Score: Raw -3461617.221176 + Penalty 2039.236767 = -3459577.984409 nChanged 15 SP:Iteration 161Q (2395.993051 sec): 3 clusters Score: Raw -3461618.067437 + Penalty 2039.236767 = -3459578.830670 nChanged 18 SP:Iteration 162Q (2396.094278 sec): 3 clusters Score: Raw -3461619.090330 + Penalty 2039.236767 = -3459579.853564 nChanged 14 SP:Iteration 163Q (2396.195467 sec): 3 clusters Score: Raw -3461619.838703 + Penalty 2039.236767 = -3459580.601937 nChanged 14 SP:Iteration 164Q (2396.292634 sec): 3 clusters Score: Raw -3461620.636202 + Penalty 2039.236767 = -3459581.399436 nChanged 14 SP:Iteration 165Q (2396.400518 sec): 3 clusters Score: Raw -3461621.673736 + Penalty 2039.236767 = -3459582.436969 nChanged 19 SP:Iteration 166Q (2396.492413 sec): 3 clusters Score: Raw -3461622.893570 + Penalty 2039.236767 = -3459583.656803 nChanged 24 SP:Iteration 167Q (2396.596132 sec): 3 clusters Score: Raw -3461624.679361 + Penalty 2039.236767 = -3459585.442595 nChanged 23 SP:Iteration 168Q (2396.684602 sec): 3 clusters Score: Raw -3461626.559714 + Penalty 2039.236767 = -3459587.322948 nChanged 20 SP:Iteration 169Q (2396.788097 sec): 3 clusters Score: Raw -3461627.895715 + Penalty 2039.236767 = -3459588.658948 nChanged 9 SP:Iteration 170Q (2396.887617 sec): 3 clusters Score: Raw -3461628.500493 + Penalty 2039.236767 = -3459589.263727 nChanged 8 SP:Iteration 171Q (2396.980911 sec): 3 clusters Score: Raw -3461628.927310 + Penalty 2039.236767 = -3459589.690543 nChanged 3 SP:Iteration 172Q (2397.076467 sec): 3 clusters Score: Raw -3461629.038960 + Penalty 2039.236767 = -3459589.802194 nChanged 1 SP:Iteration 173Q (2397.170240 sec): 3 clusters Score: Raw -3461629.066635 + Penalty 2039.236767 = -3459589.829869 nChanged 2 SP:Iteration 174Q (2397.266712 sec): 3 clusters Score: Raw -3461629.100763 + Penalty 2039.236767 = -3459589.863996 nChanged 1 SP:Iteration 175Q (2397.353479 sec): 3 clusters Score: Raw -3461629.125247 + Penalty 2039.236767 = -3459589.888480 nChanged 1 SP:Iteration 176Q (2397.451540 sec): 3 clusters Score: Raw -3461629.156819 + Penalty 2039.236767 = -3459589.920052 nChanged 3 SP:Iteration 177Q (2397.543241 sec): 3 clusters Score: Raw -3461629.265706 + Penalty 2039.236767 = -3459590.028939 nChanged 2 SP:Iteration 178Q (2397.641269 sec): 3 clusters Score: Raw -3461629.346853 + Penalty 2039.236767 = -3459590.110086 nChanged 1 SP:Iteration 179Q (2397.733687 sec): 3 clusters Score: Raw -3461629.353284 + Penalty 2039.236767 = -3459590.116517 nChanged 0 SP:Iteration 180F (2397.837403 sec): 3 clusters Score: Raw -3461629.353284 + Penalty 2039.236767 = -3459590.116517 nChanged 0 Trying to split cluster 11 (1141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2397.867634 sec): 2 clusters Score: Raw -71514.846557 + Penalty 668.767733 = -70846.078824 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2397.909891 sec): 3 clusters Score: Raw -71081.835445 + Penalty 1337.535466 = -69744.299978 nChanged 392 SP:Iteration 1F (2397.951021 sec): 3 clusters Score: Raw -71495.655857 + Penalty 1337.535466 = -70158.120390 nChanged 125 SP:Iteration 2F (2397.991930 sec): 3 clusters Score: Raw -71742.309114 + Penalty 1337.535466 = -70404.773647 nChanged 83 SP:Iteration 3F (2398.023335 sec): 3 clusters Score: Raw -71889.451783 + Penalty 1337.535466 = -70551.916317 nChanged 79 SP:Iteration 4F (2398.054760 sec): 3 clusters Score: Raw -72027.369090 + Penalty 1337.535466 = -70689.833624 nChanged 50 SP:Iteration 5Q (2398.086062 sec): 3 clusters Score: Raw -72111.505080 + Penalty 1337.535466 = -70773.969614 nChanged 33 SP:Iteration 6Q (2398.130804 sec): 3 clusters Score: Raw -72168.910759 + Penalty 1337.535466 = -70831.375292 nChanged 31 SP:Iteration 7Q (2398.181857 sec): 3 clusters Score: Raw -72214.659113 + Penalty 1337.535466 = -70877.123646 nChanged 21 SP:Iteration 8Q (2398.226819 sec): 3 clusters Score: Raw -72234.223878 + Penalty 1337.535466 = -70896.688411 nChanged 15 SP:Iteration 9Q (2398.264114 sec): 3 clusters Score: Raw -72248.836483 + Penalty 1337.535466 = -70911.301016 nChanged 18 SP:Iteration 10Q (2398.322611 sec): 3 clusters Score: Raw -72264.064473 + Penalty 1337.535466 = -70926.529006 nChanged 5 SP:Iteration 11Q (2398.358100 sec): 3 clusters Score: Raw -72267.696464 + Penalty 1337.535466 = -70930.160998 nChanged 2 SP:Iteration 12Q (2398.400627 sec): 3 clusters Score: Raw -72268.922290 + Penalty 1337.535466 = -70931.386824 nChanged 2 SP:Iteration 13Q (2398.457340 sec): 3 clusters Score: Raw -72269.804510 + Penalty 1337.535466 = -70932.269043 nChanged 1 SP:Iteration 14Q (2398.493271 sec): 3 clusters Score: Raw -72270.466698 + Penalty 1337.535466 = -70932.931231 nChanged 2 SP:Iteration 15Q (2398.543158 sec): 3 clusters Score: Raw -72271.908569 + Penalty 1337.535466 = -70934.373103 nChanged 4 SP:Iteration 16Q (2398.596918 sec): 3 clusters Score: Raw -72274.550574 + Penalty 1337.535466 = -70937.015107 nChanged 1 SP:Iteration 17Q (2398.644167 sec): 3 clusters Score: Raw -72274.711740 + Penalty 1337.535466 = -70937.176273 nChanged 0 SP:Iteration 18F (2398.688743 sec): 3 clusters Score: Raw -72274.711740 + Penalty 1337.535466 = -70937.176273 nChanged 0 Score: Raw -25399549.371257 + Penalty 27934.834691 = -25371614.536566 Splitting cluster 11 changes total score from -25372068.831745 to -25371614.536566 So it's not getting split. Trying to split cluster 12 (566 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2402.974677 sec): 2 clusters Score: Raw -39278.026951 + Penalty 602.166437 = -38675.860513 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2403.020614 sec): 3 clusters Score: Raw -39120.681006 + Penalty 1204.332875 = -37916.348131 nChanged 158 SP:Iteration 1F (2403.060179 sec): 3 clusters Score: Raw -39270.774414 + Penalty 1204.332875 = -38066.441539 nChanged 51 SP:Iteration 2F (2403.113338 sec): 3 clusters Score: Raw -39342.353888 + Penalty 1204.332875 = -38138.021013 nChanged 29 SP:Iteration 3F (2403.154101 sec): 3 clusters Score: Raw -39376.668214 + Penalty 1204.332875 = -38172.335339 nChanged 18 SP:Iteration 4Q (2403.202934 sec): 3 clusters Score: Raw -39393.766103 + Penalty 1204.332875 = -38189.433228 nChanged 13 SP:Iteration 5Q (2403.248969 sec): 3 clusters Score: Raw -39406.999567 + Penalty 1204.332875 = -38202.666692 nChanged 11 SP:Iteration 6Q (2403.298944 sec): 3 clusters Score: Raw -39417.491849 + Penalty 1204.332875 = -38213.158974 nChanged 15 SP:Iteration 7Q (2403.341517 sec): 3 clusters Score: Raw -39431.723482 + Penalty 1204.332875 = -38227.390607 nChanged 7 SP:Iteration 8Q (2403.389842 sec): 3 clusters Score: Raw -39441.400274 + Penalty 1204.332875 = -38237.067399 nChanged 10 SP:Iteration 9Q (2403.432122 sec): 3 clusters Score: Raw -39452.536933 + Penalty 1204.332875 = -38248.204058 nChanged 11 SP:Iteration 10Q (2403.481855 sec): 3 clusters Score: Raw -39467.912116 + Penalty 1204.332875 = -38263.579242 nChanged 10 SP:Iteration 11Q (2403.520848 sec): 3 clusters Score: Raw -39487.365176 + Penalty 1204.332875 = -38283.032301 nChanged 12 SP:Iteration 12Q (2403.567597 sec): 3 clusters Score: Raw -39510.420998 + Penalty 1204.332875 = -38306.088123 nChanged 9 SP:Iteration 13Q (2403.605627 sec): 3 clusters Score: Raw -39526.294567 + Penalty 1204.332875 = -38321.961692 nChanged 9 SP:Iteration 14Q (2403.652054 sec): 3 clusters Score: Raw -39541.535613 + Penalty 1204.332875 = -38337.202738 nChanged 6 SP:Iteration 15Q (2403.702604 sec): 3 clusters Score: Raw -39556.656001 + Penalty 1204.332875 = -38352.323127 nChanged 4 SP:Iteration 16Q (2403.731740 sec): 3 clusters Score: Raw -39560.854904 + Penalty 1204.332875 = -38356.522029 nChanged 2 SP:Iteration 17Q (2403.778401 sec): 3 clusters Score: Raw -39563.083585 + Penalty 1204.332875 = -38358.750710 nChanged 1 SP:Iteration 18Q (2403.825357 sec): 3 clusters Score: Raw -39564.398258 + Penalty 1204.332875 = -38360.065384 nChanged 1 SP:Iteration 19Q (2403.879645 sec): 3 clusters Score: Raw -39565.527040 + Penalty 1204.332875 = -38361.194165 nChanged 0 SP:Iteration 20F (2403.931126 sec): 3 clusters Score: Raw -39565.527040 + Penalty 1204.332875 = -38361.194165 nChanged 0 Trying to split cluster 13 (40070 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2403.996929 sec): 2 clusters Score: Raw -2790976.311383 + Penalty 1006.846404 = -2789969.464979 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2404.083562 sec): 3 clusters Score: Raw -2765224.597795 + Penalty 2013.692809 = -2763210.904986 nChanged 19092 SP:Iteration 1F (2404.184081 sec): 3 clusters Score: Raw -2776697.484124 + Penalty 2013.692809 = -2774683.791316 nChanged 1791 SP:Iteration 2Q (2404.290109 sec): 3 clusters Score: Raw -2777439.383431 + Penalty 2013.692809 = -2775425.690622 nChanged 1984 SP:Iteration 3Q (2404.391538 sec): 3 clusters Score: Raw -2778417.251291 + Penalty 2013.692809 = -2776403.558482 nChanged 2222 SP:Iteration 4F (2404.492661 sec): 3 clusters Score: Raw -2779698.839967 + Penalty 2013.692809 = -2777685.147158 nChanged 2364 SP:Iteration 5F (2404.586838 sec): 3 clusters Score: Raw -2781323.273012 + Penalty 2013.692809 = -2779309.580204 nChanged 2446 SP:Iteration 6F (2404.685438 sec): 3 clusters Score: Raw -2783152.997027 + Penalty 2013.692809 = -2781139.304218 nChanged 2351 SP:Iteration 7F (2404.786093 sec): 3 clusters Score: Raw -2784855.873964 + Penalty 2013.692809 = -2782842.181155 nChanged 1962 SP:Iteration 8Q (2404.880505 sec): 3 clusters Score: Raw -2786043.006224 + Penalty 2013.692809 = -2784029.313415 nChanged 1498 SP:Iteration 9Q (2404.980413 sec): 3 clusters Score: Raw -2786758.012979 + Penalty 2013.692809 = -2784744.320170 nChanged 1122 SP:Iteration 10Q (2405.089713 sec): 3 clusters Score: Raw -2787194.332937 + Penalty 2013.692809 = -2785180.640128 nChanged 903 SP:Iteration 11Q (2405.197248 sec): 3 clusters Score: Raw -2787514.279409 + Penalty 2013.692809 = -2785500.586601 nChanged 759 SP:Iteration 12Q (2405.297839 sec): 3 clusters Score: Raw -2787777.920784 + Penalty 2013.692809 = -2785764.227975 nChanged 729 SP:Iteration 13Q (2405.388480 sec): 3 clusters Score: Raw -2788042.473957 + Penalty 2013.692809 = -2786028.781148 nChanged 673 SP:Iteration 14Q (2405.487931 sec): 3 clusters Score: Raw -2788308.494244 + Penalty 2013.692809 = -2786294.801436 nChanged 685 SP:Iteration 15Q (2405.572791 sec): 3 clusters Score: Raw -2788592.976243 + Penalty 2013.692809 = -2786579.283434 nChanged 693 SP:Iteration 16Q (2405.676505 sec): 3 clusters Score: Raw -2788900.909692 + Penalty 2013.692809 = -2786887.216884 nChanged 693 SP:Iteration 17Q (2405.780902 sec): 3 clusters Score: Raw -2789222.840616 + Penalty 2013.692809 = -2787209.147807 nChanged 642 SP:Iteration 18Q (2405.866289 sec): 3 clusters Score: Raw -2789518.971461 + Penalty 2013.692809 = -2787505.278652 nChanged 580 SP:Iteration 19Q (2405.967671 sec): 3 clusters Score: Raw -2789798.647013 + Penalty 2013.692809 = -2787784.954204 nChanged 576 SP:Iteration 20F (2406.068015 sec): 3 clusters Score: Raw -2790066.617152 + Penalty 2013.692809 = -2788052.924344 nChanged 531 SP:Iteration 21Q (2406.165287 sec): 3 clusters Score: Raw -2790307.880683 + Penalty 2013.692809 = -2788294.187875 nChanged 479 SP:Iteration 22Q (2406.259015 sec): 3 clusters Score: Raw -2790500.685158 + Penalty 2013.692809 = -2788486.992349 nChanged 422 SP:Iteration 23Q (2406.342924 sec): 3 clusters Score: Raw -2790670.195065 + Penalty 2013.692809 = -2788656.502256 nChanged 388 SP:Iteration 24Q (2406.445711 sec): 3 clusters Score: Raw -2790821.897357 + Penalty 2013.692809 = -2788808.204548 nChanged 363 SP:Iteration 25Q (2406.525418 sec): 3 clusters Score: Raw -2790944.566921 + Penalty 2013.692809 = -2788930.874112 nChanged 303 SP:Iteration 26Q (2406.626945 sec): 3 clusters Score: Raw -2791046.195364 + Penalty 2013.692809 = -2789032.502556 nChanged 260 SP:Iteration 27Q (2406.716995 sec): 3 clusters Score: Raw -2791125.706846 + Penalty 2013.692809 = -2789112.014037 nChanged 231 SP:Iteration 28Q (2406.809236 sec): 3 clusters Score: Raw -2791189.321359 + Penalty 2013.692809 = -2789175.628550 nChanged 190 SP:Iteration 29Q (2406.899188 sec): 3 clusters Score: Raw -2791234.100151 + Penalty 2013.692809 = -2789220.407342 nChanged 151 SP:Iteration 30Q (2406.985703 sec): 3 clusters Score: Raw -2791269.335846 + Penalty 2013.692809 = -2789255.643037 nChanged 131 SP:Iteration 31Q (2407.079587 sec): 3 clusters Score: Raw -2791300.540938 + Penalty 2013.692809 = -2789286.848130 nChanged 120 SP:Iteration 32Q (2407.169899 sec): 3 clusters Score: Raw -2791326.375247 + Penalty 2013.692809 = -2789312.682438 nChanged 107 SP:Iteration 33Q (2407.253751 sec): 3 clusters Score: Raw -2791347.180761 + Penalty 2013.692809 = -2789333.487953 nChanged 98 SP:Iteration 34Q (2407.358356 sec): 3 clusters Score: Raw -2791369.047712 + Penalty 2013.692809 = -2789355.354903 nChanged 80 SP:Iteration 35Q (2407.449839 sec): 3 clusters Score: Raw -2791389.736791 + Penalty 2013.692809 = -2789376.043983 nChanged 87 SP:Iteration 36Q (2407.555564 sec): 3 clusters Score: Raw -2791412.157046 + Penalty 2013.692809 = -2789398.464237 nChanged 69 SP:Iteration 37Q (2407.649842 sec): 3 clusters Score: Raw -2791427.234365 + Penalty 2013.692809 = -2789413.541556 nChanged 62 SP:Iteration 38Q (2407.742003 sec): 3 clusters Score: Raw -2791439.184997 + Penalty 2013.692809 = -2789425.492188 nChanged 59 SP:Iteration 39Q (2407.833241 sec): 3 clusters Score: Raw -2791448.659073 + Penalty 2013.692809 = -2789434.966264 nChanged 48 SP:Iteration 40F (2407.929978 sec): 3 clusters Score: Raw -2791457.106222 + Penalty 2013.692809 = -2789443.413414 nChanged 47 SP:Iteration 41Q (2408.027170 sec): 3 clusters Score: Raw -2791467.381311 + Penalty 2013.692809 = -2789453.688502 nChanged 45 SP:Iteration 42Q (2408.120880 sec): 3 clusters Score: Raw -2791476.241112 + Penalty 2013.692809 = -2789462.548303 nChanged 36 SP:Iteration 43Q (2408.214585 sec): 3 clusters Score: Raw -2791481.726328 + Penalty 2013.692809 = -2789468.033519 nChanged 31 SP:Iteration 44Q (2408.294136 sec): 3 clusters Score: Raw -2791485.176098 + Penalty 2013.692809 = -2789471.483290 nChanged 19 SP:Iteration 45Q (2408.383705 sec): 3 clusters Score: Raw -2791487.620297 + Penalty 2013.692809 = -2789473.927488 nChanged 24 SP:Iteration 46Q (2408.468240 sec): 3 clusters Score: Raw -2791490.551786 + Penalty 2013.692809 = -2789476.858978 nChanged 15 SP:Iteration 47Q (2408.569771 sec): 3 clusters Score: Raw -2791492.586946 + Penalty 2013.692809 = -2789478.894137 nChanged 18 SP:Iteration 48Q (2408.664847 sec): 3 clusters Score: Raw -2791495.484318 + Penalty 2013.692809 = -2789481.791509 nChanged 19 SP:Iteration 49Q (2408.757772 sec): 3 clusters Score: Raw -2791498.704410 + Penalty 2013.692809 = -2789485.011601 nChanged 18 SP:Iteration 50Q (2408.845234 sec): 3 clusters Score: Raw -2791502.067096 + Penalty 2013.692809 = -2789488.374288 nChanged 16 SP:Iteration 51Q (2408.928854 sec): 3 clusters Score: Raw -2791504.267728 + Penalty 2013.692809 = -2789490.574919 nChanged 15 SP:Iteration 52Q (2409.022419 sec): 3 clusters Score: Raw -2791506.029998 + Penalty 2013.692809 = -2789492.337189 nChanged 12 SP:Iteration 53Q (2409.109379 sec): 3 clusters Score: Raw -2791507.240450 + Penalty 2013.692809 = -2789493.547641 nChanged 12 SP:Iteration 54Q (2409.197579 sec): 3 clusters Score: Raw -2791508.696210 + Penalty 2013.692809 = -2789495.003402 nChanged 14 SP:Iteration 55Q (2409.286226 sec): 3 clusters Score: Raw -2791510.212305 + Penalty 2013.692809 = -2789496.519496 nChanged 10 SP:Iteration 56Q (2409.379091 sec): 3 clusters Score: Raw -2791511.276970 + Penalty 2013.692809 = -2789497.584161 nChanged 7 SP:Iteration 57Q (2409.471098 sec): 3 clusters Score: Raw -2791512.514301 + Penalty 2013.692809 = -2789498.821492 nChanged 9 SP:Iteration 58Q (2409.570125 sec): 3 clusters Score: Raw -2791513.924124 + Penalty 2013.692809 = -2789500.231315 nChanged 6 SP:Iteration 59Q (2409.661286 sec): 3 clusters Score: Raw -2791514.684606 + Penalty 2013.692809 = -2789500.991798 nChanged 2 SP:Iteration 60F (2409.757408 sec): 3 clusters Score: Raw -2791514.789722 + Penalty 2013.692809 = -2789501.096913 nChanged 1 SP:Iteration 61Q (2409.839509 sec): 3 clusters Score: Raw -2791514.914048 + Penalty 2013.692809 = -2789501.221239 nChanged 1 SP:Iteration 62Q (2409.926907 sec): 3 clusters Score: Raw -2791515.091460 + Penalty 2013.692809 = -2789501.398651 nChanged 4 SP:Iteration 63Q (2410.017108 sec): 3 clusters Score: Raw -2791515.504233 + Penalty 2013.692809 = -2789501.811424 nChanged 1 SP:Iteration 64Q (2410.108467 sec): 3 clusters Score: Raw -2791515.563437 + Penalty 2013.692809 = -2789501.870629 nChanged 1 SP:Iteration 65Q (2410.198357 sec): 3 clusters Score: Raw -2791515.626372 + Penalty 2013.692809 = -2789501.933563 nChanged 1 SP:Iteration 66Q (2410.290637 sec): 3 clusters Score: Raw -2791515.749706 + Penalty 2013.692809 = -2789502.056897 nChanged 2 SP:Iteration 67Q (2410.383344 sec): 3 clusters Score: Raw -2791515.844216 + Penalty 2013.692809 = -2789502.151407 nChanged 0 SP:Iteration 68F (2410.481337 sec): 3 clusters Score: Raw -2791515.844216 + Penalty 2013.692809 = -2789502.151407 nChanged 0 Trying to split cluster 14 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2410.509048 sec): 2 clusters Score: Raw -137169.502696 + Penalty 708.033321 = -136461.469375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2410.556107 sec): 3 clusters Score: Raw -136355.117018 + Penalty 1416.066643 = -134939.050376 nChanged 660 SP:Iteration 1F (2410.606751 sec): 3 clusters Score: Raw -136820.619414 + Penalty 1416.066643 = -135404.552771 nChanged 153 SP:Iteration 2F (2410.648842 sec): 3 clusters Score: Raw -136933.161261 + Penalty 1416.066643 = -135517.094618 nChanged 100 SP:Iteration 3F (2410.685955 sec): 3 clusters Score: Raw -136995.475638 + Penalty 1416.066643 = -135579.408996 nChanged 76 SP:Iteration 4Q (2410.730511 sec): 3 clusters Score: Raw -137057.867090 + Penalty 1416.066643 = -135641.800447 nChanged 64 SP:Iteration 5Q (2410.785595 sec): 3 clusters Score: Raw -137099.417045 + Penalty 1416.066643 = -135683.350403 nChanged 48 SP:Iteration 6Q (2410.829647 sec): 3 clusters Score: Raw -137126.462555 + Penalty 1416.066643 = -135710.395913 nChanged 39 SP:Iteration 7Q (2410.880211 sec): 3 clusters Score: Raw -137148.160741 + Penalty 1416.066643 = -135732.094098 nChanged 36 SP:Iteration 8Q (2410.928043 sec): 3 clusters Score: Raw -137168.102765 + Penalty 1416.066643 = -135752.036122 nChanged 30 SP:Iteration 9Q (2410.969895 sec): 3 clusters Score: Raw -137184.106220 + Penalty 1416.066643 = -135768.039577 nChanged 20 SP:Iteration 10Q (2411.023323 sec): 3 clusters Score: Raw -137195.156661 + Penalty 1416.066643 = -135779.090018 nChanged 18 SP:Iteration 11Q (2411.072002 sec): 3 clusters Score: Raw -137210.551682 + Penalty 1416.066643 = -135794.485040 nChanged 9 SP:Iteration 12Q (2411.113209 sec): 3 clusters Score: Raw -137216.508783 + Penalty 1416.066643 = -135800.442140 nChanged 13 SP:Iteration 13Q (2411.164741 sec): 3 clusters Score: Raw -137223.516303 + Penalty 1416.066643 = -135807.449660 nChanged 12 SP:Iteration 14Q (2411.208521 sec): 3 clusters Score: Raw -137228.453603 + Penalty 1416.066643 = -135812.386961 nChanged 7 SP:Iteration 15Q (2411.261668 sec): 3 clusters Score: Raw -137230.054061 + Penalty 1416.066643 = -135813.987419 nChanged 1 SP:Iteration 16Q (2411.303472 sec): 3 clusters Score: Raw -137230.193102 + Penalty 1416.066643 = -135814.126459 nChanged 0 SP:Iteration 17F (2411.354886 sec): 3 clusters Score: Raw -137230.193102 + Penalty 1416.066643 = -135814.126459 nChanged 0 Trying to split cluster 15 (4452 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2411.374750 sec): 2 clusters Score: Raw -313843.226971 + Penalty 798.105328 = -313045.121644 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2411.429382 sec): 3 clusters Score: Raw -311459.880658 + Penalty 1596.210655 = -309863.670002 nChanged 1855 SP:Iteration 1F (2411.481167 sec): 3 clusters Score: Raw -312517.557463 + Penalty 1596.210655 = -310921.346808 nChanged 330 SP:Iteration 2F (2411.532678 sec): 3 clusters Score: Raw -312756.497447 + Penalty 1596.210655 = -311160.286792 nChanged 289 SP:Iteration 3F (2411.576717 sec): 3 clusters Score: Raw -312989.078455 + Penalty 1596.210655 = -311392.867800 nChanged 284 SP:Iteration 4F (2411.630583 sec): 3 clusters Score: Raw -313207.673862 + Penalty 1596.210655 = -311611.463207 nChanged 281 SP:Iteration 5F (2411.683965 sec): 3 clusters Score: Raw -313418.742356 + Penalty 1596.210655 = -311822.531700 nChanged 272 SP:Iteration 6F (2411.734262 sec): 3 clusters Score: Raw -313646.393885 + Penalty 1596.210655 = -312050.183230 nChanged 282 SP:Iteration 7F (2411.789860 sec): 3 clusters Score: Raw -313881.689676 + Penalty 1596.210655 = -312285.479020 nChanged 243 SP:Iteration 8F (2411.845818 sec): 3 clusters Score: Raw -314064.867274 + Penalty 1596.210655 = -312468.656618 nChanged 186 SP:Iteration 9Q (2411.887514 sec): 3 clusters Score: Raw -314212.612503 + Penalty 1596.210655 = -312616.401847 nChanged 127 SP:Iteration 10Q (2411.933318 sec): 3 clusters Score: Raw -314282.417884 + Penalty 1596.210655 = -312686.207228 nChanged 98 SP:Iteration 11Q (2411.983094 sec): 3 clusters Score: Raw -314339.248741 + Penalty 1596.210655 = -312743.038086 nChanged 88 SP:Iteration 12Q (2412.040917 sec): 3 clusters Score: Raw -314387.893855 + Penalty 1596.210655 = -312791.683200 nChanged 76 SP:Iteration 13Q (2412.080103 sec): 3 clusters Score: Raw -314421.004751 + Penalty 1596.210655 = -312824.794096 nChanged 50 SP:Iteration 14Q (2412.134685 sec): 3 clusters Score: Raw -314441.665608 + Penalty 1596.210655 = -312845.454953 nChanged 44 SP:Iteration 15Q (2412.187326 sec): 3 clusters Score: Raw -314457.165022 + Penalty 1596.210655 = -312860.954366 nChanged 34 SP:Iteration 16Q (2412.239576 sec): 3 clusters Score: Raw -314465.643327 + Penalty 1596.210655 = -312869.432672 nChanged 17 SP:Iteration 17Q (2412.296067 sec): 3 clusters Score: Raw -314468.447734 + Penalty 1596.210655 = -312872.237078 nChanged 11 SP:Iteration 18Q (2412.344443 sec): 3 clusters Score: Raw -314470.542562 + Penalty 1596.210655 = -312874.331907 nChanged 7 SP:Iteration 19Q (2412.393479 sec): 3 clusters Score: Raw -314472.144430 + Penalty 1596.210655 = -312875.933774 nChanged 6 SP:Iteration 20F (2412.445619 sec): 3 clusters Score: Raw -314473.912398 + Penalty 1596.210655 = -312877.701743 nChanged 7 SP:Iteration 21Q (2412.484169 sec): 3 clusters Score: Raw -314475.794297 + Penalty 1596.210655 = -312879.583642 nChanged 12 SP:Iteration 22Q (2412.536472 sec): 3 clusters Score: Raw -314478.317472 + Penalty 1596.210655 = -312882.106816 nChanged 11 SP:Iteration 23Q (2412.578144 sec): 3 clusters Score: Raw -314481.271026 + Penalty 1596.210655 = -312885.060371 nChanged 10 SP:Iteration 24Q (2412.630923 sec): 3 clusters Score: Raw -314483.193691 + Penalty 1596.210655 = -312886.983035 nChanged 5 SP:Iteration 25Q (2412.687873 sec): 3 clusters Score: Raw -314484.046787 + Penalty 1596.210655 = -312887.836132 nChanged 5 SP:Iteration 26Q (2412.737808 sec): 3 clusters Score: Raw -314484.687861 + Penalty 1596.210655 = -312888.477205 nChanged 1 SP:Iteration 27Q (2412.788539 sec): 3 clusters Score: Raw -314484.748661 + Penalty 1596.210655 = -312888.538006 nChanged 0 SP:Iteration 28F (2412.835321 sec): 3 clusters Score: Raw -314484.748661 + Penalty 1596.210655 = -312888.538006 nChanged 0 Trying to split cluster 16 (3590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2412.861961 sec): 2 clusters Score: Raw -264615.211001 + Penalty 777.661211 = -263837.549791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2412.903746 sec): 3 clusters Score: Raw -262648.778981 + Penalty 1555.322421 = -261093.456559 nChanged 1488 SP:Iteration 1F (2412.952300 sec): 3 clusters Score: Raw -263491.830842 + Penalty 1555.322421 = -261936.508421 nChanged 308 SP:Iteration 2F (2412.998771 sec): 3 clusters Score: Raw -263700.197474 + Penalty 1555.322421 = -262144.875053 nChanged 242 SP:Iteration 3F (2413.062288 sec): 3 clusters Score: Raw -263843.491695 + Penalty 1555.322421 = -262288.169274 nChanged 192 SP:Iteration 4F (2413.110907 sec): 3 clusters Score: Raw -263960.867056 + Penalty 1555.322421 = -262405.544634 nChanged 145 SP:Iteration 5Q (2413.150529 sec): 3 clusters Score: Raw -264047.345141 + Penalty 1555.322421 = -262492.022720 nChanged 124 SP:Iteration 6Q (2413.206120 sec): 3 clusters Score: Raw -264137.233867 + Penalty 1555.322421 = -262581.911445 nChanged 135 SP:Iteration 7Q (2413.242650 sec): 3 clusters Score: Raw -264238.334457 + Penalty 1555.322421 = -262683.012036 nChanged 138 SP:Iteration 8Q (2413.292345 sec): 3 clusters Score: Raw -264352.094931 + Penalty 1555.322421 = -262796.772510 nChanged 136 SP:Iteration 9Q (2413.341254 sec): 3 clusters Score: Raw -264480.882401 + Penalty 1555.322421 = -262925.559979 nChanged 119 SP:Iteration 10Q (2413.375832 sec): 3 clusters Score: Raw -264579.523922 + Penalty 1555.322421 = -263024.201500 nChanged 95 SP:Iteration 11Q (2413.422678 sec): 3 clusters Score: Raw -264656.165430 + Penalty 1555.322421 = -263100.843008 nChanged 76 SP:Iteration 12Q (2413.469353 sec): 3 clusters Score: Raw -264695.481821 + Penalty 1555.322421 = -263140.159399 nChanged 58 SP:Iteration 13Q (2413.519899 sec): 3 clusters Score: Raw -264731.360419 + Penalty 1555.322421 = -263176.037997 nChanged 49 SP:Iteration 14Q (2413.567003 sec): 3 clusters Score: Raw -264761.281424 + Penalty 1555.322421 = -263205.959002 nChanged 40 SP:Iteration 15Q (2413.624265 sec): 3 clusters Score: Raw -264780.644490 + Penalty 1555.322421 = -263225.322069 nChanged 41 SP:Iteration 16Q (2413.673949 sec): 3 clusters Score: Raw -264811.570680 + Penalty 1555.322421 = -263256.248258 nChanged 37 SP:Iteration 17Q (2413.712610 sec): 3 clusters Score: Raw -264831.544818 + Penalty 1555.322421 = -263276.222396 nChanged 32 SP:Iteration 18Q (2413.758115 sec): 3 clusters Score: Raw -264846.539306 + Penalty 1555.322421 = -263291.216884 nChanged 20 SP:Iteration 19Q (2413.805554 sec): 3 clusters Score: Raw -264856.501830 + Penalty 1555.322421 = -263301.179408 nChanged 22 SP:Iteration 20F (2413.850429 sec): 3 clusters Score: Raw -264865.555137 + Penalty 1555.322421 = -263310.232715 nChanged 17 SP:Iteration 21Q (2413.895399 sec): 3 clusters Score: Raw -264872.704244 + Penalty 1555.322421 = -263317.381823 nChanged 17 SP:Iteration 22Q (2413.940358 sec): 3 clusters Score: Raw -264877.987521 + Penalty 1555.322421 = -263322.665099 nChanged 13 SP:Iteration 23Q (2413.985585 sec): 3 clusters Score: Raw -264884.107885 + Penalty 1555.322421 = -263328.785463 nChanged 15 SP:Iteration 24Q (2414.032090 sec): 3 clusters Score: Raw -264889.758531 + Penalty 1555.322421 = -263334.436109 nChanged 10 SP:Iteration 25Q (2414.077611 sec): 3 clusters Score: Raw -264892.591541 + Penalty 1555.322421 = -263337.269119 nChanged 8 SP:Iteration 26Q (2414.117764 sec): 3 clusters Score: Raw -264895.297366 + Penalty 1555.322421 = -263339.974944 nChanged 7 SP:Iteration 27Q (2414.163173 sec): 3 clusters Score: Raw -264897.610953 + Penalty 1555.322421 = -263342.288532 nChanged 7 SP:Iteration 28Q (2414.208752 sec): 3 clusters Score: Raw -264901.292534 + Penalty 1555.322421 = -263345.970113 nChanged 7 SP:Iteration 29Q (2414.264053 sec): 3 clusters Score: Raw -264904.201927 + Penalty 1555.322421 = -263348.879506 nChanged 11 SP:Iteration 30Q (2414.300729 sec): 3 clusters Score: Raw -264907.353652 + Penalty 1555.322421 = -263352.031231 nChanged 4 SP:Iteration 31Q (2414.345741 sec): 3 clusters Score: Raw -264908.191493 + Penalty 1555.322421 = -263352.869071 nChanged 2 SP:Iteration 32Q (2414.391021 sec): 3 clusters Score: Raw -264908.524752 + Penalty 1555.322421 = -263353.202330 nChanged 0 SP:Iteration 33F (2414.436590 sec): 3 clusters Score: Raw -264908.524752 + Penalty 1555.322421 = -263353.202330 nChanged 0 Trying to split cluster 17 (3530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2414.462153 sec): 2 clusters Score: Raw -258676.612601 + Penalty 776.060049 = -257900.552552 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2414.508427 sec): 3 clusters Score: Raw -256775.097678 + Penalty 1552.120098 = -255222.977579 nChanged 1485 SP:Iteration 1F (2414.556854 sec): 3 clusters Score: Raw -257682.203168 + Penalty 1552.120098 = -256130.083069 nChanged 291 SP:Iteration 2F (2414.602952 sec): 3 clusters Score: Raw -257916.511842 + Penalty 1552.120098 = -256364.391744 nChanged 240 SP:Iteration 3F (2414.650111 sec): 3 clusters Score: Raw -258060.327989 + Penalty 1552.120098 = -256508.207891 nChanged 193 SP:Iteration 4F (2414.696476 sec): 3 clusters Score: Raw -258176.398050 + Penalty 1552.120098 = -256624.277952 nChanged 171 SP:Iteration 5Q (2414.752824 sec): 3 clusters Score: Raw -258292.502024 + Penalty 1552.120098 = -256740.381925 nChanged 161 SP:Iteration 6Q (2414.789734 sec): 3 clusters Score: Raw -258411.521536 + Penalty 1552.120098 = -256859.401438 nChanged 126 SP:Iteration 7Q (2414.837887 sec): 3 clusters Score: Raw -258482.490278 + Penalty 1552.120098 = -256930.370179 nChanged 94 SP:Iteration 8Q (2414.894429 sec): 3 clusters Score: Raw -258525.852729 + Penalty 1552.120098 = -256973.732630 nChanged 79 SP:Iteration 9Q (2414.931064 sec): 3 clusters Score: Raw -258554.775625 + Penalty 1552.120098 = -257002.655526 nChanged 64 SP:Iteration 10Q (2414.977166 sec): 3 clusters Score: Raw -258577.076838 + Penalty 1552.120098 = -257024.956740 nChanged 54 SP:Iteration 11Q (2415.023874 sec): 3 clusters Score: Raw -258598.192291 + Penalty 1552.120098 = -257046.072193 nChanged 37 SP:Iteration 12Q (2415.070044 sec): 3 clusters Score: Raw -258609.227380 + Penalty 1552.120098 = -257057.107282 nChanged 35 SP:Iteration 13Q (2415.112591 sec): 3 clusters Score: Raw -258618.186602 + Penalty 1552.120098 = -257066.066503 nChanged 21 SP:Iteration 14Q (2415.157415 sec): 3 clusters Score: Raw -258624.282983 + Penalty 1552.120098 = -257072.162884 nChanged 25 SP:Iteration 15Q (2415.208815 sec): 3 clusters Score: Raw -258631.092332 + Penalty 1552.120098 = -257078.972233 nChanged 26 SP:Iteration 16Q (2415.257010 sec): 3 clusters Score: Raw -258639.485054 + Penalty 1552.120098 = -257087.364956 nChanged 31 SP:Iteration 17Q (2415.305161 sec): 3 clusters Score: Raw -258648.971066 + Penalty 1552.120098 = -257096.850968 nChanged 23 SP:Iteration 18Q (2415.364137 sec): 3 clusters Score: Raw -258655.746866 + Penalty 1552.120098 = -257103.626768 nChanged 17 SP:Iteration 19Q (2415.400810 sec): 3 clusters Score: Raw -258660.359840 + Penalty 1552.120098 = -257108.239742 nChanged 19 SP:Iteration 20F (2415.455966 sec): 3 clusters Score: Raw -258665.332726 + Penalty 1552.120098 = -257113.212628 nChanged 20 SP:Iteration 21Q (2415.495785 sec): 3 clusters Score: Raw -258671.577499 + Penalty 1552.120098 = -257119.457401 nChanged 21 SP:Iteration 22Q (2415.557161 sec): 3 clusters Score: Raw -258679.399697 + Penalty 1552.120098 = -257127.279599 nChanged 25 SP:Iteration 23Q (2415.601650 sec): 3 clusters Score: Raw -258690.790987 + Penalty 1552.120098 = -257138.670889 nChanged 38 SP:Iteration 24Q (2415.650147 sec): 3 clusters Score: Raw -258705.831318 + Penalty 1552.120098 = -257153.711219 nChanged 32 SP:Iteration 25Q (2415.690889 sec): 3 clusters Score: Raw -258719.362609 + Penalty 1552.120098 = -257167.242511 nChanged 25 SP:Iteration 26Q (2415.739925 sec): 3 clusters Score: Raw -258732.539141 + Penalty 1552.120098 = -257180.419042 nChanged 35 SP:Iteration 27Q (2415.795954 sec): 3 clusters Score: Raw -258750.994769 + Penalty 1552.120098 = -257198.874670 nChanged 23 SP:Iteration 28Q (2415.840967 sec): 3 clusters Score: Raw -258763.486441 + Penalty 1552.120098 = -257211.366343 nChanged 30 SP:Iteration 29Q (2415.881498 sec): 3 clusters Score: Raw -258776.088618 + Penalty 1552.120098 = -257223.968520 nChanged 27 SP:Iteration 30Q (2415.937600 sec): 3 clusters Score: Raw -258788.054597 + Penalty 1552.120098 = -257235.934499 nChanged 25 SP:Iteration 31Q (2415.980100 sec): 3 clusters Score: Raw -258804.335814 + Penalty 1552.120098 = -257252.215715 nChanged 24 SP:Iteration 32Q (2416.032107 sec): 3 clusters Score: Raw -258817.742879 + Penalty 1552.120098 = -257265.622780 nChanged 33 SP:Iteration 33Q (2416.083989 sec): 3 clusters Score: Raw -258833.437790 + Penalty 1552.120098 = -257281.317692 nChanged 23 SP:Iteration 34Q (2416.130449 sec): 3 clusters Score: Raw -258843.322276 + Penalty 1552.120098 = -257291.202177 nChanged 16 SP:Iteration 35Q (2416.185349 sec): 3 clusters Score: Raw -258852.182253 + Penalty 1552.120098 = -257300.062154 nChanged 19 SP:Iteration 36Q (2416.232407 sec): 3 clusters Score: Raw -258859.573322 + Penalty 1552.120098 = -257307.453223 nChanged 11 SP:Iteration 37Q (2416.271851 sec): 3 clusters Score: Raw -258863.556734 + Penalty 1552.120098 = -257311.436636 nChanged 11 SP:Iteration 38Q (2416.320943 sec): 3 clusters Score: Raw -258866.374374 + Penalty 1552.120098 = -257314.254275 nChanged 8 SP:Iteration 39Q (2416.367667 sec): 3 clusters Score: Raw -258868.889335 + Penalty 1552.120098 = -257316.769237 nChanged 11 SP:Iteration 40F (2416.424486 sec): 3 clusters Score: Raw -258871.395635 + Penalty 1552.120098 = -257319.275537 nChanged 10 SP:Iteration 41Q (2416.463781 sec): 3 clusters Score: Raw -258874.517245 + Penalty 1552.120098 = -257322.397146 nChanged 10 SP:Iteration 42Q (2416.506695 sec): 3 clusters Score: Raw -258876.104864 + Penalty 1552.120098 = -257323.984765 nChanged 4 SP:Iteration 43Q (2416.559031 sec): 3 clusters Score: Raw -258876.979898 + Penalty 1552.120098 = -257324.859799 nChanged 3 SP:Iteration 44Q (2416.605293 sec): 3 clusters Score: Raw -258877.702734 + Penalty 1552.120098 = -257325.582635 nChanged 2 SP:Iteration 45Q (2416.658070 sec): 3 clusters Score: Raw -258878.344386 + Penalty 1552.120098 = -257326.224287 nChanged 3 SP:Iteration 46Q (2416.697189 sec): 3 clusters Score: Raw -258878.724834 + Penalty 1552.120098 = -257326.604735 nChanged 1 SP:Iteration 47Q (2416.744562 sec): 3 clusters Score: Raw -258878.809844 + Penalty 1552.120098 = -257326.689745 nChanged 0 SP:Iteration 48F (2416.790906 sec): 3 clusters Score: Raw -258878.809844 + Penalty 1552.120098 = -257326.689745 nChanged 0 Trying to split cluster 18 (5841 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2416.821330 sec): 2 clusters Score: Raw -437556.748470 + Penalty 823.902443 = -436732.846027 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2416.870168 sec): 3 clusters Score: Raw -434289.782405 + Penalty 1647.804886 = -432641.977519 nChanged 2485 SP:Iteration 1F (2416.923012 sec): 3 clusters Score: Raw -435684.444966 + Penalty 1647.804886 = -434036.640080 nChanged 351 SP:Iteration 2F (2416.983536 sec): 3 clusters Score: Raw -435840.724114 + Penalty 1647.804886 = -434192.919228 nChanged 286 SP:Iteration 3Q (2417.042289 sec): 3 clusters Score: Raw -435978.458082 + Penalty 1647.804886 = -434330.653196 nChanged 262 SP:Iteration 4Q (2417.084227 sec): 3 clusters Score: Raw -436094.050536 + Penalty 1647.804886 = -434446.245650 nChanged 233 SP:Iteration 5Q (2417.138216 sec): 3 clusters Score: Raw -436195.520604 + Penalty 1647.804886 = -434547.715718 nChanged 225 SP:Iteration 6Q (2417.186247 sec): 3 clusters Score: Raw -436292.744659 + Penalty 1647.804886 = -434644.939773 nChanged 199 SP:Iteration 7Q (2417.238788 sec): 3 clusters Score: Raw -436368.519167 + Penalty 1647.804886 = -434720.714281 nChanged 180 SP:Iteration 8Q (2417.295701 sec): 3 clusters Score: Raw -436430.566522 + Penalty 1647.804886 = -434782.761636 nChanged 164 SP:Iteration 9Q (2417.350259 sec): 3 clusters Score: Raw -436493.760033 + Penalty 1647.804886 = -434845.955147 nChanged 171 SP:Iteration 10Q (2417.405733 sec): 3 clusters Score: Raw -436566.487987 + Penalty 1647.804886 = -434918.683102 nChanged 173 SP:Iteration 11Q (2417.464744 sec): 3 clusters Score: Raw -436637.891518 + Penalty 1647.804886 = -434990.086632 nChanged 188 SP:Iteration 12Q (2417.514440 sec): 3 clusters Score: Raw -436714.710974 + Penalty 1647.804886 = -435066.906088 nChanged 181 SP:Iteration 13Q (2417.574548 sec): 3 clusters Score: Raw -436788.850347 + Penalty 1647.804886 = -435141.045461 nChanged 164 SP:Iteration 14Q (2417.620524 sec): 3 clusters Score: Raw -436870.098934 + Penalty 1647.804886 = -435222.294048 nChanged 167 SP:Iteration 15Q (2417.673352 sec): 3 clusters Score: Raw -436959.599074 + Penalty 1647.804886 = -435311.794188 nChanged 156 SP:Iteration 16Q (2417.719889 sec): 3 clusters Score: Raw -437033.579682 + Penalty 1647.804886 = -435385.774796 nChanged 164 SP:Iteration 17Q (2417.775966 sec): 3 clusters Score: Raw -437098.048355 + Penalty 1647.804886 = -435450.243469 nChanged 138 SP:Iteration 18Q (2417.833938 sec): 3 clusters Score: Raw -437148.481557 + Penalty 1647.804886 = -435500.676671 nChanged 100 SP:Iteration 19Q (2417.869505 sec): 3 clusters Score: Raw -437172.544909 + Penalty 1647.804886 = -435524.740024 nChanged 64 SP:Iteration 20F (2417.923776 sec): 3 clusters Score: Raw -437187.135949 + Penalty 1647.804886 = -435539.331063 nChanged 55 SP:Iteration 21Q (2417.981277 sec): 3 clusters Score: Raw -437203.466119 + Penalty 1647.804886 = -435555.661233 nChanged 57 SP:Iteration 22Q (2418.031281 sec): 3 clusters Score: Raw -437217.682157 + Penalty 1647.804886 = -435569.877271 nChanged 50 SP:Iteration 23Q (2418.086271 sec): 3 clusters Score: Raw -437229.609188 + Penalty 1647.804886 = -435581.804302 nChanged 47 SP:Iteration 24Q (2418.140388 sec): 3 clusters Score: Raw -437239.021151 + Penalty 1647.804886 = -435591.216265 nChanged 36 SP:Iteration 25Q (2418.184090 sec): 3 clusters Score: Raw -437245.653779 + Penalty 1647.804886 = -435597.848893 nChanged 31 SP:Iteration 26Q (2418.237307 sec): 3 clusters Score: Raw -437251.628566 + Penalty 1647.804886 = -435603.823680 nChanged 26 SP:Iteration 27Q (2418.292076 sec): 3 clusters Score: Raw -437255.762580 + Penalty 1647.804886 = -435607.957694 nChanged 20 SP:Iteration 28Q (2418.351754 sec): 3 clusters Score: Raw -437259.835206 + Penalty 1647.804886 = -435612.030320 nChanged 23 SP:Iteration 29Q (2418.406800 sec): 3 clusters Score: Raw -437263.415989 + Penalty 1647.804886 = -435615.611103 nChanged 16 SP:Iteration 30Q (2418.464185 sec): 3 clusters Score: Raw -437265.759310 + Penalty 1647.804886 = -435617.954424 nChanged 12 SP:Iteration 31Q (2418.514210 sec): 3 clusters Score: Raw -437267.339447 + Penalty 1647.804886 = -435619.534561 nChanged 6 SP:Iteration 32Q (2418.556556 sec): 3 clusters Score: Raw -437267.874650 + Penalty 1647.804886 = -435620.069764 nChanged 7 SP:Iteration 33Q (2418.620068 sec): 3 clusters Score: Raw -437268.901492 + Penalty 1647.804886 = -435621.096607 nChanged 13 SP:Iteration 34Q (2418.665043 sec): 3 clusters Score: Raw -437270.731311 + Penalty 1647.804886 = -435622.926426 nChanged 15 SP:Iteration 35Q (2418.716428 sec): 3 clusters Score: Raw -437273.020909 + Penalty 1647.804886 = -435625.216023 nChanged 22 SP:Iteration 36Q (2418.766765 sec): 3 clusters Score: Raw -437275.312828 + Penalty 1647.804886 = -435627.507942 nChanged 14 SP:Iteration 37Q (2418.819352 sec): 3 clusters Score: Raw -437277.093913 + Penalty 1647.804886 = -435629.289027 nChanged 14 SP:Iteration 38Q (2418.875579 sec): 3 clusters Score: Raw -437279.495135 + Penalty 1647.804886 = -435631.690250 nChanged 17 SP:Iteration 39Q (2418.931955 sec): 3 clusters Score: Raw -437281.797137 + Penalty 1647.804886 = -435633.992251 nChanged 10 SP:Iteration 40F (2418.983163 sec): 3 clusters Score: Raw -437283.414670 + Penalty 1647.804886 = -435635.609784 nChanged 16 SP:Iteration 41Q (2419.036310 sec): 3 clusters Score: Raw -437285.996713 + Penalty 1647.804886 = -435638.191827 nChanged 18 SP:Iteration 42Q (2419.089167 sec): 3 clusters Score: Raw -437288.266102 + Penalty 1647.804886 = -435640.461216 nChanged 24 SP:Iteration 43Q (2419.145166 sec): 3 clusters Score: Raw -437291.789563 + Penalty 1647.804886 = -435643.984677 nChanged 11 SP:Iteration 44Q (2419.201654 sec): 3 clusters Score: Raw -437293.269779 + Penalty 1647.804886 = -435645.464894 nChanged 15 SP:Iteration 45Q (2419.253214 sec): 3 clusters Score: Raw -437295.488307 + Penalty 1647.804886 = -435647.683421 nChanged 20 SP:Iteration 46Q (2419.303376 sec): 3 clusters Score: Raw -437299.241984 + Penalty 1647.804886 = -435651.437098 nChanged 25 SP:Iteration 47Q (2419.357625 sec): 3 clusters Score: Raw -437304.501051 + Penalty 1647.804886 = -435656.696165 nChanged 16 SP:Iteration 48Q (2419.411701 sec): 3 clusters Score: Raw -437306.624989 + Penalty 1647.804886 = -435658.820103 nChanged 14 SP:Iteration 49Q (2419.467507 sec): 3 clusters Score: Raw -437308.702277 + Penalty 1647.804886 = -435660.897391 nChanged 10 SP:Iteration 50Q (2419.519498 sec): 3 clusters Score: Raw -437310.396092 + Penalty 1647.804886 = -435662.591207 nChanged 9 SP:Iteration 51Q (2419.567220 sec): 3 clusters Score: Raw -437311.422257 + Penalty 1647.804886 = -435663.617371 nChanged 13 SP:Iteration 52Q (2419.622898 sec): 3 clusters Score: Raw -437313.478299 + Penalty 1647.804886 = -435665.673413 nChanged 11 SP:Iteration 53Q (2419.678869 sec): 3 clusters Score: Raw -437314.534510 + Penalty 1647.804886 = -435666.729624 nChanged 7 SP:Iteration 54Q (2419.721057 sec): 3 clusters Score: Raw -437315.493766 + Penalty 1647.804886 = -435667.688880 nChanged 5 SP:Iteration 55Q (2419.777055 sec): 3 clusters Score: Raw -437316.547571 + Penalty 1647.804886 = -435668.742685 nChanged 8 SP:Iteration 56Q (2419.819944 sec): 3 clusters Score: Raw -437317.652810 + Penalty 1647.804886 = -435669.847924 nChanged 10 SP:Iteration 57Q (2419.875593 sec): 3 clusters Score: Raw -437318.847808 + Penalty 1647.804886 = -435671.042923 nChanged 9 SP:Iteration 58Q (2419.924535 sec): 3 clusters Score: Raw -437320.219412 + Penalty 1647.804886 = -435672.414526 nChanged 17 SP:Iteration 59Q (2419.979105 sec): 3 clusters Score: Raw -437323.613375 + Penalty 1647.804886 = -435675.808489 nChanged 20 SP:Iteration 60F (2420.041846 sec): 3 clusters Score: Raw -437326.539851 + Penalty 1647.804886 = -435678.734965 nChanged 15 SP:Iteration 61Q (2420.083490 sec): 3 clusters Score: Raw -437328.303846 + Penalty 1647.804886 = -435680.498960 nChanged 12 SP:Iteration 62Q (2420.146474 sec): 3 clusters Score: Raw -437329.564371 + Penalty 1647.804886 = -435681.759485 nChanged 10 SP:Iteration 63Q (2420.192702 sec): 3 clusters Score: Raw -437330.977261 + Penalty 1647.804886 = -435683.172375 nChanged 7 SP:Iteration 64Q (2420.246618 sec): 3 clusters Score: Raw -437331.756121 + Penalty 1647.804886 = -435683.951235 nChanged 6 SP:Iteration 65Q (2420.295403 sec): 3 clusters Score: Raw -437332.318822 + Penalty 1647.804886 = -435684.513936 nChanged 1 SP:Iteration 66Q (2420.350892 sec): 3 clusters Score: Raw -437332.350853 + Penalty 1647.804886 = -435684.545967 nChanged 4 SP:Iteration 67Q (2420.403496 sec): 3 clusters Score: Raw -437332.686536 + Penalty 1647.804886 = -435684.881651 nChanged 4 SP:Iteration 68Q (2420.457876 sec): 3 clusters Score: Raw -437332.959525 + Penalty 1647.804886 = -435685.154639 nChanged 1 SP:Iteration 69Q (2420.522201 sec): 3 clusters Score: Raw -437332.984878 + Penalty 1647.804886 = -435685.179993 nChanged 0 SP:Iteration 70F (2420.578987 sec): 3 clusters Score: Raw -437332.984878 + Penalty 1647.804886 = -435685.179993 nChanged 0 Trying to split cluster 19 (61048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2420.665997 sec): 2 clusters Score: Raw -4437507.467639 + Penalty 1046.844493 = -4436460.623145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2420.788211 sec): 3 clusters Score: Raw -4397754.739709 + Penalty 2093.688987 = -4395661.050722 nChanged 29151 SP:Iteration 1F (2420.904597 sec): 3 clusters Score: Raw -4415618.750410 + Penalty 2093.688987 = -4413525.061423 nChanged 3173 SP:Iteration 2F (2421.016412 sec): 3 clusters Score: Raw -4416999.876119 + Penalty 2093.688987 = -4414906.187133 nChanged 3391 SP:Iteration 3F (2421.133405 sec): 3 clusters Score: Raw -4418743.917841 + Penalty 2093.688987 = -4416650.228855 nChanged 3781 SP:Iteration 4F (2421.253455 sec): 3 clusters Score: Raw -4421121.280783 + Penalty 2093.688987 = -4419027.591796 nChanged 4138 SP:Iteration 5F (2421.369036 sec): 3 clusters Score: Raw -4424245.287533 + Penalty 2093.688987 = -4422151.598547 nChanged 4248 SP:Iteration 6F (2421.479261 sec): 3 clusters Score: Raw -4427670.207695 + Penalty 2093.688987 = -4425576.518708 nChanged 3854 SP:Iteration 7F (2421.594485 sec): 3 clusters Score: Raw -4430335.244224 + Penalty 2093.688987 = -4428241.555238 nChanged 2807 SP:Iteration 8Q (2421.711195 sec): 3 clusters Score: Raw -4431674.245223 + Penalty 2093.688987 = -4429580.556237 nChanged 1751 SP:Iteration 9Q (2421.830063 sec): 3 clusters Score: Raw -4432229.321770 + Penalty 2093.688987 = -4430135.632784 nChanged 1122 SP:Iteration 10Q (2421.954200 sec): 3 clusters Score: Raw -4432540.873123 + Penalty 2093.688987 = -4430447.184137 nChanged 957 SP:Iteration 11Q (2422.088616 sec): 3 clusters Score: Raw -4432854.983627 + Penalty 2093.688987 = -4430761.294641 nChanged 930 SP:Iteration 12Q (2422.211452 sec): 3 clusters Score: Raw -4433176.867827 + Penalty 2093.688987 = -4431083.178841 nChanged 973 SP:Iteration 13Q (2422.336590 sec): 3 clusters Score: Raw -4433561.405486 + Penalty 2093.688987 = -4431467.716500 nChanged 1048 SP:Iteration 14Q (2422.455390 sec): 3 clusters Score: Raw -4433990.626081 + Penalty 2093.688987 = -4431896.937094 nChanged 1030 SP:Iteration 15Q (2422.579987 sec): 3 clusters Score: Raw -4434448.274625 + Penalty 2093.688987 = -4432354.585639 nChanged 1058 SP:Iteration 16Q (2422.706443 sec): 3 clusters Score: Raw -4434951.037442 + Penalty 2093.688987 = -4432857.348455 nChanged 984 SP:Iteration 17Q (2422.823794 sec): 3 clusters Score: Raw -4435412.865367 + Penalty 2093.688987 = -4433319.176380 nChanged 931 SP:Iteration 18Q (2422.945553 sec): 3 clusters Score: Raw -4435816.391750 + Penalty 2093.688987 = -4433722.702763 nChanged 828 SP:Iteration 19Q (2423.074859 sec): 3 clusters Score: Raw -4436166.178741 + Penalty 2093.688987 = -4434072.489755 nChanged 769 SP:Iteration 20F (2423.192985 sec): 3 clusters Score: Raw -4436461.410919 + Penalty 2093.688987 = -4434367.721932 nChanged 673 SP:Iteration 21Q (2423.315484 sec): 3 clusters Score: Raw -4436684.884628 + Penalty 2093.688987 = -4434591.195641 nChanged 611 SP:Iteration 22Q (2423.436218 sec): 3 clusters Score: Raw -4436862.617624 + Penalty 2093.688987 = -4434768.928638 nChanged 543 SP:Iteration 23Q (2423.552160 sec): 3 clusters Score: Raw -4437009.040032 + Penalty 2093.688987 = -4434915.351045 nChanged 473 SP:Iteration 24Q (2423.678796 sec): 3 clusters Score: Raw -4437118.664673 + Penalty 2093.688987 = -4435024.975686 nChanged 373 SP:Iteration 25Q (2423.793275 sec): 3 clusters Score: Raw -4437189.392894 + Penalty 2093.688987 = -4435095.703908 nChanged 322 SP:Iteration 26Q (2423.906977 sec): 3 clusters Score: Raw -4437242.881549 + Penalty 2093.688987 = -4435149.192563 nChanged 280 SP:Iteration 27Q (2424.031284 sec): 3 clusters Score: Raw -4437281.611539 + Penalty 2093.688987 = -4435187.922552 nChanged 244 SP:Iteration 28Q (2424.141164 sec): 3 clusters Score: Raw -4437311.663605 + Penalty 2093.688987 = -4435217.974618 nChanged 234 SP:Iteration 29Q (2424.266183 sec): 3 clusters Score: Raw -4437340.224379 + Penalty 2093.688987 = -4435246.535393 nChanged 247 SP:Iteration 30Q (2424.389299 sec): 3 clusters Score: Raw -4437368.687491 + Penalty 2093.688987 = -4435274.998504 nChanged 215 SP:Iteration 31Q (2424.503571 sec): 3 clusters Score: Raw -4437390.695286 + Penalty 2093.688987 = -4435297.006300 nChanged 204 SP:Iteration 32Q (2424.625946 sec): 3 clusters Score: Raw -4437410.516908 + Penalty 2093.688987 = -4435316.827922 nChanged 188 SP:Iteration 33Q (2424.741783 sec): 3 clusters Score: Raw -4437428.517932 + Penalty 2093.688987 = -4435334.828945 nChanged 193 SP:Iteration 34Q (2424.864012 sec): 3 clusters Score: Raw -4437446.142648 + Penalty 2093.688987 = -4435352.453661 nChanged 175 SP:Iteration 35Q (2424.980389 sec): 3 clusters Score: Raw -4437461.298540 + Penalty 2093.688987 = -4435367.609553 nChanged 185 SP:Iteration 36Q (2425.099849 sec): 3 clusters Score: Raw -4437478.314596 + Penalty 2093.688987 = -4435384.625609 nChanged 186 SP:Iteration 37Q (2425.218500 sec): 3 clusters Score: Raw -4437495.452167 + Penalty 2093.688987 = -4435401.763180 nChanged 196 SP:Iteration 38Q (2425.328525 sec): 3 clusters Score: Raw -4437513.583897 + Penalty 2093.688987 = -4435419.894911 nChanged 175 SP:Iteration 39Q (2425.443462 sec): 3 clusters Score: Raw -4437527.823583 + Penalty 2093.688987 = -4435434.134597 nChanged 162 SP:Iteration 40F (2425.559734 sec): 3 clusters Score: Raw -4437541.825377 + Penalty 2093.688987 = -4435448.136391 nChanged 151 SP:Iteration 41Q (2425.668820 sec): 3 clusters Score: Raw -4437554.642994 + Penalty 2093.688987 = -4435460.954007 nChanged 172 SP:Iteration 42Q (2425.792005 sec): 3 clusters Score: Raw -4437570.390418 + Penalty 2093.688987 = -4435476.701431 nChanged 168 SP:Iteration 43Q (2425.913543 sec): 3 clusters Score: Raw -4437584.043629 + Penalty 2093.688987 = -4435490.354642 nChanged 160 SP:Iteration 44Q (2426.027325 sec): 3 clusters Score: Raw -4437596.423801 + Penalty 2093.688987 = -4435502.734814 nChanged 146 SP:Iteration 45Q (2426.156539 sec): 3 clusters Score: Raw -4437607.331024 + Penalty 2093.688987 = -4435513.642037 nChanged 147 SP:Iteration 46Q (2426.297292 sec): 3 clusters Score: Raw -4437619.095668 + Penalty 2093.688987 = -4435525.406682 nChanged 149 SP:Iteration 47Q (2426.411247 sec): 3 clusters Score: Raw -4437631.110628 + Penalty 2093.688987 = -4435537.421642 nChanged 141 SP:Iteration 48Q (2426.530750 sec): 3 clusters Score: Raw -4437641.888760 + Penalty 2093.688987 = -4435548.199774 nChanged 135 SP:Iteration 49Q (2426.649839 sec): 3 clusters Score: Raw -4437653.105120 + Penalty 2093.688987 = -4435559.416134 nChanged 133 SP:Iteration 50Q (2426.774829 sec): 3 clusters Score: Raw -4437663.302173 + Penalty 2093.688987 = -4435569.613186 nChanged 133 SP:Iteration 51Q (2426.888799 sec): 3 clusters Score: Raw -4437673.241374 + Penalty 2093.688987 = -4435579.552388 nChanged 136 SP:Iteration 52Q (2427.006130 sec): 3 clusters Score: Raw -4437683.514628 + Penalty 2093.688987 = -4435589.825641 nChanged 134 SP:Iteration 53Q (2427.118803 sec): 3 clusters Score: Raw -4437693.665005 + Penalty 2093.688987 = -4435599.976018 nChanged 121 SP:Iteration 54Q (2427.242727 sec): 3 clusters Score: Raw -4437702.462447 + Penalty 2093.688987 = -4435608.773461 nChanged 126 SP:Iteration 55Q (2427.360720 sec): 3 clusters Score: Raw -4437711.400094 + Penalty 2093.688987 = -4435617.711107 nChanged 119 SP:Iteration 56Q (2427.479173 sec): 3 clusters Score: Raw -4437719.740738 + Penalty 2093.688987 = -4435626.051752 nChanged 125 SP:Iteration 57Q (2427.595172 sec): 3 clusters Score: Raw -4437728.832694 + Penalty 2093.688987 = -4435635.143707 nChanged 124 SP:Iteration 58Q (2427.714704 sec): 3 clusters Score: Raw -4437738.094394 + Penalty 2093.688987 = -4435644.405407 nChanged 124 SP:Iteration 59Q (2427.821249 sec): 3 clusters Score: Raw -4437747.609917 + Penalty 2093.688987 = -4435653.920931 nChanged 120 SP:Iteration 60F (2427.943738 sec): 3 clusters Score: Raw -4437755.894442 + Penalty 2093.688987 = -4435662.205456 nChanged 119 SP:Iteration 61Q (2428.066653 sec): 3 clusters Score: Raw -4437764.426398 + Penalty 2093.688987 = -4435670.737411 nChanged 115 SP:Iteration 62Q (2428.180660 sec): 3 clusters Score: Raw -4437772.684014 + Penalty 2093.688987 = -4435678.995028 nChanged 113 SP:Iteration 63Q (2428.298565 sec): 3 clusters Score: Raw -4437780.886651 + Penalty 2093.688987 = -4435687.197664 nChanged 120 SP:Iteration 64Q (2428.406158 sec): 3 clusters Score: Raw -4437790.391694 + Penalty 2093.688987 = -4435696.702707 nChanged 131 SP:Iteration 65Q (2428.514803 sec): 3 clusters Score: Raw -4437801.450390 + Penalty 2093.688987 = -4435707.761404 nChanged 124 SP:Iteration 66Q (2428.637520 sec): 3 clusters Score: Raw -4437811.756126 + Penalty 2093.688987 = -4435718.067140 nChanged 117 SP:Iteration 67Q (2428.748427 sec): 3 clusters Score: Raw -4437821.523233 + Penalty 2093.688987 = -4435727.834246 nChanged 121 SP:Iteration 68Q (2428.882224 sec): 3 clusters Score: Raw -4437831.205815 + Penalty 2093.688987 = -4435737.516829 nChanged 118 SP:Iteration 69Q (2429.001935 sec): 3 clusters Score: Raw -4437840.282075 + Penalty 2093.688987 = -4435746.593088 nChanged 107 SP:Iteration 70Q (2429.113187 sec): 3 clusters Score: Raw -4437848.563265 + Penalty 2093.688987 = -4435754.874279 nChanged 103 SP:Iteration 71Q (2429.226646 sec): 3 clusters Score: Raw -4437857.073107 + Penalty 2093.688987 = -4435763.384120 nChanged 114 SP:Iteration 72Q (2429.342073 sec): 3 clusters Score: Raw -4437866.593883 + Penalty 2093.688987 = -4435772.904896 nChanged 109 SP:Iteration 73Q (2429.445725 sec): 3 clusters Score: Raw -4437875.584058 + Penalty 2093.688987 = -4435781.895071 nChanged 109 SP:Iteration 74Q (2429.569447 sec): 3 clusters Score: Raw -4437884.980381 + Penalty 2093.688987 = -4435791.291394 nChanged 117 SP:Iteration 75Q (2429.681572 sec): 3 clusters Score: Raw -4437895.814951 + Penalty 2093.688987 = -4435802.125964 nChanged 119 SP:Iteration 76Q (2429.789553 sec): 3 clusters Score: Raw -4437905.276471 + Penalty 2093.688987 = -4435811.587485 nChanged 119 SP:Iteration 77Q (2429.903981 sec): 3 clusters Score: Raw -4437915.286126 + Penalty 2093.688987 = -4435821.597139 nChanged 126 SP:Iteration 78Q (2430.014182 sec): 3 clusters Score: Raw -4437925.828758 + Penalty 2093.688987 = -4435832.139772 nChanged 117 SP:Iteration 79Q (2430.138816 sec): 3 clusters Score: Raw -4437935.244567 + Penalty 2093.688987 = -4435841.555580 nChanged 104 SP:Iteration 80F (2430.260453 sec): 3 clusters Score: Raw -4437943.415548 + Penalty 2093.688987 = -4435849.726562 nChanged 109 SP:Iteration 81Q (2430.371985 sec): 3 clusters Score: Raw -4437952.563597 + Penalty 2093.688987 = -4435858.874611 nChanged 103 SP:Iteration 82Q (2430.489614 sec): 3 clusters Score: Raw -4437961.000465 + Penalty 2093.688987 = -4435867.311479 nChanged 95 SP:Iteration 83Q (2430.603628 sec): 3 clusters Score: Raw -4437968.150247 + Penalty 2093.688987 = -4435874.461260 nChanged 100 SP:Iteration 84Q (2430.712075 sec): 3 clusters Score: Raw -4437975.827220 + Penalty 2093.688987 = -4435882.138234 nChanged 100 SP:Iteration 85Q (2430.829052 sec): 3 clusters Score: Raw -4437983.922210 + Penalty 2093.688987 = -4435890.233224 nChanged 105 SP:Iteration 86Q (2430.934384 sec): 3 clusters Score: Raw -4437993.238374 + Penalty 2093.688987 = -4435899.549387 nChanged 102 SP:Iteration 87Q (2431.034996 sec): 3 clusters Score: Raw -4438002.977762 + Penalty 2093.688987 = -4435909.288775 nChanged 109 SP:Iteration 88Q (2431.159322 sec): 3 clusters Score: Raw -4438012.756735 + Penalty 2093.688987 = -4435919.067749 nChanged 96 SP:Iteration 89Q (2431.271746 sec): 3 clusters Score: Raw -4438020.274485 + Penalty 2093.688987 = -4435926.585499 nChanged 96 SP:Iteration 90Q (2431.379702 sec): 3 clusters Score: Raw -4438028.056135 + Penalty 2093.688987 = -4435934.367148 nChanged 90 SP:Iteration 91Q (2431.489914 sec): 3 clusters Score: Raw -4438034.791664 + Penalty 2093.688987 = -4435941.102677 nChanged 83 SP:Iteration 92Q (2431.602905 sec): 3 clusters Score: Raw -4438040.375965 + Penalty 2093.688987 = -4435946.686979 nChanged 73 SP:Iteration 93Q (2431.717166 sec): 3 clusters Score: Raw -4438044.888687 + Penalty 2093.688987 = -4435951.199700 nChanged 72 SP:Iteration 94Q (2431.835355 sec): 3 clusters Score: Raw -4438050.041623 + Penalty 2093.688987 = -4435956.352636 nChanged 78 SP:Iteration 95Q (2431.945139 sec): 3 clusters Score: Raw -4438056.414363 + Penalty 2093.688987 = -4435962.725376 nChanged 70 SP:Iteration 96Q (2432.063271 sec): 3 clusters Score: Raw -4438061.501891 + Penalty 2093.688987 = -4435967.812904 nChanged 57 SP:Iteration 97Q (2432.166828 sec): 3 clusters Score: Raw -4438065.217434 + Penalty 2093.688987 = -4435971.528448 nChanged 55 SP:Iteration 98Q (2432.284547 sec): 3 clusters Score: Raw -4438068.240291 + Penalty 2093.688987 = -4435974.551305 nChanged 51 SP:Iteration 99Q (2432.386322 sec): 3 clusters Score: Raw -4438070.830525 + Penalty 2093.688987 = -4435977.141539 nChanged 47 SP:Iteration 100F (2432.509524 sec): 3 clusters Score: Raw -4438073.199089 + Penalty 2093.688987 = -4435979.510102 nChanged 45 SP:Iteration 101Q (2432.615567 sec): 3 clusters Score: Raw -4438075.169417 + Penalty 2093.688987 = -4435981.480430 nChanged 37 SP:Iteration 102Q (2432.728973 sec): 3 clusters Score: Raw -4438076.506190 + Penalty 2093.688987 = -4435982.817204 nChanged 34 SP:Iteration 103Q (2432.830422 sec): 3 clusters Score: Raw -4438077.863512 + Penalty 2093.688987 = -4435984.174526 nChanged 32 SP:Iteration 104Q (2432.936630 sec): 3 clusters Score: Raw -4438079.591584 + Penalty 2093.688987 = -4435985.902598 nChanged 41 SP:Iteration 105Q (2433.050623 sec): 3 clusters Score: Raw -4438081.566690 + Penalty 2093.688987 = -4435987.877703 nChanged 42 SP:Iteration 106Q (2433.161026 sec): 3 clusters Score: Raw -4438083.893858 + Penalty 2093.688987 = -4435990.204871 nChanged 46 SP:Iteration 107Q (2433.267280 sec): 3 clusters Score: Raw -4438086.254476 + Penalty 2093.688987 = -4435992.565489 nChanged 38 SP:Iteration 108Q (2433.373164 sec): 3 clusters Score: Raw -4438088.107879 + Penalty 2093.688987 = -4435994.418893 nChanged 44 SP:Iteration 109Q (2433.492128 sec): 3 clusters Score: Raw -4438090.329641 + Penalty 2093.688987 = -4435996.640655 nChanged 37 SP:Iteration 110Q (2433.602659 sec): 3 clusters Score: Raw -4438092.110030 + Penalty 2093.688987 = -4435998.421043 nChanged 30 SP:Iteration 111Q (2433.715184 sec): 3 clusters Score: Raw -4438093.327889 + Penalty 2093.688987 = -4435999.638902 nChanged 31 SP:Iteration 112Q (2433.821723 sec): 3 clusters Score: Raw -4438095.129220 + Penalty 2093.688987 = -4436001.440234 nChanged 32 SP:Iteration 113Q (2433.939475 sec): 3 clusters Score: Raw -4438097.254491 + Penalty 2093.688987 = -4436003.565505 nChanged 43 SP:Iteration 114Q (2434.042972 sec): 3 clusters Score: Raw -4438099.828969 + Penalty 2093.688987 = -4436006.139982 nChanged 27 SP:Iteration 115Q (2434.159997 sec): 3 clusters Score: Raw -4438101.429827 + Penalty 2093.688987 = -4436007.740841 nChanged 28 SP:Iteration 116Q (2434.271076 sec): 3 clusters Score: Raw -4438102.910304 + Penalty 2093.688987 = -4436009.221317 nChanged 30 SP:Iteration 117Q (2434.372642 sec): 3 clusters Score: Raw -4438104.229895 + Penalty 2093.688987 = -4436010.540908 nChanged 29 SP:Iteration 118Q (2434.488343 sec): 3 clusters Score: Raw -4438105.400029 + Penalty 2093.688987 = -4436011.711042 nChanged 23 SP:Iteration 119Q (2434.594285 sec): 3 clusters Score: Raw -4438106.326909 + Penalty 2093.688987 = -4436012.637923 nChanged 29 SP:Iteration 120F (2434.706070 sec): 3 clusters Score: Raw -4438107.221371 + Penalty 2093.688987 = -4436013.532385 nChanged 18 SP:Iteration 121Q (2434.811535 sec): 3 clusters Score: Raw -4438107.830492 + Penalty 2093.688987 = -4436014.141506 nChanged 15 SP:Iteration 122Q (2434.926866 sec): 3 clusters Score: Raw -4438108.369545 + Penalty 2093.688987 = -4436014.680558 nChanged 17 SP:Iteration 123Q (2435.031762 sec): 3 clusters Score: Raw -4438109.059646 + Penalty 2093.688987 = -4436015.370659 nChanged 20 SP:Iteration 124Q (2435.144616 sec): 3 clusters Score: Raw -4438109.617620 + Penalty 2093.688987 = -4436015.928633 nChanged 12 SP:Iteration 125Q (2435.259351 sec): 3 clusters Score: Raw -4438109.863667 + Penalty 2093.688987 = -4436016.174681 nChanged 8 SP:Iteration 126Q (2435.369530 sec): 3 clusters Score: Raw -4438110.115833 + Penalty 2093.688987 = -4436016.426846 nChanged 13 SP:Iteration 127Q (2435.481786 sec): 3 clusters Score: Raw -4438110.529796 + Penalty 2093.688987 = -4436016.840809 nChanged 13 SP:Iteration 128Q (2435.599975 sec): 3 clusters Score: Raw -4438110.862898 + Penalty 2093.688987 = -4436017.173911 nChanged 7 SP:Iteration 129Q (2435.710395 sec): 3 clusters Score: Raw -4438111.136387 + Penalty 2093.688987 = -4436017.447400 nChanged 6 SP:Iteration 130Q (2435.831543 sec): 3 clusters Score: Raw -4438111.246518 + Penalty 2093.688987 = -4436017.557532 nChanged 4 SP:Iteration 131Q (2435.940422 sec): 3 clusters Score: Raw -4438111.386414 + Penalty 2093.688987 = -4436017.697428 nChanged 3 SP:Iteration 132Q (2436.050866 sec): 3 clusters Score: Raw -4438111.496361 + Penalty 2093.688987 = -4436017.807374 nChanged 4 SP:Iteration 133Q (2436.160090 sec): 3 clusters Score: Raw -4438111.658053 + Penalty 2093.688987 = -4436017.969067 nChanged 7 SP:Iteration 134Q (2436.265336 sec): 3 clusters Score: Raw -4438111.832461 + Penalty 2093.688987 = -4436018.143474 nChanged 8 SP:Iteration 135Q (2436.372731 sec): 3 clusters Score: Raw -4438112.054566 + Penalty 2093.688987 = -4436018.365580 nChanged 10 SP:Iteration 136Q (2436.483095 sec): 3 clusters Score: Raw -4438112.459566 + Penalty 2093.688987 = -4436018.770579 nChanged 15 SP:Iteration 137Q (2436.581097 sec): 3 clusters Score: Raw -4438113.069735 + Penalty 2093.688987 = -4436019.380749 nChanged 14 SP:Iteration 138Q (2436.700838 sec): 3 clusters Score: Raw -4438113.540469 + Penalty 2093.688987 = -4436019.851482 nChanged 18 SP:Iteration 139Q (2436.808187 sec): 3 clusters Score: Raw -4438114.055282 + Penalty 2093.688987 = -4436020.366295 nChanged 15 SP:Iteration 140F (2436.929754 sec): 3 clusters Score: Raw -4438114.511426 + Penalty 2093.688987 = -4436020.822439 nChanged 10 SP:Iteration 141Q (2437.031227 sec): 3 clusters Score: Raw -4438114.811305 + Penalty 2093.688987 = -4436021.122318 nChanged 14 SP:Iteration 142Q (2437.139647 sec): 3 clusters Score: Raw -4438115.290085 + Penalty 2093.688987 = -4436021.601098 nChanged 9 SP:Iteration 143Q (2437.244213 sec): 3 clusters Score: Raw -4438115.648747 + Penalty 2093.688987 = -4436021.959761 nChanged 15 SP:Iteration 144Q (2437.351868 sec): 3 clusters Score: Raw -4438116.205690 + Penalty 2093.688987 = -4436022.516703 nChanged 14 SP:Iteration 145Q (2437.470231 sec): 3 clusters Score: Raw -4438116.703691 + Penalty 2093.688987 = -4436023.014704 nChanged 9 SP:Iteration 146Q (2437.581428 sec): 3 clusters Score: Raw -4438116.984522 + Penalty 2093.688987 = -4436023.295535 nChanged 8 SP:Iteration 147Q (2437.686677 sec): 3 clusters Score: Raw -4438117.209843 + Penalty 2093.688987 = -4436023.520857 nChanged 4 SP:Iteration 148Q (2437.796723 sec): 3 clusters Score: Raw -4438117.317552 + Penalty 2093.688987 = -4436023.628566 nChanged 5 SP:Iteration 149Q (2437.907013 sec): 3 clusters Score: Raw -4438117.477629 + Penalty 2093.688987 = -4436023.788643 nChanged 9 SP:Iteration 150Q (2438.014994 sec): 3 clusters Score: Raw -4438117.808596 + Penalty 2093.688987 = -4436024.119610 nChanged 7 SP:Iteration 151Q (2438.128368 sec): 3 clusters Score: Raw -4438118.074126 + Penalty 2093.688987 = -4436024.385140 nChanged 6 SP:Iteration 152Q (2438.241400 sec): 3 clusters Score: Raw -4438118.327707 + Penalty 2093.688987 = -4436024.638721 nChanged 11 SP:Iteration 153Q (2438.351656 sec): 3 clusters Score: Raw -4438118.571245 + Penalty 2093.688987 = -4436024.882258 nChanged 3 SP:Iteration 154Q (2438.469186 sec): 3 clusters Score: Raw -4438118.709379 + Penalty 2093.688987 = -4436025.020392 nChanged 8 SP:Iteration 155Q (2438.573405 sec): 3 clusters Score: Raw -4438119.067421 + Penalty 2093.688987 = -4436025.378434 nChanged 8 SP:Iteration 156Q (2438.692358 sec): 3 clusters Score: Raw -4438119.225032 + Penalty 2093.688987 = -4436025.536046 nChanged 4 SP:Iteration 157Q (2438.799340 sec): 3 clusters Score: Raw -4438119.288466 + Penalty 2093.688987 = -4436025.599479 nChanged 1 SP:Iteration 158Q (2438.900263 sec): 3 clusters Score: Raw -4438119.295248 + Penalty 2093.688987 = -4436025.606261 nChanged 1 SP:Iteration 159Q (2439.017763 sec): 3 clusters Score: Raw -4438119.305695 + Penalty 2093.688987 = -4436025.616709 nChanged 0 SP:Iteration 160F (2439.132991 sec): 3 clusters Score: Raw -4438119.305695 + Penalty 2093.688987 = -4436025.616709 nChanged 0 Trying to split cluster 20 (58309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2439.208878 sec): 2 clusters Score: Raw -4403585.886516 + Penalty 1042.483615 = -4402543.402901 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2439.323334 sec): 3 clusters Score: Raw -4365575.227599 + Penalty 2084.967230 = -4363490.260369 nChanged 27875 SP:Iteration 1F (2439.433359 sec): 3 clusters Score: Raw -4382718.549856 + Penalty 2084.967230 = -4380633.582626 nChanged 2950 SP:Iteration 2F (2439.549068 sec): 3 clusters Score: Raw -4384101.986123 + Penalty 2084.967230 = -4382017.018893 nChanged 3331 SP:Iteration 3F (2439.654399 sec): 3 clusters Score: Raw -4386123.682941 + Penalty 2084.967230 = -4384038.715711 nChanged 3713 SP:Iteration 4F (2439.770020 sec): 3 clusters Score: Raw -4388916.899950 + Penalty 2084.967230 = -4386831.932720 nChanged 4109 SP:Iteration 5F (2439.885671 sec): 3 clusters Score: Raw -4392267.229270 + Penalty 2084.967230 = -4390182.262040 nChanged 3988 SP:Iteration 6F (2439.998529 sec): 3 clusters Score: Raw -4395058.135626 + Penalty 2084.967230 = -4392973.168396 nChanged 2981 SP:Iteration 7F (2440.110095 sec): 3 clusters Score: Raw -4396405.118365 + Penalty 2084.967230 = -4394320.151135 nChanged 1806 SP:Iteration 8Q (2440.230760 sec): 3 clusters Score: Raw -4396873.280532 + Penalty 2084.967230 = -4394788.313302 nChanged 950 SP:Iteration 9Q (2440.350779 sec): 3 clusters Score: Raw -4397034.562712 + Penalty 2084.967230 = -4394949.595483 nChanged 611 SP:Iteration 10Q (2440.465833 sec): 3 clusters Score: Raw -4397131.125333 + Penalty 2084.967230 = -4395046.158104 nChanged 510 SP:Iteration 11Q (2440.585831 sec): 3 clusters Score: Raw -4397202.920617 + Penalty 2084.967230 = -4395117.953387 nChanged 432 SP:Iteration 12Q (2440.704906 sec): 3 clusters Score: Raw -4397264.863465 + Penalty 2084.967230 = -4395179.896236 nChanged 396 SP:Iteration 13Q (2440.822648 sec): 3 clusters Score: Raw -4397315.759339 + Penalty 2084.967230 = -4395230.792109 nChanged 380 SP:Iteration 14Q (2440.933025 sec): 3 clusters Score: Raw -4397361.488692 + Penalty 2084.967230 = -4395276.521462 nChanged 349 SP:Iteration 15Q (2441.042022 sec): 3 clusters Score: Raw -4397399.440332 + Penalty 2084.967230 = -4395314.473103 nChanged 331 SP:Iteration 16Q (2441.170386 sec): 3 clusters Score: Raw -4397437.806072 + Penalty 2084.967230 = -4395352.838842 nChanged 349 SP:Iteration 17Q (2441.287935 sec): 3 clusters Score: Raw -4397477.517068 + Penalty 2084.967230 = -4395392.549838 nChanged 343 SP:Iteration 18Q (2441.409873 sec): 3 clusters Score: Raw -4397512.353577 + Penalty 2084.967230 = -4395427.386347 nChanged 295 SP:Iteration 19Q (2441.519853 sec): 3 clusters Score: Raw -4397542.073908 + Penalty 2084.967230 = -4395457.106679 nChanged 271 SP:Iteration 20F (2441.630953 sec): 3 clusters Score: Raw -4397572.304000 + Penalty 2084.967230 = -4395487.336771 nChanged 283 SP:Iteration 21Q (2441.754808 sec): 3 clusters Score: Raw -4397603.221703 + Penalty 2084.967230 = -4395518.254474 nChanged 283 SP:Iteration 22Q (2441.854263 sec): 3 clusters Score: Raw -4397635.239167 + Penalty 2084.967230 = -4395550.271938 nChanged 293 SP:Iteration 23Q (2441.978279 sec): 3 clusters Score: Raw -4397667.050415 + Penalty 2084.967230 = -4395582.083186 nChanged 322 SP:Iteration 24Q (2442.102246 sec): 3 clusters Score: Raw -4397705.294134 + Penalty 2084.967230 = -4395620.326904 nChanged 336 SP:Iteration 25Q (2442.218063 sec): 3 clusters Score: Raw -4397746.176146 + Penalty 2084.967230 = -4395661.208916 nChanged 372 SP:Iteration 26Q (2442.330604 sec): 3 clusters Score: Raw -4397797.176019 + Penalty 2084.967230 = -4395712.208789 nChanged 384 SP:Iteration 27Q (2442.453087 sec): 3 clusters Score: Raw -4397853.947474 + Penalty 2084.967230 = -4395768.980245 nChanged 407 SP:Iteration 28Q (2442.571748 sec): 3 clusters Score: Raw -4397908.936297 + Penalty 2084.967230 = -4395823.969068 nChanged 391 SP:Iteration 29Q (2442.690807 sec): 3 clusters Score: Raw -4397961.330422 + Penalty 2084.967230 = -4395876.363192 nChanged 392 SP:Iteration 30Q (2442.819818 sec): 3 clusters Score: Raw -4398017.212300 + Penalty 2084.967230 = -4395932.245070 nChanged 427 SP:Iteration 31Q (2442.937987 sec): 3 clusters Score: Raw -4398083.731206 + Penalty 2084.967230 = -4395998.763976 nChanged 454 SP:Iteration 32Q (2443.057248 sec): 3 clusters Score: Raw -4398157.861521 + Penalty 2084.967230 = -4396072.894292 nChanged 480 SP:Iteration 33Q (2443.169771 sec): 3 clusters Score: Raw -4398245.975026 + Penalty 2084.967230 = -4396161.007796 nChanged 519 SP:Iteration 34Q (2443.280962 sec): 3 clusters Score: Raw -4398352.772217 + Penalty 2084.967230 = -4396267.804988 nChanged 607 SP:Iteration 35Q (2443.396208 sec): 3 clusters Score: Raw -4398486.456669 + Penalty 2084.967230 = -4396401.489439 nChanged 654 SP:Iteration 36Q (2443.522763 sec): 3 clusters Score: Raw -4398649.879052 + Penalty 2084.967230 = -4396564.911822 nChanged 715 SP:Iteration 37Q (2443.637361 sec): 3 clusters Score: Raw -4398859.264639 + Penalty 2084.967230 = -4396774.297409 nChanged 753 SP:Iteration 38Q (2443.757460 sec): 3 clusters Score: Raw -4399093.254600 + Penalty 2084.967230 = -4397008.287370 nChanged 811 SP:Iteration 39Q (2443.877088 sec): 3 clusters Score: Raw -4399365.151430 + Penalty 2084.967230 = -4397280.184201 nChanged 851 SP:Iteration 40F (2443.985775 sec): 3 clusters Score: Raw -4399674.368383 + Penalty 2084.967230 = -4397589.401153 nChanged 844 SP:Iteration 41Q (2444.097258 sec): 3 clusters Score: Raw -4399998.368814 + Penalty 2084.967230 = -4397913.401584 nChanged 861 SP:Iteration 42Q (2444.207978 sec): 3 clusters Score: Raw -4400321.202776 + Penalty 2084.967230 = -4398236.235547 nChanged 841 SP:Iteration 43Q (2444.324528 sec): 3 clusters Score: Raw -4400630.010147 + Penalty 2084.967230 = -4398545.042917 nChanged 791 SP:Iteration 44Q (2444.438379 sec): 3 clusters Score: Raw -4400898.761186 + Penalty 2084.967230 = -4398813.793957 nChanged 752 SP:Iteration 45Q (2444.545430 sec): 3 clusters Score: Raw -4401147.036009 + Penalty 2084.967230 = -4399062.068779 nChanged 718 SP:Iteration 46Q (2444.669876 sec): 3 clusters Score: Raw -4401358.035403 + Penalty 2084.967230 = -4399273.068174 nChanged 676 SP:Iteration 47Q (2444.781764 sec): 3 clusters Score: Raw -4401541.219244 + Penalty 2084.967230 = -4399456.252015 nChanged 654 SP:Iteration 48Q (2444.891291 sec): 3 clusters Score: Raw -4401719.448619 + Penalty 2084.967230 = -4399634.481389 nChanged 612 SP:Iteration 49Q (2445.005650 sec): 3 clusters Score: Raw -4401872.749715 + Penalty 2084.967230 = -4399787.782486 nChanged 582 SP:Iteration 50Q (2445.118565 sec): 3 clusters Score: Raw -4402004.050205 + Penalty 2084.967230 = -4399919.082976 nChanged 523 SP:Iteration 51Q (2445.232979 sec): 3 clusters Score: Raw -4402113.185320 + Penalty 2084.967230 = -4400028.218091 nChanged 488 SP:Iteration 52Q (2445.335621 sec): 3 clusters Score: Raw -4402208.943828 + Penalty 2084.967230 = -4400123.976599 nChanged 450 SP:Iteration 53Q (2445.443119 sec): 3 clusters Score: Raw -4402294.534726 + Penalty 2084.967230 = -4400209.567497 nChanged 438 SP:Iteration 54Q (2445.551632 sec): 3 clusters Score: Raw -4402377.743524 + Penalty 2084.967230 = -4400292.776294 nChanged 423 SP:Iteration 55Q (2445.669328 sec): 3 clusters Score: Raw -4402453.521241 + Penalty 2084.967230 = -4400368.554011 nChanged 406 SP:Iteration 56Q (2445.786172 sec): 3 clusters Score: Raw -4402523.161088 + Penalty 2084.967230 = -4400438.193858 nChanged 385 SP:Iteration 57Q (2445.887997 sec): 3 clusters Score: Raw -4402588.037156 + Penalty 2084.967230 = -4400503.069927 nChanged 342 SP:Iteration 58Q (2446.003694 sec): 3 clusters Score: Raw -4402640.803123 + Penalty 2084.967230 = -4400555.835894 nChanged 291 SP:Iteration 59Q (2446.110416 sec): 3 clusters Score: Raw -4402679.243865 + Penalty 2084.967230 = -4400594.276636 nChanged 257 SP:Iteration 60F (2446.219925 sec): 3 clusters Score: Raw -4402709.918261 + Penalty 2084.967230 = -4400624.951031 nChanged 221 SP:Iteration 61Q (2446.330841 sec): 3 clusters Score: Raw -4402735.634488 + Penalty 2084.967230 = -4400650.667258 nChanged 204 SP:Iteration 62Q (2446.440001 sec): 3 clusters Score: Raw -4402760.369746 + Penalty 2084.967230 = -4400675.402517 nChanged 222 SP:Iteration 63Q (2446.546335 sec): 3 clusters Score: Raw -4402785.269801 + Penalty 2084.967230 = -4400700.302572 nChanged 212 SP:Iteration 64Q (2446.656881 sec): 3 clusters Score: Raw -4402809.259324 + Penalty 2084.967230 = -4400724.292095 nChanged 215 SP:Iteration 65Q (2446.772215 sec): 3 clusters Score: Raw -4402838.280467 + Penalty 2084.967230 = -4400753.313237 nChanged 217 SP:Iteration 66Q (2446.880475 sec): 3 clusters Score: Raw -4402866.684863 + Penalty 2084.967230 = -4400781.717634 nChanged 196 SP:Iteration 67Q (2446.995034 sec): 3 clusters Score: Raw -4402890.473919 + Penalty 2084.967230 = -4400805.506689 nChanged 200 SP:Iteration 68Q (2447.108606 sec): 3 clusters Score: Raw -4402914.207371 + Penalty 2084.967230 = -4400829.240142 nChanged 183 SP:Iteration 69Q (2447.220876 sec): 3 clusters Score: Raw -4402935.876891 + Penalty 2084.967230 = -4400850.909661 nChanged 175 SP:Iteration 70Q (2447.323479 sec): 3 clusters Score: Raw -4402957.152336 + Penalty 2084.967230 = -4400872.185106 nChanged 182 SP:Iteration 71Q (2447.433281 sec): 3 clusters Score: Raw -4402978.310208 + Penalty 2084.967230 = -4400893.342978 nChanged 183 SP:Iteration 72Q (2447.538715 sec): 3 clusters Score: Raw -4402997.996470 + Penalty 2084.967230 = -4400913.029240 nChanged 182 SP:Iteration 73Q (2447.652669 sec): 3 clusters Score: Raw -4403018.147725 + Penalty 2084.967230 = -4400933.180495 nChanged 177 SP:Iteration 74Q (2447.756093 sec): 3 clusters Score: Raw -4403036.706519 + Penalty 2084.967230 = -4400951.739289 nChanged 165 SP:Iteration 75Q (2447.860412 sec): 3 clusters Score: Raw -4403054.754940 + Penalty 2084.967230 = -4400969.787711 nChanged 184 SP:Iteration 76Q (2447.958269 sec): 3 clusters Score: Raw -4403075.423064 + Penalty 2084.967230 = -4400990.455835 nChanged 179 SP:Iteration 77Q (2448.065677 sec): 3 clusters Score: Raw -4403095.891366 + Penalty 2084.967230 = -4401010.924137 nChanged 167 SP:Iteration 78Q (2448.168282 sec): 3 clusters Score: Raw -4403113.364238 + Penalty 2084.967230 = -4401028.397008 nChanged 147 SP:Iteration 79Q (2448.273904 sec): 3 clusters Score: Raw -4403128.535593 + Penalty 2084.967230 = -4401043.568364 nChanged 150 SP:Iteration 80F (2448.387759 sec): 3 clusters Score: Raw -4403144.012288 + Penalty 2084.967230 = -4401059.045059 nChanged 142 SP:Iteration 81Q (2448.495424 sec): 3 clusters Score: Raw -4403156.657681 + Penalty 2084.967230 = -4401071.690452 nChanged 130 SP:Iteration 82Q (2448.607120 sec): 3 clusters Score: Raw -4403169.075801 + Penalty 2084.967230 = -4401084.108572 nChanged 140 SP:Iteration 83Q (2448.715195 sec): 3 clusters Score: Raw -4403183.552400 + Penalty 2084.967230 = -4401098.585171 nChanged 137 SP:Iteration 84Q (2448.835513 sec): 3 clusters Score: Raw -4403197.878928 + Penalty 2084.967230 = -4401112.911699 nChanged 139 SP:Iteration 85Q (2448.950294 sec): 3 clusters Score: Raw -4403212.239426 + Penalty 2084.967230 = -4401127.272197 nChanged 144 SP:Iteration 86Q (2449.050979 sec): 3 clusters Score: Raw -4403228.162909 + Penalty 2084.967230 = -4401143.195680 nChanged 142 SP:Iteration 87Q (2449.158699 sec): 3 clusters Score: Raw -4403242.539379 + Penalty 2084.967230 = -4401157.572149 nChanged 134 SP:Iteration 88Q (2449.280092 sec): 3 clusters Score: Raw -4403255.495438 + Penalty 2084.967230 = -4401170.528208 nChanged 118 SP:Iteration 89Q (2449.387544 sec): 3 clusters Score: Raw -4403265.715549 + Penalty 2084.967230 = -4401180.748320 nChanged 129 SP:Iteration 90Q (2449.492499 sec): 3 clusters Score: Raw -4403277.715468 + Penalty 2084.967230 = -4401192.748239 nChanged 114 SP:Iteration 91Q (2449.613856 sec): 3 clusters Score: Raw -4403288.268845 + Penalty 2084.967230 = -4401203.301615 nChanged 119 SP:Iteration 92Q (2449.728451 sec): 3 clusters Score: Raw -4403299.886054 + Penalty 2084.967230 = -4401214.918824 nChanged 110 SP:Iteration 93Q (2449.836910 sec): 3 clusters Score: Raw -4403311.141588 + Penalty 2084.967230 = -4401226.174358 nChanged 117 SP:Iteration 94Q (2449.954150 sec): 3 clusters Score: Raw -4403323.117352 + Penalty 2084.967230 = -4401238.150122 nChanged 101 SP:Iteration 95Q (2450.071160 sec): 3 clusters Score: Raw -4403332.703510 + Penalty 2084.967230 = -4401247.736281 nChanged 105 SP:Iteration 96Q (2450.167235 sec): 3 clusters Score: Raw -4403342.788865 + Penalty 2084.967230 = -4401257.821635 nChanged 93 SP:Iteration 97Q (2450.279581 sec): 3 clusters Score: Raw -4403350.570177 + Penalty 2084.967230 = -4401265.602947 nChanged 95 SP:Iteration 98Q (2450.392341 sec): 3 clusters Score: Raw -4403359.346751 + Penalty 2084.967230 = -4401274.379521 nChanged 86 SP:Iteration 99Q (2450.508063 sec): 3 clusters Score: Raw -4403366.243672 + Penalty 2084.967230 = -4401281.276442 nChanged 77 SP:Iteration 100F (2450.628950 sec): 3 clusters Score: Raw -4403371.899568 + Penalty 2084.967230 = -4401286.932339 nChanged 90 SP:Iteration 101Q (2450.749797 sec): 3 clusters Score: Raw -4403380.977483 + Penalty 2084.967230 = -4401296.010254 nChanged 89 SP:Iteration 102Q (2450.854244 sec): 3 clusters Score: Raw -4403389.766954 + Penalty 2084.967230 = -4401304.799725 nChanged 106 SP:Iteration 103Q (2450.967429 sec): 3 clusters Score: Raw -4403399.541528 + Penalty 2084.967230 = -4401314.574299 nChanged 87 SP:Iteration 104Q (2451.074420 sec): 3 clusters Score: Raw -4403406.845007 + Penalty 2084.967230 = -4401321.877778 nChanged 80 SP:Iteration 105Q (2451.177212 sec): 3 clusters Score: Raw -4403414.256589 + Penalty 2084.967230 = -4401329.289360 nChanged 74 SP:Iteration 106Q (2451.289587 sec): 3 clusters Score: Raw -4403421.889031 + Penalty 2084.967230 = -4401336.921802 nChanged 81 SP:Iteration 107Q (2451.398727 sec): 3 clusters Score: Raw -4403429.764694 + Penalty 2084.967230 = -4401344.797464 nChanged 78 SP:Iteration 108Q (2451.503861 sec): 3 clusters Score: Raw -4403436.419779 + Penalty 2084.967230 = -4401351.452549 nChanged 71 SP:Iteration 109Q (2451.620120 sec): 3 clusters Score: Raw -4403441.945520 + Penalty 2084.967230 = -4401356.978291 nChanged 69 SP:Iteration 110Q (2451.727440 sec): 3 clusters Score: Raw -4403447.745206 + Penalty 2084.967230 = -4401362.777976 nChanged 73 SP:Iteration 111Q (2451.835826 sec): 3 clusters Score: Raw -4403453.361818 + Penalty 2084.967230 = -4401368.394589 nChanged 60 SP:Iteration 112Q (2451.933962 sec): 3 clusters Score: Raw -4403457.110714 + Penalty 2084.967230 = -4401372.143485 nChanged 52 SP:Iteration 113Q (2452.039259 sec): 3 clusters Score: Raw -4403460.022972 + Penalty 2084.967230 = -4401375.055742 nChanged 45 SP:Iteration 114Q (2452.142237 sec): 3 clusters Score: Raw -4403462.646510 + Penalty 2084.967230 = -4401377.679280 nChanged 46 SP:Iteration 115Q (2452.263411 sec): 3 clusters Score: Raw -4403465.590775 + Penalty 2084.967230 = -4401380.623546 nChanged 46 SP:Iteration 116Q (2452.370008 sec): 3 clusters Score: Raw -4403468.912313 + Penalty 2084.967230 = -4401383.945084 nChanged 44 SP:Iteration 117Q (2452.478510 sec): 3 clusters Score: Raw -4403471.803149 + Penalty 2084.967230 = -4401386.835920 nChanged 39 SP:Iteration 118Q (2452.582244 sec): 3 clusters Score: Raw -4403474.203577 + Penalty 2084.967230 = -4401389.236347 nChanged 34 SP:Iteration 119Q (2452.693717 sec): 3 clusters Score: Raw -4403476.107716 + Penalty 2084.967230 = -4401391.140486 nChanged 30 SP:Iteration 120F (2452.809544 sec): 3 clusters Score: Raw -4403477.695688 + Penalty 2084.967230 = -4401392.728458 nChanged 30 SP:Iteration 121Q (2452.918133 sec): 3 clusters Score: Raw -4403479.210819 + Penalty 2084.967230 = -4401394.243590 nChanged 31 SP:Iteration 122Q (2453.026275 sec): 3 clusters Score: Raw -4403480.884948 + Penalty 2084.967230 = -4401395.917718 nChanged 29 SP:Iteration 123Q (2453.146174 sec): 3 clusters Score: Raw -4403482.747195 + Penalty 2084.967230 = -4401397.779965 nChanged 35 SP:Iteration 124Q (2453.256699 sec): 3 clusters Score: Raw -4403484.628675 + Penalty 2084.967230 = -4401399.661446 nChanged 37 SP:Iteration 125Q (2453.362877 sec): 3 clusters Score: Raw -4403486.867204 + Penalty 2084.967230 = -4401401.899974 nChanged 43 SP:Iteration 126Q (2453.456562 sec): 3 clusters Score: Raw -4403490.179092 + Penalty 2084.967230 = -4401405.211863 nChanged 49 SP:Iteration 127Q (2453.576421 sec): 3 clusters Score: Raw -4403494.290020 + Penalty 2084.967230 = -4401409.322790 nChanged 39 SP:Iteration 128Q (2453.683612 sec): 3 clusters Score: Raw -4403496.955679 + Penalty 2084.967230 = -4401411.988450 nChanged 28 SP:Iteration 129Q (2453.804146 sec): 3 clusters Score: Raw -4403498.469194 + Penalty 2084.967230 = -4401413.501965 nChanged 30 SP:Iteration 130Q (2453.912488 sec): 3 clusters Score: Raw -4403500.268786 + Penalty 2084.967230 = -4401415.301557 nChanged 38 SP:Iteration 131Q (2454.026401 sec): 3 clusters Score: Raw -4403503.182761 + Penalty 2084.967230 = -4401418.215532 nChanged 33 SP:Iteration 132Q (2454.148281 sec): 3 clusters Score: Raw -4403505.574085 + Penalty 2084.967230 = -4401420.606855 nChanged 43 SP:Iteration 133Q (2454.258324 sec): 3 clusters Score: Raw -4403508.658858 + Penalty 2084.967230 = -4401423.691629 nChanged 47 SP:Iteration 134Q (2454.375403 sec): 3 clusters Score: Raw -4403512.198386 + Penalty 2084.967230 = -4401427.231157 nChanged 41 SP:Iteration 135Q (2454.486026 sec): 3 clusters Score: Raw -4403515.436286 + Penalty 2084.967230 = -4401430.469056 nChanged 37 SP:Iteration 136Q (2454.601601 sec): 3 clusters Score: Raw -4403518.225644 + Penalty 2084.967230 = -4401433.258414 nChanged 49 SP:Iteration 137Q (2454.717260 sec): 3 clusters Score: Raw -4403522.231697 + Penalty 2084.967230 = -4401437.264467 nChanged 44 SP:Iteration 138Q (2454.833586 sec): 3 clusters Score: Raw -4403525.599091 + Penalty 2084.967230 = -4401440.631862 nChanged 48 SP:Iteration 139Q (2454.942864 sec): 3 clusters Score: Raw -4403528.929170 + Penalty 2084.967230 = -4401443.961941 nChanged 38 SP:Iteration 140F (2455.068633 sec): 3 clusters Score: Raw -4403531.001446 + Penalty 2084.967230 = -4401446.034217 nChanged 29 SP:Iteration 141Q (2455.182028 sec): 3 clusters Score: Raw -4403532.477129 + Penalty 2084.967230 = -4401447.509899 nChanged 28 SP:Iteration 142Q (2455.277226 sec): 3 clusters Score: Raw -4403533.781371 + Penalty 2084.967230 = -4401448.814142 nChanged 21 SP:Iteration 143Q (2455.393391 sec): 3 clusters Score: Raw -4403535.130753 + Penalty 2084.967230 = -4401450.163524 nChanged 28 SP:Iteration 144Q (2455.503375 sec): 3 clusters Score: Raw -4403536.747643 + Penalty 2084.967230 = -4401451.780413 nChanged 26 SP:Iteration 145Q (2455.615934 sec): 3 clusters Score: Raw -4403538.232585 + Penalty 2084.967230 = -4401453.265356 nChanged 21 SP:Iteration 146Q (2455.721998 sec): 3 clusters Score: Raw -4403539.305279 + Penalty 2084.967230 = -4401454.338049 nChanged 17 SP:Iteration 147Q (2455.842487 sec): 3 clusters Score: Raw -4403540.716111 + Penalty 2084.967230 = -4401455.748882 nChanged 27 SP:Iteration 148Q (2455.951050 sec): 3 clusters Score: Raw -4403542.422810 + Penalty 2084.967230 = -4401457.455581 nChanged 23 SP:Iteration 149Q (2456.053837 sec): 3 clusters Score: Raw -4403543.653904 + Penalty 2084.967230 = -4401458.686674 nChanged 22 SP:Iteration 150Q (2456.167733 sec): 3 clusters Score: Raw -4403544.932081 + Penalty 2084.967230 = -4401459.964852 nChanged 22 SP:Iteration 151Q (2456.282789 sec): 3 clusters Score: Raw -4403546.020826 + Penalty 2084.967230 = -4401461.053596 nChanged 17 SP:Iteration 152Q (2456.393744 sec): 3 clusters Score: Raw -4403546.913294 + Penalty 2084.967230 = -4401461.946065 nChanged 16 SP:Iteration 153Q (2456.497548 sec): 3 clusters Score: Raw -4403547.908436 + Penalty 2084.967230 = -4401462.941207 nChanged 14 SP:Iteration 154Q (2456.609807 sec): 3 clusters Score: Raw -4403548.619358 + Penalty 2084.967230 = -4401463.652129 nChanged 14 SP:Iteration 155Q (2456.735841 sec): 3 clusters Score: Raw -4403549.360055 + Penalty 2084.967230 = -4401464.392826 nChanged 16 SP:Iteration 156Q (2456.850632 sec): 3 clusters Score: Raw -4403550.322751 + Penalty 2084.967230 = -4401465.355522 nChanged 15 SP:Iteration 157Q (2456.964768 sec): 3 clusters Score: Raw -4403551.136859 + Penalty 2084.967230 = -4401466.169629 nChanged 15 SP:Iteration 158Q (2457.070658 sec): 3 clusters Score: Raw -4403551.911335 + Penalty 2084.967230 = -4401466.944106 nChanged 17 SP:Iteration 159Q (2457.185877 sec): 3 clusters Score: Raw -4403552.741585 + Penalty 2084.967230 = -4401467.774355 nChanged 14 SP:Iteration 160F (2457.307174 sec): 3 clusters Score: Raw -4403553.675414 + Penalty 2084.967230 = -4401468.708185 nChanged 19 SP:Iteration 161Q (2457.419722 sec): 3 clusters Score: Raw -4403555.539451 + Penalty 2084.967230 = -4401470.572222 nChanged 27 SP:Iteration 162Q (2457.524616 sec): 3 clusters Score: Raw -4403557.534092 + Penalty 2084.967230 = -4401472.566863 nChanged 21 SP:Iteration 163Q (2457.633789 sec): 3 clusters Score: Raw -4403558.641826 + Penalty 2084.967230 = -4401473.674597 nChanged 17 SP:Iteration 164Q (2457.758785 sec): 3 clusters Score: Raw -4403559.411106 + Penalty 2084.967230 = -4401474.443877 nChanged 10 SP:Iteration 165Q (2457.871561 sec): 3 clusters Score: Raw -4403559.955580 + Penalty 2084.967230 = -4401474.988350 nChanged 19 SP:Iteration 166Q (2457.970290 sec): 3 clusters Score: Raw -4403561.215411 + Penalty 2084.967230 = -4401476.248181 nChanged 27 SP:Iteration 167Q (2458.082272 sec): 3 clusters Score: Raw -4403562.794274 + Penalty 2084.967230 = -4401477.827044 nChanged 26 SP:Iteration 168Q (2458.180087 sec): 3 clusters Score: Raw -4403564.186395 + Penalty 2084.967230 = -4401479.219165 nChanged 28 SP:Iteration 169Q (2458.299593 sec): 3 clusters Score: Raw -4403565.606729 + Penalty 2084.967230 = -4401480.639499 nChanged 23 SP:Iteration 170Q (2458.403374 sec): 3 clusters Score: Raw -4403566.893833 + Penalty 2084.967230 = -4401481.926603 nChanged 22 SP:Iteration 171Q (2458.509358 sec): 3 clusters Score: Raw -4403567.870835 + Penalty 2084.967230 = -4401482.903605 nChanged 24 SP:Iteration 172Q (2458.616808 sec): 3 clusters Score: Raw -4403569.378278 + Penalty 2084.967230 = -4401484.411048 nChanged 27 SP:Iteration 173Q (2458.721273 sec): 3 clusters Score: Raw -4403570.979931 + Penalty 2084.967230 = -4401486.012701 nChanged 27 SP:Iteration 174Q (2458.819359 sec): 3 clusters Score: Raw -4403572.708230 + Penalty 2084.967230 = -4401487.741000 nChanged 32 SP:Iteration 175Q (2458.922872 sec): 3 clusters Score: Raw -4403574.698505 + Penalty 2084.967230 = -4401489.731276 nChanged 48 SP:Iteration 176Q (2459.027014 sec): 3 clusters Score: Raw -4403578.370778 + Penalty 2084.967230 = -4401493.403549 nChanged 35 SP:Iteration 177Q (2459.129297 sec): 3 clusters Score: Raw -4403580.887521 + Penalty 2084.967230 = -4401495.920292 nChanged 41 SP:Iteration 178Q (2459.225099 sec): 3 clusters Score: Raw -4403584.120808 + Penalty 2084.967230 = -4401499.153578 nChanged 44 SP:Iteration 179Q (2459.335308 sec): 3 clusters Score: Raw -4403586.876467 + Penalty 2084.967230 = -4401501.909238 nChanged 30 SP:Iteration 180F (2459.452644 sec): 3 clusters Score: Raw -4403588.585066 + Penalty 2084.967230 = -4401503.617837 nChanged 26 SP:Iteration 181Q (2459.561415 sec): 3 clusters Score: Raw -4403590.212055 + Penalty 2084.967230 = -4401505.244826 nChanged 18 SP:Iteration 182Q (2459.675281 sec): 3 clusters Score: Raw -4403591.266768 + Penalty 2084.967230 = -4401506.299538 nChanged 22 SP:Iteration 183Q (2459.776632 sec): 3 clusters Score: Raw -4403592.716789 + Penalty 2084.967230 = -4401507.749560 nChanged 24 SP:Iteration 184Q (2459.874291 sec): 3 clusters Score: Raw -4403594.112112 + Penalty 2084.967230 = -4401509.144883 nChanged 23 SP:Iteration 185Q (2459.980976 sec): 3 clusters Score: Raw -4403595.469880 + Penalty 2084.967230 = -4401510.502650 nChanged 19 SP:Iteration 186Q (2460.092764 sec): 3 clusters Score: Raw -4403596.449710 + Penalty 2084.967230 = -4401511.482480 nChanged 21 SP:Iteration 187Q (2460.185985 sec): 3 clusters Score: Raw -4403597.533874 + Penalty 2084.967230 = -4401512.566645 nChanged 23 SP:Iteration 188Q (2460.284383 sec): 3 clusters Score: Raw -4403599.010986 + Penalty 2084.967230 = -4401514.043757 nChanged 25 SP:Iteration 189Q (2460.389823 sec): 3 clusters Score: Raw -4403600.978212 + Penalty 2084.967230 = -4401516.010982 nChanged 27 SP:Iteration 190Q (2460.493570 sec): 3 clusters Score: Raw -4403602.901088 + Penalty 2084.967230 = -4401517.933859 nChanged 29 SP:Iteration 191Q (2460.596443 sec): 3 clusters Score: Raw -4403605.054351 + Penalty 2084.967230 = -4401520.087121 nChanged 31 SP:Iteration 192Q (2460.694072 sec): 3 clusters Score: Raw -4403608.365968 + Penalty 2084.967230 = -4401523.398739 nChanged 29 SP:Iteration 193Q (2460.802537 sec): 3 clusters Score: Raw -4403610.798796 + Penalty 2084.967230 = -4401525.831566 nChanged 36 SP:Iteration 194Q (2460.909299 sec): 3 clusters Score: Raw -4403613.961256 + Penalty 2084.967230 = -4401528.994027 nChanged 31 SP:Iteration 195Q (2461.024247 sec): 3 clusters Score: Raw -4403616.561629 + Penalty 2084.967230 = -4401531.594399 nChanged 30 SP:Iteration 196Q (2461.124241 sec): 3 clusters Score: Raw -4403618.826939 + Penalty 2084.967230 = -4401533.859709 nChanged 27 SP:Iteration 197Q (2461.236184 sec): 3 clusters Score: Raw -4403620.725928 + Penalty 2084.967230 = -4401535.758698 nChanged 24 SP:Iteration 198Q (2461.343133 sec): 3 clusters Score: Raw -4403622.267342 + Penalty 2084.967230 = -4401537.300113 nChanged 27 SP:Iteration 199Q (2461.426076 sec): 3 clusters Score: Raw -4403624.230333 + Penalty 2084.967230 = -4401539.263104 nChanged 39 SP:Iteration 200F (2461.538358 sec): 3 clusters Score: Raw -4403627.516127 + Penalty 2084.967230 = -4401542.548898 nChanged 32 SP:Iteration 201Q (2461.646553 sec): 3 clusters Score: Raw -4403630.532867 + Penalty 2084.967230 = -4401545.565637 nChanged 31 SP:Iteration 202Q (2461.742697 sec): 3 clusters Score: Raw -4403633.111076 + Penalty 2084.967230 = -4401548.143846 nChanged 36 SP:Iteration 203Q (2461.834217 sec): 3 clusters Score: Raw -4403636.709855 + Penalty 2084.967230 = -4401551.742626 nChanged 36 SP:Iteration 204Q (2461.947692 sec): 3 clusters Score: Raw -4403640.741929 + Penalty 2084.967230 = -4401555.774699 nChanged 36 SP:Iteration 205Q (2462.043043 sec): 3 clusters Score: Raw -4403645.063891 + Penalty 2084.967230 = -4401560.096662 nChanged 40 SP:Iteration 206Q (2462.138423 sec): 3 clusters Score: Raw -4403649.663707 + Penalty 2084.967230 = -4401564.696478 nChanged 36 SP:Iteration 207Q (2462.252569 sec): 3 clusters Score: Raw -4403652.693209 + Penalty 2084.967230 = -4401567.725979 nChanged 34 SP:Iteration 208Q (2462.351429 sec): 3 clusters Score: Raw -4403656.688083 + Penalty 2084.967230 = -4401571.720854 nChanged 40 SP:Iteration 209Q (2462.454613 sec): 3 clusters Score: Raw -4403661.143113 + Penalty 2084.967230 = -4401576.175884 nChanged 34 SP:Iteration 210Q (2462.553211 sec): 3 clusters Score: Raw -4403664.259111 + Penalty 2084.967230 = -4401579.291882 nChanged 37 SP:Iteration 211Q (2462.664193 sec): 3 clusters Score: Raw -4403667.740541 + Penalty 2084.967230 = -4401582.773311 nChanged 45 SP:Iteration 212Q (2462.769314 sec): 3 clusters Score: Raw -4403673.819300 + Penalty 2084.967230 = -4401588.852070 nChanged 51 SP:Iteration 213Q (2462.876241 sec): 3 clusters Score: Raw -4403680.560011 + Penalty 2084.967230 = -4401595.592782 nChanged 51 SP:Iteration 214Q (2462.979760 sec): 3 clusters Score: Raw -4403687.646173 + Penalty 2084.967230 = -4401602.678943 nChanged 38 SP:Iteration 215Q (2463.077636 sec): 3 clusters Score: Raw -4403691.843558 + Penalty 2084.967230 = -4401606.876329 nChanged 39 SP:Iteration 216Q (2463.193261 sec): 3 clusters Score: Raw -4403696.584700 + Penalty 2084.967230 = -4401611.617470 nChanged 35 SP:Iteration 217Q (2463.294521 sec): 3 clusters Score: Raw -4403700.570219 + Penalty 2084.967230 = -4401615.602989 nChanged 39 SP:Iteration 218Q (2463.395671 sec): 3 clusters Score: Raw -4403704.081581 + Penalty 2084.967230 = -4401619.114351 nChanged 28 SP:Iteration 219Q (2463.514769 sec): 3 clusters Score: Raw -4403706.553176 + Penalty 2084.967230 = -4401621.585946 nChanged 29 SP:Iteration 220F (2463.632348 sec): 3 clusters Score: Raw -4403709.369958 + Penalty 2084.967230 = -4401624.402729 nChanged 33 SP:Iteration 221Q (2463.737035 sec): 3 clusters Score: Raw -4403712.584067 + Penalty 2084.967230 = -4401627.616838 nChanged 33 SP:Iteration 222Q (2463.832411 sec): 3 clusters Score: Raw -4403715.969941 + Penalty 2084.967230 = -4401631.002711 nChanged 29 SP:Iteration 223Q (2463.933155 sec): 3 clusters Score: Raw -4403718.664098 + Penalty 2084.967230 = -4401633.696868 nChanged 30 SP:Iteration 224Q (2464.037542 sec): 3 clusters Score: Raw -4403721.015284 + Penalty 2084.967230 = -4401636.048054 nChanged 21 SP:Iteration 225Q (2464.142897 sec): 3 clusters Score: Raw -4403722.391951 + Penalty 2084.967230 = -4401637.424721 nChanged 15 SP:Iteration 226Q (2464.249163 sec): 3 clusters Score: Raw -4403723.640821 + Penalty 2084.967230 = -4401638.673591 nChanged 9 SP:Iteration 227Q (2464.350745 sec): 3 clusters Score: Raw -4403724.258093 + Penalty 2084.967230 = -4401639.290864 nChanged 5 SP:Iteration 228Q (2464.448078 sec): 3 clusters Score: Raw -4403724.465442 + Penalty 2084.967230 = -4401639.498213 nChanged 3 SP:Iteration 229Q (2464.554045 sec): 3 clusters Score: Raw -4403724.603171 + Penalty 2084.967230 = -4401639.635942 nChanged 2 SP:Iteration 230Q (2464.656723 sec): 3 clusters Score: Raw -4403724.706826 + Penalty 2084.967230 = -4401639.739596 nChanged 1 SP:Iteration 231Q (2464.763293 sec): 3 clusters Score: Raw -4403724.756266 + Penalty 2084.967230 = -4401639.789036 nChanged 0 SP:Iteration 232F (2464.873557 sec): 3 clusters Score: Raw -4403724.756266 + Penalty 2084.967230 = -4401639.789036 nChanged 0 Trying to split cluster 21 (16161 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2464.911073 sec): 2 clusters Score: Raw -1208347.741700 + Penalty 920.583840 = -1207427.157860 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2464.971429 sec): 3 clusters Score: Raw -1198344.025423 + Penalty 1841.167680 = -1196502.857743 nChanged 7399 SP:Iteration 1F (2465.038193 sec): 3 clusters Score: Raw -1202538.827251 + Penalty 1841.167680 = -1200697.659571 nChanged 767 SP:Iteration 2Q (2465.106213 sec): 3 clusters Score: Raw -1202802.441735 + Penalty 1841.167680 = -1200961.274055 nChanged 791 SP:Iteration 3Q (2465.166390 sec): 3 clusters Score: Raw -1203129.304743 + Penalty 1841.167680 = -1201288.137063 nChanged 844 SP:Iteration 4F (2465.230061 sec): 3 clusters Score: Raw -1203549.922467 + Penalty 1841.167680 = -1201708.754787 nChanged 875 SP:Iteration 5F (2465.294242 sec): 3 clusters Score: Raw -1204094.922033 + Penalty 1841.167680 = -1202253.754353 nChanged 999 SP:Iteration 6F (2465.362275 sec): 3 clusters Score: Raw -1204838.061638 + Penalty 1841.167680 = -1202996.893958 nChanged 1053 SP:Iteration 7F (2465.410480 sec): 3 clusters Score: Raw -1205677.067505 + Penalty 1841.167680 = -1203835.899825 nChanged 951 SP:Iteration 8F (2465.476219 sec): 3 clusters Score: Raw -1206413.250867 + Penalty 1841.167680 = -1204572.083186 nChanged 748 SP:Iteration 9Q (2465.540499 sec): 3 clusters Score: Raw -1206853.671734 + Penalty 1841.167680 = -1205012.504054 nChanged 477 SP:Iteration 10Q (2465.593796 sec): 3 clusters Score: Raw -1207053.633748 + Penalty 1841.167680 = -1205212.466068 nChanged 315 SP:Iteration 11Q (2465.648612 sec): 3 clusters Score: Raw -1207169.570326 + Penalty 1841.167680 = -1205328.402646 nChanged 254 SP:Iteration 12Q (2465.715409 sec): 3 clusters Score: Raw -1207253.489312 + Penalty 1841.167680 = -1205412.321632 nChanged 226 SP:Iteration 13Q (2465.785819 sec): 3 clusters Score: Raw -1207326.828692 + Penalty 1841.167680 = -1205485.661012 nChanged 204 SP:Iteration 14Q (2465.847021 sec): 3 clusters Score: Raw -1207396.644604 + Penalty 1841.167680 = -1205555.476924 nChanged 189 SP:Iteration 15Q (2465.910355 sec): 3 clusters Score: Raw -1207451.612354 + Penalty 1841.167680 = -1205610.444673 nChanged 167 SP:Iteration 16Q (2465.979239 sec): 3 clusters Score: Raw -1207504.696015 + Penalty 1841.167680 = -1205663.528335 nChanged 196 SP:Iteration 17Q (2466.034257 sec): 3 clusters Score: Raw -1207572.846569 + Penalty 1841.167680 = -1205731.678889 nChanged 207 SP:Iteration 18Q (2466.113055 sec): 3 clusters Score: Raw -1207653.369274 + Penalty 1841.167680 = -1205812.201594 nChanged 205 SP:Iteration 19Q (2466.177116 sec): 3 clusters Score: Raw -1207732.139619 + Penalty 1841.167680 = -1205890.971939 nChanged 200 SP:Iteration 20F (2466.236186 sec): 3 clusters Score: Raw -1207805.990670 + Penalty 1841.167680 = -1205964.822989 nChanged 187 SP:Iteration 21Q (2466.287310 sec): 3 clusters Score: Raw -1207875.166227 + Penalty 1841.167680 = -1206033.998547 nChanged 183 SP:Iteration 22Q (2466.358582 sec): 3 clusters Score: Raw -1207941.059253 + Penalty 1841.167680 = -1206099.891573 nChanged 164 SP:Iteration 23Q (2466.421029 sec): 3 clusters Score: Raw -1208003.161812 + Penalty 1841.167680 = -1206161.994131 nChanged 167 SP:Iteration 24Q (2466.473695 sec): 3 clusters Score: Raw -1208067.121380 + Penalty 1841.167680 = -1206225.953700 nChanged 149 SP:Iteration 25Q (2466.525755 sec): 3 clusters Score: Raw -1208123.617632 + Penalty 1841.167680 = -1206282.449952 nChanged 132 SP:Iteration 26Q (2466.597855 sec): 3 clusters Score: Raw -1208173.649900 + Penalty 1841.167680 = -1206332.482220 nChanged 129 SP:Iteration 27Q (2466.656833 sec): 3 clusters Score: Raw -1208224.573372 + Penalty 1841.167680 = -1206383.405692 nChanged 123 SP:Iteration 28Q (2466.701521 sec): 3 clusters Score: Raw -1208268.509122 + Penalty 1841.167680 = -1206427.341442 nChanged 101 SP:Iteration 29Q (2466.768715 sec): 3 clusters Score: Raw -1208305.310467 + Penalty 1841.167680 = -1206464.142787 nChanged 104 SP:Iteration 30Q (2466.790793 sec): 3 clusters Score: Raw -1208346.407221 + Penalty 1841.167680 = -1206505.239541 nChanged 93 SP:Iteration 31Q (2466.857936 sec): 3 clusters Score: Raw -1208379.998101 + Penalty 1841.167680 = -1206538.830421 nChanged 74 SP:Iteration 32Q (2466.915863 sec): 3 clusters Score: Raw -1208406.698838 + Penalty 1841.167680 = -1206565.531158 nChanged 57 SP:Iteration 33Q (2466.972243 sec): 3 clusters Score: Raw -1208428.623573 + Penalty 1841.167680 = -1206587.455893 nChanged 50 SP:Iteration 34Q (2467.028041 sec): 3 clusters Score: Raw -1208445.158778 + Penalty 1841.167680 = -1206603.991098 nChanged 31 SP:Iteration 35Q (2467.083667 sec): 3 clusters Score: Raw -1208451.593344 + Penalty 1841.167680 = -1206610.425664 nChanged 25 SP:Iteration 36Q (2467.137063 sec): 3 clusters Score: Raw -1208456.958095 + Penalty 1841.167680 = -1206615.790414 nChanged 28 SP:Iteration 37Q (2467.200057 sec): 3 clusters Score: Raw -1208463.189588 + Penalty 1841.167680 = -1206622.021907 nChanged 23 SP:Iteration 38Q (2467.261185 sec): 3 clusters Score: Raw -1208470.941383 + Penalty 1841.167680 = -1206629.773703 nChanged 31 SP:Iteration 39Q (2467.312397 sec): 3 clusters Score: Raw -1208481.249811 + Penalty 1841.167680 = -1206640.082131 nChanged 27 SP:Iteration 40F (2467.378928 sec): 3 clusters Score: Raw -1208491.008342 + Penalty 1841.167680 = -1206649.840662 nChanged 32 SP:Iteration 41Q (2467.439622 sec): 3 clusters Score: Raw -1208501.794137 + Penalty 1841.167680 = -1206660.626457 nChanged 29 SP:Iteration 42Q (2467.499334 sec): 3 clusters Score: Raw -1208510.555864 + Penalty 1841.167680 = -1206669.388184 nChanged 23 SP:Iteration 43Q (2467.569026 sec): 3 clusters Score: Raw -1208518.263340 + Penalty 1841.167680 = -1206677.095660 nChanged 27 SP:Iteration 44Q (2467.620580 sec): 3 clusters Score: Raw -1208527.860162 + Penalty 1841.167680 = -1206686.692482 nChanged 22 SP:Iteration 45Q (2467.686294 sec): 3 clusters Score: Raw -1208532.206154 + Penalty 1841.167680 = -1206691.038473 nChanged 12 SP:Iteration 46Q (2467.736987 sec): 3 clusters Score: Raw -1208537.324452 + Penalty 1841.167680 = -1206696.156772 nChanged 9 SP:Iteration 47Q (2467.793801 sec): 3 clusters Score: Raw -1208541.036598 + Penalty 1841.167680 = -1206699.868917 nChanged 11 SP:Iteration 48Q (2467.859032 sec): 3 clusters Score: Raw -1208544.378147 + Penalty 1841.167680 = -1206703.210466 nChanged 8 SP:Iteration 49Q (2467.920769 sec): 3 clusters Score: Raw -1208547.388234 + Penalty 1841.167680 = -1206706.220554 nChanged 8 SP:Iteration 50Q (2467.969722 sec): 3 clusters Score: Raw -1208551.041492 + Penalty 1841.167680 = -1206709.873812 nChanged 15 SP:Iteration 51Q (2468.034400 sec): 3 clusters Score: Raw -1208558.388461 + Penalty 1841.167680 = -1206717.220781 nChanged 8 SP:Iteration 52Q (2468.092264 sec): 3 clusters Score: Raw -1208560.646947 + Penalty 1841.167680 = -1206719.479267 nChanged 7 SP:Iteration 53Q (2468.139550 sec): 3 clusters Score: Raw -1208561.553350 + Penalty 1841.167680 = -1206720.385670 nChanged 8 SP:Iteration 54Q (2468.205002 sec): 3 clusters Score: Raw -1208563.353571 + Penalty 1841.167680 = -1206722.185891 nChanged 10 SP:Iteration 55Q (2468.269802 sec): 3 clusters Score: Raw -1208565.854496 + Penalty 1841.167680 = -1206724.686816 nChanged 5 SP:Iteration 56Q (2468.319759 sec): 3 clusters Score: Raw -1208566.943094 + Penalty 1841.167680 = -1206725.775414 nChanged 1 SP:Iteration 57Q (2468.375288 sec): 3 clusters Score: Raw -1208567.277836 + Penalty 1841.167680 = -1206726.110156 nChanged 1 SP:Iteration 58Q (2468.432431 sec): 3 clusters Score: Raw -1208567.343841 + Penalty 1841.167680 = -1206726.176161 nChanged 0 SP:Iteration 59F (2468.495881 sec): 3 clusters Score: Raw -1208567.343841 + Penalty 1841.167680 = -1206726.176161 nChanged 0 Trying to split cluster 22 (8774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2468.531594 sec): 2 clusters Score: Raw -588529.041721 + Penalty 862.557068 = -587666.484653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2468.579840 sec): 3 clusters Score: Raw -583381.399290 + Penalty 1725.114136 = -581656.285155 nChanged 3887 SP:Iteration 1F (2468.633549 sec): 3 clusters Score: Raw -585598.151820 + Penalty 1725.114136 = -583873.037685 nChanged 517 SP:Iteration 2F (2468.692673 sec): 3 clusters Score: Raw -585879.424149 + Penalty 1725.114136 = -584154.310013 nChanged 533 SP:Iteration 3F (2468.735063 sec): 3 clusters Score: Raw -586228.888523 + Penalty 1725.114136 = -584503.774388 nChanged 550 SP:Iteration 4F (2468.800680 sec): 3 clusters Score: Raw -586675.904066 + Penalty 1725.114136 = -584950.789931 nChanged 597 SP:Iteration 5F (2468.851702 sec): 3 clusters Score: Raw -587249.678657 + Penalty 1725.114136 = -585524.564522 nChanged 620 SP:Iteration 6F (2468.906400 sec): 3 clusters Score: Raw -587804.582304 + Penalty 1725.114136 = -586079.468168 nChanged 522 SP:Iteration 7F (2468.963429 sec): 3 clusters Score: Raw -588180.634023 + Penalty 1725.114136 = -586455.519888 nChanged 414 SP:Iteration 8Q (2469.021108 sec): 3 clusters Score: Raw -588399.230952 + Penalty 1725.114136 = -586674.116816 nChanged 302 SP:Iteration 9Q (2469.058618 sec): 3 clusters Score: Raw -588521.370855 + Penalty 1725.114136 = -586796.256720 nChanged 208 SP:Iteration 10Q (2469.118145 sec): 3 clusters Score: Raw -588585.857037 + Penalty 1725.114136 = -586860.742901 nChanged 142 SP:Iteration 11Q (2469.166771 sec): 3 clusters Score: Raw -588629.400611 + Penalty 1725.114136 = -586904.286475 nChanged 117 SP:Iteration 12Q (2469.230342 sec): 3 clusters Score: Raw -588655.380110 + Penalty 1725.114136 = -586930.265974 nChanged 84 SP:Iteration 13Q (2469.274619 sec): 3 clusters Score: Raw -588669.822357 + Penalty 1725.114136 = -586944.708221 nChanged 61 SP:Iteration 14Q (2469.322531 sec): 3 clusters Score: Raw -588680.226761 + Penalty 1725.114136 = -586955.112625 nChanged 56 SP:Iteration 15Q (2469.387771 sec): 3 clusters Score: Raw -588691.564292 + Penalty 1725.114136 = -586966.450157 nChanged 53 SP:Iteration 16Q (2469.435561 sec): 3 clusters Score: Raw -588702.301862 + Penalty 1725.114136 = -586977.187726 nChanged 53 SP:Iteration 17Q (2469.492073 sec): 3 clusters Score: Raw -588712.863518 + Penalty 1725.114136 = -586987.749383 nChanged 46 SP:Iteration 18Q (2469.542499 sec): 3 clusters Score: Raw -588720.998126 + Penalty 1725.114136 = -586995.883990 nChanged 53 SP:Iteration 19Q (2469.597927 sec): 3 clusters Score: Raw -588731.210547 + Penalty 1725.114136 = -587006.096411 nChanged 53 SP:Iteration 20F (2469.661632 sec): 3 clusters Score: Raw -588742.375316 + Penalty 1725.114136 = -587017.261181 nChanged 55 SP:Iteration 21Q (2469.713518 sec): 3 clusters Score: Raw -588754.609236 + Penalty 1725.114136 = -587029.495100 nChanged 59 SP:Iteration 22Q (2469.761170 sec): 3 clusters Score: Raw -588770.647280 + Penalty 1725.114136 = -587045.533144 nChanged 61 SP:Iteration 23Q (2469.817921 sec): 3 clusters Score: Raw -588792.372662 + Penalty 1725.114136 = -587067.258526 nChanged 58 SP:Iteration 24Q (2469.874354 sec): 3 clusters Score: Raw -588807.621500 + Penalty 1725.114136 = -587082.507364 nChanged 69 SP:Iteration 25Q (2469.919906 sec): 3 clusters Score: Raw -588823.818113 + Penalty 1725.114136 = -587098.703977 nChanged 68 SP:Iteration 26Q (2469.976048 sec): 3 clusters Score: Raw -588836.784942 + Penalty 1725.114136 = -587111.670806 nChanged 66 SP:Iteration 27Q (2470.029890 sec): 3 clusters Score: Raw -588851.442571 + Penalty 1725.114136 = -587126.328436 nChanged 69 SP:Iteration 28Q (2470.077621 sec): 3 clusters Score: Raw -588865.132660 + Penalty 1725.114136 = -587140.018524 nChanged 60 SP:Iteration 29Q (2470.128573 sec): 3 clusters Score: Raw -588876.793829 + Penalty 1725.114136 = -587151.679693 nChanged 60 SP:Iteration 30Q (2470.183864 sec): 3 clusters Score: Raw -588886.860275 + Penalty 1725.114136 = -587161.746140 nChanged 47 SP:Iteration 31Q (2470.232150 sec): 3 clusters Score: Raw -588893.973788 + Penalty 1725.114136 = -587168.859652 nChanged 48 SP:Iteration 32Q (2470.285762 sec): 3 clusters Score: Raw -588902.810416 + Penalty 1725.114136 = -587177.696281 nChanged 42 SP:Iteration 33Q (2470.340681 sec): 3 clusters Score: Raw -588911.007499 + Penalty 1725.114136 = -587185.893364 nChanged 37 SP:Iteration 34Q (2470.395022 sec): 3 clusters Score: Raw -588915.714288 + Penalty 1725.114136 = -587190.600153 nChanged 35 SP:Iteration 35Q (2470.441222 sec): 3 clusters Score: Raw -588922.030566 + Penalty 1725.114136 = -587196.916430 nChanged 41 SP:Iteration 36Q (2470.489753 sec): 3 clusters Score: Raw -588928.773582 + Penalty 1725.114136 = -587203.659446 nChanged 47 SP:Iteration 37Q (2470.539618 sec): 3 clusters Score: Raw -588936.988633 + Penalty 1725.114136 = -587211.874498 nChanged 39 SP:Iteration 38Q (2470.587311 sec): 3 clusters Score: Raw -588943.924020 + Penalty 1725.114136 = -587218.809885 nChanged 42 SP:Iteration 39Q (2470.650765 sec): 3 clusters Score: Raw -588952.889968 + Penalty 1725.114136 = -587227.775832 nChanged 40 SP:Iteration 40F (2470.694985 sec): 3 clusters Score: Raw -588958.611628 + Penalty 1725.114136 = -587233.497492 nChanged 30 SP:Iteration 41Q (2470.750139 sec): 3 clusters Score: Raw -588963.316616 + Penalty 1725.114136 = -587238.202480 nChanged 33 SP:Iteration 42Q (2470.798832 sec): 3 clusters Score: Raw -588968.127078 + Penalty 1725.114136 = -587243.012942 nChanged 18 SP:Iteration 43Q (2470.852193 sec): 3 clusters Score: Raw -588970.669032 + Penalty 1725.114136 = -587245.554897 nChanged 17 SP:Iteration 44Q (2470.909615 sec): 3 clusters Score: Raw -588972.074248 + Penalty 1725.114136 = -587246.960112 nChanged 11 SP:Iteration 45Q (2470.965343 sec): 3 clusters Score: Raw -588972.803680 + Penalty 1725.114136 = -587247.689545 nChanged 9 SP:Iteration 46Q (2471.009828 sec): 3 clusters Score: Raw -588973.640145 + Penalty 1725.114136 = -587248.526010 nChanged 8 SP:Iteration 47Q (2471.073725 sec): 3 clusters Score: Raw -588974.261477 + Penalty 1725.114136 = -587249.147342 nChanged 8 SP:Iteration 48Q (2471.112291 sec): 3 clusters Score: Raw -588974.694787 + Penalty 1725.114136 = -587249.580651 nChanged 3 SP:Iteration 49Q (2471.163511 sec): 3 clusters Score: Raw -588975.082419 + Penalty 1725.114136 = -587249.968283 nChanged 1 SP:Iteration 50Q (2471.226519 sec): 3 clusters Score: Raw -588975.172442 + Penalty 1725.114136 = -587250.058306 nChanged 2 SP:Iteration 51Q (2471.276729 sec): 3 clusters Score: Raw -588975.253171 + Penalty 1725.114136 = -587250.139035 nChanged 2 SP:Iteration 52Q (2471.323980 sec): 3 clusters Score: Raw -588975.426514 + Penalty 1725.114136 = -587250.312379 nChanged 1 SP:Iteration 53Q (2471.378848 sec): 3 clusters Score: Raw -588975.570432 + Penalty 1725.114136 = -587250.456297 nChanged 2 SP:Iteration 54Q (2471.436814 sec): 3 clusters Score: Raw -588975.730497 + Penalty 1725.114136 = -587250.616362 nChanged 1 SP:Iteration 55Q (2471.483071 sec): 3 clusters Score: Raw -588975.808766 + Penalty 1725.114136 = -587250.694631 nChanged 2 SP:Iteration 56Q (2471.534725 sec): 3 clusters Score: Raw -588976.139859 + Penalty 1725.114136 = -587251.025723 nChanged 4 SP:Iteration 57Q (2471.594671 sec): 3 clusters Score: Raw -588976.744577 + Penalty 1725.114136 = -587251.630442 nChanged 9 SP:Iteration 58Q (2471.639894 sec): 3 clusters Score: Raw -588977.810593 + Penalty 1725.114136 = -587252.696457 nChanged 11 SP:Iteration 59Q (2471.692525 sec): 3 clusters Score: Raw -588978.636078 + Penalty 1725.114136 = -587253.521942 nChanged 9 SP:Iteration 60F (2471.743735 sec): 3 clusters Score: Raw -588979.231385 + Penalty 1725.114136 = -587254.117249 nChanged 6 SP:Iteration 61Q (2471.797959 sec): 3 clusters Score: Raw -588979.649454 + Penalty 1725.114136 = -587254.535319 nChanged 6 SP:Iteration 62Q (2471.842877 sec): 3 clusters Score: Raw -588980.189485 + Penalty 1725.114136 = -587255.075350 nChanged 4 SP:Iteration 63Q (2471.895656 sec): 3 clusters Score: Raw -588980.445728 + Penalty 1725.114136 = -587255.331592 nChanged 3 SP:Iteration 64Q (2471.954064 sec): 3 clusters Score: Raw -588980.565975 + Penalty 1725.114136 = -587255.451839 nChanged 6 SP:Iteration 65Q (2471.997931 sec): 3 clusters Score: Raw -588980.927887 + Penalty 1725.114136 = -587255.813752 nChanged 3 SP:Iteration 66Q (2472.053961 sec): 3 clusters Score: Raw -588981.201969 + Penalty 1725.114136 = -587256.087833 nChanged 7 SP:Iteration 67Q (2472.105799 sec): 3 clusters Score: Raw -588981.880759 + Penalty 1725.114136 = -587256.766624 nChanged 6 SP:Iteration 68Q (2472.165189 sec): 3 clusters Score: Raw -588982.373560 + Penalty 1725.114136 = -587257.259424 nChanged 1 SP:Iteration 69Q (2472.208686 sec): 3 clusters Score: Raw -588982.414953 + Penalty 1725.114136 = -587257.300818 nChanged 1 SP:Iteration 70Q (2472.263234 sec): 3 clusters Score: Raw -588982.545872 + Penalty 1725.114136 = -587257.431736 nChanged 2 SP:Iteration 71Q (2472.315141 sec): 3 clusters Score: Raw -588982.713889 + Penalty 1725.114136 = -587257.599754 nChanged 4 SP:Iteration 72Q (2472.371309 sec): 3 clusters Score: Raw -588982.959574 + Penalty 1725.114136 = -587257.845439 nChanged 4 SP:Iteration 73Q (2472.418958 sec): 3 clusters Score: Raw -588983.285054 + Penalty 1725.114136 = -587258.170918 nChanged 7 SP:Iteration 74Q (2472.474191 sec): 3 clusters Score: Raw -588984.213204 + Penalty 1725.114136 = -587259.099068 nChanged 15 SP:Iteration 75Q (2472.531721 sec): 3 clusters Score: Raw -588985.459179 + Penalty 1725.114136 = -587260.345043 nChanged 11 SP:Iteration 76Q (2472.574198 sec): 3 clusters Score: Raw -588986.130946 + Penalty 1725.114136 = -587261.016811 nChanged 4 SP:Iteration 77Q (2472.640135 sec): 3 clusters Score: Raw -588986.725197 + Penalty 1725.114136 = -587261.611062 nChanged 3 SP:Iteration 78Q (2472.699906 sec): 3 clusters Score: Raw -588987.036100 + Penalty 1725.114136 = -587261.921965 nChanged 4 SP:Iteration 79Q (2472.753660 sec): 3 clusters Score: Raw -588987.353401 + Penalty 1725.114136 = -587262.239265 nChanged 4 SP:Iteration 80F (2472.802404 sec): 3 clusters Score: Raw -588987.540503 + Penalty 1725.114136 = -587262.426368 nChanged 3 SP:Iteration 81Q (2472.863740 sec): 3 clusters Score: Raw -588987.778910 + Penalty 1725.114136 = -587262.664774 nChanged 2 SP:Iteration 82Q (2472.916118 sec): 3 clusters Score: Raw -588987.831785 + Penalty 1725.114136 = -587262.717650 nChanged 0 SP:Iteration 83F (2472.956194 sec): 3 clusters Score: Raw -588987.831785 + Penalty 1725.114136 = -587262.717650 nChanged 0 Iteration 539Q (2475.199954 sec): 23 clusters Score: Raw -25398789.744058 + Penalty 26720.276661 = -25372069.467397 nChanged 35 Iteration 540F (2479.131932 sec): 23 clusters Score: Raw -25398790.504537 + Penalty 26720.276661 = -25372070.227877 nChanged 31 Iteration 541Q (2481.348939 sec): 23 clusters Score: Raw -25398791.126312 + Penalty 26720.276661 = -25372070.849652 nChanged 28 Iteration 542Q (2483.570208 sec): 23 clusters Score: Raw -25398791.601903 + Penalty 26720.276661 = -25372071.325243 nChanged 29 Iteration 543Q (2485.778385 sec): 23 clusters Score: Raw -25398792.035181 + Penalty 26720.276661 = -25372071.758521 nChanged 32 Iteration 544Q (2487.989553 sec): 23 clusters Score: Raw -25398792.720806 + Penalty 26720.276661 = -25372072.444145 nChanged 21 Iteration 545Q (2490.244067 sec): 23 clusters Score: Raw -25398793.210716 + Penalty 26720.276661 = -25372072.934056 nChanged 24 Iteration 546Q (2492.464425 sec): 23 clusters Score: Raw -25398793.523440 + Penalty 26720.276661 = -25372073.246779 nChanged 28 Iteration 547Q (2494.678490 sec): 23 clusters Score: Raw -25398793.879804 + Penalty 26720.276661 = -25372073.603144 nChanged 35 Iteration 548Q (2496.955934 sec): 23 clusters Score: Raw -25398794.471127 + Penalty 26720.276661 = -25372074.194467 nChanged 34 Iteration 549Q (2499.247524 sec): 23 clusters Score: Raw -25398795.297112 + Penalty 26720.276661 = -25372075.020452 nChanged 44 Iteration 550Q (2501.483626 sec): 23 clusters Score: Raw -25398796.237951 + Penalty 26720.276661 = -25372075.961290 nChanged 61 Iteration 551Q (2503.682214 sec): 23 clusters Score: Raw -25398797.691497 + Penalty 26720.276661 = -25372077.414836 nChanged 49 Iteration 552Q (2505.964971 sec): 23 clusters Score: Raw -25398798.666575 + Penalty 26720.276661 = -25372078.389914 nChanged 42 Iteration 553Q (2508.247622 sec): 23 clusters Score: Raw -25398799.639127 + Penalty 26720.276661 = -25372079.362467 nChanged 46 Iteration 554Q (2510.473657 sec): 23 clusters Score: Raw -25398800.579679 + Penalty 26720.276661 = -25372080.303018 nChanged 55 Iteration 555Q (2512.697811 sec): 23 clusters Score: Raw -25398801.880416 + Penalty 26720.276661 = -25372081.603756 nChanged 44 Iteration 556Q (2514.955947 sec): 23 clusters Score: Raw -25398802.613420 + Penalty 26720.276661 = -25372082.336759 nChanged 34 Iteration 557Q (2517.233714 sec): 23 clusters Score: Raw -25398803.209613 + Penalty 26720.276661 = -25372082.932952 nChanged 34 Iteration 558Q (2519.538463 sec): 23 clusters Score: Raw -25398803.718828 + Penalty 26720.276661 = -25372083.442168 nChanged 37 Iteration 559Q (2521.837386 sec): 23 clusters Score: Raw -25398804.286263 + Penalty 26720.276661 = -25372084.009602 nChanged 43 Iteration 560F (2525.788676 sec): 23 clusters Score: Raw -25398804.936862 + Penalty 26720.276661 = -25372084.660201 nChanged 44 Iteration 561Q (2528.101466 sec): 23 clusters Score: Raw -25398805.997219 + Penalty 26720.276661 = -25372085.720558 nChanged 51 Iteration 562Q (2530.354273 sec): 23 clusters Score: Raw -25398806.922521 + Penalty 26720.276661 = -25372086.645860 nChanged 45 Iteration 563Q (2532.548532 sec): 23 clusters Score: Raw -25398807.512819 + Penalty 26720.276661 = -25372087.236159 nChanged 44 Iteration 564Q (2534.787959 sec): 23 clusters Score: Raw -25398808.079387 + Penalty 26720.276661 = -25372087.802726 nChanged 53 Iteration 565Q (2536.996582 sec): 23 clusters Score: Raw -25398808.949173 + Penalty 26720.276661 = -25372088.672512 nChanged 42 Iteration 566Q (2539.305310 sec): 23 clusters Score: Raw -25398809.509199 + Penalty 26720.276661 = -25372089.232539 nChanged 40 Iteration 567Q (2541.588237 sec): 23 clusters Score: Raw -25398809.909552 + Penalty 26720.276661 = -25372089.632891 nChanged 39 Iteration 568Q (2543.865528 sec): 23 clusters Score: Raw -25398810.434793 + Penalty 26720.276661 = -25372090.158133 nChanged 36 Iteration 569Q (2546.157529 sec): 23 clusters Score: Raw -25398810.798239 + Penalty 26720.276661 = -25372090.521579 nChanged 33 Iteration 570Q (2548.381762 sec): 23 clusters Score: Raw -25398811.233917 + Penalty 26720.276661 = -25372090.957256 nChanged 41 Iteration 571Q (2550.606908 sec): 23 clusters Score: Raw -25398811.851695 + Penalty 26720.276661 = -25372091.575034 nChanged 39 Iteration 572Q (2552.832425 sec): 23 clusters Score: Raw -25398812.308539 + Penalty 26720.276661 = -25372092.031878 nChanged 38 Iteration 573Q (2555.057393 sec): 23 clusters Score: Raw -25398812.842540 + Penalty 26720.276661 = -25372092.565879 nChanged 43 Iteration 574Q (2557.249514 sec): 23 clusters Score: Raw -25398813.254825 + Penalty 26720.276661 = -25372092.978164 nChanged 45 Iteration 575Q (2559.516745 sec): 23 clusters Score: Raw -25398813.829900 + Penalty 26720.276661 = -25372093.553239 nChanged 42 Iteration 576Q (2561.794093 sec): 23 clusters Score: Raw -25398814.333957 + Penalty 26720.276661 = -25372094.057297 nChanged 42 Iteration 577Q (2564.055624 sec): 23 clusters Score: Raw -25398814.885034 + Penalty 26720.276661 = -25372094.608373 nChanged 43 Iteration 578Q (2566.342768 sec): 23 clusters Score: Raw -25398815.427549 + Penalty 26720.276661 = -25372095.150888 nChanged 35 Writing temp clu file Because OldScore, -25372094.608373, is greater than current (better) Score,-25372095.150888 Compute initial score before splitting: Score: Raw -25398815.427549 + Penalty 26720.276661 = -25372095.150888 Trying to split cluster 1 (27006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2566.487834 sec): 2 clusters Score: Raw -2051544.117358 + Penalty 969.362363 = -2050574.754996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2566.566242 sec): 3 clusters Score: Raw -2034537.276810 + Penalty 1938.724725 = -2032598.552085 nChanged 12489 SP:Iteration 1F (2566.646705 sec): 3 clusters Score: Raw -2041606.497871 + Penalty 1938.724725 = -2039667.773146 nChanged 1352 SP:Iteration 2F (2566.718908 sec): 3 clusters Score: Raw -2042206.437848 + Penalty 1938.724725 = -2040267.713123 nChanged 1538 SP:Iteration 3F (2566.792033 sec): 3 clusters Score: Raw -2043088.020944 + Penalty 1938.724725 = -2041149.296219 nChanged 1726 SP:Iteration 4F (2566.863672 sec): 3 clusters Score: Raw -2044263.133513 + Penalty 1938.724725 = -2042324.408788 nChanged 1843 SP:Iteration 5F (2566.946537 sec): 3 clusters Score: Raw -2045753.050853 + Penalty 1938.724725 = -2043814.326128 nChanged 1959 SP:Iteration 6F (2567.016738 sec): 3 clusters Score: Raw -2047322.654325 + Penalty 1938.724725 = -2045383.929600 nChanged 1767 SP:Iteration 7F (2567.090809 sec): 3 clusters Score: Raw -2048547.250606 + Penalty 1938.724725 = -2046608.525880 nChanged 1297 SP:Iteration 8Q (2567.165845 sec): 3 clusters Score: Raw -2049183.457092 + Penalty 1938.724725 = -2047244.732367 nChanged 840 SP:Iteration 9Q (2567.241400 sec): 3 clusters Score: Raw -2049483.269259 + Penalty 1938.724725 = -2047544.544534 nChanged 579 SP:Iteration 10Q (2567.317776 sec): 3 clusters Score: Raw -2049661.857671 + Penalty 1938.724725 = -2047723.132946 nChanged 435 SP:Iteration 11Q (2567.403248 sec): 3 clusters Score: Raw -2049797.457168 + Penalty 1938.724725 = -2047858.732443 nChanged 429 SP:Iteration 12Q (2567.474307 sec): 3 clusters Score: Raw -2049942.442479 + Penalty 1938.724725 = -2048003.717754 nChanged 411 SP:Iteration 13Q (2567.548891 sec): 3 clusters Score: Raw -2050093.509484 + Penalty 1938.724725 = -2048154.784759 nChanged 406 SP:Iteration 14Q (2567.630974 sec): 3 clusters Score: Raw -2050236.964670 + Penalty 1938.724725 = -2048298.239944 nChanged 375 SP:Iteration 15Q (2567.703001 sec): 3 clusters Score: Raw -2050362.825181 + Penalty 1938.724725 = -2048424.100456 nChanged 345 SP:Iteration 16Q (2567.779471 sec): 3 clusters Score: Raw -2050476.383735 + Penalty 1938.724725 = -2048537.659010 nChanged 315 SP:Iteration 17Q (2567.862086 sec): 3 clusters Score: Raw -2050572.025260 + Penalty 1938.724725 = -2048633.300535 nChanged 276 SP:Iteration 18Q (2567.944023 sec): 3 clusters Score: Raw -2050650.215426 + Penalty 1938.724725 = -2048711.490701 nChanged 263 SP:Iteration 19Q (2568.024982 sec): 3 clusters Score: Raw -2050714.091257 + Penalty 1938.724725 = -2048775.366532 nChanged 237 SP:Iteration 20F (2568.096728 sec): 3 clusters Score: Raw -2050769.743384 + Penalty 1938.724725 = -2048831.018659 nChanged 211 SP:Iteration 21Q (2568.164837 sec): 3 clusters Score: Raw -2050818.914365 + Penalty 1938.724725 = -2048880.189640 nChanged 207 SP:Iteration 22Q (2568.246950 sec): 3 clusters Score: Raw -2050860.968742 + Penalty 1938.724725 = -2048922.244017 nChanged 196 SP:Iteration 23Q (2568.313875 sec): 3 clusters Score: Raw -2050895.931022 + Penalty 1938.724725 = -2048957.206297 nChanged 167 SP:Iteration 24Q (2568.389231 sec): 3 clusters Score: Raw -2050924.349408 + Penalty 1938.724725 = -2048985.624683 nChanged 162 SP:Iteration 25Q (2568.467071 sec): 3 clusters Score: Raw -2050955.315195 + Penalty 1938.724725 = -2049016.590470 nChanged 163 SP:Iteration 26Q (2568.548739 sec): 3 clusters Score: Raw -2050984.352091 + Penalty 1938.724725 = -2049045.627366 nChanged 165 SP:Iteration 27Q (2568.626639 sec): 3 clusters Score: Raw -2051013.609448 + Penalty 1938.724725 = -2049074.884723 nChanged 159 SP:Iteration 28Q (2568.703767 sec): 3 clusters Score: Raw -2051044.242002 + Penalty 1938.724725 = -2049105.517277 nChanged 161 SP:Iteration 29Q (2568.783997 sec): 3 clusters Score: Raw -2051073.474823 + Penalty 1938.724725 = -2049134.750097 nChanged 166 SP:Iteration 30Q (2568.854367 sec): 3 clusters Score: Raw -2051107.233825 + Penalty 1938.724725 = -2049168.509100 nChanged 189 SP:Iteration 31Q (2568.940502 sec): 3 clusters Score: Raw -2051145.571754 + Penalty 1938.724725 = -2049206.847029 nChanged 204 SP:Iteration 32Q (2569.005785 sec): 3 clusters Score: Raw -2051190.387479 + Penalty 1938.724725 = -2049251.662754 nChanged 220 SP:Iteration 33Q (2569.089902 sec): 3 clusters Score: Raw -2051237.894967 + Penalty 1938.724725 = -2049299.170242 nChanged 190 SP:Iteration 34Q (2569.162567 sec): 3 clusters Score: Raw -2051277.130261 + Penalty 1938.724725 = -2049338.405536 nChanged 177 SP:Iteration 35Q (2569.245549 sec): 3 clusters Score: Raw -2051310.724414 + Penalty 1938.724725 = -2049371.999689 nChanged 165 SP:Iteration 36Q (2569.310566 sec): 3 clusters Score: Raw -2051342.103017 + Penalty 1938.724725 = -2049403.378292 nChanged 170 SP:Iteration 37Q (2569.386326 sec): 3 clusters Score: Raw -2051374.139601 + Penalty 1938.724725 = -2049435.414876 nChanged 141 SP:Iteration 38Q (2569.454920 sec): 3 clusters Score: Raw -2051401.649784 + Penalty 1938.724725 = -2049462.925059 nChanged 150 SP:Iteration 39Q (2569.534528 sec): 3 clusters Score: Raw -2051435.210567 + Penalty 1938.724725 = -2049496.485841 nChanged 156 SP:Iteration 40F (2569.604103 sec): 3 clusters Score: Raw -2051467.646343 + Penalty 1938.724725 = -2049528.921618 nChanged 139 SP:Iteration 41Q (2569.680244 sec): 3 clusters Score: Raw -2051495.055357 + Penalty 1938.724725 = -2049556.330631 nChanged 128 SP:Iteration 42Q (2569.751678 sec): 3 clusters Score: Raw -2051519.085740 + Penalty 1938.724725 = -2049580.361015 nChanged 111 SP:Iteration 43Q (2569.820772 sec): 3 clusters Score: Raw -2051541.425192 + Penalty 1938.724725 = -2049602.700466 nChanged 118 SP:Iteration 44Q (2569.892702 sec): 3 clusters Score: Raw -2051567.144502 + Penalty 1938.724725 = -2049628.419777 nChanged 117 SP:Iteration 45Q (2569.966572 sec): 3 clusters Score: Raw -2051590.285574 + Penalty 1938.724725 = -2049651.560849 nChanged 116 SP:Iteration 46Q (2570.040076 sec): 3 clusters Score: Raw -2051611.052766 + Penalty 1938.724725 = -2049672.328041 nChanged 97 SP:Iteration 47Q (2570.109068 sec): 3 clusters Score: Raw -2051628.613388 + Penalty 1938.724725 = -2049689.888663 nChanged 99 SP:Iteration 48Q (2570.180924 sec): 3 clusters Score: Raw -2051646.914285 + Penalty 1938.724725 = -2049708.189560 nChanged 101 SP:Iteration 49Q (2570.254720 sec): 3 clusters Score: Raw -2051668.180103 + Penalty 1938.724725 = -2049729.455377 nChanged 100 SP:Iteration 50Q (2570.329651 sec): 3 clusters Score: Raw -2051688.231719 + Penalty 1938.724725 = -2049749.506994 nChanged 86 SP:Iteration 51Q (2570.410862 sec): 3 clusters Score: Raw -2051704.290529 + Penalty 1938.724725 = -2049765.565804 nChanged 98 SP:Iteration 52Q (2570.479588 sec): 3 clusters Score: Raw -2051723.364336 + Penalty 1938.724725 = -2049784.639611 nChanged 88 SP:Iteration 53Q (2570.554595 sec): 3 clusters Score: Raw -2051739.233027 + Penalty 1938.724725 = -2049800.508302 nChanged 73 SP:Iteration 54Q (2570.623805 sec): 3 clusters Score: Raw -2051752.756596 + Penalty 1938.724725 = -2049814.031870 nChanged 78 SP:Iteration 55Q (2570.697750 sec): 3 clusters Score: Raw -2051767.295833 + Penalty 1938.724725 = -2049828.571108 nChanged 60 SP:Iteration 56Q (2570.761231 sec): 3 clusters Score: Raw -2051776.993369 + Penalty 1938.724725 = -2049838.268644 nChanged 52 SP:Iteration 57Q (2570.837481 sec): 3 clusters Score: Raw -2051786.929070 + Penalty 1938.724725 = -2049848.204345 nChanged 51 SP:Iteration 58Q (2570.907894 sec): 3 clusters Score: Raw -2051795.507083 + Penalty 1938.724725 = -2049856.782358 nChanged 60 SP:Iteration 59Q (2570.976399 sec): 3 clusters Score: Raw -2051807.587859 + Penalty 1938.724725 = -2049868.863134 nChanged 55 SP:Iteration 60F (2571.049093 sec): 3 clusters Score: Raw -2051818.760250 + Penalty 1938.724725 = -2049880.035525 nChanged 57 SP:Iteration 61Q (2571.117309 sec): 3 clusters Score: Raw -2051830.084581 + Penalty 1938.724725 = -2049891.359856 nChanged 49 SP:Iteration 62Q (2571.177623 sec): 3 clusters Score: Raw -2051838.654893 + Penalty 1938.724725 = -2049899.930168 nChanged 56 SP:Iteration 63Q (2571.265025 sec): 3 clusters Score: Raw -2051850.162937 + Penalty 1938.724725 = -2049911.438212 nChanged 51 SP:Iteration 64Q (2571.340396 sec): 3 clusters Score: Raw -2051861.149205 + Penalty 1938.724725 = -2049922.424480 nChanged 57 SP:Iteration 65Q (2571.410074 sec): 3 clusters Score: Raw -2051874.119938 + Penalty 1938.724725 = -2049935.395213 nChanged 48 SP:Iteration 66Q (2571.483730 sec): 3 clusters Score: Raw -2051882.387604 + Penalty 1938.724725 = -2049943.662879 nChanged 44 SP:Iteration 67Q (2571.551356 sec): 3 clusters Score: Raw -2051889.763791 + Penalty 1938.724725 = -2049951.039066 nChanged 40 SP:Iteration 68Q (2571.616472 sec): 3 clusters Score: Raw -2051896.936264 + Penalty 1938.724725 = -2049958.211539 nChanged 37 SP:Iteration 69Q (2571.682812 sec): 3 clusters Score: Raw -2051903.803827 + Penalty 1938.724725 = -2049965.079102 nChanged 24 SP:Iteration 70Q (2571.768910 sec): 3 clusters Score: Raw -2051907.862453 + Penalty 1938.724725 = -2049969.137728 nChanged 24 SP:Iteration 71Q (2571.844865 sec): 3 clusters Score: Raw -2051911.905350 + Penalty 1938.724725 = -2049973.180624 nChanged 16 SP:Iteration 72Q (2571.918924 sec): 3 clusters Score: Raw -2051914.306497 + Penalty 1938.724725 = -2049975.581772 nChanged 17 SP:Iteration 73Q (2571.981538 sec): 3 clusters Score: Raw -2051916.674392 + Penalty 1938.724725 = -2049977.949667 nChanged 20 SP:Iteration 74Q (2572.061253 sec): 3 clusters Score: Raw -2051919.436153 + Penalty 1938.724725 = -2049980.711428 nChanged 22 SP:Iteration 75Q (2572.127004 sec): 3 clusters Score: Raw -2051922.502426 + Penalty 1938.724725 = -2049983.777701 nChanged 22 SP:Iteration 76Q (2572.199204 sec): 3 clusters Score: Raw -2051925.518618 + Penalty 1938.724725 = -2049986.793893 nChanged 16 SP:Iteration 77Q (2572.272918 sec): 3 clusters Score: Raw -2051928.171481 + Penalty 1938.724725 = -2049989.446756 nChanged 13 SP:Iteration 78Q (2572.349646 sec): 3 clusters Score: Raw -2051929.754596 + Penalty 1938.724725 = -2049991.029871 nChanged 5 SP:Iteration 79Q (2572.412785 sec): 3 clusters Score: Raw -2051930.237553 + Penalty 1938.724725 = -2049991.512828 nChanged 8 SP:Iteration 80F (2572.502242 sec): 3 clusters Score: Raw -2051931.500866 + Penalty 1938.724725 = -2049992.776141 nChanged 10 SP:Iteration 81Q (2572.577200 sec): 3 clusters Score: Raw -2051932.700864 + Penalty 1938.724725 = -2049993.976139 nChanged 8 SP:Iteration 82Q (2572.653389 sec): 3 clusters Score: Raw -2051933.927046 + Penalty 1938.724725 = -2049995.202321 nChanged 8 SP:Iteration 83Q (2572.724053 sec): 3 clusters Score: Raw -2051934.992046 + Penalty 1938.724725 = -2049996.267321 nChanged 11 SP:Iteration 84Q (2572.780384 sec): 3 clusters Score: Raw -2051936.835389 + Penalty 1938.724725 = -2049998.110664 nChanged 8 SP:Iteration 85Q (2572.856965 sec): 3 clusters Score: Raw -2051937.603921 + Penalty 1938.724725 = -2049998.879196 nChanged 8 SP:Iteration 86Q (2572.937064 sec): 3 clusters Score: Raw -2051938.452466 + Penalty 1938.724725 = -2049999.727740 nChanged 6 SP:Iteration 87Q (2573.009034 sec): 3 clusters Score: Raw -2051939.196736 + Penalty 1938.724725 = -2050000.472011 nChanged 6 SP:Iteration 88Q (2573.078935 sec): 3 clusters Score: Raw -2051939.721547 + Penalty 1938.724725 = -2050000.996822 nChanged 5 SP:Iteration 89Q (2573.152261 sec): 3 clusters Score: Raw -2051940.580510 + Penalty 1938.724725 = -2050001.855785 nChanged 2 SP:Iteration 90Q (2573.236005 sec): 3 clusters Score: Raw -2051940.789903 + Penalty 1938.724725 = -2050002.065178 nChanged 3 SP:Iteration 91Q (2573.308101 sec): 3 clusters Score: Raw -2051940.959324 + Penalty 1938.724725 = -2050002.234598 nChanged 2 SP:Iteration 92Q (2573.383076 sec): 3 clusters Score: Raw -2051941.459473 + Penalty 1938.724725 = -2050002.734748 nChanged 6 SP:Iteration 93Q (2573.459115 sec): 3 clusters Score: Raw -2051942.388766 + Penalty 1938.724725 = -2050003.664040 nChanged 8 SP:Iteration 94Q (2573.527652 sec): 3 clusters Score: Raw -2051943.449663 + Penalty 1938.724725 = -2050004.724938 nChanged 8 SP:Iteration 95Q (2573.606734 sec): 3 clusters Score: Raw -2051945.118595 + Penalty 1938.724725 = -2050006.393870 nChanged 6 SP:Iteration 96Q (2573.689586 sec): 3 clusters Score: Raw -2051946.154694 + Penalty 1938.724725 = -2050007.429969 nChanged 6 SP:Iteration 97Q (2573.757078 sec): 3 clusters Score: Raw -2051947.489506 + Penalty 1938.724725 = -2050008.764781 nChanged 6 SP:Iteration 98Q (2573.831417 sec): 3 clusters Score: Raw -2051948.080713 + Penalty 1938.724725 = -2050009.355988 nChanged 4 SP:Iteration 99Q (2573.901018 sec): 3 clusters Score: Raw -2051948.318379 + Penalty 1938.724725 = -2050009.593654 nChanged 1 SP:Iteration 100F (2573.970614 sec): 3 clusters Score: Raw -2051948.486340 + Penalty 1938.724725 = -2050009.761614 nChanged 3 SP:Iteration 101Q (2574.048487 sec): 3 clusters Score: Raw -2051948.744904 + Penalty 1938.724725 = -2050010.020179 nChanged 2 SP:Iteration 102Q (2574.120288 sec): 3 clusters Score: Raw -2051948.842549 + Penalty 1938.724725 = -2050010.117824 nChanged 2 SP:Iteration 103Q (2574.199176 sec): 3 clusters Score: Raw -2051949.009600 + Penalty 1938.724725 = -2050010.284875 nChanged 3 SP:Iteration 104Q (2574.259011 sec): 3 clusters Score: Raw -2051949.212308 + Penalty 1938.724725 = -2050010.487582 nChanged 1 SP:Iteration 105Q (2574.332648 sec): 3 clusters Score: Raw -2051949.327272 + Penalty 1938.724725 = -2050010.602547 nChanged 0 SP:Iteration 106F (2574.403483 sec): 3 clusters Score: Raw -2051949.327272 + Penalty 1938.724725 = -2050010.602547 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2574.431101 sec): 2 clusters Score: Raw -167650.691542 + Penalty 726.358203 = -166924.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2574.481525 sec): 3 clusters Score: Raw -166607.243117 + Penalty 1452.716407 = -165154.526710 nChanged 846 SP:Iteration 1F (2574.538085 sec): 3 clusters Score: Raw -167146.108258 + Penalty 1452.716407 = -165693.391851 nChanged 215 SP:Iteration 2F (2574.572090 sec): 3 clusters Score: Raw -167364.741956 + Penalty 1452.716407 = -165912.025549 nChanged 172 SP:Iteration 3F (2574.619596 sec): 3 clusters Score: Raw -167536.122121 + Penalty 1452.716407 = -166083.405715 nChanged 128 SP:Iteration 4F (2574.668021 sec): 3 clusters Score: Raw -167654.811751 + Penalty 1452.716407 = -166202.095345 nChanged 115 SP:Iteration 5F (2574.717504 sec): 3 clusters Score: Raw -167756.143823 + Penalty 1452.716407 = -166303.427417 nChanged 102 SP:Iteration 6Q (2574.771146 sec): 3 clusters Score: Raw -167854.590285 + Penalty 1452.716407 = -166401.873878 nChanged 66 SP:Iteration 7Q (2574.806490 sec): 3 clusters Score: Raw -167903.579553 + Penalty 1452.716407 = -166450.863146 nChanged 43 SP:Iteration 8Q (2574.854320 sec): 3 clusters Score: Raw -167929.097587 + Penalty 1452.716407 = -166476.381181 nChanged 26 SP:Iteration 9Q (2574.896031 sec): 3 clusters Score: Raw -167948.153629 + Penalty 1452.716407 = -166495.437222 nChanged 26 SP:Iteration 10Q (2574.944940 sec): 3 clusters Score: Raw -167965.044923 + Penalty 1452.716407 = -166512.328517 nChanged 17 SP:Iteration 11Q (2574.971158 sec): 3 clusters Score: Raw -167971.764336 + Penalty 1452.716407 = -166519.047929 nChanged 8 SP:Iteration 12Q (2575.018485 sec): 3 clusters Score: Raw -167975.977022 + Penalty 1452.716407 = -166523.260615 nChanged 10 SP:Iteration 13Q (2575.065629 sec): 3 clusters Score: Raw -167979.661306 + Penalty 1452.716407 = -166526.944900 nChanged 4 SP:Iteration 14Q (2575.107717 sec): 3 clusters Score: Raw -167981.306183 + Penalty 1452.716407 = -166528.589776 nChanged 6 SP:Iteration 15Q (2575.163964 sec): 3 clusters Score: Raw -167983.992955 + Penalty 1452.716407 = -166531.276548 nChanged 9 SP:Iteration 16Q (2575.214298 sec): 3 clusters Score: Raw -167986.012137 + Penalty 1452.716407 = -166533.295730 nChanged 6 SP:Iteration 17Q (2575.249121 sec): 3 clusters Score: Raw -167987.228996 + Penalty 1452.716407 = -166534.512589 nChanged 3 SP:Iteration 18Q (2575.304725 sec): 3 clusters Score: Raw -167988.089388 + Penalty 1452.716407 = -166535.372981 nChanged 4 SP:Iteration 19Q (2575.342622 sec): 3 clusters Score: Raw -167988.980965 + Penalty 1452.716407 = -166536.264558 nChanged 0 SP:Iteration 20F (2575.385938 sec): 3 clusters Score: Raw -167988.980965 + Penalty 1452.716407 = -166536.264558 nChanged 0 Trying to split cluster 3 (16208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2575.428298 sec): 2 clusters Score: Raw -1172965.339214 + Penalty 920.859722 = -1172044.479492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2575.489233 sec): 3 clusters Score: Raw -1163044.450202 + Penalty 1841.719443 = -1161202.730759 nChanged 7437 SP:Iteration 1F (2575.547782 sec): 3 clusters Score: Raw -1167297.505883 + Penalty 1841.719443 = -1165455.786440 nChanged 819 SP:Iteration 2F (2575.618360 sec): 3 clusters Score: Raw -1167590.435207 + Penalty 1841.719443 = -1165748.715764 nChanged 746 SP:Iteration 3Q (2575.677524 sec): 3 clusters Score: Raw -1167879.863365 + Penalty 1841.719443 = -1166038.143922 nChanged 729 SP:Iteration 4Q (2575.745782 sec): 3 clusters Score: Raw -1168185.423652 + Penalty 1841.719443 = -1166343.704209 nChanged 709 SP:Iteration 5Q (2575.803687 sec): 3 clusters Score: Raw -1168524.765314 + Penalty 1841.719443 = -1166683.045871 nChanged 775 SP:Iteration 6Q (2575.867581 sec): 3 clusters Score: Raw -1168971.761187 + Penalty 1841.719443 = -1167130.041744 nChanged 773 SP:Iteration 7Q (2575.927720 sec): 3 clusters Score: Raw -1169469.775637 + Penalty 1841.719443 = -1167628.056194 nChanged 761 SP:Iteration 8Q (2575.995287 sec): 3 clusters Score: Raw -1169932.607176 + Penalty 1841.719443 = -1168090.887733 nChanged 697 SP:Iteration 9Q (2576.058693 sec): 3 clusters Score: Raw -1170333.317797 + Penalty 1841.719443 = -1168491.598354 nChanged 578 SP:Iteration 10Q (2576.121838 sec): 3 clusters Score: Raw -1170592.542816 + Penalty 1841.719443 = -1168750.823373 nChanged 435 SP:Iteration 11Q (2576.182888 sec): 3 clusters Score: Raw -1170740.539488 + Penalty 1841.719443 = -1168898.820045 nChanged 327 SP:Iteration 12Q (2576.241781 sec): 3 clusters Score: Raw -1170845.445825 + Penalty 1841.719443 = -1169003.726382 nChanged 290 SP:Iteration 13Q (2576.308781 sec): 3 clusters Score: Raw -1170942.806573 + Penalty 1841.719443 = -1169101.087130 nChanged 287 SP:Iteration 14Q (2576.375004 sec): 3 clusters Score: Raw -1171036.922387 + Penalty 1841.719443 = -1169195.202944 nChanged 287 SP:Iteration 15Q (2576.429547 sec): 3 clusters Score: Raw -1171140.709183 + Penalty 1841.719443 = -1169298.989740 nChanged 296 SP:Iteration 16Q (2576.491402 sec): 3 clusters Score: Raw -1171254.332699 + Penalty 1841.719443 = -1169412.613256 nChanged 302 SP:Iteration 17Q (2576.553617 sec): 3 clusters Score: Raw -1171377.845262 + Penalty 1841.719443 = -1169536.125819 nChanged 304 SP:Iteration 18Q (2576.622396 sec): 3 clusters Score: Raw -1171505.402432 + Penalty 1841.719443 = -1169663.682989 nChanged 303 SP:Iteration 19Q (2576.682268 sec): 3 clusters Score: Raw -1171628.924650 + Penalty 1841.719443 = -1169787.205207 nChanged 286 SP:Iteration 20F (2576.746463 sec): 3 clusters Score: Raw -1171749.991599 + Penalty 1841.719443 = -1169908.272156 nChanged 298 SP:Iteration 21Q (2576.812651 sec): 3 clusters Score: Raw -1171878.939111 + Penalty 1841.719443 = -1170037.219668 nChanged 270 SP:Iteration 22Q (2576.872918 sec): 3 clusters Score: Raw -1172004.010588 + Penalty 1841.719443 = -1170162.291145 nChanged 250 SP:Iteration 23Q (2576.933095 sec): 3 clusters Score: Raw -1172129.104587 + Penalty 1841.719443 = -1170287.385144 nChanged 258 SP:Iteration 24Q (2576.992669 sec): 3 clusters Score: Raw -1172253.425346 + Penalty 1841.719443 = -1170411.705903 nChanged 230 SP:Iteration 25Q (2577.049333 sec): 3 clusters Score: Raw -1172363.740337 + Penalty 1841.719443 = -1170522.020894 nChanged 213 SP:Iteration 26Q (2577.102410 sec): 3 clusters Score: Raw -1172460.036765 + Penalty 1841.719443 = -1170618.317322 nChanged 169 SP:Iteration 27Q (2577.168977 sec): 3 clusters Score: Raw -1172536.948786 + Penalty 1841.719443 = -1170695.229343 nChanged 148 SP:Iteration 28Q (2577.234426 sec): 3 clusters Score: Raw -1172611.050557 + Penalty 1841.719443 = -1170769.331114 nChanged 140 SP:Iteration 29Q (2577.291042 sec): 3 clusters Score: Raw -1172684.786292 + Penalty 1841.719443 = -1170843.066849 nChanged 127 SP:Iteration 30Q (2577.350035 sec): 3 clusters Score: Raw -1172748.694662 + Penalty 1841.719443 = -1170906.975219 nChanged 96 SP:Iteration 31Q (2577.408270 sec): 3 clusters Score: Raw -1172794.322450 + Penalty 1841.719443 = -1170952.603007 nChanged 90 SP:Iteration 32Q (2577.471571 sec): 3 clusters Score: Raw -1172845.110670 + Penalty 1841.719443 = -1171003.391227 nChanged 88 SP:Iteration 33Q (2577.531278 sec): 3 clusters Score: Raw -1172897.143092 + Penalty 1841.719443 = -1171055.423649 nChanged 86 SP:Iteration 34Q (2577.595361 sec): 3 clusters Score: Raw -1172940.649804 + Penalty 1841.719443 = -1171098.930361 nChanged 60 SP:Iteration 35Q (2577.648230 sec): 3 clusters Score: Raw -1172967.162683 + Penalty 1841.719443 = -1171125.443240 nChanged 47 SP:Iteration 36Q (2577.700897 sec): 3 clusters Score: Raw -1172985.318867 + Penalty 1841.719443 = -1171143.599424 nChanged 37 SP:Iteration 37Q (2577.764441 sec): 3 clusters Score: Raw -1173001.901537 + Penalty 1841.719443 = -1171160.182094 nChanged 26 SP:Iteration 38Q (2577.810977 sec): 3 clusters Score: Raw -1173013.299666 + Penalty 1841.719443 = -1171171.580223 nChanged 21 SP:Iteration 39Q (2577.874558 sec): 3 clusters Score: Raw -1173020.989214 + Penalty 1841.719443 = -1171179.269771 nChanged 23 SP:Iteration 40F (2577.938029 sec): 3 clusters Score: Raw -1173032.514047 + Penalty 1841.719443 = -1171190.794604 nChanged 26 SP:Iteration 41Q (2578.001301 sec): 3 clusters Score: Raw -1173046.003229 + Penalty 1841.719443 = -1171204.283785 nChanged 24 SP:Iteration 42Q (2578.054298 sec): 3 clusters Score: Raw -1173058.412892 + Penalty 1841.719443 = -1171216.693449 nChanged 23 SP:Iteration 43Q (2578.118329 sec): 3 clusters Score: Raw -1173070.541122 + Penalty 1841.719443 = -1171228.821679 nChanged 16 SP:Iteration 44Q (2578.179217 sec): 3 clusters Score: Raw -1173080.149890 + Penalty 1841.719443 = -1171238.430447 nChanged 17 SP:Iteration 45Q (2578.231525 sec): 3 clusters Score: Raw -1173089.858779 + Penalty 1841.719443 = -1171248.139335 nChanged 15 SP:Iteration 46Q (2578.293449 sec): 3 clusters Score: Raw -1173098.739718 + Penalty 1841.719443 = -1171257.020275 nChanged 14 SP:Iteration 47Q (2578.347606 sec): 3 clusters Score: Raw -1173105.318450 + Penalty 1841.719443 = -1171263.599007 nChanged 8 SP:Iteration 48Q (2578.403777 sec): 3 clusters Score: Raw -1173109.282200 + Penalty 1841.719443 = -1171267.562757 nChanged 4 SP:Iteration 49Q (2578.472360 sec): 3 clusters Score: Raw -1173113.964634 + Penalty 1841.719443 = -1171272.245191 nChanged 5 SP:Iteration 50Q (2578.518698 sec): 3 clusters Score: Raw -1173117.255533 + Penalty 1841.719443 = -1171275.536090 nChanged 8 SP:Iteration 51Q (2578.577843 sec): 3 clusters Score: Raw -1173120.505325 + Penalty 1841.719443 = -1171278.785882 nChanged 6 SP:Iteration 52Q (2578.632624 sec): 3 clusters Score: Raw -1173124.220056 + Penalty 1841.719443 = -1171282.500613 nChanged 6 SP:Iteration 53Q (2578.691898 sec): 3 clusters Score: Raw -1173128.407700 + Penalty 1841.719443 = -1171286.688257 nChanged 2 SP:Iteration 54Q (2578.752145 sec): 3 clusters Score: Raw -1173129.305880 + Penalty 1841.719443 = -1171287.586437 nChanged 2 SP:Iteration 55Q (2578.817598 sec): 3 clusters Score: Raw -1173130.128979 + Penalty 1841.719443 = -1171288.409536 nChanged 3 SP:Iteration 56Q (2578.870089 sec): 3 clusters Score: Raw -1173131.239703 + Penalty 1841.719443 = -1171289.520260 nChanged 4 SP:Iteration 57Q (2578.926024 sec): 3 clusters Score: Raw -1173133.353326 + Penalty 1841.719443 = -1171291.633883 nChanged 1 SP:Iteration 58Q (2578.985399 sec): 3 clusters Score: Raw -1173133.923972 + Penalty 1841.719443 = -1171292.204529 nChanged 2 SP:Iteration 59Q (2579.053923 sec): 3 clusters Score: Raw -1173134.496950 + Penalty 1841.719443 = -1171292.777507 nChanged 2 SP:Iteration 60F (2579.113845 sec): 3 clusters Score: Raw -1173135.010196 + Penalty 1841.719443 = -1171293.290752 nChanged 0 Trying to split cluster 4 (17025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2579.147255 sec): 2 clusters Score: Raw -1236209.773442 + Penalty 925.531622 = -1235284.241819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2579.213926 sec): 3 clusters Score: Raw -1225710.085578 + Penalty 1851.063245 = -1223859.022333 nChanged 7842 SP:Iteration 1F (2579.276854 sec): 3 clusters Score: Raw -1230334.024943 + Penalty 1851.063245 = -1228482.961699 nChanged 903 SP:Iteration 2F (2579.343755 sec): 3 clusters Score: Raw -1230719.986597 + Penalty 1851.063245 = -1228868.923352 nChanged 903 SP:Iteration 3F (2579.410411 sec): 3 clusters Score: Raw -1231151.019985 + Penalty 1851.063245 = -1229299.956740 nChanged 834 SP:Iteration 4Q (2579.475073 sec): 3 clusters Score: Raw -1231609.628891 + Penalty 1851.063245 = -1229758.565646 nChanged 878 SP:Iteration 5F (2579.540686 sec): 3 clusters Score: Raw -1232174.653917 + Penalty 1851.063245 = -1230323.590672 nChanged 891 SP:Iteration 6F (2579.609674 sec): 3 clusters Score: Raw -1232823.807927 + Penalty 1851.063245 = -1230972.744682 nChanged 880 SP:Iteration 7F (2579.673915 sec): 3 clusters Score: Raw -1233486.826913 + Penalty 1851.063245 = -1231635.763668 nChanged 737 SP:Iteration 8Q (2579.732118 sec): 3 clusters Score: Raw -1233989.821893 + Penalty 1851.063245 = -1232138.758648 nChanged 619 SP:Iteration 9Q (2579.798736 sec): 3 clusters Score: Raw -1234303.803071 + Penalty 1851.063245 = -1232452.739826 nChanged 479 SP:Iteration 10Q (2579.872884 sec): 3 clusters Score: Raw -1234526.556394 + Penalty 1851.063245 = -1232675.493149 nChanged 394 SP:Iteration 11Q (2579.936194 sec): 3 clusters Score: Raw -1234695.003995 + Penalty 1851.063245 = -1232843.940750 nChanged 340 SP:Iteration 12Q (2579.997397 sec): 3 clusters Score: Raw -1234830.289194 + Penalty 1851.063245 = -1232979.225949 nChanged 316 SP:Iteration 13Q (2580.062092 sec): 3 clusters Score: Raw -1234960.532439 + Penalty 1851.063245 = -1233109.469194 nChanged 301 SP:Iteration 14Q (2580.122952 sec): 3 clusters Score: Raw -1235080.611110 + Penalty 1851.063245 = -1233229.547865 nChanged 287 SP:Iteration 15Q (2580.186232 sec): 3 clusters Score: Raw -1235199.325976 + Penalty 1851.063245 = -1233348.262731 nChanged 277 SP:Iteration 16Q (2580.242280 sec): 3 clusters Score: Raw -1235325.795419 + Penalty 1851.063245 = -1233474.732174 nChanged 270 SP:Iteration 17Q (2580.317825 sec): 3 clusters Score: Raw -1235447.253275 + Penalty 1851.063245 = -1233596.190030 nChanged 255 SP:Iteration 18Q (2580.378634 sec): 3 clusters Score: Raw -1235568.082712 + Penalty 1851.063245 = -1233717.019467 nChanged 237 SP:Iteration 19Q (2580.440115 sec): 3 clusters Score: Raw -1235686.014221 + Penalty 1851.063245 = -1233834.950976 nChanged 227 SP:Iteration 20F (2580.494288 sec): 3 clusters Score: Raw -1235805.002847 + Penalty 1851.063245 = -1233953.939602 nChanged 216 SP:Iteration 21Q (2580.570089 sec): 3 clusters Score: Raw -1235916.060468 + Penalty 1851.063245 = -1234064.997223 nChanged 184 SP:Iteration 22Q (2580.626385 sec): 3 clusters Score: Raw -1236009.631637 + Penalty 1851.063245 = -1234158.568392 nChanged 154 SP:Iteration 23Q (2580.684677 sec): 3 clusters Score: Raw -1236087.548181 + Penalty 1851.063245 = -1234236.484936 nChanged 133 SP:Iteration 24Q (2580.760753 sec): 3 clusters Score: Raw -1236156.805229 + Penalty 1851.063245 = -1234305.741984 nChanged 115 SP:Iteration 25Q (2580.828963 sec): 3 clusters Score: Raw -1236217.364614 + Penalty 1851.063245 = -1234366.301369 nChanged 109 SP:Iteration 26Q (2580.880234 sec): 3 clusters Score: Raw -1236276.538806 + Penalty 1851.063245 = -1234425.475561 nChanged 73 SP:Iteration 27Q (2580.940170 sec): 3 clusters Score: Raw -1236310.598602 + Penalty 1851.063245 = -1234459.535357 nChanged 59 SP:Iteration 28Q (2581.002364 sec): 3 clusters Score: Raw -1236340.560673 + Penalty 1851.063245 = -1234489.497428 nChanged 38 SP:Iteration 29Q (2581.071097 sec): 3 clusters Score: Raw -1236362.249892 + Penalty 1851.063245 = -1234511.186647 nChanged 40 SP:Iteration 30Q (2581.134982 sec): 3 clusters Score: Raw -1236382.132757 + Penalty 1851.063245 = -1234531.069512 nChanged 33 SP:Iteration 31Q (2581.192038 sec): 3 clusters Score: Raw -1236397.595372 + Penalty 1851.063245 = -1234546.532127 nChanged 24 SP:Iteration 32Q (2581.264817 sec): 3 clusters Score: Raw -1236408.241601 + Penalty 1851.063245 = -1234557.178356 nChanged 22 SP:Iteration 33Q (2581.324926 sec): 3 clusters Score: Raw -1236417.357639 + Penalty 1851.063245 = -1234566.294394 nChanged 12 SP:Iteration 34Q (2581.385113 sec): 3 clusters Score: Raw -1236422.654019 + Penalty 1851.063245 = -1234571.590774 nChanged 15 SP:Iteration 35Q (2581.452267 sec): 3 clusters Score: Raw -1236429.583838 + Penalty 1851.063245 = -1234578.520593 nChanged 9 SP:Iteration 36Q (2581.507784 sec): 3 clusters Score: Raw -1236434.381669 + Penalty 1851.063245 = -1234583.318424 nChanged 11 SP:Iteration 37Q (2581.570056 sec): 3 clusters Score: Raw -1236438.866742 + Penalty 1851.063245 = -1234587.803497 nChanged 11 SP:Iteration 38Q (2581.625899 sec): 3 clusters Score: Raw -1236444.058958 + Penalty 1851.063245 = -1234592.995713 nChanged 9 SP:Iteration 39Q (2581.699531 sec): 3 clusters Score: Raw -1236447.071224 + Penalty 1851.063245 = -1234596.007979 nChanged 6 SP:Iteration 40F (2581.767712 sec): 3 clusters Score: Raw -1236449.506712 + Penalty 1851.063245 = -1234598.443467 nChanged 6 SP:Iteration 41Q (2581.824096 sec): 3 clusters Score: Raw -1236451.487809 + Penalty 1851.063245 = -1234600.424564 nChanged 3 SP:Iteration 42Q (2581.882836 sec): 3 clusters Score: Raw -1236452.682282 + Penalty 1851.063245 = -1234601.619037 nChanged 4 SP:Iteration 43Q (2581.943510 sec): 3 clusters Score: Raw -1236454.554462 + Penalty 1851.063245 = -1234603.491217 nChanged 1 SP:Iteration 44Q (2582.013028 sec): 3 clusters Score: Raw -1236454.803608 + Penalty 1851.063245 = -1234603.740363 nChanged 3 SP:Iteration 45Q (2582.076542 sec): 3 clusters Score: Raw -1236455.543451 + Penalty 1851.063245 = -1234604.480206 nChanged 3 SP:Iteration 46Q (2582.131397 sec): 3 clusters Score: Raw -1236456.465329 + Penalty 1851.063245 = -1234605.402084 nChanged 3 SP:Iteration 47Q (2582.192966 sec): 3 clusters Score: Raw -1236457.187754 + Penalty 1851.063245 = -1234606.124509 nChanged 0 SP:Iteration 48F (2582.258283 sec): 3 clusters Score: Raw -1236457.187754 + Penalty 1851.063245 = -1234606.124509 nChanged 0 Trying to split cluster 5 (2022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2582.275917 sec): 2 clusters Score: Raw -143313.546337 + Penalty 723.125028 = -142590.421309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2582.320967 sec): 3 clusters Score: Raw -142298.450965 + Penalty 1446.250056 = -140852.200909 nChanged 810 SP:Iteration 1F (2582.363281 sec): 3 clusters Score: Raw -142777.540242 + Penalty 1446.250056 = -141331.290186 nChanged 160 SP:Iteration 2F (2582.419119 sec): 3 clusters Score: Raw -142874.294849 + Penalty 1446.250056 = -141428.044793 nChanged 115 SP:Iteration 3F (2582.454683 sec): 3 clusters Score: Raw -142939.587030 + Penalty 1446.250056 = -141493.336974 nChanged 86 SP:Iteration 4Q (2582.506644 sec): 3 clusters Score: Raw -142983.971606 + Penalty 1446.250056 = -141537.721550 nChanged 63 SP:Iteration 5Q (2582.545439 sec): 3 clusters Score: Raw -143013.197210 + Penalty 1446.250056 = -141566.947154 nChanged 52 SP:Iteration 6Q (2582.590733 sec): 3 clusters Score: Raw -143035.548246 + Penalty 1446.250056 = -141589.298190 nChanged 41 SP:Iteration 7Q (2582.636189 sec): 3 clusters Score: Raw -143052.534054 + Penalty 1446.250056 = -141606.283998 nChanged 30 SP:Iteration 8Q (2582.683000 sec): 3 clusters Score: Raw -143064.348627 + Penalty 1446.250056 = -141618.098571 nChanged 26 SP:Iteration 9Q (2582.726905 sec): 3 clusters Score: Raw -143072.953151 + Penalty 1446.250056 = -141626.703096 nChanged 19 SP:Iteration 10Q (2582.769643 sec): 3 clusters Score: Raw -143081.349302 + Penalty 1446.250056 = -141635.099246 nChanged 22 SP:Iteration 11Q (2582.814324 sec): 3 clusters Score: Raw -143092.108205 + Penalty 1446.250056 = -141645.858149 nChanged 25 SP:Iteration 12Q (2582.868798 sec): 3 clusters Score: Raw -143104.408765 + Penalty 1446.250056 = -141658.158709 nChanged 21 SP:Iteration 13Q (2582.907922 sec): 3 clusters Score: Raw -143117.201106 + Penalty 1446.250056 = -141670.951050 nChanged 29 SP:Iteration 14Q (2582.938802 sec): 3 clusters Score: Raw -143135.621109 + Penalty 1446.250056 = -141689.371053 nChanged 37 SP:Iteration 15Q (2582.980535 sec): 3 clusters Score: Raw -143154.523309 + Penalty 1446.250056 = -141708.273253 nChanged 27 SP:Iteration 16Q (2583.030951 sec): 3 clusters Score: Raw -143167.485633 + Penalty 1446.250056 = -141721.235578 nChanged 20 SP:Iteration 17Q (2583.077540 sec): 3 clusters Score: Raw -143173.900750 + Penalty 1446.250056 = -141727.650694 nChanged 17 SP:Iteration 18Q (2583.112330 sec): 3 clusters Score: Raw -143183.584552 + Penalty 1446.250056 = -141737.334496 nChanged 17 SP:Iteration 19Q (2583.157339 sec): 3 clusters Score: Raw -143194.964893 + Penalty 1446.250056 = -141748.714837 nChanged 18 SP:Iteration 20F (2583.202404 sec): 3 clusters Score: Raw -143204.421610 + Penalty 1446.250056 = -141758.171554 nChanged 17 SP:Iteration 21Q (2583.257769 sec): 3 clusters Score: Raw -143212.837721 + Penalty 1446.250056 = -141766.587665 nChanged 14 SP:Iteration 22Q (2583.302152 sec): 3 clusters Score: Raw -143218.886015 + Penalty 1446.250056 = -141772.635959 nChanged 9 SP:Iteration 23Q (2583.337137 sec): 3 clusters Score: Raw -143223.715158 + Penalty 1446.250056 = -141777.465102 nChanged 14 SP:Iteration 24Q (2583.383151 sec): 3 clusters Score: Raw -143229.437567 + Penalty 1446.250056 = -141783.187511 nChanged 16 SP:Iteration 25Q (2583.427507 sec): 3 clusters Score: Raw -143237.226239 + Penalty 1446.250056 = -141790.976183 nChanged 9 SP:Iteration 26Q (2583.480945 sec): 3 clusters Score: Raw -143240.402569 + Penalty 1446.250056 = -141794.152513 nChanged 10 SP:Iteration 27Q (2583.520197 sec): 3 clusters Score: Raw -143245.558286 + Penalty 1446.250056 = -141799.308230 nChanged 9 SP:Iteration 28Q (2583.562778 sec): 3 clusters Score: Raw -143249.125191 + Penalty 1446.250056 = -141802.875135 nChanged 12 SP:Iteration 29Q (2583.619945 sec): 3 clusters Score: Raw -143254.884218 + Penalty 1446.250056 = -141808.634162 nChanged 10 SP:Iteration 30Q (2583.657990 sec): 3 clusters Score: Raw -143261.193390 + Penalty 1446.250056 = -141814.943334 nChanged 18 SP:Iteration 31Q (2583.717188 sec): 3 clusters Score: Raw -143277.743728 + Penalty 1446.250056 = -141831.493672 nChanged 25 SP:Iteration 32Q (2583.766824 sec): 3 clusters Score: Raw -143311.952310 + Penalty 1446.250056 = -141865.702254 nChanged 33 SP:Iteration 33Q (2583.805743 sec): 3 clusters Score: Raw -143346.358954 + Penalty 1446.250056 = -141900.108898 nChanged 49 SP:Iteration 34Q (2583.870017 sec): 3 clusters Score: Raw -143394.947082 + Penalty 1446.250056 = -141948.697026 nChanged 54 SP:Iteration 35Q (2583.910677 sec): 3 clusters Score: Raw -143456.432516 + Penalty 1446.250056 = -142010.182460 nChanged 67 SP:Iteration 36Q (2583.969895 sec): 3 clusters Score: Raw -143565.134496 + Penalty 1446.250056 = -142118.884440 nChanged 85 SP:Iteration 37Q (2584.010835 sec): 3 clusters Score: Raw -143788.005433 + Penalty 1446.250056 = -142341.755377 nChanged 94 SP:Iteration 38Q (2584.074669 sec): 3 clusters Score: Raw -144175.085232 + Penalty 1446.250056 = -142728.835176 nChanged 48 SP:Iteration 39Q (2584.124330 sec): 3 clusters Score: Raw -144301.907440 + Penalty 1446.250056 = -142855.657384 nChanged 21 SP:Iteration 40F (2584.165663 sec): 3 clusters Score: Raw -144343.319401 + Penalty 1446.250056 = -142897.069345 nChanged 5 SP:Iteration 41Q (2584.215978 sec): 3 clusters Score: Raw -144346.300487 + Penalty 1446.250056 = -142900.050431 nChanged 2 SP:Iteration 42Q (2584.261291 sec): 3 clusters Score: Raw -144346.929132 + Penalty 1446.250056 = -142900.679076 nChanged 0 SP:Iteration 43F (2584.314456 sec): 3 clusters Score: Raw -144346.929132 + Penalty 1446.250056 = -142900.679076 nChanged 0 Score: Raw -25399849.064118 + Penalty 27934.834691 = -25371914.229428 Splitting cluster 5 changes total score from -25372095.150888 to -25371914.229428 So it's not getting split. Trying to split cluster 6 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2588.542487 sec): 2 clusters Score: Raw -19060.566384 + Penalty 553.189360 = -18507.377023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2588.591718 sec): 3 clusters Score: Raw -19016.850346 + Penalty 1106.378720 = -17910.471626 nChanged 103 SP:Iteration 1F (2588.638224 sec): 3 clusters Score: Raw -19209.055091 + Penalty 1106.378720 = -18102.676371 nChanged 26 SP:Iteration 2F (2588.687990 sec): 3 clusters Score: Raw -19260.760859 + Penalty 1106.378720 = -18154.382139 nChanged 17 SP:Iteration 3F (2588.738146 sec): 3 clusters Score: Raw -19319.788096 + Penalty 1106.378720 = -18213.409375 nChanged 16 SP:Iteration 4Q (2588.785171 sec): 3 clusters Score: Raw -19349.667829 + Penalty 1106.378720 = -18243.289108 nChanged 6 SP:Iteration 5Q (2588.826919 sec): 3 clusters Score: Raw -19356.059630 + Penalty 1106.378720 = -18249.680910 nChanged 1 SP:Iteration 6Q (2588.876260 sec): 3 clusters Score: Raw -19358.247133 + Penalty 1106.378720 = -18251.868413 nChanged 1 SP:Iteration 7Q (2588.910322 sec): 3 clusters Score: Raw -19363.384810 + Penalty 1106.378720 = -18257.006090 nChanged 0 SP:Iteration 8F (2588.968974 sec): 3 clusters Score: Raw -19363.384810 + Penalty 1106.378720 = -18257.006090 nChanged 0 Trying to split cluster 7 (37826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2589.031574 sec): 2 clusters Score: Raw -2839186.605357 + Penalty 1001.371438 = -2838185.233919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2589.118450 sec): 3 clusters Score: Raw -2815017.268434 + Penalty 2002.742875 = -2813014.525558 nChanged 17822 SP:Iteration 1F (2589.221266 sec): 3 clusters Score: Raw -2825652.425766 + Penalty 2002.742875 = -2823649.682890 nChanged 1831 SP:Iteration 2Q (2589.316306 sec): 3 clusters Score: Raw -2826388.269287 + Penalty 2002.742875 = -2824385.526412 nChanged 1784 SP:Iteration 3Q (2589.415953 sec): 3 clusters Score: Raw -2827183.324340 + Penalty 2002.742875 = -2825180.581465 nChanged 1830 SP:Iteration 4Q (2589.510301 sec): 3 clusters Score: Raw -2828134.132990 + Penalty 2002.742875 = -2826131.390115 nChanged 2017 SP:Iteration 5F (2589.611044 sec): 3 clusters Score: Raw -2829298.334391 + Penalty 2002.742875 = -2827295.591516 nChanged 2094 SP:Iteration 6F (2589.703531 sec): 3 clusters Score: Raw -2830667.952481 + Penalty 2002.742875 = -2828665.209606 nChanged 2106 SP:Iteration 7F (2589.786116 sec): 3 clusters Score: Raw -2832011.659578 + Penalty 2002.742875 = -2830008.916702 nChanged 1919 SP:Iteration 8F (2589.882594 sec): 3 clusters Score: Raw -2833130.530669 + Penalty 2002.742875 = -2831127.787793 nChanged 1611 SP:Iteration 9Q (2589.984160 sec): 3 clusters Score: Raw -2833953.963638 + Penalty 2002.742875 = -2831951.220762 nChanged 1263 SP:Iteration 10Q (2590.071298 sec): 3 clusters Score: Raw -2834487.731907 + Penalty 2002.742875 = -2832484.989032 nChanged 993 SP:Iteration 11Q (2590.162014 sec): 3 clusters Score: Raw -2834889.215995 + Penalty 2002.742875 = -2832886.473120 nChanged 859 SP:Iteration 12Q (2590.248991 sec): 3 clusters Score: Raw -2835263.102246 + Penalty 2002.742875 = -2833260.359371 nChanged 846 SP:Iteration 13Q (2590.333789 sec): 3 clusters Score: Raw -2835626.299084 + Penalty 2002.742875 = -2833623.556209 nChanged 810 SP:Iteration 14Q (2590.421667 sec): 3 clusters Score: Raw -2836008.368310 + Penalty 2002.742875 = -2834005.625435 nChanged 826 SP:Iteration 15Q (2590.496104 sec): 3 clusters Score: Raw -2836426.891246 + Penalty 2002.742875 = -2834424.148370 nChanged 796 SP:Iteration 16Q (2590.583201 sec): 3 clusters Score: Raw -2836854.461092 + Penalty 2002.742875 = -2834851.718217 nChanged 772 SP:Iteration 17Q (2590.672552 sec): 3 clusters Score: Raw -2837250.992775 + Penalty 2002.742875 = -2835248.249899 nChanged 680 SP:Iteration 18Q (2590.761484 sec): 3 clusters Score: Raw -2837608.871013 + Penalty 2002.742875 = -2835606.128137 nChanged 654 SP:Iteration 19Q (2590.842819 sec): 3 clusters Score: Raw -2837964.192855 + Penalty 2002.742875 = -2835961.449979 nChanged 590 SP:Iteration 20F (2590.925710 sec): 3 clusters Score: Raw -2838275.700111 + Penalty 2002.742875 = -2836272.957235 nChanged 475 SP:Iteration 21Q (2591.013617 sec): 3 clusters Score: Raw -2838527.913104 + Penalty 2002.742875 = -2836525.170229 nChanged 392 SP:Iteration 22Q (2591.090453 sec): 3 clusters Score: Raw -2838723.754595 + Penalty 2002.742875 = -2836721.011719 nChanged 301 SP:Iteration 23Q (2591.176667 sec): 3 clusters Score: Raw -2838880.339655 + Penalty 2002.742875 = -2836877.596780 nChanged 242 SP:Iteration 24Q (2591.262738 sec): 3 clusters Score: Raw -2839011.962998 + Penalty 2002.742875 = -2837009.220122 nChanged 192 SP:Iteration 25Q (2591.339614 sec): 3 clusters Score: Raw -2839110.368921 + Penalty 2002.742875 = -2837107.626046 nChanged 136 SP:Iteration 26Q (2591.434316 sec): 3 clusters Score: Raw -2839182.123343 + Penalty 2002.742875 = -2837179.380468 nChanged 105 SP:Iteration 27Q (2591.516358 sec): 3 clusters Score: Raw -2839231.580751 + Penalty 2002.742875 = -2837228.837875 nChanged 86 SP:Iteration 28Q (2591.607024 sec): 3 clusters Score: Raw -2839265.042863 + Penalty 2002.742875 = -2837262.299987 nChanged 61 SP:Iteration 29Q (2591.690531 sec): 3 clusters Score: Raw -2839289.182392 + Penalty 2002.742875 = -2837286.439516 nChanged 50 SP:Iteration 30Q (2591.782756 sec): 3 clusters Score: Raw -2839309.621700 + Penalty 2002.742875 = -2837306.878824 nChanged 37 SP:Iteration 31Q (2591.839314 sec): 3 clusters Score: Raw -2839325.254815 + Penalty 2002.742875 = -2837322.511939 nChanged 34 SP:Iteration 32Q (2591.923126 sec): 3 clusters Score: Raw -2839337.886235 + Penalty 2002.742875 = -2837335.143359 nChanged 28 SP:Iteration 33Q (2592.017187 sec): 3 clusters Score: Raw -2839348.262720 + Penalty 2002.742875 = -2837345.519845 nChanged 23 SP:Iteration 34Q (2592.102337 sec): 3 clusters Score: Raw -2839358.160676 + Penalty 2002.742875 = -2837355.417801 nChanged 21 SP:Iteration 35Q (2592.182708 sec): 3 clusters Score: Raw -2839371.262995 + Penalty 2002.742875 = -2837368.520120 nChanged 18 SP:Iteration 36Q (2592.263846 sec): 3 clusters Score: Raw -2839381.576093 + Penalty 2002.742875 = -2837378.833218 nChanged 16 SP:Iteration 37Q (2592.355769 sec): 3 clusters Score: Raw -2839388.606558 + Penalty 2002.742875 = -2837385.863683 nChanged 17 SP:Iteration 38Q (2592.437111 sec): 3 clusters Score: Raw -2839394.618730 + Penalty 2002.742875 = -2837391.875855 nChanged 13 SP:Iteration 39Q (2592.521901 sec): 3 clusters Score: Raw -2839398.503267 + Penalty 2002.742875 = -2837395.760392 nChanged 5 SP:Iteration 40F (2592.605878 sec): 3 clusters Score: Raw -2839399.653055 + Penalty 2002.742875 = -2837396.910180 nChanged 6 SP:Iteration 41Q (2592.698755 sec): 3 clusters Score: Raw -2839401.046875 + Penalty 2002.742875 = -2837398.304000 nChanged 3 SP:Iteration 42Q (2592.785567 sec): 3 clusters Score: Raw -2839402.048597 + Penalty 2002.742875 = -2837399.305722 nChanged 4 SP:Iteration 43Q (2592.871253 sec): 3 clusters Score: Raw -2839403.184785 + Penalty 2002.742875 = -2837400.441909 nChanged 5 SP:Iteration 44Q (2592.955090 sec): 3 clusters Score: Raw -2839405.363972 + Penalty 2002.742875 = -2837402.621097 nChanged 4 SP:Iteration 45Q (2593.040849 sec): 3 clusters Score: Raw -2839407.565657 + Penalty 2002.742875 = -2837404.822782 nChanged 1 SP:Iteration 46Q (2593.116725 sec): 3 clusters Score: Raw -2839407.794677 + Penalty 2002.742875 = -2837405.051802 nChanged 1 SP:Iteration 47Q (2593.208134 sec): 3 clusters Score: Raw -2839408.108832 + Penalty 2002.742875 = -2837405.365956 nChanged 1 SP:Iteration 48Q (2593.302159 sec): 3 clusters Score: Raw -2839408.413436 + Penalty 2002.742875 = -2837405.670561 nChanged 0 SP:Iteration 49F (2593.395927 sec): 3 clusters Score: Raw -2839408.413436 + Penalty 2002.742875 = -2837405.670561 nChanged 0 Trying to split cluster 8 (2443 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2593.419656 sec): 2 clusters Score: Raw -174465.345639 + Penalty 741.093297 = -173724.252342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2593.458677 sec): 3 clusters Score: Raw -173237.490094 + Penalty 1482.186594 = -171755.303500 nChanged 995 SP:Iteration 1F (2593.508552 sec): 3 clusters Score: Raw -173805.991896 + Penalty 1482.186594 = -172323.805302 nChanged 173 SP:Iteration 2F (2593.556200 sec): 3 clusters Score: Raw -173896.887486 + Penalty 1482.186594 = -172414.700893 nChanged 114 SP:Iteration 3Q (2593.595541 sec): 3 clusters Score: Raw -173977.595076 + Penalty 1482.186594 = -172495.408483 nChanged 101 SP:Iteration 4Q (2593.638347 sec): 3 clusters Score: Raw -174043.555914 + Penalty 1482.186594 = -172561.369321 nChanged 84 SP:Iteration 5Q (2593.698428 sec): 3 clusters Score: Raw -174091.272100 + Penalty 1482.186594 = -172609.085507 nChanged 71 SP:Iteration 6Q (2593.746647 sec): 3 clusters Score: Raw -174128.631199 + Penalty 1482.186594 = -172646.444605 nChanged 54 SP:Iteration 7Q (2593.784802 sec): 3 clusters Score: Raw -174159.766907 + Penalty 1482.186594 = -172677.580313 nChanged 66 SP:Iteration 8Q (2593.820879 sec): 3 clusters Score: Raw -174200.093622 + Penalty 1482.186594 = -172717.907029 nChanged 63 SP:Iteration 9Q (2593.867644 sec): 3 clusters Score: Raw -174232.645057 + Penalty 1482.186594 = -172750.458463 nChanged 62 SP:Iteration 10Q (2593.907342 sec): 3 clusters Score: Raw -174267.484433 + Penalty 1482.186594 = -172785.297840 nChanged 58 SP:Iteration 11Q (2593.950046 sec): 3 clusters Score: Raw -174301.118840 + Penalty 1482.186594 = -172818.932247 nChanged 61 SP:Iteration 12Q (2593.996300 sec): 3 clusters Score: Raw -174343.998197 + Penalty 1482.186594 = -172861.811603 nChanged 61 SP:Iteration 13Q (2594.040037 sec): 3 clusters Score: Raw -174380.238853 + Penalty 1482.186594 = -172898.052259 nChanged 43 SP:Iteration 14Q (2594.087000 sec): 3 clusters Score: Raw -174399.318747 + Penalty 1482.186594 = -172917.132153 nChanged 36 SP:Iteration 15Q (2594.128251 sec): 3 clusters Score: Raw -174419.773519 + Penalty 1482.186594 = -172937.586926 nChanged 35 SP:Iteration 16Q (2594.170676 sec): 3 clusters Score: Raw -174438.289794 + Penalty 1482.186594 = -172956.103200 nChanged 28 SP:Iteration 17Q (2594.214986 sec): 3 clusters Score: Raw -174449.674699 + Penalty 1482.186594 = -172967.488105 nChanged 21 SP:Iteration 18Q (2594.259155 sec): 3 clusters Score: Raw -174458.054482 + Penalty 1482.186594 = -172975.867889 nChanged 14 SP:Iteration 19Q (2594.303171 sec): 3 clusters Score: Raw -174463.825878 + Penalty 1482.186594 = -172981.639285 nChanged 15 SP:Iteration 20F (2594.342833 sec): 3 clusters Score: Raw -174471.090758 + Penalty 1482.186594 = -172988.904165 nChanged 18 SP:Iteration 21Q (2594.386152 sec): 3 clusters Score: Raw -174476.946097 + Penalty 1482.186594 = -172994.759503 nChanged 8 SP:Iteration 22Q (2594.431478 sec): 3 clusters Score: Raw -174479.499388 + Penalty 1482.186594 = -172997.312794 nChanged 9 SP:Iteration 23Q (2594.476069 sec): 3 clusters Score: Raw -174481.230746 + Penalty 1482.186594 = -172999.044153 nChanged 2 SP:Iteration 24Q (2594.519885 sec): 3 clusters Score: Raw -174481.782573 + Penalty 1482.186594 = -172999.595979 nChanged 1 SP:Iteration 25Q (2594.563673 sec): 3 clusters Score: Raw -174482.200844 + Penalty 1482.186594 = -173000.014251 nChanged 0 SP:Iteration 26F (2594.607816 sec): 3 clusters Score: Raw -174482.200844 + Penalty 1482.186594 = -173000.014251 nChanged 0 Trying to split cluster 9 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2594.639876 sec): 2 clusters Score: Raw -14274.122039 + Penalty 526.046755 = -13748.075284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2594.671231 sec): 3 clusters Score: Raw -14322.000793 + Penalty 1052.093511 = -13269.907282 nChanged 66 SP:Iteration 1F (2594.713150 sec): 3 clusters Score: Raw -14455.804867 + Penalty 1052.093511 = -13403.711356 nChanged 19 SP:Iteration 2F (2594.755394 sec): 3 clusters Score: Raw -14507.481484 + Penalty 1052.093511 = -13455.387973 nChanged 11 SP:Iteration 3Q (2594.797306 sec): 3 clusters Score: Raw -14534.967122 + Penalty 1052.093511 = -13482.873611 nChanged 9 SP:Iteration 4Q (2594.834615 sec): 3 clusters Score: Raw -14559.869551 + Penalty 1052.093511 = -13507.776040 nChanged 8 SP:Iteration 5Q (2594.884868 sec): 3 clusters Score: Raw -14592.543266 + Penalty 1052.093511 = -13540.449755 nChanged 3 SP:Iteration 6Q (2594.925789 sec): 3 clusters Score: Raw -14604.066154 + Penalty 1052.093511 = -13551.972643 nChanged 0 SP:Iteration 7F (2594.964124 sec): 3 clusters Score: Raw -14604.066154 + Penalty 1052.093511 = -13551.972643 nChanged 0 Trying to split cluster 10 (45674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2595.038868 sec): 2 clusters Score: Raw -3449362.021376 + Penalty 1019.282026 = -3448342.739349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2595.131837 sec): 3 clusters Score: Raw -3419858.797817 + Penalty 2038.564053 = -3417820.233765 nChanged 21774 SP:Iteration 1F (2595.233016 sec): 3 clusters Score: Raw -3432735.848511 + Penalty 2038.564053 = -3430697.284459 nChanged 1842 SP:Iteration 2Q (2595.339775 sec): 3 clusters Score: Raw -3433346.667711 + Penalty 2038.564053 = -3431308.103658 nChanged 1973 SP:Iteration 3Q (2595.458912 sec): 3 clusters Score: Raw -3434181.039398 + Penalty 2038.564053 = -3432142.475346 nChanged 2296 SP:Iteration 4F (2595.551962 sec): 3 clusters Score: Raw -3435389.304442 + Penalty 2038.564053 = -3433350.740389 nChanged 2662 SP:Iteration 5F (2595.656088 sec): 3 clusters Score: Raw -3437213.672867 + Penalty 2038.564053 = -3435175.108815 nChanged 3004 SP:Iteration 6F (2595.762177 sec): 3 clusters Score: Raw -3439849.350021 + Penalty 2038.564053 = -3437810.785968 nChanged 2993 SP:Iteration 7F (2595.868552 sec): 3 clusters Score: Raw -3442653.154652 + Penalty 2038.564053 = -3440614.590599 nChanged 2478 SP:Iteration 8F (2595.965864 sec): 3 clusters Score: Raw -3444512.190678 + Penalty 2038.564053 = -3442473.626625 nChanged 1806 SP:Iteration 9Q (2596.077036 sec): 3 clusters Score: Raw -3445455.528948 + Penalty 2038.564053 = -3443416.964895 nChanged 1206 SP:Iteration 10Q (2596.183344 sec): 3 clusters Score: Raw -3445941.065518 + Penalty 2038.564053 = -3443902.501466 nChanged 877 SP:Iteration 11Q (2596.289534 sec): 3 clusters Score: Raw -3446258.099260 + Penalty 2038.564053 = -3444219.535208 nChanged 741 SP:Iteration 12Q (2596.391189 sec): 3 clusters Score: Raw -3446520.420286 + Penalty 2038.564053 = -3444481.856233 nChanged 677 SP:Iteration 13Q (2596.491688 sec): 3 clusters Score: Raw -3446771.997244 + Penalty 2038.564053 = -3444733.433191 nChanged 631 SP:Iteration 14Q (2596.600188 sec): 3 clusters Score: Raw -3446995.936491 + Penalty 2038.564053 = -3444957.372438 nChanged 581 SP:Iteration 15Q (2596.695451 sec): 3 clusters Score: Raw -3447212.368737 + Penalty 2038.564053 = -3445173.804684 nChanged 585 SP:Iteration 16Q (2596.798434 sec): 3 clusters Score: Raw -3447436.542876 + Penalty 2038.564053 = -3445397.978824 nChanged 555 SP:Iteration 17Q (2596.894184 sec): 3 clusters Score: Raw -3447656.236609 + Penalty 2038.564053 = -3445617.672557 nChanged 529 SP:Iteration 18Q (2596.997921 sec): 3 clusters Score: Raw -3447872.436111 + Penalty 2038.564053 = -3445833.872058 nChanged 508 SP:Iteration 19Q (2597.088299 sec): 3 clusters Score: Raw -3448075.886738 + Penalty 2038.564053 = -3446037.322685 nChanged 461 SP:Iteration 20F (2597.193272 sec): 3 clusters Score: Raw -3448265.732787 + Penalty 2038.564053 = -3446227.168735 nChanged 414 SP:Iteration 21Q (2597.303522 sec): 3 clusters Score: Raw -3448434.432245 + Penalty 2038.564053 = -3446395.868192 nChanged 377 SP:Iteration 22Q (2597.395889 sec): 3 clusters Score: Raw -3448587.864247 + Penalty 2038.564053 = -3446549.300194 nChanged 348 SP:Iteration 23Q (2597.495012 sec): 3 clusters Score: Raw -3448743.260669 + Penalty 2038.564053 = -3446704.696617 nChanged 300 SP:Iteration 24Q (2597.590502 sec): 3 clusters Score: Raw -3448878.291071 + Penalty 2038.564053 = -3446839.727018 nChanged 268 SP:Iteration 25Q (2597.685268 sec): 3 clusters Score: Raw -3448989.846906 + Penalty 2038.564053 = -3446951.282854 nChanged 220 SP:Iteration 26Q (2597.779313 sec): 3 clusters Score: Raw -3449080.068397 + Penalty 2038.564053 = -3447041.504344 nChanged 182 SP:Iteration 27Q (2597.881247 sec): 3 clusters Score: Raw -3449147.599167 + Penalty 2038.564053 = -3447109.035115 nChanged 152 SP:Iteration 28Q (2597.979566 sec): 3 clusters Score: Raw -3449204.756105 + Penalty 2038.564053 = -3447166.192052 nChanged 134 SP:Iteration 29Q (2598.073756 sec): 3 clusters Score: Raw -3449252.272681 + Penalty 2038.564053 = -3447213.708628 nChanged 107 SP:Iteration 30Q (2598.176239 sec): 3 clusters Score: Raw -3449291.338549 + Penalty 2038.564053 = -3447252.774496 nChanged 116 SP:Iteration 31Q (2598.268374 sec): 3 clusters Score: Raw -3449330.545448 + Penalty 2038.564053 = -3447291.981395 nChanged 89 SP:Iteration 32Q (2598.360618 sec): 3 clusters Score: Raw -3449359.792528 + Penalty 2038.564053 = -3447321.228476 nChanged 89 SP:Iteration 33Q (2598.448598 sec): 3 clusters Score: Raw -3449390.708743 + Penalty 2038.564053 = -3447352.144691 nChanged 80 SP:Iteration 34Q (2598.541839 sec): 3 clusters Score: Raw -3449418.809199 + Penalty 2038.564053 = -3447380.245146 nChanged 72 SP:Iteration 35Q (2598.633166 sec): 3 clusters Score: Raw -3449444.409170 + Penalty 2038.564053 = -3447405.845118 nChanged 73 SP:Iteration 36Q (2598.717491 sec): 3 clusters Score: Raw -3449473.039779 + Penalty 2038.564053 = -3447434.475726 nChanged 70 SP:Iteration 37Q (2598.814391 sec): 3 clusters Score: Raw -3449500.065111 + Penalty 2038.564053 = -3447461.501059 nChanged 55 SP:Iteration 38Q (2598.916849 sec): 3 clusters Score: Raw -3449518.025785 + Penalty 2038.564053 = -3447479.461732 nChanged 49 SP:Iteration 39Q (2599.007084 sec): 3 clusters Score: Raw -3449534.149295 + Penalty 2038.564053 = -3447495.585242 nChanged 40 SP:Iteration 40F (2599.105630 sec): 3 clusters Score: Raw -3449545.615967 + Penalty 2038.564053 = -3447507.051915 nChanged 20 SP:Iteration 41Q (2599.206955 sec): 3 clusters Score: Raw -3449549.804973 + Penalty 2038.564053 = -3447511.240921 nChanged 5 SP:Iteration 42Q (2599.297177 sec): 3 clusters Score: Raw -3449550.421251 + Penalty 2038.564053 = -3447511.857198 nChanged 5 SP:Iteration 43Q (2599.394530 sec): 3 clusters Score: Raw -3449551.039135 + Penalty 2038.564053 = -3447512.475083 nChanged 3 SP:Iteration 44Q (2599.487514 sec): 3 clusters Score: Raw -3449551.400850 + Penalty 2038.564053 = -3447512.836797 nChanged 6 SP:Iteration 45Q (2599.583815 sec): 3 clusters Score: Raw -3449552.408415 + Penalty 2038.564053 = -3447513.844362 nChanged 2 SP:Iteration 46Q (2599.679947 sec): 3 clusters Score: Raw -3449553.186982 + Penalty 2038.564053 = -3447514.622930 nChanged 6 SP:Iteration 47Q (2599.777428 sec): 3 clusters Score: Raw -3449555.337958 + Penalty 2038.564053 = -3447516.773905 nChanged 6 SP:Iteration 48Q (2599.873387 sec): 3 clusters Score: Raw -3449557.263849 + Penalty 2038.564053 = -3447518.699796 nChanged 10 SP:Iteration 49Q (2599.962519 sec): 3 clusters Score: Raw -3449559.179326 + Penalty 2038.564053 = -3447520.615274 nChanged 5 SP:Iteration 50Q (2600.051966 sec): 3 clusters Score: Raw -3449560.093316 + Penalty 2038.564053 = -3447521.529263 nChanged 3 SP:Iteration 51Q (2600.143339 sec): 3 clusters Score: Raw -3449560.472191 + Penalty 2038.564053 = -3447521.908139 nChanged 2 SP:Iteration 52Q (2600.228492 sec): 3 clusters Score: Raw -3449560.820915 + Penalty 2038.564053 = -3447522.256863 nChanged 1 SP:Iteration 53Q (2600.322267 sec): 3 clusters Score: Raw -3449560.970914 + Penalty 2038.564053 = -3447522.406861 nChanged 0 SP:Iteration 54F (2600.421434 sec): 3 clusters Score: Raw -3449560.970914 + Penalty 2038.564053 = -3447522.406861 nChanged 0 Trying to split cluster 11 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2600.450118 sec): 2 clusters Score: Raw -71882.491992 + Penalty 669.265986 = -71213.226006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2600.485223 sec): 3 clusters Score: Raw -71379.805429 + Penalty 1338.531972 = -70041.273456 nChanged 413 SP:Iteration 1F (2600.529172 sec): 3 clusters Score: Raw -71677.031534 + Penalty 1338.531972 = -70338.499561 nChanged 115 SP:Iteration 2F (2600.574594 sec): 3 clusters Score: Raw -71786.854879 + Penalty 1338.531972 = -70448.322907 nChanged 56 SP:Iteration 3Q (2600.617070 sec): 3 clusters Score: Raw -71844.247399 + Penalty 1338.531972 = -70505.715427 nChanged 48 SP:Iteration 4Q (2600.658684 sec): 3 clusters Score: Raw -71900.027863 + Penalty 1338.531972 = -70561.495890 nChanged 43 SP:Iteration 5Q (2600.702573 sec): 3 clusters Score: Raw -71975.650975 + Penalty 1338.531972 = -70637.119002 nChanged 50 SP:Iteration 6Q (2600.746625 sec): 3 clusters Score: Raw -72061.337189 + Penalty 1338.531972 = -70722.805217 nChanged 66 SP:Iteration 7F (2600.792388 sec): 3 clusters Score: Raw -72160.812903 + Penalty 1338.531972 = -70822.280931 nChanged 56 SP:Iteration 8Q (2600.837910 sec): 3 clusters Score: Raw -72224.322895 + Penalty 1338.531972 = -70885.790923 nChanged 48 SP:Iteration 9Q (2600.890163 sec): 3 clusters Score: Raw -72294.726199 + Penalty 1338.531972 = -70956.194226 nChanged 48 SP:Iteration 10Q (2600.926008 sec): 3 clusters Score: Raw -72357.708164 + Penalty 1338.531972 = -71019.176192 nChanged 42 SP:Iteration 11Q (2600.970554 sec): 3 clusters Score: Raw -72439.726044 + Penalty 1338.531972 = -71101.194072 nChanged 32 SP:Iteration 12Q (2601.014418 sec): 3 clusters Score: Raw -72487.835867 + Penalty 1338.531972 = -71149.303895 nChanged 21 SP:Iteration 13Q (2601.058743 sec): 3 clusters Score: Raw -72526.212032 + Penalty 1338.531972 = -71187.680059 nChanged 24 SP:Iteration 14Q (2601.104234 sec): 3 clusters Score: Raw -72558.987451 + Penalty 1338.531972 = -71220.455478 nChanged 19 SP:Iteration 15Q (2601.146830 sec): 3 clusters Score: Raw -72579.669631 + Penalty 1338.531972 = -71241.137658 nChanged 14 SP:Iteration 16Q (2601.187229 sec): 3 clusters Score: Raw -72591.847197 + Penalty 1338.531972 = -71253.315224 nChanged 11 SP:Iteration 17Q (2601.230653 sec): 3 clusters Score: Raw -72605.839220 + Penalty 1338.531972 = -71267.307248 nChanged 9 SP:Iteration 18Q (2601.275333 sec): 3 clusters Score: Raw -72617.965638 + Penalty 1338.531972 = -71279.433666 nChanged 11 SP:Iteration 19Q (2601.317782 sec): 3 clusters Score: Raw -72628.711973 + Penalty 1338.531972 = -71290.180001 nChanged 5 SP:Iteration 20F (2601.370663 sec): 3 clusters Score: Raw -72631.933840 + Penalty 1338.531972 = -71293.401868 nChanged 4 SP:Iteration 21Q (2601.399221 sec): 3 clusters Score: Raw -72635.232626 + Penalty 1338.531972 = -71296.700654 nChanged 6 SP:Iteration 22Q (2601.442200 sec): 3 clusters Score: Raw -72638.467504 + Penalty 1338.531972 = -71299.935532 nChanged 0 SP:Iteration 23F (2601.495638 sec): 3 clusters Score: Raw -72638.467504 + Penalty 1338.531972 = -71299.935532 nChanged 0 Score: Raw -25399571.656836 + Penalty 27934.834691 = -25371636.822145 Splitting cluster 11 changes total score from -25372095.150888 to -25371636.822145 So it's not getting split. Trying to split cluster 12 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2605.630589 sec): 2 clusters Score: Raw -39478.843908 + Penalty 602.668641 = -38876.175266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2605.672562 sec): 3 clusters Score: Raw -39301.734993 + Penalty 1205.337282 = -38096.397710 nChanged 166 SP:Iteration 1F (2605.706798 sec): 3 clusters Score: Raw -39497.107454 + Penalty 1205.337282 = -38291.770171 nChanged 49 SP:Iteration 2F (2605.741628 sec): 3 clusters Score: Raw -39565.887182 + Penalty 1205.337282 = -38360.549899 nChanged 22 SP:Iteration 3Q (2605.777541 sec): 3 clusters Score: Raw -39600.943276 + Penalty 1205.337282 = -38395.605993 nChanged 24 SP:Iteration 4Q (2605.811300 sec): 3 clusters Score: Raw -39648.241225 + Penalty 1205.337282 = -38442.903942 nChanged 21 SP:Iteration 5Q (2605.849434 sec): 3 clusters Score: Raw -39684.791815 + Penalty 1205.337282 = -38479.454533 nChanged 15 SP:Iteration 6Q (2605.886940 sec): 3 clusters Score: Raw -39702.317218 + Penalty 1205.337282 = -38496.979936 nChanged 10 SP:Iteration 7Q (2605.939351 sec): 3 clusters Score: Raw -39715.664161 + Penalty 1205.337282 = -38510.326878 nChanged 9 SP:Iteration 8Q (2605.987309 sec): 3 clusters Score: Raw -39731.942594 + Penalty 1205.337282 = -38526.605312 nChanged 9 SP:Iteration 9Q (2606.018669 sec): 3 clusters Score: Raw -39739.096800 + Penalty 1205.337282 = -38533.759518 nChanged 8 SP:Iteration 10Q (2606.067267 sec): 3 clusters Score: Raw -39749.925023 + Penalty 1205.337282 = -38544.587741 nChanged 11 SP:Iteration 11Q (2606.106383 sec): 3 clusters Score: Raw -39767.450707 + Penalty 1205.337282 = -38562.113425 nChanged 6 SP:Iteration 12Q (2606.151095 sec): 3 clusters Score: Raw -39775.571632 + Penalty 1205.337282 = -38570.234350 nChanged 6 SP:Iteration 13Q (2606.205029 sec): 3 clusters Score: Raw -39780.880416 + Penalty 1205.337282 = -38575.543134 nChanged 3 SP:Iteration 14Q (2606.249258 sec): 3 clusters Score: Raw -39783.867488 + Penalty 1205.337282 = -38578.530206 nChanged 0 SP:Iteration 15F (2606.296316 sec): 3 clusters Score: Raw -39783.867488 + Penalty 1205.337282 = -38578.530206 nChanged 0 Trying to split cluster 13 (40609 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2606.371335 sec): 2 clusters Score: Raw -2829183.988288 + Penalty 1008.115775 = -2828175.872514 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2606.459529 sec): 3 clusters Score: Raw -2803182.856261 + Penalty 2016.231549 = -2801166.624712 nChanged 19225 SP:Iteration 1F (2606.554286 sec): 3 clusters Score: Raw -2814516.556466 + Penalty 2016.231549 = -2812500.324917 nChanged 2085 SP:Iteration 2F (2606.641788 sec): 3 clusters Score: Raw -2815359.896894 + Penalty 2016.231549 = -2813343.665345 nChanged 2225 SP:Iteration 3F (2606.733362 sec): 3 clusters Score: Raw -2816561.654054 + Penalty 2016.231549 = -2814545.422504 nChanged 2528 SP:Iteration 4F (2606.826433 sec): 3 clusters Score: Raw -2818257.121717 + Penalty 2016.231549 = -2816240.890168 nChanged 2610 SP:Iteration 5F (2606.915756 sec): 3 clusters Score: Raw -2820190.191619 + Penalty 2016.231549 = -2818173.960070 nChanged 2552 SP:Iteration 6F (2607.018175 sec): 3 clusters Score: Raw -2822290.829229 + Penalty 2016.231549 = -2820274.597680 nChanged 2329 SP:Iteration 7F (2607.106191 sec): 3 clusters Score: Raw -2824056.169326 + Penalty 2016.231549 = -2822039.937777 nChanged 1832 SP:Iteration 8Q (2607.203969 sec): 3 clusters Score: Raw -2825167.222090 + Penalty 2016.231549 = -2823150.990540 nChanged 1290 SP:Iteration 9Q (2607.300017 sec): 3 clusters Score: Raw -2825812.539601 + Penalty 2016.231549 = -2823796.308052 nChanged 958 SP:Iteration 10Q (2607.389380 sec): 3 clusters Score: Raw -2826247.199049 + Penalty 2016.231549 = -2824230.967500 nChanged 777 SP:Iteration 11Q (2607.475869 sec): 3 clusters Score: Raw -2826597.988557 + Penalty 2016.231549 = -2824581.757008 nChanged 736 SP:Iteration 12Q (2607.563823 sec): 3 clusters Score: Raw -2826931.887373 + Penalty 2016.231549 = -2824915.655824 nChanged 686 SP:Iteration 13Q (2607.664399 sec): 3 clusters Score: Raw -2827244.494871 + Penalty 2016.231549 = -2825228.263322 nChanged 644 SP:Iteration 14Q (2607.753833 sec): 3 clusters Score: Raw -2827548.725994 + Penalty 2016.231549 = -2825532.494445 nChanged 577 SP:Iteration 15Q (2607.847105 sec): 3 clusters Score: Raw -2827805.838760 + Penalty 2016.231549 = -2825789.607211 nChanged 533 SP:Iteration 16Q (2607.925517 sec): 3 clusters Score: Raw -2828028.110861 + Penalty 2016.231549 = -2826011.879311 nChanged 508 SP:Iteration 17Q (2608.015334 sec): 3 clusters Score: Raw -2828234.974305 + Penalty 2016.231549 = -2826218.742756 nChanged 447 SP:Iteration 18Q (2608.102451 sec): 3 clusters Score: Raw -2828402.431506 + Penalty 2016.231549 = -2826386.199956 nChanged 401 SP:Iteration 19Q (2608.194101 sec): 3 clusters Score: Raw -2828542.454494 + Penalty 2016.231549 = -2826526.222944 nChanged 354 SP:Iteration 20F (2608.296999 sec): 3 clusters Score: Raw -2828671.887825 + Penalty 2016.231549 = -2826655.656276 nChanged 353 SP:Iteration 21Q (2608.376570 sec): 3 clusters Score: Raw -2828804.575899 + Penalty 2016.231549 = -2826788.344350 nChanged 323 SP:Iteration 22Q (2608.469870 sec): 3 clusters Score: Raw -2828921.755949 + Penalty 2016.231549 = -2826905.524400 nChanged 294 SP:Iteration 23Q (2608.562672 sec): 3 clusters Score: Raw -2829017.217422 + Penalty 2016.231549 = -2827000.985873 nChanged 228 SP:Iteration 24Q (2608.647390 sec): 3 clusters Score: Raw -2829082.933867 + Penalty 2016.231549 = -2827066.702317 nChanged 193 SP:Iteration 25Q (2608.739489 sec): 3 clusters Score: Raw -2829145.952543 + Penalty 2016.231549 = -2827129.720994 nChanged 186 SP:Iteration 26Q (2608.826433 sec): 3 clusters Score: Raw -2829207.482975 + Penalty 2016.231549 = -2827191.251426 nChanged 179 SP:Iteration 27Q (2608.924151 sec): 3 clusters Score: Raw -2829268.943180 + Penalty 2016.231549 = -2827252.711631 nChanged 157 SP:Iteration 28Q (2609.012403 sec): 3 clusters Score: Raw -2829322.664235 + Penalty 2016.231549 = -2827306.432686 nChanged 140 SP:Iteration 29Q (2609.102773 sec): 3 clusters Score: Raw -2829365.008726 + Penalty 2016.231549 = -2827348.777177 nChanged 127 SP:Iteration 30Q (2609.191270 sec): 3 clusters Score: Raw -2829404.548226 + Penalty 2016.231549 = -2827388.316677 nChanged 104 SP:Iteration 31Q (2609.275894 sec): 3 clusters Score: Raw -2829433.759128 + Penalty 2016.231549 = -2827417.527579 nChanged 80 SP:Iteration 32Q (2609.355071 sec): 3 clusters Score: Raw -2829456.582331 + Penalty 2016.231549 = -2827440.350782 nChanged 70 SP:Iteration 33Q (2609.442225 sec): 3 clusters Score: Raw -2829476.690291 + Penalty 2016.231549 = -2827460.458742 nChanged 73 SP:Iteration 34Q (2609.530007 sec): 3 clusters Score: Raw -2829497.209439 + Penalty 2016.231549 = -2827480.977890 nChanged 54 SP:Iteration 35Q (2609.608077 sec): 3 clusters Score: Raw -2829510.953634 + Penalty 2016.231549 = -2827494.722085 nChanged 43 SP:Iteration 36Q (2609.692362 sec): 3 clusters Score: Raw -2829521.710031 + Penalty 2016.231549 = -2827505.478481 nChanged 37 SP:Iteration 37Q (2609.779704 sec): 3 clusters Score: Raw -2829529.220607 + Penalty 2016.231549 = -2827512.989058 nChanged 28 SP:Iteration 38Q (2609.858679 sec): 3 clusters Score: Raw -2829534.156535 + Penalty 2016.231549 = -2827517.924986 nChanged 22 SP:Iteration 39Q (2609.950792 sec): 3 clusters Score: Raw -2829536.895077 + Penalty 2016.231549 = -2827520.663528 nChanged 12 SP:Iteration 40F (2610.036769 sec): 3 clusters Score: Raw -2829538.384715 + Penalty 2016.231549 = -2827522.153165 nChanged 8 SP:Iteration 41Q (2610.110131 sec): 3 clusters Score: Raw -2829539.918656 + Penalty 2016.231549 = -2827523.687107 nChanged 16 SP:Iteration 42Q (2610.195529 sec): 3 clusters Score: Raw -2829541.642399 + Penalty 2016.231549 = -2827525.410850 nChanged 8 SP:Iteration 43Q (2610.281453 sec): 3 clusters Score: Raw -2829542.700913 + Penalty 2016.231549 = -2827526.469364 nChanged 13 SP:Iteration 44Q (2610.368212 sec): 3 clusters Score: Raw -2829544.739664 + Penalty 2016.231549 = -2827528.508114 nChanged 17 SP:Iteration 45Q (2610.451686 sec): 3 clusters Score: Raw -2829547.583138 + Penalty 2016.231549 = -2827531.351589 nChanged 14 SP:Iteration 46Q (2610.543720 sec): 3 clusters Score: Raw -2829549.653085 + Penalty 2016.231549 = -2827533.421536 nChanged 14 SP:Iteration 47Q (2610.622456 sec): 3 clusters Score: Raw -2829551.587740 + Penalty 2016.231549 = -2827535.356190 nChanged 16 SP:Iteration 48Q (2610.712669 sec): 3 clusters Score: Raw -2829553.365122 + Penalty 2016.231549 = -2827537.133573 nChanged 10 SP:Iteration 49Q (2610.785266 sec): 3 clusters Score: Raw -2829554.599691 + Penalty 2016.231549 = -2827538.368141 nChanged 7 SP:Iteration 50Q (2610.872210 sec): 3 clusters Score: Raw -2829555.319882 + Penalty 2016.231549 = -2827539.088333 nChanged 8 SP:Iteration 51Q (2610.952110 sec): 3 clusters Score: Raw -2829556.354317 + Penalty 2016.231549 = -2827540.122767 nChanged 5 SP:Iteration 52Q (2611.046305 sec): 3 clusters Score: Raw -2829556.697374 + Penalty 2016.231549 = -2827540.465825 nChanged 2 SP:Iteration 53Q (2611.129532 sec): 3 clusters Score: Raw -2829557.038714 + Penalty 2016.231549 = -2827540.807165 nChanged 4 SP:Iteration 54Q (2611.219256 sec): 3 clusters Score: Raw -2829557.516078 + Penalty 2016.231549 = -2827541.284529 nChanged 6 SP:Iteration 55Q (2611.304325 sec): 3 clusters Score: Raw -2829558.378198 + Penalty 2016.231549 = -2827542.146649 nChanged 6 SP:Iteration 56Q (2611.391028 sec): 3 clusters Score: Raw -2829559.293362 + Penalty 2016.231549 = -2827543.061812 nChanged 7 SP:Iteration 57Q (2611.478809 sec): 3 clusters Score: Raw -2829560.552368 + Penalty 2016.231549 = -2827544.320818 nChanged 6 SP:Iteration 58Q (2611.565949 sec): 3 clusters Score: Raw -2829561.345418 + Penalty 2016.231549 = -2827545.113868 nChanged 7 SP:Iteration 59Q (2611.651138 sec): 3 clusters Score: Raw -2829562.625522 + Penalty 2016.231549 = -2827546.393973 nChanged 10 SP:Iteration 60F (2611.748367 sec): 3 clusters Score: Raw -2829563.873732 + Penalty 2016.231549 = -2827547.642183 nChanged 8 SP:Iteration 61Q (2611.838030 sec): 3 clusters Score: Raw -2829565.134101 + Penalty 2016.231549 = -2827548.902552 nChanged 7 SP:Iteration 62Q (2611.915199 sec): 3 clusters Score: Raw -2829565.873460 + Penalty 2016.231549 = -2827549.641911 nChanged 4 SP:Iteration 63Q (2612.001937 sec): 3 clusters Score: Raw -2829566.410777 + Penalty 2016.231549 = -2827550.179228 nChanged 3 SP:Iteration 64Q (2612.081956 sec): 3 clusters Score: Raw -2829566.815998 + Penalty 2016.231549 = -2827550.584448 nChanged 4 SP:Iteration 65Q (2612.173535 sec): 3 clusters Score: Raw -2829567.400882 + Penalty 2016.231549 = -2827551.169333 nChanged 4 SP:Iteration 66Q (2612.262928 sec): 3 clusters Score: Raw -2829567.803033 + Penalty 2016.231549 = -2827551.571484 nChanged 2 SP:Iteration 67Q (2612.342302 sec): 3 clusters Score: Raw -2829568.177318 + Penalty 2016.231549 = -2827551.945769 nChanged 2 SP:Iteration 68Q (2612.438136 sec): 3 clusters Score: Raw -2829568.379828 + Penalty 2016.231549 = -2827552.148279 nChanged 3 SP:Iteration 69Q (2612.520574 sec): 3 clusters Score: Raw -2829568.769834 + Penalty 2016.231549 = -2827552.538285 nChanged 4 SP:Iteration 70Q (2612.610822 sec): 3 clusters Score: Raw -2829569.528765 + Penalty 2016.231549 = -2827553.297216 nChanged 7 SP:Iteration 71Q (2612.702980 sec): 3 clusters Score: Raw -2829570.245297 + Penalty 2016.231549 = -2827554.013748 nChanged 5 SP:Iteration 72Q (2612.780998 sec): 3 clusters Score: Raw -2829571.049490 + Penalty 2016.231549 = -2827554.817941 nChanged 5 SP:Iteration 73Q (2612.867950 sec): 3 clusters Score: Raw -2829571.560342 + Penalty 2016.231549 = -2827555.328793 nChanged 2 SP:Iteration 74Q (2612.945626 sec): 3 clusters Score: Raw -2829571.704425 + Penalty 2016.231549 = -2827555.472876 nChanged 2 SP:Iteration 75Q (2613.037341 sec): 3 clusters Score: Raw -2829571.841034 + Penalty 2016.231549 = -2827555.609485 nChanged 0 SP:Iteration 76F (2613.138292 sec): 3 clusters Score: Raw -2829571.841034 + Penalty 2016.231549 = -2827555.609485 nChanged 0 Trying to split cluster 14 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2613.167641 sec): 2 clusters Score: Raw -137169.502696 + Penalty 708.033321 = -136461.469375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2613.212740 sec): 3 clusters Score: Raw -136375.967985 + Penalty 1416.066643 = -134959.901342 nChanged 650 SP:Iteration 1F (2613.246817 sec): 3 clusters Score: Raw -136787.645539 + Penalty 1416.066643 = -135371.578897 nChanged 147 SP:Iteration 2F (2613.286510 sec): 3 clusters Score: Raw -136893.394490 + Penalty 1416.066643 = -135477.327847 nChanged 110 SP:Iteration 3F (2613.334809 sec): 3 clusters Score: Raw -136984.655475 + Penalty 1416.066643 = -135568.588833 nChanged 87 SP:Iteration 4F (2613.374520 sec): 3 clusters Score: Raw -137049.902487 + Penalty 1416.066643 = -135633.835845 nChanged 73 SP:Iteration 5Q (2613.424043 sec): 3 clusters Score: Raw -137111.233848 + Penalty 1416.066643 = -135695.167206 nChanged 57 SP:Iteration 6Q (2613.461670 sec): 3 clusters Score: Raw -137147.880421 + Penalty 1416.066643 = -135731.813779 nChanged 43 SP:Iteration 7Q (2613.510149 sec): 3 clusters Score: Raw -137176.967849 + Penalty 1416.066643 = -135760.901207 nChanged 29 SP:Iteration 8Q (2613.559165 sec): 3 clusters Score: Raw -137195.400539 + Penalty 1416.066643 = -135779.333897 nChanged 30 SP:Iteration 9Q (2613.606236 sec): 3 clusters Score: Raw -137210.339039 + Penalty 1416.066643 = -135794.272396 nChanged 23 SP:Iteration 10Q (2613.645138 sec): 3 clusters Score: Raw -137221.807869 + Penalty 1416.066643 = -135805.741226 nChanged 18 SP:Iteration 11Q (2613.691310 sec): 3 clusters Score: Raw -137229.398520 + Penalty 1416.066643 = -135813.331877 nChanged 17 SP:Iteration 12Q (2613.728752 sec): 3 clusters Score: Raw -137238.504811 + Penalty 1416.066643 = -135822.438169 nChanged 13 SP:Iteration 13Q (2613.769042 sec): 3 clusters Score: Raw -137246.055357 + Penalty 1416.066643 = -135829.988715 nChanged 17 SP:Iteration 14Q (2613.818227 sec): 3 clusters Score: Raw -137254.056573 + Penalty 1416.066643 = -135837.989930 nChanged 9 SP:Iteration 15Q (2613.855834 sec): 3 clusters Score: Raw -137259.417777 + Penalty 1416.066643 = -135843.351134 nChanged 14 SP:Iteration 16Q (2613.909054 sec): 3 clusters Score: Raw -137264.623697 + Penalty 1416.066643 = -135848.557055 nChanged 12 SP:Iteration 17Q (2613.952798 sec): 3 clusters Score: Raw -137270.556579 + Penalty 1416.066643 = -135854.489937 nChanged 10 SP:Iteration 18Q (2613.988586 sec): 3 clusters Score: Raw -137275.291880 + Penalty 1416.066643 = -135859.225238 nChanged 8 SP:Iteration 19Q (2614.032842 sec): 3 clusters Score: Raw -137279.275939 + Penalty 1416.066643 = -135863.209296 nChanged 5 SP:Iteration 20F (2614.063364 sec): 3 clusters Score: Raw -137281.095290 + Penalty 1416.066643 = -135865.028647 nChanged 6 SP:Iteration 21Q (2614.095662 sec): 3 clusters Score: Raw -137283.312442 + Penalty 1416.066643 = -135867.245800 nChanged 5 SP:Iteration 22Q (2614.147468 sec): 3 clusters Score: Raw -137284.697699 + Penalty 1416.066643 = -135868.631057 nChanged 1 SP:Iteration 23Q (2614.182739 sec): 3 clusters Score: Raw -137284.785350 + Penalty 1416.066643 = -135868.718707 nChanged 1 SP:Iteration 24Q (2614.228536 sec): 3 clusters Score: Raw -137284.927149 + Penalty 1416.066643 = -135868.860507 nChanged 0 SP:Iteration 25F (2614.275980 sec): 3 clusters Score: Raw -137284.927149 + Penalty 1416.066643 = -135868.860507 nChanged 0 Trying to split cluster 15 (4453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2614.300949 sec): 2 clusters Score: Raw -313904.014155 + Penalty 798.126664 = -313105.887491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2614.367177 sec): 3 clusters Score: Raw -311397.846955 + Penalty 1596.253328 = -309801.593627 nChanged 1904 SP:Iteration 1F (2614.412374 sec): 3 clusters Score: Raw -312568.363834 + Penalty 1596.253328 = -310972.110506 nChanged 286 SP:Iteration 2F (2614.456379 sec): 3 clusters Score: Raw -312719.415193 + Penalty 1596.253328 = -311123.161865 nChanged 216 SP:Iteration 3Q (2614.506146 sec): 3 clusters Score: Raw -312844.275648 + Penalty 1596.253328 = -311248.022320 nChanged 225 SP:Iteration 4F (2614.552772 sec): 3 clusters Score: Raw -312992.333440 + Penalty 1596.253328 = -311396.080112 nChanged 237 SP:Iteration 5F (2614.596648 sec): 3 clusters Score: Raw -313164.586065 + Penalty 1596.253328 = -311568.332737 nChanged 224 SP:Iteration 6F (2614.638400 sec): 3 clusters Score: Raw -313342.402652 + Penalty 1596.253328 = -311746.149324 nChanged 217 SP:Iteration 7Q (2614.691450 sec): 3 clusters Score: Raw -313549.619341 + Penalty 1596.253328 = -311953.366013 nChanged 215 SP:Iteration 8Q (2614.723421 sec): 3 clusters Score: Raw -313715.432996 + Penalty 1596.253328 = -312119.179668 nChanged 182 SP:Iteration 9Q (2614.780757 sec): 3 clusters Score: Raw -313870.942769 + Penalty 1596.253328 = -312274.689441 nChanged 157 SP:Iteration 10Q (2614.816809 sec): 3 clusters Score: Raw -313977.920004 + Penalty 1596.253328 = -312381.666676 nChanged 136 SP:Iteration 11Q (2614.867903 sec): 3 clusters Score: Raw -314052.995214 + Penalty 1596.253328 = -312456.741886 nChanged 111 SP:Iteration 12Q (2614.916743 sec): 3 clusters Score: Raw -314108.979814 + Penalty 1596.253328 = -312512.726486 nChanged 105 SP:Iteration 13Q (2614.968965 sec): 3 clusters Score: Raw -314157.122152 + Penalty 1596.253328 = -312560.868824 nChanged 92 SP:Iteration 14Q (2615.011561 sec): 3 clusters Score: Raw -314199.038339 + Penalty 1596.253328 = -312602.785011 nChanged 77 SP:Iteration 15Q (2615.066912 sec): 3 clusters Score: Raw -314230.585254 + Penalty 1596.253328 = -312634.331926 nChanged 87 SP:Iteration 16Q (2615.120740 sec): 3 clusters Score: Raw -314270.982615 + Penalty 1596.253328 = -312674.729287 nChanged 84 SP:Iteration 17Q (2615.162202 sec): 3 clusters Score: Raw -314302.459394 + Penalty 1596.253328 = -312706.206066 nChanged 65 SP:Iteration 18Q (2615.202716 sec): 3 clusters Score: Raw -314323.512507 + Penalty 1596.253328 = -312727.259179 nChanged 52 SP:Iteration 19Q (2615.233353 sec): 3 clusters Score: Raw -314344.425341 + Penalty 1596.253328 = -312748.172013 nChanged 62 SP:Iteration 20F (2615.276065 sec): 3 clusters Score: Raw -314363.142561 + Penalty 1596.253328 = -312766.889233 nChanged 50 SP:Iteration 21Q (2615.336985 sec): 3 clusters Score: Raw -314384.356949 + Penalty 1596.253328 = -312788.103621 nChanged 57 SP:Iteration 22Q (2615.369814 sec): 3 clusters Score: Raw -314411.511370 + Penalty 1596.253328 = -312815.258042 nChanged 67 SP:Iteration 23Q (2615.408641 sec): 3 clusters Score: Raw -314441.948347 + Penalty 1596.253328 = -312845.695019 nChanged 57 SP:Iteration 24Q (2615.452884 sec): 3 clusters Score: Raw -314466.374476 + Penalty 1596.253328 = -312870.121148 nChanged 60 SP:Iteration 25Q (2615.489030 sec): 3 clusters Score: Raw -314490.965835 + Penalty 1596.253328 = -312894.712507 nChanged 48 SP:Iteration 26Q (2615.538077 sec): 3 clusters Score: Raw -314504.298585 + Penalty 1596.253328 = -312908.045257 nChanged 29 SP:Iteration 27Q (2615.593080 sec): 3 clusters Score: Raw -314512.103369 + Penalty 1596.253328 = -312915.850041 nChanged 21 SP:Iteration 28Q (2615.632385 sec): 3 clusters Score: Raw -314518.116354 + Penalty 1596.253328 = -312921.863026 nChanged 14 SP:Iteration 29Q (2615.677121 sec): 3 clusters Score: Raw -314520.975955 + Penalty 1596.253328 = -312924.722627 nChanged 13 SP:Iteration 30Q (2615.725464 sec): 3 clusters Score: Raw -314523.430108 + Penalty 1596.253328 = -312927.176780 nChanged 8 SP:Iteration 31Q (2615.765564 sec): 3 clusters Score: Raw -314524.585870 + Penalty 1596.253328 = -312928.332542 nChanged 13 SP:Iteration 32Q (2615.807425 sec): 3 clusters Score: Raw -314526.831826 + Penalty 1596.253328 = -312930.578498 nChanged 4 SP:Iteration 33Q (2615.847405 sec): 3 clusters Score: Raw -314527.254362 + Penalty 1596.253328 = -312931.001034 nChanged 4 SP:Iteration 34Q (2615.892275 sec): 3 clusters Score: Raw -314528.459884 + Penalty 1596.253328 = -312932.206556 nChanged 6 SP:Iteration 35Q (2615.932210 sec): 3 clusters Score: Raw -314529.510435 + Penalty 1596.253328 = -312933.257107 nChanged 3 SP:Iteration 36Q (2615.979145 sec): 3 clusters Score: Raw -314529.841472 + Penalty 1596.253328 = -312933.588144 nChanged 1 SP:Iteration 37Q (2616.016399 sec): 3 clusters Score: Raw -314529.890416 + Penalty 1596.253328 = -312933.637088 nChanged 0 SP:Iteration 38F (2616.073369 sec): 3 clusters Score: Raw -314529.890416 + Penalty 1596.253328 = -312933.637088 nChanged 0 Trying to split cluster 16 (3590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2616.086091 sec): 2 clusters Score: Raw -264615.211001 + Penalty 777.661211 = -263837.549791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2616.137205 sec): 3 clusters Score: Raw -262750.752545 + Penalty 1555.322421 = -261195.430124 nChanged 1460 SP:Iteration 1F (2616.179816 sec): 3 clusters Score: Raw -263601.759360 + Penalty 1555.322421 = -262046.436938 nChanged 256 SP:Iteration 2F (2616.222890 sec): 3 clusters Score: Raw -263784.309330 + Penalty 1555.322421 = -262228.986909 nChanged 229 SP:Iteration 3F (2616.274026 sec): 3 clusters Score: Raw -263948.763764 + Penalty 1555.322421 = -262393.441343 nChanged 201 SP:Iteration 4F (2616.314400 sec): 3 clusters Score: Raw -264075.500187 + Penalty 1555.322421 = -262520.177765 nChanged 169 SP:Iteration 5Q (2616.359020 sec): 3 clusters Score: Raw -264169.943393 + Penalty 1555.322421 = -262614.620971 nChanged 129 SP:Iteration 6Q (2616.404269 sec): 3 clusters Score: Raw -264254.235697 + Penalty 1555.322421 = -262698.913275 nChanged 133 SP:Iteration 7Q (2616.453574 sec): 3 clusters Score: Raw -264353.256223 + Penalty 1555.322421 = -262797.933801 nChanged 137 SP:Iteration 8Q (2616.507715 sec): 3 clusters Score: Raw -264467.833465 + Penalty 1555.322421 = -262912.511044 nChanged 132 SP:Iteration 9Q (2616.553448 sec): 3 clusters Score: Raw -264561.659412 + Penalty 1555.322421 = -263006.336991 nChanged 121 SP:Iteration 10Q (2616.600088 sec): 3 clusters Score: Raw -264674.396852 + Penalty 1555.322421 = -263119.074431 nChanged 109 SP:Iteration 11Q (2616.649750 sec): 3 clusters Score: Raw -264776.856794 + Penalty 1555.322421 = -263221.534373 nChanged 85 SP:Iteration 12Q (2616.684342 sec): 3 clusters Score: Raw -264840.345219 + Penalty 1555.322421 = -263285.022798 nChanged 57 SP:Iteration 13Q (2616.726694 sec): 3 clusters Score: Raw -264866.463238 + Penalty 1555.322421 = -263311.140816 nChanged 36 SP:Iteration 14Q (2616.771633 sec): 3 clusters Score: Raw -264880.853123 + Penalty 1555.322421 = -263325.530701 nChanged 34 SP:Iteration 15Q (2616.817652 sec): 3 clusters Score: Raw -264894.417503 + Penalty 1555.322421 = -263339.095081 nChanged 15 SP:Iteration 16Q (2616.860096 sec): 3 clusters Score: Raw -264901.017548 + Penalty 1555.322421 = -263345.695126 nChanged 13 SP:Iteration 17Q (2616.910131 sec): 3 clusters Score: Raw -264904.516645 + Penalty 1555.322421 = -263349.194223 nChanged 10 SP:Iteration 18Q (2616.944676 sec): 3 clusters Score: Raw -264907.109438 + Penalty 1555.322421 = -263351.787017 nChanged 6 SP:Iteration 19Q (2616.987740 sec): 3 clusters Score: Raw -264907.903271 + Penalty 1555.322421 = -263352.580850 nChanged 4 SP:Iteration 20F (2617.045184 sec): 3 clusters Score: Raw -264908.511065 + Penalty 1555.322421 = -263353.188644 nChanged 3 SP:Iteration 21Q (2617.077224 sec): 3 clusters Score: Raw -264909.113938 + Penalty 1555.322421 = -263353.791516 nChanged 2 SP:Iteration 22Q (2617.138133 sec): 3 clusters Score: Raw -264909.376965 + Penalty 1555.322421 = -263354.054543 nChanged 1 SP:Iteration 23Q (2617.177942 sec): 3 clusters Score: Raw -264909.469675 + Penalty 1555.322421 = -263354.147254 nChanged 0 SP:Iteration 24F (2617.219216 sec): 3 clusters Score: Raw -264909.469675 + Penalty 1555.322421 = -263354.147254 nChanged 0 Trying to split cluster 17 (3529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2617.252012 sec): 2 clusters Score: Raw -258607.140241 + Penalty 776.033133 = -257831.107108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2617.285463 sec): 3 clusters Score: Raw -256706.954933 + Penalty 1552.066266 = -255154.888667 nChanged 1486 SP:Iteration 1F (2617.329157 sec): 3 clusters Score: Raw -257490.608742 + Penalty 1552.066266 = -255938.542475 nChanged 268 SP:Iteration 2F (2617.373720 sec): 3 clusters Score: Raw -257638.369420 + Penalty 1552.066266 = -256086.303154 nChanged 220 SP:Iteration 3F (2617.426165 sec): 3 clusters Score: Raw -257764.420736 + Penalty 1552.066266 = -256212.354469 nChanged 180 SP:Iteration 4F (2617.472216 sec): 3 clusters Score: Raw -257871.381172 + Penalty 1552.066266 = -256319.314905 nChanged 156 SP:Iteration 5Q (2617.519811 sec): 3 clusters Score: Raw -257955.352906 + Penalty 1552.066266 = -256403.286640 nChanged 109 SP:Iteration 6Q (2617.556661 sec): 3 clusters Score: Raw -258012.762159 + Penalty 1552.066266 = -256460.695892 nChanged 111 SP:Iteration 7Q (2617.607672 sec): 3 clusters Score: Raw -258066.849536 + Penalty 1552.066266 = -256514.783270 nChanged 114 SP:Iteration 8Q (2617.649559 sec): 3 clusters Score: Raw -258136.184207 + Penalty 1552.066266 = -256584.117941 nChanged 119 SP:Iteration 9Q (2617.696560 sec): 3 clusters Score: Raw -258208.417071 + Penalty 1552.066266 = -256656.350805 nChanged 117 SP:Iteration 10Q (2617.741580 sec): 3 clusters Score: Raw -258271.698242 + Penalty 1552.066266 = -256719.631976 nChanged 101 SP:Iteration 11Q (2617.789527 sec): 3 clusters Score: Raw -258318.356982 + Penalty 1552.066266 = -256766.290715 nChanged 87 SP:Iteration 12Q (2617.825023 sec): 3 clusters Score: Raw -258363.842361 + Penalty 1552.066266 = -256811.776094 nChanged 88 SP:Iteration 13Q (2617.880161 sec): 3 clusters Score: Raw -258418.972132 + Penalty 1552.066266 = -256866.905865 nChanged 89 SP:Iteration 14Q (2617.921628 sec): 3 clusters Score: Raw -258484.367004 + Penalty 1552.066266 = -256932.300737 nChanged 109 SP:Iteration 15Q (2617.961428 sec): 3 clusters Score: Raw -258557.681776 + Penalty 1552.066266 = -257005.615510 nChanged 90 SP:Iteration 16Q (2618.009304 sec): 3 clusters Score: Raw -258608.203187 + Penalty 1552.066266 = -257056.136921 nChanged 64 SP:Iteration 17Q (2618.045896 sec): 3 clusters Score: Raw -258645.891386 + Penalty 1552.066266 = -257093.825120 nChanged 52 SP:Iteration 18Q (2618.104808 sec): 3 clusters Score: Raw -258671.002886 + Penalty 1552.066266 = -257118.936620 nChanged 43 SP:Iteration 19Q (2618.146681 sec): 3 clusters Score: Raw -258686.369859 + Penalty 1552.066266 = -257134.303592 nChanged 34 SP:Iteration 20F (2618.194186 sec): 3 clusters Score: Raw -258697.675103 + Penalty 1552.066266 = -257145.608836 nChanged 35 SP:Iteration 21Q (2618.233908 sec): 3 clusters Score: Raw -258713.233064 + Penalty 1552.066266 = -257161.166797 nChanged 38 SP:Iteration 22Q (2618.269134 sec): 3 clusters Score: Raw -258730.192583 + Penalty 1552.066266 = -257178.126317 nChanged 30 SP:Iteration 23Q (2618.317974 sec): 3 clusters Score: Raw -258741.593744 + Penalty 1552.066266 = -257189.527477 nChanged 22 SP:Iteration 24Q (2618.363724 sec): 3 clusters Score: Raw -258749.832175 + Penalty 1552.066266 = -257197.765909 nChanged 19 SP:Iteration 25Q (2618.397719 sec): 3 clusters Score: Raw -258754.780627 + Penalty 1552.066266 = -257202.714360 nChanged 11 SP:Iteration 26Q (2618.449290 sec): 3 clusters Score: Raw -258757.311512 + Penalty 1552.066266 = -257205.245246 nChanged 10 SP:Iteration 27Q (2618.486745 sec): 3 clusters Score: Raw -258758.974880 + Penalty 1552.066266 = -257206.908614 nChanged 4 SP:Iteration 28Q (2618.537155 sec): 3 clusters Score: Raw -258759.710945 + Penalty 1552.066266 = -257207.644678 nChanged 3 SP:Iteration 29Q (2618.574332 sec): 3 clusters Score: Raw -258760.196503 + Penalty 1552.066266 = -257208.130236 nChanged 2 SP:Iteration 30Q (2618.618581 sec): 3 clusters Score: Raw -258760.462695 + Penalty 1552.066266 = -257208.396429 nChanged 2 SP:Iteration 31Q (2618.668207 sec): 3 clusters Score: Raw -258760.761838 + Penalty 1552.066266 = -257208.695571 nChanged 2 SP:Iteration 32Q (2618.713016 sec): 3 clusters Score: Raw -258761.149031 + Penalty 1552.066266 = -257209.082764 nChanged 4 SP:Iteration 33Q (2618.758862 sec): 3 clusters Score: Raw -258761.558372 + Penalty 1552.066266 = -257209.492106 nChanged 1 SP:Iteration 34Q (2618.805623 sec): 3 clusters Score: Raw -258761.950579 + Penalty 1552.066266 = -257209.884313 nChanged 2 SP:Iteration 35Q (2618.842440 sec): 3 clusters Score: Raw -258762.098339 + Penalty 1552.066266 = -257210.032072 nChanged 1 SP:Iteration 36Q (2618.886240 sec): 3 clusters Score: Raw -258762.186200 + Penalty 1552.066266 = -257210.119933 nChanged 2 SP:Iteration 37Q (2618.945755 sec): 3 clusters Score: Raw -258762.541838 + Penalty 1552.066266 = -257210.475571 nChanged 0 SP:Iteration 38F (2618.987227 sec): 3 clusters Score: Raw -258762.541838 + Penalty 1552.066266 = -257210.475571 nChanged 0 Trying to split cluster 18 (5843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2619.013121 sec): 2 clusters Score: Raw -437693.593679 + Penalty 823.934966 = -436869.658713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2619.069961 sec): 3 clusters Score: Raw -434394.646321 + Penalty 1647.869932 = -432746.776389 nChanged 2537 SP:Iteration 1F (2619.114901 sec): 3 clusters Score: Raw -435703.420058 + Penalty 1647.869932 = -434055.550126 nChanged 354 SP:Iteration 2F (2619.162269 sec): 3 clusters Score: Raw -435851.483902 + Penalty 1647.869932 = -434203.613970 nChanged 300 SP:Iteration 3F (2619.206618 sec): 3 clusters Score: Raw -435967.176303 + Penalty 1647.869932 = -434319.306370 nChanged 222 SP:Iteration 4Q (2619.252769 sec): 3 clusters Score: Raw -436055.374307 + Penalty 1647.869932 = -434407.504375 nChanged 217 SP:Iteration 5Q (2619.300383 sec): 3 clusters Score: Raw -436140.894968 + Penalty 1647.869932 = -434493.025036 nChanged 188 SP:Iteration 6Q (2619.355057 sec): 3 clusters Score: Raw -436217.619664 + Penalty 1647.869932 = -434569.749732 nChanged 200 SP:Iteration 7Q (2619.410683 sec): 3 clusters Score: Raw -436310.532287 + Penalty 1647.869932 = -434662.662355 nChanged 220 SP:Iteration 8Q (2619.460639 sec): 3 clusters Score: Raw -436426.397980 + Penalty 1647.869932 = -434778.528047 nChanged 225 SP:Iteration 9Q (2619.513796 sec): 3 clusters Score: Raw -436571.593814 + Penalty 1647.869932 = -434923.723882 nChanged 282 SP:Iteration 10Q (2619.557333 sec): 3 clusters Score: Raw -436746.035824 + Penalty 1647.869932 = -435098.165892 nChanged 271 SP:Iteration 11Q (2619.607082 sec): 3 clusters Score: Raw -436944.765986 + Penalty 1647.869932 = -435296.896054 nChanged 249 SP:Iteration 12Q (2619.659339 sec): 3 clusters Score: Raw -437118.486856 + Penalty 1647.869932 = -435470.616924 nChanged 204 SP:Iteration 13Q (2619.714962 sec): 3 clusters Score: Raw -437233.336271 + Penalty 1647.869932 = -435585.466339 nChanged 150 SP:Iteration 14Q (2619.766168 sec): 3 clusters Score: Raw -437307.697268 + Penalty 1647.869932 = -435659.827336 nChanged 118 SP:Iteration 15Q (2619.805490 sec): 3 clusters Score: Raw -437356.228476 + Penalty 1647.869932 = -435708.358544 nChanged 96 SP:Iteration 16Q (2619.859229 sec): 3 clusters Score: Raw -437395.405351 + Penalty 1647.869932 = -435747.535419 nChanged 87 SP:Iteration 17Q (2619.905013 sec): 3 clusters Score: Raw -437428.984763 + Penalty 1647.869932 = -435781.114831 nChanged 81 SP:Iteration 18Q (2619.949457 sec): 3 clusters Score: Raw -437451.481124 + Penalty 1647.869932 = -435803.611192 nChanged 52 SP:Iteration 19Q (2620.000295 sec): 3 clusters Score: Raw -437468.659012 + Penalty 1647.869932 = -435820.789080 nChanged 42 SP:Iteration 20F (2620.040583 sec): 3 clusters Score: Raw -437480.466584 + Penalty 1647.869932 = -435832.596652 nChanged 43 SP:Iteration 21Q (2620.088054 sec): 3 clusters Score: Raw -437490.559395 + Penalty 1647.869932 = -435842.689463 nChanged 49 SP:Iteration 22Q (2620.132850 sec): 3 clusters Score: Raw -437504.522155 + Penalty 1647.869932 = -435856.652223 nChanged 45 SP:Iteration 23Q (2620.182927 sec): 3 clusters Score: Raw -437518.803708 + Penalty 1647.869932 = -435870.933776 nChanged 51 SP:Iteration 24Q (2620.242260 sec): 3 clusters Score: Raw -437533.477874 + Penalty 1647.869932 = -435885.607942 nChanged 48 SP:Iteration 25Q (2620.285573 sec): 3 clusters Score: Raw -437548.447068 + Penalty 1647.869932 = -435900.577136 nChanged 44 SP:Iteration 26Q (2620.332622 sec): 3 clusters Score: Raw -437559.756376 + Penalty 1647.869932 = -435911.886444 nChanged 42 SP:Iteration 27Q (2620.373912 sec): 3 clusters Score: Raw -437572.977118 + Penalty 1647.869932 = -435925.107186 nChanged 48 SP:Iteration 28Q (2620.420263 sec): 3 clusters Score: Raw -437590.910863 + Penalty 1647.869932 = -435943.040931 nChanged 63 SP:Iteration 29Q (2620.472623 sec): 3 clusters Score: Raw -437615.251259 + Penalty 1647.869932 = -435967.381327 nChanged 51 SP:Iteration 30Q (2620.504886 sec): 3 clusters Score: Raw -437628.335544 + Penalty 1647.869932 = -435980.465612 nChanged 45 SP:Iteration 31Q (2620.547017 sec): 3 clusters Score: Raw -437639.638834 + Penalty 1647.869932 = -435991.768902 nChanged 34 SP:Iteration 32Q (2620.589627 sec): 3 clusters Score: Raw -437647.533788 + Penalty 1647.869932 = -435999.663855 nChanged 24 SP:Iteration 33Q (2620.644180 sec): 3 clusters Score: Raw -437654.770822 + Penalty 1647.869932 = -436006.900890 nChanged 21 SP:Iteration 34Q (2620.681723 sec): 3 clusters Score: Raw -437663.064983 + Penalty 1647.869932 = -436015.195051 nChanged 27 SP:Iteration 35Q (2620.742246 sec): 3 clusters Score: Raw -437671.952473 + Penalty 1647.869932 = -436024.082540 nChanged 28 SP:Iteration 36Q (2620.786262 sec): 3 clusters Score: Raw -437679.567353 + Penalty 1647.869932 = -436031.697421 nChanged 24 SP:Iteration 37Q (2620.831046 sec): 3 clusters Score: Raw -437685.660883 + Penalty 1647.869932 = -436037.790951 nChanged 20 SP:Iteration 38Q (2620.876293 sec): 3 clusters Score: Raw -437690.647581 + Penalty 1647.869932 = -436042.777648 nChanged 18 SP:Iteration 39Q (2620.931190 sec): 3 clusters Score: Raw -437694.290427 + Penalty 1647.869932 = -436046.420495 nChanged 21 SP:Iteration 40F (2620.986178 sec): 3 clusters Score: Raw -437698.992627 + Penalty 1647.869932 = -436051.122695 nChanged 21 SP:Iteration 41Q (2621.028431 sec): 3 clusters Score: Raw -437707.247368 + Penalty 1647.869932 = -436059.377436 nChanged 24 SP:Iteration 42Q (2621.086758 sec): 3 clusters Score: Raw -437712.464734 + Penalty 1647.869932 = -436064.594802 nChanged 19 SP:Iteration 43Q (2621.135163 sec): 3 clusters Score: Raw -437715.493284 + Penalty 1647.869932 = -436067.623352 nChanged 12 SP:Iteration 44Q (2621.177111 sec): 3 clusters Score: Raw -437717.499382 + Penalty 1647.869932 = -436069.629450 nChanged 5 SP:Iteration 45Q (2621.222665 sec): 3 clusters Score: Raw -437718.530364 + Penalty 1647.869932 = -436070.660432 nChanged 8 SP:Iteration 46Q (2621.277329 sec): 3 clusters Score: Raw -437720.447199 + Penalty 1647.869932 = -436072.577267 nChanged 7 SP:Iteration 47Q (2621.316019 sec): 3 clusters Score: Raw -437721.444939 + Penalty 1647.869932 = -436073.575007 nChanged 6 SP:Iteration 48Q (2621.356863 sec): 3 clusters Score: Raw -437722.206109 + Penalty 1647.869932 = -436074.336177 nChanged 2 SP:Iteration 49Q (2621.401738 sec): 3 clusters Score: Raw -437722.347839 + Penalty 1647.869932 = -436074.477907 nChanged 2 SP:Iteration 50Q (2621.442373 sec): 3 clusters Score: Raw -437722.491150 + Penalty 1647.869932 = -436074.621218 nChanged 3 SP:Iteration 51Q (2621.490934 sec): 3 clusters Score: Raw -437722.958374 + Penalty 1647.869932 = -436075.088442 nChanged 2 SP:Iteration 52Q (2621.546958 sec): 3 clusters Score: Raw -437723.069312 + Penalty 1647.869932 = -436075.199380 nChanged 3 SP:Iteration 53Q (2621.592146 sec): 3 clusters Score: Raw -437723.493197 + Penalty 1647.869932 = -436075.623265 nChanged 3 SP:Iteration 54Q (2621.642136 sec): 3 clusters Score: Raw -437724.442478 + Penalty 1647.869932 = -436076.572546 nChanged 5 SP:Iteration 55Q (2621.687484 sec): 3 clusters Score: Raw -437725.186054 + Penalty 1647.869932 = -436077.316122 nChanged 2 SP:Iteration 56Q (2621.743233 sec): 3 clusters Score: Raw -437725.364412 + Penalty 1647.869932 = -436077.494480 nChanged 1 SP:Iteration 57Q (2621.790270 sec): 3 clusters Score: Raw -437725.453469 + Penalty 1647.869932 = -436077.583537 nChanged 2 SP:Iteration 58Q (2621.841231 sec): 3 clusters Score: Raw -437725.560603 + Penalty 1647.869932 = -436077.690671 nChanged 0 SP:Iteration 59F (2621.880220 sec): 3 clusters Score: Raw -437725.560603 + Penalty 1647.869932 = -436077.690671 nChanged 0 Trying to split cluster 19 (61275 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2621.972971 sec): 2 clusters Score: Raw -4454768.374434 + Penalty 1047.197085 = -4453721.177349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2622.088921 sec): 3 clusters Score: Raw -4414581.861633 + Penalty 2094.394170 = -4412487.467463 nChanged 29629 SP:Iteration 1F (2622.209460 sec): 3 clusters Score: Raw -4433471.304256 + Penalty 2094.394170 = -4431376.910086 nChanged 3496 SP:Iteration 2F (2622.335477 sec): 3 clusters Score: Raw -4435458.311735 + Penalty 2094.394170 = -4433363.917565 nChanged 3887 SP:Iteration 3F (2622.453212 sec): 3 clusters Score: Raw -4438159.055898 + Penalty 2094.394170 = -4436064.661728 nChanged 4153 SP:Iteration 4F (2622.562881 sec): 3 clusters Score: Raw -4441321.732913 + Penalty 2094.394170 = -4439227.338744 nChanged 4110 SP:Iteration 5F (2622.679835 sec): 3 clusters Score: Raw -4444161.056078 + Penalty 2094.394170 = -4442066.661908 nChanged 3408 SP:Iteration 6F (2622.804722 sec): 3 clusters Score: Raw -4446023.901051 + Penalty 2094.394170 = -4443929.506881 nChanged 2391 SP:Iteration 7Q (2622.922360 sec): 3 clusters Score: Raw -4446891.512998 + Penalty 2094.394170 = -4444797.118828 nChanged 1482 SP:Iteration 8Q (2623.051258 sec): 3 clusters Score: Raw -4447308.326756 + Penalty 2094.394170 = -4445213.932586 nChanged 1063 SP:Iteration 9Q (2623.171948 sec): 3 clusters Score: Raw -4447593.962877 + Penalty 2094.394170 = -4445499.568707 nChanged 911 SP:Iteration 10Q (2623.295699 sec): 3 clusters Score: Raw -4447825.440581 + Penalty 2094.394170 = -4445731.046412 nChanged 852 SP:Iteration 11Q (2623.420327 sec): 3 clusters Score: Raw -4448045.073443 + Penalty 2094.394170 = -4445950.679273 nChanged 773 SP:Iteration 12Q (2623.541706 sec): 3 clusters Score: Raw -4448236.658413 + Penalty 2094.394170 = -4446142.264243 nChanged 767 SP:Iteration 13Q (2623.662132 sec): 3 clusters Score: Raw -4448420.089992 + Penalty 2094.394170 = -4446325.695822 nChanged 714 SP:Iteration 14Q (2623.776983 sec): 3 clusters Score: Raw -4448596.852002 + Penalty 2094.394170 = -4446502.457832 nChanged 745 SP:Iteration 15Q (2623.905144 sec): 3 clusters Score: Raw -4448789.088997 + Penalty 2094.394170 = -4446694.694828 nChanged 752 SP:Iteration 16Q (2624.024698 sec): 3 clusters Score: Raw -4448983.192102 + Penalty 2094.394170 = -4446888.797933 nChanged 718 SP:Iteration 17Q (2624.144346 sec): 3 clusters Score: Raw -4449177.945932 + Penalty 2094.394170 = -4447083.551763 nChanged 703 SP:Iteration 18Q (2624.240969 sec): 3 clusters Score: Raw -4449370.370878 + Penalty 2094.394170 = -4447275.976708 nChanged 758 SP:Iteration 19Q (2624.345713 sec): 3 clusters Score: Raw -4449571.886239 + Penalty 2094.394170 = -4447477.492069 nChanged 731 SP:Iteration 20F (2624.463084 sec): 3 clusters Score: Raw -4449757.400400 + Penalty 2094.394170 = -4447663.006230 nChanged 698 SP:Iteration 21Q (2624.574816 sec): 3 clusters Score: Raw -4449934.416520 + Penalty 2094.394170 = -4447840.022351 nChanged 723 SP:Iteration 22Q (2624.697602 sec): 3 clusters Score: Raw -4450128.902864 + Penalty 2094.394170 = -4448034.508695 nChanged 728 SP:Iteration 23Q (2624.817270 sec): 3 clusters Score: Raw -4450330.848624 + Penalty 2094.394170 = -4448236.454455 nChanged 731 SP:Iteration 24Q (2624.936875 sec): 3 clusters Score: Raw -4450529.287977 + Penalty 2094.394170 = -4448434.893807 nChanged 735 SP:Iteration 25Q (2625.060886 sec): 3 clusters Score: Raw -4450728.508532 + Penalty 2094.394170 = -4448634.114363 nChanged 748 SP:Iteration 26Q (2625.166915 sec): 3 clusters Score: Raw -4450948.160837 + Penalty 2094.394170 = -4448853.766668 nChanged 779 SP:Iteration 27Q (2625.294617 sec): 3 clusters Score: Raw -4451174.397865 + Penalty 2094.394170 = -4449080.003695 nChanged 748 SP:Iteration 28Q (2625.406623 sec): 3 clusters Score: Raw -4451393.710824 + Penalty 2094.394170 = -4449299.316655 nChanged 762 SP:Iteration 29Q (2625.510687 sec): 3 clusters Score: Raw -4451621.371886 + Penalty 2094.394170 = -4449526.977716 nChanged 783 SP:Iteration 30Q (2625.626098 sec): 3 clusters Score: Raw -4451863.806329 + Penalty 2094.394170 = -4449769.412160 nChanged 809 SP:Iteration 31Q (2625.717958 sec): 3 clusters Score: Raw -4452122.793770 + Penalty 2094.394170 = -4450028.399601 nChanged 802 SP:Iteration 32Q (2625.831495 sec): 3 clusters Score: Raw -4452382.947251 + Penalty 2094.394170 = -4450288.553082 nChanged 797 SP:Iteration 33Q (2625.947177 sec): 3 clusters Score: Raw -4452658.447977 + Penalty 2094.394170 = -4450564.053807 nChanged 781 SP:Iteration 34Q (2626.063534 sec): 3 clusters Score: Raw -4452941.377412 + Penalty 2094.394170 = -4450846.983243 nChanged 787 SP:Iteration 35Q (2626.170114 sec): 3 clusters Score: Raw -4453235.285681 + Penalty 2094.394170 = -4451140.891512 nChanged 711 SP:Iteration 36Q (2626.283771 sec): 3 clusters Score: Raw -4453510.399579 + Penalty 2094.394170 = -4451416.005409 nChanged 664 SP:Iteration 37Q (2626.387415 sec): 3 clusters Score: Raw -4453775.932047 + Penalty 2094.394170 = -4451681.537878 nChanged 622 SP:Iteration 38Q (2626.499034 sec): 3 clusters Score: Raw -4454048.109214 + Penalty 2094.394170 = -4451953.715044 nChanged 634 SP:Iteration 39Q (2626.609706 sec): 3 clusters Score: Raw -4454343.325641 + Penalty 2094.394170 = -4452248.931472 nChanged 550 SP:Iteration 40F (2626.735372 sec): 3 clusters Score: Raw -4454594.627996 + Penalty 2094.394170 = -4452500.233827 nChanged 457 SP:Iteration 41Q (2626.836703 sec): 3 clusters Score: Raw -4454775.012536 + Penalty 2094.394170 = -4452680.618366 nChanged 356 SP:Iteration 42Q (2626.954932 sec): 3 clusters Score: Raw -4454903.182583 + Penalty 2094.394170 = -4452808.788414 nChanged 293 SP:Iteration 43Q (2627.058874 sec): 3 clusters Score: Raw -4455002.188788 + Penalty 2094.394170 = -4452907.794618 nChanged 248 SP:Iteration 44Q (2627.170287 sec): 3 clusters Score: Raw -4455078.359817 + Penalty 2094.394170 = -4452983.965648 nChanged 195 SP:Iteration 45Q (2627.277514 sec): 3 clusters Score: Raw -4455131.318023 + Penalty 2094.394170 = -4453036.923854 nChanged 173 SP:Iteration 46Q (2627.389864 sec): 3 clusters Score: Raw -4455172.281640 + Penalty 2094.394170 = -4453077.887470 nChanged 112 SP:Iteration 47Q (2627.495847 sec): 3 clusters Score: Raw -4455196.077102 + Penalty 2094.394170 = -4453101.682933 nChanged 90 SP:Iteration 48Q (2627.609420 sec): 3 clusters Score: Raw -4455213.701100 + Penalty 2094.394170 = -4453119.306930 nChanged 94 SP:Iteration 49Q (2627.712883 sec): 3 clusters Score: Raw -4455232.688387 + Penalty 2094.394170 = -4453138.294217 nChanged 78 SP:Iteration 50Q (2627.822243 sec): 3 clusters Score: Raw -4455249.949752 + Penalty 2094.394170 = -4453155.555582 nChanged 74 SP:Iteration 51Q (2627.926063 sec): 3 clusters Score: Raw -4455266.568273 + Penalty 2094.394170 = -4453172.174104 nChanged 68 SP:Iteration 52Q (2628.030349 sec): 3 clusters Score: Raw -4455282.437789 + Penalty 2094.394170 = -4453188.043620 nChanged 50 SP:Iteration 53Q (2628.141489 sec): 3 clusters Score: Raw -4455292.803692 + Penalty 2094.394170 = -4453198.409522 nChanged 51 SP:Iteration 54Q (2628.240312 sec): 3 clusters Score: Raw -4455301.211534 + Penalty 2094.394170 = -4453206.817364 nChanged 33 SP:Iteration 55Q (2628.349553 sec): 3 clusters Score: Raw -4455305.052266 + Penalty 2094.394170 = -4453210.658096 nChanged 26 SP:Iteration 56Q (2628.439773 sec): 3 clusters Score: Raw -4455309.194789 + Penalty 2094.394170 = -4453214.800620 nChanged 21 SP:Iteration 57Q (2628.545567 sec): 3 clusters Score: Raw -4455312.316294 + Penalty 2094.394170 = -4453217.922124 nChanged 24 SP:Iteration 58Q (2628.654853 sec): 3 clusters Score: Raw -4455316.091804 + Penalty 2094.394170 = -4453221.697634 nChanged 17 SP:Iteration 59Q (2628.778711 sec): 3 clusters Score: Raw -4455318.871423 + Penalty 2094.394170 = -4453224.477253 nChanged 18 SP:Iteration 60F (2628.895031 sec): 3 clusters Score: Raw -4455321.056172 + Penalty 2094.394170 = -4453226.662002 nChanged 13 SP:Iteration 61Q (2628.996568 sec): 3 clusters Score: Raw -4455322.121858 + Penalty 2094.394170 = -4453227.727689 nChanged 10 SP:Iteration 62Q (2629.099079 sec): 3 clusters Score: Raw -4455323.295095 + Penalty 2094.394170 = -4453228.900926 nChanged 8 SP:Iteration 63Q (2629.212521 sec): 3 clusters Score: Raw -4455324.486605 + Penalty 2094.394170 = -4453230.092435 nChanged 10 SP:Iteration 64Q (2629.281367 sec): 3 clusters Score: Raw -4455326.427105 + Penalty 2094.394170 = -4453232.032935 nChanged 10 SP:Iteration 65Q (2629.379595 sec): 3 clusters Score: Raw -4455327.739033 + Penalty 2094.394170 = -4453233.344864 nChanged 9 SP:Iteration 66Q (2629.489777 sec): 3 clusters Score: Raw -4455328.653277 + Penalty 2094.394170 = -4453234.259108 nChanged 6 SP:Iteration 67Q (2629.595808 sec): 3 clusters Score: Raw -4455329.291015 + Penalty 2094.394170 = -4453234.896845 nChanged 6 SP:Iteration 68Q (2629.706171 sec): 3 clusters Score: Raw -4455329.966596 + Penalty 2094.394170 = -4453235.572426 nChanged 2 SP:Iteration 69Q (2629.808055 sec): 3 clusters Score: Raw -4455330.091497 + Penalty 2094.394170 = -4453235.697328 nChanged 1 SP:Iteration 70Q (2629.910785 sec): 3 clusters Score: Raw -4455330.130392 + Penalty 2094.394170 = -4453235.736222 nChanged 0 SP:Iteration 71F (2630.029278 sec): 3 clusters Score: Raw -4455330.130392 + Penalty 2094.394170 = -4453235.736222 nChanged 0 Trying to split cluster 20 (58168 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2630.108738 sec): 2 clusters Score: Raw -4393369.590537 + Penalty 1042.253612 = -4392327.336925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2630.233935 sec): 3 clusters Score: Raw -4355578.186714 + Penalty 2084.507224 = -4353493.679490 nChanged 27568 SP:Iteration 1F (2630.345530 sec): 3 clusters Score: Raw -4372004.478290 + Penalty 2084.507224 = -4369919.971066 nChanged 2534 SP:Iteration 2Q (2630.473385 sec): 3 clusters Score: Raw -4372886.038228 + Penalty 2084.507224 = -4370801.531004 nChanged 2848 SP:Iteration 3Q (2630.597820 sec): 3 clusters Score: Raw -4374136.392706 + Penalty 2084.507224 = -4372051.885482 nChanged 3388 SP:Iteration 4F (2630.708572 sec): 3 clusters Score: Raw -4375987.328593 + Penalty 2084.507224 = -4373902.821369 nChanged 3822 SP:Iteration 5F (2630.820525 sec): 3 clusters Score: Raw -4378596.487281 + Penalty 2084.507224 = -4376511.980057 nChanged 4053 SP:Iteration 6F (2630.922022 sec): 3 clusters Score: Raw -4381954.217359 + Penalty 2084.507224 = -4379869.710135 nChanged 3819 SP:Iteration 7F (2631.045840 sec): 3 clusters Score: Raw -4385423.305726 + Penalty 2084.507224 = -4383338.798502 nChanged 3066 SP:Iteration 8F (2631.163355 sec): 3 clusters Score: Raw -4387713.041186 + Penalty 2084.507224 = -4385628.533962 nChanged 1972 SP:Iteration 9Q (2631.281107 sec): 3 clusters Score: Raw -4388745.425445 + Penalty 2084.507224 = -4386660.918221 nChanged 1330 SP:Iteration 10Q (2631.394727 sec): 3 clusters Score: Raw -4389326.841956 + Penalty 2084.507224 = -4387242.334732 nChanged 1080 SP:Iteration 11Q (2631.504783 sec): 3 clusters Score: Raw -4389799.708470 + Penalty 2084.507224 = -4387715.201246 nChanged 1002 SP:Iteration 12Q (2631.625954 sec): 3 clusters Score: Raw -4390223.056394 + Penalty 2084.507224 = -4388138.549169 nChanged 898 SP:Iteration 13Q (2631.741531 sec): 3 clusters Score: Raw -4390597.075126 + Penalty 2084.507224 = -4388512.567901 nChanged 813 SP:Iteration 14Q (2631.852465 sec): 3 clusters Score: Raw -4390927.947328 + Penalty 2084.507224 = -4388843.440104 nChanged 729 SP:Iteration 15Q (2631.958917 sec): 3 clusters Score: Raw -4391220.429202 + Penalty 2084.507224 = -4389135.921977 nChanged 689 SP:Iteration 16Q (2632.058407 sec): 3 clusters Score: Raw -4391488.858587 + Penalty 2084.507224 = -4389404.351362 nChanged 633 SP:Iteration 17Q (2632.162558 sec): 3 clusters Score: Raw -4391740.402291 + Penalty 2084.507224 = -4389655.895067 nChanged 585 SP:Iteration 18Q (2632.272109 sec): 3 clusters Score: Raw -4391992.377902 + Penalty 2084.507224 = -4389907.870678 nChanged 561 SP:Iteration 19Q (2632.375539 sec): 3 clusters Score: Raw -4392245.124973 + Penalty 2084.507224 = -4390160.617748 nChanged 513 SP:Iteration 20F (2632.489072 sec): 3 clusters Score: Raw -4392481.185805 + Penalty 2084.507224 = -4390396.678580 nChanged 463 SP:Iteration 21Q (2632.596254 sec): 3 clusters Score: Raw -4392689.143012 + Penalty 2084.507224 = -4390604.635787 nChanged 400 SP:Iteration 22Q (2632.702107 sec): 3 clusters Score: Raw -4392869.182028 + Penalty 2084.507224 = -4390784.674803 nChanged 371 SP:Iteration 23Q (2632.804142 sec): 3 clusters Score: Raw -4393033.166592 + Penalty 2084.507224 = -4390948.659368 nChanged 314 SP:Iteration 24Q (2632.917421 sec): 3 clusters Score: Raw -4393170.021003 + Penalty 2084.507224 = -4391085.513779 nChanged 258 SP:Iteration 25Q (2633.021707 sec): 3 clusters Score: Raw -4393286.350428 + Penalty 2084.507224 = -4391201.843204 nChanged 250 SP:Iteration 26Q (2633.126540 sec): 3 clusters Score: Raw -4393415.361322 + Penalty 2084.507224 = -4391330.854097 nChanged 204 SP:Iteration 27Q (2633.231592 sec): 3 clusters Score: Raw -4393509.019144 + Penalty 2084.507224 = -4391424.511920 nChanged 152 SP:Iteration 28Q (2633.331621 sec): 3 clusters Score: Raw -4393583.336274 + Penalty 2084.507224 = -4391498.829049 nChanged 139 SP:Iteration 29Q (2633.435018 sec): 3 clusters Score: Raw -4393654.773643 + Penalty 2084.507224 = -4391570.266419 nChanged 109 SP:Iteration 30Q (2633.542527 sec): 3 clusters Score: Raw -4393705.972956 + Penalty 2084.507224 = -4391621.465732 nChanged 89 SP:Iteration 31Q (2633.637109 sec): 3 clusters Score: Raw -4393740.841998 + Penalty 2084.507224 = -4391656.334774 nChanged 75 SP:Iteration 32Q (2633.736401 sec): 3 clusters Score: Raw -4393768.543908 + Penalty 2084.507224 = -4391684.036684 nChanged 67 SP:Iteration 33Q (2633.837542 sec): 3 clusters Score: Raw -4393794.799157 + Penalty 2084.507224 = -4391710.291932 nChanged 56 SP:Iteration 34Q (2633.934899 sec): 3 clusters Score: Raw -4393809.529094 + Penalty 2084.507224 = -4391725.021870 nChanged 36 SP:Iteration 35Q (2634.040273 sec): 3 clusters Score: Raw -4393820.447782 + Penalty 2084.507224 = -4391735.940558 nChanged 36 SP:Iteration 36Q (2634.144402 sec): 3 clusters Score: Raw -4393830.944756 + Penalty 2084.507224 = -4391746.437532 nChanged 33 SP:Iteration 37Q (2634.252798 sec): 3 clusters Score: Raw -4393838.596184 + Penalty 2084.507224 = -4391754.088959 nChanged 24 SP:Iteration 38Q (2634.359762 sec): 3 clusters Score: Raw -4393843.826570 + Penalty 2084.507224 = -4391759.319346 nChanged 25 SP:Iteration 39Q (2634.456715 sec): 3 clusters Score: Raw -4393848.107332 + Penalty 2084.507224 = -4391763.600108 nChanged 16 SP:Iteration 40F (2634.561392 sec): 3 clusters Score: Raw -4393851.667082 + Penalty 2084.507224 = -4391767.159858 nChanged 19 SP:Iteration 41Q (2634.664928 sec): 3 clusters Score: Raw -4393855.502313 + Penalty 2084.507224 = -4391770.995089 nChanged 18 SP:Iteration 42Q (2634.781146 sec): 3 clusters Score: Raw -4393860.514655 + Penalty 2084.507224 = -4391776.007430 nChanged 20 SP:Iteration 43Q (2634.872366 sec): 3 clusters Score: Raw -4393865.779018 + Penalty 2084.507224 = -4391781.271794 nChanged 16 SP:Iteration 44Q (2634.986233 sec): 3 clusters Score: Raw -4393872.095562 + Penalty 2084.507224 = -4391787.588338 nChanged 20 SP:Iteration 45Q (2635.085677 sec): 3 clusters Score: Raw -4393876.844996 + Penalty 2084.507224 = -4391792.337772 nChanged 14 SP:Iteration 46Q (2635.184787 sec): 3 clusters Score: Raw -4393879.129306 + Penalty 2084.507224 = -4391794.622082 nChanged 11 SP:Iteration 47Q (2635.286780 sec): 3 clusters Score: Raw -4393880.524658 + Penalty 2084.507224 = -4391796.017434 nChanged 7 SP:Iteration 48Q (2635.392955 sec): 3 clusters Score: Raw -4393881.753731 + Penalty 2084.507224 = -4391797.246507 nChanged 11 SP:Iteration 49Q (2635.498828 sec): 3 clusters Score: Raw -4393884.048650 + Penalty 2084.507224 = -4391799.541425 nChanged 6 SP:Iteration 50Q (2635.597922 sec): 3 clusters Score: Raw -4393885.951644 + Penalty 2084.507224 = -4391801.444419 nChanged 13 SP:Iteration 51Q (2635.691003 sec): 3 clusters Score: Raw -4393889.609365 + Penalty 2084.507224 = -4391805.102141 nChanged 12 SP:Iteration 52Q (2635.792073 sec): 3 clusters Score: Raw -4393891.779323 + Penalty 2084.507224 = -4391807.272099 nChanged 11 SP:Iteration 53Q (2635.886663 sec): 3 clusters Score: Raw -4393894.813449 + Penalty 2084.507224 = -4391810.306225 nChanged 14 SP:Iteration 54Q (2635.986021 sec): 3 clusters Score: Raw -4393897.042261 + Penalty 2084.507224 = -4391812.535036 nChanged 5 SP:Iteration 55Q (2636.089292 sec): 3 clusters Score: Raw -4393898.119137 + Penalty 2084.507224 = -4391813.611913 nChanged 6 SP:Iteration 56Q (2636.193232 sec): 3 clusters Score: Raw -4393899.045450 + Penalty 2084.507224 = -4391814.538226 nChanged 7 SP:Iteration 57Q (2636.293246 sec): 3 clusters Score: Raw -4393900.119606 + Penalty 2084.507224 = -4391815.612382 nChanged 3 SP:Iteration 58Q (2636.389582 sec): 3 clusters Score: Raw -4393900.389782 + Penalty 2084.507224 = -4391815.882558 nChanged 0 SP:Iteration 59F (2636.497174 sec): 3 clusters Score: Raw -4393900.389782 + Penalty 2084.507224 = -4391815.882558 nChanged 0 Trying to split cluster 21 (16110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2636.547580 sec): 2 clusters Score: Raw -1204618.555580 + Penalty 920.283570 = -1203698.272009 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2636.604068 sec): 3 clusters Score: Raw -1194704.205964 + Penalty 1840.567140 = -1192863.638823 nChanged 7284 SP:Iteration 1F (2636.670954 sec): 3 clusters Score: Raw -1198622.968478 + Penalty 1840.567140 = -1196782.401338 nChanged 808 SP:Iteration 2F (2636.745860 sec): 3 clusters Score: Raw -1198970.312220 + Penalty 1840.567140 = -1197129.745080 nChanged 843 SP:Iteration 3F (2636.810149 sec): 3 clusters Score: Raw -1199368.022542 + Penalty 1840.567140 = -1197527.455402 nChanged 926 SP:Iteration 4F (2636.864513 sec): 3 clusters Score: Raw -1199882.682468 + Penalty 1840.567140 = -1198042.115328 nChanged 1032 SP:Iteration 5F (2636.918153 sec): 3 clusters Score: Raw -1200542.363831 + Penalty 1840.567140 = -1198701.796691 nChanged 1067 SP:Iteration 6F (2636.979886 sec): 3 clusters Score: Raw -1201345.387778 + Penalty 1840.567140 = -1199504.820637 nChanged 1071 SP:Iteration 7F (2637.050727 sec): 3 clusters Score: Raw -1202187.217512 + Penalty 1840.567140 = -1200346.650372 nChanged 843 SP:Iteration 8F (2637.112223 sec): 3 clusters Score: Raw -1202777.437133 + Penalty 1840.567140 = -1200936.869993 nChanged 647 SP:Iteration 9Q (2637.175782 sec): 3 clusters Score: Raw -1203126.587983 + Penalty 1840.567140 = -1201286.020843 nChanged 401 SP:Iteration 10Q (2637.239764 sec): 3 clusters Score: Raw -1203279.968651 + Penalty 1840.567140 = -1201439.401511 nChanged 283 SP:Iteration 11Q (2637.297992 sec): 3 clusters Score: Raw -1203391.732179 + Penalty 1840.567140 = -1201551.165038 nChanged 243 SP:Iteration 12Q (2637.358643 sec): 3 clusters Score: Raw -1203489.817909 + Penalty 1840.567140 = -1201649.250768 nChanged 240 SP:Iteration 13Q (2637.429457 sec): 3 clusters Score: Raw -1203583.760775 + Penalty 1840.567140 = -1201743.193634 nChanged 234 SP:Iteration 14Q (2637.479351 sec): 3 clusters Score: Raw -1203675.336629 + Penalty 1840.567140 = -1201834.769488 nChanged 228 SP:Iteration 15Q (2637.538666 sec): 3 clusters Score: Raw -1203755.970678 + Penalty 1840.567140 = -1201915.403537 nChanged 210 SP:Iteration 16Q (2637.615924 sec): 3 clusters Score: Raw -1203831.629654 + Penalty 1840.567140 = -1201991.062513 nChanged 191 SP:Iteration 17Q (2637.661733 sec): 3 clusters Score: Raw -1203912.472548 + Penalty 1840.567140 = -1202071.905407 nChanged 215 SP:Iteration 18Q (2637.730333 sec): 3 clusters Score: Raw -1204002.885386 + Penalty 1840.567140 = -1202162.318245 nChanged 205 SP:Iteration 19Q (2637.793093 sec): 3 clusters Score: Raw -1204091.090608 + Penalty 1840.567140 = -1202250.523467 nChanged 197 SP:Iteration 20F (2637.846171 sec): 3 clusters Score: Raw -1204165.474170 + Penalty 1840.567140 = -1202324.907029 nChanged 180 SP:Iteration 21Q (2637.913815 sec): 3 clusters Score: Raw -1204237.771707 + Penalty 1840.567140 = -1202397.204567 nChanged 161 SP:Iteration 22Q (2637.978904 sec): 3 clusters Score: Raw -1204302.844216 + Penalty 1840.567140 = -1202462.277076 nChanged 151 SP:Iteration 23Q (2638.031688 sec): 3 clusters Score: Raw -1204365.796634 + Penalty 1840.567140 = -1202525.229494 nChanged 136 SP:Iteration 24Q (2638.085061 sec): 3 clusters Score: Raw -1204420.554510 + Penalty 1840.567140 = -1202579.987370 nChanged 136 SP:Iteration 25Q (2638.142248 sec): 3 clusters Score: Raw -1204471.104691 + Penalty 1840.567140 = -1202630.537551 nChanged 104 SP:Iteration 26Q (2638.199809 sec): 3 clusters Score: Raw -1204505.901131 + Penalty 1840.567140 = -1202665.333991 nChanged 93 SP:Iteration 27Q (2638.271300 sec): 3 clusters Score: Raw -1204538.972644 + Penalty 1840.567140 = -1202698.405504 nChanged 89 SP:Iteration 28Q (2638.326024 sec): 3 clusters Score: Raw -1204570.717253 + Penalty 1840.567140 = -1202730.150112 nChanged 83 SP:Iteration 29Q (2638.385891 sec): 3 clusters Score: Raw -1204599.955368 + Penalty 1840.567140 = -1202759.388228 nChanged 78 SP:Iteration 30Q (2638.435909 sec): 3 clusters Score: Raw -1204627.318505 + Penalty 1840.567140 = -1202786.751364 nChanged 65 SP:Iteration 31Q (2638.495462 sec): 3 clusters Score: Raw -1204647.192573 + Penalty 1840.567140 = -1202806.625433 nChanged 53 SP:Iteration 32Q (2638.564448 sec): 3 clusters Score: Raw -1204664.852197 + Penalty 1840.567140 = -1202824.285057 nChanged 49 SP:Iteration 33Q (2638.610277 sec): 3 clusters Score: Raw -1204678.238601 + Penalty 1840.567140 = -1202837.671461 nChanged 48 SP:Iteration 34Q (2638.676570 sec): 3 clusters Score: Raw -1204691.465613 + Penalty 1840.567140 = -1202850.898472 nChanged 44 SP:Iteration 35Q (2638.740612 sec): 3 clusters Score: Raw -1204707.070426 + Penalty 1840.567140 = -1202866.503286 nChanged 54 SP:Iteration 36Q (2638.799544 sec): 3 clusters Score: Raw -1204728.121345 + Penalty 1840.567140 = -1202887.554205 nChanged 54 SP:Iteration 37Q (2638.861238 sec): 3 clusters Score: Raw -1204745.297797 + Penalty 1840.567140 = -1202904.730657 nChanged 33 SP:Iteration 38Q (2638.918885 sec): 3 clusters Score: Raw -1204755.672201 + Penalty 1840.567140 = -1202915.105061 nChanged 29 SP:Iteration 39Q (2638.992126 sec): 3 clusters Score: Raw -1204765.180177 + Penalty 1840.567140 = -1202924.613037 nChanged 30 SP:Iteration 40F (2639.056903 sec): 3 clusters Score: Raw -1204775.383392 + Penalty 1840.567140 = -1202934.816252 nChanged 28 SP:Iteration 41Q (2639.116107 sec): 3 clusters Score: Raw -1204784.741965 + Penalty 1840.567140 = -1202944.174825 nChanged 27 SP:Iteration 42Q (2639.177149 sec): 3 clusters Score: Raw -1204793.829690 + Penalty 1840.567140 = -1202953.262550 nChanged 19 SP:Iteration 43Q (2639.240011 sec): 3 clusters Score: Raw -1204799.668343 + Penalty 1840.567140 = -1202959.101202 nChanged 18 SP:Iteration 44Q (2639.289631 sec): 3 clusters Score: Raw -1204806.217075 + Penalty 1840.567140 = -1202965.649934 nChanged 21 SP:Iteration 45Q (2639.352558 sec): 3 clusters Score: Raw -1204813.435825 + Penalty 1840.567140 = -1202972.868685 nChanged 14 SP:Iteration 46Q (2639.398802 sec): 3 clusters Score: Raw -1204818.139025 + Penalty 1840.567140 = -1202977.571884 nChanged 7 SP:Iteration 47Q (2639.458907 sec): 3 clusters Score: Raw -1204820.411891 + Penalty 1840.567140 = -1202979.844751 nChanged 7 SP:Iteration 48Q (2639.533517 sec): 3 clusters Score: Raw -1204822.518120 + Penalty 1840.567140 = -1202981.950980 nChanged 10 SP:Iteration 49Q (2639.600198 sec): 3 clusters Score: Raw -1204825.975686 + Penalty 1840.567140 = -1202985.408546 nChanged 7 SP:Iteration 50Q (2639.644821 sec): 3 clusters Score: Raw -1204827.474127 + Penalty 1840.567140 = -1202986.906986 nChanged 4 SP:Iteration 51Q (2639.718347 sec): 3 clusters Score: Raw -1204828.384420 + Penalty 1840.567140 = -1202987.817280 nChanged 4 SP:Iteration 52Q (2639.774731 sec): 3 clusters Score: Raw -1204829.217309 + Penalty 1840.567140 = -1202988.650169 nChanged 4 SP:Iteration 53Q (2639.834471 sec): 3 clusters Score: Raw -1204829.528552 + Penalty 1840.567140 = -1202988.961411 nChanged 2 SP:Iteration 54Q (2639.893100 sec): 3 clusters Score: Raw -1204829.983779 + Penalty 1840.567140 = -1202989.416638 nChanged 4 SP:Iteration 55Q (2639.946905 sec): 3 clusters Score: Raw -1204830.584844 + Penalty 1840.567140 = -1202990.017704 nChanged 3 SP:Iteration 56Q (2640.002518 sec): 3 clusters Score: Raw -1204831.503649 + Penalty 1840.567140 = -1202990.936509 nChanged 2 SP:Iteration 57Q (2640.056086 sec): 3 clusters Score: Raw -1204831.788518 + Penalty 1840.567140 = -1202991.221377 nChanged 2 SP:Iteration 58Q (2640.119921 sec): 3 clusters Score: Raw -1204832.244137 + Penalty 1840.567140 = -1202991.676997 nChanged 1 SP:Iteration 59Q (2640.186307 sec): 3 clusters Score: Raw -1204832.473653 + Penalty 1840.567140 = -1202991.906512 nChanged 1 SP:Iteration 60F (2640.229909 sec): 3 clusters Score: Raw -1204832.611301 + Penalty 1840.567140 = -1202992.044161 nChanged 0 Trying to split cluster 22 (8849 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2640.267730 sec): 2 clusters Score: Raw -593594.166804 + Penalty 863.365675 = -592730.801129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2640.307066 sec): 3 clusters Score: Raw -588390.365516 + Penalty 1726.731350 = -586663.634166 nChanged 3912 SP:Iteration 1F (2640.361864 sec): 3 clusters Score: Raw -590925.917870 + Penalty 1726.731350 = -589199.186520 nChanged 687 SP:Iteration 2F (2640.405008 sec): 3 clusters Score: Raw -591426.528702 + Penalty 1726.731350 = -589699.797352 nChanged 704 SP:Iteration 3F (2640.450456 sec): 3 clusters Score: Raw -592041.307363 + Penalty 1726.731350 = -590314.576013 nChanged 714 SP:Iteration 4F (2640.503747 sec): 3 clusters Score: Raw -592702.891063 + Penalty 1726.731350 = -590976.159713 nChanged 566 SP:Iteration 5F (2640.555406 sec): 3 clusters Score: Raw -593161.999148 + Penalty 1726.731350 = -591435.267798 nChanged 433 SP:Iteration 6Q (2640.608035 sec): 3 clusters Score: Raw -593434.694511 + Penalty 1726.731350 = -591707.963161 nChanged 316 SP:Iteration 7Q (2640.672290 sec): 3 clusters Score: Raw -593554.515383 + Penalty 1726.731350 = -591827.784033 nChanged 202 SP:Iteration 8Q (2640.731187 sec): 3 clusters Score: Raw -593613.910956 + Penalty 1726.731350 = -591887.179606 nChanged 144 SP:Iteration 9Q (2640.782121 sec): 3 clusters Score: Raw -593657.137575 + Penalty 1726.731350 = -591930.406225 nChanged 140 SP:Iteration 10Q (2640.835401 sec): 3 clusters Score: Raw -593695.856811 + Penalty 1726.731350 = -591969.125461 nChanged 106 SP:Iteration 11Q (2640.888215 sec): 3 clusters Score: Raw -593722.004376 + Penalty 1726.731350 = -591995.273026 nChanged 85 SP:Iteration 12Q (2640.951868 sec): 3 clusters Score: Raw -593739.377310 + Penalty 1726.731350 = -592012.645960 nChanged 76 SP:Iteration 13Q (2641.008068 sec): 3 clusters Score: Raw -593758.124790 + Penalty 1726.731350 = -592031.393440 nChanged 75 SP:Iteration 14Q (2641.065848 sec): 3 clusters Score: Raw -593778.443745 + Penalty 1726.731350 = -592051.712395 nChanged 95 SP:Iteration 15Q (2641.110800 sec): 3 clusters Score: Raw -593802.729406 + Penalty 1726.731350 = -592075.998056 nChanged 79 SP:Iteration 16Q (2641.157479 sec): 3 clusters Score: Raw -593822.049296 + Penalty 1726.731350 = -592095.317946 nChanged 79 SP:Iteration 17Q (2641.218697 sec): 3 clusters Score: Raw -593837.444525 + Penalty 1726.731350 = -592110.713175 nChanged 73 SP:Iteration 18Q (2641.269219 sec): 3 clusters Score: Raw -593854.158606 + Penalty 1726.731350 = -592127.427256 nChanged 78 SP:Iteration 19Q (2641.308832 sec): 3 clusters Score: Raw -593872.736149 + Penalty 1726.731350 = -592146.004799 nChanged 90 SP:Iteration 20F (2641.374795 sec): 3 clusters Score: Raw -593893.235218 + Penalty 1726.731350 = -592166.503868 nChanged 66 SP:Iteration 21Q (2641.426777 sec): 3 clusters Score: Raw -593905.233148 + Penalty 1726.731350 = -592178.501798 nChanged 65 SP:Iteration 22Q (2641.479662 sec): 3 clusters Score: Raw -593915.265827 + Penalty 1726.731350 = -592188.534477 nChanged 59 SP:Iteration 23Q (2641.541608 sec): 3 clusters Score: Raw -593923.059012 + Penalty 1726.731350 = -592196.327662 nChanged 56 SP:Iteration 24Q (2641.585140 sec): 3 clusters Score: Raw -593932.170079 + Penalty 1726.731350 = -592205.438729 nChanged 44 SP:Iteration 25Q (2641.634987 sec): 3 clusters Score: Raw -593939.271962 + Penalty 1726.731350 = -592212.540612 nChanged 45 SP:Iteration 26Q (2641.689188 sec): 3 clusters Score: Raw -593948.919144 + Penalty 1726.731350 = -592222.187794 nChanged 46 SP:Iteration 27Q (2641.746051 sec): 3 clusters Score: Raw -593957.259990 + Penalty 1726.731350 = -592230.528639 nChanged 43 SP:Iteration 28Q (2641.810528 sec): 3 clusters Score: Raw -593963.939359 + Penalty 1726.731350 = -592237.208009 nChanged 31 SP:Iteration 29Q (2641.863194 sec): 3 clusters Score: Raw -593969.552911 + Penalty 1726.731350 = -592242.821561 nChanged 26 SP:Iteration 30Q (2641.903672 sec): 3 clusters Score: Raw -593973.696555 + Penalty 1726.731350 = -592246.965205 nChanged 27 SP:Iteration 31Q (2641.957721 sec): 3 clusters Score: Raw -593977.826269 + Penalty 1726.731350 = -592251.094919 nChanged 28 SP:Iteration 32Q (2642.003814 sec): 3 clusters Score: Raw -593982.379102 + Penalty 1726.731350 = -592255.647752 nChanged 31 SP:Iteration 33Q (2642.062379 sec): 3 clusters Score: Raw -593987.510035 + Penalty 1726.731350 = -592260.778685 nChanged 35 SP:Iteration 34Q (2642.110028 sec): 3 clusters Score: Raw -593992.080459 + Penalty 1726.731350 = -592265.349109 nChanged 34 SP:Iteration 35Q (2642.162612 sec): 3 clusters Score: Raw -593995.451700 + Penalty 1726.731350 = -592268.720349 nChanged 26 SP:Iteration 36Q (2642.230352 sec): 3 clusters Score: Raw -593997.759808 + Penalty 1726.731350 = -592271.028458 nChanged 22 SP:Iteration 37Q (2642.278024 sec): 3 clusters Score: Raw -593999.113896 + Penalty 1726.731350 = -592272.382546 nChanged 12 SP:Iteration 38Q (2642.330585 sec): 3 clusters Score: Raw -594000.065654 + Penalty 1726.731350 = -592273.334304 nChanged 10 SP:Iteration 39Q (2642.389509 sec): 3 clusters Score: Raw -594000.826228 + Penalty 1726.731350 = -592274.094878 nChanged 11 SP:Iteration 40F (2642.443011 sec): 3 clusters Score: Raw -594001.585819 + Penalty 1726.731350 = -592274.854469 nChanged 12 SP:Iteration 41Q (2642.503861 sec): 3 clusters Score: Raw -594002.325789 + Penalty 1726.731350 = -592275.594439 nChanged 11 SP:Iteration 42Q (2642.556210 sec): 3 clusters Score: Raw -594003.344747 + Penalty 1726.731350 = -592276.613397 nChanged 13 SP:Iteration 43Q (2642.610413 sec): 3 clusters Score: Raw -594004.305379 + Penalty 1726.731350 = -592277.574029 nChanged 13 SP:Iteration 44Q (2642.665589 sec): 3 clusters Score: Raw -594005.099939 + Penalty 1726.731350 = -592278.368589 nChanged 10 SP:Iteration 45Q (2642.706153 sec): 3 clusters Score: Raw -594005.954784 + Penalty 1726.731350 = -592279.223434 nChanged 8 SP:Iteration 46Q (2642.752030 sec): 3 clusters Score: Raw -594006.443155 + Penalty 1726.731350 = -592279.711805 nChanged 6 SP:Iteration 47Q (2642.803991 sec): 3 clusters Score: Raw -594006.919988 + Penalty 1726.731350 = -592280.188638 nChanged 4 SP:Iteration 48Q (2642.859428 sec): 3 clusters Score: Raw -594007.189336 + Penalty 1726.731350 = -592280.457986 nChanged 3 SP:Iteration 49Q (2642.909840 sec): 3 clusters Score: Raw -594007.363345 + Penalty 1726.731350 = -592280.631995 nChanged 6 SP:Iteration 50Q (2642.953284 sec): 3 clusters Score: Raw -594007.827280 + Penalty 1726.731350 = -592281.095930 nChanged 3 SP:Iteration 51Q (2643.002978 sec): 3 clusters Score: Raw -594008.077945 + Penalty 1726.731350 = -592281.346595 nChanged 5 SP:Iteration 52Q (2643.060268 sec): 3 clusters Score: Raw -594008.663827 + Penalty 1726.731350 = -592281.932476 nChanged 7 SP:Iteration 53Q (2643.114459 sec): 3 clusters Score: Raw -594009.154318 + Penalty 1726.731350 = -592282.422968 nChanged 6 SP:Iteration 54Q (2643.166224 sec): 3 clusters Score: Raw -594009.603867 + Penalty 1726.731350 = -592282.872517 nChanged 5 SP:Iteration 55Q (2643.228131 sec): 3 clusters Score: Raw -594010.024123 + Penalty 1726.731350 = -592283.292772 nChanged 5 SP:Iteration 56Q (2643.288016 sec): 3 clusters Score: Raw -594010.271329 + Penalty 1726.731350 = -592283.539979 nChanged 3 SP:Iteration 57Q (2643.334524 sec): 3 clusters Score: Raw -594010.432921 + Penalty 1726.731350 = -592283.701571 nChanged 5 SP:Iteration 58Q (2643.393144 sec): 3 clusters Score: Raw -594010.696280 + Penalty 1726.731350 = -592283.964930 nChanged 7 SP:Iteration 59Q (2643.452130 sec): 3 clusters Score: Raw -594011.217623 + Penalty 1726.731350 = -592284.486273 nChanged 4 SP:Iteration 60F (2643.490494 sec): 3 clusters Score: Raw -594011.556768 + Penalty 1726.731350 = -592284.825418 nChanged 5 SP:Iteration 61Q (2643.548912 sec): 3 clusters Score: Raw -594012.179856 + Penalty 1726.731350 = -592285.448506 nChanged 11 SP:Iteration 62Q (2643.607229 sec): 3 clusters Score: Raw -594012.972912 + Penalty 1726.731350 = -592286.241561 nChanged 8 SP:Iteration 63Q (2643.656625 sec): 3 clusters Score: Raw -594013.500571 + Penalty 1726.731350 = -592286.769221 nChanged 6 SP:Iteration 64Q (2643.710599 sec): 3 clusters Score: Raw -594013.822252 + Penalty 1726.731350 = -592287.090902 nChanged 5 SP:Iteration 65Q (2643.765313 sec): 3 clusters Score: Raw -594013.978724 + Penalty 1726.731350 = -592287.247374 nChanged 3 SP:Iteration 66Q (2643.830126 sec): 3 clusters Score: Raw -594014.091410 + Penalty 1726.731350 = -592287.360060 nChanged 5 SP:Iteration 67Q (2643.888301 sec): 3 clusters Score: Raw -594014.279458 + Penalty 1726.731350 = -592287.548108 nChanged 3 SP:Iteration 68Q (2643.938768 sec): 3 clusters Score: Raw -594014.441566 + Penalty 1726.731350 = -592287.710216 nChanged 5 SP:Iteration 69Q (2643.983769 sec): 3 clusters Score: Raw -594014.692819 + Penalty 1726.731350 = -592287.961468 nChanged 4 SP:Iteration 70Q (2644.035026 sec): 3 clusters Score: Raw -594014.874165 + Penalty 1726.731350 = -592288.142815 nChanged 2 SP:Iteration 71Q (2644.087373 sec): 3 clusters Score: Raw -594014.979963 + Penalty 1726.731350 = -592288.248613 nChanged 2 SP:Iteration 72Q (2644.144137 sec): 3 clusters Score: Raw -594015.090482 + Penalty 1726.731350 = -592288.359132 nChanged 1 SP:Iteration 73Q (2644.198793 sec): 3 clusters Score: Raw -594015.170683 + Penalty 1726.731350 = -592288.439333 nChanged 3 SP:Iteration 74Q (2644.237942 sec): 3 clusters Score: Raw -594015.409958 + Penalty 1726.731350 = -592288.678608 nChanged 4 SP:Iteration 75Q (2644.295724 sec): 3 clusters Score: Raw -594015.772323 + Penalty 1726.731350 = -592289.040973 nChanged 4 SP:Iteration 76Q (2644.351034 sec): 3 clusters Score: Raw -594016.046549 + Penalty 1726.731350 = -592289.315199 nChanged 6 SP:Iteration 77Q (2644.398145 sec): 3 clusters Score: Raw -594016.506374 + Penalty 1726.731350 = -592289.775024 nChanged 7 SP:Iteration 78Q (2644.450032 sec): 3 clusters Score: Raw -594017.122336 + Penalty 1726.731350 = -592290.390986 nChanged 9 SP:Iteration 79Q (2644.505790 sec): 3 clusters Score: Raw -594018.069025 + Penalty 1726.731350 = -592291.337675 nChanged 12 SP:Iteration 80F (2644.558727 sec): 3 clusters Score: Raw -594019.118137 + Penalty 1726.731350 = -592292.386787 nChanged 12 SP:Iteration 81Q (2644.610732 sec): 3 clusters Score: Raw -594020.114657 + Penalty 1726.731350 = -592293.383307 nChanged 14 SP:Iteration 82Q (2644.678057 sec): 3 clusters Score: Raw -594021.570461 + Penalty 1726.731350 = -592294.839111 nChanged 13 SP:Iteration 83Q (2644.723900 sec): 3 clusters Score: Raw -594022.950780 + Penalty 1726.731350 = -592296.219430 nChanged 15 SP:Iteration 84Q (2644.776812 sec): 3 clusters Score: Raw -594024.330952 + Penalty 1726.731350 = -592297.599602 nChanged 10 SP:Iteration 85Q (2644.835519 sec): 3 clusters Score: Raw -594024.937989 + Penalty 1726.731350 = -592298.206639 nChanged 7 SP:Iteration 86Q (2644.885872 sec): 3 clusters Score: Raw -594025.613176 + Penalty 1726.731350 = -592298.881826 nChanged 9 SP:Iteration 87Q (2644.941551 sec): 3 clusters Score: Raw -594026.925960 + Penalty 1726.731350 = -592300.194609 nChanged 9 SP:Iteration 88Q (2645.001582 sec): 3 clusters Score: Raw -594028.264591 + Penalty 1726.731350 = -592301.533241 nChanged 9 SP:Iteration 89Q (2645.047188 sec): 3 clusters Score: Raw -594029.366130 + Penalty 1726.731350 = -592302.634780 nChanged 16 SP:Iteration 90Q (2645.102800 sec): 3 clusters Score: Raw -594030.831939 + Penalty 1726.731350 = -592304.100589 nChanged 11 SP:Iteration 91Q (2645.161128 sec): 3 clusters Score: Raw -594031.514053 + Penalty 1726.731350 = -592304.782703 nChanged 9 SP:Iteration 92Q (2645.215157 sec): 3 clusters Score: Raw -594032.004294 + Penalty 1726.731350 = -592305.272944 nChanged 7 SP:Iteration 93Q (2645.258745 sec): 3 clusters Score: Raw -594032.566459 + Penalty 1726.731350 = -592305.835108 nChanged 7 SP:Iteration 94Q (2645.312274 sec): 3 clusters Score: Raw -594033.163737 + Penalty 1726.731350 = -592306.432387 nChanged 6 SP:Iteration 95Q (2645.365570 sec): 3 clusters Score: Raw -594033.458095 + Penalty 1726.731350 = -592306.726745 nChanged 2 SP:Iteration 96Q (2645.419872 sec): 3 clusters Score: Raw -594033.577708 + Penalty 1726.731350 = -592306.846357 nChanged 3 SP:Iteration 97Q (2645.476110 sec): 3 clusters Score: Raw -594033.727767 + Penalty 1726.731350 = -592306.996417 nChanged 2 SP:Iteration 98Q (2645.526722 sec): 3 clusters Score: Raw -594033.828050 + Penalty 1726.731350 = -592307.096700 nChanged 0 SP:Iteration 99F (2645.592694 sec): 3 clusters Score: Raw -594033.828050 + Penalty 1726.731350 = -592307.096700 nChanged 0 Iteration 579Q (2647.915645 sec): 23 clusters Score: Raw -25398815.773531 + Penalty 26720.276661 = -25372095.496870 nChanged 24 Iteration 580F (2651.882895 sec): 23 clusters Score: Raw -25398816.074624 + Penalty 26720.276661 = -25372095.797964 nChanged 22 Iteration 581Q (2654.216791 sec): 23 clusters Score: Raw -25398816.383220 + Penalty 26720.276661 = -25372096.106559 nChanged 28 Iteration 582Q (2656.528146 sec): 23 clusters Score: Raw -25398816.729559 + Penalty 26720.276661 = -25372096.452898 nChanged 35 Iteration 583Q (2658.834759 sec): 23 clusters Score: Raw -25398817.138933 + Penalty 26720.276661 = -25372096.862272 nChanged 37 Iteration 584Q (2661.103057 sec): 23 clusters Score: Raw -25398817.647353 + Penalty 26720.276661 = -25372097.370693 nChanged 30 Iteration 585Q (2663.405473 sec): 23 clusters Score: Raw -25398818.003895 + Penalty 26720.276661 = -25372097.727234 nChanged 23 Iteration 586Q (2665.740397 sec): 23 clusters Score: Raw -25398818.230605 + Penalty 26720.276661 = -25372097.953944 nChanged 23 Iteration 587Q (2668.041073 sec): 23 clusters Score: Raw -25398818.509293 + Penalty 26720.276661 = -25372098.232632 nChanged 28 Iteration 588Q (2670.351434 sec): 23 clusters Score: Raw -25398818.786917 + Penalty 26720.276661 = -25372098.510256 nChanged 21 Iteration 589Q (2672.637596 sec): 23 clusters Score: Raw -25398819.005491 + Penalty 26720.276661 = -25372098.728830 nChanged 13 Iteration 590Q (2674.903889 sec): 23 clusters Score: Raw -25398819.148847 + Penalty 26720.276661 = -25372098.872186 nChanged 13 Iteration 591Q (2677.185211 sec): 23 clusters Score: Raw -25398819.241130 + Penalty 26720.276661 = -25372098.964469 nChanged 11 Iteration 592Q (2679.531540 sec): 23 clusters Score: Raw -25398819.333314 + Penalty 26720.276661 = -25372099.056653 nChanged 9 Iteration 593Q (2681.935143 sec): 23 clusters Score: Raw -25398819.422060 + Penalty 26720.276661 = -25372099.145399 nChanged 7 Iteration 594Q (2684.214022 sec): 23 clusters Score: Raw -25398819.625149 + Penalty 26720.276661 = -25372099.348488 nChanged 6 Iteration 595Q (2686.598531 sec): 23 clusters Score: Raw -25398819.677980 + Penalty 26720.276661 = -25372099.401320 nChanged 2 Iteration 596Q (2688.986561 sec): 23 clusters Score: Raw -25398819.715848 + Penalty 26720.276661 = -25372099.439188 nChanged 2 Iteration 597Q (2691.369861 sec): 23 clusters Score: Raw -25398819.722941 + Penalty 26720.276661 = -25372099.446280 nChanged 1 Iteration 598Q (2693.731864 sec): 23 clusters Score: Raw -25398819.726127 + Penalty 26720.276661 = -25372099.449466 nChanged 0 Iteration 599F (2697.713654 sec): 23 clusters Score: Raw -25398819.726127 + Penalty 26720.276661 = -25372099.449466 nChanged 0 Compute initial score before splitting: Score: Raw -25398819.726127 + Penalty 26720.276661 = -25372099.449466 Trying to split cluster 1 (27006 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2697.817780 sec): 2 clusters Score: Raw -2051544.117358 + Penalty 969.362363 = -2050574.754996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2697.888131 sec): 3 clusters Score: Raw -2034551.597709 + Penalty 1938.724725 = -2032612.872983 nChanged 12579 SP:Iteration 1F (2697.960373 sec): 3 clusters Score: Raw -2042036.024038 + Penalty 1938.724725 = -2040097.299313 nChanged 1542 SP:Iteration 2F (2698.037436 sec): 3 clusters Score: Raw -2042837.944061 + Penalty 1938.724725 = -2040899.219336 nChanged 1636 SP:Iteration 3F (2698.111917 sec): 3 clusters Score: Raw -2043921.333627 + Penalty 1938.724725 = -2041982.608902 nChanged 1803 SP:Iteration 4F (2698.191463 sec): 3 clusters Score: Raw -2045163.504007 + Penalty 1938.724725 = -2043224.779282 nChanged 1809 SP:Iteration 5F (2698.268890 sec): 3 clusters Score: Raw -2046427.450269 + Penalty 1938.724725 = -2044488.725544 nChanged 1725 SP:Iteration 6F (2698.333858 sec): 3 clusters Score: Raw -2047561.116696 + Penalty 1938.724725 = -2045622.391971 nChanged 1472 SP:Iteration 7F (2698.419715 sec): 3 clusters Score: Raw -2048376.217761 + Penalty 1938.724725 = -2046437.493036 nChanged 1118 SP:Iteration 8Q (2698.486232 sec): 3 clusters Score: Raw -2048918.970314 + Penalty 1938.724725 = -2046980.245589 nChanged 845 SP:Iteration 9Q (2698.569102 sec): 3 clusters Score: Raw -2049233.152287 + Penalty 1938.724725 = -2047294.427562 nChanged 585 SP:Iteration 10Q (2698.645784 sec): 3 clusters Score: Raw -2049397.795705 + Penalty 1938.724725 = -2047459.070980 nChanged 451 SP:Iteration 11Q (2698.730492 sec): 3 clusters Score: Raw -2049501.124799 + Penalty 1938.724725 = -2047562.400074 nChanged 314 SP:Iteration 12Q (2698.808529 sec): 3 clusters Score: Raw -2049566.039876 + Penalty 1938.724725 = -2047627.315151 nChanged 280 SP:Iteration 13Q (2698.883189 sec): 3 clusters Score: Raw -2049631.241824 + Penalty 1938.724725 = -2047692.517099 nChanged 307 SP:Iteration 14Q (2698.960054 sec): 3 clusters Score: Raw -2049693.982477 + Penalty 1938.724725 = -2047755.257751 nChanged 269 SP:Iteration 15Q (2699.037447 sec): 3 clusters Score: Raw -2049748.531338 + Penalty 1938.724725 = -2047809.806613 nChanged 265 SP:Iteration 16Q (2699.104543 sec): 3 clusters Score: Raw -2049803.345125 + Penalty 1938.724725 = -2047864.620400 nChanged 267 SP:Iteration 17Q (2699.177947 sec): 3 clusters Score: Raw -2049858.453040 + Penalty 1938.724725 = -2047919.728315 nChanged 265 SP:Iteration 18Q (2699.241705 sec): 3 clusters Score: Raw -2049917.342061 + Penalty 1938.724725 = -2047978.617336 nChanged 272 SP:Iteration 19Q (2699.327626 sec): 3 clusters Score: Raw -2049981.227775 + Penalty 1938.724725 = -2048042.503050 nChanged 313 SP:Iteration 20F (2699.403147 sec): 3 clusters Score: Raw -2050053.062539 + Penalty 1938.724725 = -2048114.337814 nChanged 296 SP:Iteration 21Q (2699.474623 sec): 3 clusters Score: Raw -2050121.602549 + Penalty 1938.724725 = -2048182.877824 nChanged 314 SP:Iteration 22Q (2699.553679 sec): 3 clusters Score: Raw -2050194.390177 + Penalty 1938.724725 = -2048255.665452 nChanged 315 SP:Iteration 23Q (2699.624863 sec): 3 clusters Score: Raw -2050273.130330 + Penalty 1938.724725 = -2048334.405605 nChanged 349 SP:Iteration 24Q (2699.703552 sec): 3 clusters Score: Raw -2050360.975117 + Penalty 1938.724725 = -2048422.250392 nChanged 345 SP:Iteration 25Q (2699.786015 sec): 3 clusters Score: Raw -2050451.978789 + Penalty 1938.724725 = -2048513.254064 nChanged 339 SP:Iteration 26Q (2699.850006 sec): 3 clusters Score: Raw -2050543.956129 + Penalty 1938.724725 = -2048605.231404 nChanged 357 SP:Iteration 27Q (2699.929181 sec): 3 clusters Score: Raw -2050650.096156 + Penalty 1938.724725 = -2048711.371431 nChanged 346 SP:Iteration 28Q (2700.012080 sec): 3 clusters Score: Raw -2050740.550006 + Penalty 1938.724725 = -2048801.825281 nChanged 333 SP:Iteration 29Q (2700.076226 sec): 3 clusters Score: Raw -2050830.679878 + Penalty 1938.724725 = -2048891.955153 nChanged 329 SP:Iteration 30Q (2700.159855 sec): 3 clusters Score: Raw -2050919.274770 + Penalty 1938.724725 = -2048980.550045 nChanged 320 SP:Iteration 31Q (2700.234628 sec): 3 clusters Score: Raw -2051006.089132 + Penalty 1938.724725 = -2049067.364407 nChanged 296 SP:Iteration 32Q (2700.301765 sec): 3 clusters Score: Raw -2051085.816906 + Penalty 1938.724725 = -2049147.092181 nChanged 305 SP:Iteration 33Q (2700.377154 sec): 3 clusters Score: Raw -2051172.791663 + Penalty 1938.724725 = -2049234.066938 nChanged 292 SP:Iteration 34Q (2700.456098 sec): 3 clusters Score: Raw -2051250.167834 + Penalty 1938.724725 = -2049311.443109 nChanged 282 SP:Iteration 35Q (2700.535463 sec): 3 clusters Score: Raw -2051325.494276 + Penalty 1938.724725 = -2049386.769551 nChanged 259 SP:Iteration 36Q (2700.594716 sec): 3 clusters Score: Raw -2051393.905691 + Penalty 1938.724725 = -2049455.180966 nChanged 255 SP:Iteration 37Q (2700.671726 sec): 3 clusters Score: Raw -2051461.714570 + Penalty 1938.724725 = -2049522.989845 nChanged 258 SP:Iteration 38Q (2700.738015 sec): 3 clusters Score: Raw -2051536.983491 + Penalty 1938.724725 = -2049598.258766 nChanged 238 SP:Iteration 39Q (2700.813070 sec): 3 clusters Score: Raw -2051609.590558 + Penalty 1938.724725 = -2049670.865833 nChanged 245 SP:Iteration 40F (2700.886124 sec): 3 clusters Score: Raw -2051684.124603 + Penalty 1938.724725 = -2049745.399877 nChanged 232 SP:Iteration 41Q (2700.957443 sec): 3 clusters Score: Raw -2051758.162666 + Penalty 1938.724725 = -2049819.437941 nChanged 211 SP:Iteration 42Q (2701.027196 sec): 3 clusters Score: Raw -2051814.474173 + Penalty 1938.724725 = -2049875.749448 nChanged 173 SP:Iteration 43Q (2701.093003 sec): 3 clusters Score: Raw -2051860.582401 + Penalty 1938.724725 = -2049921.857676 nChanged 168 SP:Iteration 44Q (2701.160195 sec): 3 clusters Score: Raw -2051906.476321 + Penalty 1938.724725 = -2049967.751596 nChanged 160 SP:Iteration 45Q (2701.244859 sec): 3 clusters Score: Raw -2051947.080343 + Penalty 1938.724725 = -2050008.355618 nChanged 141 SP:Iteration 46Q (2701.301263 sec): 3 clusters Score: Raw -2051981.341908 + Penalty 1938.724725 = -2050042.617182 nChanged 134 SP:Iteration 47Q (2701.378695 sec): 3 clusters Score: Raw -2052014.536091 + Penalty 1938.724725 = -2050075.811366 nChanged 111 SP:Iteration 48Q (2701.461815 sec): 3 clusters Score: Raw -2052040.520480 + Penalty 1938.724725 = -2050101.795755 nChanged 107 SP:Iteration 49Q (2701.526121 sec): 3 clusters Score: Raw -2052065.860158 + Penalty 1938.724725 = -2050127.135433 nChanged 101 SP:Iteration 50Q (2701.599120 sec): 3 clusters Score: Raw -2052089.689502 + Penalty 1938.724725 = -2050150.964777 nChanged 89 SP:Iteration 51Q (2701.667540 sec): 3 clusters Score: Raw -2052107.517746 + Penalty 1938.724725 = -2050168.793021 nChanged 69 SP:Iteration 52Q (2701.738432 sec): 3 clusters Score: Raw -2052119.420688 + Penalty 1938.724725 = -2050180.695963 nChanged 44 SP:Iteration 53Q (2701.814015 sec): 3 clusters Score: Raw -2052128.522194 + Penalty 1938.724725 = -2050189.797469 nChanged 59 SP:Iteration 54Q (2701.882744 sec): 3 clusters Score: Raw -2052139.556601 + Penalty 1938.724725 = -2050200.831876 nChanged 50 SP:Iteration 55Q (2701.959662 sec): 3 clusters Score: Raw -2052148.015307 + Penalty 1938.724725 = -2050209.290582 nChanged 46 SP:Iteration 56Q (2702.029224 sec): 3 clusters Score: Raw -2052155.826608 + Penalty 1938.724725 = -2050217.101883 nChanged 44 SP:Iteration 57Q (2702.096417 sec): 3 clusters Score: Raw -2052164.569946 + Penalty 1938.724725 = -2050225.845221 nChanged 36 SP:Iteration 58Q (2702.175551 sec): 3 clusters Score: Raw -2052172.413522 + Penalty 1938.724725 = -2050233.688797 nChanged 40 SP:Iteration 59Q (2702.238978 sec): 3 clusters Score: Raw -2052180.874440 + Penalty 1938.724725 = -2050242.149715 nChanged 44 SP:Iteration 60F (2702.321559 sec): 3 clusters Score: Raw -2052190.041666 + Penalty 1938.724725 = -2050251.316941 nChanged 34 SP:Iteration 61Q (2702.387293 sec): 3 clusters Score: Raw -2052197.637738 + Penalty 1938.724725 = -2050258.913013 nChanged 32 SP:Iteration 62Q (2702.459239 sec): 3 clusters Score: Raw -2052203.663238 + Penalty 1938.724725 = -2050264.938513 nChanged 28 SP:Iteration 63Q (2702.528219 sec): 3 clusters Score: Raw -2052208.084813 + Penalty 1938.724725 = -2050269.360087 nChanged 22 SP:Iteration 64Q (2702.610298 sec): 3 clusters Score: Raw -2052210.941127 + Penalty 1938.724725 = -2050272.216402 nChanged 27 SP:Iteration 65Q (2702.680145 sec): 3 clusters Score: Raw -2052214.830070 + Penalty 1938.724725 = -2050276.105345 nChanged 25 SP:Iteration 66Q (2702.747666 sec): 3 clusters Score: Raw -2052218.893414 + Penalty 1938.724725 = -2050280.168689 nChanged 33 SP:Iteration 67Q (2702.816618 sec): 3 clusters Score: Raw -2052223.665621 + Penalty 1938.724725 = -2050284.940896 nChanged 20 SP:Iteration 68Q (2702.880634 sec): 3 clusters Score: Raw -2052226.415572 + Penalty 1938.724725 = -2050287.690847 nChanged 18 SP:Iteration 69Q (2702.958237 sec): 3 clusters Score: Raw -2052229.024950 + Penalty 1938.724725 = -2050290.300225 nChanged 10 SP:Iteration 70Q (2703.024235 sec): 3 clusters Score: Raw -2052229.963655 + Penalty 1938.724725 = -2050291.238930 nChanged 5 SP:Iteration 71Q (2703.093100 sec): 3 clusters Score: Raw -2052230.286437 + Penalty 1938.724725 = -2050291.561712 nChanged 3 SP:Iteration 72Q (2703.162534 sec): 3 clusters Score: Raw -2052230.640146 + Penalty 1938.724725 = -2050291.915420 nChanged 4 SP:Iteration 73Q (2703.237069 sec): 3 clusters Score: Raw -2052231.123979 + Penalty 1938.724725 = -2050292.399254 nChanged 6 SP:Iteration 74Q (2703.313616 sec): 3 clusters Score: Raw -2052231.920988 + Penalty 1938.724725 = -2050293.196263 nChanged 5 SP:Iteration 75Q (2703.378930 sec): 3 clusters Score: Raw -2052232.358521 + Penalty 1938.724725 = -2050293.633796 nChanged 4 SP:Iteration 76Q (2703.432737 sec): 3 clusters Score: Raw -2052232.652050 + Penalty 1938.724725 = -2050293.927325 nChanged 0 SP:Iteration 77F (2703.508707 sec): 3 clusters Score: Raw -2052232.652050 + Penalty 1938.724725 = -2050293.927325 nChanged 0 Trying to split cluster 2 (2092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2703.546252 sec): 2 clusters Score: Raw -167650.691542 + Penalty 726.358203 = -166924.333339 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2703.583394 sec): 3 clusters Score: Raw -166617.228106 + Penalty 1452.716407 = -165164.511699 nChanged 811 SP:Iteration 1F (2703.632928 sec): 3 clusters Score: Raw -167204.266313 + Penalty 1452.716407 = -165751.549906 nChanged 209 SP:Iteration 2F (2703.688289 sec): 3 clusters Score: Raw -167402.784880 + Penalty 1452.716407 = -165950.068474 nChanged 164 SP:Iteration 3F (2703.721259 sec): 3 clusters Score: Raw -167571.736978 + Penalty 1452.716407 = -166119.020571 nChanged 135 SP:Iteration 4F (2703.769511 sec): 3 clusters Score: Raw -167691.076442 + Penalty 1452.716407 = -166238.360035 nChanged 94 SP:Iteration 5Q (2703.810890 sec): 3 clusters Score: Raw -167763.130084 + Penalty 1452.716407 = -166310.413677 nChanged 79 SP:Iteration 6Q (2703.849701 sec): 3 clusters Score: Raw -167825.338308 + Penalty 1452.716407 = -166372.621901 nChanged 67 SP:Iteration 7Q (2703.883554 sec): 3 clusters Score: Raw -167866.363958 + Penalty 1452.716407 = -166413.647552 nChanged 42 SP:Iteration 8Q (2703.931293 sec): 3 clusters Score: Raw -167891.916816 + Penalty 1452.716407 = -166439.200409 nChanged 29 SP:Iteration 9Q (2703.971851 sec): 3 clusters Score: Raw -167911.456359 + Penalty 1452.716407 = -166458.739952 nChanged 23 SP:Iteration 10Q (2704.015782 sec): 3 clusters Score: Raw -167923.448477 + Penalty 1452.716407 = -166470.732070 nChanged 25 SP:Iteration 11Q (2704.071340 sec): 3 clusters Score: Raw -167932.743230 + Penalty 1452.716407 = -166480.026823 nChanged 10 SP:Iteration 12Q (2704.110108 sec): 3 clusters Score: Raw -167937.012043 + Penalty 1452.716407 = -166484.295637 nChanged 7 SP:Iteration 13Q (2704.158658 sec): 3 clusters Score: Raw -167939.133111 + Penalty 1452.716407 = -166486.416704 nChanged 4 SP:Iteration 14Q (2704.205482 sec): 3 clusters Score: Raw -167940.574745 + Penalty 1452.716407 = -166487.858338 nChanged 10 SP:Iteration 15Q (2704.251280 sec): 3 clusters Score: Raw -167944.210678 + Penalty 1452.716407 = -166491.494272 nChanged 7 SP:Iteration 16Q (2704.293774 sec): 3 clusters Score: Raw -167947.107043 + Penalty 1452.716407 = -166494.390636 nChanged 8 SP:Iteration 17Q (2704.340449 sec): 3 clusters Score: Raw -167948.941069 + Penalty 1452.716407 = -166496.224662 nChanged 6 SP:Iteration 18Q (2704.379912 sec): 3 clusters Score: Raw -167951.568707 + Penalty 1452.716407 = -166498.852300 nChanged 4 SP:Iteration 19Q (2704.436828 sec): 3 clusters Score: Raw -167952.726873 + Penalty 1452.716407 = -166500.010466 nChanged 6 SP:Iteration 20F (2704.471209 sec): 3 clusters Score: Raw -167954.397228 + Penalty 1452.716407 = -166501.680821 nChanged 1 SP:Iteration 21Q (2704.523767 sec): 3 clusters Score: Raw -167954.525958 + Penalty 1452.716407 = -166501.809552 nChanged 1 SP:Iteration 22Q (2704.573840 sec): 3 clusters Score: Raw -167954.734280 + Penalty 1452.716407 = -166502.017874 nChanged 3 SP:Iteration 23Q (2704.610354 sec): 3 clusters Score: Raw -167955.660513 + Penalty 1452.716407 = -166502.944106 nChanged 3 SP:Iteration 24Q (2704.663228 sec): 3 clusters Score: Raw -167956.279672 + Penalty 1452.716407 = -166503.563265 nChanged 1 SP:Iteration 25Q (2704.698496 sec): 3 clusters Score: Raw -167956.684331 + Penalty 1452.716407 = -166503.967924 nChanged 1 SP:Iteration 26Q (2704.748920 sec): 3 clusters Score: Raw -167956.942515 + Penalty 1452.716407 = -166504.226108 nChanged 1 SP:Iteration 27Q (2704.797994 sec): 3 clusters Score: Raw -167957.150724 + Penalty 1452.716407 = -166504.434317 nChanged 0 SP:Iteration 28F (2704.834834 sec): 3 clusters Score: Raw -167957.150724 + Penalty 1452.716407 = -166504.434317 nChanged 0 Trying to split cluster 3 (16109 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2704.874843 sec): 2 clusters Score: Raw -1165758.295602 + Penalty 920.277673 = -1164838.017929 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2704.925825 sec): 3 clusters Score: Raw -1155855.745944 + Penalty 1840.555346 = -1154015.190598 nChanged 7382 SP:Iteration 1F (2704.988600 sec): 3 clusters Score: Raw -1160136.219520 + Penalty 1840.555346 = -1158295.664174 nChanged 879 SP:Iteration 2F (2705.060630 sec): 3 clusters Score: Raw -1160522.007289 + Penalty 1840.555346 = -1158681.451943 nChanged 866 SP:Iteration 3F (2705.125349 sec): 3 clusters Score: Raw -1160968.042309 + Penalty 1840.555346 = -1159127.486962 nChanged 914 SP:Iteration 4F (2705.189342 sec): 3 clusters Score: Raw -1161474.211167 + Penalty 1840.555346 = -1159633.655821 nChanged 889 SP:Iteration 5F (2705.247297 sec): 3 clusters Score: Raw -1162041.561063 + Penalty 1840.555346 = -1160201.005716 nChanged 909 SP:Iteration 6F (2705.309431 sec): 3 clusters Score: Raw -1162635.421203 + Penalty 1840.555346 = -1160794.865857 nChanged 870 SP:Iteration 7F (2705.369654 sec): 3 clusters Score: Raw -1163204.612461 + Penalty 1840.555346 = -1161364.057115 nChanged 721 SP:Iteration 8Q (2705.439940 sec): 3 clusters Score: Raw -1163598.356328 + Penalty 1840.555346 = -1161757.800981 nChanged 541 SP:Iteration 9Q (2705.497157 sec): 3 clusters Score: Raw -1163831.140975 + Penalty 1840.555346 = -1161990.585629 nChanged 408 SP:Iteration 10Q (2705.559156 sec): 3 clusters Score: Raw -1163979.150113 + Penalty 1840.555346 = -1162138.594767 nChanged 292 SP:Iteration 11Q (2705.621554 sec): 3 clusters Score: Raw -1164085.103731 + Penalty 1840.555346 = -1162244.548385 nChanged 260 SP:Iteration 12Q (2705.691258 sec): 3 clusters Score: Raw -1164185.557844 + Penalty 1840.555346 = -1162345.002498 nChanged 264 SP:Iteration 13Q (2705.759333 sec): 3 clusters Score: Raw -1164282.527781 + Penalty 1840.555346 = -1162441.972435 nChanged 237 SP:Iteration 14Q (2705.825580 sec): 3 clusters Score: Raw -1164364.555434 + Penalty 1840.555346 = -1162524.000088 nChanged 260 SP:Iteration 15Q (2705.891396 sec): 3 clusters Score: Raw -1164454.708591 + Penalty 1840.555346 = -1162614.153244 nChanged 253 SP:Iteration 16Q (2705.945911 sec): 3 clusters Score: Raw -1164545.783920 + Penalty 1840.555346 = -1162705.228574 nChanged 259 SP:Iteration 17Q (2706.010911 sec): 3 clusters Score: Raw -1164639.422079 + Penalty 1840.555346 = -1162798.866732 nChanged 257 SP:Iteration 18Q (2706.078624 sec): 3 clusters Score: Raw -1164719.985250 + Penalty 1840.555346 = -1162879.429904 nChanged 213 SP:Iteration 19Q (2706.136018 sec): 3 clusters Score: Raw -1164784.287889 + Penalty 1840.555346 = -1162943.732543 nChanged 224 SP:Iteration 20F (2706.185428 sec): 3 clusters Score: Raw -1164857.260855 + Penalty 1840.555346 = -1163016.705509 nChanged 216 SP:Iteration 21Q (2706.254584 sec): 3 clusters Score: Raw -1164923.907990 + Penalty 1840.555346 = -1163083.352643 nChanged 204 SP:Iteration 22Q (2706.310759 sec): 3 clusters Score: Raw -1164984.850909 + Penalty 1840.555346 = -1163144.295563 nChanged 196 SP:Iteration 23Q (2706.384830 sec): 3 clusters Score: Raw -1165040.607873 + Penalty 1840.555346 = -1163200.052526 nChanged 173 SP:Iteration 24Q (2706.441765 sec): 3 clusters Score: Raw -1165087.221238 + Penalty 1840.555346 = -1163246.665892 nChanged 159 SP:Iteration 25Q (2706.501555 sec): 3 clusters Score: Raw -1165133.647809 + Penalty 1840.555346 = -1163293.092462 nChanged 168 SP:Iteration 26Q (2706.564688 sec): 3 clusters Score: Raw -1165180.032096 + Penalty 1840.555346 = -1163339.476750 nChanged 158 SP:Iteration 27Q (2706.627709 sec): 3 clusters Score: Raw -1165228.459944 + Penalty 1840.555346 = -1163387.904597 nChanged 153 SP:Iteration 28Q (2706.692397 sec): 3 clusters Score: Raw -1165275.586720 + Penalty 1840.555346 = -1163435.031374 nChanged 153 SP:Iteration 29Q (2706.743123 sec): 3 clusters Score: Raw -1165329.977640 + Penalty 1840.555346 = -1163489.422294 nChanged 170 SP:Iteration 30Q (2706.807717 sec): 3 clusters Score: Raw -1165388.469115 + Penalty 1840.555346 = -1163547.913768 nChanged 151 SP:Iteration 31Q (2706.866921 sec): 3 clusters Score: Raw -1165436.774516 + Penalty 1840.555346 = -1163596.219169 nChanged 137 SP:Iteration 32Q (2706.932806 sec): 3 clusters Score: Raw -1165479.975700 + Penalty 1840.555346 = -1163639.420354 nChanged 130 SP:Iteration 33Q (2706.990139 sec): 3 clusters Score: Raw -1165521.950367 + Penalty 1840.555346 = -1163681.395021 nChanged 128 SP:Iteration 34Q (2707.052461 sec): 3 clusters Score: Raw -1165563.182394 + Penalty 1840.555346 = -1163722.627047 nChanged 108 SP:Iteration 35Q (2707.114778 sec): 3 clusters Score: Raw -1165596.512045 + Penalty 1840.555346 = -1163755.956699 nChanged 87 SP:Iteration 36Q (2707.170237 sec): 3 clusters Score: Raw -1165622.793335 + Penalty 1840.555346 = -1163782.237989 nChanged 93 SP:Iteration 37Q (2707.234500 sec): 3 clusters Score: Raw -1165655.029266 + Penalty 1840.555346 = -1163814.473919 nChanged 96 SP:Iteration 38Q (2707.296714 sec): 3 clusters Score: Raw -1165689.651644 + Penalty 1840.555346 = -1163849.096298 nChanged 86 SP:Iteration 39Q (2707.351957 sec): 3 clusters Score: Raw -1165722.649390 + Penalty 1840.555346 = -1163882.094044 nChanged 82 SP:Iteration 40F (2707.422933 sec): 3 clusters Score: Raw -1165757.026104 + Penalty 1840.555346 = -1163916.470757 nChanged 77 SP:Iteration 41Q (2707.462856 sec): 3 clusters Score: Raw -1165788.705456 + Penalty 1840.555346 = -1163948.150110 nChanged 63 SP:Iteration 42Q (2707.525898 sec): 3 clusters Score: Raw -1165809.731782 + Penalty 1840.555346 = -1163969.176435 nChanged 50 SP:Iteration 43Q (2707.588479 sec): 3 clusters Score: Raw -1165832.508168 + Penalty 1840.555346 = -1163991.952822 nChanged 56 SP:Iteration 44Q (2707.655253 sec): 3 clusters Score: Raw -1165854.378471 + Penalty 1840.555346 = -1164013.823125 nChanged 44 SP:Iteration 45Q (2707.714836 sec): 3 clusters Score: Raw -1165872.057341 + Penalty 1840.555346 = -1164031.501995 nChanged 41 SP:Iteration 46Q (2707.770118 sec): 3 clusters Score: Raw -1165886.259379 + Penalty 1840.555346 = -1164045.704033 nChanged 37 SP:Iteration 47Q (2707.832125 sec): 3 clusters Score: Raw -1165898.311624 + Penalty 1840.555346 = -1164057.756278 nChanged 26 SP:Iteration 48Q (2707.886177 sec): 3 clusters Score: Raw -1165907.371840 + Penalty 1840.555346 = -1164066.816494 nChanged 24 SP:Iteration 49Q (2707.947349 sec): 3 clusters Score: Raw -1165915.025481 + Penalty 1840.555346 = -1164074.470135 nChanged 19 SP:Iteration 50Q (2708.008413 sec): 3 clusters Score: Raw -1165920.890199 + Penalty 1840.555346 = -1164080.334853 nChanged 23 SP:Iteration 51Q (2708.064202 sec): 3 clusters Score: Raw -1165927.933618 + Penalty 1840.555346 = -1164087.378272 nChanged 20 SP:Iteration 52Q (2708.135387 sec): 3 clusters Score: Raw -1165931.801428 + Penalty 1840.555346 = -1164091.246082 nChanged 13 SP:Iteration 53Q (2708.183277 sec): 3 clusters Score: Raw -1165934.584486 + Penalty 1840.555346 = -1164094.029140 nChanged 13 SP:Iteration 54Q (2708.249209 sec): 3 clusters Score: Raw -1165938.380318 + Penalty 1840.555346 = -1164097.824972 nChanged 9 SP:Iteration 55Q (2708.307835 sec): 3 clusters Score: Raw -1165941.313572 + Penalty 1840.555346 = -1164100.758226 nChanged 11 SP:Iteration 56Q (2708.360782 sec): 3 clusters Score: Raw -1165944.291924 + Penalty 1840.555346 = -1164103.736577 nChanged 8 SP:Iteration 57Q (2708.419307 sec): 3 clusters Score: Raw -1165947.631928 + Penalty 1840.555346 = -1164107.076581 nChanged 10 SP:Iteration 58Q (2708.478287 sec): 3 clusters Score: Raw -1165952.612518 + Penalty 1840.555346 = -1164112.057172 nChanged 13 SP:Iteration 59Q (2708.543813 sec): 3 clusters Score: Raw -1165957.684347 + Penalty 1840.555346 = -1164117.129001 nChanged 13 SP:Iteration 60F (2708.595701 sec): 3 clusters Score: Raw -1165961.814052 + Penalty 1840.555346 = -1164121.258706 nChanged 10 SP:Iteration 61Q (2708.649787 sec): 3 clusters Score: Raw -1165966.056741 + Penalty 1840.555346 = -1164125.501395 nChanged 7 SP:Iteration 62Q (2708.715545 sec): 3 clusters Score: Raw -1165968.724051 + Penalty 1840.555346 = -1164128.168705 nChanged 4 SP:Iteration 63Q (2708.773548 sec): 3 clusters Score: Raw -1165969.474082 + Penalty 1840.555346 = -1164128.918736 nChanged 2 SP:Iteration 64Q (2708.834699 sec): 3 clusters Score: Raw -1165970.016072 + Penalty 1840.555346 = -1164129.460726 nChanged 1 SP:Iteration 65Q (2708.899341 sec): 3 clusters Score: Raw -1165970.196296 + Penalty 1840.555346 = -1164129.640950 nChanged 1 SP:Iteration 66Q (2708.962357 sec): 3 clusters Score: Raw -1165970.732087 + Penalty 1840.555346 = -1164130.176741 nChanged 3 SP:Iteration 67Q (2709.012883 sec): 3 clusters Score: Raw -1165971.264634 + Penalty 1840.555346 = -1164130.709288 nChanged 2 SP:Iteration 68Q (2709.079982 sec): 3 clusters Score: Raw -1165971.660813 + Penalty 1840.555346 = -1164131.105467 nChanged 3 SP:Iteration 69Q (2709.136204 sec): 3 clusters Score: Raw -1165972.305913 + Penalty 1840.555346 = -1164131.750567 nChanged 6 SP:Iteration 70Q (2709.191330 sec): 3 clusters Score: Raw -1165974.938347 + Penalty 1840.555346 = -1164134.383001 nChanged 7 SP:Iteration 71Q (2709.248837 sec): 3 clusters Score: Raw -1165977.974376 + Penalty 1840.555346 = -1164137.419030 nChanged 11 SP:Iteration 72Q (2709.323976 sec): 3 clusters Score: Raw -1165982.635076 + Penalty 1840.555346 = -1164142.079730 nChanged 12 SP:Iteration 73Q (2709.379661 sec): 3 clusters Score: Raw -1165985.976413 + Penalty 1840.555346 = -1164145.421067 nChanged 6 SP:Iteration 74Q (2709.439888 sec): 3 clusters Score: Raw -1165988.489453 + Penalty 1840.555346 = -1164147.934107 nChanged 2 SP:Iteration 75Q (2709.493574 sec): 3 clusters Score: Raw -1165989.120073 + Penalty 1840.555346 = -1164148.564727 nChanged 1 SP:Iteration 76Q (2709.548674 sec): 3 clusters Score: Raw -1165989.310003 + Penalty 1840.555346 = -1164148.754657 nChanged 0 SP:Iteration 77F (2709.611584 sec): 3 clusters Score: Raw -1165989.310003 + Penalty 1840.555346 = -1164148.754657 nChanged 0 Trying to split cluster 4 (17025 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2709.657066 sec): 2 clusters Score: Raw -1236209.773442 + Penalty 925.531622 = -1235284.241819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2709.709506 sec): 3 clusters Score: Raw -1225657.695288 + Penalty 1851.063245 = -1223806.632043 nChanged 7893 SP:Iteration 1F (2709.780988 sec): 3 clusters Score: Raw -1230061.492937 + Penalty 1851.063245 = -1228210.429692 nChanged 809 SP:Iteration 2Q (2709.832427 sec): 3 clusters Score: Raw -1230375.694287 + Penalty 1851.063245 = -1228524.631043 nChanged 822 SP:Iteration 3Q (2709.890478 sec): 3 clusters Score: Raw -1230709.708541 + Penalty 1851.063245 = -1228858.645296 nChanged 794 SP:Iteration 4Q (2709.957858 sec): 3 clusters Score: Raw -1231085.204944 + Penalty 1851.063245 = -1229234.141700 nChanged 814 SP:Iteration 5Q (2710.014951 sec): 3 clusters Score: Raw -1231576.065527 + Penalty 1851.063245 = -1229725.002282 nChanged 886 SP:Iteration 6F (2710.076487 sec): 3 clusters Score: Raw -1232208.076424 + Penalty 1851.063245 = -1230357.013179 nChanged 949 SP:Iteration 7F (2710.137523 sec): 3 clusters Score: Raw -1232961.070880 + Penalty 1851.063245 = -1231110.007635 nChanged 824 SP:Iteration 8Q (2710.214476 sec): 3 clusters Score: Raw -1233540.541264 + Penalty 1851.063245 = -1231689.478019 nChanged 621 SP:Iteration 9Q (2710.274804 sec): 3 clusters Score: Raw -1233875.943778 + Penalty 1851.063245 = -1232024.880533 nChanged 450 SP:Iteration 10Q (2710.319531 sec): 3 clusters Score: Raw -1234065.407463 + Penalty 1851.063245 = -1232214.344219 nChanged 332 SP:Iteration 11Q (2710.386311 sec): 3 clusters Score: Raw -1234197.276871 + Penalty 1851.063245 = -1232346.213626 nChanged 324 SP:Iteration 12Q (2710.443731 sec): 3 clusters Score: Raw -1234328.126684 + Penalty 1851.063245 = -1232477.063439 nChanged 274 SP:Iteration 13Q (2710.515465 sec): 3 clusters Score: Raw -1234421.399887 + Penalty 1851.063245 = -1232570.336642 nChanged 249 SP:Iteration 14Q (2710.581044 sec): 3 clusters Score: Raw -1234505.874924 + Penalty 1851.063245 = -1232654.811679 nChanged 246 SP:Iteration 15Q (2710.637774 sec): 3 clusters Score: Raw -1234599.644806 + Penalty 1851.063245 = -1232748.581561 nChanged 257 SP:Iteration 16Q (2710.696216 sec): 3 clusters Score: Raw -1234715.657356 + Penalty 1851.063245 = -1232864.594111 nChanged 296 SP:Iteration 17Q (2710.766758 sec): 3 clusters Score: Raw -1234856.236472 + Penalty 1851.063245 = -1233005.173227 nChanged 295 SP:Iteration 18Q (2710.828135 sec): 3 clusters Score: Raw -1234991.498901 + Penalty 1851.063245 = -1233140.435656 nChanged 276 SP:Iteration 19Q (2710.878778 sec): 3 clusters Score: Raw -1235117.288885 + Penalty 1851.063245 = -1233266.225640 nChanged 245 SP:Iteration 20F (2710.940142 sec): 3 clusters Score: Raw -1235229.229996 + Penalty 1851.063245 = -1233378.166751 nChanged 235 SP:Iteration 21Q (2711.012545 sec): 3 clusters Score: Raw -1235349.765128 + Penalty 1851.063245 = -1233498.701883 nChanged 243 SP:Iteration 22Q (2711.057099 sec): 3 clusters Score: Raw -1235477.726590 + Penalty 1851.063245 = -1233626.663345 nChanged 235 SP:Iteration 23Q (2711.117954 sec): 3 clusters Score: Raw -1235606.298766 + Penalty 1851.063245 = -1233755.235521 nChanged 221 SP:Iteration 24Q (2711.172230 sec): 3 clusters Score: Raw -1235731.502823 + Penalty 1851.063245 = -1233880.439578 nChanged 198 SP:Iteration 25Q (2711.234147 sec): 3 clusters Score: Raw -1235853.162190 + Penalty 1851.063245 = -1234002.098945 nChanged 189 SP:Iteration 26Q (2711.308413 sec): 3 clusters Score: Raw -1235974.102194 + Penalty 1851.063245 = -1234123.038950 nChanged 157 SP:Iteration 27Q (2711.365553 sec): 3 clusters Score: Raw -1236091.728772 + Penalty 1851.063245 = -1234240.665527 nChanged 133 SP:Iteration 28Q (2711.418896 sec): 3 clusters Score: Raw -1236181.306789 + Penalty 1851.063245 = -1234330.243544 nChanged 95 SP:Iteration 29Q (2711.455110 sec): 3 clusters Score: Raw -1236246.154826 + Penalty 1851.063245 = -1234395.091581 nChanged 62 SP:Iteration 30Q (2711.515635 sec): 3 clusters Score: Raw -1236286.890101 + Penalty 1851.063245 = -1234435.826856 nChanged 50 SP:Iteration 31Q (2711.570119 sec): 3 clusters Score: Raw -1236316.796997 + Penalty 1851.063245 = -1234465.733752 nChanged 28 SP:Iteration 32Q (2711.628853 sec): 3 clusters Score: Raw -1236332.520808 + Penalty 1851.063245 = -1234481.457563 nChanged 18 SP:Iteration 33Q (2711.693959 sec): 3 clusters Score: Raw -1236343.745018 + Penalty 1851.063245 = -1234492.681774 nChanged 17 SP:Iteration 34Q (2711.743667 sec): 3 clusters Score: Raw -1236350.663863 + Penalty 1851.063245 = -1234499.600619 nChanged 9 SP:Iteration 35Q (2711.798880 sec): 3 clusters Score: Raw -1236354.042933 + Penalty 1851.063245 = -1234502.979688 nChanged 11 SP:Iteration 36Q (2711.866297 sec): 3 clusters Score: Raw -1236359.055067 + Penalty 1851.063245 = -1234507.991822 nChanged 1 SP:Iteration 37Q (2711.914503 sec): 3 clusters Score: Raw -1236359.382671 + Penalty 1851.063245 = -1234508.319426 nChanged 1 SP:Iteration 38Q (2711.976826 sec): 3 clusters Score: Raw -1236359.920504 + Penalty 1851.063245 = -1234508.857259 nChanged 1 SP:Iteration 39Q (2712.026541 sec): 3 clusters Score: Raw -1236360.095169 + Penalty 1851.063245 = -1234509.031924 nChanged 0 SP:Iteration 40F (2712.088581 sec): 3 clusters Score: Raw -1236360.095169 + Penalty 1851.063245 = -1234509.031924 nChanged 0 Trying to split cluster 5 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2712.120217 sec): 2 clusters Score: Raw -143601.888099 + Penalty 723.312775 = -142878.575324 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2712.153231 sec): 3 clusters Score: Raw -142610.505318 + Penalty 1446.625550 = -141163.879768 nChanged 793 SP:Iteration 1F (2712.203655 sec): 3 clusters Score: Raw -143105.227490 + Penalty 1446.625550 = -141658.601940 nChanged 157 SP:Iteration 2F (2712.258901 sec): 3 clusters Score: Raw -143219.700570 + Penalty 1446.625550 = -141773.075020 nChanged 113 SP:Iteration 3F (2712.299911 sec): 3 clusters Score: Raw -143287.087690 + Penalty 1446.625550 = -141840.462140 nChanged 91 SP:Iteration 4Q (2712.329164 sec): 3 clusters Score: Raw -143344.500625 + Penalty 1446.625550 = -141897.875075 nChanged 81 SP:Iteration 5Q (2712.372120 sec): 3 clusters Score: Raw -143382.936009 + Penalty 1446.625550 = -141936.310459 nChanged 50 SP:Iteration 6Q (2712.408517 sec): 3 clusters Score: Raw -143403.267385 + Penalty 1446.625550 = -141956.641835 nChanged 40 SP:Iteration 7Q (2712.451159 sec): 3 clusters Score: Raw -143415.761099 + Penalty 1446.625550 = -141969.135549 nChanged 26 SP:Iteration 8Q (2712.494865 sec): 3 clusters Score: Raw -143420.741176 + Penalty 1446.625550 = -141974.115625 nChanged 5 SP:Iteration 9Q (2712.541670 sec): 3 clusters Score: Raw -143422.212383 + Penalty 1446.625550 = -141975.586833 nChanged 2 SP:Iteration 10Q (2712.599828 sec): 3 clusters Score: Raw -143422.656818 + Penalty 1446.625550 = -141976.031268 nChanged 2 SP:Iteration 11Q (2712.643013 sec): 3 clusters Score: Raw -143422.800893 + Penalty 1446.625550 = -141976.175343 nChanged 1 SP:Iteration 12Q (2712.671181 sec): 3 clusters Score: Raw -143422.926072 + Penalty 1446.625550 = -141976.300522 nChanged 0 SP:Iteration 13F (2712.718267 sec): 3 clusters Score: Raw -143422.926072 + Penalty 1446.625550 = -141976.300522 nChanged 0 Trying to split cluster 6 (338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2712.736069 sec): 2 clusters Score: Raw -19060.566384 + Penalty 553.189360 = -18507.377023 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2712.776410 sec): 3 clusters Score: Raw -19053.819121 + Penalty 1106.378720 = -17947.440400 nChanged 87 SP:Iteration 1F (2712.811812 sec): 3 clusters Score: Raw -19200.895387 + Penalty 1106.378720 = -18094.516666 nChanged 24 SP:Iteration 2F (2712.862935 sec): 3 clusters Score: Raw -19243.084102 + Penalty 1106.378720 = -18136.705382 nChanged 9 SP:Iteration 3Q (2712.893458 sec): 3 clusters Score: Raw -19255.287962 + Penalty 1106.378720 = -18148.909242 nChanged 6 SP:Iteration 4Q (2712.934729 sec): 3 clusters Score: Raw -19271.860809 + Penalty 1106.378720 = -18165.482088 nChanged 8 SP:Iteration 5Q (2712.971885 sec): 3 clusters Score: Raw -19303.849805 + Penalty 1106.378720 = -18197.471085 nChanged 11 SP:Iteration 6Q (2713.018181 sec): 3 clusters Score: Raw -19336.018643 + Penalty 1106.378720 = -18229.639923 nChanged 5 SP:Iteration 7Q (2713.067066 sec): 3 clusters Score: Raw -19347.124976 + Penalty 1106.378720 = -18240.746256 nChanged 8 SP:Iteration 8Q (2713.099262 sec): 3 clusters Score: Raw -19364.520043 + Penalty 1106.378720 = -18258.141323 nChanged 5 SP:Iteration 9Q (2713.149007 sec): 3 clusters Score: Raw -19373.056077 + Penalty 1106.378720 = -18266.677357 nChanged 4 SP:Iteration 10Q (2713.184106 sec): 3 clusters Score: Raw -19392.555331 + Penalty 1106.378720 = -18286.176611 nChanged 4 SP:Iteration 11Q (2713.227653 sec): 3 clusters Score: Raw -19406.240921 + Penalty 1106.378720 = -18299.862201 nChanged 4 SP:Iteration 12Q (2713.270655 sec): 3 clusters Score: Raw -19433.813665 + Penalty 1106.378720 = -18327.434945 nChanged 7 SP:Iteration 13Q (2713.314188 sec): 3 clusters Score: Raw -19467.811694 + Penalty 1106.378720 = -18361.432974 nChanged 6 SP:Iteration 14Q (2713.361126 sec): 3 clusters Score: Raw -19481.717072 + Penalty 1106.378720 = -18375.338352 nChanged 0 SP:Iteration 15F (2713.393805 sec): 3 clusters Score: Raw -19481.717072 + Penalty 1106.378720 = -18375.338352 nChanged 0 Trying to split cluster 7 (37826 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2713.450299 sec): 2 clusters Score: Raw -2839186.605357 + Penalty 1001.371438 = -2838185.233919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2713.548042 sec): 3 clusters Score: Raw -2815035.025421 + Penalty 2002.742875 = -2813032.282546 nChanged 17883 SP:Iteration 1F (2713.642822 sec): 3 clusters Score: Raw -2825066.912887 + Penalty 2002.742875 = -2823064.170011 nChanged 1624 SP:Iteration 2Q (2713.734152 sec): 3 clusters Score: Raw -2825612.625248 + Penalty 2002.742875 = -2823609.882373 nChanged 1793 SP:Iteration 3Q (2713.827441 sec): 3 clusters Score: Raw -2826372.853094 + Penalty 2002.742875 = -2824370.110219 nChanged 1964 SP:Iteration 4F (2713.913882 sec): 3 clusters Score: Raw -2827345.365100 + Penalty 2002.742875 = -2825342.622224 nChanged 2183 SP:Iteration 5F (2714.003808 sec): 3 clusters Score: Raw -2828571.137423 + Penalty 2002.742875 = -2826568.394547 nChanged 2323 SP:Iteration 6F (2714.101211 sec): 3 clusters Score: Raw -2829976.723731 + Penalty 2002.742875 = -2827973.980856 nChanged 2282 SP:Iteration 7F (2714.185223 sec): 3 clusters Score: Raw -2831482.562724 + Penalty 2002.742875 = -2829479.819849 nChanged 2253 SP:Iteration 8F (2714.274833 sec): 3 clusters Score: Raw -2833000.699037 + Penalty 2002.742875 = -2830997.956162 nChanged 1953 SP:Iteration 9F (2714.362164 sec): 3 clusters Score: Raw -2834105.187407 + Penalty 2002.742875 = -2832102.444531 nChanged 1429 SP:Iteration 10Q (2714.455882 sec): 3 clusters Score: Raw -2834681.764106 + Penalty 2002.742875 = -2832679.021230 nChanged 930 SP:Iteration 11Q (2714.547970 sec): 3 clusters Score: Raw -2834978.735092 + Penalty 2002.742875 = -2832975.992216 nChanged 668 SP:Iteration 12Q (2714.639429 sec): 3 clusters Score: Raw -2835168.325748 + Penalty 2002.742875 = -2833165.582873 nChanged 547 SP:Iteration 13Q (2714.732827 sec): 3 clusters Score: Raw -2835306.870452 + Penalty 2002.742875 = -2833304.127577 nChanged 492 SP:Iteration 14Q (2714.814063 sec): 3 clusters Score: Raw -2835425.597347 + Penalty 2002.742875 = -2833422.854472 nChanged 484 SP:Iteration 15Q (2714.904337 sec): 3 clusters Score: Raw -2835554.358337 + Penalty 2002.742875 = -2833551.615462 nChanged 491 SP:Iteration 16Q (2714.991840 sec): 3 clusters Score: Raw -2835688.576189 + Penalty 2002.742875 = -2833685.833314 nChanged 490 SP:Iteration 17Q (2715.085396 sec): 3 clusters Score: Raw -2835820.398769 + Penalty 2002.742875 = -2833817.655894 nChanged 478 SP:Iteration 18Q (2715.177796 sec): 3 clusters Score: Raw -2835948.479639 + Penalty 2002.742875 = -2833945.736764 nChanged 466 SP:Iteration 19Q (2715.259141 sec): 3 clusters Score: Raw -2836083.879443 + Penalty 2002.742875 = -2834081.136567 nChanged 459 SP:Iteration 20F (2715.340704 sec): 3 clusters Score: Raw -2836225.734044 + Penalty 2002.742875 = -2834222.991169 nChanged 484 SP:Iteration 21Q (2715.424937 sec): 3 clusters Score: Raw -2836390.036326 + Penalty 2002.742875 = -2834387.293450 nChanged 496 SP:Iteration 22Q (2715.520794 sec): 3 clusters Score: Raw -2836546.307442 + Penalty 2002.742875 = -2834543.564566 nChanged 473 SP:Iteration 23Q (2715.607929 sec): 3 clusters Score: Raw -2836694.715194 + Penalty 2002.742875 = -2834691.972318 nChanged 467 SP:Iteration 24Q (2715.705096 sec): 3 clusters Score: Raw -2836847.001969 + Penalty 2002.742875 = -2834844.259094 nChanged 451 SP:Iteration 25Q (2715.799316 sec): 3 clusters Score: Raw -2836995.669887 + Penalty 2002.742875 = -2834992.927012 nChanged 484 SP:Iteration 26Q (2715.885297 sec): 3 clusters Score: Raw -2837150.908348 + Penalty 2002.742875 = -2835148.165473 nChanged 467 SP:Iteration 27Q (2715.972133 sec): 3 clusters Score: Raw -2837298.907597 + Penalty 2002.742875 = -2835296.164722 nChanged 483 SP:Iteration 28Q (2716.058467 sec): 3 clusters Score: Raw -2837447.027432 + Penalty 2002.742875 = -2835444.284556 nChanged 416 SP:Iteration 29Q (2716.141834 sec): 3 clusters Score: Raw -2837564.180661 + Penalty 2002.742875 = -2835561.437785 nChanged 409 SP:Iteration 30Q (2716.232959 sec): 3 clusters Score: Raw -2837677.326418 + Penalty 2002.742875 = -2835674.583543 nChanged 384 SP:Iteration 31Q (2716.317591 sec): 3 clusters Score: Raw -2837784.515555 + Penalty 2002.742875 = -2835781.772680 nChanged 398 SP:Iteration 32Q (2716.407477 sec): 3 clusters Score: Raw -2837899.660790 + Penalty 2002.742875 = -2835896.917914 nChanged 388 SP:Iteration 33Q (2716.480921 sec): 3 clusters Score: Raw -2838018.323150 + Penalty 2002.742875 = -2836015.580275 nChanged 353 SP:Iteration 34Q (2716.568450 sec): 3 clusters Score: Raw -2838116.857419 + Penalty 2002.742875 = -2836114.114544 nChanged 332 SP:Iteration 35Q (2716.655764 sec): 3 clusters Score: Raw -2838211.104272 + Penalty 2002.742875 = -2836208.361396 nChanged 320 SP:Iteration 36Q (2716.735730 sec): 3 clusters Score: Raw -2838303.224445 + Penalty 2002.742875 = -2836300.481570 nChanged 297 SP:Iteration 37Q (2716.817967 sec): 3 clusters Score: Raw -2838390.379954 + Penalty 2002.742875 = -2836387.637079 nChanged 270 SP:Iteration 38Q (2716.900228 sec): 3 clusters Score: Raw -2838469.090537 + Penalty 2002.742875 = -2836466.347661 nChanged 270 SP:Iteration 39Q (2716.986301 sec): 3 clusters Score: Raw -2838550.185802 + Penalty 2002.742875 = -2836547.442927 nChanged 261 SP:Iteration 40F (2717.070920 sec): 3 clusters Score: Raw -2838630.267654 + Penalty 2002.742875 = -2836627.524779 nChanged 256 SP:Iteration 41Q (2717.161269 sec): 3 clusters Score: Raw -2838708.114774 + Penalty 2002.742875 = -2836705.371898 nChanged 236 SP:Iteration 42Q (2717.248732 sec): 3 clusters Score: Raw -2838773.958299 + Penalty 2002.742875 = -2836771.215424 nChanged 246 SP:Iteration 43Q (2717.335994 sec): 3 clusters Score: Raw -2838848.644723 + Penalty 2002.742875 = -2836845.901848 nChanged 247 SP:Iteration 44Q (2717.421651 sec): 3 clusters Score: Raw -2838925.380354 + Penalty 2002.742875 = -2836922.637478 nChanged 227 SP:Iteration 45Q (2717.507962 sec): 3 clusters Score: Raw -2838996.293421 + Penalty 2002.742875 = -2836993.550546 nChanged 222 SP:Iteration 46Q (2717.588612 sec): 3 clusters Score: Raw -2839063.942559 + Penalty 2002.742875 = -2837061.199684 nChanged 175 SP:Iteration 47Q (2717.663355 sec): 3 clusters Score: Raw -2839109.826172 + Penalty 2002.742875 = -2837107.083296 nChanged 163 SP:Iteration 48Q (2717.745781 sec): 3 clusters Score: Raw -2839150.858992 + Penalty 2002.742875 = -2837148.116116 nChanged 140 SP:Iteration 49Q (2717.831275 sec): 3 clusters Score: Raw -2839183.465574 + Penalty 2002.742875 = -2837180.722698 nChanged 133 SP:Iteration 50Q (2717.915455 sec): 3 clusters Score: Raw -2839212.883716 + Penalty 2002.742875 = -2837210.140841 nChanged 121 SP:Iteration 51Q (2717.994527 sec): 3 clusters Score: Raw -2839240.681179 + Penalty 2002.742875 = -2837237.938304 nChanged 125 SP:Iteration 52Q (2718.077003 sec): 3 clusters Score: Raw -2839269.344037 + Penalty 2002.742875 = -2837266.601162 nChanged 121 SP:Iteration 53Q (2718.145475 sec): 3 clusters Score: Raw -2839297.836181 + Penalty 2002.742875 = -2837295.093306 nChanged 125 SP:Iteration 54Q (2718.234731 sec): 3 clusters Score: Raw -2839333.737968 + Penalty 2002.742875 = -2837330.995092 nChanged 139 SP:Iteration 55Q (2718.305434 sec): 3 clusters Score: Raw -2839376.076588 + Penalty 2002.742875 = -2837373.333713 nChanged 139 SP:Iteration 56Q (2718.392669 sec): 3 clusters Score: Raw -2839415.252915 + Penalty 2002.742875 = -2837412.510040 nChanged 111 SP:Iteration 57Q (2718.476284 sec): 3 clusters Score: Raw -2839449.937592 + Penalty 2002.742875 = -2837447.194716 nChanged 115 SP:Iteration 58Q (2718.557128 sec): 3 clusters Score: Raw -2839481.724286 + Penalty 2002.742875 = -2837478.981410 nChanged 81 SP:Iteration 59Q (2718.637030 sec): 3 clusters Score: Raw -2839501.804974 + Penalty 2002.742875 = -2837499.062099 nChanged 76 SP:Iteration 60F (2718.726700 sec): 3 clusters Score: Raw -2839521.684310 + Penalty 2002.742875 = -2837518.941434 nChanged 80 SP:Iteration 61Q (2718.811661 sec): 3 clusters Score: Raw -2839545.023253 + Penalty 2002.742875 = -2837542.280377 nChanged 71 SP:Iteration 62Q (2718.887817 sec): 3 clusters Score: Raw -2839562.235872 + Penalty 2002.742875 = -2837559.492997 nChanged 49 SP:Iteration 63Q (2718.962016 sec): 3 clusters Score: Raw -2839573.497706 + Penalty 2002.742875 = -2837570.754830 nChanged 47 SP:Iteration 64Q (2719.041607 sec): 3 clusters Score: Raw -2839581.578059 + Penalty 2002.742875 = -2837578.835184 nChanged 44 SP:Iteration 65Q (2719.130794 sec): 3 clusters Score: Raw -2839590.523394 + Penalty 2002.742875 = -2837587.780519 nChanged 51 SP:Iteration 66Q (2719.205275 sec): 3 clusters Score: Raw -2839601.398840 + Penalty 2002.742875 = -2837598.655964 nChanged 43 SP:Iteration 67Q (2719.282586 sec): 3 clusters Score: Raw -2839610.574485 + Penalty 2002.742875 = -2837607.831610 nChanged 41 SP:Iteration 68Q (2719.350853 sec): 3 clusters Score: Raw -2839620.898214 + Penalty 2002.742875 = -2837618.155338 nChanged 37 SP:Iteration 69Q (2719.441913 sec): 3 clusters Score: Raw -2839631.246514 + Penalty 2002.742875 = -2837628.503638 nChanged 41 SP:Iteration 70Q (2719.527143 sec): 3 clusters Score: Raw -2839642.932004 + Penalty 2002.742875 = -2837640.189128 nChanged 43 SP:Iteration 71Q (2719.609328 sec): 3 clusters Score: Raw -2839655.973946 + Penalty 2002.742875 = -2837653.231071 nChanged 35 SP:Iteration 72Q (2719.693074 sec): 3 clusters Score: Raw -2839665.073206 + Penalty 2002.742875 = -2837662.330330 nChanged 30 SP:Iteration 73Q (2719.768310 sec): 3 clusters Score: Raw -2839671.402836 + Penalty 2002.742875 = -2837668.659960 nChanged 24 SP:Iteration 74Q (2719.849157 sec): 3 clusters Score: Raw -2839676.276034 + Penalty 2002.742875 = -2837673.533159 nChanged 18 SP:Iteration 75Q (2719.936467 sec): 3 clusters Score: Raw -2839681.329825 + Penalty 2002.742875 = -2837678.586950 nChanged 23 SP:Iteration 76Q (2720.003368 sec): 3 clusters Score: Raw -2839686.545829 + Penalty 2002.742875 = -2837683.802953 nChanged 35 SP:Iteration 77Q (2720.090464 sec): 3 clusters Score: Raw -2839695.963946 + Penalty 2002.742875 = -2837693.221070 nChanged 23 SP:Iteration 78Q (2720.166117 sec): 3 clusters Score: Raw -2839699.952265 + Penalty 2002.742875 = -2837697.209389 nChanged 18 SP:Iteration 79Q (2720.249358 sec): 3 clusters Score: Raw -2839704.497633 + Penalty 2002.742875 = -2837701.754758 nChanged 17 SP:Iteration 80F (2720.333211 sec): 3 clusters Score: Raw -2839708.396555 + Penalty 2002.742875 = -2837705.653680 nChanged 14 SP:Iteration 81Q (2720.419466 sec): 3 clusters Score: Raw -2839711.619990 + Penalty 2002.742875 = -2837708.877115 nChanged 14 SP:Iteration 82Q (2720.490754 sec): 3 clusters Score: Raw -2839715.016987 + Penalty 2002.742875 = -2837712.274111 nChanged 14 SP:Iteration 83Q (2720.581515 sec): 3 clusters Score: Raw -2839718.217319 + Penalty 2002.742875 = -2837715.474444 nChanged 13 SP:Iteration 84Q (2720.652671 sec): 3 clusters Score: Raw -2839721.458336 + Penalty 2002.742875 = -2837718.715460 nChanged 12 SP:Iteration 85Q (2720.736274 sec): 3 clusters Score: Raw -2839723.669238 + Penalty 2002.742875 = -2837720.926363 nChanged 15 SP:Iteration 86Q (2720.820417 sec): 3 clusters Score: Raw -2839727.389853 + Penalty 2002.742875 = -2837724.646977 nChanged 15 SP:Iteration 87Q (2720.895944 sec): 3 clusters Score: Raw -2839730.076217 + Penalty 2002.742875 = -2837727.333341 nChanged 7 SP:Iteration 88Q (2720.970347 sec): 3 clusters Score: Raw -2839731.458819 + Penalty 2002.742875 = -2837728.715943 nChanged 9 SP:Iteration 89Q (2721.053604 sec): 3 clusters Score: Raw -2839732.892608 + Penalty 2002.742875 = -2837730.149733 nChanged 5 SP:Iteration 90Q (2721.126831 sec): 3 clusters Score: Raw -2839733.788757 + Penalty 2002.742875 = -2837731.045881 nChanged 3 SP:Iteration 91Q (2721.213844 sec): 3 clusters Score: Raw -2839734.375743 + Penalty 2002.742875 = -2837731.632868 nChanged 0 SP:Iteration 92F (2721.284358 sec): 3 clusters Score: Raw -2839734.375743 + Penalty 2002.742875 = -2837731.632868 nChanged 0 Trying to split cluster 8 (2444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2721.308754 sec): 2 clusters Score: Raw -174532.853223 + Penalty 741.132175 = -173791.721047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2721.356795 sec): 3 clusters Score: Raw -173299.276748 + Penalty 1482.264351 = -171817.012397 nChanged 965 SP:Iteration 1F (2721.404503 sec): 3 clusters Score: Raw -173811.089791 + Penalty 1482.264351 = -172328.825441 nChanged 188 SP:Iteration 2F (2721.450423 sec): 3 clusters Score: Raw -173925.054189 + Penalty 1482.264351 = -172442.789839 nChanged 140 SP:Iteration 3F (2721.492952 sec): 3 clusters Score: Raw -174022.917560 + Penalty 1482.264351 = -172540.653209 nChanged 138 SP:Iteration 4F (2721.537966 sec): 3 clusters Score: Raw -174118.117458 + Penalty 1482.264351 = -172635.853108 nChanged 104 SP:Iteration 5Q (2721.576858 sec): 3 clusters Score: Raw -174168.269021 + Penalty 1482.264351 = -172686.004670 nChanged 87 SP:Iteration 6Q (2721.617377 sec): 3 clusters Score: Raw -174222.826282 + Penalty 1482.264351 = -172740.561931 nChanged 89 SP:Iteration 7Q (2721.660180 sec): 3 clusters Score: Raw -174275.026203 + Penalty 1482.264351 = -172792.761853 nChanged 75 SP:Iteration 8Q (2721.700256 sec): 3 clusters Score: Raw -174323.710175 + Penalty 1482.264351 = -172841.445824 nChanged 71 SP:Iteration 9Q (2721.752270 sec): 3 clusters Score: Raw -174366.302543 + Penalty 1482.264351 = -172884.038192 nChanged 69 SP:Iteration 10Q (2721.802304 sec): 3 clusters Score: Raw -174401.611929 + Penalty 1482.264351 = -172919.347578 nChanged 58 SP:Iteration 11Q (2721.851403 sec): 3 clusters Score: Raw -174437.287488 + Penalty 1482.264351 = -172955.023137 nChanged 57 SP:Iteration 12Q (2721.900334 sec): 3 clusters Score: Raw -174471.818116 + Penalty 1482.264351 = -172989.553766 nChanged 53 SP:Iteration 13Q (2721.937352 sec): 3 clusters Score: Raw -174503.641332 + Penalty 1482.264351 = -173021.376981 nChanged 54 SP:Iteration 14Q (2721.992590 sec): 3 clusters Score: Raw -174533.368788 + Penalty 1482.264351 = -173051.104438 nChanged 40 SP:Iteration 15Q (2722.040933 sec): 3 clusters Score: Raw -174553.593410 + Penalty 1482.264351 = -173071.329059 nChanged 28 SP:Iteration 16Q (2722.079417 sec): 3 clusters Score: Raw -174567.636458 + Penalty 1482.264351 = -173085.372107 nChanged 28 SP:Iteration 17Q (2722.126274 sec): 3 clusters Score: Raw -174581.995531 + Penalty 1482.264351 = -173099.731180 nChanged 31 SP:Iteration 18Q (2722.188485 sec): 3 clusters Score: Raw -174595.575208 + Penalty 1482.264351 = -173113.310857 nChanged 30 SP:Iteration 19Q (2722.231007 sec): 3 clusters Score: Raw -174605.369558 + Penalty 1482.264351 = -173123.105207 nChanged 19 SP:Iteration 20F (2722.273203 sec): 3 clusters Score: Raw -174613.781434 + Penalty 1482.264351 = -173131.517083 nChanged 12 SP:Iteration 21Q (2722.314264 sec): 3 clusters Score: Raw -174616.588964 + Penalty 1482.264351 = -173134.324613 nChanged 7 SP:Iteration 22Q (2722.358437 sec): 3 clusters Score: Raw -174618.770054 + Penalty 1482.264351 = -173136.505703 nChanged 8 SP:Iteration 23Q (2722.400330 sec): 3 clusters Score: Raw -174620.539080 + Penalty 1482.264351 = -173138.274729 nChanged 5 SP:Iteration 24Q (2722.447362 sec): 3 clusters Score: Raw -174621.515065 + Penalty 1482.264351 = -173139.250714 nChanged 3 SP:Iteration 25Q (2722.490631 sec): 3 clusters Score: Raw -174621.945461 + Penalty 1482.264351 = -173139.681111 nChanged 1 SP:Iteration 26Q (2722.526934 sec): 3 clusters Score: Raw -174622.035265 + Penalty 1482.264351 = -173139.770914 nChanged 0 SP:Iteration 27F (2722.573344 sec): 3 clusters Score: Raw -174622.035265 + Penalty 1482.264351 = -173139.770914 nChanged 0 Trying to split cluster 9 (254 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2722.584899 sec): 2 clusters Score: Raw -14274.122039 + Penalty 526.046755 = -13748.075284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2722.631031 sec): 3 clusters Score: Raw -14274.870834 + Penalty 1052.093511 = -13222.777323 nChanged 61 SP:Iteration 1F (2722.685647 sec): 3 clusters Score: Raw -14408.169241 + Penalty 1052.093511 = -13356.075731 nChanged 26 SP:Iteration 2F (2722.715194 sec): 3 clusters Score: Raw -14469.603830 + Penalty 1052.093511 = -13417.510320 nChanged 18 SP:Iteration 3F (2722.760850 sec): 3 clusters Score: Raw -14546.087656 + Penalty 1052.093511 = -13493.994145 nChanged 16 SP:Iteration 4F (2722.803867 sec): 3 clusters Score: Raw -14592.741517 + Penalty 1052.093511 = -13540.648006 nChanged 10 SP:Iteration 5Q (2722.858903 sec): 3 clusters Score: Raw -14617.264409 + Penalty 1052.093511 = -13565.170898 nChanged 4 SP:Iteration 6Q (2722.904954 sec): 3 clusters Score: Raw -14647.573773 + Penalty 1052.093511 = -13595.480263 nChanged 3 SP:Iteration 7Q (2722.942295 sec): 3 clusters Score: Raw -14656.804175 + Penalty 1052.093511 = -13604.710664 nChanged 1 SP:Iteration 8Q (2722.980234 sec): 3 clusters Score: Raw -14660.031961 + Penalty 1052.093511 = -13607.938450 nChanged 1 SP:Iteration 9Q (2723.028967 sec): 3 clusters Score: Raw -14664.731081 + Penalty 1052.093511 = -13612.637570 nChanged 1 SP:Iteration 10Q (2723.070917 sec): 3 clusters Score: Raw -14667.685447 + Penalty 1052.093511 = -13615.591936 nChanged 0 SP:Iteration 11F (2723.122653 sec): 3 clusters Score: Raw -14667.685447 + Penalty 1052.093511 = -13615.591936 nChanged 0 Trying to split cluster 10 (45642 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2723.197325 sec): 2 clusters Score: Raw -3447023.679709 + Penalty 1019.215444 = -3446004.464265 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2723.288737 sec): 3 clusters Score: Raw -3417704.847149 + Penalty 2038.430889 = -3415666.416260 nChanged 21538 SP:Iteration 1F (2723.384702 sec): 3 clusters Score: Raw -3430754.127503 + Penalty 2038.430889 = -3428715.696614 nChanged 2366 SP:Iteration 2F (2723.484671 sec): 3 clusters Score: Raw -3431814.511207 + Penalty 2038.430889 = -3429776.080319 nChanged 2628 SP:Iteration 3F (2723.583700 sec): 3 clusters Score: Raw -3433202.226472 + Penalty 2038.430889 = -3431163.795584 nChanged 2825 SP:Iteration 4F (2723.685365 sec): 3 clusters Score: Raw -3435021.537000 + Penalty 2038.430889 = -3432983.106111 nChanged 2988 SP:Iteration 5F (2723.773607 sec): 3 clusters Score: Raw -3437178.066005 + Penalty 2038.430889 = -3435139.635116 nChanged 2904 SP:Iteration 6F (2723.866998 sec): 3 clusters Score: Raw -3439297.020561 + Penalty 2038.430889 = -3437258.589672 nChanged 2463 SP:Iteration 7F (2723.967619 sec): 3 clusters Score: Raw -3440842.314058 + Penalty 2038.430889 = -3438803.883169 nChanged 1809 SP:Iteration 8Q (2724.068064 sec): 3 clusters Score: Raw -3441602.367938 + Penalty 2038.430889 = -3439563.937050 nChanged 1135 SP:Iteration 9Q (2724.168881 sec): 3 clusters Score: Raw -3441939.345816 + Penalty 2038.430889 = -3439900.914927 nChanged 758 SP:Iteration 10Q (2724.268260 sec): 3 clusters Score: Raw -3442143.610698 + Penalty 2038.430889 = -3440105.179809 nChanged 594 SP:Iteration 11Q (2724.354601 sec): 3 clusters Score: Raw -3442289.173598 + Penalty 2038.430889 = -3440250.742710 nChanged 539 SP:Iteration 12Q (2724.455280 sec): 3 clusters Score: Raw -3442414.198833 + Penalty 2038.430889 = -3440375.767945 nChanged 539 SP:Iteration 13Q (2724.553494 sec): 3 clusters Score: Raw -3442559.172836 + Penalty 2038.430889 = -3440520.741948 nChanged 540 SP:Iteration 14Q (2724.631465 sec): 3 clusters Score: Raw -3442704.314774 + Penalty 2038.430889 = -3440665.883885 nChanged 566 SP:Iteration 15Q (2724.727246 sec): 3 clusters Score: Raw -3442851.131195 + Penalty 2038.430889 = -3440812.700307 nChanged 526 SP:Iteration 16Q (2724.830478 sec): 3 clusters Score: Raw -3442980.329276 + Penalty 2038.430889 = -3440941.898387 nChanged 521 SP:Iteration 17Q (2724.920518 sec): 3 clusters Score: Raw -3443113.161006 + Penalty 2038.430889 = -3441074.730117 nChanged 544 SP:Iteration 18Q (2725.015584 sec): 3 clusters Score: Raw -3443255.063649 + Penalty 2038.430889 = -3441216.632760 nChanged 523 SP:Iteration 19Q (2725.119101 sec): 3 clusters Score: Raw -3443396.978626 + Penalty 2038.430889 = -3441358.547737 nChanged 535 SP:Iteration 20F (2725.220713 sec): 3 clusters Score: Raw -3443548.693992 + Penalty 2038.430889 = -3441510.263104 nChanged 549 SP:Iteration 21Q (2725.318436 sec): 3 clusters Score: Raw -3443711.275205 + Penalty 2038.430889 = -3441672.844316 nChanged 579 SP:Iteration 22Q (2725.416879 sec): 3 clusters Score: Raw -3443888.243861 + Penalty 2038.430889 = -3441849.812973 nChanged 577 SP:Iteration 23Q (2725.534584 sec): 3 clusters Score: Raw -3444064.937075 + Penalty 2038.430889 = -3442026.506186 nChanged 533 SP:Iteration 24Q (2725.636839 sec): 3 clusters Score: Raw -3444219.868541 + Penalty 2038.430889 = -3442181.437653 nChanged 531 SP:Iteration 25Q (2725.733589 sec): 3 clusters Score: Raw -3444382.585946 + Penalty 2038.430889 = -3442344.155057 nChanged 532 SP:Iteration 26Q (2725.839047 sec): 3 clusters Score: Raw -3444557.894243 + Penalty 2038.430889 = -3442519.463354 nChanged 546 SP:Iteration 27Q (2725.945821 sec): 3 clusters Score: Raw -3444750.426314 + Penalty 2038.430889 = -3442711.995425 nChanged 548 SP:Iteration 28Q (2726.044422 sec): 3 clusters Score: Raw -3444944.825348 + Penalty 2038.430889 = -3442906.394460 nChanged 528 SP:Iteration 29Q (2726.136123 sec): 3 clusters Score: Raw -3445125.822623 + Penalty 2038.430889 = -3443087.391734 nChanged 508 SP:Iteration 30Q (2726.233377 sec): 3 clusters Score: Raw -3445300.075075 + Penalty 2038.430889 = -3443261.644187 nChanged 464 SP:Iteration 31Q (2726.331725 sec): 3 clusters Score: Raw -3445455.757948 + Penalty 2038.430889 = -3443417.327060 nChanged 435 SP:Iteration 32Q (2726.430495 sec): 3 clusters Score: Raw -3445603.460062 + Penalty 2038.430889 = -3443565.029174 nChanged 401 SP:Iteration 33Q (2726.519693 sec): 3 clusters Score: Raw -3445746.181811 + Penalty 2038.430889 = -3443707.750922 nChanged 392 SP:Iteration 34Q (2726.614784 sec): 3 clusters Score: Raw -3445897.312716 + Penalty 2038.430889 = -3443858.881827 nChanged 367 SP:Iteration 35Q (2726.714896 sec): 3 clusters Score: Raw -3446034.513488 + Penalty 2038.430889 = -3443996.082599 nChanged 346 SP:Iteration 36Q (2726.804373 sec): 3 clusters Score: Raw -3446158.124936 + Penalty 2038.430889 = -3444119.694048 nChanged 319 SP:Iteration 37Q (2726.905665 sec): 3 clusters Score: Raw -3446272.150036 + Penalty 2038.430889 = -3444233.719148 nChanged 315 SP:Iteration 38Q (2727.007297 sec): 3 clusters Score: Raw -3446390.035142 + Penalty 2038.430889 = -3444351.604253 nChanged 275 SP:Iteration 39Q (2727.107601 sec): 3 clusters Score: Raw -3446487.524458 + Penalty 2038.430889 = -3444449.093570 nChanged 249 SP:Iteration 40F (2727.204773 sec): 3 clusters Score: Raw -3446583.238342 + Penalty 2038.430889 = -3444544.807453 nChanged 206 SP:Iteration 41Q (2727.312045 sec): 3 clusters Score: Raw -3446652.461193 + Penalty 2038.430889 = -3444614.030305 nChanged 194 SP:Iteration 42Q (2727.402095 sec): 3 clusters Score: Raw -3446721.980740 + Penalty 2038.430889 = -3444683.549851 nChanged 148 SP:Iteration 43Q (2727.498149 sec): 3 clusters Score: Raw -3446773.082029 + Penalty 2038.430889 = -3444734.651140 nChanged 147 SP:Iteration 44Q (2727.598438 sec): 3 clusters Score: Raw -3446823.099409 + Penalty 2038.430889 = -3444784.668521 nChanged 148 SP:Iteration 45Q (2727.684183 sec): 3 clusters Score: Raw -3446877.894779 + Penalty 2038.430889 = -3444839.463890 nChanged 120 SP:Iteration 46Q (2727.781676 sec): 3 clusters Score: Raw -3446920.192330 + Penalty 2038.430889 = -3444881.761442 nChanged 113 SP:Iteration 47Q (2727.879111 sec): 3 clusters Score: Raw -3446964.728417 + Penalty 2038.430889 = -3444926.297528 nChanged 112 SP:Iteration 48Q (2727.980767 sec): 3 clusters Score: Raw -3447016.538955 + Penalty 2038.430889 = -3444978.108066 nChanged 97 SP:Iteration 49Q (2728.073206 sec): 3 clusters Score: Raw -3447063.584986 + Penalty 2038.430889 = -3445025.154097 nChanged 96 SP:Iteration 50Q (2728.163401 sec): 3 clusters Score: Raw -3447102.365890 + Penalty 2038.430889 = -3445063.935001 nChanged 76 SP:Iteration 51Q (2728.247817 sec): 3 clusters Score: Raw -3447135.104062 + Penalty 2038.430889 = -3445096.673173 nChanged 58 SP:Iteration 52Q (2728.333109 sec): 3 clusters Score: Raw -3447159.305371 + Penalty 2038.430889 = -3445120.874482 nChanged 48 SP:Iteration 53Q (2728.435744 sec): 3 clusters Score: Raw -3447178.274228 + Penalty 2038.430889 = -3445139.843339 nChanged 38 SP:Iteration 54Q (2728.532480 sec): 3 clusters Score: Raw -3447189.891905 + Penalty 2038.430889 = -3445151.461017 nChanged 30 SP:Iteration 55Q (2728.627980 sec): 3 clusters Score: Raw -3447201.145043 + Penalty 2038.430889 = -3445162.714154 nChanged 22 SP:Iteration 56Q (2728.719646 sec): 3 clusters Score: Raw -3447207.978725 + Penalty 2038.430889 = -3445169.547836 nChanged 12 SP:Iteration 57Q (2728.809394 sec): 3 clusters Score: Raw -3447210.434944 + Penalty 2038.430889 = -3445172.004055 nChanged 9 SP:Iteration 58Q (2728.891220 sec): 3 clusters Score: Raw -3447213.217248 + Penalty 2038.430889 = -3445174.786360 nChanged 10 SP:Iteration 59Q (2728.989559 sec): 3 clusters Score: Raw -3447216.013073 + Penalty 2038.430889 = -3445177.582184 nChanged 9 SP:Iteration 60F (2729.096057 sec): 3 clusters Score: Raw -3447220.297170 + Penalty 2038.430889 = -3445181.866281 nChanged 8 SP:Iteration 61Q (2729.175381 sec): 3 clusters Score: Raw -3447223.237329 + Penalty 2038.430889 = -3445184.806440 nChanged 8 SP:Iteration 62Q (2729.266691 sec): 3 clusters Score: Raw -3447225.913492 + Penalty 2038.430889 = -3445187.482603 nChanged 7 SP:Iteration 63Q (2729.359769 sec): 3 clusters Score: Raw -3447227.456329 + Penalty 2038.430889 = -3445189.025440 nChanged 4 SP:Iteration 64Q (2729.452439 sec): 3 clusters Score: Raw -3447228.480245 + Penalty 2038.430889 = -3445190.049356 nChanged 6 SP:Iteration 65Q (2729.549047 sec): 3 clusters Score: Raw -3447229.903573 + Penalty 2038.430889 = -3445191.472684 nChanged 5 SP:Iteration 66Q (2729.634471 sec): 3 clusters Score: Raw -3447231.292753 + Penalty 2038.430889 = -3445192.861865 nChanged 6 SP:Iteration 67Q (2729.734933 sec): 3 clusters Score: Raw -3447232.496047 + Penalty 2038.430889 = -3445194.065158 nChanged 1 SP:Iteration 68Q (2729.817998 sec): 3 clusters Score: Raw -3447232.618505 + Penalty 2038.430889 = -3445194.187617 nChanged 1 SP:Iteration 69Q (2729.908504 sec): 3 clusters Score: Raw -3447232.872338 + Penalty 2038.430889 = -3445194.441449 nChanged 2 SP:Iteration 70Q (2730.004066 sec): 3 clusters Score: Raw -3447233.262893 + Penalty 2038.430889 = -3445194.832005 nChanged 1 SP:Iteration 71Q (2730.094336 sec): 3 clusters Score: Raw -3447233.593475 + Penalty 2038.430889 = -3445195.162586 nChanged 2 SP:Iteration 72Q (2730.187381 sec): 3 clusters Score: Raw -3447233.951373 + Penalty 2038.430889 = -3445195.520485 nChanged 3 SP:Iteration 73Q (2730.283099 sec): 3 clusters Score: Raw -3447234.721921 + Penalty 2038.430889 = -3445196.291032 nChanged 3 SP:Iteration 74Q (2730.379255 sec): 3 clusters Score: Raw -3447236.356288 + Penalty 2038.430889 = -3445197.925399 nChanged 3 SP:Iteration 75Q (2730.458146 sec): 3 clusters Score: Raw -3447237.125521 + Penalty 2038.430889 = -3445198.694633 nChanged 3 SP:Iteration 76Q (2730.542787 sec): 3 clusters Score: Raw -3447237.828636 + Penalty 2038.430889 = -3445199.397747 nChanged 6 SP:Iteration 77Q (2730.632455 sec): 3 clusters Score: Raw -3447239.941065 + Penalty 2038.430889 = -3445201.510177 nChanged 6 SP:Iteration 78Q (2730.717854 sec): 3 clusters Score: Raw -3447241.998076 + Penalty 2038.430889 = -3445203.567188 nChanged 4 SP:Iteration 79Q (2730.802482 sec): 3 clusters Score: Raw -3447243.404898 + Penalty 2038.430889 = -3445204.974009 nChanged 4 SP:Iteration 80F (2730.908295 sec): 3 clusters Score: Raw -3447244.309435 + Penalty 2038.430889 = -3445205.878546 nChanged 4 SP:Iteration 81Q (2731.003482 sec): 3 clusters Score: Raw -3447244.981844 + Penalty 2038.430889 = -3445206.550955 nChanged 1 SP:Iteration 82Q (2731.100446 sec): 3 clusters Score: Raw -3447245.213815 + Penalty 2038.430889 = -3445206.782926 nChanged 1 SP:Iteration 83Q (2731.193982 sec): 3 clusters Score: Raw -3447245.502294 + Penalty 2038.430889 = -3445207.071405 nChanged 0 SP:Iteration 84F (2731.294773 sec): 3 clusters Score: Raw -3447245.502294 + Penalty 2038.430889 = -3445207.071405 nChanged 0 Trying to split cluster 11 (1147 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2731.327551 sec): 2 clusters Score: Raw -71882.491992 + Penalty 669.265986 = -71213.226006 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2731.362987 sec): 3 clusters Score: Raw -71420.587780 + Penalty 1338.531972 = -70082.055808 nChanged 404 SP:Iteration 1F (2731.415239 sec): 3 clusters Score: Raw -71748.468922 + Penalty 1338.531972 = -70409.936950 nChanged 100 SP:Iteration 2F (2731.452779 sec): 3 clusters Score: Raw -71850.981713 + Penalty 1338.531972 = -70512.449741 nChanged 64 SP:Iteration 3F (2731.506063 sec): 3 clusters Score: Raw -71941.010832 + Penalty 1338.531972 = -70602.478860 nChanged 71 SP:Iteration 4F (2731.557388 sec): 3 clusters Score: Raw -72080.391206 + Penalty 1338.531972 = -70741.859234 nChanged 72 SP:Iteration 5F (2731.606894 sec): 3 clusters Score: Raw -72252.411703 + Penalty 1338.531972 = -70913.879731 nChanged 69 SP:Iteration 6F (2731.657892 sec): 3 clusters Score: Raw -72420.769490 + Penalty 1338.531972 = -71082.237518 nChanged 52 SP:Iteration 7Q (2731.708935 sec): 3 clusters Score: Raw -72528.801329 + Penalty 1338.531972 = -71190.269357 nChanged 37 SP:Iteration 8Q (2731.757870 sec): 3 clusters Score: Raw -72596.772595 + Penalty 1338.531972 = -71258.240623 nChanged 21 SP:Iteration 9Q (2731.805757 sec): 3 clusters Score: Raw -72614.643854 + Penalty 1338.531972 = -71276.111881 nChanged 8 SP:Iteration 10Q (2731.854655 sec): 3 clusters Score: Raw -72619.900480 + Penalty 1338.531972 = -71281.368507 nChanged 6 SP:Iteration 11Q (2731.896774 sec): 3 clusters Score: Raw -72625.850402 + Penalty 1338.531972 = -71287.318430 nChanged 3 SP:Iteration 12Q (2731.948817 sec): 3 clusters Score: Raw -72628.071743 + Penalty 1338.531972 = -71289.539771 nChanged 3 SP:Iteration 13Q (2731.996344 sec): 3 clusters Score: Raw -72629.445699 + Penalty 1338.531972 = -71290.913726 nChanged 1 SP:Iteration 14Q (2732.040070 sec): 3 clusters Score: Raw -72633.600670 + Penalty 1338.531972 = -71295.068697 nChanged 3 SP:Iteration 15Q (2732.083712 sec): 3 clusters Score: Raw -72635.130889 + Penalty 1338.531972 = -71296.598916 nChanged 2 SP:Iteration 16Q (2732.133468 sec): 3 clusters Score: Raw -72636.239402 + Penalty 1338.531972 = -71297.707430 nChanged 0 SP:Iteration 17F (2732.183076 sec): 3 clusters Score: Raw -72636.239402 + Penalty 1338.531972 = -71297.707430 nChanged 0 Score: Raw -25399573.473538 + Penalty 27934.834691 = -25371638.638847 Splitting cluster 11 changes total score from -25372099.449466 to -25371638.638847 So it's not getting split. Trying to split cluster 12 (569 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2736.360678 sec): 2 clusters Score: Raw -39478.843908 + Penalty 602.668641 = -38876.175266 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2736.410873 sec): 3 clusters Score: Raw -39305.664095 + Penalty 1205.337282 = -38100.326812 nChanged 167 SP:Iteration 1F (2736.462049 sec): 3 clusters Score: Raw -39469.509341 + Penalty 1205.337282 = -38264.172059 nChanged 41 SP:Iteration 2F (2736.501040 sec): 3 clusters Score: Raw -39518.833205 + Penalty 1205.337282 = -38313.495923 nChanged 25 SP:Iteration 3Q (2736.561620 sec): 3 clusters Score: Raw -39552.889437 + Penalty 1205.337282 = -38347.552155 nChanged 26 SP:Iteration 4Q (2736.605545 sec): 3 clusters Score: Raw -39596.683156 + Penalty 1205.337282 = -38391.345873 nChanged 16 SP:Iteration 5Q (2736.653874 sec): 3 clusters Score: Raw -39612.325743 + Penalty 1205.337282 = -38406.988460 nChanged 8 SP:Iteration 6Q (2736.694541 sec): 3 clusters Score: Raw -39623.476151 + Penalty 1205.337282 = -38418.138869 nChanged 10 SP:Iteration 7Q (2736.743094 sec): 3 clusters Score: Raw -39633.849106 + Penalty 1205.337282 = -38428.511823 nChanged 7 SP:Iteration 8Q (2736.800180 sec): 3 clusters Score: Raw -39643.383564 + Penalty 1205.337282 = -38438.046282 nChanged 6 SP:Iteration 9Q (2736.845766 sec): 3 clusters Score: Raw -39653.077844 + Penalty 1205.337282 = -38447.740561 nChanged 4 SP:Iteration 10Q (2736.882786 sec): 3 clusters Score: Raw -39662.711219 + Penalty 1205.337282 = -38457.373936 nChanged 7 SP:Iteration 11Q (2736.929549 sec): 3 clusters Score: Raw -39673.593575 + Penalty 1205.337282 = -38468.256292 nChanged 6 SP:Iteration 12Q (2736.974773 sec): 3 clusters Score: Raw -39684.152089 + Penalty 1205.337282 = -38478.814807 nChanged 6 SP:Iteration 13Q (2737.022026 sec): 3 clusters Score: Raw -39694.830938 + Penalty 1205.337282 = -38489.493655 nChanged 6 SP:Iteration 14Q (2737.076795 sec): 3 clusters Score: Raw -39704.718286 + Penalty 1205.337282 = -38499.381004 nChanged 3 SP:Iteration 15Q (2737.120719 sec): 3 clusters Score: Raw -39707.212835 + Penalty 1205.337282 = -38501.875552 nChanged 1 SP:Iteration 16Q (2737.180066 sec): 3 clusters Score: Raw -39707.486629 + Penalty 1205.337282 = -38502.149347 nChanged 0 SP:Iteration 17F (2737.229799 sec): 3 clusters Score: Raw -39707.486629 + Penalty 1205.337282 = -38502.149347 nChanged 0 Trying to split cluster 13 (40712 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2737.301388 sec): 2 clusters Score: Raw -2836432.990609 + Penalty 1008.356426 = -2835424.634183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2737.404597 sec): 3 clusters Score: Raw -2810255.722708 + Penalty 2016.712852 = -2808239.009856 nChanged 19340 SP:Iteration 1F (2737.499937 sec): 3 clusters Score: Raw -2821611.986189 + Penalty 2016.712852 = -2819595.273337 nChanged 2102 SP:Iteration 2F (2737.592125 sec): 3 clusters Score: Raw -2822454.920974 + Penalty 2016.712852 = -2820438.208122 nChanged 2274 SP:Iteration 3F (2737.695461 sec): 3 clusters Score: Raw -2823496.738456 + Penalty 2016.712852 = -2821480.025604 nChanged 2354 SP:Iteration 4F (2737.776842 sec): 3 clusters Score: Raw -2824897.416946 + Penalty 2016.712852 = -2822880.704094 nChanged 2557 SP:Iteration 5F (2737.881262 sec): 3 clusters Score: Raw -2826763.384889 + Penalty 2016.712852 = -2824746.672037 nChanged 2561 SP:Iteration 6F (2737.981818 sec): 3 clusters Score: Raw -2828822.704335 + Penalty 2016.712852 = -2826805.991483 nChanged 2301 SP:Iteration 7F (2738.082466 sec): 3 clusters Score: Raw -2830703.099848 + Penalty 2016.712852 = -2828686.386996 nChanged 1853 SP:Iteration 8Q (2738.180163 sec): 3 clusters Score: Raw -2832198.908700 + Penalty 2016.712852 = -2830182.195848 nChanged 1477 SP:Iteration 9Q (2738.280615 sec): 3 clusters Score: Raw -2833331.476412 + Penalty 2016.712852 = -2831314.763560 nChanged 1153 SP:Iteration 10Q (2738.380390 sec): 3 clusters Score: Raw -2834144.200829 + Penalty 2016.712852 = -2832127.487977 nChanged 929 SP:Iteration 11Q (2738.478021 sec): 3 clusters Score: Raw -2834780.450837 + Penalty 2016.712852 = -2832763.737985 nChanged 790 SP:Iteration 12Q (2738.583590 sec): 3 clusters Score: Raw -2835302.074082 + Penalty 2016.712852 = -2833285.361230 nChanged 620 SP:Iteration 13Q (2738.684046 sec): 3 clusters Score: Raw -2835697.626301 + Penalty 2016.712852 = -2833680.913449 nChanged 536 SP:Iteration 14Q (2738.776720 sec): 3 clusters Score: Raw -2836039.815202 + Penalty 2016.712852 = -2834023.102350 nChanged 404 SP:Iteration 15Q (2738.876698 sec): 3 clusters Score: Raw -2836280.077119 + Penalty 2016.712852 = -2834263.364267 nChanged 294 SP:Iteration 16Q (2738.963174 sec): 3 clusters Score: Raw -2836444.029096 + Penalty 2016.712852 = -2834427.316244 nChanged 239 SP:Iteration 17Q (2739.053654 sec): 3 clusters Score: Raw -2836563.035199 + Penalty 2016.712852 = -2834546.322347 nChanged 186 SP:Iteration 18Q (2739.156426 sec): 3 clusters Score: Raw -2836629.867670 + Penalty 2016.712852 = -2834613.154818 nChanged 148 SP:Iteration 19Q (2739.247712 sec): 3 clusters Score: Raw -2836672.996691 + Penalty 2016.712852 = -2834656.283839 nChanged 121 SP:Iteration 20F (2739.350526 sec): 3 clusters Score: Raw -2836711.217277 + Penalty 2016.712852 = -2834694.504425 nChanged 90 SP:Iteration 21Q (2739.442842 sec): 3 clusters Score: Raw -2836733.719778 + Penalty 2016.712852 = -2834717.006926 nChanged 60 SP:Iteration 22Q (2739.527971 sec): 3 clusters Score: Raw -2836749.893725 + Penalty 2016.712852 = -2834733.180873 nChanged 64 SP:Iteration 23Q (2739.626919 sec): 3 clusters Score: Raw -2836767.208088 + Penalty 2016.712852 = -2834750.495236 nChanged 68 SP:Iteration 24Q (2739.723660 sec): 3 clusters Score: Raw -2836784.300879 + Penalty 2016.712852 = -2834767.588027 nChanged 59 SP:Iteration 25Q (2739.814019 sec): 3 clusters Score: Raw -2836798.653490 + Penalty 2016.712852 = -2834781.940638 nChanged 34 SP:Iteration 26Q (2739.903875 sec): 3 clusters Score: Raw -2836803.847383 + Penalty 2016.712852 = -2834787.134531 nChanged 26 SP:Iteration 27Q (2739.985191 sec): 3 clusters Score: Raw -2836809.509075 + Penalty 2016.712852 = -2834792.796223 nChanged 21 SP:Iteration 28Q (2740.083948 sec): 3 clusters Score: Raw -2836813.203354 + Penalty 2016.712852 = -2834796.490502 nChanged 21 SP:Iteration 29Q (2740.179626 sec): 3 clusters Score: Raw -2836817.495382 + Penalty 2016.712852 = -2834800.782530 nChanged 26 SP:Iteration 30Q (2740.263837 sec): 3 clusters Score: Raw -2836821.266301 + Penalty 2016.712852 = -2834804.553449 nChanged 13 SP:Iteration 31Q (2740.345785 sec): 3 clusters Score: Raw -2836823.832246 + Penalty 2016.712852 = -2834807.119394 nChanged 17 SP:Iteration 32Q (2740.432462 sec): 3 clusters Score: Raw -2836827.435439 + Penalty 2016.712852 = -2834810.722587 nChanged 23 SP:Iteration 33Q (2740.521795 sec): 3 clusters Score: Raw -2836831.539387 + Penalty 2016.712852 = -2834814.826535 nChanged 18 SP:Iteration 34Q (2740.610350 sec): 3 clusters Score: Raw -2836836.133160 + Penalty 2016.712852 = -2834819.420308 nChanged 16 SP:Iteration 35Q (2740.697755 sec): 3 clusters Score: Raw -2836839.615255 + Penalty 2016.712852 = -2834822.902403 nChanged 11 SP:Iteration 36Q (2740.797455 sec): 3 clusters Score: Raw -2836841.810753 + Penalty 2016.712852 = -2834825.097901 nChanged 9 SP:Iteration 37Q (2740.877038 sec): 3 clusters Score: Raw -2836843.423769 + Penalty 2016.712852 = -2834826.710917 nChanged 7 SP:Iteration 38Q (2740.953720 sec): 3 clusters Score: Raw -2836845.264019 + Penalty 2016.712852 = -2834828.551167 nChanged 9 SP:Iteration 39Q (2741.040777 sec): 3 clusters Score: Raw -2836847.270656 + Penalty 2016.712852 = -2834830.557804 nChanged 11 SP:Iteration 40F (2741.135090 sec): 3 clusters Score: Raw -2836848.707050 + Penalty 2016.712852 = -2834831.994198 nChanged 8 SP:Iteration 41Q (2741.224703 sec): 3 clusters Score: Raw -2836849.958105 + Penalty 2016.712852 = -2834833.245253 nChanged 5 SP:Iteration 42Q (2741.305476 sec): 3 clusters Score: Raw -2836850.862212 + Penalty 2016.712852 = -2834834.149360 nChanged 3 SP:Iteration 43Q (2741.393531 sec): 3 clusters Score: Raw -2836851.086416 + Penalty 2016.712852 = -2834834.373564 nChanged 1 SP:Iteration 44Q (2741.477967 sec): 3 clusters Score: Raw -2836851.132738 + Penalty 2016.712852 = -2834834.419886 nChanged 1 SP:Iteration 45Q (2741.561114 sec): 3 clusters Score: Raw -2836851.331447 + Penalty 2016.712852 = -2834834.618595 nChanged 1 SP:Iteration 46Q (2741.636761 sec): 3 clusters Score: Raw -2836851.399045 + Penalty 2016.712852 = -2834834.686193 nChanged 2 SP:Iteration 47Q (2741.725953 sec): 3 clusters Score: Raw -2836851.986125 + Penalty 2016.712852 = -2834835.273273 nChanged 3 SP:Iteration 48Q (2741.809699 sec): 3 clusters Score: Raw -2836852.750292 + Penalty 2016.712852 = -2834836.037440 nChanged 4 SP:Iteration 49Q (2741.903439 sec): 3 clusters Score: Raw -2836853.383397 + Penalty 2016.712852 = -2834836.670545 nChanged 3 SP:Iteration 50Q (2741.993467 sec): 3 clusters Score: Raw -2836853.739475 + Penalty 2016.712852 = -2834837.026623 nChanged 2 SP:Iteration 51Q (2742.079070 sec): 3 clusters Score: Raw -2836853.950451 + Penalty 2016.712852 = -2834837.237599 nChanged 1 SP:Iteration 52Q (2742.164579 sec): 3 clusters Score: Raw -2836854.035131 + Penalty 2016.712852 = -2834837.322280 nChanged 2 SP:Iteration 53Q (2742.259910 sec): 3 clusters Score: Raw -2836854.162336 + Penalty 2016.712852 = -2834837.449484 nChanged 1 SP:Iteration 54Q (2742.344265 sec): 3 clusters Score: Raw -2836854.351650 + Penalty 2016.712852 = -2834837.638798 nChanged 2 SP:Iteration 55Q (2742.438180 sec): 3 clusters Score: Raw -2836854.450789 + Penalty 2016.712852 = -2834837.737937 nChanged 0 SP:Iteration 56F (2742.538377 sec): 3 clusters Score: Raw -2836854.450789 + Penalty 2016.712852 = -2834837.737937 nChanged 0 Trying to split cluster 14 (1725 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2742.555706 sec): 2 clusters Score: Raw -137169.502696 + Penalty 708.033321 = -136461.469375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2742.598206 sec): 3 clusters Score: Raw -136342.221642 + Penalty 1416.066643 = -134926.154999 nChanged 682 SP:Iteration 1F (2742.653212 sec): 3 clusters Score: Raw -136764.617023 + Penalty 1416.066643 = -135348.550381 nChanged 129 SP:Iteration 2F (2742.703610 sec): 3 clusters Score: Raw -136861.018325 + Penalty 1416.066643 = -135444.951682 nChanged 99 SP:Iteration 3F (2742.745239 sec): 3 clusters Score: Raw -136934.618546 + Penalty 1416.066643 = -135518.551903 nChanged 76 SP:Iteration 4Q (2742.789417 sec): 3 clusters Score: Raw -137002.950735 + Penalty 1416.066643 = -135586.884092 nChanged 76 SP:Iteration 5Q (2742.834645 sec): 3 clusters Score: Raw -137070.599783 + Penalty 1416.066643 = -135654.533141 nChanged 68 SP:Iteration 6Q (2742.882945 sec): 3 clusters Score: Raw -137128.866538 + Penalty 1416.066643 = -135712.799896 nChanged 57 SP:Iteration 7Q (2742.924503 sec): 3 clusters Score: Raw -137176.936366 + Penalty 1416.066643 = -135760.869724 nChanged 54 SP:Iteration 8Q (2742.974357 sec): 3 clusters Score: Raw -137211.728909 + Penalty 1416.066643 = -135795.662266 nChanged 45 SP:Iteration 9Q (2743.022290 sec): 3 clusters Score: Raw -137239.541256 + Penalty 1416.066643 = -135823.474614 nChanged 32 SP:Iteration 10Q (2743.068536 sec): 3 clusters Score: Raw -137259.519740 + Penalty 1416.066643 = -135843.453098 nChanged 29 SP:Iteration 11Q (2743.112254 sec): 3 clusters Score: Raw -137272.491368 + Penalty 1416.066643 = -135856.424725 nChanged 23 SP:Iteration 12Q (2743.145606 sec): 3 clusters Score: Raw -137283.759863 + Penalty 1416.066643 = -135867.693220 nChanged 22 SP:Iteration 13Q (2743.197299 sec): 3 clusters Score: Raw -137296.529372 + Penalty 1416.066643 = -135880.462729 nChanged 18 SP:Iteration 14Q (2743.232557 sec): 3 clusters Score: Raw -137304.678091 + Penalty 1416.066643 = -135888.611449 nChanged 15 SP:Iteration 15Q (2743.288894 sec): 3 clusters Score: Raw -137311.195449 + Penalty 1416.066643 = -135895.128806 nChanged 11 SP:Iteration 16Q (2743.327894 sec): 3 clusters Score: Raw -137316.146342 + Penalty 1416.066643 = -135900.079700 nChanged 11 SP:Iteration 17Q (2743.378536 sec): 3 clusters Score: Raw -137320.639823 + Penalty 1416.066643 = -135904.573181 nChanged 8 SP:Iteration 18Q (2743.434863 sec): 3 clusters Score: Raw -137323.521303 + Penalty 1416.066643 = -135907.454661 nChanged 12 SP:Iteration 19Q (2743.481056 sec): 3 clusters Score: Raw -137329.864699 + Penalty 1416.066643 = -135913.798057 nChanged 13 SP:Iteration 20F (2743.529455 sec): 3 clusters Score: Raw -137337.472267 + Penalty 1416.066643 = -135921.405624 nChanged 22 SP:Iteration 21Q (2743.575444 sec): 3 clusters Score: Raw -137350.501490 + Penalty 1416.066643 = -135934.434847 nChanged 17 SP:Iteration 22Q (2743.622732 sec): 3 clusters Score: Raw -137358.342547 + Penalty 1416.066643 = -135942.275904 nChanged 18 SP:Iteration 23Q (2743.669963 sec): 3 clusters Score: Raw -137369.034786 + Penalty 1416.066643 = -135952.968144 nChanged 17 SP:Iteration 24Q (2743.715300 sec): 3 clusters Score: Raw -137376.685213 + Penalty 1416.066643 = -135960.618571 nChanged 16 SP:Iteration 25Q (2743.753465 sec): 3 clusters Score: Raw -137383.441695 + Penalty 1416.066643 = -135967.375052 nChanged 12 SP:Iteration 26Q (2743.811874 sec): 3 clusters Score: Raw -137389.973393 + Penalty 1416.066643 = -135973.906750 nChanged 14 SP:Iteration 27Q (2743.857419 sec): 3 clusters Score: Raw -137395.671866 + Penalty 1416.066643 = -135979.605223 nChanged 11 SP:Iteration 28Q (2743.896437 sec): 3 clusters Score: Raw -137400.994007 + Penalty 1416.066643 = -135984.927364 nChanged 12 SP:Iteration 29Q (2743.944731 sec): 3 clusters Score: Raw -137407.248718 + Penalty 1416.066643 = -135991.182075 nChanged 11 SP:Iteration 30Q (2743.974815 sec): 3 clusters Score: Raw -137414.862715 + Penalty 1416.066643 = -135998.796073 nChanged 8 SP:Iteration 31Q (2744.023061 sec): 3 clusters Score: Raw -137418.902706 + Penalty 1416.066643 = -136002.836063 nChanged 10 SP:Iteration 32Q (2744.071599 sec): 3 clusters Score: Raw -137422.480837 + Penalty 1416.066643 = -136006.414194 nChanged 6 SP:Iteration 33Q (2744.119837 sec): 3 clusters Score: Raw -137425.328329 + Penalty 1416.066643 = -136009.261686 nChanged 3 SP:Iteration 34Q (2744.162194 sec): 3 clusters Score: Raw -137426.052089 + Penalty 1416.066643 = -136009.985446 nChanged 3 SP:Iteration 35Q (2744.208635 sec): 3 clusters Score: Raw -137427.066675 + Penalty 1416.066643 = -136011.000032 nChanged 2 SP:Iteration 36Q (2744.257670 sec): 3 clusters Score: Raw -137427.573675 + Penalty 1416.066643 = -136011.507033 nChanged 2 SP:Iteration 37Q (2744.300393 sec): 3 clusters Score: Raw -137427.939684 + Penalty 1416.066643 = -136011.873041 nChanged 4 SP:Iteration 38Q (2744.348412 sec): 3 clusters Score: Raw -137429.697008 + Penalty 1416.066643 = -136013.630365 nChanged 3 SP:Iteration 39Q (2744.385691 sec): 3 clusters Score: Raw -137431.141561 + Penalty 1416.066643 = -136015.074918 nChanged 0 SP:Iteration 40F (2744.442708 sec): 3 clusters Score: Raw -137431.141561 + Penalty 1416.066643 = -136015.074918 nChanged 0 Trying to split cluster 15 (4453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2744.466123 sec): 2 clusters Score: Raw -313904.014155 + Penalty 798.126664 = -313105.887491 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2744.511010 sec): 3 clusters Score: Raw -311422.920422 + Penalty 1596.253328 = -309826.667094 nChanged 1897 SP:Iteration 1F (2744.560711 sec): 3 clusters Score: Raw -312547.489289 + Penalty 1596.253328 = -310951.235961 nChanged 368 SP:Iteration 2F (2744.594797 sec): 3 clusters Score: Raw -312807.217584 + Penalty 1596.253328 = -311210.964256 nChanged 296 SP:Iteration 3F (2744.648109 sec): 3 clusters Score: Raw -313055.546401 + Penalty 1596.253328 = -311459.293073 nChanged 291 SP:Iteration 4F (2744.693707 sec): 3 clusters Score: Raw -313306.760160 + Penalty 1596.253328 = -311710.506832 nChanged 264 SP:Iteration 5F (2744.743092 sec): 3 clusters Score: Raw -313502.549294 + Penalty 1596.253328 = -311906.295966 nChanged 201 SP:Iteration 6Q (2744.796008 sec): 3 clusters Score: Raw -313640.616781 + Penalty 1596.253328 = -312044.363453 nChanged 166 SP:Iteration 7Q (2744.851111 sec): 3 clusters Score: Raw -313733.684690 + Penalty 1596.253328 = -312137.431362 nChanged 102 SP:Iteration 8Q (2744.912346 sec): 3 clusters Score: Raw -313782.096264 + Penalty 1596.253328 = -312185.842936 nChanged 88 SP:Iteration 9Q (2744.955981 sec): 3 clusters Score: Raw -313815.313061 + Penalty 1596.253328 = -312219.059733 nChanged 63 SP:Iteration 10Q (2745.006669 sec): 3 clusters Score: Raw -313847.278039 + Penalty 1596.253328 = -312251.024711 nChanged 74 SP:Iteration 11Q (2745.061572 sec): 3 clusters Score: Raw -313876.099042 + Penalty 1596.253328 = -312279.845714 nChanged 59 SP:Iteration 12Q (2745.112629 sec): 3 clusters Score: Raw -313899.210913 + Penalty 1596.253328 = -312302.957585 nChanged 52 SP:Iteration 13Q (2745.168547 sec): 3 clusters Score: Raw -313915.405868 + Penalty 1596.253328 = -312319.152540 nChanged 45 SP:Iteration 14Q (2745.221359 sec): 3 clusters Score: Raw -313925.704668 + Penalty 1596.253328 = -312329.451340 nChanged 27 SP:Iteration 15Q (2745.273578 sec): 3 clusters Score: Raw -313934.047091 + Penalty 1596.253328 = -312337.793763 nChanged 28 SP:Iteration 16Q (2745.314480 sec): 3 clusters Score: Raw -313940.521423 + Penalty 1596.253328 = -312344.268095 nChanged 14 SP:Iteration 17Q (2745.360675 sec): 3 clusters Score: Raw -313942.593409 + Penalty 1596.253328 = -312346.340081 nChanged 13 SP:Iteration 18Q (2745.415772 sec): 3 clusters Score: Raw -313945.405102 + Penalty 1596.253328 = -312349.151774 nChanged 13 SP:Iteration 19Q (2745.471223 sec): 3 clusters Score: Raw -313948.647019 + Penalty 1596.253328 = -312352.393691 nChanged 15 SP:Iteration 20F (2745.511907 sec): 3 clusters Score: Raw -313953.662715 + Penalty 1596.253328 = -312357.409387 nChanged 22 SP:Iteration 21Q (2745.561363 sec): 3 clusters Score: Raw -313961.054133 + Penalty 1596.253328 = -312364.800805 nChanged 21 SP:Iteration 22Q (2745.619078 sec): 3 clusters Score: Raw -313967.838671 + Penalty 1596.253328 = -312371.585343 nChanged 27 SP:Iteration 23Q (2745.673932 sec): 3 clusters Score: Raw -313975.835356 + Penalty 1596.253328 = -312379.582028 nChanged 23 SP:Iteration 24Q (2745.714942 sec): 3 clusters Score: Raw -313982.795041 + Penalty 1596.253328 = -312386.541713 nChanged 15 SP:Iteration 25Q (2745.779052 sec): 3 clusters Score: Raw -313987.475020 + Penalty 1596.253328 = -312391.221692 nChanged 14 SP:Iteration 26Q (2745.830771 sec): 3 clusters Score: Raw -313990.568737 + Penalty 1596.253328 = -312394.315409 nChanged 13 SP:Iteration 27Q (2745.880786 sec): 3 clusters Score: Raw -313993.744574 + Penalty 1596.253328 = -312397.491246 nChanged 11 SP:Iteration 28Q (2745.932432 sec): 3 clusters Score: Raw -313995.762924 + Penalty 1596.253328 = -312399.509596 nChanged 10 SP:Iteration 29Q (2745.968125 sec): 3 clusters Score: Raw -313997.878834 + Penalty 1596.253328 = -312401.625506 nChanged 9 SP:Iteration 30Q (2746.027542 sec): 3 clusters Score: Raw -313999.704906 + Penalty 1596.253328 = -312403.451578 nChanged 8 SP:Iteration 31Q (2746.082431 sec): 3 clusters Score: Raw -314000.610396 + Penalty 1596.253328 = -312404.357068 nChanged 6 SP:Iteration 32Q (2746.124615 sec): 3 clusters Score: Raw -314002.110112 + Penalty 1596.253328 = -312405.856784 nChanged 8 SP:Iteration 33Q (2746.171110 sec): 3 clusters Score: Raw -314004.307623 + Penalty 1596.253328 = -312408.054295 nChanged 10 SP:Iteration 34Q (2746.215850 sec): 3 clusters Score: Raw -314006.440809 + Penalty 1596.253328 = -312410.187481 nChanged 8 SP:Iteration 35Q (2746.261755 sec): 3 clusters Score: Raw -314008.040749 + Penalty 1596.253328 = -312411.787421 nChanged 10 SP:Iteration 36Q (2746.315201 sec): 3 clusters Score: Raw -314010.318470 + Penalty 1596.253328 = -312414.065142 nChanged 9 SP:Iteration 37Q (2746.348417 sec): 3 clusters Score: Raw -314011.812370 + Penalty 1596.253328 = -312415.559042 nChanged 9 SP:Iteration 38Q (2746.388101 sec): 3 clusters Score: Raw -314014.001293 + Penalty 1596.253328 = -312417.747964 nChanged 12 SP:Iteration 39Q (2746.441706 sec): 3 clusters Score: Raw -314016.737540 + Penalty 1596.253328 = -312420.484212 nChanged 11 SP:Iteration 40F (2746.497604 sec): 3 clusters Score: Raw -314018.970057 + Penalty 1596.253328 = -312422.716729 nChanged 12 SP:Iteration 41Q (2746.535877 sec): 3 clusters Score: Raw -314020.506302 + Penalty 1596.253328 = -312424.252974 nChanged 3 SP:Iteration 42Q (2746.580699 sec): 3 clusters Score: Raw -314021.034482 + Penalty 1596.253328 = -312424.781154 nChanged 4 SP:Iteration 43Q (2746.624182 sec): 3 clusters Score: Raw -314021.320033 + Penalty 1596.253328 = -312425.066705 nChanged 3 SP:Iteration 44Q (2746.671155 sec): 3 clusters Score: Raw -314021.685724 + Penalty 1596.253328 = -312425.432396 nChanged 4 SP:Iteration 45Q (2746.721479 sec): 3 clusters Score: Raw -314022.406251 + Penalty 1596.253328 = -312426.152923 nChanged 4 SP:Iteration 46Q (2746.767884 sec): 3 clusters Score: Raw -314023.608350 + Penalty 1596.253328 = -312427.355022 nChanged 6 SP:Iteration 47Q (2746.814287 sec): 3 clusters Score: Raw -314024.658627 + Penalty 1596.253328 = -312428.405299 nChanged 8 SP:Iteration 48Q (2746.859849 sec): 3 clusters Score: Raw -314026.548640 + Penalty 1596.253328 = -312430.295312 nChanged 10 SP:Iteration 49Q (2746.906630 sec): 3 clusters Score: Raw -314028.502308 + Penalty 1596.253328 = -312432.248980 nChanged 10 SP:Iteration 50Q (2746.964548 sec): 3 clusters Score: Raw -314031.324260 + Penalty 1596.253328 = -312435.070932 nChanged 10 SP:Iteration 51Q (2747.014832 sec): 3 clusters Score: Raw -314033.038079 + Penalty 1596.253328 = -312436.784751 nChanged 7 SP:Iteration 52Q (2747.052706 sec): 3 clusters Score: Raw -314034.406993 + Penalty 1596.253328 = -312438.153665 nChanged 7 SP:Iteration 53Q (2747.101642 sec): 3 clusters Score: Raw -314035.397446 + Penalty 1596.253328 = -312439.144118 nChanged 1 SP:Iteration 54Q (2747.144935 sec): 3 clusters Score: Raw -314035.449101 + Penalty 1596.253328 = -312439.195773 nChanged 0 SP:Iteration 55F (2747.187771 sec): 3 clusters Score: Raw -314035.449101 + Penalty 1596.253328 = -312439.195773 nChanged 0 Trying to split cluster 16 (3590 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2747.217278 sec): 2 clusters Score: Raw -264615.211001 + Penalty 777.661211 = -263837.549791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2747.262737 sec): 3 clusters Score: Raw -262663.788214 + Penalty 1555.322421 = -261108.465793 nChanged 1494 SP:Iteration 1F (2747.318948 sec): 3 clusters Score: Raw -263511.001905 + Penalty 1555.322421 = -261955.679483 nChanged 243 SP:Iteration 2F (2747.348892 sec): 3 clusters Score: Raw -263650.763622 + Penalty 1555.322421 = -262095.441200 nChanged 210 SP:Iteration 3F (2747.393352 sec): 3 clusters Score: Raw -263774.127509 + Penalty 1555.322421 = -262218.805088 nChanged 172 SP:Iteration 4Q (2747.437750 sec): 3 clusters Score: Raw -263880.774101 + Penalty 1555.322421 = -262325.451679 nChanged 136 SP:Iteration 5Q (2747.486273 sec): 3 clusters Score: Raw -263953.500568 + Penalty 1555.322421 = -262398.178146 nChanged 125 SP:Iteration 6Q (2747.535763 sec): 3 clusters Score: Raw -264019.388449 + Penalty 1555.322421 = -262464.066027 nChanged 118 SP:Iteration 7Q (2747.580354 sec): 3 clusters Score: Raw -264076.586961 + Penalty 1555.322421 = -262521.264540 nChanged 100 SP:Iteration 8Q (2747.625270 sec): 3 clusters Score: Raw -264123.236954 + Penalty 1555.322421 = -262567.914532 nChanged 96 SP:Iteration 9Q (2747.670065 sec): 3 clusters Score: Raw -264170.561584 + Penalty 1555.322421 = -262615.239162 nChanged 85 SP:Iteration 10Q (2747.715280 sec): 3 clusters Score: Raw -264205.304911 + Penalty 1555.322421 = -262649.982490 nChanged 87 SP:Iteration 11Q (2747.754061 sec): 3 clusters Score: Raw -264242.073044 + Penalty 1555.322421 = -262686.750623 nChanged 69 SP:Iteration 12Q (2747.804672 sec): 3 clusters Score: Raw -264270.776848 + Penalty 1555.322421 = -262715.454427 nChanged 64 SP:Iteration 13Q (2747.845143 sec): 3 clusters Score: Raw -264295.339964 + Penalty 1555.322421 = -262740.017542 nChanged 50 SP:Iteration 14Q (2747.893527 sec): 3 clusters Score: Raw -264309.422565 + Penalty 1555.322421 = -262754.100144 nChanged 35 SP:Iteration 15Q (2747.933962 sec): 3 clusters Score: Raw -264320.370770 + Penalty 1555.322421 = -262765.048349 nChanged 36 SP:Iteration 16Q (2747.981990 sec): 3 clusters Score: Raw -264332.433326 + Penalty 1555.322421 = -262777.110905 nChanged 40 SP:Iteration 17Q (2748.020556 sec): 3 clusters Score: Raw -264343.928805 + Penalty 1555.322421 = -262788.606384 nChanged 37 SP:Iteration 18Q (2748.064258 sec): 3 clusters Score: Raw -264354.986125 + Penalty 1555.322421 = -262799.663704 nChanged 35 SP:Iteration 19Q (2748.109286 sec): 3 clusters Score: Raw -264365.475252 + Penalty 1555.322421 = -262810.152830 nChanged 31 SP:Iteration 20F (2748.155090 sec): 3 clusters Score: Raw -264374.179764 + Penalty 1555.322421 = -262818.857342 nChanged 31 SP:Iteration 21Q (2748.204942 sec): 3 clusters Score: Raw -264382.429961 + Penalty 1555.322421 = -262827.107540 nChanged 22 SP:Iteration 22Q (2748.256827 sec): 3 clusters Score: Raw -264389.141972 + Penalty 1555.322421 = -262833.819550 nChanged 24 SP:Iteration 23Q (2748.297461 sec): 3 clusters Score: Raw -264395.034732 + Penalty 1555.322421 = -262839.712310 nChanged 20 SP:Iteration 24Q (2748.352692 sec): 3 clusters Score: Raw -264399.250710 + Penalty 1555.322421 = -262843.928289 nChanged 21 SP:Iteration 25Q (2748.389365 sec): 3 clusters Score: Raw -264405.027791 + Penalty 1555.322421 = -262849.705369 nChanged 20 SP:Iteration 26Q (2748.434889 sec): 3 clusters Score: Raw -264409.887868 + Penalty 1555.322421 = -262854.565446 nChanged 15 SP:Iteration 27Q (2748.484681 sec): 3 clusters Score: Raw -264416.131450 + Penalty 1555.322421 = -262860.809029 nChanged 24 SP:Iteration 28Q (2748.530866 sec): 3 clusters Score: Raw -264423.709362 + Penalty 1555.322421 = -262868.386941 nChanged 26 SP:Iteration 29Q (2748.586207 sec): 3 clusters Score: Raw -264431.122618 + Penalty 1555.322421 = -262875.800196 nChanged 25 SP:Iteration 30Q (2748.627369 sec): 3 clusters Score: Raw -264439.610909 + Penalty 1555.322421 = -262884.288488 nChanged 31 SP:Iteration 31Q (2748.678787 sec): 3 clusters Score: Raw -264453.189371 + Penalty 1555.322421 = -262897.866949 nChanged 42 SP:Iteration 32Q (2748.730040 sec): 3 clusters Score: Raw -264467.193593 + Penalty 1555.322421 = -262911.871172 nChanged 39 SP:Iteration 33Q (2748.780471 sec): 3 clusters Score: Raw -264475.625477 + Penalty 1555.322421 = -262920.303056 nChanged 24 SP:Iteration 34Q (2748.832774 sec): 3 clusters Score: Raw -264482.280359 + Penalty 1555.322421 = -262926.957938 nChanged 21 SP:Iteration 35Q (2748.893484 sec): 3 clusters Score: Raw -264487.117315 + Penalty 1555.322421 = -262931.794894 nChanged 15 SP:Iteration 36Q (2748.943660 sec): 3 clusters Score: Raw -264493.881258 + Penalty 1555.322421 = -262938.558836 nChanged 15 SP:Iteration 37Q (2748.986908 sec): 3 clusters Score: Raw -264498.997132 + Penalty 1555.322421 = -262943.674710 nChanged 16 SP:Iteration 38Q (2749.040628 sec): 3 clusters Score: Raw -264503.302557 + Penalty 1555.322421 = -262947.980135 nChanged 14 SP:Iteration 39Q (2749.087765 sec): 3 clusters Score: Raw -264507.262303 + Penalty 1555.322421 = -262951.939881 nChanged 9 SP:Iteration 40F (2749.141283 sec): 3 clusters Score: Raw -264509.063388 + Penalty 1555.322421 = -262953.740967 nChanged 8 SP:Iteration 41Q (2749.184176 sec): 3 clusters Score: Raw -264510.898785 + Penalty 1555.322421 = -262955.576364 nChanged 9 SP:Iteration 42Q (2749.240382 sec): 3 clusters Score: Raw -264513.623614 + Penalty 1555.322421 = -262958.301193 nChanged 8 SP:Iteration 43Q (2749.291359 sec): 3 clusters Score: Raw -264515.578559 + Penalty 1555.322421 = -262960.256137 nChanged 9 SP:Iteration 44Q (2749.342289 sec): 3 clusters Score: Raw -264517.186262 + Penalty 1555.322421 = -262961.863841 nChanged 6 SP:Iteration 45Q (2749.387606 sec): 3 clusters Score: Raw -264518.304107 + Penalty 1555.322421 = -262962.981686 nChanged 4 SP:Iteration 46Q (2749.437405 sec): 3 clusters Score: Raw -264519.067866 + Penalty 1555.322421 = -262963.745445 nChanged 6 SP:Iteration 47Q (2749.485404 sec): 3 clusters Score: Raw -264520.468229 + Penalty 1555.322421 = -262965.145807 nChanged 5 SP:Iteration 48Q (2749.524801 sec): 3 clusters Score: Raw -264521.592734 + Penalty 1555.322421 = -262966.270313 nChanged 6 SP:Iteration 49Q (2749.576193 sec): 3 clusters Score: Raw -264523.230612 + Penalty 1555.322421 = -262967.908190 nChanged 4 SP:Iteration 50Q (2749.628064 sec): 3 clusters Score: Raw -264523.963738 + Penalty 1555.322421 = -262968.641317 nChanged 6 SP:Iteration 51Q (2749.667247 sec): 3 clusters Score: Raw -264525.304734 + Penalty 1555.322421 = -262969.982312 nChanged 7 SP:Iteration 52Q (2749.727872 sec): 3 clusters Score: Raw -264526.767719 + Penalty 1555.322421 = -262971.445297 nChanged 9 SP:Iteration 53Q (2749.776151 sec): 3 clusters Score: Raw -264528.387235 + Penalty 1555.322421 = -262973.064814 nChanged 11 SP:Iteration 54Q (2749.825367 sec): 3 clusters Score: Raw -264530.552418 + Penalty 1555.322421 = -262975.229996 nChanged 9 SP:Iteration 55Q (2749.872797 sec): 3 clusters Score: Raw -264532.975327 + Penalty 1555.322421 = -262977.652906 nChanged 11 SP:Iteration 56Q (2749.915530 sec): 3 clusters Score: Raw -264534.901235 + Penalty 1555.322421 = -262979.578813 nChanged 11 SP:Iteration 57Q (2749.963951 sec): 3 clusters Score: Raw -264537.282237 + Penalty 1555.322421 = -262981.959816 nChanged 12 SP:Iteration 58Q (2750.015865 sec): 3 clusters Score: Raw -264540.410431 + Penalty 1555.322421 = -262985.088010 nChanged 9 SP:Iteration 59Q (2750.068109 sec): 3 clusters Score: Raw -264542.468583 + Penalty 1555.322421 = -262987.146161 nChanged 10 SP:Iteration 60F (2750.118613 sec): 3 clusters Score: Raw -264544.783849 + Penalty 1555.322421 = -262989.461427 nChanged 11 SP:Iteration 61Q (2750.173219 sec): 3 clusters Score: Raw -264547.552206 + Penalty 1555.322421 = -262992.229785 nChanged 12 SP:Iteration 62Q (2750.220697 sec): 3 clusters Score: Raw -264550.522184 + Penalty 1555.322421 = -262995.199762 nChanged 8 SP:Iteration 63Q (2750.265769 sec): 3 clusters Score: Raw -264551.583260 + Penalty 1555.322421 = -262996.260838 nChanged 2 SP:Iteration 64Q (2750.317333 sec): 3 clusters Score: Raw -264551.822219 + Penalty 1555.322421 = -262996.499797 nChanged 1 SP:Iteration 65Q (2750.365207 sec): 3 clusters Score: Raw -264551.998636 + Penalty 1555.322421 = -262996.676215 nChanged 4 SP:Iteration 66Q (2750.413604 sec): 3 clusters Score: Raw -264552.424050 + Penalty 1555.322421 = -262997.101628 nChanged 5 SP:Iteration 67Q (2750.463930 sec): 3 clusters Score: Raw -264553.518251 + Penalty 1555.322421 = -262998.195830 nChanged 6 SP:Iteration 68Q (2750.501935 sec): 3 clusters Score: Raw -264554.348133 + Penalty 1555.322421 = -262999.025711 nChanged 5 SP:Iteration 69Q (2750.544917 sec): 3 clusters Score: Raw -264555.615592 + Penalty 1555.322421 = -263000.293171 nChanged 7 SP:Iteration 70Q (2750.594182 sec): 3 clusters Score: Raw -264557.571770 + Penalty 1555.322421 = -263002.249349 nChanged 9 SP:Iteration 71Q (2750.644725 sec): 3 clusters Score: Raw -264559.663564 + Penalty 1555.322421 = -263004.341142 nChanged 4 SP:Iteration 72Q (2750.690175 sec): 3 clusters Score: Raw -264561.126219 + Penalty 1555.322421 = -263005.803798 nChanged 6 SP:Iteration 73Q (2750.753203 sec): 3 clusters Score: Raw -264562.384715 + Penalty 1555.322421 = -263007.062294 nChanged 6 SP:Iteration 74Q (2750.796000 sec): 3 clusters Score: Raw -264563.033692 + Penalty 1555.322421 = -263007.711270 nChanged 2 SP:Iteration 75Q (2750.847560 sec): 3 clusters Score: Raw -264563.155452 + Penalty 1555.322421 = -263007.833031 nChanged 1 SP:Iteration 76Q (2750.896989 sec): 3 clusters Score: Raw -264563.177707 + Penalty 1555.322421 = -263007.855285 nChanged 0 SP:Iteration 77F (2750.945469 sec): 3 clusters Score: Raw -264563.177707 + Penalty 1555.322421 = -263007.855285 nChanged 0 Trying to split cluster 17 (3529 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2750.974864 sec): 2 clusters Score: Raw -258607.140241 + Penalty 776.033133 = -257831.107108 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2751.016329 sec): 3 clusters Score: Raw -256748.584136 + Penalty 1552.066266 = -255196.517869 nChanged 1467 SP:Iteration 1F (2751.080841 sec): 3 clusters Score: Raw -257616.419418 + Penalty 1552.066266 = -256064.353151 nChanged 261 SP:Iteration 2F (2751.120420 sec): 3 clusters Score: Raw -257785.077059 + Penalty 1552.066266 = -256233.010793 nChanged 245 SP:Iteration 3F (2751.182446 sec): 3 clusters Score: Raw -257977.742552 + Penalty 1552.066266 = -256425.676286 nChanged 232 SP:Iteration 4F (2751.221564 sec): 3 clusters Score: Raw -258146.388781 + Penalty 1552.066266 = -256594.322515 nChanged 194 SP:Iteration 5F (2751.272154 sec): 3 clusters Score: Raw -258290.318461 + Penalty 1552.066266 = -256738.252194 nChanged 163 SP:Iteration 6Q (2751.315647 sec): 3 clusters Score: Raw -258412.705099 + Penalty 1552.066266 = -256860.638833 nChanged 136 SP:Iteration 7Q (2751.372228 sec): 3 clusters Score: Raw -258516.963443 + Penalty 1552.066266 = -256964.897176 nChanged 99 SP:Iteration 8Q (2751.412091 sec): 3 clusters Score: Raw -258584.906230 + Penalty 1552.066266 = -257032.839963 nChanged 81 SP:Iteration 9Q (2751.462252 sec): 3 clusters Score: Raw -258634.004119 + Penalty 1552.066266 = -257081.937853 nChanged 50 SP:Iteration 10Q (2751.510350 sec): 3 clusters Score: Raw -258667.987840 + Penalty 1552.066266 = -257115.921574 nChanged 62 SP:Iteration 11Q (2751.567613 sec): 3 clusters Score: Raw -258707.895494 + Penalty 1552.066266 = -257155.829228 nChanged 54 SP:Iteration 12Q (2751.616358 sec): 3 clusters Score: Raw -258736.711716 + Penalty 1552.066266 = -257184.645450 nChanged 34 SP:Iteration 13Q (2751.658052 sec): 3 clusters Score: Raw -258754.934709 + Penalty 1552.066266 = -257202.868442 nChanged 29 SP:Iteration 14Q (2751.711556 sec): 3 clusters Score: Raw -258767.850573 + Penalty 1552.066266 = -257215.784307 nChanged 19 SP:Iteration 15Q (2751.753408 sec): 3 clusters Score: Raw -258778.572643 + Penalty 1552.066266 = -257226.506376 nChanged 20 SP:Iteration 16Q (2751.813575 sec): 3 clusters Score: Raw -258786.243814 + Penalty 1552.066266 = -257234.177547 nChanged 10 SP:Iteration 17Q (2751.854212 sec): 3 clusters Score: Raw -258789.799412 + Penalty 1552.066266 = -257237.733145 nChanged 6 SP:Iteration 18Q (2751.905209 sec): 3 clusters Score: Raw -258792.015735 + Penalty 1552.066266 = -257239.949468 nChanged 6 SP:Iteration 19Q (2751.964168 sec): 3 clusters Score: Raw -258793.875127 + Penalty 1552.066266 = -257241.808860 nChanged 7 SP:Iteration 20F (2752.005592 sec): 3 clusters Score: Raw -258796.031612 + Penalty 1552.066266 = -257243.965346 nChanged 7 SP:Iteration 21Q (2752.058611 sec): 3 clusters Score: Raw -258797.735882 + Penalty 1552.066266 = -257245.669616 nChanged 4 SP:Iteration 22Q (2752.110645 sec): 3 clusters Score: Raw -258799.356896 + Penalty 1552.066266 = -257247.290629 nChanged 8 SP:Iteration 23Q (2752.163296 sec): 3 clusters Score: Raw -258802.241638 + Penalty 1552.066266 = -257250.175372 nChanged 3 SP:Iteration 24Q (2752.215211 sec): 3 clusters Score: Raw -258803.095533 + Penalty 1552.066266 = -257251.029267 nChanged 2 SP:Iteration 25Q (2752.267441 sec): 3 clusters Score: Raw -258804.211504 + Penalty 1552.066266 = -257252.145238 nChanged 3 SP:Iteration 26Q (2752.316180 sec): 3 clusters Score: Raw -258807.435816 + Penalty 1552.066266 = -257255.369549 nChanged 4 SP:Iteration 27Q (2752.364507 sec): 3 clusters Score: Raw -258809.385417 + Penalty 1552.066266 = -257257.319151 nChanged 7 SP:Iteration 28Q (2752.406527 sec): 3 clusters Score: Raw -258811.472738 + Penalty 1552.066266 = -257259.406471 nChanged 5 SP:Iteration 29Q (2752.452720 sec): 3 clusters Score: Raw -258812.908474 + Penalty 1552.066266 = -257260.842207 nChanged 8 SP:Iteration 30Q (2752.508099 sec): 3 clusters Score: Raw -258815.175050 + Penalty 1552.066266 = -257263.108784 nChanged 8 SP:Iteration 31Q (2752.547804 sec): 3 clusters Score: Raw -258817.397156 + Penalty 1552.066266 = -257265.330889 nChanged 4 SP:Iteration 32Q (2752.596250 sec): 3 clusters Score: Raw -258818.210233 + Penalty 1552.066266 = -257266.143967 nChanged 0 SP:Iteration 33F (2752.643510 sec): 3 clusters Score: Raw -258818.210233 + Penalty 1552.066266 = -257266.143967 nChanged 0 Trying to split cluster 18 (5843 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2752.677069 sec): 2 clusters Score: Raw -437693.593679 + Penalty 823.934966 = -436869.658713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2752.715695 sec): 3 clusters Score: Raw -434437.982579 + Penalty 1647.869932 = -432790.112647 nChanged 2476 SP:Iteration 1F (2752.769275 sec): 3 clusters Score: Raw -435833.736375 + Penalty 1647.869932 = -434185.866443 nChanged 431 SP:Iteration 2F (2752.828952 sec): 3 clusters Score: Raw -436053.148813 + Penalty 1647.869932 = -434405.278881 nChanged 356 SP:Iteration 3F (2752.878376 sec): 3 clusters Score: Raw -436229.625496 + Penalty 1647.869932 = -434581.755564 nChanged 292 SP:Iteration 4Q (2752.925590 sec): 3 clusters Score: Raw -436374.917966 + Penalty 1647.869932 = -434727.048034 nChanged 261 SP:Iteration 5Q (2752.955966 sec): 3 clusters Score: Raw -436512.547891 + Penalty 1647.869932 = -434864.677959 nChanged 243 SP:Iteration 6Q (2753.004251 sec): 3 clusters Score: Raw -436629.908246 + Penalty 1647.869932 = -434982.038314 nChanged 215 SP:Iteration 7Q (2753.064758 sec): 3 clusters Score: Raw -436728.830906 + Penalty 1647.869932 = -435080.960974 nChanged 183 SP:Iteration 8Q (2753.110217 sec): 3 clusters Score: Raw -436814.174001 + Penalty 1647.869932 = -435166.304069 nChanged 188 SP:Iteration 9Q (2753.151284 sec): 3 clusters Score: Raw -436898.099990 + Penalty 1647.869932 = -435250.230058 nChanged 171 SP:Iteration 10Q (2753.210291 sec): 3 clusters Score: Raw -436979.319175 + Penalty 1647.869932 = -435331.449243 nChanged 174 SP:Iteration 11Q (2753.255049 sec): 3 clusters Score: Raw -437064.783122 + Penalty 1647.869932 = -435416.913190 nChanged 164 SP:Iteration 12Q (2753.305050 sec): 3 clusters Score: Raw -437139.280562 + Penalty 1647.869932 = -435491.410630 nChanged 129 SP:Iteration 13Q (2753.342598 sec): 3 clusters Score: Raw -437194.070321 + Penalty 1647.869932 = -435546.200389 nChanged 105 SP:Iteration 14Q (2753.389956 sec): 3 clusters Score: Raw -437239.882153 + Penalty 1647.869932 = -435592.012221 nChanged 88 SP:Iteration 15Q (2753.446016 sec): 3 clusters Score: Raw -437280.669233 + Penalty 1647.869932 = -435632.799300 nChanged 88 SP:Iteration 16Q (2753.496273 sec): 3 clusters Score: Raw -437322.563958 + Penalty 1647.869932 = -435674.694026 nChanged 78 SP:Iteration 17Q (2753.540705 sec): 3 clusters Score: Raw -437347.751205 + Penalty 1647.869932 = -435699.881273 nChanged 62 SP:Iteration 18Q (2753.581838 sec): 3 clusters Score: Raw -437368.971777 + Penalty 1647.869932 = -435721.101845 nChanged 68 SP:Iteration 19Q (2753.627334 sec): 3 clusters Score: Raw -437391.735280 + Penalty 1647.869932 = -435743.865348 nChanged 70 SP:Iteration 20F (2753.682888 sec): 3 clusters Score: Raw -437416.407802 + Penalty 1647.869932 = -435768.537870 nChanged 71 SP:Iteration 21Q (2753.727119 sec): 3 clusters Score: Raw -437441.584725 + Penalty 1647.869932 = -435793.714793 nChanged 76 SP:Iteration 22Q (2753.765991 sec): 3 clusters Score: Raw -437468.531939 + Penalty 1647.869932 = -435820.662007 nChanged 64 SP:Iteration 23Q (2753.822989 sec): 3 clusters Score: Raw -437487.712862 + Penalty 1647.869932 = -435839.842930 nChanged 54 SP:Iteration 24Q (2753.863193 sec): 3 clusters Score: Raw -437504.238846 + Penalty 1647.869932 = -435856.368914 nChanged 60 SP:Iteration 25Q (2753.919547 sec): 3 clusters Score: Raw -437525.307133 + Penalty 1647.869932 = -435877.437201 nChanged 56 SP:Iteration 26Q (2753.965190 sec): 3 clusters Score: Raw -437542.396866 + Penalty 1647.869932 = -435894.526934 nChanged 47 SP:Iteration 27Q (2754.009730 sec): 3 clusters Score: Raw -437559.427455 + Penalty 1647.869932 = -435911.557523 nChanged 53 SP:Iteration 28Q (2754.056738 sec): 3 clusters Score: Raw -437584.659856 + Penalty 1647.869932 = -435936.789924 nChanged 59 SP:Iteration 29Q (2754.104677 sec): 3 clusters Score: Raw -437609.005775 + Penalty 1647.869932 = -435961.135843 nChanged 56 SP:Iteration 30Q (2754.148043 sec): 3 clusters Score: Raw -437630.457731 + Penalty 1647.869932 = -435982.587799 nChanged 56 SP:Iteration 31Q (2754.196754 sec): 3 clusters Score: Raw -437650.433203 + Penalty 1647.869932 = -436002.563271 nChanged 49 SP:Iteration 32Q (2754.240948 sec): 3 clusters Score: Raw -437665.388439 + Penalty 1647.869932 = -436017.518507 nChanged 40 SP:Iteration 33Q (2754.287750 sec): 3 clusters Score: Raw -437676.203516 + Penalty 1647.869932 = -436028.333584 nChanged 35 SP:Iteration 34Q (2754.334723 sec): 3 clusters Score: Raw -437681.881506 + Penalty 1647.869932 = -436034.011574 nChanged 20 SP:Iteration 35Q (2754.391409 sec): 3 clusters Score: Raw -437684.858186 + Penalty 1647.869932 = -436036.988254 nChanged 11 SP:Iteration 36Q (2754.432412 sec): 3 clusters Score: Raw -437686.149169 + Penalty 1647.869932 = -436038.279237 nChanged 7 SP:Iteration 37Q (2754.478807 sec): 3 clusters Score: Raw -437686.707936 + Penalty 1647.869932 = -436038.838004 nChanged 5 SP:Iteration 38Q (2754.530849 sec): 3 clusters Score: Raw -437687.148660 + Penalty 1647.869932 = -436039.278728 nChanged 4 SP:Iteration 39Q (2754.575681 sec): 3 clusters Score: Raw -437687.990695 + Penalty 1647.869932 = -436040.120762 nChanged 6 SP:Iteration 40F (2754.626184 sec): 3 clusters Score: Raw -437688.718842 + Penalty 1647.869932 = -436040.848910 nChanged 3 SP:Iteration 41Q (2754.674394 sec): 3 clusters Score: Raw -437689.070709 + Penalty 1647.869932 = -436041.200777 nChanged 5 SP:Iteration 42Q (2754.713999 sec): 3 clusters Score: Raw -437689.648748 + Penalty 1647.869932 = -436041.778816 nChanged 2 SP:Iteration 43Q (2754.766678 sec): 3 clusters Score: Raw -437689.763842 + Penalty 1647.869932 = -436041.893910 nChanged 3 SP:Iteration 44Q (2754.828937 sec): 3 clusters Score: Raw -437690.312744 + Penalty 1647.869932 = -436042.442812 nChanged 4 SP:Iteration 45Q (2754.881644 sec): 3 clusters Score: Raw -437690.640362 + Penalty 1647.869932 = -436042.770430 nChanged 0 SP:Iteration 46F (2754.926569 sec): 3 clusters Score: Raw -437690.640362 + Penalty 1647.869932 = -436042.770430 nChanged 0 Trying to split cluster 19 (61325 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2755.021837 sec): 2 clusters Score: Raw -4458625.642041 + Penalty 1047.274573 = -4457578.367469 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2755.145958 sec): 3 clusters Score: Raw -4418650.145820 + Penalty 2094.549145 = -4416555.596675 nChanged 29317 SP:Iteration 1F (2755.262696 sec): 3 clusters Score: Raw -4437249.008890 + Penalty 2094.549145 = -4435154.459744 nChanged 3969 SP:Iteration 2F (2755.377357 sec): 3 clusters Score: Raw -4439509.130975 + Penalty 2094.549145 = -4437414.581830 nChanged 4442 SP:Iteration 3F (2755.507125 sec): 3 clusters Score: Raw -4442653.371798 + Penalty 2094.549145 = -4440558.822653 nChanged 4762 SP:Iteration 4F (2755.626577 sec): 3 clusters Score: Raw -4446572.507933 + Penalty 2094.549145 = -4444477.958788 nChanged 4363 SP:Iteration 5F (2755.735389 sec): 3 clusters Score: Raw -4450411.316267 + Penalty 2094.549145 = -4448316.767122 nChanged 3392 SP:Iteration 6F (2755.866130 sec): 3 clusters Score: Raw -4453210.096182 + Penalty 2094.549145 = -4451115.547037 nChanged 2272 SP:Iteration 7Q (2755.990094 sec): 3 clusters Score: Raw -4454743.412741 + Penalty 2094.549145 = -4452648.863596 nChanged 1535 SP:Iteration 8Q (2756.119069 sec): 3 clusters Score: Raw -4455647.158999 + Penalty 2094.549145 = -4453552.609853 nChanged 1118 SP:Iteration 9Q (2756.233702 sec): 3 clusters Score: Raw -4456379.698023 + Penalty 2094.549145 = -4454285.148877 nChanged 1023 SP:Iteration 10Q (2756.349090 sec): 3 clusters Score: Raw -4457038.339123 + Penalty 2094.549145 = -4454943.789978 nChanged 878 SP:Iteration 11Q (2756.474974 sec): 3 clusters Score: Raw -4457569.336886 + Penalty 2094.549145 = -4455474.787741 nChanged 759 SP:Iteration 12Q (2756.598900 sec): 3 clusters Score: Raw -4457986.366740 + Penalty 2094.549145 = -4455891.817595 nChanged 660 SP:Iteration 13Q (2756.717013 sec): 3 clusters Score: Raw -4458283.644181 + Penalty 2094.549145 = -4456189.095036 nChanged 539 SP:Iteration 14Q (2756.828274 sec): 3 clusters Score: Raw -4458491.187401 + Penalty 2094.549145 = -4456396.638255 nChanged 458 SP:Iteration 15Q (2756.952928 sec): 3 clusters Score: Raw -4458640.559266 + Penalty 2094.549145 = -4456546.010121 nChanged 370 SP:Iteration 16Q (2757.069657 sec): 3 clusters Score: Raw -4458750.709342 + Penalty 2094.549145 = -4456656.160197 nChanged 311 SP:Iteration 17Q (2757.187042 sec): 3 clusters Score: Raw -4458840.357314 + Penalty 2094.549145 = -4456745.808169 nChanged 275 SP:Iteration 18Q (2757.292882 sec): 3 clusters Score: Raw -4458902.248543 + Penalty 2094.549145 = -4456807.699398 nChanged 252 SP:Iteration 19Q (2757.412015 sec): 3 clusters Score: Raw -4458953.414439 + Penalty 2094.549145 = -4456858.865294 nChanged 230 SP:Iteration 20F (2757.529425 sec): 3 clusters Score: Raw -4458999.067346 + Penalty 2094.549145 = -4456904.518201 nChanged 195 SP:Iteration 21Q (2757.639937 sec): 3 clusters Score: Raw -4459036.637180 + Penalty 2094.549145 = -4456942.088034 nChanged 175 SP:Iteration 22Q (2757.758583 sec): 3 clusters Score: Raw -4459069.193260 + Penalty 2094.549145 = -4456974.644115 nChanged 147 SP:Iteration 23Q (2757.881212 sec): 3 clusters Score: Raw -4459090.165583 + Penalty 2094.549145 = -4456995.616438 nChanged 128 SP:Iteration 24Q (2757.991141 sec): 3 clusters Score: Raw -4459105.530833 + Penalty 2094.549145 = -4457010.981688 nChanged 112 SP:Iteration 25Q (2758.102935 sec): 3 clusters Score: Raw -4459118.309744 + Penalty 2094.549145 = -4457023.760599 nChanged 89 SP:Iteration 26Q (2758.215235 sec): 3 clusters Score: Raw -4459126.762285 + Penalty 2094.549145 = -4457032.213140 nChanged 88 SP:Iteration 27Q (2758.332490 sec): 3 clusters Score: Raw -4459135.304047 + Penalty 2094.549145 = -4457040.754902 nChanged 90 SP:Iteration 28Q (2758.436642 sec): 3 clusters Score: Raw -4459144.856737 + Penalty 2094.549145 = -4457050.307592 nChanged 90 SP:Iteration 29Q (2758.551343 sec): 3 clusters Score: Raw -4459154.985758 + Penalty 2094.549145 = -4457060.436613 nChanged 83 SP:Iteration 30Q (2758.658708 sec): 3 clusters Score: Raw -4459162.280125 + Penalty 2094.549145 = -4457067.730979 nChanged 74 SP:Iteration 31Q (2758.768783 sec): 3 clusters Score: Raw -4459168.553306 + Penalty 2094.549145 = -4457074.004161 nChanged 65 SP:Iteration 32Q (2758.888115 sec): 3 clusters Score: Raw -4459173.460356 + Penalty 2094.549145 = -4457078.911210 nChanged 57 SP:Iteration 33Q (2759.008474 sec): 3 clusters Score: Raw -4459176.818339 + Penalty 2094.549145 = -4457082.269193 nChanged 50 SP:Iteration 34Q (2759.121632 sec): 3 clusters Score: Raw -4459180.454369 + Penalty 2094.549145 = -4457085.905223 nChanged 47 SP:Iteration 35Q (2759.236515 sec): 3 clusters Score: Raw -4459183.482735 + Penalty 2094.549145 = -4457088.933590 nChanged 33 SP:Iteration 36Q (2759.353108 sec): 3 clusters Score: Raw -4459185.154004 + Penalty 2094.549145 = -4457090.604859 nChanged 27 SP:Iteration 37Q (2759.462075 sec): 3 clusters Score: Raw -4459186.355031 + Penalty 2094.549145 = -4457091.805886 nChanged 27 SP:Iteration 38Q (2759.576214 sec): 3 clusters Score: Raw -4459187.697662 + Penalty 2094.549145 = -4457093.148517 nChanged 25 SP:Iteration 39Q (2759.693250 sec): 3 clusters Score: Raw -4459188.936161 + Penalty 2094.549145 = -4457094.387016 nChanged 18 SP:Iteration 40F (2759.811741 sec): 3 clusters Score: Raw -4459189.914177 + Penalty 2094.549145 = -4457095.365032 nChanged 26 SP:Iteration 41Q (2759.922024 sec): 3 clusters Score: Raw -4459191.400980 + Penalty 2094.549145 = -4457096.851835 nChanged 29 SP:Iteration 42Q (2760.028744 sec): 3 clusters Score: Raw -4459193.129710 + Penalty 2094.549145 = -4457098.580565 nChanged 36 SP:Iteration 43Q (2760.145209 sec): 3 clusters Score: Raw -4459194.871405 + Penalty 2094.549145 = -4457100.322260 nChanged 32 SP:Iteration 44Q (2760.260109 sec): 3 clusters Score: Raw -4459196.054934 + Penalty 2094.549145 = -4457101.505789 nChanged 20 SP:Iteration 45Q (2760.375589 sec): 3 clusters Score: Raw -4459196.745339 + Penalty 2094.549145 = -4457102.196194 nChanged 20 SP:Iteration 46Q (2760.483718 sec): 3 clusters Score: Raw -4459197.628199 + Penalty 2094.549145 = -4457103.079054 nChanged 23 SP:Iteration 47Q (2760.597604 sec): 3 clusters Score: Raw -4459198.599079 + Penalty 2094.549145 = -4457104.049934 nChanged 22 SP:Iteration 48Q (2760.711604 sec): 3 clusters Score: Raw -4459199.434702 + Penalty 2094.549145 = -4457104.885557 nChanged 17 SP:Iteration 49Q (2760.824952 sec): 3 clusters Score: Raw -4459200.142019 + Penalty 2094.549145 = -4457105.592874 nChanged 26 SP:Iteration 50Q (2760.934504 sec): 3 clusters Score: Raw -4459201.206384 + Penalty 2094.549145 = -4457106.657239 nChanged 21 SP:Iteration 51Q (2761.048491 sec): 3 clusters Score: Raw -4459202.123933 + Penalty 2094.549145 = -4457107.574788 nChanged 19 SP:Iteration 52Q (2761.171885 sec): 3 clusters Score: Raw -4459202.707248 + Penalty 2094.549145 = -4457108.158103 nChanged 21 SP:Iteration 53Q (2761.271696 sec): 3 clusters Score: Raw -4459203.730559 + Penalty 2094.549145 = -4457109.181414 nChanged 24 SP:Iteration 54Q (2761.393343 sec): 3 clusters Score: Raw -4459204.780119 + Penalty 2094.549145 = -4457110.230974 nChanged 22 SP:Iteration 55Q (2761.511410 sec): 3 clusters Score: Raw -4459205.628912 + Penalty 2094.549145 = -4457111.079766 nChanged 12 SP:Iteration 56Q (2761.623661 sec): 3 clusters Score: Raw -4459206.050953 + Penalty 2094.549145 = -4457111.501808 nChanged 9 SP:Iteration 57Q (2761.734003 sec): 3 clusters Score: Raw -4459206.341368 + Penalty 2094.549145 = -4457111.792223 nChanged 8 SP:Iteration 58Q (2761.842971 sec): 3 clusters Score: Raw -4459206.632617 + Penalty 2094.549145 = -4457112.083472 nChanged 7 SP:Iteration 59Q (2761.966209 sec): 3 clusters Score: Raw -4459206.914229 + Penalty 2094.549145 = -4457112.365084 nChanged 7 SP:Iteration 60F (2762.087575 sec): 3 clusters Score: Raw -4459207.167029 + Penalty 2094.549145 = -4457112.617884 nChanged 8 SP:Iteration 61Q (2762.192012 sec): 3 clusters Score: Raw -4459207.383560 + Penalty 2094.549145 = -4457112.834415 nChanged 5 SP:Iteration 62Q (2762.298195 sec): 3 clusters Score: Raw -4459207.466279 + Penalty 2094.549145 = -4457112.917134 nChanged 7 SP:Iteration 63Q (2762.422550 sec): 3 clusters Score: Raw -4459207.625327 + Penalty 2094.549145 = -4457113.076181 nChanged 6 SP:Iteration 64Q (2762.530202 sec): 3 clusters Score: Raw -4459207.797109 + Penalty 2094.549145 = -4457113.247964 nChanged 7 SP:Iteration 65Q (2762.640990 sec): 3 clusters Score: Raw -4459207.993647 + Penalty 2094.549145 = -4457113.444502 nChanged 6 SP:Iteration 66Q (2762.753798 sec): 3 clusters Score: Raw -4459208.102553 + Penalty 2094.549145 = -4457113.553408 nChanged 5 SP:Iteration 67Q (2762.868604 sec): 3 clusters Score: Raw -4459208.196806 + Penalty 2094.549145 = -4457113.647661 nChanged 1 SP:Iteration 68Q (2762.977469 sec): 3 clusters Score: Raw -4459208.223701 + Penalty 2094.549145 = -4457113.674556 nChanged 2 SP:Iteration 69Q (2763.081009 sec): 3 clusters Score: Raw -4459208.255164 + Penalty 2094.549145 = -4457113.706019 nChanged 1 SP:Iteration 70Q (2763.196727 sec): 3 clusters Score: Raw -4459208.269216 + Penalty 2094.549145 = -4457113.720071 nChanged 1 SP:Iteration 71Q (2763.317380 sec): 3 clusters Score: Raw -4459208.295575 + Penalty 2094.549145 = -4457113.746430 nChanged 2 SP:Iteration 72Q (2763.433467 sec): 3 clusters Score: Raw -4459208.346631 + Penalty 2094.549145 = -4457113.797486 nChanged 1 SP:Iteration 73Q (2763.547394 sec): 3 clusters Score: Raw -4459208.404854 + Penalty 2094.549145 = -4457113.855709 nChanged 1 SP:Iteration 74Q (2763.657792 sec): 3 clusters Score: Raw -4459208.423722 + Penalty 2094.549145 = -4457113.874577 nChanged 0 SP:Iteration 75F (2763.767886 sec): 3 clusters Score: Raw -4459208.423722 + Penalty 2094.549145 = -4457113.874577 nChanged 0 Trying to split cluster 20 (58141 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2763.847620 sec): 2 clusters Score: Raw -4391420.442902 + Penalty 1042.209506 = -4390378.233396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2763.968131 sec): 3 clusters Score: Raw -4353588.660579 + Penalty 2084.419011 = -4351504.241568 nChanged 27799 SP:Iteration 1F (2764.079903 sec): 3 clusters Score: Raw -4369849.574041 + Penalty 2084.419011 = -4367765.155030 nChanged 2343 SP:Iteration 2Q (2764.210361 sec): 3 clusters Score: Raw -4370573.616622 + Penalty 2084.419011 = -4368489.197611 nChanged 2494 SP:Iteration 3Q (2764.333985 sec): 3 clusters Score: Raw -4371472.010556 + Penalty 2084.419011 = -4369387.591545 nChanged 2755 SP:Iteration 4Q (2764.453304 sec): 3 clusters Score: Raw -4372659.453196 + Penalty 2084.419011 = -4370575.034185 nChanged 3205 SP:Iteration 5F (2764.573604 sec): 3 clusters Score: Raw -4374365.283954 + Penalty 2084.419011 = -4372280.864943 nChanged 3693 SP:Iteration 6F (2764.672748 sec): 3 clusters Score: Raw -4376955.840897 + Penalty 2084.419011 = -4374871.421886 nChanged 4099 SP:Iteration 7F (2764.797113 sec): 3 clusters Score: Raw -4380279.313983 + Penalty 2084.419011 = -4378194.894972 nChanged 3911 SP:Iteration 8F (2764.899953 sec): 3 clusters Score: Raw -4383299.852415 + Penalty 2084.419011 = -4381215.433404 nChanged 3028 SP:Iteration 9F (2765.017018 sec): 3 clusters Score: Raw -4385068.111470 + Penalty 2084.419011 = -4382983.692459 nChanged 1935 SP:Iteration 10Q (2765.134652 sec): 3 clusters Score: Raw -4385988.194371 + Penalty 2084.419011 = -4383903.775360 nChanged 1432 SP:Iteration 11Q (2765.258212 sec): 3 clusters Score: Raw -4386739.471137 + Penalty 2084.419011 = -4384655.052126 nChanged 1311 SP:Iteration 12Q (2765.370652 sec): 3 clusters Score: Raw -4387480.617858 + Penalty 2084.419011 = -4385396.198847 nChanged 1253 SP:Iteration 13Q (2765.492893 sec): 3 clusters Score: Raw -4388145.420954 + Penalty 2084.419011 = -4386061.001943 nChanged 1128 SP:Iteration 14Q (2765.596600 sec): 3 clusters Score: Raw -4388681.651918 + Penalty 2084.419011 = -4386597.232907 nChanged 959 SP:Iteration 15Q (2765.720127 sec): 3 clusters Score: Raw -4389082.125334 + Penalty 2084.419011 = -4386997.706323 nChanged 843 SP:Iteration 16Q (2765.826213 sec): 3 clusters Score: Raw -4389376.556583 + Penalty 2084.419011 = -4387292.137571 nChanged 688 SP:Iteration 17Q (2765.952279 sec): 3 clusters Score: Raw -4389588.600670 + Penalty 2084.419011 = -4387504.181659 nChanged 621 SP:Iteration 18Q (2766.071440 sec): 3 clusters Score: Raw -4389766.451364 + Penalty 2084.419011 = -4387682.032353 nChanged 530 SP:Iteration 19Q (2766.182242 sec): 3 clusters Score: Raw -4389890.065669 + Penalty 2084.419011 = -4387805.646658 nChanged 452 SP:Iteration 20F (2766.294266 sec): 3 clusters Score: Raw -4389988.920475 + Penalty 2084.419011 = -4387904.501464 nChanged 456 SP:Iteration 21Q (2766.420123 sec): 3 clusters Score: Raw -4390083.043928 + Penalty 2084.419011 = -4387998.624917 nChanged 428 SP:Iteration 22Q (2766.533470 sec): 3 clusters Score: Raw -4390168.603705 + Penalty 2084.419011 = -4388084.184694 nChanged 407 SP:Iteration 23Q (2766.646934 sec): 3 clusters Score: Raw -4390248.876813 + Penalty 2084.419011 = -4388164.457802 nChanged 405 SP:Iteration 24Q (2766.762908 sec): 3 clusters Score: Raw -4390324.911937 + Penalty 2084.419011 = -4388240.492926 nChanged 376 SP:Iteration 25Q (2766.881557 sec): 3 clusters Score: Raw -4390393.501434 + Penalty 2084.419011 = -4388309.082423 nChanged 350 SP:Iteration 26Q (2766.998073 sec): 3 clusters Score: Raw -4390449.876579 + Penalty 2084.419011 = -4388365.457568 nChanged 290 SP:Iteration 27Q (2767.103683 sec): 3 clusters Score: Raw -4390490.331442 + Penalty 2084.419011 = -4388405.912431 nChanged 262 SP:Iteration 28Q (2767.225598 sec): 3 clusters Score: Raw -4390527.248349 + Penalty 2084.419011 = -4388442.829338 nChanged 244 SP:Iteration 29Q (2767.340152 sec): 3 clusters Score: Raw -4390558.143387 + Penalty 2084.419011 = -4388473.724376 nChanged 203 SP:Iteration 30Q (2767.448836 sec): 3 clusters Score: Raw -4390581.752950 + Penalty 2084.419011 = -4388497.333939 nChanged 212 SP:Iteration 31Q (2767.554701 sec): 3 clusters Score: Raw -4390607.497002 + Penalty 2084.419011 = -4388523.077991 nChanged 215 SP:Iteration 32Q (2767.674844 sec): 3 clusters Score: Raw -4390632.008354 + Penalty 2084.419011 = -4388547.589342 nChanged 216 SP:Iteration 33Q (2767.791224 sec): 3 clusters Score: Raw -4390659.804368 + Penalty 2084.419011 = -4388575.385357 nChanged 230 SP:Iteration 34Q (2767.905208 sec): 3 clusters Score: Raw -4390691.874490 + Penalty 2084.419011 = -4388607.455479 nChanged 203 SP:Iteration 35Q (2768.008575 sec): 3 clusters Score: Raw -4390717.142877 + Penalty 2084.419011 = -4388632.723866 nChanged 203 SP:Iteration 36Q (2768.115708 sec): 3 clusters Score: Raw -4390742.310546 + Penalty 2084.419011 = -4388657.891535 nChanged 183 SP:Iteration 37Q (2768.225294 sec): 3 clusters Score: Raw -4390764.097905 + Penalty 2084.419011 = -4388679.678894 nChanged 185 SP:Iteration 38Q (2768.342677 sec): 3 clusters Score: Raw -4390786.398973 + Penalty 2084.419011 = -4388701.979962 nChanged 192 SP:Iteration 39Q (2768.465616 sec): 3 clusters Score: Raw -4390808.420287 + Penalty 2084.419011 = -4388724.001276 nChanged 159 SP:Iteration 40F (2768.584552 sec): 3 clusters Score: Raw -4390825.037848 + Penalty 2084.419011 = -4388740.618837 nChanged 171 SP:Iteration 41Q (2768.690140 sec): 3 clusters Score: Raw -4390843.655571 + Penalty 2084.419011 = -4388759.236560 nChanged 183 SP:Iteration 42Q (2768.808148 sec): 3 clusters Score: Raw -4390863.647643 + Penalty 2084.419011 = -4388779.228632 nChanged 171 SP:Iteration 43Q (2768.921343 sec): 3 clusters Score: Raw -4390882.950472 + Penalty 2084.419011 = -4388798.531461 nChanged 179 SP:Iteration 44Q (2769.030889 sec): 3 clusters Score: Raw -4390902.331591 + Penalty 2084.419011 = -4388817.912580 nChanged 168 SP:Iteration 45Q (2769.150592 sec): 3 clusters Score: Raw -4390921.648060 + Penalty 2084.419011 = -4388837.229049 nChanged 181 SP:Iteration 46Q (2769.262178 sec): 3 clusters Score: Raw -4390941.848826 + Penalty 2084.419011 = -4388857.429815 nChanged 163 SP:Iteration 47Q (2769.372173 sec): 3 clusters Score: Raw -4390958.032955 + Penalty 2084.419011 = -4388873.613944 nChanged 140 SP:Iteration 48Q (2769.491775 sec): 3 clusters Score: Raw -4390972.365072 + Penalty 2084.419011 = -4388887.946061 nChanged 155 SP:Iteration 49Q (2769.605465 sec): 3 clusters Score: Raw -4390987.881288 + Penalty 2084.419011 = -4388903.462277 nChanged 138 SP:Iteration 50Q (2769.709404 sec): 3 clusters Score: Raw -4391001.668310 + Penalty 2084.419011 = -4388917.249299 nChanged 137 SP:Iteration 51Q (2769.819515 sec): 3 clusters Score: Raw -4391015.509051 + Penalty 2084.419011 = -4388931.090040 nChanged 140 SP:Iteration 52Q (2769.916707 sec): 3 clusters Score: Raw -4391030.554269 + Penalty 2084.419011 = -4388946.135258 nChanged 144 SP:Iteration 53Q (2770.039696 sec): 3 clusters Score: Raw -4391047.158968 + Penalty 2084.419011 = -4388962.739957 nChanged 153 SP:Iteration 54Q (2770.148389 sec): 3 clusters Score: Raw -4391064.518590 + Penalty 2084.419011 = -4388980.099579 nChanged 148 SP:Iteration 55Q (2770.263580 sec): 3 clusters Score: Raw -4391079.711657 + Penalty 2084.419011 = -4388995.292646 nChanged 125 SP:Iteration 56Q (2770.384893 sec): 3 clusters Score: Raw -4391091.549707 + Penalty 2084.419011 = -4389007.130696 nChanged 121 SP:Iteration 57Q (2770.482758 sec): 3 clusters Score: Raw -4391102.415534 + Penalty 2084.419011 = -4389017.996523 nChanged 118 SP:Iteration 58Q (2770.595153 sec): 3 clusters Score: Raw -4391113.794896 + Penalty 2084.419011 = -4389029.375885 nChanged 106 SP:Iteration 59Q (2770.695866 sec): 3 clusters Score: Raw -4391124.950587 + Penalty 2084.419011 = -4389040.531576 nChanged 116 SP:Iteration 60F (2770.806855 sec): 3 clusters Score: Raw -4391136.298736 + Penalty 2084.419011 = -4389051.879725 nChanged 111 SP:Iteration 61Q (2770.916684 sec): 3 clusters Score: Raw -4391146.389180 + Penalty 2084.419011 = -4389061.970169 nChanged 99 SP:Iteration 62Q (2771.029808 sec): 3 clusters Score: Raw -4391155.306911 + Penalty 2084.419011 = -4389070.887900 nChanged 110 SP:Iteration 63Q (2771.136731 sec): 3 clusters Score: Raw -4391166.599062 + Penalty 2084.419011 = -4389082.180050 nChanged 120 SP:Iteration 64Q (2771.248665 sec): 3 clusters Score: Raw -4391178.488047 + Penalty 2084.419011 = -4389094.069036 nChanged 115 SP:Iteration 65Q (2771.359908 sec): 3 clusters Score: Raw -4391189.883065 + Penalty 2084.419011 = -4389105.464054 nChanged 108 SP:Iteration 66Q (2771.465416 sec): 3 clusters Score: Raw -4391201.082734 + Penalty 2084.419011 = -4389116.663723 nChanged 108 SP:Iteration 67Q (2771.568890 sec): 3 clusters Score: Raw -4391212.797645 + Penalty 2084.419011 = -4389128.378634 nChanged 97 SP:Iteration 68Q (2771.686914 sec): 3 clusters Score: Raw -4391222.817345 + Penalty 2084.419011 = -4389138.398334 nChanged 100 SP:Iteration 69Q (2771.790464 sec): 3 clusters Score: Raw -4391231.679299 + Penalty 2084.419011 = -4389147.260287 nChanged 90 SP:Iteration 70Q (2771.902482 sec): 3 clusters Score: Raw -4391239.163487 + Penalty 2084.419011 = -4389154.744476 nChanged 79 SP:Iteration 71Q (2772.022818 sec): 3 clusters Score: Raw -4391246.175746 + Penalty 2084.419011 = -4389161.756735 nChanged 90 SP:Iteration 72Q (2772.128162 sec): 3 clusters Score: Raw -4391254.188978 + Penalty 2084.419011 = -4389169.769967 nChanged 70 SP:Iteration 73Q (2772.244475 sec): 3 clusters Score: Raw -4391260.025685 + Penalty 2084.419011 = -4389175.606674 nChanged 66 SP:Iteration 74Q (2772.355176 sec): 3 clusters Score: Raw -4391265.080472 + Penalty 2084.419011 = -4389180.661461 nChanged 70 SP:Iteration 75Q (2772.466959 sec): 3 clusters Score: Raw -4391271.784839 + Penalty 2084.419011 = -4389187.365828 nChanged 93 SP:Iteration 76Q (2772.579149 sec): 3 clusters Score: Raw -4391281.382464 + Penalty 2084.419011 = -4389196.963453 nChanged 88 SP:Iteration 77Q (2772.690290 sec): 3 clusters Score: Raw -4391289.518961 + Penalty 2084.419011 = -4389205.099949 nChanged 80 SP:Iteration 78Q (2772.803171 sec): 3 clusters Score: Raw -4391296.491311 + Penalty 2084.419011 = -4389212.072300 nChanged 66 SP:Iteration 79Q (2772.912058 sec): 3 clusters Score: Raw -4391300.809131 + Penalty 2084.419011 = -4389216.390120 nChanged 49 SP:Iteration 80F (2773.029427 sec): 3 clusters Score: Raw -4391304.059766 + Penalty 2084.419011 = -4389219.640755 nChanged 46 SP:Iteration 81Q (2773.123039 sec): 3 clusters Score: Raw -4391307.184392 + Penalty 2084.419011 = -4389222.765381 nChanged 49 SP:Iteration 82Q (2773.201642 sec): 3 clusters Score: Raw -4391310.208603 + Penalty 2084.419011 = -4389225.789592 nChanged 48 SP:Iteration 83Q (2773.306475 sec): 3 clusters Score: Raw -4391313.149550 + Penalty 2084.419011 = -4389228.730539 nChanged 47 SP:Iteration 84Q (2773.426341 sec): 3 clusters Score: Raw -4391315.944287 + Penalty 2084.419011 = -4389231.525276 nChanged 42 SP:Iteration 85Q (2773.543882 sec): 3 clusters Score: Raw -4391318.204378 + Penalty 2084.419011 = -4389233.785367 nChanged 36 SP:Iteration 86Q (2773.657045 sec): 3 clusters Score: Raw -4391320.129703 + Penalty 2084.419011 = -4389235.710692 nChanged 42 SP:Iteration 87Q (2773.772642 sec): 3 clusters Score: Raw -4391322.731726 + Penalty 2084.419011 = -4389238.312715 nChanged 45 SP:Iteration 88Q (2773.892950 sec): 3 clusters Score: Raw -4391325.502178 + Penalty 2084.419011 = -4389241.083167 nChanged 44 SP:Iteration 89Q (2773.996653 sec): 3 clusters Score: Raw -4391328.492384 + Penalty 2084.419011 = -4389244.073373 nChanged 51 SP:Iteration 90Q (2774.112192 sec): 3 clusters Score: Raw -4391331.886656 + Penalty 2084.419011 = -4389247.467645 nChanged 47 SP:Iteration 91Q (2774.224076 sec): 3 clusters Score: Raw -4391335.188533 + Penalty 2084.419011 = -4389250.769522 nChanged 39 SP:Iteration 92Q (2774.341213 sec): 3 clusters Score: Raw -4391338.165146 + Penalty 2084.419011 = -4389253.746135 nChanged 46 SP:Iteration 93Q (2774.444278 sec): 3 clusters Score: Raw -4391341.149584 + Penalty 2084.419011 = -4389256.730573 nChanged 41 SP:Iteration 94Q (2774.564472 sec): 3 clusters Score: Raw -4391343.646230 + Penalty 2084.419011 = -4389259.227219 nChanged 41 SP:Iteration 95Q (2774.667049 sec): 3 clusters Score: Raw -4391346.433490 + Penalty 2084.419011 = -4389262.014479 nChanged 40 SP:Iteration 96Q (2774.778867 sec): 3 clusters Score: Raw -4391348.654567 + Penalty 2084.419011 = -4389264.235556 nChanged 36 SP:Iteration 97Q (2774.894497 sec): 3 clusters Score: Raw -4391351.219561 + Penalty 2084.419011 = -4389266.800549 nChanged 37 SP:Iteration 98Q (2774.999445 sec): 3 clusters Score: Raw -4391353.798445 + Penalty 2084.419011 = -4389269.379434 nChanged 33 SP:Iteration 99Q (2775.125724 sec): 3 clusters Score: Raw -4391356.254067 + Penalty 2084.419011 = -4389271.835056 nChanged 37 SP:Iteration 100F (2775.241311 sec): 3 clusters Score: Raw -4391358.987680 + Penalty 2084.419011 = -4389274.568669 nChanged 37 SP:Iteration 101Q (2775.345725 sec): 3 clusters Score: Raw -4391361.873285 + Penalty 2084.419011 = -4389277.454274 nChanged 39 SP:Iteration 102Q (2775.463179 sec): 3 clusters Score: Raw -4391364.396095 + Penalty 2084.419011 = -4389279.977084 nChanged 31 SP:Iteration 103Q (2775.581508 sec): 3 clusters Score: Raw -4391366.797175 + Penalty 2084.419011 = -4389282.378164 nChanged 37 SP:Iteration 104Q (2775.688765 sec): 3 clusters Score: Raw -4391369.640614 + Penalty 2084.419011 = -4389285.221603 nChanged 44 SP:Iteration 105Q (2775.797988 sec): 3 clusters Score: Raw -4391372.389908 + Penalty 2084.419011 = -4389287.970897 nChanged 37 SP:Iteration 106Q (2775.906981 sec): 3 clusters Score: Raw -4391374.450395 + Penalty 2084.419011 = -4389290.031384 nChanged 33 SP:Iteration 107Q (2776.003268 sec): 3 clusters Score: Raw -4391376.902789 + Penalty 2084.419011 = -4389292.483778 nChanged 40 SP:Iteration 108Q (2776.082850 sec): 3 clusters Score: Raw -4391379.952522 + Penalty 2084.419011 = -4389295.533511 nChanged 34 SP:Iteration 109Q (2776.183243 sec): 3 clusters Score: Raw -4391382.199244 + Penalty 2084.419011 = -4389297.780233 nChanged 26 SP:Iteration 110Q (2776.289431 sec): 3 clusters Score: Raw -4391383.842460 + Penalty 2084.419011 = -4389299.423449 nChanged 26 SP:Iteration 111Q (2776.370977 sec): 3 clusters Score: Raw -4391385.304335 + Penalty 2084.419011 = -4389300.885323 nChanged 20 SP:Iteration 112Q (2776.478796 sec): 3 clusters Score: Raw -4391386.381158 + Penalty 2084.419011 = -4389301.962147 nChanged 20 SP:Iteration 113Q (2776.575156 sec): 3 clusters Score: Raw -4391387.351728 + Penalty 2084.419011 = -4389302.932717 nChanged 19 SP:Iteration 114Q (2776.681954 sec): 3 clusters Score: Raw -4391388.302434 + Penalty 2084.419011 = -4389303.883423 nChanged 17 SP:Iteration 115Q (2776.785459 sec): 3 clusters Score: Raw -4391389.228710 + Penalty 2084.419011 = -4389304.809699 nChanged 19 SP:Iteration 116Q (2776.890174 sec): 3 clusters Score: Raw -4391390.235211 + Penalty 2084.419011 = -4389305.816200 nChanged 15 SP:Iteration 117Q (2776.996056 sec): 3 clusters Score: Raw -4391390.838643 + Penalty 2084.419011 = -4389306.419632 nChanged 11 SP:Iteration 118Q (2777.103249 sec): 3 clusters Score: Raw -4391391.395303 + Penalty 2084.419011 = -4389306.976292 nChanged 9 SP:Iteration 119Q (2777.209652 sec): 3 clusters Score: Raw -4391391.841901 + Penalty 2084.419011 = -4389307.422890 nChanged 11 SP:Iteration 120F (2777.324041 sec): 3 clusters Score: Raw -4391392.314441 + Penalty 2084.419011 = -4389307.895430 nChanged 10 SP:Iteration 121Q (2777.425476 sec): 3 clusters Score: Raw -4391392.853321 + Penalty 2084.419011 = -4389308.434310 nChanged 13 SP:Iteration 122Q (2777.540177 sec): 3 clusters Score: Raw -4391393.597581 + Penalty 2084.419011 = -4389309.178570 nChanged 22 SP:Iteration 123Q (2777.655133 sec): 3 clusters Score: Raw -4391394.965357 + Penalty 2084.419011 = -4389310.546346 nChanged 18 SP:Iteration 124Q (2777.767828 sec): 3 clusters Score: Raw -4391396.605834 + Penalty 2084.419011 = -4389312.186823 nChanged 27 SP:Iteration 125Q (2777.883701 sec): 3 clusters Score: Raw -4391399.123929 + Penalty 2084.419011 = -4389314.704918 nChanged 29 SP:Iteration 126Q (2777.999287 sec): 3 clusters Score: Raw -4391401.019021 + Penalty 2084.419011 = -4389316.600010 nChanged 25 SP:Iteration 127Q (2778.113115 sec): 3 clusters Score: Raw -4391402.454571 + Penalty 2084.419011 = -4389318.035560 nChanged 19 SP:Iteration 128Q (2778.227744 sec): 3 clusters Score: Raw -4391403.593256 + Penalty 2084.419011 = -4389319.174245 nChanged 22 SP:Iteration 129Q (2778.338475 sec): 3 clusters Score: Raw -4391404.820925 + Penalty 2084.419011 = -4389320.401914 nChanged 22 SP:Iteration 130Q (2778.454521 sec): 3 clusters Score: Raw -4391405.955291 + Penalty 2084.419011 = -4389321.536280 nChanged 22 SP:Iteration 131Q (2778.567726 sec): 3 clusters Score: Raw -4391407.378641 + Penalty 2084.419011 = -4389322.959630 nChanged 20 SP:Iteration 132Q (2778.679994 sec): 3 clusters Score: Raw -4391408.597054 + Penalty 2084.419011 = -4389324.178043 nChanged 21 SP:Iteration 133Q (2778.778489 sec): 3 clusters Score: Raw -4391409.780996 + Penalty 2084.419011 = -4389325.361985 nChanged 24 SP:Iteration 134Q (2778.896947 sec): 3 clusters Score: Raw -4391411.273667 + Penalty 2084.419011 = -4389326.854656 nChanged 26 SP:Iteration 135Q (2778.998610 sec): 3 clusters Score: Raw -4391412.921599 + Penalty 2084.419011 = -4389328.502588 nChanged 26 SP:Iteration 136Q (2779.113214 sec): 3 clusters Score: Raw -4391414.257250 + Penalty 2084.419011 = -4389329.838239 nChanged 24 SP:Iteration 137Q (2779.215544 sec): 3 clusters Score: Raw -4391415.475341 + Penalty 2084.419011 = -4389331.056330 nChanged 27 SP:Iteration 138Q (2779.329896 sec): 3 clusters Score: Raw -4391416.951807 + Penalty 2084.419011 = -4389332.532796 nChanged 15 SP:Iteration 139Q (2779.432498 sec): 3 clusters Score: Raw -4391417.784950 + Penalty 2084.419011 = -4389333.365939 nChanged 19 SP:Iteration 140F (2779.552545 sec): 3 clusters Score: Raw -4391419.030486 + Penalty 2084.419011 = -4389334.611475 nChanged 23 SP:Iteration 141Q (2779.663683 sec): 3 clusters Score: Raw -4391420.653275 + Penalty 2084.419011 = -4389336.234264 nChanged 25 SP:Iteration 142Q (2779.785232 sec): 3 clusters Score: Raw -4391422.264184 + Penalty 2084.419011 = -4389337.845173 nChanged 28 SP:Iteration 143Q (2779.902784 sec): 3 clusters Score: Raw -4391424.109314 + Penalty 2084.419011 = -4389339.690303 nChanged 30 SP:Iteration 144Q (2779.992922 sec): 3 clusters Score: Raw -4391426.347022 + Penalty 2084.419011 = -4389341.928011 nChanged 36 SP:Iteration 145Q (2780.098912 sec): 3 clusters Score: Raw -4391429.053278 + Penalty 2084.419011 = -4389344.634267 nChanged 36 SP:Iteration 146Q (2780.205368 sec): 3 clusters Score: Raw -4391431.457004 + Penalty 2084.419011 = -4389347.037993 nChanged 35 SP:Iteration 147Q (2780.315500 sec): 3 clusters Score: Raw -4391433.540182 + Penalty 2084.419011 = -4389349.121171 nChanged 32 SP:Iteration 148Q (2780.416881 sec): 3 clusters Score: Raw -4391435.521031 + Penalty 2084.419011 = -4389351.102020 nChanged 32 SP:Iteration 149Q (2780.510956 sec): 3 clusters Score: Raw -4391437.714777 + Penalty 2084.419011 = -4389353.295766 nChanged 31 SP:Iteration 150Q (2780.617686 sec): 3 clusters Score: Raw -4391439.859673 + Penalty 2084.419011 = -4389355.440662 nChanged 25 SP:Iteration 151Q (2780.736305 sec): 3 clusters Score: Raw -4391441.622136 + Penalty 2084.419011 = -4389357.203125 nChanged 32 SP:Iteration 152Q (2780.849894 sec): 3 clusters Score: Raw -4391444.031290 + Penalty 2084.419011 = -4389359.612279 nChanged 37 SP:Iteration 153Q (2780.963635 sec): 3 clusters Score: Raw -4391447.030782 + Penalty 2084.419011 = -4389362.611771 nChanged 43 SP:Iteration 154Q (2781.077588 sec): 3 clusters Score: Raw -4391451.347524 + Penalty 2084.419011 = -4389366.928513 nChanged 51 SP:Iteration 155Q (2781.186767 sec): 3 clusters Score: Raw -4391457.300535 + Penalty 2084.419011 = -4389372.881524 nChanged 60 SP:Iteration 156Q (2781.291679 sec): 3 clusters Score: Raw -4391464.166056 + Penalty 2084.419011 = -4389379.747045 nChanged 45 SP:Iteration 157Q (2781.398005 sec): 3 clusters Score: Raw -4391469.462321 + Penalty 2084.419011 = -4389385.043310 nChanged 49 SP:Iteration 158Q (2781.506175 sec): 3 clusters Score: Raw -4391474.916073 + Penalty 2084.419011 = -4389390.497062 nChanged 50 SP:Iteration 159Q (2781.617790 sec): 3 clusters Score: Raw -4391480.900451 + Penalty 2084.419011 = -4389396.481439 nChanged 50 SP:Iteration 160F (2781.730573 sec): 3 clusters Score: Raw -4391485.997568 + Penalty 2084.419011 = -4389401.578557 nChanged 39 SP:Iteration 161Q (2781.842809 sec): 3 clusters Score: Raw -4391488.969194 + Penalty 2084.419011 = -4389404.550183 nChanged 33 SP:Iteration 162Q (2781.944095 sec): 3 clusters Score: Raw -4391491.886825 + Penalty 2084.419011 = -4389407.467814 nChanged 33 SP:Iteration 163Q (2782.047949 sec): 3 clusters Score: Raw -4391495.242436 + Penalty 2084.419011 = -4389410.823425 nChanged 33 SP:Iteration 164Q (2782.154821 sec): 3 clusters Score: Raw -4391498.429144 + Penalty 2084.419011 = -4389414.010133 nChanged 42 SP:Iteration 165Q (2782.260539 sec): 3 clusters Score: Raw -4391502.673757 + Penalty 2084.419011 = -4389418.254746 nChanged 44 SP:Iteration 166Q (2782.366821 sec): 3 clusters Score: Raw -4391507.332067 + Penalty 2084.419011 = -4389422.913056 nChanged 48 SP:Iteration 167Q (2782.472465 sec): 3 clusters Score: Raw -4391512.070102 + Penalty 2084.419011 = -4389427.651091 nChanged 54 SP:Iteration 168Q (2782.578763 sec): 3 clusters Score: Raw -4391518.298818 + Penalty 2084.419011 = -4389433.879807 nChanged 52 SP:Iteration 169Q (2782.684197 sec): 3 clusters Score: Raw -4391525.283631 + Penalty 2084.419011 = -4389440.864620 nChanged 49 SP:Iteration 170Q (2782.790371 sec): 3 clusters Score: Raw -4391531.217532 + Penalty 2084.419011 = -4389446.798521 nChanged 49 SP:Iteration 171Q (2782.896961 sec): 3 clusters Score: Raw -4391536.573537 + Penalty 2084.419011 = -4389452.154525 nChanged 41 SP:Iteration 172Q (2782.984392 sec): 3 clusters Score: Raw -4391540.699412 + Penalty 2084.419011 = -4389456.280401 nChanged 37 SP:Iteration 173Q (2783.085903 sec): 3 clusters Score: Raw -4391544.967028 + Penalty 2084.419011 = -4389460.548017 nChanged 39 SP:Iteration 174Q (2783.202735 sec): 3 clusters Score: Raw -4391548.765262 + Penalty 2084.419011 = -4389464.346251 nChanged 37 SP:Iteration 175Q (2783.304812 sec): 3 clusters Score: Raw -4391552.881258 + Penalty 2084.419011 = -4389468.462247 nChanged 32 SP:Iteration 176Q (2783.410295 sec): 3 clusters Score: Raw -4391556.048421 + Penalty 2084.419011 = -4389471.629410 nChanged 35 SP:Iteration 177Q (2783.526857 sec): 3 clusters Score: Raw -4391559.405268 + Penalty 2084.419011 = -4389474.986257 nChanged 31 SP:Iteration 178Q (2783.638679 sec): 3 clusters Score: Raw -4391563.093359 + Penalty 2084.419011 = -4389478.674348 nChanged 29 SP:Iteration 179Q (2783.749322 sec): 3 clusters Score: Raw -4391565.746352 + Penalty 2084.419011 = -4389481.327341 nChanged 24 SP:Iteration 180F (2783.859582 sec): 3 clusters Score: Raw -4391567.680282 + Penalty 2084.419011 = -4389483.261271 nChanged 21 SP:Iteration 181Q (2783.976009 sec): 3 clusters Score: Raw -4391569.497948 + Penalty 2084.419011 = -4389485.078937 nChanged 27 SP:Iteration 182Q (2784.087488 sec): 3 clusters Score: Raw -4391572.959945 + Penalty 2084.419011 = -4389488.540934 nChanged 31 SP:Iteration 183Q (2784.200105 sec): 3 clusters Score: Raw -4391576.207585 + Penalty 2084.419011 = -4389491.788574 nChanged 13 SP:Iteration 184Q (2784.310665 sec): 3 clusters Score: Raw -4391577.156151 + Penalty 2084.419011 = -4389492.737140 nChanged 12 SP:Iteration 185Q (2784.422557 sec): 3 clusters Score: Raw -4391578.048585 + Penalty 2084.419011 = -4389493.629574 nChanged 8 SP:Iteration 186Q (2784.535175 sec): 3 clusters Score: Raw -4391578.521739 + Penalty 2084.419011 = -4389494.102728 nChanged 6 SP:Iteration 187Q (2784.648477 sec): 3 clusters Score: Raw -4391578.911264 + Penalty 2084.419011 = -4389494.492253 nChanged 5 SP:Iteration 188Q (2784.758778 sec): 3 clusters Score: Raw -4391579.217115 + Penalty 2084.419011 = -4389494.798104 nChanged 7 SP:Iteration 189Q (2784.860304 sec): 3 clusters Score: Raw -4391579.617053 + Penalty 2084.419011 = -4389495.198042 nChanged 6 SP:Iteration 190Q (2784.972960 sec): 3 clusters Score: Raw -4391579.913774 + Penalty 2084.419011 = -4389495.494763 nChanged 3 SP:Iteration 191Q (2785.084565 sec): 3 clusters Score: Raw -4391580.090020 + Penalty 2084.419011 = -4389495.671009 nChanged 1 SP:Iteration 192Q (2785.187242 sec): 3 clusters Score: Raw -4391580.143623 + Penalty 2084.419011 = -4389495.724612 nChanged 1 SP:Iteration 193Q (2785.300582 sec): 3 clusters Score: Raw -4391580.194962 + Penalty 2084.419011 = -4389495.775951 nChanged 1 SP:Iteration 194Q (2785.409567 sec): 3 clusters Score: Raw -4391580.277069 + Penalty 2084.419011 = -4389495.858058 nChanged 1 SP:Iteration 195Q (2785.508181 sec): 3 clusters Score: Raw -4391580.342755 + Penalty 2084.419011 = -4389495.923744 nChanged 3 SP:Iteration 196Q (2785.616602 sec): 3 clusters Score: Raw -4391580.552763 + Penalty 2084.419011 = -4389496.133752 nChanged 4 SP:Iteration 197Q (2785.733147 sec): 3 clusters Score: Raw -4391580.736140 + Penalty 2084.419011 = -4389496.317129 nChanged 4 SP:Iteration 198Q (2785.833151 sec): 3 clusters Score: Raw -4391580.934839 + Penalty 2084.419011 = -4389496.515828 nChanged 5 SP:Iteration 199Q (2785.941186 sec): 3 clusters Score: Raw -4391581.305790 + Penalty 2084.419011 = -4389496.886779 nChanged 4 SP:Iteration 200F (2786.055291 sec): 3 clusters Score: Raw -4391581.593291 + Penalty 2084.419011 = -4389497.174280 nChanged 5 SP:Iteration 201Q (2786.179817 sec): 3 clusters Score: Raw -4391581.846288 + Penalty 2084.419011 = -4389497.427277 nChanged 5 SP:Iteration 202Q (2786.282601 sec): 3 clusters Score: Raw -4391582.167872 + Penalty 2084.419011 = -4389497.748861 nChanged 4 SP:Iteration 203Q (2786.393434 sec): 3 clusters Score: Raw -4391582.274131 + Penalty 2084.419011 = -4389497.855120 nChanged 1 SP:Iteration 204Q (2786.491219 sec): 3 clusters Score: Raw -4391582.309576 + Penalty 2084.419011 = -4389497.890565 nChanged 1 SP:Iteration 205Q (2786.603764 sec): 3 clusters Score: Raw -4391582.353055 + Penalty 2084.419011 = -4389497.934044 nChanged 1 SP:Iteration 206Q (2786.715779 sec): 3 clusters Score: Raw -4391582.386325 + Penalty 2084.419011 = -4389497.967314 nChanged 0 SP:Iteration 207F (2786.834430 sec): 3 clusters Score: Raw -4391582.386325 + Penalty 2084.419011 = -4389497.967314 nChanged 0 Trying to split cluster 21 (16099 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2786.867643 sec): 2 clusters Score: Raw -1203835.910055 + Penalty 920.218682 = -1202915.691373 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2786.944871 sec): 3 clusters Score: Raw -1194029.141759 + Penalty 1840.437363 = -1192188.704396 nChanged 7311 SP:Iteration 1F (2787.003980 sec): 3 clusters Score: Raw -1198361.527033 + Penalty 1840.437363 = -1196521.089670 nChanged 1007 SP:Iteration 2F (2787.067486 sec): 3 clusters Score: Raw -1198893.857633 + Penalty 1840.437363 = -1197053.420270 nChanged 1035 SP:Iteration 3F (2787.134632 sec): 3 clusters Score: Raw -1199522.487930 + Penalty 1840.437363 = -1197682.050567 nChanged 1085 SP:Iteration 4F (2787.211216 sec): 3 clusters Score: Raw -1200250.678184 + Penalty 1840.437363 = -1198410.240821 nChanged 1010 SP:Iteration 5F (2787.262411 sec): 3 clusters Score: Raw -1200942.594913 + Penalty 1840.437363 = -1199102.157550 nChanged 860 SP:Iteration 6F (2787.328855 sec): 3 clusters Score: Raw -1201629.534138 + Penalty 1840.437363 = -1199789.096775 nChanged 771 SP:Iteration 7Q (2787.395586 sec): 3 clusters Score: Raw -1202258.552864 + Penalty 1840.437363 = -1200418.115501 nChanged 599 SP:Iteration 8Q (2787.462823 sec): 3 clusters Score: Raw -1202598.381814 + Penalty 1840.437363 = -1200757.944451 nChanged 385 SP:Iteration 9Q (2787.535266 sec): 3 clusters Score: Raw -1202766.510564 + Penalty 1840.437363 = -1200926.073201 nChanged 265 SP:Iteration 10Q (2787.599598 sec): 3 clusters Score: Raw -1202851.841512 + Penalty 1840.437363 = -1201011.404148 nChanged 196 SP:Iteration 11Q (2787.663247 sec): 3 clusters Score: Raw -1202910.636477 + Penalty 1840.437363 = -1201070.199114 nChanged 187 SP:Iteration 12Q (2787.717377 sec): 3 clusters Score: Raw -1202969.892250 + Penalty 1840.437363 = -1201129.454887 nChanged 203 SP:Iteration 13Q (2787.793224 sec): 3 clusters Score: Raw -1203036.555696 + Penalty 1840.437363 = -1201196.118333 nChanged 204 SP:Iteration 14Q (2787.849168 sec): 3 clusters Score: Raw -1203103.038221 + Penalty 1840.437363 = -1201262.600858 nChanged 194 SP:Iteration 15Q (2787.914624 sec): 3 clusters Score: Raw -1203160.935373 + Penalty 1840.437363 = -1201320.498010 nChanged 169 SP:Iteration 16Q (2787.980330 sec): 3 clusters Score: Raw -1203212.222187 + Penalty 1840.437363 = -1201371.784824 nChanged 174 SP:Iteration 17Q (2788.039703 sec): 3 clusters Score: Raw -1203268.744855 + Penalty 1840.437363 = -1201428.307492 nChanged 177 SP:Iteration 18Q (2788.105767 sec): 3 clusters Score: Raw -1203326.940398 + Penalty 1840.437363 = -1201486.503035 nChanged 159 SP:Iteration 19Q (2788.171585 sec): 3 clusters Score: Raw -1203375.843532 + Penalty 1840.437363 = -1201535.406168 nChanged 140 SP:Iteration 20F (2788.248282 sec): 3 clusters Score: Raw -1203417.800841 + Penalty 1840.437363 = -1201577.363478 nChanged 110 SP:Iteration 21Q (2788.309131 sec): 3 clusters Score: Raw -1203449.798239 + Penalty 1840.437363 = -1201609.360876 nChanged 100 SP:Iteration 22Q (2788.364173 sec): 3 clusters Score: Raw -1203475.289359 + Penalty 1840.437363 = -1201634.851996 nChanged 106 SP:Iteration 23Q (2788.429859 sec): 3 clusters Score: Raw -1203506.441726 + Penalty 1840.437363 = -1201666.004363 nChanged 106 SP:Iteration 24Q (2788.495044 sec): 3 clusters Score: Raw -1203536.781850 + Penalty 1840.437363 = -1201696.344487 nChanged 109 SP:Iteration 25Q (2788.560087 sec): 3 clusters Score: Raw -1203571.632400 + Penalty 1840.437363 = -1201731.195037 nChanged 108 SP:Iteration 26Q (2788.620517 sec): 3 clusters Score: Raw -1203606.423741 + Penalty 1840.437363 = -1201765.986378 nChanged 109 SP:Iteration 27Q (2788.669101 sec): 3 clusters Score: Raw -1203638.768728 + Penalty 1840.437363 = -1201798.331365 nChanged 96 SP:Iteration 28Q (2788.734568 sec): 3 clusters Score: Raw -1203670.747689 + Penalty 1840.437363 = -1201830.310326 nChanged 114 SP:Iteration 29Q (2788.799968 sec): 3 clusters Score: Raw -1203710.255539 + Penalty 1840.437363 = -1201869.818176 nChanged 87 SP:Iteration 30Q (2788.855979 sec): 3 clusters Score: Raw -1203738.506320 + Penalty 1840.437363 = -1201898.068957 nChanged 73 SP:Iteration 31Q (2788.921308 sec): 3 clusters Score: Raw -1203763.210119 + Penalty 1840.437363 = -1201922.772756 nChanged 65 SP:Iteration 32Q (2788.986154 sec): 3 clusters Score: Raw -1203785.039579 + Penalty 1840.437363 = -1201944.602216 nChanged 53 SP:Iteration 33Q (2789.050851 sec): 3 clusters Score: Raw -1203802.070143 + Penalty 1840.437363 = -1201961.632780 nChanged 50 SP:Iteration 34Q (2789.112693 sec): 3 clusters Score: Raw -1203817.606916 + Penalty 1840.437363 = -1201977.169553 nChanged 47 SP:Iteration 35Q (2789.177237 sec): 3 clusters Score: Raw -1203831.976612 + Penalty 1840.437363 = -1201991.539249 nChanged 45 SP:Iteration 36Q (2789.241316 sec): 3 clusters Score: Raw -1203845.806190 + Penalty 1840.437363 = -1202005.368827 nChanged 41 SP:Iteration 37Q (2789.306277 sec): 3 clusters Score: Raw -1203860.113662 + Penalty 1840.437363 = -1202019.676299 nChanged 46 SP:Iteration 38Q (2789.363184 sec): 3 clusters Score: Raw -1203880.784986 + Penalty 1840.437363 = -1202040.347623 nChanged 52 SP:Iteration 39Q (2789.425656 sec): 3 clusters Score: Raw -1203910.491402 + Penalty 1840.437363 = -1202070.054039 nChanged 48 SP:Iteration 40F (2789.479737 sec): 3 clusters Score: Raw -1203934.540118 + Penalty 1840.437363 = -1202094.102755 nChanged 44 SP:Iteration 41Q (2789.545140 sec): 3 clusters Score: Raw -1203954.245137 + Penalty 1840.437363 = -1202113.807774 nChanged 39 SP:Iteration 42Q (2789.610916 sec): 3 clusters Score: Raw -1203971.330369 + Penalty 1840.437363 = -1202130.893005 nChanged 27 SP:Iteration 43Q (2789.666346 sec): 3 clusters Score: Raw -1203983.206915 + Penalty 1840.437363 = -1202142.769552 nChanged 33 SP:Iteration 44Q (2789.729837 sec): 3 clusters Score: Raw -1203994.594273 + Penalty 1840.437363 = -1202154.156910 nChanged 28 SP:Iteration 45Q (2789.799050 sec): 3 clusters Score: Raw -1204005.797679 + Penalty 1840.437363 = -1202165.360316 nChanged 25 SP:Iteration 46Q (2789.865497 sec): 3 clusters Score: Raw -1204014.478370 + Penalty 1840.437363 = -1202174.041007 nChanged 21 SP:Iteration 47Q (2789.919597 sec): 3 clusters Score: Raw -1204021.015138 + Penalty 1840.437363 = -1202180.577775 nChanged 14 SP:Iteration 48Q (2789.989081 sec): 3 clusters Score: Raw -1204024.859466 + Penalty 1840.437363 = -1202184.422103 nChanged 8 SP:Iteration 49Q (2790.039701 sec): 3 clusters Score: Raw -1204029.586929 + Penalty 1840.437363 = -1202189.149566 nChanged 12 SP:Iteration 50Q (2790.096771 sec): 3 clusters Score: Raw -1204036.897739 + Penalty 1840.437363 = -1202196.460376 nChanged 13 SP:Iteration 51Q (2790.171011 sec): 3 clusters Score: Raw -1204044.663800 + Penalty 1840.437363 = -1202204.226437 nChanged 17 SP:Iteration 52Q (2790.236786 sec): 3 clusters Score: Raw -1204053.319063 + Penalty 1840.437363 = -1202212.881700 nChanged 17 SP:Iteration 53Q (2790.298033 sec): 3 clusters Score: Raw -1204059.956952 + Penalty 1840.437363 = -1202219.519589 nChanged 9 SP:Iteration 54Q (2790.357644 sec): 3 clusters Score: Raw -1204064.464714 + Penalty 1840.437363 = -1202224.027351 nChanged 14 SP:Iteration 55Q (2790.409479 sec): 3 clusters Score: Raw -1204069.993090 + Penalty 1840.437363 = -1202229.555727 nChanged 15 SP:Iteration 56Q (2790.480506 sec): 3 clusters Score: Raw -1204074.419876 + Penalty 1840.437363 = -1202233.982513 nChanged 11 SP:Iteration 57Q (2790.529327 sec): 3 clusters Score: Raw -1204077.335346 + Penalty 1840.437363 = -1202236.897983 nChanged 10 SP:Iteration 58Q (2790.594744 sec): 3 clusters Score: Raw -1204081.459540 + Penalty 1840.437363 = -1202241.022177 nChanged 10 SP:Iteration 59Q (2790.646574 sec): 3 clusters Score: Raw -1204084.158485 + Penalty 1840.437363 = -1202243.721122 nChanged 4 SP:Iteration 60F (2790.719928 sec): 3 clusters Score: Raw -1204084.772074 + Penalty 1840.437363 = -1202244.334711 nChanged 2 SP:Iteration 61Q (2790.781153 sec): 3 clusters Score: Raw -1204085.053541 + Penalty 1840.437363 = -1202244.616178 nChanged 3 SP:Iteration 62Q (2790.844898 sec): 3 clusters Score: Raw -1204085.774566 + Penalty 1840.437363 = -1202245.337203 nChanged 3 SP:Iteration 63Q (2790.898051 sec): 3 clusters Score: Raw -1204086.211945 + Penalty 1840.437363 = -1202245.774582 nChanged 5 SP:Iteration 64Q (2790.971760 sec): 3 clusters Score: Raw -1204087.725140 + Penalty 1840.437363 = -1202247.287777 nChanged 2 SP:Iteration 65Q (2791.035463 sec): 3 clusters Score: Raw -1204087.957562 + Penalty 1840.437363 = -1202247.520199 nChanged 0 SP:Iteration 66F (2791.089433 sec): 3 clusters Score: Raw -1204087.957562 + Penalty 1840.437363 = -1202247.520199 nChanged 0 Trying to split cluster 22 (8860 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2791.134022 sec): 2 clusters Score: Raw -594336.150027 + Penalty 863.483694 = -593472.666333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2791.193922 sec): 3 clusters Score: Raw -589138.404421 + Penalty 1726.967388 = -587411.437033 nChanged 3931 SP:Iteration 1F (2791.228388 sec): 3 clusters Score: Raw -591412.606085 + Penalty 1726.967388 = -589685.638697 nChanged 567 SP:Iteration 2F (2791.251999 sec): 3 clusters Score: Raw -591705.979079 + Penalty 1726.967388 = -589979.011691 nChanged 516 SP:Iteration 3F (2791.316135 sec): 3 clusters Score: Raw -592016.671873 + Penalty 1726.967388 = -590289.704484 nChanged 555 SP:Iteration 4F (2791.367903 sec): 3 clusters Score: Raw -592382.874476 + Penalty 1726.967388 = -590655.907088 nChanged 536 SP:Iteration 5F (2791.413811 sec): 3 clusters Score: Raw -592742.652532 + Penalty 1726.967388 = -591015.685144 nChanged 532 SP:Iteration 6F (2791.464610 sec): 3 clusters Score: Raw -593075.053801 + Penalty 1726.967388 = -591348.086413 nChanged 423 SP:Iteration 7Q (2791.518553 sec): 3 clusters Score: Raw -593301.474612 + Penalty 1726.967388 = -591574.507224 nChanged 313 SP:Iteration 8Q (2791.554258 sec): 3 clusters Score: Raw -593460.037748 + Penalty 1726.967388 = -591733.070360 nChanged 238 SP:Iteration 9Q (2791.607593 sec): 3 clusters Score: Raw -593574.920588 + Penalty 1726.967388 = -591847.953200 nChanged 205 SP:Iteration 10Q (2791.663134 sec): 3 clusters Score: Raw -593689.558200 + Penalty 1726.967388 = -591962.590812 nChanged 182 SP:Iteration 11Q (2791.725916 sec): 3 clusters Score: Raw -593782.803910 + Penalty 1726.967388 = -592055.836521 nChanged 157 SP:Iteration 12Q (2791.785447 sec): 3 clusters Score: Raw -593854.970722 + Penalty 1726.967388 = -592128.003333 nChanged 153 SP:Iteration 13Q (2791.830920 sec): 3 clusters Score: Raw -593921.915032 + Penalty 1726.967388 = -592194.947644 nChanged 138 SP:Iteration 14Q (2791.889696 sec): 3 clusters Score: Raw -593979.929419 + Penalty 1726.967388 = -592252.962031 nChanged 144 SP:Iteration 15Q (2791.945538 sec): 3 clusters Score: Raw -594043.089026 + Penalty 1726.967388 = -592316.121638 nChanged 153 SP:Iteration 16Q (2791.999753 sec): 3 clusters Score: Raw -594097.640412 + Penalty 1726.967388 = -592370.673024 nChanged 113 SP:Iteration 17Q (2792.052430 sec): 3 clusters Score: Raw -594135.613585 + Penalty 1726.967388 = -592408.646197 nChanged 128 SP:Iteration 18Q (2792.110037 sec): 3 clusters Score: Raw -594177.916432 + Penalty 1726.967388 = -592450.949044 nChanged 106 SP:Iteration 19Q (2792.154908 sec): 3 clusters Score: Raw -594209.682695 + Penalty 1726.967388 = -592482.715307 nChanged 99 SP:Iteration 20F (2792.222106 sec): 3 clusters Score: Raw -594238.482595 + Penalty 1726.967388 = -592511.515207 nChanged 105 SP:Iteration 21Q (2792.266907 sec): 3 clusters Score: Raw -594261.608978 + Penalty 1726.967388 = -592534.641590 nChanged 78 SP:Iteration 22Q (2792.334730 sec): 3 clusters Score: Raw -594276.303846 + Penalty 1726.967388 = -592549.336457 nChanged 65 SP:Iteration 23Q (2792.387527 sec): 3 clusters Score: Raw -594287.232834 + Penalty 1726.967388 = -592560.265446 nChanged 55 SP:Iteration 24Q (2792.431206 sec): 3 clusters Score: Raw -594297.123331 + Penalty 1726.967388 = -592570.155943 nChanged 58 SP:Iteration 25Q (2792.477986 sec): 3 clusters Score: Raw -594304.766226 + Penalty 1726.967388 = -592577.798837 nChanged 38 SP:Iteration 26Q (2792.542828 sec): 3 clusters Score: Raw -594309.651881 + Penalty 1726.967388 = -592582.684492 nChanged 37 SP:Iteration 27Q (2792.589505 sec): 3 clusters Score: Raw -594315.023490 + Penalty 1726.967388 = -592588.056102 nChanged 43 SP:Iteration 28Q (2792.652263 sec): 3 clusters Score: Raw -594321.437531 + Penalty 1726.967388 = -592594.470143 nChanged 54 SP:Iteration 29Q (2792.715695 sec): 3 clusters Score: Raw -594328.688976 + Penalty 1726.967388 = -592601.721588 nChanged 42 SP:Iteration 30Q (2792.771612 sec): 3 clusters Score: Raw -594334.423309 + Penalty 1726.967388 = -592607.455921 nChanged 37 SP:Iteration 31Q (2792.830295 sec): 3 clusters Score: Raw -594339.265090 + Penalty 1726.967388 = -592612.297701 nChanged 43 SP:Iteration 32Q (2792.876310 sec): 3 clusters Score: Raw -594345.686401 + Penalty 1726.967388 = -592618.719013 nChanged 42 SP:Iteration 33Q (2792.935625 sec): 3 clusters Score: Raw -594352.232856 + Penalty 1726.967388 = -592625.265468 nChanged 27 SP:Iteration 34Q (2792.991590 sec): 3 clusters Score: Raw -594356.098765 + Penalty 1726.967388 = -592629.131377 nChanged 30 SP:Iteration 35Q (2793.048089 sec): 3 clusters Score: Raw -594361.599876 + Penalty 1726.967388 = -592634.632488 nChanged 39 SP:Iteration 36Q (2793.095421 sec): 3 clusters Score: Raw -594366.759972 + Penalty 1726.967388 = -592639.792583 nChanged 34 SP:Iteration 37Q (2793.158162 sec): 3 clusters Score: Raw -594371.887351 + Penalty 1726.967388 = -592644.919962 nChanged 48 SP:Iteration 38Q (2793.210448 sec): 3 clusters Score: Raw -594378.874141 + Penalty 1726.967388 = -592651.906753 nChanged 39 SP:Iteration 39Q (2793.257472 sec): 3 clusters Score: Raw -594384.496464 + Penalty 1726.967388 = -592657.529076 nChanged 38 SP:Iteration 40F (2793.314417 sec): 3 clusters Score: Raw -594388.852499 + Penalty 1726.967388 = -592661.885111 nChanged 32 SP:Iteration 41Q (2793.377539 sec): 3 clusters Score: Raw -594392.506333 + Penalty 1726.967388 = -592665.538944 nChanged 25 SP:Iteration 42Q (2793.422024 sec): 3 clusters Score: Raw -594395.338437 + Penalty 1726.967388 = -592668.371049 nChanged 19 SP:Iteration 43Q (2793.481987 sec): 3 clusters Score: Raw -594397.772246 + Penalty 1726.967388 = -592670.804857 nChanged 20 SP:Iteration 44Q (2793.541006 sec): 3 clusters Score: Raw -594399.212441 + Penalty 1726.967388 = -592672.245053 nChanged 14 SP:Iteration 45Q (2793.592757 sec): 3 clusters Score: Raw -594400.406760 + Penalty 1726.967388 = -592673.439371 nChanged 13 SP:Iteration 46Q (2793.651800 sec): 3 clusters Score: Raw -594401.827459 + Penalty 1726.967388 = -592674.860070 nChanged 21 SP:Iteration 47Q (2793.710778 sec): 3 clusters Score: Raw -594404.056260 + Penalty 1726.967388 = -592677.088872 nChanged 19 SP:Iteration 48Q (2793.769795 sec): 3 clusters Score: Raw -594406.038404 + Penalty 1726.967388 = -592679.071016 nChanged 18 SP:Iteration 49Q (2793.829562 sec): 3 clusters Score: Raw -594407.748175 + Penalty 1726.967388 = -592680.780786 nChanged 14 SP:Iteration 50Q (2793.888266 sec): 3 clusters Score: Raw -594408.606520 + Penalty 1726.967388 = -592681.639132 nChanged 8 SP:Iteration 51Q (2793.947345 sec): 3 clusters Score: Raw -594409.084689 + Penalty 1726.967388 = -592682.117301 nChanged 9 SP:Iteration 52Q (2794.004840 sec): 3 clusters Score: Raw -594409.803558 + Penalty 1726.967388 = -592682.836169 nChanged 13 SP:Iteration 53Q (2794.052629 sec): 3 clusters Score: Raw -594411.470505 + Penalty 1726.967388 = -592684.503117 nChanged 25 SP:Iteration 54Q (2794.110263 sec): 3 clusters Score: Raw -594414.325305 + Penalty 1726.967388 = -592687.357917 nChanged 23 SP:Iteration 55Q (2794.177577 sec): 3 clusters Score: Raw -594416.614130 + Penalty 1726.967388 = -592689.646742 nChanged 22 SP:Iteration 56Q (2794.225792 sec): 3 clusters Score: Raw -594419.374014 + Penalty 1726.967388 = -592692.406626 nChanged 30 SP:Iteration 57Q (2794.288978 sec): 3 clusters Score: Raw -594423.705952 + Penalty 1726.967388 = -592696.738564 nChanged 30 SP:Iteration 58Q (2794.348970 sec): 3 clusters Score: Raw -594426.820500 + Penalty 1726.967388 = -592699.853112 nChanged 21 SP:Iteration 59Q (2794.400141 sec): 3 clusters Score: Raw -594428.956874 + Penalty 1726.967388 = -592701.989486 nChanged 27 SP:Iteration 60F (2794.450217 sec): 3 clusters Score: Raw -594432.725980 + Penalty 1726.967388 = -592705.758591 nChanged 29 SP:Iteration 61Q (2794.509180 sec): 3 clusters Score: Raw -594436.935596 + Penalty 1726.967388 = -592709.968208 nChanged 30 SP:Iteration 62Q (2794.567330 sec): 3 clusters Score: Raw -594440.758272 + Penalty 1726.967388 = -592713.790884 nChanged 20 SP:Iteration 63Q (2794.624846 sec): 3 clusters Score: Raw -594442.504692 + Penalty 1726.967388 = -592715.537304 nChanged 15 SP:Iteration 64Q (2794.682720 sec): 3 clusters Score: Raw -594444.155942 + Penalty 1726.967388 = -592717.188553 nChanged 11 SP:Iteration 65Q (2794.751690 sec): 3 clusters Score: Raw -594445.782560 + Penalty 1726.967388 = -592718.815171 nChanged 13 SP:Iteration 66Q (2794.798929 sec): 3 clusters Score: Raw -594446.999492 + Penalty 1726.967388 = -592720.032104 nChanged 14 SP:Iteration 67Q (2794.850686 sec): 3 clusters Score: Raw -594448.067016 + Penalty 1726.967388 = -592721.099627 nChanged 17 SP:Iteration 68Q (2794.909280 sec): 3 clusters Score: Raw -594449.409135 + Penalty 1726.967388 = -592722.441747 nChanged 14 SP:Iteration 69Q (2794.967520 sec): 3 clusters Score: Raw -594450.408952 + Penalty 1726.967388 = -592723.441563 nChanged 6 SP:Iteration 70Q (2795.021704 sec): 3 clusters Score: Raw -594450.928880 + Penalty 1726.967388 = -592723.961492 nChanged 10 SP:Iteration 71Q (2795.079934 sec): 3 clusters Score: Raw -594451.692479 + Penalty 1726.967388 = -592724.725090 nChanged 11 SP:Iteration 72Q (2795.139086 sec): 3 clusters Score: Raw -594452.380696 + Penalty 1726.967388 = -592725.413308 nChanged 8 SP:Iteration 73Q (2795.197823 sec): 3 clusters Score: Raw -594453.118098 + Penalty 1726.967388 = -592726.150710 nChanged 7 SP:Iteration 74Q (2795.251870 sec): 3 clusters Score: Raw -594453.864952 + Penalty 1726.967388 = -592726.897564 nChanged 8 SP:Iteration 75Q (2795.309895 sec): 3 clusters Score: Raw -594455.105245 + Penalty 1726.967388 = -592728.137856 nChanged 10 SP:Iteration 76Q (2795.361963 sec): 3 clusters Score: Raw -594456.106452 + Penalty 1726.967388 = -592729.139064 nChanged 10 SP:Iteration 77Q (2795.421197 sec): 3 clusters Score: Raw -594456.810689 + Penalty 1726.967388 = -592729.843301 nChanged 9 SP:Iteration 78Q (2795.478967 sec): 3 clusters Score: Raw -594457.485775 + Penalty 1726.967388 = -592730.518387 nChanged 8 SP:Iteration 79Q (2795.536630 sec): 3 clusters Score: Raw -594457.921807 + Penalty 1726.967388 = -592730.954418 nChanged 8 SP:Iteration 80F (2795.583836 sec): 3 clusters Score: Raw -594458.779518 + Penalty 1726.967388 = -592731.812130 nChanged 13 SP:Iteration 81Q (2795.639521 sec): 3 clusters Score: Raw -594459.767408 + Penalty 1726.967388 = -592732.800020 nChanged 4 SP:Iteration 82Q (2795.698997 sec): 3 clusters Score: Raw -594460.053473 + Penalty 1726.967388 = -592733.086085 nChanged 6 SP:Iteration 83Q (2795.758314 sec): 3 clusters Score: Raw -594460.510392 + Penalty 1726.967388 = -592733.543004 nChanged 4 SP:Iteration 84Q (2795.811059 sec): 3 clusters Score: Raw -594460.916310 + Penalty 1726.967388 = -592733.948922 nChanged 7 SP:Iteration 85Q (2795.869192 sec): 3 clusters Score: Raw -594461.279496 + Penalty 1726.967388 = -592734.312107 nChanged 4 SP:Iteration 86Q (2795.922541 sec): 3 clusters Score: Raw -594461.583044 + Penalty 1726.967388 = -592734.615655 nChanged 7 SP:Iteration 87Q (2795.981682 sec): 3 clusters Score: Raw -594462.198409 + Penalty 1726.967388 = -592735.231021 nChanged 12 SP:Iteration 88Q (2796.039711 sec): 3 clusters Score: Raw -594464.167730 + Penalty 1726.967388 = -592737.200341 nChanged 16 SP:Iteration 89Q (2796.098017 sec): 3 clusters Score: Raw -594467.098316 + Penalty 1726.967388 = -592740.130927 nChanged 19 SP:Iteration 90Q (2796.154661 sec): 3 clusters Score: Raw -594469.395939 + Penalty 1726.967388 = -592742.428551 nChanged 17 SP:Iteration 91Q (2796.213072 sec): 3 clusters Score: Raw -594471.093692 + Penalty 1726.967388 = -592744.126304 nChanged 12 SP:Iteration 92Q (2796.271463 sec): 3 clusters Score: Raw -594472.405991 + Penalty 1726.967388 = -592745.438603 nChanged 20 SP:Iteration 93Q (2796.322636 sec): 3 clusters Score: Raw -594474.394978 + Penalty 1726.967388 = -592747.427589 nChanged 17 SP:Iteration 94Q (2796.381096 sec): 3 clusters Score: Raw -594476.268762 + Penalty 1726.967388 = -592749.301374 nChanged 18 SP:Iteration 95Q (2796.439941 sec): 3 clusters Score: Raw -594478.477936 + Penalty 1726.967388 = -592751.510548 nChanged 17 SP:Iteration 96Q (2796.489926 sec): 3 clusters Score: Raw -594480.986833 + Penalty 1726.967388 = -592754.019444 nChanged 22 SP:Iteration 97Q (2796.540785 sec): 3 clusters Score: Raw -594483.458115 + Penalty 1726.967388 = -592756.490727 nChanged 14 SP:Iteration 98Q (2796.594290 sec): 3 clusters Score: Raw -594485.359249 + Penalty 1726.967388 = -592758.391861 nChanged 21 SP:Iteration 99Q (2796.651307 sec): 3 clusters Score: Raw -594487.743239 + Penalty 1726.967388 = -592760.775851 nChanged 17 SP:Iteration 100F (2796.702661 sec): 3 clusters Score: Raw -594489.381277 + Penalty 1726.967388 = -592762.413889 nChanged 16 SP:Iteration 101Q (2796.756923 sec): 3 clusters Score: Raw -594490.582629 + Penalty 1726.967388 = -592763.615241 nChanged 13 SP:Iteration 102Q (2796.823504 sec): 3 clusters Score: Raw -594491.475844 + Penalty 1726.967388 = -592764.508455 nChanged 11 SP:Iteration 103Q (2796.869089 sec): 3 clusters Score: Raw -594492.520090 + Penalty 1726.967388 = -592765.552702 nChanged 16 SP:Iteration 104Q (2796.927479 sec): 3 clusters Score: Raw -594495.506093 + Penalty 1726.967388 = -592768.538705 nChanged 26 SP:Iteration 105Q (2796.991526 sec): 3 clusters Score: Raw -594499.496728 + Penalty 1726.967388 = -592772.529340 nChanged 37 SP:Iteration 106Q (2797.036534 sec): 3 clusters Score: Raw -594504.126549 + Penalty 1726.967388 = -592777.159161 nChanged 40 SP:Iteration 107Q (2797.103690 sec): 3 clusters Score: Raw -594508.693238 + Penalty 1726.967388 = -592781.725849 nChanged 33 SP:Iteration 108Q (2797.158549 sec): 3 clusters Score: Raw -594512.753661 + Penalty 1726.967388 = -592785.786273 nChanged 32 SP:Iteration 109Q (2797.202703 sec): 3 clusters Score: Raw -594516.896297 + Penalty 1726.967388 = -592789.928909 nChanged 33 SP:Iteration 110Q (2797.262490 sec): 3 clusters Score: Raw -594521.444204 + Penalty 1726.967388 = -592794.476816 nChanged 28 SP:Iteration 111Q (2797.317019 sec): 3 clusters Score: Raw -594524.827552 + Penalty 1726.967388 = -592797.860164 nChanged 31 SP:Iteration 112Q (2797.372291 sec): 3 clusters Score: Raw -594528.808514 + Penalty 1726.967388 = -592801.841125 nChanged 36 SP:Iteration 113Q (2797.419304 sec): 3 clusters Score: Raw -594533.179936 + Penalty 1726.967388 = -592806.212548 nChanged 28 SP:Iteration 114Q (2797.485322 sec): 3 clusters Score: Raw -594536.539436 + Penalty 1726.967388 = -592809.572047 nChanged 29 SP:Iteration 115Q (2797.529536 sec): 3 clusters Score: Raw -594540.486594 + Penalty 1726.967388 = -592813.519206 nChanged 36 SP:Iteration 116Q (2797.574385 sec): 3 clusters Score: Raw -594545.375317 + Penalty 1726.967388 = -592818.407929 nChanged 31 SP:Iteration 117Q (2797.638237 sec): 3 clusters Score: Raw -594550.073335 + Penalty 1726.967388 = -592823.105947 nChanged 42 SP:Iteration 118Q (2797.691185 sec): 3 clusters Score: Raw -594556.593354 + Penalty 1726.967388 = -592829.625965 nChanged 45 SP:Iteration 119Q (2797.751215 sec): 3 clusters Score: Raw -594563.361870 + Penalty 1726.967388 = -592836.394481 nChanged 46 SP:Iteration 120F (2797.799015 sec): 3 clusters Score: Raw -594570.099354 + Penalty 1726.967388 = -592843.131966 nChanged 43 SP:Iteration 121Q (2797.857021 sec): 3 clusters Score: Raw -594577.537732 + Penalty 1726.967388 = -592850.570343 nChanged 47 SP:Iteration 122Q (2797.902917 sec): 3 clusters Score: Raw -594583.807531 + Penalty 1726.967388 = -592856.840143 nChanged 39 SP:Iteration 123Q (2797.960317 sec): 3 clusters Score: Raw -594589.416376 + Penalty 1726.967388 = -592862.448987 nChanged 41 SP:Iteration 124Q (2798.011612 sec): 3 clusters Score: Raw -594595.940950 + Penalty 1726.967388 = -592868.973562 nChanged 47 SP:Iteration 125Q (2798.079391 sec): 3 clusters Score: Raw -594603.022948 + Penalty 1726.967388 = -592876.055560 nChanged 55 SP:Iteration 126Q (2798.130603 sec): 3 clusters Score: Raw -594611.912215 + Penalty 1726.967388 = -592884.944827 nChanged 63 SP:Iteration 127Q (2798.192215 sec): 3 clusters Score: Raw -594623.268336 + Penalty 1726.967388 = -592896.300948 nChanged 67 SP:Iteration 128Q (2798.245227 sec): 3 clusters Score: Raw -594636.661838 + Penalty 1726.967388 = -592909.694450 nChanged 58 SP:Iteration 129Q (2798.304268 sec): 3 clusters Score: Raw -594646.462568 + Penalty 1726.967388 = -592919.495180 nChanged 39 SP:Iteration 130Q (2798.361693 sec): 3 clusters Score: Raw -594652.899596 + Penalty 1726.967388 = -592925.932208 nChanged 37 SP:Iteration 131Q (2798.408715 sec): 3 clusters Score: Raw -594658.654585 + Penalty 1726.967388 = -592931.687197 nChanged 38 SP:Iteration 132Q (2798.475315 sec): 3 clusters Score: Raw -594665.022559 + Penalty 1726.967388 = -592938.055171 nChanged 37 SP:Iteration 133Q (2798.531978 sec): 3 clusters Score: Raw -594670.343101 + Penalty 1726.967388 = -592943.375713 nChanged 31 SP:Iteration 134Q (2798.574134 sec): 3 clusters Score: Raw -594675.581199 + Penalty 1726.967388 = -592948.613811 nChanged 40 SP:Iteration 135Q (2798.635083 sec): 3 clusters Score: Raw -594683.727642 + Penalty 1726.967388 = -592956.760253 nChanged 31 SP:Iteration 136Q (2798.687293 sec): 3 clusters Score: Raw -594688.676370 + Penalty 1726.967388 = -592961.708982 nChanged 30 SP:Iteration 137Q (2798.739001 sec): 3 clusters Score: Raw -594693.095994 + Penalty 1726.967388 = -592966.128606 nChanged 28 SP:Iteration 138Q (2798.797423 sec): 3 clusters Score: Raw -594697.228773 + Penalty 1726.967388 = -592970.261385 nChanged 31 SP:Iteration 139Q (2798.858995 sec): 3 clusters Score: Raw -594701.316884 + Penalty 1726.967388 = -592974.349496 nChanged 19 SP:Iteration 140F (2798.917579 sec): 3 clusters Score: Raw -594703.962184 + Penalty 1726.967388 = -592976.994796 nChanged 21 SP:Iteration 141Q (2798.966617 sec): 3 clusters Score: Raw -594707.389432 + Penalty 1726.967388 = -592980.422044 nChanged 24 SP:Iteration 142Q (2799.024044 sec): 3 clusters Score: Raw -594711.720183 + Penalty 1726.967388 = -592984.752795 nChanged 23 SP:Iteration 143Q (2799.088273 sec): 3 clusters Score: Raw -594716.336761 + Penalty 1726.967388 = -592989.369372 nChanged 29 SP:Iteration 144Q (2799.150216 sec): 3 clusters Score: Raw -594722.289656 + Penalty 1726.967388 = -592995.322268 nChanged 29 SP:Iteration 145Q (2799.207609 sec): 3 clusters Score: Raw -594728.065257 + Penalty 1726.967388 = -593001.097869 nChanged 27 SP:Iteration 146Q (2799.254129 sec): 3 clusters Score: Raw -594733.973266 + Penalty 1726.967388 = -593007.005878 nChanged 48 SP:Iteration 147Q (2799.302831 sec): 3 clusters Score: Raw -594748.203259 + Penalty 1726.967388 = -593021.235871 nChanged 51 SP:Iteration 148Q (2799.331190 sec): 3 clusters Score: Raw -594768.211381 + Penalty 1726.967388 = -593041.243993 nChanged 52 SP:Iteration 149Q (2799.359219 sec): 3 clusters Score: Raw -594790.994640 + Penalty 1726.967388 = -593064.027251 nChanged 57 SP:Iteration 150Q (2799.419350 sec): 3 clusters Score: Raw -594819.121011 + Penalty 1726.967388 = -593092.153623 nChanged 72 SP:Iteration 151Q (2799.487365 sec): 3 clusters Score: Raw -594857.937915 + Penalty 1726.967388 = -593130.970527 nChanged 76 SP:Iteration 152Q (2799.545140 sec): 3 clusters Score: Raw -594894.198414 + Penalty 1726.967388 = -593167.231026 nChanged 64 SP:Iteration 153Q (2799.593668 sec): 3 clusters Score: Raw -594913.164074 + Penalty 1726.967388 = -593186.196686 nChanged 57 SP:Iteration 154Q (2799.652525 sec): 3 clusters Score: Raw -594927.226497 + Penalty 1726.967388 = -593200.259109 nChanged 58 SP:Iteration 155Q (2799.711299 sec): 3 clusters Score: Raw -594940.106007 + Penalty 1726.967388 = -593213.138619 nChanged 42 SP:Iteration 156Q (2799.780934 sec): 3 clusters Score: Raw -594948.695316 + Penalty 1726.967388 = -593221.727928 nChanged 45 SP:Iteration 157Q (2799.838973 sec): 3 clusters Score: Raw -594957.048990 + Penalty 1726.967388 = -593230.081602 nChanged 39 SP:Iteration 158Q (2799.900617 sec): 3 clusters Score: Raw -594963.923440 + Penalty 1726.967388 = -593236.956051 nChanged 34 SP:Iteration 159Q (2799.949777 sec): 3 clusters Score: Raw -594971.919183 + Penalty 1726.967388 = -593244.951795 nChanged 50 SP:Iteration 160F (2800.003537 sec): 3 clusters Score: Raw -594983.857285 + Penalty 1726.967388 = -593256.889897 nChanged 48 SP:Iteration 161Q (2800.063320 sec): 3 clusters Score: Raw -594992.928019 + Penalty 1726.967388 = -593265.960630 nChanged 34 SP:Iteration 162Q (2800.122671 sec): 3 clusters Score: Raw -594999.073198 + Penalty 1726.967388 = -593272.105810 nChanged 29 SP:Iteration 163Q (2800.191857 sec): 3 clusters Score: Raw -595004.620987 + Penalty 1726.967388 = -593277.653599 nChanged 29 SP:Iteration 164Q (2800.207987 sec): 3 clusters Score: Raw -595009.998990 + Penalty 1726.967388 = -593283.031602 nChanged 23 SP:Iteration 165Q (2800.252169 sec): 3 clusters Score: Raw -595014.376773 + Penalty 1726.967388 = -593287.409385 nChanged 19 SP:Iteration 166Q (2800.274628 sec): 3 clusters Score: Raw -595017.062387 + Penalty 1726.967388 = -593290.094999 nChanged 18 SP:Iteration 167Q (2800.297622 sec): 3 clusters Score: Raw -595019.055576 + Penalty 1726.967388 = -593292.088188 nChanged 16 SP:Iteration 168Q (2800.360127 sec): 3 clusters Score: Raw -595020.647164 + Penalty 1726.967388 = -593293.679776 nChanged 11 SP:Iteration 169Q (2800.413417 sec): 3 clusters Score: Raw -595021.851027 + Penalty 1726.967388 = -593294.883639 nChanged 15 SP:Iteration 170Q (2800.457812 sec): 3 clusters Score: Raw -595023.671320 + Penalty 1726.967388 = -593296.703931 nChanged 15 SP:Iteration 171Q (2800.508572 sec): 3 clusters Score: Raw -595026.238318 + Penalty 1726.967388 = -593299.270930 nChanged 13 SP:Iteration 172Q (2800.567503 sec): 3 clusters Score: Raw -595027.574014 + Penalty 1726.967388 = -593300.606626 nChanged 10 SP:Iteration 173Q (2800.626246 sec): 3 clusters Score: Raw -595028.807648 + Penalty 1726.967388 = -593301.840260 nChanged 7 SP:Iteration 174Q (2800.685086 sec): 3 clusters Score: Raw -595029.517569 + Penalty 1726.967388 = -593302.550180 nChanged 7 SP:Iteration 175Q (2800.743692 sec): 3 clusters Score: Raw -595030.180433 + Penalty 1726.967388 = -593303.213044 nChanged 8 SP:Iteration 176Q (2800.791922 sec): 3 clusters Score: Raw -595031.045584 + Penalty 1726.967388 = -593304.078196 nChanged 6 SP:Iteration 177Q (2800.851930 sec): 3 clusters Score: Raw -595031.690329 + Penalty 1726.967388 = -593304.722940 nChanged 0 SP:Iteration 178F (2800.921207 sec): 3 clusters Score: Raw -595031.690329 + Penalty 1726.967388 = -593304.722940 nChanged 0 Time taken for this iteration:2799.021935 seconds. 20->23 Clusters: Score -25372099.449466, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 356761 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 7 (247 points): Lose 18.308832 but Gain 1214.558030 Iteration 0F (2804.594773 sec): 20 clusters Score: Raw -23697883.165260 + Penalty 23076.602571 = -23674806.562689 nChanged 338237 Deleting Class 2 (610 points): Lose 497.482934 but Gain 1214.558030 Iteration 1F (2807.939081 sec): 19 clusters Score: Raw -24871244.950234 + Penalty 21862.044541 = -24849382.905694 nChanged 77195 Deleting Class 10 (252 points): Lose 613.137834 but Gain 1214.558030 Iteration 2F (2811.304341 sec): 18 clusters Score: Raw -24979136.309874 + Penalty 20647.486511 = -24958488.823364 nChanged 48289 Deleting Class 16 (454 points): Lose 927.899631 but Gain 1214.558030 Iteration 3F (2814.353250 sec): 17 clusters Score: Raw -25042862.891683 + Penalty 19432.928481 = -25023429.963203 nChanged 30611 Iteration 4F (2817.224582 sec): 17 clusters Score: Raw -25080496.003355 + Penalty 19432.928481 = -25061063.074875 nChanged 17489 Deleting Class 9 (866 points): Lose 1162.376328 but Gain 1214.558030 Iteration 5Q (2819.399406 sec): 16 clusters Score: Raw -25096281.283115 + Penalty 18218.370451 = -25078062.912665 nChanged 11610 Iteration 6Q (2821.232834 sec): 16 clusters Score: Raw -25106670.616342 + Penalty 18218.370451 = -25088452.245892 nChanged 8143 Iteration 7Q (2822.958811 sec): 16 clusters Score: Raw -25113554.701457 + Penalty 18218.370451 = -25095336.331006 nChanged 7131 Iteration 8Q (2824.602694 sec): 16 clusters Score: Raw -25119396.274585 + Penalty 18218.370451 = -25101177.904135 nChanged 6797 Iteration 9Q (2826.499142 sec): 16 clusters Score: Raw -25125465.155039 + Penalty 18218.370451 = -25107246.784589 nChanged 6368 Iteration 10Q (2828.185480 sec): 16 clusters Score: Raw -25129675.360931 + Penalty 18218.370451 = -25111456.990480 nChanged 5918 Iteration 11Q (2829.911084 sec): 16 clusters Score: Raw -25133481.418096 + Penalty 18218.370451 = -25115263.047646 nChanged 5617 Iteration 12Q (2831.565456 sec): 16 clusters Score: Raw -25136955.294800 + Penalty 18218.370451 = -25118736.924349 nChanged 5350 Iteration 13Q (2833.233451 sec): 16 clusters Score: Raw -25139532.767270 + Penalty 18218.370451 = -25121314.396820 nChanged 5021 Iteration 14Q (2835.021591 sec): 16 clusters Score: Raw -25141701.695864 + Penalty 18218.370451 = -25123483.325414 nChanged 4665 Iteration 15Q (2836.624842 sec): 16 clusters Score: Raw -25143517.164437 + Penalty 18218.370451 = -25125298.793987 nChanged 4508 Iteration 16Q (2838.252366 sec): 16 clusters Score: Raw -25145140.069852 + Penalty 18218.370451 = -25126921.699402 nChanged 4325 Iteration 17Q (2839.941238 sec): 16 clusters Score: Raw -25146665.538903 + Penalty 18218.370451 = -25128447.168453 nChanged 4127 Iteration 18Q (2841.700080 sec): 16 clusters Score: Raw -25148015.773704 + Penalty 18218.370451 = -25129797.403254 nChanged 3946 Iteration 19Q (2843.261884 sec): 16 clusters Score: Raw -25149204.151319 + Penalty 18218.370451 = -25130985.780869 nChanged 3599 Writing temp clu file Because OldScore, -25129797.403254, is greater than current (better) Score,-25130985.780869 Compute initial score before splitting: Score: Raw -25149204.151319 + Penalty 18218.370451 = -25130985.780869 Trying to split cluster 1 (2053 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2843.396149 sec): 2 clusters Score: Raw -163488.636114 + Penalty 724.570455 = -162764.065659 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2843.442894 sec): 3 clusters Score: Raw -162468.947505 + Penalty 1449.140909 = -161019.806596 nChanged 809 SP:Iteration 1F (2843.476444 sec): 3 clusters Score: Raw -163013.713960 + Penalty 1449.140909 = -161564.573051 nChanged 188 SP:Iteration 2F (2843.534979 sec): 3 clusters Score: Raw -163141.703764 + Penalty 1449.140909 = -161692.562854 nChanged 135 SP:Iteration 3F (2843.574659 sec): 3 clusters Score: Raw -163227.458768 + Penalty 1449.140909 = -161778.317858 nChanged 101 SP:Iteration 4Q (2843.633693 sec): 3 clusters Score: Raw -163287.258177 + Penalty 1449.140909 = -161838.117267 nChanged 90 SP:Iteration 5Q (2843.680199 sec): 3 clusters Score: Raw -163353.845053 + Penalty 1449.140909 = -161904.704143 nChanged 81 SP:Iteration 6Q (2843.724341 sec): 3 clusters Score: Raw -163413.831107 + Penalty 1449.140909 = -161964.690197 nChanged 70 SP:Iteration 7Q (2843.766512 sec): 3 clusters Score: Raw -163469.414480 + Penalty 1449.140909 = -162020.273571 nChanged 63 SP:Iteration 8Q (2843.810449 sec): 3 clusters Score: Raw -163508.750589 + Penalty 1449.140909 = -162059.609680 nChanged 48 SP:Iteration 9Q (2843.869421 sec): 3 clusters Score: Raw -163533.537091 + Penalty 1449.140909 = -162084.396181 nChanged 27 SP:Iteration 10Q (2843.913281 sec): 3 clusters Score: Raw -163549.696808 + Penalty 1449.140909 = -162100.555899 nChanged 31 SP:Iteration 11Q (2843.953750 sec): 3 clusters Score: Raw -163570.139675 + Penalty 1449.140909 = -162120.998765 nChanged 26 SP:Iteration 12Q (2844.002610 sec): 3 clusters Score: Raw -163584.851879 + Penalty 1449.140909 = -162135.710970 nChanged 23 SP:Iteration 13Q (2844.048846 sec): 3 clusters Score: Raw -163597.148330 + Penalty 1449.140909 = -162148.007421 nChanged 17 SP:Iteration 14Q (2844.097868 sec): 3 clusters Score: Raw -163607.064289 + Penalty 1449.140909 = -162157.923380 nChanged 17 SP:Iteration 15Q (2844.144053 sec): 3 clusters Score: Raw -163614.737104 + Penalty 1449.140909 = -162165.596195 nChanged 12 SP:Iteration 16Q (2844.192718 sec): 3 clusters Score: Raw -163619.173123 + Penalty 1449.140909 = -162170.032214 nChanged 12 SP:Iteration 17Q (2844.240220 sec): 3 clusters Score: Raw -163623.050073 + Penalty 1449.140909 = -162173.909164 nChanged 4 SP:Iteration 18Q (2844.288354 sec): 3 clusters Score: Raw -163624.655189 + Penalty 1449.140909 = -162175.514280 nChanged 2 SP:Iteration 19Q (2844.332540 sec): 3 clusters Score: Raw -163625.121706 + Penalty 1449.140909 = -162175.980797 nChanged 3 SP:Iteration 20F (2844.387112 sec): 3 clusters Score: Raw -163625.603328 + Penalty 1449.140909 = -162176.462419 nChanged 2 SP:Iteration 21Q (2844.428427 sec): 3 clusters Score: Raw -163626.148352 + Penalty 1449.140909 = -162177.007443 nChanged 0 SP:Iteration 22F (2844.466767 sec): 3 clusters Score: Raw -163626.148352 + Penalty 1449.140909 = -162177.007443 nChanged 0 Trying to split cluster 3 (3286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2844.501925 sec): 2 clusters Score: Raw -234922.609315 + Penalty 769.255498 = -234153.353817 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2844.547295 sec): 3 clusters Score: Raw -233205.078703 + Penalty 1538.510997 = -231666.567706 nChanged 1355 SP:Iteration 1F (2844.599338 sec): 3 clusters Score: Raw -233996.711813 + Penalty 1538.510997 = -232458.200817 nChanged 240 SP:Iteration 2F (2844.652421 sec): 3 clusters Score: Raw -234111.905074 + Penalty 1538.510997 = -232573.394077 nChanged 159 SP:Iteration 3Q (2844.712899 sec): 3 clusters Score: Raw -234181.164769 + Penalty 1538.510997 = -232642.653772 nChanged 101 SP:Iteration 4Q (2844.753143 sec): 3 clusters Score: Raw -234223.554671 + Penalty 1538.510997 = -232685.043675 nChanged 84 SP:Iteration 5Q (2844.812289 sec): 3 clusters Score: Raw -234254.289631 + Penalty 1538.510997 = -232715.778635 nChanged 69 SP:Iteration 6Q (2844.862760 sec): 3 clusters Score: Raw -234279.072431 + Penalty 1538.510997 = -232740.561435 nChanged 68 SP:Iteration 7Q (2844.914722 sec): 3 clusters Score: Raw -234300.685177 + Penalty 1538.510997 = -232762.174180 nChanged 62 SP:Iteration 8Q (2844.960918 sec): 3 clusters Score: Raw -234320.246682 + Penalty 1538.510997 = -232781.735686 nChanged 53 SP:Iteration 9Q (2845.003824 sec): 3 clusters Score: Raw -234339.324583 + Penalty 1538.510997 = -232800.813587 nChanged 49 SP:Iteration 10Q (2845.049199 sec): 3 clusters Score: Raw -234355.284468 + Penalty 1538.510997 = -232816.773471 nChanged 46 SP:Iteration 11Q (2845.098836 sec): 3 clusters Score: Raw -234375.962654 + Penalty 1538.510997 = -232837.451658 nChanged 51 SP:Iteration 12Q (2845.141549 sec): 3 clusters Score: Raw -234403.514931 + Penalty 1538.510997 = -232865.003934 nChanged 54 SP:Iteration 13Q (2845.195658 sec): 3 clusters Score: Raw -234435.640572 + Penalty 1538.510997 = -232897.129575 nChanged 72 SP:Iteration 14Q (2845.239466 sec): 3 clusters Score: Raw -234483.712247 + Penalty 1538.510997 = -232945.201250 nChanged 66 SP:Iteration 15Q (2845.291633 sec): 3 clusters Score: Raw -234527.911318 + Penalty 1538.510997 = -232989.400322 nChanged 75 SP:Iteration 16Q (2845.338536 sec): 3 clusters Score: Raw -234575.058082 + Penalty 1538.510997 = -233036.547085 nChanged 70 SP:Iteration 17Q (2845.390566 sec): 3 clusters Score: Raw -234613.427132 + Penalty 1538.510997 = -233074.916135 nChanged 73 SP:Iteration 18Q (2845.441084 sec): 3 clusters Score: Raw -234651.508679 + Penalty 1538.510997 = -233112.997682 nChanged 62 SP:Iteration 19Q (2845.477749 sec): 3 clusters Score: Raw -234682.552288 + Penalty 1538.510997 = -233144.041291 nChanged 51 SP:Iteration 20F (2845.532161 sec): 3 clusters Score: Raw -234716.078917 + Penalty 1538.510997 = -233177.567920 nChanged 48 SP:Iteration 21Q (2845.580179 sec): 3 clusters Score: Raw -234746.901728 + Penalty 1538.510997 = -233208.390732 nChanged 61 SP:Iteration 22Q (2845.625903 sec): 3 clusters Score: Raw -234786.536784 + Penalty 1538.510997 = -233248.025787 nChanged 55 SP:Iteration 23Q (2845.663342 sec): 3 clusters Score: Raw -234823.237698 + Penalty 1538.510997 = -233284.726702 nChanged 63 SP:Iteration 24Q (2845.710797 sec): 3 clusters Score: Raw -234874.590664 + Penalty 1538.510997 = -233336.079667 nChanged 57 SP:Iteration 25Q (2845.763043 sec): 3 clusters Score: Raw -234918.571258 + Penalty 1538.510997 = -233380.060261 nChanged 60 SP:Iteration 26Q (2845.814677 sec): 3 clusters Score: Raw -234964.335769 + Penalty 1538.510997 = -233425.824772 nChanged 50 SP:Iteration 27Q (2845.865264 sec): 3 clusters Score: Raw -235007.039414 + Penalty 1538.510997 = -233468.528417 nChanged 44 SP:Iteration 28Q (2845.916737 sec): 3 clusters Score: Raw -235056.338791 + Penalty 1538.510997 = -233517.827794 nChanged 42 SP:Iteration 29Q (2845.968237 sec): 3 clusters Score: Raw -235107.764957 + Penalty 1538.510997 = -233569.253960 nChanged 48 SP:Iteration 30Q (2846.019684 sec): 3 clusters Score: Raw -235166.328162 + Penalty 1538.510997 = -233627.817165 nChanged 51 SP:Iteration 31Q (2846.070882 sec): 3 clusters Score: Raw -235273.907879 + Penalty 1538.510997 = -233735.396883 nChanged 44 SP:Iteration 32Q (2846.127715 sec): 3 clusters Score: Raw -235431.414986 + Penalty 1538.510997 = -233892.903989 nChanged 51 SP:Iteration 33Q (2846.168275 sec): 3 clusters Score: Raw -235573.420725 + Penalty 1538.510997 = -234034.909728 nChanged 80 SP:Iteration 34Q (2846.219771 sec): 3 clusters Score: Raw -235664.753640 + Penalty 1538.510997 = -234126.242643 nChanged 58 SP:Iteration 35Q (2846.271078 sec): 3 clusters Score: Raw -235710.988801 + Penalty 1538.510997 = -234172.477805 nChanged 44 SP:Iteration 36Q (2846.334027 sec): 3 clusters Score: Raw -235745.643623 + Penalty 1538.510997 = -234207.132626 nChanged 46 SP:Iteration 37Q (2846.370124 sec): 3 clusters Score: Raw -235784.636412 + Penalty 1538.510997 = -234246.125416 nChanged 36 SP:Iteration 38Q (2846.417647 sec): 3 clusters Score: Raw -235813.259487 + Penalty 1538.510997 = -234274.748490 nChanged 26 SP:Iteration 39Q (2846.479276 sec): 3 clusters Score: Raw -235830.223110 + Penalty 1538.510997 = -234291.712114 nChanged 16 SP:Iteration 40F (2846.513609 sec): 3 clusters Score: Raw -235848.553550 + Penalty 1538.510997 = -234310.042554 nChanged 21 SP:Iteration 41Q (2846.564473 sec): 3 clusters Score: Raw -235858.691901 + Penalty 1538.510997 = -234320.180904 nChanged 24 SP:Iteration 42Q (2846.615782 sec): 3 clusters Score: Raw -235871.282255 + Penalty 1538.510997 = -234332.771259 nChanged 22 SP:Iteration 43Q (2846.668734 sec): 3 clusters Score: Raw -235883.617344 + Penalty 1538.510997 = -234345.106348 nChanged 26 SP:Iteration 44Q (2846.720922 sec): 3 clusters Score: Raw -235898.349243 + Penalty 1538.510997 = -234359.838246 nChanged 17 SP:Iteration 45Q (2846.773436 sec): 3 clusters Score: Raw -235907.230522 + Penalty 1538.510997 = -234368.719525 nChanged 17 SP:Iteration 46Q (2846.821445 sec): 3 clusters Score: Raw -235915.332389 + Penalty 1538.510997 = -234376.821392 nChanged 21 SP:Iteration 47Q (2846.871536 sec): 3 clusters Score: Raw -235924.865494 + Penalty 1538.510997 = -234386.354497 nChanged 10 SP:Iteration 48Q (2846.922474 sec): 3 clusters Score: Raw -235928.474764 + Penalty 1538.510997 = -234389.963767 nChanged 8 SP:Iteration 49Q (2846.973557 sec): 3 clusters Score: Raw -235932.399477 + Penalty 1538.510997 = -234393.888480 nChanged 8 SP:Iteration 50Q (2847.024649 sec): 3 clusters Score: Raw -235934.827389 + Penalty 1538.510997 = -234396.316393 nChanged 6 SP:Iteration 51Q (2847.070789 sec): 3 clusters Score: Raw -235936.477106 + Penalty 1538.510997 = -234397.966109 nChanged 6 SP:Iteration 52Q (2847.121868 sec): 3 clusters Score: Raw -235938.445729 + Penalty 1538.510997 = -234399.934733 nChanged 6 SP:Iteration 53Q (2847.167331 sec): 3 clusters Score: Raw -235941.758973 + Penalty 1538.510997 = -234403.247976 nChanged 7 SP:Iteration 54Q (2847.207139 sec): 3 clusters Score: Raw -235944.111120 + Penalty 1538.510997 = -234405.600124 nChanged 7 SP:Iteration 55Q (2847.250728 sec): 3 clusters Score: Raw -235947.099196 + Penalty 1538.510997 = -234408.588200 nChanged 8 SP:Iteration 56Q (2847.301834 sec): 3 clusters Score: Raw -235949.619671 + Penalty 1538.510997 = -234411.108674 nChanged 7 SP:Iteration 57Q (2847.346676 sec): 3 clusters Score: Raw -235951.527720 + Penalty 1538.510997 = -234413.016723 nChanged 7 SP:Iteration 58Q (2847.397772 sec): 3 clusters Score: Raw -235953.817714 + Penalty 1538.510997 = -234415.306717 nChanged 5 SP:Iteration 59Q (2847.445306 sec): 3 clusters Score: Raw -235954.960983 + Penalty 1538.510997 = -234416.449986 nChanged 4 SP:Iteration 60F (2847.489106 sec): 3 clusters Score: Raw -235956.096259 + Penalty 1538.510997 = -234417.585262 nChanged 5 SP:Iteration 61Q (2847.540205 sec): 3 clusters Score: Raw -235957.218965 + Penalty 1538.510997 = -234418.707968 nChanged 6 SP:Iteration 62Q (2847.591197 sec): 3 clusters Score: Raw -235958.980866 + Penalty 1538.510997 = -234420.469870 nChanged 8 SP:Iteration 63Q (2847.642178 sec): 3 clusters Score: Raw -235961.775334 + Penalty 1538.510997 = -234423.264337 nChanged 7 SP:Iteration 64Q (2847.681893 sec): 3 clusters Score: Raw -235964.331207 + Penalty 1538.510997 = -234425.820210 nChanged 8 SP:Iteration 65Q (2847.733062 sec): 3 clusters Score: Raw -235966.799480 + Penalty 1538.510997 = -234428.288483 nChanged 8 SP:Iteration 66Q (2847.780360 sec): 3 clusters Score: Raw -235969.471736 + Penalty 1538.510997 = -234430.960739 nChanged 4 SP:Iteration 67Q (2847.831463 sec): 3 clusters Score: Raw -235970.992930 + Penalty 1538.510997 = -234432.481933 nChanged 8 SP:Iteration 68Q (2847.882698 sec): 3 clusters Score: Raw -235973.309206 + Penalty 1538.510997 = -234434.798210 nChanged 5 SP:Iteration 69Q (2847.932801 sec): 3 clusters Score: Raw -235974.615639 + Penalty 1538.510997 = -234436.104642 nChanged 9 SP:Iteration 70Q (2847.983735 sec): 3 clusters Score: Raw -235978.832402 + Penalty 1538.510997 = -234440.321405 nChanged 10 SP:Iteration 71Q (2848.031409 sec): 3 clusters Score: Raw -235983.578676 + Penalty 1538.510997 = -234445.067679 nChanged 14 SP:Iteration 72Q (2848.081967 sec): 3 clusters Score: Raw -235989.495760 + Penalty 1538.510997 = -234450.984763 nChanged 21 SP:Iteration 73Q (2848.132920 sec): 3 clusters Score: Raw -235996.427658 + Penalty 1538.510997 = -234457.916661 nChanged 13 SP:Iteration 74Q (2848.183978 sec): 3 clusters Score: Raw -236000.875813 + Penalty 1538.510997 = -234462.364816 nChanged 9 SP:Iteration 75Q (2848.234983 sec): 3 clusters Score: Raw -236002.864581 + Penalty 1538.510997 = -234464.353584 nChanged 10 SP:Iteration 76Q (2848.282454 sec): 3 clusters Score: Raw -236006.962756 + Penalty 1538.510997 = -234468.451760 nChanged 12 SP:Iteration 77Q (2848.325680 sec): 3 clusters Score: Raw -236012.971838 + Penalty 1538.510997 = -234474.460841 nChanged 14 SP:Iteration 78Q (2848.376576 sec): 3 clusters Score: Raw -236019.001133 + Penalty 1538.510997 = -234480.490136 nChanged 17 SP:Iteration 79Q (2848.427658 sec): 3 clusters Score: Raw -236026.656331 + Penalty 1538.510997 = -234488.145334 nChanged 20 SP:Iteration 80F (2848.479419 sec): 3 clusters Score: Raw -236034.629144 + Penalty 1538.510997 = -234496.118147 nChanged 18 SP:Iteration 81Q (2848.518538 sec): 3 clusters Score: Raw -236043.271107 + Penalty 1538.510997 = -234504.760110 nChanged 19 SP:Iteration 82Q (2848.569576 sec): 3 clusters Score: Raw -236052.329000 + Penalty 1538.510997 = -234513.818003 nChanged 26 SP:Iteration 83Q (2848.617297 sec): 3 clusters Score: Raw -236068.722678 + Penalty 1538.510997 = -234530.211681 nChanged 26 SP:Iteration 84Q (2848.660660 sec): 3 clusters Score: Raw -236085.061232 + Penalty 1538.510997 = -234546.550235 nChanged 42 SP:Iteration 85Q (2848.711802 sec): 3 clusters Score: Raw -236114.108729 + Penalty 1538.510997 = -234575.597732 nChanged 35 SP:Iteration 86Q (2848.762890 sec): 3 clusters Score: Raw -236142.854225 + Penalty 1538.510997 = -234604.343229 nChanged 45 SP:Iteration 87Q (2848.813835 sec): 3 clusters Score: Raw -236179.965907 + Penalty 1538.510997 = -234641.454910 nChanged 39 SP:Iteration 88Q (2848.853236 sec): 3 clusters Score: Raw -236213.131940 + Penalty 1538.510997 = -234674.620944 nChanged 42 SP:Iteration 89Q (2848.904546 sec): 3 clusters Score: Raw -236250.919634 + Penalty 1538.510997 = -234712.408637 nChanged 35 SP:Iteration 90Q (2848.942052 sec): 3 clusters Score: Raw -236288.432031 + Penalty 1538.510997 = -234749.921035 nChanged 37 SP:Iteration 91Q (2848.990513 sec): 3 clusters Score: Raw -236341.324248 + Penalty 1538.510997 = -234802.813251 nChanged 50 SP:Iteration 92Q (2849.042805 sec): 3 clusters Score: Raw -236436.126307 + Penalty 1538.510997 = -234897.615311 nChanged 48 SP:Iteration 93Q (2849.085123 sec): 3 clusters Score: Raw -236573.026558 + Penalty 1538.510997 = -235034.515561 nChanged 36 SP:Iteration 94Q (2849.136141 sec): 3 clusters Score: Raw -236746.854853 + Penalty 1538.510997 = -235208.343856 nChanged 25 SP:Iteration 95Q (2849.184020 sec): 3 clusters Score: Raw -236901.340253 + Penalty 1538.510997 = -235362.829256 nChanged 14 SP:Iteration 96Q (2849.234813 sec): 3 clusters Score: Raw -236968.526598 + Penalty 1538.510997 = -235430.015601 nChanged 2 SP:Iteration 97Q (2849.285665 sec): 3 clusters Score: Raw -236972.364851 + Penalty 1538.510997 = -235433.853854 nChanged 0 SP:Iteration 98F (2849.339781 sec): 3 clusters Score: Raw -236972.364851 + Penalty 1538.510997 = -235433.853854 nChanged 0 Score: Raw -25151734.689655 + Penalty 19432.928481 = -25132301.761174 Splitting cluster 3 changes total score from -25130985.780869 to -25132301.761174 So it's getting split into cluster 2. Trying to split cluster 4 (1685 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2852.240419 sec): 2 clusters Score: Raw -117642.966580 + Penalty 705.804480 = -116937.162100 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2852.284797 sec): 3 clusters Score: Raw -116819.683125 + Penalty 1411.608960 = -115408.074165 nChanged 662 SP:Iteration 1F (2852.326443 sec): 3 clusters Score: Raw -117261.674214 + Penalty 1411.608960 = -115850.065254 nChanged 140 SP:Iteration 2F (2852.364225 sec): 3 clusters Score: Raw -117356.061351 + Penalty 1411.608960 = -115944.452391 nChanged 89 SP:Iteration 3F (2852.402557 sec): 3 clusters Score: Raw -117414.846271 + Penalty 1411.608960 = -116003.237311 nChanged 68 SP:Iteration 4Q (2852.445432 sec): 3 clusters Score: Raw -117454.623220 + Penalty 1411.608960 = -116043.014260 nChanged 68 SP:Iteration 5Q (2852.497777 sec): 3 clusters Score: Raw -117494.634130 + Penalty 1411.608960 = -116083.025170 nChanged 61 SP:Iteration 6Q (2852.533515 sec): 3 clusters Score: Raw -117533.157758 + Penalty 1411.608960 = -116121.548797 nChanged 58 SP:Iteration 7Q (2852.579482 sec): 3 clusters Score: Raw -117561.220671 + Penalty 1411.608960 = -116149.611711 nChanged 43 SP:Iteration 8Q (2852.623104 sec): 3 clusters Score: Raw -117581.535412 + Penalty 1411.608960 = -116169.926452 nChanged 42 SP:Iteration 9Q (2852.665559 sec): 3 clusters Score: Raw -117602.684716 + Penalty 1411.608960 = -116191.075755 nChanged 38 SP:Iteration 10Q (2852.707792 sec): 3 clusters Score: Raw -117618.742306 + Penalty 1411.608960 = -116207.133346 nChanged 30 SP:Iteration 11Q (2852.738392 sec): 3 clusters Score: Raw -117633.459223 + Penalty 1411.608960 = -116221.850263 nChanged 30 SP:Iteration 12Q (2852.745348 sec): 3 clusters Score: Raw -117651.688686 + Penalty 1411.608960 = -116240.079726 nChanged 34 SP:Iteration 13Q (2852.751946 sec): 3 clusters Score: Raw -117672.754644 + Penalty 1411.608960 = -116261.145684 nChanged 23 SP:Iteration 14Q (2852.758443 sec): 3 clusters Score: Raw -117688.137650 + Penalty 1411.608960 = -116276.528690 nChanged 25 SP:Iteration 15Q (2852.770074 sec): 3 clusters Score: Raw -117703.926653 + Penalty 1411.608960 = -116292.317693 nChanged 28 SP:Iteration 16Q (2852.776585 sec): 3 clusters Score: Raw -117715.315048 + Penalty 1411.608960 = -116303.706087 nChanged 17 SP:Iteration 17Q (2852.783021 sec): 3 clusters Score: Raw -117722.175025 + Penalty 1411.608960 = -116310.566065 nChanged 17 SP:Iteration 18Q (2852.789468 sec): 3 clusters Score: Raw -117731.267356 + Penalty 1411.608960 = -116319.658396 nChanged 17 SP:Iteration 19Q (2852.795984 sec): 3 clusters Score: Raw -117740.627833 + Penalty 1411.608960 = -116329.018873 nChanged 9 SP:Iteration 20F (2852.802423 sec): 3 clusters Score: Raw -117748.209435 + Penalty 1411.608960 = -116336.600475 nChanged 15 SP:Iteration 21Q (2852.808956 sec): 3 clusters Score: Raw -117755.620696 + Penalty 1411.608960 = -116344.011736 nChanged 10 SP:Iteration 22Q (2852.815400 sec): 3 clusters Score: Raw -117761.116932 + Penalty 1411.608960 = -116349.507972 nChanged 8 SP:Iteration 23Q (2852.821848 sec): 3 clusters Score: Raw -117764.448930 + Penalty 1411.608960 = -116352.839970 nChanged 5 SP:Iteration 24Q (2852.828308 sec): 3 clusters Score: Raw -117767.419186 + Penalty 1411.608960 = -116355.810226 nChanged 8 SP:Iteration 25Q (2852.834767 sec): 3 clusters Score: Raw -117771.040281 + Penalty 1411.608960 = -116359.431321 nChanged 5 SP:Iteration 26Q (2852.844508 sec): 3 clusters Score: Raw -117773.400349 + Penalty 1411.608960 = -116361.791389 nChanged 5 SP:Iteration 27Q (2852.851082 sec): 3 clusters Score: Raw -117775.809586 + Penalty 1411.608960 = -116364.200626 nChanged 2 SP:Iteration 28Q (2852.857540 sec): 3 clusters Score: Raw -117777.674810 + Penalty 1411.608960 = -116366.065850 nChanged 5 SP:Iteration 29Q (2852.863975 sec): 3 clusters Score: Raw -117780.622387 + Penalty 1411.608960 = -116369.013427 nChanged 5 SP:Iteration 30Q (2852.870419 sec): 3 clusters Score: Raw -117783.528789 + Penalty 1411.608960 = -116371.919829 nChanged 1 SP:Iteration 31Q (2852.876926 sec): 3 clusters Score: Raw -117784.285426 + Penalty 1411.608960 = -116372.676466 nChanged 1 SP:Iteration 32Q (2852.883515 sec): 3 clusters Score: Raw -117786.148765 + Penalty 1411.608960 = -116374.539804 nChanged 2 SP:Iteration 33Q (2852.890058 sec): 3 clusters Score: Raw -117787.793800 + Penalty 1411.608960 = -116376.184840 nChanged 1 SP:Iteration 34Q (2852.896518 sec): 3 clusters Score: Raw -117788.092984 + Penalty 1411.608960 = -116376.484024 nChanged 0 SP:Iteration 35F (2852.902939 sec): 3 clusters Score: Raw -117788.092984 + Penalty 1411.608960 = -116376.484024 nChanged 0 Trying to split cluster 5 (21117 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2852.949348 sec): 2 clusters Score: Raw -1538548.264771 + Penalty 945.994200 = -1537602.270571 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2853.028437 sec): 3 clusters Score: Raw -1525295.094626 + Penalty 1891.988400 = -1523403.106226 nChanged 9791 SP:Iteration 1F (2853.103611 sec): 3 clusters Score: Raw -1531054.460406 + Penalty 1891.988400 = -1529162.472006 nChanged 1169 SP:Iteration 2F (2853.174669 sec): 3 clusters Score: Raw -1531617.899916 + Penalty 1891.988400 = -1529725.911517 nChanged 1248 SP:Iteration 3F (2853.245571 sec): 3 clusters Score: Raw -1532315.400601 + Penalty 1891.988400 = -1530423.412201 nChanged 1354 SP:Iteration 4F (2853.323117 sec): 3 clusters Score: Raw -1533184.403257 + Penalty 1891.988400 = -1531292.414858 nChanged 1474 SP:Iteration 5F (2853.392245 sec): 3 clusters Score: Raw -1534329.997029 + Penalty 1891.988400 = -1532438.008629 nChanged 1462 SP:Iteration 6F (2853.456994 sec): 3 clusters Score: Raw -1535565.432392 + Penalty 1891.988400 = -1533673.443993 nChanged 1232 SP:Iteration 7F (2853.522110 sec): 3 clusters Score: Raw -1536538.309337 + Penalty 1891.988400 = -1534646.320937 nChanged 923 SP:Iteration 8Q (2853.605868 sec): 3 clusters Score: Raw -1537112.728890 + Penalty 1891.988400 = -1535220.740490 nChanged 628 SP:Iteration 9Q (2853.678879 sec): 3 clusters Score: Raw -1537418.501212 + Penalty 1891.988400 = -1535526.512813 nChanged 443 SP:Iteration 10Q (2853.753276 sec): 3 clusters Score: Raw -1537628.351238 + Penalty 1891.988400 = -1535736.362838 nChanged 380 SP:Iteration 11Q (2853.827894 sec): 3 clusters Score: Raw -1537816.976630 + Penalty 1891.988400 = -1535924.988231 nChanged 364 SP:Iteration 12Q (2853.903115 sec): 3 clusters Score: Raw -1538000.047774 + Penalty 1891.988400 = -1536108.059375 nChanged 332 SP:Iteration 13Q (2853.968025 sec): 3 clusters Score: Raw -1538155.973935 + Penalty 1891.988400 = -1536263.985535 nChanged 311 SP:Iteration 14Q (2854.034842 sec): 3 clusters Score: Raw -1538312.758408 + Penalty 1891.988400 = -1536420.770008 nChanged 273 SP:Iteration 15Q (2854.114583 sec): 3 clusters Score: Raw -1538445.754909 + Penalty 1891.988400 = -1536553.766509 nChanged 236 SP:Iteration 16Q (2854.173939 sec): 3 clusters Score: Raw -1538555.737614 + Penalty 1891.988400 = -1536663.749214 nChanged 208 SP:Iteration 17Q (2854.236326 sec): 3 clusters Score: Raw -1538638.357566 + Penalty 1891.988400 = -1536746.369167 nChanged 176 SP:Iteration 18Q (2854.308458 sec): 3 clusters Score: Raw -1538702.611953 + Penalty 1891.988400 = -1536810.623554 nChanged 165 SP:Iteration 19Q (2854.382268 sec): 3 clusters Score: Raw -1538752.968816 + Penalty 1891.988400 = -1536860.980417 nChanged 142 SP:Iteration 20F (2854.455658 sec): 3 clusters Score: Raw -1538799.314659 + Penalty 1891.988400 = -1536907.326260 nChanged 133 SP:Iteration 21Q (2854.536700 sec): 3 clusters Score: Raw -1538835.453073 + Penalty 1891.988400 = -1536943.464673 nChanged 117 SP:Iteration 22Q (2854.605844 sec): 3 clusters Score: Raw -1538862.492204 + Penalty 1891.988400 = -1536970.503804 nChanged 83 SP:Iteration 23Q (2854.664740 sec): 3 clusters Score: Raw -1538878.658627 + Penalty 1891.988400 = -1536986.670228 nChanged 74 SP:Iteration 24Q (2854.737411 sec): 3 clusters Score: Raw -1538889.278792 + Penalty 1891.988400 = -1536997.290392 nChanged 51 SP:Iteration 25Q (2854.802042 sec): 3 clusters Score: Raw -1538898.213740 + Penalty 1891.988400 = -1537006.225340 nChanged 56 SP:Iteration 26Q (2854.873117 sec): 3 clusters Score: Raw -1538906.419498 + Penalty 1891.988400 = -1537014.431098 nChanged 53 SP:Iteration 27Q (2854.944383 sec): 3 clusters Score: Raw -1538915.905500 + Penalty 1891.988400 = -1537023.917101 nChanged 58 SP:Iteration 28Q (2855.015907 sec): 3 clusters Score: Raw -1538926.325007 + Penalty 1891.988400 = -1537034.336608 nChanged 59 SP:Iteration 29Q (2855.089896 sec): 3 clusters Score: Raw -1538935.442238 + Penalty 1891.988400 = -1537043.453839 nChanged 53 SP:Iteration 30Q (2855.161089 sec): 3 clusters Score: Raw -1538942.578253 + Penalty 1891.988400 = -1537050.589854 nChanged 45 SP:Iteration 31Q (2855.229253 sec): 3 clusters Score: Raw -1538947.354578 + Penalty 1891.988400 = -1537055.366178 nChanged 29 SP:Iteration 32Q (2855.297255 sec): 3 clusters Score: Raw -1538950.001539 + Penalty 1891.988400 = -1537058.013139 nChanged 30 SP:Iteration 33Q (2855.377157 sec): 3 clusters Score: Raw -1538954.754723 + Penalty 1891.988400 = -1537062.766324 nChanged 38 SP:Iteration 34Q (2855.449596 sec): 3 clusters Score: Raw -1538960.677421 + Penalty 1891.988400 = -1537068.689022 nChanged 30 SP:Iteration 35Q (2855.515017 sec): 3 clusters Score: Raw -1538964.952473 + Penalty 1891.988400 = -1537072.964074 nChanged 36 SP:Iteration 36Q (2855.577572 sec): 3 clusters Score: Raw -1538970.665969 + Penalty 1891.988400 = -1537078.677569 nChanged 43 SP:Iteration 37Q (2855.641305 sec): 3 clusters Score: Raw -1538977.449430 + Penalty 1891.988400 = -1537085.461031 nChanged 46 SP:Iteration 38Q (2855.705318 sec): 3 clusters Score: Raw -1538984.137027 + Penalty 1891.988400 = -1537092.148627 nChanged 36 SP:Iteration 39Q (2855.769527 sec): 3 clusters Score: Raw -1538988.979598 + Penalty 1891.988400 = -1537096.991199 nChanged 40 SP:Iteration 40F (2855.832843 sec): 3 clusters Score: Raw -1538993.268415 + Penalty 1891.988400 = -1537101.280016 nChanged 27 SP:Iteration 41Q (2855.894460 sec): 3 clusters Score: Raw -1538996.272791 + Penalty 1891.988400 = -1537104.284391 nChanged 33 SP:Iteration 42Q (2855.957160 sec): 3 clusters Score: Raw -1538999.969931 + Penalty 1891.988400 = -1537107.981531 nChanged 27 SP:Iteration 43Q (2856.020910 sec): 3 clusters Score: Raw -1539002.935991 + Penalty 1891.988400 = -1537110.947591 nChanged 30 SP:Iteration 44Q (2856.085113 sec): 3 clusters Score: Raw -1539005.615099 + Penalty 1891.988400 = -1537113.626700 nChanged 11 SP:Iteration 45Q (2856.149705 sec): 3 clusters Score: Raw -1539006.725614 + Penalty 1891.988400 = -1537114.737214 nChanged 10 SP:Iteration 46Q (2856.212938 sec): 3 clusters Score: Raw -1539007.435861 + Penalty 1891.988400 = -1537115.447462 nChanged 8 SP:Iteration 47Q (2856.276000 sec): 3 clusters Score: Raw -1539007.819650 + Penalty 1891.988400 = -1537115.831251 nChanged 7 SP:Iteration 48Q (2856.340603 sec): 3 clusters Score: Raw -1539008.220831 + Penalty 1891.988400 = -1537116.232431 nChanged 3 SP:Iteration 49Q (2856.419813 sec): 3 clusters Score: Raw -1539008.336482 + Penalty 1891.988400 = -1537116.348083 nChanged 3 SP:Iteration 50Q (2856.478113 sec): 3 clusters Score: Raw -1539008.557658 + Penalty 1891.988400 = -1537116.569259 nChanged 5 SP:Iteration 51Q (2856.547291 sec): 3 clusters Score: Raw -1539008.794750 + Penalty 1891.988400 = -1537116.806351 nChanged 1 SP:Iteration 52Q (2856.626370 sec): 3 clusters Score: Raw -1539008.806700 + Penalty 1891.988400 = -1537116.818301 nChanged 1 SP:Iteration 53Q (2856.679146 sec): 3 clusters Score: Raw -1539008.826947 + Penalty 1891.988400 = -1537116.838547 nChanged 0 SP:Iteration 54F (2856.742592 sec): 3 clusters Score: Raw -1539008.826947 + Penalty 1891.988400 = -1537116.838547 nChanged 0 Trying to split cluster 6 (622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2856.764649 sec): 2 clusters Score: Raw -33865.682570 + Penalty 611.129309 = -33254.553261 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2856.809295 sec): 3 clusters Score: Raw -33717.691323 + Penalty 1222.258618 = -32495.432705 nChanged 225 SP:Iteration 1F (2856.850009 sec): 3 clusters Score: Raw -34242.600374 + Penalty 1222.258618 = -33020.341756 nChanged 85 SP:Iteration 2F (2856.899131 sec): 3 clusters Score: Raw -34522.457648 + Penalty 1222.258618 = -33300.199031 nChanged 33 SP:Iteration 3F (2856.943029 sec): 3 clusters Score: Raw -34609.130124 + Penalty 1222.258618 = -33386.871506 nChanged 20 SP:Iteration 4Q (2856.992548 sec): 3 clusters Score: Raw -34644.472211 + Penalty 1222.258618 = -33422.213594 nChanged 16 SP:Iteration 5Q (2857.041861 sec): 3 clusters Score: Raw -34678.311006 + Penalty 1222.258618 = -33456.052389 nChanged 13 SP:Iteration 6Q (2857.091137 sec): 3 clusters Score: Raw -34699.159862 + Penalty 1222.258618 = -33476.901244 nChanged 7 SP:Iteration 7Q (2857.140460 sec): 3 clusters Score: Raw -34709.825569 + Penalty 1222.258618 = -33487.566951 nChanged 6 SP:Iteration 8Q (2857.189604 sec): 3 clusters Score: Raw -34718.546381 + Penalty 1222.258618 = -33496.287763 nChanged 2 SP:Iteration 9Q (2857.233509 sec): 3 clusters Score: Raw -34721.138706 + Penalty 1222.258618 = -33498.880089 nChanged 4 SP:Iteration 10Q (2857.287648 sec): 3 clusters Score: Raw -34724.064221 + Penalty 1222.258618 = -33501.805603 nChanged 3 SP:Iteration 11Q (2857.331895 sec): 3 clusters Score: Raw -34726.876927 + Penalty 1222.258618 = -33504.618310 nChanged 3 SP:Iteration 12Q (2857.369113 sec): 3 clusters Score: Raw -34733.096032 + Penalty 1222.258618 = -33510.837414 nChanged 5 SP:Iteration 13Q (2857.413024 sec): 3 clusters Score: Raw -34742.608605 + Penalty 1222.258618 = -33520.349987 nChanged 9 SP:Iteration 14Q (2857.463038 sec): 3 clusters Score: Raw -34765.628099 + Penalty 1222.258618 = -33543.369482 nChanged 8 SP:Iteration 15Q (2857.501613 sec): 3 clusters Score: Raw -34780.674691 + Penalty 1222.258618 = -33558.416074 nChanged 6 SP:Iteration 16Q (2857.545845 sec): 3 clusters Score: Raw -34803.573628 + Penalty 1222.258618 = -33581.315010 nChanged 6 SP:Iteration 17Q (2857.597030 sec): 3 clusters Score: Raw -34812.765099 + Penalty 1222.258618 = -33590.506481 nChanged 6 SP:Iteration 18Q (2857.634959 sec): 3 clusters Score: Raw -34825.256498 + Penalty 1222.258618 = -33602.997880 nChanged 4 SP:Iteration 19Q (2857.689778 sec): 3 clusters Score: Raw -34829.588333 + Penalty 1222.258618 = -33607.329715 nChanged 1 SP:Iteration 20F (2857.728560 sec): 3 clusters Score: Raw -34838.032753 + Penalty 1222.258618 = -33615.774135 nChanged 3 SP:Iteration 21Q (2857.787172 sec): 3 clusters Score: Raw -34847.363389 + Penalty 1222.258618 = -33625.104771 nChanged 4 SP:Iteration 22Q (2857.820994 sec): 3 clusters Score: Raw -34855.957875 + Penalty 1222.258618 = -33633.699257 nChanged 3 SP:Iteration 23Q (2857.861303 sec): 3 clusters Score: Raw -34857.945580 + Penalty 1222.258618 = -33635.686962 nChanged 2 SP:Iteration 24Q (2857.907820 sec): 3 clusters Score: Raw -34871.918670 + Penalty 1222.258618 = -33649.660052 nChanged 3 SP:Iteration 25Q (2857.944429 sec): 3 clusters Score: Raw -34882.393416 + Penalty 1222.258618 = -33660.134798 nChanged 3 SP:Iteration 26Q (2857.986434 sec): 3 clusters Score: Raw -34891.126427 + Penalty 1222.258618 = -33668.867809 nChanged 3 SP:Iteration 27Q (2858.037785 sec): 3 clusters Score: Raw -34893.981846 + Penalty 1222.258618 = -33671.723229 nChanged 2 SP:Iteration 28Q (2858.090263 sec): 3 clusters Score: Raw -34896.192433 + Penalty 1222.258618 = -33673.933816 nChanged 3 SP:Iteration 29Q (2858.135215 sec): 3 clusters Score: Raw -34897.619045 + Penalty 1222.258618 = -33675.360427 nChanged 3 SP:Iteration 30Q (2858.174762 sec): 3 clusters Score: Raw -34900.224010 + Penalty 1222.258618 = -33677.965393 nChanged 5 SP:Iteration 31Q (2858.223567 sec): 3 clusters Score: Raw -34904.150484 + Penalty 1222.258618 = -33681.891866 nChanged 2 SP:Iteration 32Q (2858.260167 sec): 3 clusters Score: Raw -34905.445609 + Penalty 1222.258618 = -33683.186992 nChanged 0 SP:Iteration 33F (2858.303800 sec): 3 clusters Score: Raw -34908.443365 + Penalty 1222.258618 = -33686.184747 nChanged 2 SP:Iteration 34Q (2858.336678 sec): 3 clusters Score: Raw -34938.803683 + Penalty 1222.258618 = -33716.545065 nChanged 6 SP:Iteration 35Q (2858.385676 sec): 3 clusters Score: Raw -35055.242891 + Penalty 1222.258618 = -33832.984274 nChanged 17 SP:Iteration 36Q (2858.430852 sec): 3 clusters Score: Raw -35095.840100 + Penalty 1222.258618 = -33873.581483 nChanged 7 SP:Iteration 37Q (2858.480139 sec): 3 clusters Score: Raw -35103.118578 + Penalty 1222.258618 = -33880.859960 nChanged 5 SP:Iteration 38Q (2858.514918 sec): 3 clusters Score: Raw -35106.959400 + Penalty 1222.258618 = -33884.700782 nChanged 1 SP:Iteration 39Q (2858.565687 sec): 3 clusters Score: Raw -35107.640859 + Penalty 1222.258618 = -33885.382241 nChanged 0 SP:Iteration 40F (2858.608821 sec): 3 clusters Score: Raw -35109.061128 + Penalty 1222.258618 = -33886.802511 nChanged 1 SP:Iteration 41Q (2858.645835 sec): 3 clusters Score: Raw -35114.209801 + Penalty 1222.258618 = -33891.951184 nChanged 1 SP:Iteration 42Q (2858.690263 sec): 3 clusters Score: Raw -35126.531263 + Penalty 1222.258618 = -33904.272645 nChanged 4 SP:Iteration 43Q (2858.748695 sec): 3 clusters Score: Raw -35131.957683 + Penalty 1222.258618 = -33909.699065 nChanged 2 SP:Iteration 44Q (2858.792665 sec): 3 clusters Score: Raw -35133.058397 + Penalty 1222.258618 = -33910.799779 nChanged 0 SP:Iteration 45F (2858.837397 sec): 3 clusters Score: Raw -35133.058397 + Penalty 1222.258618 = -33910.799779 nChanged 0 Score: Raw -25153002.065482 + Penalty 20647.486511 = -25132354.578972 Splitting cluster 6 changes total score from -25130985.780869 to -25132354.578972 So it's getting split into cluster 7. Trying to split cluster 8 (2223 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2862.035789 sec): 2 clusters Score: Raw -172190.452691 + Penalty 732.128227 = -171458.324464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2862.081100 sec): 3 clusters Score: Raw -171095.406599 + Penalty 1464.256454 = -169631.150146 nChanged 873 SP:Iteration 1F (2862.132229 sec): 3 clusters Score: Raw -171776.010592 + Penalty 1464.256454 = -170311.754138 nChanged 232 SP:Iteration 2F (2862.183136 sec): 3 clusters Score: Raw -172261.216423 + Penalty 1464.256454 = -170796.959970 nChanged 247 SP:Iteration 3F (2862.229787 sec): 3 clusters Score: Raw -173264.223900 + Penalty 1464.256454 = -171799.967446 nChanged 216 SP:Iteration 4F (2862.280483 sec): 3 clusters Score: Raw -174105.439632 + Penalty 1464.256454 = -172641.183178 nChanged 181 SP:Iteration 5F (2862.326565 sec): 3 clusters Score: Raw -174462.876843 + Penalty 1464.256454 = -172998.620389 nChanged 115 SP:Iteration 6F (2862.377511 sec): 3 clusters Score: Raw -174697.799016 + Penalty 1464.256454 = -173233.542562 nChanged 39 SP:Iteration 7Q (2862.425220 sec): 3 clusters Score: Raw -174823.420268 + Penalty 1464.256454 = -173359.163814 nChanged 18 SP:Iteration 8Q (2862.467925 sec): 3 clusters Score: Raw -174900.289645 + Penalty 1464.256454 = -173436.033191 nChanged 6 SP:Iteration 9Q (2862.515258 sec): 3 clusters Score: Raw -174915.006001 + Penalty 1464.256454 = -173450.749547 nChanged 1 SP:Iteration 10Q (2862.563675 sec): 3 clusters Score: Raw -174918.623610 + Penalty 1464.256454 = -173454.367156 nChanged 0 SP:Iteration 11F (2862.615554 sec): 3 clusters Score: Raw -174918.623610 + Penalty 1464.256454 = -173454.367156 nChanged 0 Score: Raw -25155730.236401 + Penalty 21862.044541 = -25133868.191860 Splitting cluster 8 changes total score from -25130985.780869 to -25133868.191860 So it's getting split into cluster 9. Trying to split cluster 11 (5940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2865.903263 sec): 2 clusters Score: Raw -434817.081842 + Penalty 825.499119 = -433991.582723 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2865.960544 sec): 3 clusters Score: Raw -431392.585584 + Penalty 1650.998238 = -429741.587346 nChanged 2597 SP:Iteration 1F (2866.002199 sec): 3 clusters Score: Raw -432814.752051 + Penalty 1650.998238 = -431163.753812 nChanged 379 SP:Iteration 2F (2866.059020 sec): 3 clusters Score: Raw -433006.769625 + Penalty 1650.998238 = -431355.771387 nChanged 324 SP:Iteration 3F (2866.113606 sec): 3 clusters Score: Raw -433201.030717 + Penalty 1650.998238 = -431550.032479 nChanged 317 SP:Iteration 4F (2866.166256 sec): 3 clusters Score: Raw -433423.891479 + Penalty 1650.998238 = -431772.893241 nChanged 318 SP:Iteration 5F (2866.211692 sec): 3 clusters Score: Raw -433668.767468 + Penalty 1650.998238 = -432017.769230 nChanged 293 SP:Iteration 6Q (2866.273236 sec): 3 clusters Score: Raw -433890.074950 + Penalty 1650.998238 = -432239.076712 nChanged 282 SP:Iteration 7Q (2866.318465 sec): 3 clusters Score: Raw -434087.028009 + Penalty 1650.998238 = -432436.029770 nChanged 262 SP:Iteration 8Q (2866.382396 sec): 3 clusters Score: Raw -434247.620472 + Penalty 1650.998238 = -432596.622233 nChanged 194 SP:Iteration 9Q (2866.435123 sec): 3 clusters Score: Raw -434332.904916 + Penalty 1650.998238 = -432681.906678 nChanged 143 SP:Iteration 10Q (2866.480353 sec): 3 clusters Score: Raw -434389.038641 + Penalty 1650.998238 = -432738.040403 nChanged 103 SP:Iteration 11Q (2866.533360 sec): 3 clusters Score: Raw -434423.515146 + Penalty 1650.998238 = -432772.516907 nChanged 80 SP:Iteration 12Q (2866.583169 sec): 3 clusters Score: Raw -434450.398612 + Penalty 1650.998238 = -432799.400374 nChanged 73 SP:Iteration 13Q (2866.642804 sec): 3 clusters Score: Raw -434476.780198 + Penalty 1650.998238 = -432825.781960 nChanged 69 SP:Iteration 14Q (2866.692723 sec): 3 clusters Score: Raw -434495.567000 + Penalty 1650.998238 = -432844.568762 nChanged 47 SP:Iteration 15Q (2866.748270 sec): 3 clusters Score: Raw -434505.446611 + Penalty 1650.998238 = -432854.448373 nChanged 43 SP:Iteration 16Q (2866.789324 sec): 3 clusters Score: Raw -434514.749204 + Penalty 1650.998238 = -432863.750965 nChanged 30 SP:Iteration 17Q (2866.839645 sec): 3 clusters Score: Raw -434521.638451 + Penalty 1650.998238 = -432870.640212 nChanged 27 SP:Iteration 18Q (2866.890903 sec): 3 clusters Score: Raw -434528.048341 + Penalty 1650.998238 = -432877.050102 nChanged 37 SP:Iteration 19Q (2866.943758 sec): 3 clusters Score: Raw -434537.606633 + Penalty 1650.998238 = -432886.608394 nChanged 36 SP:Iteration 20F (2867.000076 sec): 3 clusters Score: Raw -434545.356084 + Penalty 1650.998238 = -432894.357846 nChanged 32 SP:Iteration 21Q (2867.053084 sec): 3 clusters Score: Raw -434551.644084 + Penalty 1650.998238 = -432900.645846 nChanged 22 SP:Iteration 22Q (2867.106342 sec): 3 clusters Score: Raw -434556.773767 + Penalty 1650.998238 = -432905.775529 nChanged 20 SP:Iteration 23Q (2867.165129 sec): 3 clusters Score: Raw -434560.319966 + Penalty 1650.998238 = -432909.321728 nChanged 21 SP:Iteration 24Q (2867.207858 sec): 3 clusters Score: Raw -434564.023631 + Penalty 1650.998238 = -432913.025393 nChanged 18 SP:Iteration 25Q (2867.263879 sec): 3 clusters Score: Raw -434567.102701 + Penalty 1650.998238 = -432916.104463 nChanged 16 SP:Iteration 26Q (2867.311377 sec): 3 clusters Score: Raw -434569.536926 + Penalty 1650.998238 = -432918.538688 nChanged 13 SP:Iteration 27Q (2867.360044 sec): 3 clusters Score: Raw -434571.963089 + Penalty 1650.998238 = -432920.964851 nChanged 24 SP:Iteration 28Q (2867.416543 sec): 3 clusters Score: Raw -434576.724577 + Penalty 1650.998238 = -432925.726338 nChanged 24 SP:Iteration 29Q (2867.455044 sec): 3 clusters Score: Raw -434582.819426 + Penalty 1650.998238 = -432931.821188 nChanged 34 SP:Iteration 30Q (2867.505542 sec): 3 clusters Score: Raw -434591.032059 + Penalty 1650.998238 = -432940.033820 nChanged 36 SP:Iteration 31Q (2867.564567 sec): 3 clusters Score: Raw -434602.480421 + Penalty 1650.998238 = -432951.482183 nChanged 40 SP:Iteration 32Q (2867.617731 sec): 3 clusters Score: Raw -434614.871191 + Penalty 1650.998238 = -432963.872953 nChanged 38 SP:Iteration 33Q (2867.658427 sec): 3 clusters Score: Raw -434625.947174 + Penalty 1650.998238 = -432974.948936 nChanged 35 SP:Iteration 34Q (2867.710283 sec): 3 clusters Score: Raw -434637.479587 + Penalty 1650.998238 = -432986.481349 nChanged 37 SP:Iteration 35Q (2867.776869 sec): 3 clusters Score: Raw -434649.858444 + Penalty 1650.998238 = -432998.860206 nChanged 36 SP:Iteration 36Q (2867.823450 sec): 3 clusters Score: Raw -434659.427536 + Penalty 1650.998238 = -433008.429298 nChanged 34 SP:Iteration 37Q (2867.883849 sec): 3 clusters Score: Raw -434669.421661 + Penalty 1650.998238 = -433018.423423 nChanged 42 SP:Iteration 38Q (2867.928185 sec): 3 clusters Score: Raw -434678.045719 + Penalty 1650.998238 = -433027.047481 nChanged 32 SP:Iteration 39Q (2867.983418 sec): 3 clusters Score: Raw -434686.585829 + Penalty 1650.998238 = -433035.587591 nChanged 37 SP:Iteration 40F (2868.038213 sec): 3 clusters Score: Raw -434699.003938 + Penalty 1650.998238 = -433048.005700 nChanged 38 SP:Iteration 41Q (2868.087543 sec): 3 clusters Score: Raw -434714.270226 + Penalty 1650.998238 = -433063.271987 nChanged 37 SP:Iteration 42Q (2868.141125 sec): 3 clusters Score: Raw -434732.557551 + Penalty 1650.998238 = -433081.559313 nChanged 45 SP:Iteration 43Q (2868.193431 sec): 3 clusters Score: Raw -434751.671837 + Penalty 1650.998238 = -433100.673599 nChanged 37 SP:Iteration 44Q (2868.251162 sec): 3 clusters Score: Raw -434764.895378 + Penalty 1650.998238 = -433113.897139 nChanged 31 SP:Iteration 45Q (2868.304468 sec): 3 clusters Score: Raw -434776.044299 + Penalty 1650.998238 = -433125.046061 nChanged 26 SP:Iteration 46Q (2868.352340 sec): 3 clusters Score: Raw -434784.300592 + Penalty 1650.998238 = -433133.302354 nChanged 27 SP:Iteration 47Q (2868.402355 sec): 3 clusters Score: Raw -434793.317391 + Penalty 1650.998238 = -433142.319153 nChanged 23 SP:Iteration 48Q (2868.446644 sec): 3 clusters Score: Raw -434800.209582 + Penalty 1650.998238 = -433149.211344 nChanged 23 SP:Iteration 49Q (2868.491604 sec): 3 clusters Score: Raw -434808.259441 + Penalty 1650.998238 = -433157.261203 nChanged 22 SP:Iteration 50Q (2868.541442 sec): 3 clusters Score: Raw -434814.566034 + Penalty 1650.998238 = -433163.567795 nChanged 15 SP:Iteration 51Q (2868.596798 sec): 3 clusters Score: Raw -434818.020277 + Penalty 1650.998238 = -433167.022038 nChanged 13 SP:Iteration 52Q (2868.653307 sec): 3 clusters Score: Raw -434821.319920 + Penalty 1650.998238 = -433170.321682 nChanged 15 SP:Iteration 53Q (2868.705151 sec): 3 clusters Score: Raw -434825.948592 + Penalty 1650.998238 = -433174.950353 nChanged 15 SP:Iteration 54Q (2868.752328 sec): 3 clusters Score: Raw -434831.558637 + Penalty 1650.998238 = -433180.560399 nChanged 24 SP:Iteration 55Q (2868.804439 sec): 3 clusters Score: Raw -434842.977508 + Penalty 1650.998238 = -433191.979270 nChanged 22 SP:Iteration 56Q (2868.855873 sec): 3 clusters Score: Raw -434852.321524 + Penalty 1650.998238 = -433201.323285 nChanged 14 SP:Iteration 57Q (2868.908125 sec): 3 clusters Score: Raw -434858.216234 + Penalty 1650.998238 = -433207.217996 nChanged 17 SP:Iteration 58Q (2868.954505 sec): 3 clusters Score: Raw -434866.703130 + Penalty 1650.998238 = -433215.704892 nChanged 17 SP:Iteration 59Q (2869.008601 sec): 3 clusters Score: Raw -434876.247587 + Penalty 1650.998238 = -433225.249348 nChanged 14 SP:Iteration 60F (2869.051068 sec): 3 clusters Score: Raw -434880.905295 + Penalty 1650.998238 = -433229.907057 nChanged 12 SP:Iteration 61Q (2869.104902 sec): 3 clusters Score: Raw -434885.263883 + Penalty 1650.998238 = -433234.265644 nChanged 15 SP:Iteration 62Q (2869.159319 sec): 3 clusters Score: Raw -434890.911432 + Penalty 1650.998238 = -433239.913194 nChanged 17 SP:Iteration 63Q (2869.214293 sec): 3 clusters Score: Raw -434898.163531 + Penalty 1650.998238 = -433247.165292 nChanged 18 SP:Iteration 64Q (2869.270029 sec): 3 clusters Score: Raw -434905.682055 + Penalty 1650.998238 = -433254.683816 nChanged 16 SP:Iteration 65Q (2869.334919 sec): 3 clusters Score: Raw -434910.738851 + Penalty 1650.998238 = -433259.740613 nChanged 9 SP:Iteration 66Q (2869.378958 sec): 3 clusters Score: Raw -434912.918583 + Penalty 1650.998238 = -433261.920345 nChanged 3 SP:Iteration 67Q (2869.429458 sec): 3 clusters Score: Raw -434913.824952 + Penalty 1650.998238 = -433262.826713 nChanged 2 SP:Iteration 68Q (2869.483725 sec): 3 clusters Score: Raw -434914.474064 + Penalty 1650.998238 = -433263.475826 nChanged 2 SP:Iteration 69Q (2869.538107 sec): 3 clusters Score: Raw -434915.041159 + Penalty 1650.998238 = -433264.042920 nChanged 0 SP:Iteration 70F (2869.593393 sec): 3 clusters Score: Raw -434915.041159 + Penalty 1650.998238 = -433264.042920 nChanged 0 Trying to split cluster 12 (42164 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2869.656587 sec): 2 clusters Score: Raw -2880322.569698 + Penalty 1011.685595 = -2879310.884103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2869.757704 sec): 3 clusters Score: Raw -2853199.893129 + Penalty 2023.371191 = -2851176.521938 nChanged 20023 SP:Iteration 1F (2869.856927 sec): 3 clusters Score: Raw -2865593.787507 + Penalty 2023.371191 = -2863570.416317 nChanged 2656 SP:Iteration 2F (2869.952655 sec): 3 clusters Score: Raw -2867192.393496 + Penalty 2023.371191 = -2865169.022305 nChanged 3083 SP:Iteration 3F (2870.050010 sec): 3 clusters Score: Raw -2869436.502199 + Penalty 2023.371191 = -2867413.131008 nChanged 3211 SP:Iteration 4F (2870.144712 sec): 3 clusters Score: Raw -2871902.017596 + Penalty 2023.371191 = -2869878.646406 nChanged 2902 SP:Iteration 5F (2870.241639 sec): 3 clusters Score: Raw -2874168.952655 + Penalty 2023.371191 = -2872145.581464 nChanged 2506 SP:Iteration 6F (2870.338253 sec): 3 clusters Score: Raw -2875786.845175 + Penalty 2023.371191 = -2873763.473984 nChanged 1855 SP:Iteration 7Q (2870.426944 sec): 3 clusters Score: Raw -2876743.680626 + Penalty 2023.371191 = -2874720.309436 nChanged 1293 SP:Iteration 8Q (2870.519156 sec): 3 clusters Score: Raw -2877298.687148 + Penalty 2023.371191 = -2875275.315957 nChanged 908 SP:Iteration 9Q (2870.614273 sec): 3 clusters Score: Raw -2877624.729895 + Penalty 2023.371191 = -2875601.358705 nChanged 710 SP:Iteration 10Q (2870.711571 sec): 3 clusters Score: Raw -2877866.592866 + Penalty 2023.371191 = -2875843.221675 nChanged 593 SP:Iteration 11Q (2870.805617 sec): 3 clusters Score: Raw -2878062.643585 + Penalty 2023.371191 = -2876039.272395 nChanged 551 SP:Iteration 12Q (2870.902810 sec): 3 clusters Score: Raw -2878242.211067 + Penalty 2023.371191 = -2876218.839877 nChanged 519 SP:Iteration 13Q (2871.002571 sec): 3 clusters Score: Raw -2878407.297682 + Penalty 2023.371191 = -2876383.926492 nChanged 524 SP:Iteration 14Q (2871.094045 sec): 3 clusters Score: Raw -2878573.396574 + Penalty 2023.371191 = -2876550.025384 nChanged 495 SP:Iteration 15Q (2871.190735 sec): 3 clusters Score: Raw -2878728.935526 + Penalty 2023.371191 = -2876705.564336 nChanged 496 SP:Iteration 16Q (2871.288988 sec): 3 clusters Score: Raw -2878879.458563 + Penalty 2023.371191 = -2876856.087373 nChanged 517 SP:Iteration 17Q (2871.381801 sec): 3 clusters Score: Raw -2879041.722663 + Penalty 2023.371191 = -2877018.351473 nChanged 504 SP:Iteration 18Q (2871.480339 sec): 3 clusters Score: Raw -2879207.497634 + Penalty 2023.371191 = -2877184.126444 nChanged 475 SP:Iteration 19Q (2871.581581 sec): 3 clusters Score: Raw -2879367.996429 + Penalty 2023.371191 = -2877344.625239 nChanged 475 SP:Iteration 20F (2871.684002 sec): 3 clusters Score: Raw -2879545.776930 + Penalty 2023.371191 = -2877522.405739 nChanged 442 SP:Iteration 21Q (2871.784722 sec): 3 clusters Score: Raw -2879724.969565 + Penalty 2023.371191 = -2877701.598375 nChanged 432 SP:Iteration 22Q (2871.885285 sec): 3 clusters Score: Raw -2879907.194542 + Penalty 2023.371191 = -2877883.823351 nChanged 421 SP:Iteration 23Q (2871.974772 sec): 3 clusters Score: Raw -2880072.227455 + Penalty 2023.371191 = -2878048.856264 nChanged 395 SP:Iteration 24Q (2872.081141 sec): 3 clusters Score: Raw -2880221.838880 + Penalty 2023.371191 = -2878198.467689 nChanged 365 SP:Iteration 25Q (2872.181623 sec): 3 clusters Score: Raw -2880356.371821 + Penalty 2023.371191 = -2878333.000630 nChanged 323 SP:Iteration 26Q (2872.278530 sec): 3 clusters Score: Raw -2880470.999430 + Penalty 2023.371191 = -2878447.628239 nChanged 292 SP:Iteration 27Q (2872.375994 sec): 3 clusters Score: Raw -2880563.746085 + Penalty 2023.371191 = -2878540.374894 nChanged 239 SP:Iteration 28Q (2872.477041 sec): 3 clusters Score: Raw -2880624.934647 + Penalty 2023.371191 = -2878601.563457 nChanged 199 SP:Iteration 29Q (2872.566561 sec): 3 clusters Score: Raw -2880672.308213 + Penalty 2023.371191 = -2878648.937022 nChanged 173 SP:Iteration 30Q (2872.657680 sec): 3 clusters Score: Raw -2880712.789985 + Penalty 2023.371191 = -2878689.418795 nChanged 155 SP:Iteration 31Q (2872.747106 sec): 3 clusters Score: Raw -2880742.512500 + Penalty 2023.371191 = -2878719.141310 nChanged 143 SP:Iteration 32Q (2872.845907 sec): 3 clusters Score: Raw -2880766.146456 + Penalty 2023.371191 = -2878742.775266 nChanged 116 SP:Iteration 33Q (2872.942594 sec): 3 clusters Score: Raw -2880784.817743 + Penalty 2023.371191 = -2878761.446552 nChanged 124 SP:Iteration 34Q (2873.040598 sec): 3 clusters Score: Raw -2880805.897521 + Penalty 2023.371191 = -2878782.526330 nChanged 104 SP:Iteration 35Q (2873.135322 sec): 3 clusters Score: Raw -2880821.140010 + Penalty 2023.371191 = -2878797.768819 nChanged 101 SP:Iteration 36Q (2873.215583 sec): 3 clusters Score: Raw -2880834.796220 + Penalty 2023.371191 = -2878811.425030 nChanged 97 SP:Iteration 37Q (2873.313569 sec): 3 clusters Score: Raw -2880846.879101 + Penalty 2023.371191 = -2878823.507910 nChanged 95 SP:Iteration 38Q (2873.410874 sec): 3 clusters Score: Raw -2880859.273821 + Penalty 2023.371191 = -2878835.902631 nChanged 99 SP:Iteration 39Q (2873.508505 sec): 3 clusters Score: Raw -2880872.420826 + Penalty 2023.371191 = -2878849.049635 nChanged 89 SP:Iteration 40F (2873.598312 sec): 3 clusters Score: Raw -2880886.192358 + Penalty 2023.371191 = -2878862.821167 nChanged 98 SP:Iteration 41Q (2873.687205 sec): 3 clusters Score: Raw -2880900.337103 + Penalty 2023.371191 = -2878876.965913 nChanged 87 SP:Iteration 42Q (2873.784958 sec): 3 clusters Score: Raw -2880911.695526 + Penalty 2023.371191 = -2878888.324335 nChanged 82 SP:Iteration 43Q (2873.876327 sec): 3 clusters Score: Raw -2880924.725041 + Penalty 2023.371191 = -2878901.353851 nChanged 109 SP:Iteration 44Q (2873.977808 sec): 3 clusters Score: Raw -2880944.842000 + Penalty 2023.371191 = -2878921.470809 nChanged 114 SP:Iteration 45Q (2874.068518 sec): 3 clusters Score: Raw -2880963.621060 + Penalty 2023.371191 = -2878940.249870 nChanged 88 SP:Iteration 46Q (2874.163872 sec): 3 clusters Score: Raw -2880978.557777 + Penalty 2023.371191 = -2878955.186587 nChanged 75 SP:Iteration 47Q (2874.260040 sec): 3 clusters Score: Raw -2880987.919739 + Penalty 2023.371191 = -2878964.548548 nChanged 64 SP:Iteration 48Q (2874.353847 sec): 3 clusters Score: Raw -2880995.511819 + Penalty 2023.371191 = -2878972.140628 nChanged 57 SP:Iteration 49Q (2874.453227 sec): 3 clusters Score: Raw -2881001.737075 + Penalty 2023.371191 = -2878978.365884 nChanged 56 SP:Iteration 50Q (2874.550078 sec): 3 clusters Score: Raw -2881009.389937 + Penalty 2023.371191 = -2878986.018746 nChanged 63 SP:Iteration 51Q (2874.646837 sec): 3 clusters Score: Raw -2881019.283873 + Penalty 2023.371191 = -2878995.912683 nChanged 71 SP:Iteration 52Q (2874.730585 sec): 3 clusters Score: Raw -2881031.523532 + Penalty 2023.371191 = -2879008.152341 nChanged 75 SP:Iteration 53Q (2874.833178 sec): 3 clusters Score: Raw -2881045.969672 + Penalty 2023.371191 = -2879022.598482 nChanged 84 SP:Iteration 54Q (2874.921103 sec): 3 clusters Score: Raw -2881061.191873 + Penalty 2023.371191 = -2879037.820682 nChanged 75 SP:Iteration 55Q (2875.013791 sec): 3 clusters Score: Raw -2881075.796512 + Penalty 2023.371191 = -2879052.425322 nChanged 69 SP:Iteration 56Q (2875.111638 sec): 3 clusters Score: Raw -2881086.717350 + Penalty 2023.371191 = -2879063.346160 nChanged 67 SP:Iteration 57Q (2875.209380 sec): 3 clusters Score: Raw -2881096.418868 + Penalty 2023.371191 = -2879073.047677 nChanged 58 SP:Iteration 58Q (2875.298413 sec): 3 clusters Score: Raw -2881106.672287 + Penalty 2023.371191 = -2879083.301096 nChanged 67 SP:Iteration 59Q (2875.390156 sec): 3 clusters Score: Raw -2881120.507619 + Penalty 2023.371191 = -2879097.136428 nChanged 75 SP:Iteration 60F (2875.497572 sec): 3 clusters Score: Raw -2881134.964887 + Penalty 2023.371191 = -2879111.593696 nChanged 68 SP:Iteration 61Q (2875.587481 sec): 3 clusters Score: Raw -2881146.175866 + Penalty 2023.371191 = -2879122.804675 nChanged 53 SP:Iteration 62Q (2875.683068 sec): 3 clusters Score: Raw -2881154.286786 + Penalty 2023.371191 = -2879130.915596 nChanged 49 SP:Iteration 63Q (2875.773873 sec): 3 clusters Score: Raw -2881161.687182 + Penalty 2023.371191 = -2879138.315991 nChanged 48 SP:Iteration 64Q (2875.867567 sec): 3 clusters Score: Raw -2881169.059411 + Penalty 2023.371191 = -2879145.688221 nChanged 46 SP:Iteration 65Q (2875.955806 sec): 3 clusters Score: Raw -2881175.380153 + Penalty 2023.371191 = -2879152.008962 nChanged 40 SP:Iteration 66Q (2876.047602 sec): 3 clusters Score: Raw -2881180.396824 + Penalty 2023.371191 = -2879157.025633 nChanged 41 SP:Iteration 67Q (2876.146714 sec): 3 clusters Score: Raw -2881186.433182 + Penalty 2023.371191 = -2879163.061992 nChanged 46 SP:Iteration 68Q (2876.227703 sec): 3 clusters Score: Raw -2881191.448767 + Penalty 2023.371191 = -2879168.077576 nChanged 31 SP:Iteration 69Q (2876.317140 sec): 3 clusters Score: Raw -2881194.659163 + Penalty 2023.371191 = -2879171.287972 nChanged 32 SP:Iteration 70Q (2876.416163 sec): 3 clusters Score: Raw -2881198.013255 + Penalty 2023.371191 = -2879174.642065 nChanged 32 SP:Iteration 71Q (2876.500206 sec): 3 clusters Score: Raw -2881201.951568 + Penalty 2023.371191 = -2879178.580377 nChanged 28 SP:Iteration 72Q (2876.595097 sec): 3 clusters Score: Raw -2881204.504282 + Penalty 2023.371191 = -2879181.133092 nChanged 15 SP:Iteration 73Q (2876.688172 sec): 3 clusters Score: Raw -2881206.044538 + Penalty 2023.371191 = -2879182.673348 nChanged 18 SP:Iteration 74Q (2876.795105 sec): 3 clusters Score: Raw -2881208.018735 + Penalty 2023.371191 = -2879184.647544 nChanged 15 SP:Iteration 75Q (2876.882134 sec): 3 clusters Score: Raw -2881209.289852 + Penalty 2023.371191 = -2879185.918662 nChanged 19 SP:Iteration 76Q (2876.985339 sec): 3 clusters Score: Raw -2881211.026357 + Penalty 2023.371191 = -2879187.655166 nChanged 16 SP:Iteration 77Q (2877.077566 sec): 3 clusters Score: Raw -2881212.848644 + Penalty 2023.371191 = -2879189.477453 nChanged 15 SP:Iteration 78Q (2877.152626 sec): 3 clusters Score: Raw -2881214.280850 + Penalty 2023.371191 = -2879190.909659 nChanged 17 SP:Iteration 79Q (2877.252935 sec): 3 clusters Score: Raw -2881215.854299 + Penalty 2023.371191 = -2879192.483108 nChanged 19 SP:Iteration 80F (2877.354456 sec): 3 clusters Score: Raw -2881218.034045 + Penalty 2023.371191 = -2879194.662855 nChanged 19 SP:Iteration 81Q (2877.449587 sec): 3 clusters Score: Raw -2881220.106099 + Penalty 2023.371191 = -2879196.734908 nChanged 20 SP:Iteration 82Q (2877.542700 sec): 3 clusters Score: Raw -2881222.062693 + Penalty 2023.371191 = -2879198.691503 nChanged 13 SP:Iteration 83Q (2877.639713 sec): 3 clusters Score: Raw -2881223.274938 + Penalty 2023.371191 = -2879199.903748 nChanged 14 SP:Iteration 84Q (2877.727272 sec): 3 clusters Score: Raw -2881224.454888 + Penalty 2023.371191 = -2879201.083698 nChanged 12 SP:Iteration 85Q (2877.827317 sec): 3 clusters Score: Raw -2881225.479455 + Penalty 2023.371191 = -2879202.108264 nChanged 10 SP:Iteration 86Q (2877.923300 sec): 3 clusters Score: Raw -2881226.194232 + Penalty 2023.371191 = -2879202.823042 nChanged 8 SP:Iteration 87Q (2878.018621 sec): 3 clusters Score: Raw -2881226.909427 + Penalty 2023.371191 = -2879203.538237 nChanged 8 SP:Iteration 88Q (2878.112067 sec): 3 clusters Score: Raw -2881227.622000 + Penalty 2023.371191 = -2879204.250809 nChanged 9 SP:Iteration 89Q (2878.201176 sec): 3 clusters Score: Raw -2881228.340999 + Penalty 2023.371191 = -2879204.969808 nChanged 9 SP:Iteration 90Q (2878.300713 sec): 3 clusters Score: Raw -2881229.217453 + Penalty 2023.371191 = -2879205.846262 nChanged 12 SP:Iteration 91Q (2878.395616 sec): 3 clusters Score: Raw -2881230.702130 + Penalty 2023.371191 = -2879207.330940 nChanged 13 SP:Iteration 92Q (2878.472652 sec): 3 clusters Score: Raw -2881232.118265 + Penalty 2023.371191 = -2879208.747074 nChanged 12 SP:Iteration 93Q (2878.566998 sec): 3 clusters Score: Raw -2881233.790496 + Penalty 2023.371191 = -2879210.419306 nChanged 15 SP:Iteration 94Q (2878.664046 sec): 3 clusters Score: Raw -2881235.448143 + Penalty 2023.371191 = -2879212.076953 nChanged 13 SP:Iteration 95Q (2878.760471 sec): 3 clusters Score: Raw -2881236.662365 + Penalty 2023.371191 = -2879213.291175 nChanged 8 SP:Iteration 96Q (2878.834023 sec): 3 clusters Score: Raw -2881237.832984 + Penalty 2023.371191 = -2879214.461793 nChanged 14 SP:Iteration 97Q (2878.924870 sec): 3 clusters Score: Raw -2881239.787017 + Penalty 2023.371191 = -2879216.415826 nChanged 14 SP:Iteration 98Q (2879.016198 sec): 3 clusters Score: Raw -2881241.870663 + Penalty 2023.371191 = -2879218.499472 nChanged 15 SP:Iteration 99Q (2879.111264 sec): 3 clusters Score: Raw -2881243.303942 + Penalty 2023.371191 = -2879219.932752 nChanged 12 SP:Iteration 100F (2879.211923 sec): 3 clusters Score: Raw -2881244.432059 + Penalty 2023.371191 = -2879221.060869 nChanged 12 SP:Iteration 101Q (2879.310626 sec): 3 clusters Score: Raw -2881246.522227 + Penalty 2023.371191 = -2879223.151037 nChanged 17 SP:Iteration 102Q (2879.402312 sec): 3 clusters Score: Raw -2881248.889801 + Penalty 2023.371191 = -2879225.518611 nChanged 17 SP:Iteration 103Q (2879.486008 sec): 3 clusters Score: Raw -2881251.051389 + Penalty 2023.371191 = -2879227.680198 nChanged 14 SP:Iteration 104Q (2879.590436 sec): 3 clusters Score: Raw -2881252.479783 + Penalty 2023.371191 = -2879229.108592 nChanged 12 SP:Iteration 105Q (2879.671006 sec): 3 clusters Score: Raw -2881253.451964 + Penalty 2023.371191 = -2879230.080774 nChanged 8 SP:Iteration 106Q (2879.777276 sec): 3 clusters Score: Raw -2881254.300881 + Penalty 2023.371191 = -2879230.929690 nChanged 10 SP:Iteration 107Q (2879.872264 sec): 3 clusters Score: Raw -2881255.217118 + Penalty 2023.371191 = -2879231.845927 nChanged 6 SP:Iteration 108Q (2879.964660 sec): 3 clusters Score: Raw -2881255.759768 + Penalty 2023.371191 = -2879232.388578 nChanged 6 SP:Iteration 109Q (2880.056612 sec): 3 clusters Score: Raw -2881256.314326 + Penalty 2023.371191 = -2879232.943135 nChanged 7 SP:Iteration 110Q (2880.156299 sec): 3 clusters Score: Raw -2881256.849503 + Penalty 2023.371191 = -2879233.478312 nChanged 4 SP:Iteration 111Q (2880.245150 sec): 3 clusters Score: Raw -2881257.197666 + Penalty 2023.371191 = -2879233.826476 nChanged 3 SP:Iteration 112Q (2880.337271 sec): 3 clusters Score: Raw -2881257.401870 + Penalty 2023.371191 = -2879234.030680 nChanged 7 SP:Iteration 113Q (2880.430726 sec): 3 clusters Score: Raw -2881258.480358 + Penalty 2023.371191 = -2879235.109167 nChanged 10 SP:Iteration 114Q (2880.521195 sec): 3 clusters Score: Raw -2881259.864054 + Penalty 2023.371191 = -2879236.492864 nChanged 12 SP:Iteration 115Q (2880.619113 sec): 3 clusters Score: Raw -2881262.091710 + Penalty 2023.371191 = -2879238.720520 nChanged 15 SP:Iteration 116Q (2880.715107 sec): 3 clusters Score: Raw -2881264.028803 + Penalty 2023.371191 = -2879240.657612 nChanged 15 SP:Iteration 117Q (2880.810597 sec): 3 clusters Score: Raw -2881266.246552 + Penalty 2023.371191 = -2879242.875362 nChanged 14 SP:Iteration 118Q (2880.905830 sec): 3 clusters Score: Raw -2881268.941280 + Penalty 2023.371191 = -2879245.570089 nChanged 15 SP:Iteration 119Q (2881.000950 sec): 3 clusters Score: Raw -2881271.504098 + Penalty 2023.371191 = -2879248.132908 nChanged 17 SP:Iteration 120F (2881.097975 sec): 3 clusters Score: Raw -2881274.076301 + Penalty 2023.371191 = -2879250.705110 nChanged 14 SP:Iteration 121Q (2881.188793 sec): 3 clusters Score: Raw -2881275.874968 + Penalty 2023.371191 = -2879252.503777 nChanged 18 SP:Iteration 122Q (2881.283391 sec): 3 clusters Score: Raw -2881277.942172 + Penalty 2023.371191 = -2879254.570981 nChanged 15 SP:Iteration 123Q (2881.374527 sec): 3 clusters Score: Raw -2881279.428873 + Penalty 2023.371191 = -2879256.057682 nChanged 7 SP:Iteration 124Q (2881.475861 sec): 3 clusters Score: Raw -2881280.492522 + Penalty 2023.371191 = -2879257.121331 nChanged 9 SP:Iteration 125Q (2881.566170 sec): 3 clusters Score: Raw -2881281.664138 + Penalty 2023.371191 = -2879258.292948 nChanged 15 SP:Iteration 126Q (2881.648639 sec): 3 clusters Score: Raw -2881283.440112 + Penalty 2023.371191 = -2879260.068921 nChanged 17 SP:Iteration 127Q (2881.739053 sec): 3 clusters Score: Raw -2881286.354204 + Penalty 2023.371191 = -2879262.983013 nChanged 15 SP:Iteration 128Q (2881.838837 sec): 3 clusters Score: Raw -2881288.472969 + Penalty 2023.371191 = -2879265.101778 nChanged 19 SP:Iteration 129Q (2881.929674 sec): 3 clusters Score: Raw -2881291.455481 + Penalty 2023.371191 = -2879268.084290 nChanged 13 SP:Iteration 130Q (2882.015861 sec): 3 clusters Score: Raw -2881293.674980 + Penalty 2023.371191 = -2879270.303790 nChanged 14 SP:Iteration 131Q (2882.101706 sec): 3 clusters Score: Raw -2881295.823154 + Penalty 2023.371191 = -2879272.451963 nChanged 17 SP:Iteration 132Q (2882.193066 sec): 3 clusters Score: Raw -2881297.977621 + Penalty 2023.371191 = -2879274.606431 nChanged 18 SP:Iteration 133Q (2882.287121 sec): 3 clusters Score: Raw -2881300.250002 + Penalty 2023.371191 = -2879276.878811 nChanged 14 SP:Iteration 134Q (2882.361647 sec): 3 clusters Score: Raw -2881302.043659 + Penalty 2023.371191 = -2879278.672468 nChanged 9 SP:Iteration 135Q (2882.452825 sec): 3 clusters Score: Raw -2881302.976956 + Penalty 2023.371191 = -2879279.605766 nChanged 13 SP:Iteration 136Q (2882.544946 sec): 3 clusters Score: Raw -2881305.003934 + Penalty 2023.371191 = -2879281.632744 nChanged 13 SP:Iteration 137Q (2882.634362 sec): 3 clusters Score: Raw -2881306.559628 + Penalty 2023.371191 = -2879283.188438 nChanged 13 SP:Iteration 138Q (2882.724090 sec): 3 clusters Score: Raw -2881308.244124 + Penalty 2023.371191 = -2879284.872933 nChanged 12 SP:Iteration 139Q (2882.814123 sec): 3 clusters Score: Raw -2881310.070798 + Penalty 2023.371191 = -2879286.699608 nChanged 10 SP:Iteration 140F (2882.899981 sec): 3 clusters Score: Raw -2881311.465508 + Penalty 2023.371191 = -2879288.094318 nChanged 8 SP:Iteration 141Q (2882.989096 sec): 3 clusters Score: Raw -2881312.539229 + Penalty 2023.371191 = -2879289.168038 nChanged 6 SP:Iteration 142Q (2883.069025 sec): 3 clusters Score: Raw -2881312.982699 + Penalty 2023.371191 = -2879289.611508 nChanged 3 SP:Iteration 143Q (2883.158846 sec): 3 clusters Score: Raw -2881313.193624 + Penalty 2023.371191 = -2879289.822434 nChanged 4 SP:Iteration 144Q (2883.243879 sec): 3 clusters Score: Raw -2881313.377066 + Penalty 2023.371191 = -2879290.005876 nChanged 1 SP:Iteration 145Q (2883.331004 sec): 3 clusters Score: Raw -2881313.476748 + Penalty 2023.371191 = -2879290.105557 nChanged 3 SP:Iteration 146Q (2883.418376 sec): 3 clusters Score: Raw -2881313.928557 + Penalty 2023.371191 = -2879290.557367 nChanged 4 SP:Iteration 147Q (2883.504694 sec): 3 clusters Score: Raw -2881314.229571 + Penalty 2023.371191 = -2879290.858381 nChanged 4 SP:Iteration 148Q (2883.591619 sec): 3 clusters Score: Raw -2881314.620081 + Penalty 2023.371191 = -2879291.248890 nChanged 6 SP:Iteration 149Q (2883.681556 sec): 3 clusters Score: Raw -2881315.048307 + Penalty 2023.371191 = -2879291.677116 nChanged 1 SP:Iteration 150Q (2883.772146 sec): 3 clusters Score: Raw -2881315.096308 + Penalty 2023.371191 = -2879291.725117 nChanged 1 SP:Iteration 151Q (2883.861849 sec): 3 clusters Score: Raw -2881315.163292 + Penalty 2023.371191 = -2879291.792102 nChanged 1 SP:Iteration 152Q (2883.957041 sec): 3 clusters Score: Raw -2881315.246300 + Penalty 2023.371191 = -2879291.875110 nChanged 0 SP:Iteration 153F (2884.058236 sec): 3 clusters Score: Raw -2881315.246300 + Penalty 2023.371191 = -2879291.875110 nChanged 0 Trying to split cluster 13 (1622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2884.087189 sec): 2 clusters Score: Raw -105153.348812 + Penalty 702.184447 = -104451.164365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2884.137316 sec): 3 clusters Score: Raw -104420.311612 + Penalty 1404.368895 = -103015.942717 nChanged 613 SP:Iteration 1F (2884.187514 sec): 3 clusters Score: Raw -104943.344980 + Penalty 1404.368895 = -103538.976086 nChanged 152 SP:Iteration 2F (2884.237963 sec): 3 clusters Score: Raw -105145.960725 + Penalty 1404.368895 = -103741.591830 nChanged 122 SP:Iteration 3F (2884.287423 sec): 3 clusters Score: Raw -105356.472222 + Penalty 1404.368895 = -103952.103328 nChanged 129 SP:Iteration 4F (2884.336935 sec): 3 clusters Score: Raw -105551.998879 + Penalty 1404.368895 = -104147.629985 nChanged 102 SP:Iteration 5F (2884.386642 sec): 3 clusters Score: Raw -105694.867987 + Penalty 1404.368895 = -104290.499092 nChanged 88 SP:Iteration 6F (2884.424404 sec): 3 clusters Score: Raw -105828.200294 + Penalty 1404.368895 = -104423.831400 nChanged 66 SP:Iteration 7Q (2884.483635 sec): 3 clusters Score: Raw -105946.256587 + Penalty 1404.368895 = -104541.887692 nChanged 60 SP:Iteration 8Q (2884.527036 sec): 3 clusters Score: Raw -106135.193443 + Penalty 1404.368895 = -104730.824548 nChanged 48 SP:Iteration 9Q (2884.564407 sec): 3 clusters Score: Raw -106320.371224 + Penalty 1404.368895 = -104916.002330 nChanged 34 SP:Iteration 10Q (2884.621070 sec): 3 clusters Score: Raw -106441.899922 + Penalty 1404.368895 = -105037.531027 nChanged 23 SP:Iteration 11Q (2884.669364 sec): 3 clusters Score: Raw -106498.601475 + Penalty 1404.368895 = -105094.232580 nChanged 19 SP:Iteration 12Q (2884.707787 sec): 3 clusters Score: Raw -106531.877574 + Penalty 1404.368895 = -105127.508679 nChanged 14 SP:Iteration 13Q (2884.767983 sec): 3 clusters Score: Raw -106555.276039 + Penalty 1404.368895 = -105150.907144 nChanged 10 SP:Iteration 14Q (2884.807542 sec): 3 clusters Score: Raw -106571.280531 + Penalty 1404.368895 = -105166.911637 nChanged 6 SP:Iteration 15Q (2884.860500 sec): 3 clusters Score: Raw -106575.143846 + Penalty 1404.368895 = -105170.774951 nChanged 2 SP:Iteration 16Q (2884.903421 sec): 3 clusters Score: Raw -106576.822848 + Penalty 1404.368895 = -105172.453954 nChanged 1 SP:Iteration 17Q (2884.941495 sec): 3 clusters Score: Raw -106577.700895 + Penalty 1404.368895 = -105173.332001 nChanged 0 SP:Iteration 18F (2884.998908 sec): 3 clusters Score: Raw -106577.700895 + Penalty 1404.368895 = -105173.332001 nChanged 0 Score: Raw -25157154.588484 + Penalty 23076.602571 = -25134077.985914 Splitting cluster 13 changes total score from -25130985.780869 to -25134077.985914 So it's getting split into cluster 10. Trying to split cluster 14 (246847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2888.628756 sec): 2 clusters Score: Raw -17779952.056614 + Penalty 1179.569779 = -17778772.486835 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2888.983862 sec): 3 clusters Score: Raw -17614435.833292 + Penalty 2359.139558 = -17612076.693734 nChanged 120699 SP:Iteration 1F (2889.322746 sec): 3 clusters Score: Raw -17688743.355675 + Penalty 2359.139558 = -17686384.216116 nChanged 9445 SP:Iteration 2Q (2889.677635 sec): 3 clusters Score: Raw -17691891.306394 + Penalty 2359.139558 = -17689532.166836 nChanged 11112 SP:Iteration 3Q (2890.031610 sec): 3 clusters Score: Raw -17696473.652059 + Penalty 2359.139558 = -17694114.512501 nChanged 13130 SP:Iteration 4F (2890.355548 sec): 3 clusters Score: Raw -17703010.873548 + Penalty 2359.139558 = -17700651.733990 nChanged 15078 SP:Iteration 5F (2890.707664 sec): 3 clusters Score: Raw -17712093.114231 + Penalty 2359.139558 = -17709733.974673 nChanged 16341 SP:Iteration 6F (2891.056166 sec): 3 clusters Score: Raw -17723728.500548 + Penalty 2359.139558 = -17721369.360990 nChanged 15797 SP:Iteration 7F (2891.381196 sec): 3 clusters Score: Raw -17735247.662502 + Penalty 2359.139558 = -17732888.522944 nChanged 12935 SP:Iteration 8F (2891.735047 sec): 3 clusters Score: Raw -17743386.201260 + Penalty 2359.139558 = -17741027.061701 nChanged 9733 SP:Iteration 9Q (2892.106604 sec): 3 clusters Score: Raw -17748731.314797 + Penalty 2359.139558 = -17746372.175238 nChanged 7898 SP:Iteration 10Q (2892.471299 sec): 3 clusters Score: Raw -17753090.148720 + Penalty 2359.139558 = -17750731.009162 nChanged 7551 SP:Iteration 11Q (2892.841209 sec): 3 clusters Score: Raw -17757461.394639 + Penalty 2359.139558 = -17755102.255081 nChanged 7369 SP:Iteration 12Q (2893.203970 sec): 3 clusters Score: Raw -17761957.766361 + Penalty 2359.139558 = -17759598.626803 nChanged 6784 SP:Iteration 13Q (2893.559447 sec): 3 clusters Score: Raw -17766327.473058 + Penalty 2359.139558 = -17763968.333500 nChanged 6040 SP:Iteration 14Q (2893.889587 sec): 3 clusters Score: Raw -17770490.835289 + Penalty 2359.139558 = -17768131.695731 nChanged 4830 SP:Iteration 15Q (2894.208761 sec): 3 clusters Score: Raw -17773942.995730 + Penalty 2359.139558 = -17771583.856172 nChanged 3555 SP:Iteration 16Q (2894.518384 sec): 3 clusters Score: Raw -17776466.653296 + Penalty 2359.139558 = -17774107.513738 nChanged 2311 SP:Iteration 17Q (2894.821157 sec): 3 clusters Score: Raw -17778075.979538 + Penalty 2359.139558 = -17775716.839980 nChanged 1322 SP:Iteration 18Q (2895.117311 sec): 3 clusters Score: Raw -17778956.668198 + Penalty 2359.139558 = -17776597.528640 nChanged 694 SP:Iteration 19Q (2895.431686 sec): 3 clusters Score: Raw -17779397.086890 + Penalty 2359.139558 = -17777037.947331 nChanged 389 SP:Iteration 20F (2895.781787 sec): 3 clusters Score: Raw -17779714.717364 + Penalty 2359.139558 = -17777355.577806 nChanged 272 SP:Iteration 21Q (2896.076591 sec): 3 clusters Score: Raw -17779952.946152 + Penalty 2359.139558 = -17777593.806594 nChanged 163 SP:Iteration 22Q (2896.381421 sec): 3 clusters Score: Raw -17780120.548718 + Penalty 2359.139558 = -17777761.409160 nChanged 101 SP:Iteration 23Q (2896.670461 sec): 3 clusters Score: Raw -17780253.038967 + Penalty 2359.139558 = -17777893.899409 nChanged 88 SP:Iteration 24Q (2896.953285 sec): 3 clusters Score: Raw -17780495.370807 + Penalty 2359.139558 = -17778136.231249 nChanged 86 SP:Iteration 25Q (2897.256781 sec): 3 clusters Score: Raw -17780700.313746 + Penalty 2359.139558 = -17778341.174187 nChanged 124 SP:Iteration 26Q (2897.544768 sec): 3 clusters Score: Raw -17780787.813566 + Penalty 2359.139558 = -17778428.674007 nChanged 137 SP:Iteration 27Q (2897.840352 sec): 3 clusters Score: Raw -17780878.242283 + Penalty 2359.139558 = -17778519.102724 nChanged 118 SP:Iteration 28Q (2898.142798 sec): 3 clusters Score: Raw -17780955.514672 + Penalty 2359.139558 = -17778596.375113 nChanged 145 SP:Iteration 29Q (2898.426287 sec): 3 clusters Score: Raw -17781044.103305 + Penalty 2359.139558 = -17778684.963746 nChanged 159 SP:Iteration 30Q (2898.707659 sec): 3 clusters Score: Raw -17781140.189402 + Penalty 2359.139558 = -17778781.049844 nChanged 168 SP:Iteration 31Q (2898.976196 sec): 3 clusters Score: Raw -17781245.345116 + Penalty 2359.139558 = -17778886.205558 nChanged 186 SP:Iteration 32Q (2899.253364 sec): 3 clusters Score: Raw -17781335.317144 + Penalty 2359.139558 = -17778976.177586 nChanged 172 SP:Iteration 33Q (2899.520859 sec): 3 clusters Score: Raw -17781403.002384 + Penalty 2359.139558 = -17779043.862826 nChanged 138 SP:Iteration 34Q (2899.818187 sec): 3 clusters Score: Raw -17781443.128084 + Penalty 2359.139558 = -17779083.988525 nChanged 109 SP:Iteration 35Q (2900.110986 sec): 3 clusters Score: Raw -17781468.810313 + Penalty 2359.139558 = -17779109.670755 nChanged 106 SP:Iteration 36Q (2900.407826 sec): 3 clusters Score: Raw -17781495.323369 + Penalty 2359.139558 = -17779136.183811 nChanged 92 SP:Iteration 37Q (2900.700114 sec): 3 clusters Score: Raw -17781512.542350 + Penalty 2359.139558 = -17779153.402792 nChanged 72 SP:Iteration 38Q (2900.988621 sec): 3 clusters Score: Raw -17781529.586740 + Penalty 2359.139558 = -17779170.447182 nChanged 72 SP:Iteration 39Q (2901.276378 sec): 3 clusters Score: Raw -17781543.773874 + Penalty 2359.139558 = -17779184.634316 nChanged 67 SP:Iteration 40F (2901.614283 sec): 3 clusters Score: Raw -17781644.945973 + Penalty 2359.139558 = -17779285.806415 nChanged 235 SP:Iteration 41Q (2901.917755 sec): 3 clusters Score: Raw -17781757.762892 + Penalty 2359.139558 = -17779398.623334 nChanged 205 SP:Iteration 42Q (2902.222186 sec): 3 clusters Score: Raw -17781832.838803 + Penalty 2359.139558 = -17779473.699245 nChanged 228 SP:Iteration 43Q (2902.510175 sec): 3 clusters Score: Raw -17781922.161961 + Penalty 2359.139558 = -17779563.022403 nChanged 250 SP:Iteration 44Q (2902.789459 sec): 3 clusters Score: Raw -17782005.740030 + Penalty 2359.139558 = -17779646.600472 nChanged 237 SP:Iteration 45Q (2903.068964 sec): 3 clusters Score: Raw -17782084.776477 + Penalty 2359.139558 = -17779725.636919 nChanged 253 SP:Iteration 46Q (2903.333727 sec): 3 clusters Score: Raw -17782173.777222 + Penalty 2359.139558 = -17779814.637664 nChanged 280 SP:Iteration 47Q (2903.623684 sec): 3 clusters Score: Raw -17782281.138485 + Penalty 2359.139558 = -17779921.998927 nChanged 317 SP:Iteration 48Q (2903.930889 sec): 3 clusters Score: Raw -17782379.761806 + Penalty 2359.139558 = -17780020.622248 nChanged 295 SP:Iteration 49Q (2904.229494 sec): 3 clusters Score: Raw -17782460.544529 + Penalty 2359.139558 = -17780101.404971 nChanged 259 SP:Iteration 50Q (2904.517548 sec): 3 clusters Score: Raw -17782517.038644 + Penalty 2359.139558 = -17780157.899085 nChanged 236 SP:Iteration 51Q (2904.817400 sec): 3 clusters Score: Raw -17782564.325709 + Penalty 2359.139558 = -17780205.186151 nChanged 215 SP:Iteration 52Q (2905.109573 sec): 3 clusters Score: Raw -17782598.530865 + Penalty 2359.139558 = -17780239.391307 nChanged 170 SP:Iteration 53Q (2905.397005 sec): 3 clusters Score: Raw -17782623.215513 + Penalty 2359.139558 = -17780264.075955 nChanged 147 SP:Iteration 54Q (2905.696731 sec): 3 clusters Score: Raw -17782646.252596 + Penalty 2359.139558 = -17780287.113037 nChanged 152 SP:Iteration 55Q (2906.002211 sec): 3 clusters Score: Raw -17782671.310820 + Penalty 2359.139558 = -17780312.171262 nChanged 137 SP:Iteration 56Q (2906.296882 sec): 3 clusters Score: Raw -17782689.413857 + Penalty 2359.139558 = -17780330.274299 nChanged 116 SP:Iteration 57Q (2906.568754 sec): 3 clusters Score: Raw -17782702.420010 + Penalty 2359.139558 = -17780343.280452 nChanged 94 SP:Iteration 58Q (2906.853117 sec): 3 clusters Score: Raw -17782713.375668 + Penalty 2359.139558 = -17780354.236110 nChanged 96 SP:Iteration 59Q (2907.125743 sec): 3 clusters Score: Raw -17782724.348235 + Penalty 2359.139558 = -17780365.208677 nChanged 84 SP:Iteration 60F (2907.447036 sec): 3 clusters Score: Raw -17782859.301139 + Penalty 2359.139558 = -17780500.161581 nChanged 309 SP:Iteration 61Q (2907.728578 sec): 3 clusters Score: Raw -17782991.123931 + Penalty 2359.139558 = -17780631.984373 nChanged 342 SP:Iteration 62Q (2908.005522 sec): 3 clusters Score: Raw -17783094.806420 + Penalty 2359.139558 = -17780735.666861 nChanged 329 SP:Iteration 63Q (2908.300609 sec): 3 clusters Score: Raw -17783180.087093 + Penalty 2359.139558 = -17780820.947535 nChanged 332 SP:Iteration 64Q (2908.593397 sec): 3 clusters Score: Raw -17783254.132491 + Penalty 2359.139558 = -17780894.992932 nChanged 319 SP:Iteration 65Q (2908.875362 sec): 3 clusters Score: Raw -17783325.847748 + Penalty 2359.139558 = -17780966.708190 nChanged 317 SP:Iteration 66Q (2909.183213 sec): 3 clusters Score: Raw -17783391.704396 + Penalty 2359.139558 = -17781032.564837 nChanged 313 SP:Iteration 67Q (2909.482299 sec): 3 clusters Score: Raw -17783455.635694 + Penalty 2359.139558 = -17781096.496136 nChanged 318 SP:Iteration 68Q (2909.773381 sec): 3 clusters Score: Raw -17783522.497261 + Penalty 2359.139558 = -17781163.357703 nChanged 326 SP:Iteration 69Q (2910.061311 sec): 3 clusters Score: Raw -17783597.166968 + Penalty 2359.139558 = -17781238.027410 nChanged 337 SP:Iteration 70Q (2910.369557 sec): 3 clusters Score: Raw -17783675.285652 + Penalty 2359.139558 = -17781316.146094 nChanged 354 SP:Iteration 71Q (2910.662229 sec): 3 clusters Score: Raw -17783751.561244 + Penalty 2359.139558 = -17781392.421685 nChanged 387 SP:Iteration 72Q (2910.949376 sec): 3 clusters Score: Raw -17783837.037931 + Penalty 2359.139558 = -17781477.898372 nChanged 399 SP:Iteration 73Q (2911.236976 sec): 3 clusters Score: Raw -17783917.592309 + Penalty 2359.139558 = -17781558.452750 nChanged 388 SP:Iteration 74Q (2911.522550 sec): 3 clusters Score: Raw -17783983.742100 + Penalty 2359.139558 = -17781624.602541 nChanged 324 SP:Iteration 75Q (2911.800267 sec): 3 clusters Score: Raw -17784026.195801 + Penalty 2359.139558 = -17781667.056243 nChanged 258 SP:Iteration 76Q (2912.080134 sec): 3 clusters Score: Raw -17784054.572003 + Penalty 2359.139558 = -17781695.432445 nChanged 212 SP:Iteration 77Q (2912.386803 sec): 3 clusters Score: Raw -17784075.184964 + Penalty 2359.139558 = -17781716.045406 nChanged 186 SP:Iteration 78Q (2912.677812 sec): 3 clusters Score: Raw -17784090.820506 + Penalty 2359.139558 = -17781731.680948 nChanged 121 SP:Iteration 79Q (2912.976741 sec): 3 clusters Score: Raw -17784097.528708 + Penalty 2359.139558 = -17781738.389150 nChanged 93 SP:Iteration 80F (2913.318442 sec): 3 clusters Score: Raw -17784192.730675 + Penalty 2359.139558 = -17781833.591117 nChanged 262 SP:Iteration 81Q (2913.626256 sec): 3 clusters Score: Raw -17784258.604056 + Penalty 2359.139558 = -17781899.464498 nChanged 290 SP:Iteration 82Q (2913.937556 sec): 3 clusters Score: Raw -17784313.776252 + Penalty 2359.139558 = -17781954.636694 nChanged 299 SP:Iteration 83Q (2914.246128 sec): 3 clusters Score: Raw -17784360.904280 + Penalty 2359.139558 = -17782001.764722 nChanged 272 SP:Iteration 84Q (2914.546694 sec): 3 clusters Score: Raw -17784395.188345 + Penalty 2359.139558 = -17782036.048787 nChanged 230 SP:Iteration 85Q (2914.858540 sec): 3 clusters Score: Raw -17784421.458021 + Penalty 2359.139558 = -17782062.318463 nChanged 189 SP:Iteration 86Q (2915.170561 sec): 3 clusters Score: Raw -17784441.023199 + Penalty 2359.139558 = -17782081.883640 nChanged 179 SP:Iteration 87Q (2915.470904 sec): 3 clusters Score: Raw -17784461.165912 + Penalty 2359.139558 = -17782102.026353 nChanged 165 SP:Iteration 88Q (2915.764961 sec): 3 clusters Score: Raw -17784476.594649 + Penalty 2359.139558 = -17782117.455091 nChanged 146 SP:Iteration 89Q (2916.054463 sec): 3 clusters Score: Raw -17784491.108134 + Penalty 2359.139558 = -17782131.968576 nChanged 166 SP:Iteration 90Q (2916.344100 sec): 3 clusters Score: Raw -17784507.856853 + Penalty 2359.139558 = -17782148.717295 nChanged 169 SP:Iteration 91Q (2916.615895 sec): 3 clusters Score: Raw -17784525.551678 + Penalty 2359.139558 = -17782166.412120 nChanged 157 SP:Iteration 92Q (2916.933608 sec): 3 clusters Score: Raw -17784539.155314 + Penalty 2359.139558 = -17782180.015756 nChanged 147 SP:Iteration 93Q (2917.235489 sec): 3 clusters Score: Raw -17784549.704473 + Penalty 2359.139558 = -17782190.564915 nChanged 139 SP:Iteration 94Q (2917.550932 sec): 3 clusters Score: Raw -17784560.619448 + Penalty 2359.139558 = -17782201.479890 nChanged 135 SP:Iteration 95Q (2917.857925 sec): 3 clusters Score: Raw -17784569.610217 + Penalty 2359.139558 = -17782210.470659 nChanged 121 SP:Iteration 96Q (2918.167204 sec): 3 clusters Score: Raw -17784576.482743 + Penalty 2359.139558 = -17782217.343185 nChanged 109 SP:Iteration 97Q (2918.467025 sec): 3 clusters Score: Raw -17784582.537851 + Penalty 2359.139558 = -17782223.398293 nChanged 88 SP:Iteration 98Q (2918.780368 sec): 3 clusters Score: Raw -17784586.929043 + Penalty 2359.139558 = -17782227.789485 nChanged 83 SP:Iteration 99Q (2919.078222 sec): 3 clusters Score: Raw -17784591.501530 + Penalty 2359.139558 = -17782232.361972 nChanged 85 SP:Iteration 100F (2919.423076 sec): 3 clusters Score: Raw -17784596.326118 + Penalty 2359.139558 = -17782237.186560 nChanged 85 SP:Iteration 101Q (2919.713297 sec): 3 clusters Score: Raw -17784599.880257 + Penalty 2359.139558 = -17782240.740699 nChanged 65 SP:Iteration 102Q (2920.038726 sec): 3 clusters Score: Raw -17784602.517738 + Penalty 2359.139558 = -17782243.378180 nChanged 72 SP:Iteration 103Q (2920.358250 sec): 3 clusters Score: Raw -17784604.831750 + Penalty 2359.139558 = -17782245.692192 nChanged 40 SP:Iteration 104Q (2920.679114 sec): 3 clusters Score: Raw -17784605.688732 + Penalty 2359.139558 = -17782246.549174 nChanged 30 SP:Iteration 105Q (2921.002153 sec): 3 clusters Score: Raw -17784606.410734 + Penalty 2359.139558 = -17782247.271176 nChanged 32 SP:Iteration 106Q (2921.326773 sec): 3 clusters Score: Raw -17784607.081285 + Penalty 2359.139558 = -17782247.941727 nChanged 28 SP:Iteration 107Q (2921.644445 sec): 3 clusters Score: Raw -17784607.830500 + Penalty 2359.139558 = -17782248.690942 nChanged 29 SP:Iteration 108Q (2921.944281 sec): 3 clusters Score: Raw -17784608.675192 + Penalty 2359.139558 = -17782249.535634 nChanged 31 SP:Iteration 109Q (2922.254191 sec): 3 clusters Score: Raw -17784609.546588 + Penalty 2359.139558 = -17782250.407029 nChanged 38 SP:Iteration 110Q (2922.533053 sec): 3 clusters Score: Raw -17784611.076946 + Penalty 2359.139558 = -17782251.937388 nChanged 37 SP:Iteration 111Q (2922.861128 sec): 3 clusters Score: Raw -17784612.371069 + Penalty 2359.139558 = -17782253.231511 nChanged 36 SP:Iteration 112Q (2923.171273 sec): 3 clusters Score: Raw -17784613.483341 + Penalty 2359.139558 = -17782254.343783 nChanged 41 SP:Iteration 113Q (2923.488067 sec): 3 clusters Score: Raw -17784614.479929 + Penalty 2359.139558 = -17782255.340371 nChanged 36 SP:Iteration 114Q (2923.813619 sec): 3 clusters Score: Raw -17784615.177242 + Penalty 2359.139558 = -17782256.037684 nChanged 23 SP:Iteration 115Q (2924.105430 sec): 3 clusters Score: Raw -17784615.571640 + Penalty 2359.139558 = -17782256.432082 nChanged 20 SP:Iteration 116Q (2924.413925 sec): 3 clusters Score: Raw -17784615.913780 + Penalty 2359.139558 = -17782256.774222 nChanged 11 SP:Iteration 117Q (2924.701727 sec): 3 clusters Score: Raw -17784616.105516 + Penalty 2359.139558 = -17782256.965957 nChanged 14 SP:Iteration 118Q (2924.993665 sec): 3 clusters Score: Raw -17784616.241031 + Penalty 2359.139558 = -17782257.101473 nChanged 10 SP:Iteration 119Q (2925.271404 sec): 3 clusters Score: Raw -17784616.371659 + Penalty 2359.139558 = -17782257.232101 nChanged 11 SP:Iteration 120F (2925.624403 sec): 3 clusters Score: Raw -17784616.501270 + Penalty 2359.139558 = -17782257.361712 nChanged 6 SP:Iteration 121Q (2925.946927 sec): 3 clusters Score: Raw -17784616.575507 + Penalty 2359.139558 = -17782257.435949 nChanged 4 SP:Iteration 122Q (2926.263524 sec): 3 clusters Score: Raw -17784616.620120 + Penalty 2359.139558 = -17782257.480562 nChanged 4 SP:Iteration 123Q (2926.559523 sec): 3 clusters Score: Raw -17784616.657882 + Penalty 2359.139558 = -17782257.518324 nChanged 4 SP:Iteration 124Q (2926.868494 sec): 3 clusters Score: Raw -17784616.715380 + Penalty 2359.139558 = -17782257.575822 nChanged 3 SP:Iteration 125Q (2927.189791 sec): 3 clusters Score: Raw -17784616.737537 + Penalty 2359.139558 = -17782257.597979 nChanged 1 SP:Iteration 126Q (2927.506136 sec): 3 clusters Score: Raw -17784616.744972 + Penalty 2359.139558 = -17782257.605414 nChanged 1 SP:Iteration 127Q (2927.792323 sec): 3 clusters Score: Raw -17784616.752254 + Penalty 2359.139558 = -17782257.612696 nChanged 1 SP:Iteration 128Q (2928.101617 sec): 3 clusters Score: Raw -17784616.772007 + Penalty 2359.139558 = -17782257.632449 nChanged 2 SP:Iteration 129Q (2928.395320 sec): 3 clusters Score: Raw -17784616.811040 + Penalty 2359.139558 = -17782257.671482 nChanged 1 SP:Iteration 130Q (2928.706137 sec): 3 clusters Score: Raw -17784616.818371 + Penalty 2359.139558 = -17782257.678813 nChanged 1 SP:Iteration 131Q (2928.996363 sec): 3 clusters Score: Raw -17784616.821891 + Penalty 2359.139558 = -17782257.682333 nChanged 2 SP:Iteration 132Q (2929.291087 sec): 3 clusters Score: Raw -17784616.840224 + Penalty 2359.139558 = -17782257.700666 nChanged 5 SP:Iteration 133Q (2929.574348 sec): 3 clusters Score: Raw -17784616.868564 + Penalty 2359.139558 = -17782257.729006 nChanged 4 SP:Iteration 134Q (2929.876867 sec): 3 clusters Score: Raw -17784616.898451 + Penalty 2359.139558 = -17782257.758893 nChanged 1 SP:Iteration 135Q (2930.181634 sec): 3 clusters Score: Raw -17784616.925494 + Penalty 2359.139558 = -17782257.785936 nChanged 5 SP:Iteration 136Q (2930.483140 sec): 3 clusters Score: Raw -17784617.012511 + Penalty 2359.139558 = -17782257.872952 nChanged 4 SP:Iteration 137Q (2930.801453 sec): 3 clusters Score: Raw -17784617.050812 + Penalty 2359.139558 = -17782257.911253 nChanged 5 SP:Iteration 138Q (2931.118548 sec): 3 clusters Score: Raw -17784617.103046 + Penalty 2359.139558 = -17782257.963488 nChanged 5 SP:Iteration 139Q (2931.429825 sec): 3 clusters Score: Raw -17784617.160167 + Penalty 2359.139558 = -17782258.020609 nChanged 2 SP:Iteration 140F (2931.760381 sec): 3 clusters Score: Raw -17784617.170301 + Penalty 2359.139558 = -17782258.030742 nChanged 1 SP:Iteration 141Q (2932.080834 sec): 3 clusters Score: Raw -17784617.181397 + Penalty 2359.139558 = -17782258.041839 nChanged 0 SP:Iteration 142F (2932.431002 sec): 3 clusters Score: Raw -17784617.181397 + Penalty 2359.139558 = -17782258.041839 nChanged 0 Score: Raw -25161819.713267 + Penalty 24291.160601 = -25137528.552666 Splitting cluster 14 changes total score from -25130985.780869 to -25137528.552666 So it's getting split into cluster 16. Trying to split cluster 15 (5048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2936.124711 sec): 2 clusters Score: Raw -335259.829656 + Penalty 810.041003 = -334449.788653 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2936.175143 sec): 3 clusters Score: Raw -332388.434052 + Penalty 1620.082007 = -330768.352045 nChanged 2185 SP:Iteration 1F (2936.211306 sec): 3 clusters Score: Raw -333651.167754 + Penalty 1620.082007 = -332031.085748 nChanged 373 SP:Iteration 2F (2936.273559 sec): 3 clusters Score: Raw -333848.354744 + Penalty 1620.082007 = -332228.272737 nChanged 279 SP:Iteration 3F (2936.329372 sec): 3 clusters Score: Raw -333984.104546 + Penalty 1620.082007 = -332364.022539 nChanged 235 SP:Iteration 4Q (2936.370190 sec): 3 clusters Score: Raw -334101.818214 + Penalty 1620.082007 = -332481.736208 nChanged 218 SP:Iteration 5Q (2936.433739 sec): 3 clusters Score: Raw -334221.360456 + Penalty 1620.082007 = -332601.278449 nChanged 219 SP:Iteration 6Q (2936.476042 sec): 3 clusters Score: Raw -334358.134024 + Penalty 1620.082007 = -332738.052018 nChanged 238 SP:Iteration 7Q (2936.535737 sec): 3 clusters Score: Raw -334546.468409 + Penalty 1620.082007 = -332926.386402 nChanged 243 SP:Iteration 8Q (2936.591334 sec): 3 clusters Score: Raw -334746.943443 + Penalty 1620.082007 = -333126.861436 nChanged 211 SP:Iteration 9Q (2936.636598 sec): 3 clusters Score: Raw -334933.327137 + Penalty 1620.082007 = -333313.245130 nChanged 175 SP:Iteration 10Q (2936.694265 sec): 3 clusters Score: Raw -335104.917854 + Penalty 1620.082007 = -333484.835847 nChanged 152 SP:Iteration 11Q (2936.740967 sec): 3 clusters Score: Raw -335288.160628 + Penalty 1620.082007 = -333668.078621 nChanged 156 SP:Iteration 12Q (2936.788055 sec): 3 clusters Score: Raw -335527.359772 + Penalty 1620.082007 = -333907.277765 nChanged 197 SP:Iteration 13Q (2936.830334 sec): 3 clusters Score: Raw -335908.147930 + Penalty 1620.082007 = -334288.065923 nChanged 198 SP:Iteration 14Q (2936.890756 sec): 3 clusters Score: Raw -336366.674199 + Penalty 1620.082007 = -334746.592192 nChanged 169 SP:Iteration 15Q (2936.937316 sec): 3 clusters Score: Raw -336750.179525 + Penalty 1620.082007 = -335130.097518 nChanged 129 SP:Iteration 16Q (2936.986590 sec): 3 clusters Score: Raw -337116.197587 + Penalty 1620.082007 = -335496.115580 nChanged 116 SP:Iteration 17Q (2937.033200 sec): 3 clusters Score: Raw -337490.267483 + Penalty 1620.082007 = -335870.185476 nChanged 103 SP:Iteration 18Q (2937.083109 sec): 3 clusters Score: Raw -337788.293465 + Penalty 1620.082007 = -336168.211458 nChanged 60 SP:Iteration 19Q (2937.123128 sec): 3 clusters Score: Raw -337879.002323 + Penalty 1620.082007 = -336258.920317 nChanged 35 SP:Iteration 20F (2937.174764 sec): 3 clusters Score: Raw -337925.521739 + Penalty 1620.082007 = -336305.439732 nChanged 34 SP:Iteration 21Q (2937.222589 sec): 3 clusters Score: Raw -337959.491347 + Penalty 1620.082007 = -336339.409340 nChanged 16 SP:Iteration 22Q (2937.278914 sec): 3 clusters Score: Raw -337967.151435 + Penalty 1620.082007 = -336347.069428 nChanged 10 SP:Iteration 23Q (2937.322601 sec): 3 clusters Score: Raw -337971.218022 + Penalty 1620.082007 = -336351.136015 nChanged 7 SP:Iteration 24Q (2937.374992 sec): 3 clusters Score: Raw -337973.275653 + Penalty 1620.082007 = -336353.193646 nChanged 3 SP:Iteration 25Q (2937.434921 sec): 3 clusters Score: Raw -337973.736402 + Penalty 1620.082007 = -336353.654395 nChanged 1 SP:Iteration 26Q (2937.476885 sec): 3 clusters Score: Raw -337973.901822 + Penalty 1620.082007 = -336353.819815 nChanged 0 SP:Iteration 27F (2937.529843 sec): 3 clusters Score: Raw -337973.901822 + Penalty 1620.082007 = -336353.819815 nChanged 0 Score: Raw -25164533.785432 + Penalty 25505.718631 = -25139028.066802 Splitting cluster 15 changes total score from -25130985.780869 to -25139028.066802 So it's getting split into cluster 21. Trying to split cluster 17 (2672 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2941.581979 sec): 2 clusters Score: Raw -197097.362951 + Penalty 749.605341 = -196347.757610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2941.622715 sec): 3 clusters Score: Raw -195728.336414 + Penalty 1499.210682 = -194229.125733 nChanged 1073 SP:Iteration 1F (2941.671046 sec): 3 clusters Score: Raw -196362.014764 + Penalty 1499.210682 = -194862.804082 nChanged 240 SP:Iteration 2F (2941.721152 sec): 3 clusters Score: Raw -196541.349247 + Penalty 1499.210682 = -195042.138566 nChanged 208 SP:Iteration 3F (2941.772325 sec): 3 clusters Score: Raw -196719.555480 + Penalty 1499.210682 = -195220.344798 nChanged 188 SP:Iteration 4F (2941.818508 sec): 3 clusters Score: Raw -196863.451880 + Penalty 1499.210682 = -195364.241199 nChanged 134 SP:Iteration 5F (2941.881359 sec): 3 clusters Score: Raw -196969.158427 + Penalty 1499.210682 = -195469.947745 nChanged 102 SP:Iteration 6Q (2941.921691 sec): 3 clusters Score: Raw -197049.305265 + Penalty 1499.210682 = -195550.094583 nChanged 72 SP:Iteration 7Q (2941.967844 sec): 3 clusters Score: Raw -197107.801725 + Penalty 1499.210682 = -195608.591044 nChanged 63 SP:Iteration 8Q (2942.019294 sec): 3 clusters Score: Raw -197154.099340 + Penalty 1499.210682 = -195654.888659 nChanged 56 SP:Iteration 9Q (2942.065510 sec): 3 clusters Score: Raw -197194.556357 + Penalty 1499.210682 = -195695.345676 nChanged 36 SP:Iteration 10Q (2942.109220 sec): 3 clusters Score: Raw -197217.553358 + Penalty 1499.210682 = -195718.342676 nChanged 26 SP:Iteration 11Q (2942.160536 sec): 3 clusters Score: Raw -197232.501174 + Penalty 1499.210682 = -195733.290493 nChanged 23 SP:Iteration 12Q (2942.203597 sec): 3 clusters Score: Raw -197242.846136 + Penalty 1499.210682 = -195743.635455 nChanged 15 SP:Iteration 13Q (2942.255240 sec): 3 clusters Score: Raw -197252.651683 + Penalty 1499.210682 = -195753.441001 nChanged 12 SP:Iteration 14Q (2942.316904 sec): 3 clusters Score: Raw -197258.665975 + Penalty 1499.210682 = -195759.455294 nChanged 7 SP:Iteration 15Q (2942.368306 sec): 3 clusters Score: Raw -197260.380591 + Penalty 1499.210682 = -195761.169909 nChanged 2 SP:Iteration 16Q (2942.404080 sec): 3 clusters Score: Raw -197260.736695 + Penalty 1499.210682 = -195761.526013 nChanged 0 SP:Iteration 17F (2942.448815 sec): 3 clusters Score: Raw -197260.736695 + Penalty 1499.210682 = -195761.526013 nChanged 0 Trying to split cluster 18 (6143 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2942.481305 sec): 2 clusters Score: Raw -458848.700938 + Penalty 828.691508 = -458020.009430 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2942.539297 sec): 3 clusters Score: Raw -455344.560756 + Penalty 1657.383015 = -453687.177741 nChanged 2680 SP:Iteration 1F (2942.595690 sec): 3 clusters Score: Raw -456808.137563 + Penalty 1657.383015 = -455150.754548 nChanged 386 SP:Iteration 2F (2942.656189 sec): 3 clusters Score: Raw -456970.870553 + Penalty 1657.383015 = -455313.487537 nChanged 287 SP:Iteration 3Q (2942.701949 sec): 3 clusters Score: Raw -457107.193065 + Penalty 1657.383015 = -455449.810050 nChanged 282 SP:Iteration 4Q (2942.755751 sec): 3 clusters Score: Raw -457254.413363 + Penalty 1657.383015 = -455597.030348 nChanged 258 SP:Iteration 5Q (2942.809573 sec): 3 clusters Score: Raw -457393.486412 + Penalty 1657.383015 = -455736.103397 nChanged 258 SP:Iteration 6Q (2942.864692 sec): 3 clusters Score: Raw -457551.842050 + Penalty 1657.383015 = -455894.459035 nChanged 274 SP:Iteration 7Q (2942.920053 sec): 3 clusters Score: Raw -457731.785682 + Penalty 1657.383015 = -456074.402666 nChanged 272 SP:Iteration 8Q (2942.976684 sec): 3 clusters Score: Raw -457912.994208 + Penalty 1657.383015 = -456255.611193 nChanged 248 SP:Iteration 9Q (2943.031501 sec): 3 clusters Score: Raw -458063.020073 + Penalty 1657.383015 = -456405.637058 nChanged 206 SP:Iteration 10Q (2943.086350 sec): 3 clusters Score: Raw -458182.149632 + Penalty 1657.383015 = -456524.766617 nChanged 176 SP:Iteration 11Q (2943.152599 sec): 3 clusters Score: Raw -458291.342410 + Penalty 1657.383015 = -456633.959395 nChanged 158 SP:Iteration 12Q (2943.187660 sec): 3 clusters Score: Raw -458382.201242 + Penalty 1657.383015 = -456724.818227 nChanged 139 SP:Iteration 13Q (2943.242338 sec): 3 clusters Score: Raw -458461.923515 + Penalty 1657.383015 = -456804.540500 nChanged 120 SP:Iteration 14Q (2943.296972 sec): 3 clusters Score: Raw -458520.580860 + Penalty 1657.383015 = -456863.197844 nChanged 94 SP:Iteration 15Q (2943.350949 sec): 3 clusters Score: Raw -458565.173520 + Penalty 1657.383015 = -456907.790505 nChanged 84 SP:Iteration 16Q (2943.404829 sec): 3 clusters Score: Raw -458606.110301 + Penalty 1657.383015 = -456948.727286 nChanged 70 SP:Iteration 17Q (2943.458901 sec): 3 clusters Score: Raw -458643.721074 + Penalty 1657.383015 = -456986.338059 nChanged 65 SP:Iteration 18Q (2943.512862 sec): 3 clusters Score: Raw -458678.818880 + Penalty 1657.383015 = -457021.435864 nChanged 59 SP:Iteration 19Q (2943.566866 sec): 3 clusters Score: Raw -458706.295233 + Penalty 1657.383015 = -457048.912217 nChanged 43 SP:Iteration 20F (2943.621886 sec): 3 clusters Score: Raw -458730.198897 + Penalty 1657.383015 = -457072.815882 nChanged 46 SP:Iteration 21Q (2943.687378 sec): 3 clusters Score: Raw -458754.833032 + Penalty 1657.383015 = -457097.450016 nChanged 42 SP:Iteration 22Q (2943.730507 sec): 3 clusters Score: Raw -458780.308423 + Penalty 1657.383015 = -457122.925407 nChanged 34 SP:Iteration 23Q (2943.784262 sec): 3 clusters Score: Raw -458798.258080 + Penalty 1657.383015 = -457140.875065 nChanged 26 SP:Iteration 24Q (2943.849549 sec): 3 clusters Score: Raw -458810.774000 + Penalty 1657.383015 = -457153.390985 nChanged 22 SP:Iteration 25Q (2943.892337 sec): 3 clusters Score: Raw -458823.915574 + Penalty 1657.383015 = -457166.532559 nChanged 24 SP:Iteration 26Q (2943.946124 sec): 3 clusters Score: Raw -458841.934000 + Penalty 1657.383015 = -457184.550985 nChanged 35 SP:Iteration 27Q (2944.011308 sec): 3 clusters Score: Raw -458862.748835 + Penalty 1657.383015 = -457205.365820 nChanged 23 SP:Iteration 28Q (2944.047899 sec): 3 clusters Score: Raw -458876.202027 + Penalty 1657.383015 = -457218.819012 nChanged 16 SP:Iteration 29Q (2944.102962 sec): 3 clusters Score: Raw -458887.217431 + Penalty 1657.383015 = -457229.834416 nChanged 22 SP:Iteration 30Q (2944.147343 sec): 3 clusters Score: Raw -458901.951890 + Penalty 1657.383015 = -457244.568875 nChanged 18 SP:Iteration 31Q (2944.202625 sec): 3 clusters Score: Raw -458915.414815 + Penalty 1657.383015 = -457258.031799 nChanged 12 SP:Iteration 32Q (2944.256488 sec): 3 clusters Score: Raw -458921.727909 + Penalty 1657.383015 = -457264.344894 nChanged 7 SP:Iteration 33Q (2944.310411 sec): 3 clusters Score: Raw -458924.853396 + Penalty 1657.383015 = -457267.470381 nChanged 11 SP:Iteration 34Q (2944.364362 sec): 3 clusters Score: Raw -458931.396225 + Penalty 1657.383015 = -457274.013210 nChanged 7 SP:Iteration 35Q (2944.417667 sec): 3 clusters Score: Raw -458936.273905 + Penalty 1657.383015 = -457278.890890 nChanged 11 SP:Iteration 36Q (2944.463362 sec): 3 clusters Score: Raw -458943.983616 + Penalty 1657.383015 = -457286.600600 nChanged 5 SP:Iteration 37Q (2944.514288 sec): 3 clusters Score: Raw -458947.823265 + Penalty 1657.383015 = -457290.440250 nChanged 4 SP:Iteration 38Q (2944.568037 sec): 3 clusters Score: Raw -458951.014973 + Penalty 1657.383015 = -457293.631958 nChanged 6 SP:Iteration 39Q (2944.623063 sec): 3 clusters Score: Raw -458955.084342 + Penalty 1657.383015 = -457297.701327 nChanged 10 SP:Iteration 40F (2944.667906 sec): 3 clusters Score: Raw -458961.068100 + Penalty 1657.383015 = -457303.685085 nChanged 2 SP:Iteration 41Q (2944.722261 sec): 3 clusters Score: Raw -458962.623709 + Penalty 1657.383015 = -457305.240694 nChanged 4 SP:Iteration 42Q (2944.776291 sec): 3 clusters Score: Raw -458965.471396 + Penalty 1657.383015 = -457308.088380 nChanged 4 SP:Iteration 43Q (2944.831482 sec): 3 clusters Score: Raw -458968.481226 + Penalty 1657.383015 = -457311.098211 nChanged 5 SP:Iteration 44Q (2944.877286 sec): 3 clusters Score: Raw -458973.353436 + Penalty 1657.383015 = -457315.970421 nChanged 5 SP:Iteration 45Q (2944.929733 sec): 3 clusters Score: Raw -458975.229619 + Penalty 1657.383015 = -457317.846604 nChanged 1 SP:Iteration 46Q (2944.985611 sec): 3 clusters Score: Raw -458975.357223 + Penalty 1657.383015 = -457317.974208 nChanged 0 SP:Iteration 47F (2945.025943 sec): 3 clusters Score: Raw -458975.357223 + Penalty 1657.383015 = -457317.974208 nChanged 0 Trying to split cluster 19 (4361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2945.053918 sec): 2 clusters Score: Raw -326127.944531 + Penalty 796.143383 = -325331.801148 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2945.107095 sec): 3 clusters Score: Raw -323740.549605 + Penalty 1592.286767 = -322148.262839 nChanged 1836 SP:Iteration 1F (2945.171131 sec): 3 clusters Score: Raw -324733.269561 + Penalty 1592.286767 = -323140.982794 nChanged 287 SP:Iteration 2F (2945.221165 sec): 3 clusters Score: Raw -324881.230052 + Penalty 1592.286767 = -323288.943285 nChanged 229 SP:Iteration 3F (2945.270424 sec): 3 clusters Score: Raw -325016.669664 + Penalty 1592.286767 = -323424.382897 nChanged 218 SP:Iteration 4Q (2945.323439 sec): 3 clusters Score: Raw -325165.785112 + Penalty 1592.286767 = -323573.498345 nChanged 184 SP:Iteration 5Q (2945.369429 sec): 3 clusters Score: Raw -325284.737951 + Penalty 1592.286767 = -323692.451184 nChanged 175 SP:Iteration 6Q (2945.423347 sec): 3 clusters Score: Raw -325418.693367 + Penalty 1592.286767 = -323826.406600 nChanged 193 SP:Iteration 7Q (2945.473035 sec): 3 clusters Score: Raw -325569.065182 + Penalty 1592.286767 = -323976.778415 nChanged 185 SP:Iteration 8Q (2945.526091 sec): 3 clusters Score: Raw -325719.790035 + Penalty 1592.286767 = -324127.503268 nChanged 176 SP:Iteration 9Q (2945.582847 sec): 3 clusters Score: Raw -325855.423868 + Penalty 1592.286767 = -324263.137101 nChanged 169 SP:Iteration 10Q (2945.637773 sec): 3 clusters Score: Raw -325975.970088 + Penalty 1592.286767 = -324383.683321 nChanged 150 SP:Iteration 11Q (2945.688375 sec): 3 clusters Score: Raw -326081.452447 + Penalty 1592.286767 = -324489.165680 nChanged 143 SP:Iteration 12Q (2945.744290 sec): 3 clusters Score: Raw -326195.712209 + Penalty 1592.286767 = -324603.425442 nChanged 149 SP:Iteration 13Q (2945.785889 sec): 3 clusters Score: Raw -326289.547723 + Penalty 1592.286767 = -324697.260956 nChanged 110 SP:Iteration 14Q (2945.836403 sec): 3 clusters Score: Raw -326341.936752 + Penalty 1592.286767 = -324749.649986 nChanged 73 SP:Iteration 15Q (2945.852221 sec): 3 clusters Score: Raw -326370.541362 + Penalty 1592.286767 = -324778.254595 nChanged 58 SP:Iteration 16Q (2945.867650 sec): 3 clusters Score: Raw -326391.071498 + Penalty 1592.286767 = -324798.784731 nChanged 45 SP:Iteration 17Q (2945.883064 sec): 3 clusters Score: Raw -326403.438800 + Penalty 1592.286767 = -324811.152033 nChanged 34 SP:Iteration 18Q (2945.898410 sec): 3 clusters Score: Raw -326413.032408 + Penalty 1592.286767 = -324820.745641 nChanged 24 SP:Iteration 19Q (2945.913711 sec): 3 clusters Score: Raw -326419.006450 + Penalty 1592.286767 = -324826.719683 nChanged 20 SP:Iteration 20F (2945.929505 sec): 3 clusters Score: Raw -326423.165626 + Penalty 1592.286767 = -324830.878860 nChanged 15 SP:Iteration 21Q (2945.945891 sec): 3 clusters Score: Raw -326425.828871 + Penalty 1592.286767 = -324833.542104 nChanged 12 SP:Iteration 22Q (2945.961649 sec): 3 clusters Score: Raw -326428.120687 + Penalty 1592.286767 = -324835.833921 nChanged 6 SP:Iteration 23Q (2945.977126 sec): 3 clusters Score: Raw -326429.630726 + Penalty 1592.286767 = -324837.343959 nChanged 8 SP:Iteration 24Q (2945.992423 sec): 3 clusters Score: Raw -326431.202192 + Penalty 1592.286767 = -324838.915425 nChanged 8 SP:Iteration 25Q (2946.007616 sec): 3 clusters Score: Raw -326432.313132 + Penalty 1592.286767 = -324840.026365 nChanged 9 SP:Iteration 26Q (2946.022843 sec): 3 clusters Score: Raw -326433.895703 + Penalty 1592.286767 = -324841.608936 nChanged 13 SP:Iteration 27Q (2946.038863 sec): 3 clusters Score: Raw -326436.840470 + Penalty 1592.286767 = -324844.553703 nChanged 11 SP:Iteration 28Q (2946.054540 sec): 3 clusters Score: Raw -326439.176324 + Penalty 1592.286767 = -324846.889557 nChanged 10 SP:Iteration 29Q (2946.069930 sec): 3 clusters Score: Raw -326442.411976 + Penalty 1592.286767 = -324850.125209 nChanged 11 SP:Iteration 30Q (2946.085169 sec): 3 clusters Score: Raw -326445.259313 + Penalty 1592.286767 = -324852.972546 nChanged 11 SP:Iteration 31Q (2946.100590 sec): 3 clusters Score: Raw -326447.601706 + Penalty 1592.286767 = -324855.314939 nChanged 11 SP:Iteration 32Q (2946.115976 sec): 3 clusters Score: Raw -326449.796683 + Penalty 1592.286767 = -324857.509916 nChanged 11 SP:Iteration 33Q (2946.132992 sec): 3 clusters Score: Raw -326452.612053 + Penalty 1592.286767 = -324860.325286 nChanged 12 SP:Iteration 34Q (2946.148497 sec): 3 clusters Score: Raw -326454.968695 + Penalty 1592.286767 = -324862.681929 nChanged 5 SP:Iteration 35Q (2946.163901 sec): 3 clusters Score: Raw -326455.877140 + Penalty 1592.286767 = -324863.590373 nChanged 6 SP:Iteration 36Q (2946.179298 sec): 3 clusters Score: Raw -326456.661718 + Penalty 1592.286767 = -324864.374951 nChanged 6 SP:Iteration 37Q (2946.208861 sec): 3 clusters Score: Raw -326458.208106 + Penalty 1592.286767 = -324865.921339 nChanged 7 SP:Iteration 38Q (2946.224548 sec): 3 clusters Score: Raw -326459.378680 + Penalty 1592.286767 = -324867.091913 nChanged 6 SP:Iteration 39Q (2946.239950 sec): 3 clusters Score: Raw -326460.141864 + Penalty 1592.286767 = -324867.855097 nChanged 3 SP:Iteration 40F (2946.255654 sec): 3 clusters Score: Raw -326460.511924 + Penalty 1592.286767 = -324868.225157 nChanged 3 SP:Iteration 41Q (2946.271124 sec): 3 clusters Score: Raw -326460.768772 + Penalty 1592.286767 = -324868.482005 nChanged 1 SP:Iteration 42Q (2946.286513 sec): 3 clusters Score: Raw -326460.948089 + Penalty 1592.286767 = -324868.661322 nChanged 1 SP:Iteration 43Q (2946.309428 sec): 3 clusters Score: Raw -326461.012696 + Penalty 1592.286767 = -324868.725930 nChanged 1 SP:Iteration 44Q (2946.322361 sec): 3 clusters Score: Raw -326461.306615 + Penalty 1592.286767 = -324869.019848 nChanged 0 SP:Iteration 45F (2946.338361 sec): 3 clusters Score: Raw -326461.306615 + Penalty 1592.286767 = -324869.019848 nChanged 0 Trying to split cluster 20 (10908 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2946.363169 sec): 2 clusters Score: Raw -812784.733515 + Penalty 883.238916 = -811901.494599 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2946.390194 sec): 3 clusters Score: Raw -806278.556298 + Penalty 1766.477831 = -804512.078467 nChanged 4937 SP:Iteration 1F (2946.415959 sec): 3 clusters Score: Raw -808957.868587 + Penalty 1766.477831 = -807191.390756 nChanged 579 SP:Iteration 2F (2946.441652 sec): 3 clusters Score: Raw -809170.876334 + Penalty 1766.477831 = -807404.398503 nChanged 556 SP:Iteration 3F (2946.467612 sec): 3 clusters Score: Raw -809398.420568 + Penalty 1766.477831 = -807631.942736 nChanged 508 SP:Iteration 4Q (2946.507184 sec): 3 clusters Score: Raw -809588.522454 + Penalty 1766.477831 = -807822.044623 nChanged 469 SP:Iteration 5Q (2946.533083 sec): 3 clusters Score: Raw -809801.854063 + Penalty 1766.477831 = -808035.376232 nChanged 472 SP:Iteration 6Q (2946.559412 sec): 3 clusters Score: Raw -810053.832594 + Penalty 1766.477831 = -808287.354763 nChanged 518 SP:Iteration 7Q (2946.585854 sec): 3 clusters Score: Raw -810409.001304 + Penalty 1766.477831 = -808642.523473 nChanged 606 SP:Iteration 8F (2946.611693 sec): 3 clusters Score: Raw -810832.654427 + Penalty 1766.477831 = -809066.176596 nChanged 622 SP:Iteration 9F (2946.637610 sec): 3 clusters Score: Raw -811247.542489 + Penalty 1766.477831 = -809481.064658 nChanged 547 SP:Iteration 10F (2946.663293 sec): 3 clusters Score: Raw -811532.787604 + Penalty 1766.477831 = -809766.309773 nChanged 407 SP:Iteration 11Q (2946.688823 sec): 3 clusters Score: Raw -811725.897256 + Penalty 1766.477831 = -809959.419425 nChanged 351 SP:Iteration 12Q (2946.714782 sec): 3 clusters Score: Raw -811882.037487 + Penalty 1766.477831 = -810115.559656 nChanged 293 SP:Iteration 13Q (2946.781077 sec): 3 clusters Score: Raw -812010.481264 + Penalty 1766.477831 = -810244.003433 nChanged 276 SP:Iteration 14Q (2946.842951 sec): 3 clusters Score: Raw -812139.007744 + Penalty 1766.477831 = -810372.529913 nChanged 279 SP:Iteration 15Q (2946.895431 sec): 3 clusters Score: Raw -812268.106048 + Penalty 1766.477831 = -810501.628217 nChanged 257 SP:Iteration 16Q (2946.948486 sec): 3 clusters Score: Raw -812393.241308 + Penalty 1766.477831 = -810626.763477 nChanged 249 SP:Iteration 17Q (2947.019887 sec): 3 clusters Score: Raw -812519.454976 + Penalty 1766.477831 = -810752.977144 nChanged 249 SP:Iteration 18Q (2947.081507 sec): 3 clusters Score: Raw -812647.354110 + Penalty 1766.477831 = -810880.876279 nChanged 235 SP:Iteration 19Q (2947.137808 sec): 3 clusters Score: Raw -812758.197184 + Penalty 1766.477831 = -810991.719353 nChanged 212 SP:Iteration 20F (2947.187810 sec): 3 clusters Score: Raw -812858.449471 + Penalty 1766.477831 = -811091.971639 nChanged 199 SP:Iteration 21Q (2947.255607 sec): 3 clusters Score: Raw -812949.100136 + Penalty 1766.477831 = -811182.622305 nChanged 159 SP:Iteration 22Q (2947.299022 sec): 3 clusters Score: Raw -813011.514687 + Penalty 1766.477831 = -811245.036855 nChanged 133 SP:Iteration 23Q (2947.324301 sec): 3 clusters Score: Raw -813059.181304 + Penalty 1766.477831 = -811292.703472 nChanged 136 SP:Iteration 24Q (2947.349902 sec): 3 clusters Score: Raw -813104.500472 + Penalty 1766.477831 = -811338.022641 nChanged 132 SP:Iteration 25Q (2947.375584 sec): 3 clusters Score: Raw -813144.456517 + Penalty 1766.477831 = -811377.978685 nChanged 97 SP:Iteration 26Q (2947.401177 sec): 3 clusters Score: Raw -813169.601627 + Penalty 1766.477831 = -811403.123796 nChanged 95 SP:Iteration 27Q (2947.426361 sec): 3 clusters Score: Raw -813200.934206 + Penalty 1766.477831 = -811434.456375 nChanged 102 SP:Iteration 28Q (2947.451491 sec): 3 clusters Score: Raw -813230.136067 + Penalty 1766.477831 = -811463.658236 nChanged 94 SP:Iteration 29Q (2947.476484 sec): 3 clusters Score: Raw -813256.337161 + Penalty 1766.477831 = -811489.859330 nChanged 83 SP:Iteration 30Q (2947.515818 sec): 3 clusters Score: Raw -813278.973176 + Penalty 1766.477831 = -811512.495345 nChanged 72 SP:Iteration 31Q (2947.539168 sec): 3 clusters Score: Raw -813295.220721 + Penalty 1766.477831 = -811528.742889 nChanged 53 SP:Iteration 32Q (2947.564091 sec): 3 clusters Score: Raw -813306.943134 + Penalty 1766.477831 = -811540.465303 nChanged 39 SP:Iteration 33Q (2947.588984 sec): 3 clusters Score: Raw -813314.800620 + Penalty 1766.477831 = -811548.322789 nChanged 33 SP:Iteration 34Q (2947.613770 sec): 3 clusters Score: Raw -813321.256207 + Penalty 1766.477831 = -811554.778376 nChanged 32 SP:Iteration 35Q (2947.652133 sec): 3 clusters Score: Raw -813327.971537 + Penalty 1766.477831 = -811561.493705 nChanged 36 SP:Iteration 36Q (2947.676211 sec): 3 clusters Score: Raw -813335.465076 + Penalty 1766.477831 = -811568.987245 nChanged 33 SP:Iteration 37Q (2947.700878 sec): 3 clusters Score: Raw -813342.644972 + Penalty 1766.477831 = -811576.167141 nChanged 29 SP:Iteration 38Q (2947.725681 sec): 3 clusters Score: Raw -813348.410092 + Penalty 1766.477831 = -811581.932261 nChanged 27 SP:Iteration 39Q (2947.750569 sec): 3 clusters Score: Raw -813353.229358 + Penalty 1766.477831 = -811586.751526 nChanged 19 SP:Iteration 40F (2947.776313 sec): 3 clusters Score: Raw -813356.339544 + Penalty 1766.477831 = -811589.861713 nChanged 17 SP:Iteration 41Q (2947.801073 sec): 3 clusters Score: Raw -813358.242911 + Penalty 1766.477831 = -811591.765080 nChanged 13 SP:Iteration 42Q (2947.825695 sec): 3 clusters Score: Raw -813359.559289 + Penalty 1766.477831 = -811593.081458 nChanged 13 SP:Iteration 43Q (2947.850478 sec): 3 clusters Score: Raw -813361.062894 + Penalty 1766.477831 = -811594.585063 nChanged 11 SP:Iteration 44Q (2947.875289 sec): 3 clusters Score: Raw -813362.567134 + Penalty 1766.477831 = -811596.089302 nChanged 15 SP:Iteration 45Q (2947.899979 sec): 3 clusters Score: Raw -813364.724604 + Penalty 1766.477831 = -811598.246773 nChanged 13 SP:Iteration 46Q (2947.924517 sec): 3 clusters Score: Raw -813366.757895 + Penalty 1766.477831 = -811600.280064 nChanged 12 SP:Iteration 47Q (2947.949101 sec): 3 clusters Score: Raw -813368.026736 + Penalty 1766.477831 = -811601.548905 nChanged 5 SP:Iteration 48Q (2947.973974 sec): 3 clusters Score: Raw -813368.611115 + Penalty 1766.477831 = -811602.133284 nChanged 4 SP:Iteration 49Q (2947.998762 sec): 3 clusters Score: Raw -813369.224522 + Penalty 1766.477831 = -811602.746690 nChanged 4 SP:Iteration 50Q (2948.023494 sec): 3 clusters Score: Raw -813369.553325 + Penalty 1766.477831 = -811603.075493 nChanged 3 SP:Iteration 51Q (2948.048070 sec): 3 clusters Score: Raw -813369.939893 + Penalty 1766.477831 = -811603.462062 nChanged 6 SP:Iteration 52Q (2948.072741 sec): 3 clusters Score: Raw -813370.942663 + Penalty 1766.477831 = -811604.464832 nChanged 11 SP:Iteration 53Q (2948.145319 sec): 3 clusters Score: Raw -813372.844382 + Penalty 1766.477831 = -811606.366551 nChanged 8 SP:Iteration 54Q (2948.196701 sec): 3 clusters Score: Raw -813374.419587 + Penalty 1766.477831 = -811607.941756 nChanged 9 SP:Iteration 55Q (2948.243262 sec): 3 clusters Score: Raw -813376.131598 + Penalty 1766.477831 = -811609.653766 nChanged 8 SP:Iteration 56Q (2948.300646 sec): 3 clusters Score: Raw -813376.992882 + Penalty 1766.477831 = -811610.515050 nChanged 5 SP:Iteration 57Q (2948.353770 sec): 3 clusters Score: Raw -813377.668817 + Penalty 1766.477831 = -811611.190985 nChanged 6 SP:Iteration 58Q (2948.420814 sec): 3 clusters Score: Raw -813378.398933 + Penalty 1766.477831 = -811611.921101 nChanged 5 SP:Iteration 59Q (2948.469661 sec): 3 clusters Score: Raw -813378.756852 + Penalty 1766.477831 = -811612.279021 nChanged 2 SP:Iteration 60F (2948.536167 sec): 3 clusters Score: Raw -813378.993942 + Penalty 1766.477831 = -811612.516110 nChanged 1 SP:Iteration 61Q (2948.591830 sec): 3 clusters Score: Raw -813379.074197 + Penalty 1766.477831 = -811612.596365 nChanged 1 SP:Iteration 62Q (2948.661865 sec): 3 clusters Score: Raw -813379.148155 + Penalty 1766.477831 = -811612.670323 nChanged 1 SP:Iteration 63Q (2948.714433 sec): 3 clusters Score: Raw -813379.206141 + Penalty 1766.477831 = -811612.728309 nChanged 0 SP:Iteration 64F (2948.783852 sec): 3 clusters Score: Raw -813379.206141 + Penalty 1766.477831 = -811612.728309 nChanged 0 Deleting Class 9 (386 points): Lose 990.963115 but Gain 1214.558030 Iteration 20F (2952.763109 sec): 21 clusters Score: Raw -25172186.016137 + Penalty 24291.160601 = -25147894.855537 nChanged 11342 Iteration 21Q (2954.842950 sec): 21 clusters Score: Raw -25179333.313319 + Penalty 24291.160601 = -25155042.152718 nChanged 9209 Iteration 22Q (2956.891751 sec): 21 clusters Score: Raw -25183624.060893 + Penalty 24291.160601 = -25159332.900293 nChanged 9180 Iteration 23Q (2959.233513 sec): 21 clusters Score: Raw -25187662.080366 + Penalty 24291.160601 = -25163370.919765 nChanged 9341 Iteration 24Q (2961.460403 sec): 21 clusters Score: Raw -25191768.024444 + Penalty 24291.160601 = -25167476.863843 nChanged 10029 Iteration 25Q (2963.525755 sec): 21 clusters Score: Raw -25196347.513598 + Penalty 24291.160601 = -25172056.352997 nChanged 10946 Iteration 26Q (2965.623816 sec): 21 clusters Score: Raw -25201795.691112 + Penalty 24291.160601 = -25177504.530511 nChanged 12188 Iteration 27Q (2967.992145 sec): 21 clusters Score: Raw -25208498.037026 + Penalty 24291.160601 = -25184206.876426 nChanged 13541 Iteration 28Q (2970.125182 sec): 21 clusters Score: Raw -25216353.431732 + Penalty 24291.160601 = -25192062.271132 nChanged 14565 Iteration 29Q (2972.210900 sec): 21 clusters Score: Raw -25224846.538041 + Penalty 24291.160601 = -25200555.377440 nChanged 15050 Iteration 30Q (2974.417776 sec): 21 clusters Score: Raw -25233424.246911 + Penalty 24291.160601 = -25209133.086310 nChanged 14924 Iteration 31Q (2976.722614 sec): 21 clusters Score: Raw -25241439.226532 + Penalty 24291.160601 = -25217148.065932 nChanged 13762 Iteration 32Q (2978.889614 sec): 21 clusters Score: Raw -25248218.425905 + Penalty 24291.160601 = -25223927.265305 nChanged 12608 Iteration 33Q (2981.016420 sec): 21 clusters Score: Raw -25253819.026406 + Penalty 24291.160601 = -25229527.865805 nChanged 11232 Iteration 34Q (2983.429764 sec): 21 clusters Score: Raw -25258386.178940 + Penalty 24291.160601 = -25234095.018339 nChanged 9900 Iteration 35Q (2985.588365 sec): 21 clusters Score: Raw -25262148.333918 + Penalty 24291.160601 = -25237857.173317 nChanged 8386 Iteration 36Q (2987.722886 sec): 21 clusters Score: Raw -25265074.528297 + Penalty 24291.160601 = -25240783.367697 nChanged 7015 Iteration 37Q (2989.976112 sec): 21 clusters Score: Raw -25267458.379337 + Penalty 24291.160601 = -25243167.218736 nChanged 6139 Iteration 38Q (2992.049376 sec): 21 clusters Score: Raw -25269415.924786 + Penalty 24291.160601 = -25245124.764185 nChanged 5253 Iteration 39Q (2994.124941 sec): 21 clusters Score: Raw -25270962.978768 + Penalty 24291.160601 = -25246671.818168 nChanged 4449 Iteration 40F (2997.715903 sec): 21 clusters Score: Raw -25282645.719008 + Penalty 24291.160601 = -25258354.558407 nChanged 19371 Iteration 41F (3001.299201 sec): 21 clusters Score: Raw -25298324.173812 + Penalty 24291.160601 = -25274033.013211 nChanged 19071 Iteration 42F (3004.911046 sec): 21 clusters Score: Raw -25311706.577773 + Penalty 24291.160601 = -25287415.417172 nChanged 17016 Iteration 43Q (3007.151194 sec): 21 clusters Score: Raw -25322602.754294 + Penalty 24291.160601 = -25298311.593694 nChanged 14072 Iteration 44Q (3009.361697 sec): 21 clusters Score: Raw -25330600.647508 + Penalty 24291.160601 = -25306309.486907 nChanged 11189 Iteration 45Q (3011.575148 sec): 21 clusters Score: Raw -25336316.831302 + Penalty 24291.160601 = -25312025.670702 nChanged 8734 Iteration 46Q (3013.768591 sec): 21 clusters Score: Raw -25340281.474200 + Penalty 24291.160601 = -25315990.313599 nChanged 6898 Iteration 47Q (3015.942971 sec): 21 clusters Score: Raw -25343062.257434 + Penalty 24291.160601 = -25318771.096833 nChanged 5609 Iteration 48Q (3018.069959 sec): 21 clusters Score: Raw -25345097.956938 + Penalty 24291.160601 = -25320806.796337 nChanged 4686 Iteration 49Q (3020.155329 sec): 21 clusters Score: Raw -25346642.165906 + Penalty 24291.160601 = -25322351.005305 nChanged 4116 Iteration 50Q (3022.218073 sec): 21 clusters Score: Raw -25347921.258279 + Penalty 24291.160601 = -25323630.097678 nChanged 3547 Iteration 51Q (3024.278292 sec): 21 clusters Score: Raw -25348893.995065 + Penalty 24291.160601 = -25324602.834464 nChanged 3121 Iteration 52Q (3026.361371 sec): 21 clusters Score: Raw -25349638.457459 + Penalty 24291.160601 = -25325347.296858 nChanged 2787 Iteration 53Q (3028.438289 sec): 21 clusters Score: Raw -25350266.761495 + Penalty 24291.160601 = -25325975.600894 nChanged 2498 Deleting Class 14 (863 points): Lose 1037.383162 but Gain 1214.558030 Iteration 54Q (3030.526985 sec): 20 clusters Score: Raw -25349719.781371 + Penalty 23076.602571 = -25326643.178800 nChanged 3130 Iteration 55Q (3032.522786 sec): 20 clusters Score: Raw -25351294.083145 + Penalty 23076.602571 = -25328217.480574 nChanged 2217 Iteration 56Q (3034.489845 sec): 20 clusters Score: Raw -25351637.721506 + Penalty 23076.602571 = -25328561.118935 nChanged 1968 Iteration 57Q (3036.413563 sec): 20 clusters Score: Raw -25351909.477742 + Penalty 23076.602571 = -25328832.875172 nChanged 1810 Iteration 58Q (3038.422016 sec): 20 clusters Score: Raw -25352137.439311 + Penalty 23076.602571 = -25329060.836740 nChanged 1607 Writing temp clu file Because OldScore, -25328832.875172, is greater than current (better) Score,-25329060.836740 Compute initial score before splitting: Score: Raw -25352137.439311 + Penalty 23076.602571 = -25329060.836740 Trying to split cluster 1 (3095 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3038.516739 sec): 2 clusters Score: Raw -242283.022882 + Penalty 763.566603 = -241519.456279 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3038.529068 sec): 3 clusters Score: Raw -240710.979096 + Penalty 1527.133205 = -239183.845890 nChanged 1268 SP:Iteration 1F (3038.540401 sec): 3 clusters Score: Raw -241623.758094 + Penalty 1527.133205 = -240096.624889 nChanged 331 SP:Iteration 2F (3038.551642 sec): 3 clusters Score: Raw -241972.852447 + Penalty 1527.133205 = -240445.719242 nChanged 231 SP:Iteration 3F (3038.563000 sec): 3 clusters Score: Raw -242222.713120 + Penalty 1527.133205 = -240695.579915 nChanged 196 SP:Iteration 4F (3038.574369 sec): 3 clusters Score: Raw -242452.512858 + Penalty 1527.133205 = -240925.379653 nChanged 167 SP:Iteration 5F (3038.585630 sec): 3 clusters Score: Raw -242612.007649 + Penalty 1527.133205 = -241084.874443 nChanged 129 SP:Iteration 6Q (3038.596780 sec): 3 clusters Score: Raw -242710.296643 + Penalty 1527.133205 = -241183.163438 nChanged 87 SP:Iteration 7Q (3038.608075 sec): 3 clusters Score: Raw -242754.550690 + Penalty 1527.133205 = -241227.417485 nChanged 71 SP:Iteration 8Q (3038.619320 sec): 3 clusters Score: Raw -242786.251348 + Penalty 1527.133205 = -241259.118143 nChanged 40 SP:Iteration 9Q (3038.630555 sec): 3 clusters Score: Raw -242798.702031 + Penalty 1527.133205 = -241271.568825 nChanged 26 SP:Iteration 10Q (3038.681449 sec): 3 clusters Score: Raw -242804.713850 + Penalty 1527.133205 = -241277.580645 nChanged 22 SP:Iteration 11Q (3038.722818 sec): 3 clusters Score: Raw -242809.996521 + Penalty 1527.133205 = -241282.863316 nChanged 16 SP:Iteration 12Q (3038.775975 sec): 3 clusters Score: Raw -242816.047337 + Penalty 1527.133205 = -241288.914132 nChanged 18 SP:Iteration 13Q (3038.818248 sec): 3 clusters Score: Raw -242823.615788 + Penalty 1527.133205 = -241296.482583 nChanged 20 SP:Iteration 14Q (3038.842060 sec): 3 clusters Score: Raw -242829.724923 + Penalty 1527.133205 = -241302.591718 nChanged 17 SP:Iteration 15Q (3038.890124 sec): 3 clusters Score: Raw -242835.726487 + Penalty 1527.133205 = -241308.593282 nChanged 16 SP:Iteration 16Q (3038.941867 sec): 3 clusters Score: Raw -242840.165395 + Penalty 1527.133205 = -241313.032190 nChanged 11 SP:Iteration 17Q (3038.993066 sec): 3 clusters Score: Raw -242845.175356 + Penalty 1527.133205 = -241318.042151 nChanged 14 SP:Iteration 18Q (3039.023362 sec): 3 clusters Score: Raw -242849.404377 + Penalty 1527.133205 = -241322.271172 nChanged 11 SP:Iteration 19Q (3039.060030 sec): 3 clusters Score: Raw -242854.222653 + Penalty 1527.133205 = -241327.089447 nChanged 11 SP:Iteration 20F (3039.106251 sec): 3 clusters Score: Raw -242857.803836 + Penalty 1527.133205 = -241330.670630 nChanged 8 SP:Iteration 21Q (3039.155733 sec): 3 clusters Score: Raw -242859.691441 + Penalty 1527.133205 = -241332.558236 nChanged 4 SP:Iteration 22Q (3039.197633 sec): 3 clusters Score: Raw -242860.517104 + Penalty 1527.133205 = -241333.383899 nChanged 3 SP:Iteration 23Q (3039.235795 sec): 3 clusters Score: Raw -242860.994366 + Penalty 1527.133205 = -241333.861161 nChanged 1 SP:Iteration 24Q (3039.277417 sec): 3 clusters Score: Raw -242861.116397 + Penalty 1527.133205 = -241333.983192 nChanged 2 SP:Iteration 25Q (3039.319090 sec): 3 clusters Score: Raw -242861.463521 + Penalty 1527.133205 = -241334.330316 nChanged 2 SP:Iteration 26Q (3039.358329 sec): 3 clusters Score: Raw -242861.708553 + Penalty 1527.133205 = -241334.575348 nChanged 0 SP:Iteration 27F (3039.411411 sec): 3 clusters Score: Raw -242861.708553 + Penalty 1527.133205 = -241334.575348 nChanged 0 Trying to split cluster 2 (15241 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3039.445381 sec): 2 clusters Score: Raw -1108586.978596 + Penalty 915.015722 = -1107671.962874 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3039.503378 sec): 3 clusters Score: Raw -1099285.321684 + Penalty 1830.031444 = -1097455.290239 nChanged 6931 SP:Iteration 1F (3039.562704 sec): 3 clusters Score: Raw -1103364.079548 + Penalty 1830.031444 = -1101534.048103 nChanged 1024 SP:Iteration 2F (3039.622267 sec): 3 clusters Score: Raw -1104048.420659 + Penalty 1830.031444 = -1102218.389215 nChanged 1085 SP:Iteration 3F (3039.678585 sec): 3 clusters Score: Raw -1104961.127723 + Penalty 1830.031444 = -1103131.096279 nChanged 1141 SP:Iteration 4F (3039.744266 sec): 3 clusters Score: Raw -1105996.339678 + Penalty 1830.031444 = -1104166.308234 nChanged 1098 SP:Iteration 5F (3039.800825 sec): 3 clusters Score: Raw -1106874.871372 + Penalty 1830.031444 = -1105044.839927 nChanged 904 SP:Iteration 6F (3039.864640 sec): 3 clusters Score: Raw -1107519.643383 + Penalty 1830.031444 = -1105689.611939 nChanged 725 SP:Iteration 7Q (3039.919707 sec): 3 clusters Score: Raw -1108037.348545 + Penalty 1830.031444 = -1106207.317101 nChanged 521 SP:Iteration 8Q (3039.973615 sec): 3 clusters Score: Raw -1108421.168129 + Penalty 1830.031444 = -1106591.136685 nChanged 384 SP:Iteration 9Q (3040.024802 sec): 3 clusters Score: Raw -1108714.869546 + Penalty 1830.031444 = -1106884.838102 nChanged 313 SP:Iteration 10Q (3040.084972 sec): 3 clusters Score: Raw -1108927.301352 + Penalty 1830.031444 = -1107097.269908 nChanged 247 SP:Iteration 11Q (3040.150818 sec): 3 clusters Score: Raw -1109075.541599 + Penalty 1830.031444 = -1107245.510155 nChanged 214 SP:Iteration 12Q (3040.195930 sec): 3 clusters Score: Raw -1109185.646310 + Penalty 1830.031444 = -1107355.614866 nChanged 150 SP:Iteration 13Q (3040.262388 sec): 3 clusters Score: Raw -1109260.104792 + Penalty 1830.031444 = -1107430.073348 nChanged 127 SP:Iteration 14Q (3040.324312 sec): 3 clusters Score: Raw -1109318.798464 + Penalty 1830.031444 = -1107488.767019 nChanged 97 SP:Iteration 15Q (3040.374350 sec): 3 clusters Score: Raw -1109357.710265 + Penalty 1830.031444 = -1107527.678821 nChanged 87 SP:Iteration 16Q (3040.433331 sec): 3 clusters Score: Raw -1109390.719176 + Penalty 1830.031444 = -1107560.687732 nChanged 72 SP:Iteration 17Q (3040.493906 sec): 3 clusters Score: Raw -1109412.985278 + Penalty 1830.031444 = -1107582.953834 nChanged 52 SP:Iteration 18Q (3040.548104 sec): 3 clusters Score: Raw -1109430.505323 + Penalty 1830.031444 = -1107600.473879 nChanged 47 SP:Iteration 19Q (3040.611226 sec): 3 clusters Score: Raw -1109447.916393 + Penalty 1830.031444 = -1107617.884948 nChanged 53 SP:Iteration 20F (3040.674852 sec): 3 clusters Score: Raw -1109466.117704 + Penalty 1830.031444 = -1107636.086260 nChanged 44 SP:Iteration 21Q (3040.720645 sec): 3 clusters Score: Raw -1109478.049439 + Penalty 1830.031444 = -1107648.017995 nChanged 26 SP:Iteration 22Q (3040.789684 sec): 3 clusters Score: Raw -1109485.777996 + Penalty 1830.031444 = -1107655.746551 nChanged 30 SP:Iteration 23Q (3040.832251 sec): 3 clusters Score: Raw -1109494.518982 + Penalty 1830.031444 = -1107664.487538 nChanged 35 SP:Iteration 24Q (3040.890789 sec): 3 clusters Score: Raw -1109506.124960 + Penalty 1830.031444 = -1107676.093516 nChanged 31 SP:Iteration 25Q (3040.948799 sec): 3 clusters Score: Raw -1109516.642886 + Penalty 1830.031444 = -1107686.611442 nChanged 32 SP:Iteration 26Q (3041.011374 sec): 3 clusters Score: Raw -1109525.403525 + Penalty 1830.031444 = -1107695.372080 nChanged 29 SP:Iteration 27Q (3041.064875 sec): 3 clusters Score: Raw -1109534.850896 + Penalty 1830.031444 = -1107704.819452 nChanged 21 SP:Iteration 28Q (3041.130308 sec): 3 clusters Score: Raw -1109540.766498 + Penalty 1830.031444 = -1107710.735054 nChanged 16 SP:Iteration 29Q (3041.176568 sec): 3 clusters Score: Raw -1109544.938981 + Penalty 1830.031444 = -1107714.907537 nChanged 16 SP:Iteration 30Q (3041.232658 sec): 3 clusters Score: Raw -1109548.868043 + Penalty 1830.031444 = -1107718.836599 nChanged 10 SP:Iteration 31Q (3041.281284 sec): 3 clusters Score: Raw -1109550.260780 + Penalty 1830.031444 = -1107720.229336 nChanged 6 SP:Iteration 32Q (3041.348690 sec): 3 clusters Score: Raw -1109551.389572 + Penalty 1830.031444 = -1107721.358128 nChanged 4 SP:Iteration 33Q (3041.398321 sec): 3 clusters Score: Raw -1109552.178540 + Penalty 1830.031444 = -1107722.147096 nChanged 4 SP:Iteration 34Q (3041.448985 sec): 3 clusters Score: Raw -1109553.043329 + Penalty 1830.031444 = -1107723.011885 nChanged 6 SP:Iteration 35Q (3041.508432 sec): 3 clusters Score: Raw -1109554.266729 + Penalty 1830.031444 = -1107724.235284 nChanged 8 SP:Iteration 36Q (3041.552571 sec): 3 clusters Score: Raw -1109555.287175 + Penalty 1830.031444 = -1107725.255731 nChanged 3 SP:Iteration 37Q (3041.603595 sec): 3 clusters Score: Raw -1109555.513305 + Penalty 1830.031444 = -1107725.481861 nChanged 2 SP:Iteration 38Q (3041.656852 sec): 3 clusters Score: Raw -1109555.903901 + Penalty 1830.031444 = -1107725.872457 nChanged 2 SP:Iteration 39Q (3041.713275 sec): 3 clusters Score: Raw -1109556.384603 + Penalty 1830.031444 = -1107726.353158 nChanged 2 SP:Iteration 40F (3041.769485 sec): 3 clusters Score: Raw -1109556.585980 + Penalty 1830.031444 = -1107726.554536 nChanged 2 SP:Iteration 41Q (3041.829957 sec): 3 clusters Score: Raw -1109556.757857 + Penalty 1830.031444 = -1107726.726413 nChanged 1 SP:Iteration 42Q (3041.885492 sec): 3 clusters Score: Raw -1109556.884624 + Penalty 1830.031444 = -1107726.853180 nChanged 0 SP:Iteration 43F (3041.941943 sec): 3 clusters Score: Raw -1109556.884624 + Penalty 1830.031444 = -1107726.853180 nChanged 0 Score: Raw -25353214.176198 + Penalty 24291.160601 = -25328923.015597 Splitting cluster 2 changes total score from -25329060.836740 to -25328923.015597 So it's not getting split. Trying to split cluster 3 (6054 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3045.539041 sec): 2 clusters Score: Raw -449101.669830 + Penalty 827.305077 = -448274.364753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3045.584618 sec): 3 clusters Score: Raw -445599.926739 + Penalty 1654.610153 = -443945.316586 nChanged 2673 SP:Iteration 1F (3045.640431 sec): 3 clusters Score: Raw -447100.093077 + Penalty 1654.610153 = -445445.482924 nChanged 357 SP:Iteration 2F (3045.694037 sec): 3 clusters Score: Raw -447243.773052 + Penalty 1654.610153 = -445589.162899 nChanged 285 SP:Iteration 3Q (3045.706670 sec): 3 clusters Score: Raw -447358.725525 + Penalty 1654.610153 = -445704.115372 nChanged 240 SP:Iteration 4Q (3045.760472 sec): 3 clusters Score: Raw -447464.219699 + Penalty 1654.610153 = -445809.609546 nChanged 222 SP:Iteration 5Q (3045.810874 sec): 3 clusters Score: Raw -447564.865939 + Penalty 1654.610153 = -445910.255786 nChanged 222 SP:Iteration 6Q (3045.855851 sec): 3 clusters Score: Raw -447660.952467 + Penalty 1654.610153 = -446006.342314 nChanged 209 SP:Iteration 7Q (3045.905103 sec): 3 clusters Score: Raw -447760.273418 + Penalty 1654.610153 = -446105.663265 nChanged 201 SP:Iteration 8Q (3045.958480 sec): 3 clusters Score: Raw -447878.397194 + Penalty 1654.610153 = -446223.787041 nChanged 212 SP:Iteration 9Q (3046.009903 sec): 3 clusters Score: Raw -448008.800546 + Penalty 1654.610153 = -446354.190393 nChanged 235 SP:Iteration 10Q (3046.053950 sec): 3 clusters Score: Raw -448168.061823 + Penalty 1654.610153 = -446513.451670 nChanged 278 SP:Iteration 11Q (3046.103685 sec): 3 clusters Score: Raw -448351.923475 + Penalty 1654.610153 = -446697.313322 nChanged 234 SP:Iteration 12Q (3046.125059 sec): 3 clusters Score: Raw -448494.553739 + Penalty 1654.610153 = -446839.943586 nChanged 214 SP:Iteration 13Q (3046.181332 sec): 3 clusters Score: Raw -448590.862761 + Penalty 1654.610153 = -446936.252608 nChanged 144 SP:Iteration 14Q (3046.220593 sec): 3 clusters Score: Raw -448641.685484 + Penalty 1654.610153 = -446987.075331 nChanged 104 SP:Iteration 15Q (3046.274435 sec): 3 clusters Score: Raw -448675.009649 + Penalty 1654.610153 = -447020.399496 nChanged 87 SP:Iteration 16Q (3046.327426 sec): 3 clusters Score: Raw -448701.531745 + Penalty 1654.610153 = -447046.921592 nChanged 72 SP:Iteration 17Q (3046.362485 sec): 3 clusters Score: Raw -448722.196985 + Penalty 1654.610153 = -447067.586832 nChanged 60 SP:Iteration 18Q (3046.381925 sec): 3 clusters Score: Raw -448742.122460 + Penalty 1654.610153 = -447087.512307 nChanged 52 SP:Iteration 19Q (3046.419275 sec): 3 clusters Score: Raw -448756.818766 + Penalty 1654.610153 = -447102.208613 nChanged 57 SP:Iteration 20F (3046.438943 sec): 3 clusters Score: Raw -448772.152960 + Penalty 1654.610153 = -447117.542807 nChanged 50 SP:Iteration 21Q (3046.493111 sec): 3 clusters Score: Raw -448784.198442 + Penalty 1654.610153 = -447129.588289 nChanged 41 SP:Iteration 22Q (3046.542862 sec): 3 clusters Score: Raw -448794.660721 + Penalty 1654.610153 = -447140.050568 nChanged 45 SP:Iteration 23Q (3046.581752 sec): 3 clusters Score: Raw -448803.165309 + Penalty 1654.610153 = -447148.555156 nChanged 42 SP:Iteration 24Q (3046.616281 sec): 3 clusters Score: Raw -448813.230924 + Penalty 1654.610153 = -447158.620771 nChanged 37 SP:Iteration 25Q (3046.661957 sec): 3 clusters Score: Raw -448820.643652 + Penalty 1654.610153 = -447166.033498 nChanged 33 SP:Iteration 26Q (3046.703997 sec): 3 clusters Score: Raw -448827.251455 + Penalty 1654.610153 = -447172.641302 nChanged 36 SP:Iteration 27Q (3046.757150 sec): 3 clusters Score: Raw -448833.903620 + Penalty 1654.610153 = -447179.293467 nChanged 38 SP:Iteration 28Q (3046.804257 sec): 3 clusters Score: Raw -448841.795225 + Penalty 1654.610153 = -447187.185072 nChanged 39 SP:Iteration 29Q (3046.845847 sec): 3 clusters Score: Raw -448848.833103 + Penalty 1654.610153 = -447194.222950 nChanged 25 SP:Iteration 30Q (3046.896157 sec): 3 clusters Score: Raw -448853.444452 + Penalty 1654.610153 = -447198.834299 nChanged 25 SP:Iteration 31Q (3046.933327 sec): 3 clusters Score: Raw -448858.085544 + Penalty 1654.610153 = -447203.475391 nChanged 26 SP:Iteration 32Q (3046.980889 sec): 3 clusters Score: Raw -448863.978610 + Penalty 1654.610153 = -447209.368457 nChanged 19 SP:Iteration 33Q (3047.019221 sec): 3 clusters Score: Raw -448867.263503 + Penalty 1654.610153 = -447212.653350 nChanged 11 SP:Iteration 34Q (3047.050393 sec): 3 clusters Score: Raw -448868.738132 + Penalty 1654.610153 = -447214.127978 nChanged 11 SP:Iteration 35Q (3047.098555 sec): 3 clusters Score: Raw -448870.357304 + Penalty 1654.610153 = -447215.747151 nChanged 15 SP:Iteration 36Q (3047.150994 sec): 3 clusters Score: Raw -448872.208857 + Penalty 1654.610153 = -447217.598704 nChanged 12 SP:Iteration 37Q (3047.183503 sec): 3 clusters Score: Raw -448873.748049 + Penalty 1654.610153 = -447219.137896 nChanged 7 SP:Iteration 38Q (3047.234873 sec): 3 clusters Score: Raw -448874.681522 + Penalty 1654.610153 = -447220.071369 nChanged 7 SP:Iteration 39Q (3047.281920 sec): 3 clusters Score: Raw -448875.333466 + Penalty 1654.610153 = -447220.723313 nChanged 4 SP:Iteration 40F (3047.317138 sec): 3 clusters Score: Raw -448875.765704 + Penalty 1654.610153 = -447221.155551 nChanged 4 SP:Iteration 41Q (3047.363470 sec): 3 clusters Score: Raw -448876.553776 + Penalty 1654.610153 = -447221.943623 nChanged 3 SP:Iteration 42Q (3047.404271 sec): 3 clusters Score: Raw -448876.822369 + Penalty 1654.610153 = -447222.212216 nChanged 2 SP:Iteration 43Q (3047.455005 sec): 3 clusters Score: Raw -448876.920711 + Penalty 1654.610153 = -447222.310558 nChanged 0 SP:Iteration 44F (3047.496261 sec): 3 clusters Score: Raw -448876.920711 + Penalty 1654.610153 = -447222.310558 nChanged 0 Trying to split cluster 4 (4530 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3047.519552 sec): 2 clusters Score: Raw -320584.884595 + Penalty 799.755336 = -319785.129259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3047.560493 sec): 3 clusters Score: Raw -318090.976140 + Penalty 1599.510672 = -316491.465469 nChanged 1938 SP:Iteration 1F (3047.596291 sec): 3 clusters Score: Raw -319165.752271 + Penalty 1599.510672 = -317566.241599 nChanged 310 SP:Iteration 2F (3047.647483 sec): 3 clusters Score: Raw -319323.138895 + Penalty 1599.510672 = -317723.628223 nChanged 242 SP:Iteration 3F (3047.689388 sec): 3 clusters Score: Raw -319474.523253 + Penalty 1599.510672 = -317875.012581 nChanged 247 SP:Iteration 4F (3047.740316 sec): 3 clusters Score: Raw -319639.041736 + Penalty 1599.510672 = -318039.531065 nChanged 240 SP:Iteration 5F (3047.786304 sec): 3 clusters Score: Raw -319804.708848 + Penalty 1599.510672 = -318205.198177 nChanged 236 SP:Iteration 6F (3047.809166 sec): 3 clusters Score: Raw -319971.963674 + Penalty 1599.510672 = -318372.453003 nChanged 203 SP:Iteration 7Q (3047.847754 sec): 3 clusters Score: Raw -320117.042802 + Penalty 1599.510672 = -318517.532131 nChanged 184 SP:Iteration 8Q (3047.891367 sec): 3 clusters Score: Raw -320251.890808 + Penalty 1599.510672 = -318652.380136 nChanged 149 SP:Iteration 9Q (3047.939770 sec): 3 clusters Score: Raw -320358.522392 + Penalty 1599.510672 = -318759.011721 nChanged 125 SP:Iteration 10Q (3047.990848 sec): 3 clusters Score: Raw -320464.842325 + Penalty 1599.510672 = -318865.331654 nChanged 100 SP:Iteration 11Q (3048.032790 sec): 3 clusters Score: Raw -320552.362077 + Penalty 1599.510672 = -318952.851406 nChanged 69 SP:Iteration 12Q (3048.076236 sec): 3 clusters Score: Raw -320616.114890 + Penalty 1599.510672 = -319016.604218 nChanged 53 SP:Iteration 13Q (3048.118686 sec): 3 clusters Score: Raw -320658.049080 + Penalty 1599.510672 = -319058.538409 nChanged 40 SP:Iteration 14Q (3048.158507 sec): 3 clusters Score: Raw -320689.297858 + Penalty 1599.510672 = -319089.787186 nChanged 17 SP:Iteration 15Q (3048.205006 sec): 3 clusters Score: Raw -320702.788715 + Penalty 1599.510672 = -319103.278043 nChanged 13 SP:Iteration 16Q (3048.258336 sec): 3 clusters Score: Raw -320717.054725 + Penalty 1599.510672 = -319117.544053 nChanged 10 SP:Iteration 17Q (3048.300369 sec): 3 clusters Score: Raw -320725.011755 + Penalty 1599.510672 = -319125.501083 nChanged 8 SP:Iteration 18Q (3048.345157 sec): 3 clusters Score: Raw -320730.308799 + Penalty 1599.510672 = -319130.798128 nChanged 6 SP:Iteration 19Q (3048.396060 sec): 3 clusters Score: Raw -320735.550506 + Penalty 1599.510672 = -319136.039834 nChanged 8 SP:Iteration 20F (3048.439313 sec): 3 clusters Score: Raw -320739.402490 + Penalty 1599.510672 = -319139.891819 nChanged 5 SP:Iteration 21Q (3048.476533 sec): 3 clusters Score: Raw -320741.212796 + Penalty 1599.510672 = -319141.702125 nChanged 2 SP:Iteration 22Q (3048.528655 sec): 3 clusters Score: Raw -320741.934090 + Penalty 1599.510672 = -319142.423419 nChanged 1 SP:Iteration 23Q (3048.571682 sec): 3 clusters Score: Raw -320742.708273 + Penalty 1599.510672 = -319143.197601 nChanged 2 SP:Iteration 24Q (3048.614135 sec): 3 clusters Score: Raw -320744.124110 + Penalty 1599.510672 = -319144.613439 nChanged 1 SP:Iteration 25Q (3048.656294 sec): 3 clusters Score: Raw -320744.438677 + Penalty 1599.510672 = -319144.928005 nChanged 1 SP:Iteration 26Q (3048.672193 sec): 3 clusters Score: Raw -320744.791929 + Penalty 1599.510672 = -319145.281257 nChanged 0 SP:Iteration 27F (3048.724615 sec): 3 clusters Score: Raw -320744.791929 + Penalty 1599.510672 = -319145.281257 nChanged 0 Trying to split cluster 5 (36391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3048.785972 sec): 2 clusters Score: Raw -2653380.782526 + Penalty 997.697293 = -2652383.085233 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3048.872198 sec): 3 clusters Score: Raw -2630159.534254 + Penalty 1995.394586 = -2628164.139667 nChanged 17149 SP:Iteration 1F (3048.955354 sec): 3 clusters Score: Raw -2640172.666259 + Penalty 1995.394586 = -2638177.271672 nChanged 1604 SP:Iteration 2Q (3049.032755 sec): 3 clusters Score: Raw -2640715.148946 + Penalty 1995.394586 = -2638719.754360 nChanged 1723 SP:Iteration 3Q (3049.123822 sec): 3 clusters Score: Raw -2641436.451009 + Penalty 1995.394586 = -2639441.056422 nChanged 1897 SP:Iteration 4F (3049.210095 sec): 3 clusters Score: Raw -2642434.716477 + Penalty 1995.394586 = -2640439.321891 nChanged 2135 SP:Iteration 5F (3049.290183 sec): 3 clusters Score: Raw -2643856.044817 + Penalty 1995.394586 = -2641860.650231 nChanged 2255 SP:Iteration 6F (3049.381297 sec): 3 clusters Score: Raw -2645440.420931 + Penalty 1995.394586 = -2643445.026345 nChanged 2118 SP:Iteration 7F (3049.463429 sec): 3 clusters Score: Raw -2646766.562722 + Penalty 1995.394586 = -2644771.168135 nChanged 1661 SP:Iteration 8Q (3049.544692 sec): 3 clusters Score: Raw -2647463.420956 + Penalty 1995.394586 = -2645468.026370 nChanged 1071 SP:Iteration 9Q (3049.633000 sec): 3 clusters Score: Raw -2647732.583772 + Penalty 1995.394586 = -2645737.189185 nChanged 598 SP:Iteration 10Q (3049.717030 sec): 3 clusters Score: Raw -2647839.915156 + Penalty 1995.394586 = -2645844.520570 nChanged 382 SP:Iteration 11Q (3049.803996 sec): 3 clusters Score: Raw -2647894.526460 + Penalty 1995.394586 = -2645899.131874 nChanged 299 SP:Iteration 12Q (3049.888708 sec): 3 clusters Score: Raw -2647935.490021 + Penalty 1995.394586 = -2645940.095434 nChanged 305 SP:Iteration 13Q (3049.970535 sec): 3 clusters Score: Raw -2647982.340731 + Penalty 1995.394586 = -2645986.946144 nChanged 295 SP:Iteration 14Q (3050.069415 sec): 3 clusters Score: Raw -2648030.650028 + Penalty 1995.394586 = -2646035.255442 nChanged 276 SP:Iteration 15Q (3050.145163 sec): 3 clusters Score: Raw -2648077.745413 + Penalty 1995.394586 = -2646082.350826 nChanged 287 SP:Iteration 16Q (3050.221792 sec): 3 clusters Score: Raw -2648126.440769 + Penalty 1995.394586 = -2646131.046182 nChanged 301 SP:Iteration 17Q (3050.299807 sec): 3 clusters Score: Raw -2648175.107384 + Penalty 1995.394586 = -2646179.712798 nChanged 283 SP:Iteration 18Q (3050.389165 sec): 3 clusters Score: Raw -2648218.360877 + Penalty 1995.394586 = -2646222.966290 nChanged 284 SP:Iteration 19Q (3050.476403 sec): 3 clusters Score: Raw -2648266.584519 + Penalty 1995.394586 = -2646271.189933 nChanged 301 SP:Iteration 20F (3050.558814 sec): 3 clusters Score: Raw -2648322.088922 + Penalty 1995.394586 = -2646326.694336 nChanged 319 SP:Iteration 21Q (3050.648371 sec): 3 clusters Score: Raw -2648388.663549 + Penalty 1995.394586 = -2646393.268963 nChanged 376 SP:Iteration 22Q (3050.732722 sec): 3 clusters Score: Raw -2648478.480033 + Penalty 1995.394586 = -2646483.085447 nChanged 425 SP:Iteration 23Q (3050.819246 sec): 3 clusters Score: Raw -2648599.346431 + Penalty 1995.394586 = -2646603.951845 nChanged 463 SP:Iteration 24Q (3050.909894 sec): 3 clusters Score: Raw -2648754.643617 + Penalty 1995.394586 = -2646759.249030 nChanged 576 SP:Iteration 25Q (3050.996386 sec): 3 clusters Score: Raw -2648972.340924 + Penalty 1995.394586 = -2646976.946337 nChanged 643 SP:Iteration 26Q (3051.096415 sec): 3 clusters Score: Raw -2649252.035623 + Penalty 1995.394586 = -2647256.641036 nChanged 734 SP:Iteration 27Q (3051.184033 sec): 3 clusters Score: Raw -2649598.843407 + Penalty 1995.394586 = -2647603.448821 nChanged 753 SP:Iteration 28Q (3051.273206 sec): 3 clusters Score: Raw -2649964.062531 + Penalty 1995.394586 = -2647968.667944 nChanged 762 SP:Iteration 29Q (3051.365245 sec): 3 clusters Score: Raw -2650318.025641 + Penalty 1995.394586 = -2648322.631055 nChanged 739 SP:Iteration 30Q (3051.447574 sec): 3 clusters Score: Raw -2650641.301550 + Penalty 1995.394586 = -2648645.906964 nChanged 658 SP:Iteration 31Q (3051.501902 sec): 3 clusters Score: Raw -2650888.027855 + Penalty 1995.394586 = -2648892.633268 nChanged 588 SP:Iteration 32Q (3051.596829 sec): 3 clusters Score: Raw -2651084.666790 + Penalty 1995.394586 = -2649089.272204 nChanged 466 SP:Iteration 33Q (3051.689967 sec): 3 clusters Score: Raw -2651232.648667 + Penalty 1995.394586 = -2649237.254081 nChanged 433 SP:Iteration 34Q (3051.766229 sec): 3 clusters Score: Raw -2651352.639694 + Penalty 1995.394586 = -2649357.245108 nChanged 365 SP:Iteration 35Q (3051.839797 sec): 3 clusters Score: Raw -2651441.176560 + Penalty 1995.394586 = -2649445.781974 nChanged 352 SP:Iteration 36Q (3051.928681 sec): 3 clusters Score: Raw -2651523.489024 + Penalty 1995.394586 = -2649528.094438 nChanged 318 SP:Iteration 37Q (3052.014501 sec): 3 clusters Score: Raw -2651591.813670 + Penalty 1995.394586 = -2649596.419084 nChanged 315 SP:Iteration 38Q (3052.104797 sec): 3 clusters Score: Raw -2651653.870507 + Penalty 1995.394586 = -2649658.475920 nChanged 280 SP:Iteration 39Q (3052.179966 sec): 3 clusters Score: Raw -2651704.420566 + Penalty 1995.394586 = -2649709.025980 nChanged 266 SP:Iteration 40F (3052.272591 sec): 3 clusters Score: Raw -2651756.189388 + Penalty 1995.394586 = -2649760.794802 nChanged 268 SP:Iteration 41Q (3052.364749 sec): 3 clusters Score: Raw -2651800.601678 + Penalty 1995.394586 = -2649805.207092 nChanged 214 SP:Iteration 42Q (3052.444599 sec): 3 clusters Score: Raw -2651831.127684 + Penalty 1995.394586 = -2649835.733098 nChanged 223 SP:Iteration 43Q (3052.533105 sec): 3 clusters Score: Raw -2651863.768543 + Penalty 1995.394586 = -2649868.373957 nChanged 224 SP:Iteration 44Q (3052.612463 sec): 3 clusters Score: Raw -2651896.050723 + Penalty 1995.394586 = -2649900.656137 nChanged 206 SP:Iteration 45Q (3052.701402 sec): 3 clusters Score: Raw -2651925.817718 + Penalty 1995.394586 = -2649930.423132 nChanged 218 SP:Iteration 46Q (3052.797037 sec): 3 clusters Score: Raw -2651958.726612 + Penalty 1995.394586 = -2649963.332025 nChanged 234 SP:Iteration 47Q (3052.880746 sec): 3 clusters Score: Raw -2651995.251380 + Penalty 1995.394586 = -2649999.856794 nChanged 236 SP:Iteration 48Q (3052.933027 sec): 3 clusters Score: Raw -2652032.994152 + Penalty 1995.394586 = -2650037.599566 nChanged 247 SP:Iteration 49Q (3053.025572 sec): 3 clusters Score: Raw -2652074.047494 + Penalty 1995.394586 = -2650078.652907 nChanged 249 SP:Iteration 50Q (3053.107921 sec): 3 clusters Score: Raw -2652116.378115 + Penalty 1995.394586 = -2650120.983529 nChanged 241 SP:Iteration 51Q (3053.199710 sec): 3 clusters Score: Raw -2652155.248859 + Penalty 1995.394586 = -2650159.854272 nChanged 221 SP:Iteration 52Q (3053.280017 sec): 3 clusters Score: Raw -2652190.788221 + Penalty 1995.394586 = -2650195.393634 nChanged 212 SP:Iteration 53Q (3053.359049 sec): 3 clusters Score: Raw -2652222.415641 + Penalty 1995.394586 = -2650227.021054 nChanged 192 SP:Iteration 54Q (3053.445893 sec): 3 clusters Score: Raw -2652247.264084 + Penalty 1995.394586 = -2650251.869497 nChanged 183 SP:Iteration 55Q (3053.526377 sec): 3 clusters Score: Raw -2652271.253285 + Penalty 1995.394586 = -2650275.858698 nChanged 182 SP:Iteration 56Q (3053.615739 sec): 3 clusters Score: Raw -2652296.646402 + Penalty 1995.394586 = -2650301.251815 nChanged 177 SP:Iteration 57Q (3053.704682 sec): 3 clusters Score: Raw -2652319.349796 + Penalty 1995.394586 = -2650323.955209 nChanged 152 SP:Iteration 58Q (3053.794703 sec): 3 clusters Score: Raw -2652338.261155 + Penalty 1995.394586 = -2650342.866569 nChanged 142 SP:Iteration 59Q (3053.875932 sec): 3 clusters Score: Raw -2652354.185533 + Penalty 1995.394586 = -2650358.790947 nChanged 132 SP:Iteration 60F (3053.970577 sec): 3 clusters Score: Raw -2652369.232454 + Penalty 1995.394586 = -2650373.837868 nChanged 138 SP:Iteration 61Q (3054.059791 sec): 3 clusters Score: Raw -2652387.405014 + Penalty 1995.394586 = -2650392.010428 nChanged 125 SP:Iteration 62Q (3054.147975 sec): 3 clusters Score: Raw -2652403.087355 + Penalty 1995.394586 = -2650407.692768 nChanged 127 SP:Iteration 63Q (3054.222754 sec): 3 clusters Score: Raw -2652418.765761 + Penalty 1995.394586 = -2650423.371174 nChanged 133 SP:Iteration 64Q (3054.315396 sec): 3 clusters Score: Raw -2652436.048057 + Penalty 1995.394586 = -2650440.653470 nChanged 130 SP:Iteration 65Q (3054.395914 sec): 3 clusters Score: Raw -2652451.912969 + Penalty 1995.394586 = -2650456.518383 nChanged 144 SP:Iteration 66Q (3054.491537 sec): 3 clusters Score: Raw -2652469.203111 + Penalty 1995.394586 = -2650473.808525 nChanged 135 SP:Iteration 67Q (3054.587214 sec): 3 clusters Score: Raw -2652484.636997 + Penalty 1995.394586 = -2650489.242411 nChanged 124 SP:Iteration 68Q (3054.665214 sec): 3 clusters Score: Raw -2652498.026635 + Penalty 1995.394586 = -2650502.632049 nChanged 112 SP:Iteration 69Q (3054.747117 sec): 3 clusters Score: Raw -2652508.522105 + Penalty 1995.394586 = -2650513.127519 nChanged 87 SP:Iteration 70Q (3054.837632 sec): 3 clusters Score: Raw -2652515.591539 + Penalty 1995.394586 = -2650520.196952 nChanged 85 SP:Iteration 71Q (3054.918867 sec): 3 clusters Score: Raw -2652522.872675 + Penalty 1995.394586 = -2650527.478089 nChanged 84 SP:Iteration 72Q (3054.969725 sec): 3 clusters Score: Raw -2652531.009975 + Penalty 1995.394586 = -2650535.615388 nChanged 94 SP:Iteration 73Q (3055.021503 sec): 3 clusters Score: Raw -2652539.448759 + Penalty 1995.394586 = -2650544.054172 nChanged 80 SP:Iteration 74Q (3055.104471 sec): 3 clusters Score: Raw -2652546.754808 + Penalty 1995.394586 = -2650551.360221 nChanged 69 SP:Iteration 75Q (3055.175023 sec): 3 clusters Score: Raw -2652552.089869 + Penalty 1995.394586 = -2650556.695282 nChanged 59 SP:Iteration 76Q (3055.227292 sec): 3 clusters Score: Raw -2652556.178746 + Penalty 1995.394586 = -2650560.784159 nChanged 56 SP:Iteration 77Q (3055.313611 sec): 3 clusters Score: Raw -2652560.365109 + Penalty 1995.394586 = -2650564.970523 nChanged 60 SP:Iteration 78Q (3055.392261 sec): 3 clusters Score: Raw -2652565.028380 + Penalty 1995.394586 = -2650569.633793 nChanged 72 SP:Iteration 79Q (3055.469888 sec): 3 clusters Score: Raw -2652570.530900 + Penalty 1995.394586 = -2650575.136314 nChanged 71 SP:Iteration 80F (3055.550235 sec): 3 clusters Score: Raw -2652576.867385 + Penalty 1995.394586 = -2650581.472799 nChanged 75 SP:Iteration 81Q (3055.633494 sec): 3 clusters Score: Raw -2652583.832029 + Penalty 1995.394586 = -2650588.437442 nChanged 78 SP:Iteration 82Q (3055.728935 sec): 3 clusters Score: Raw -2652591.859511 + Penalty 1995.394586 = -2650596.464925 nChanged 86 SP:Iteration 83Q (3055.810582 sec): 3 clusters Score: Raw -2652599.185411 + Penalty 1995.394586 = -2650603.790825 nChanged 70 SP:Iteration 84Q (3055.891096 sec): 3 clusters Score: Raw -2652603.946565 + Penalty 1995.394586 = -2650608.551979 nChanged 63 SP:Iteration 85Q (3055.964134 sec): 3 clusters Score: Raw -2652608.235463 + Penalty 1995.394586 = -2650612.840877 nChanged 61 SP:Iteration 86Q (3056.044680 sec): 3 clusters Score: Raw -2652612.575891 + Penalty 1995.394586 = -2650617.181304 nChanged 59 SP:Iteration 87Q (3056.134245 sec): 3 clusters Score: Raw -2652617.482352 + Penalty 1995.394586 = -2650622.087766 nChanged 72 SP:Iteration 88Q (3056.229054 sec): 3 clusters Score: Raw -2652623.281632 + Penalty 1995.394586 = -2650627.887045 nChanged 57 SP:Iteration 89Q (3056.311614 sec): 3 clusters Score: Raw -2652627.803997 + Penalty 1995.394586 = -2650632.409411 nChanged 55 SP:Iteration 90Q (3056.392024 sec): 3 clusters Score: Raw -2652632.052962 + Penalty 1995.394586 = -2650636.658376 nChanged 52 SP:Iteration 91Q (3056.475291 sec): 3 clusters Score: Raw -2652635.623493 + Penalty 1995.394586 = -2650640.228907 nChanged 43 SP:Iteration 92Q (3056.560327 sec): 3 clusters Score: Raw -2652637.966974 + Penalty 1995.394586 = -2650642.572387 nChanged 35 SP:Iteration 93Q (3056.637095 sec): 3 clusters Score: Raw -2652640.011647 + Penalty 1995.394586 = -2650644.617061 nChanged 39 SP:Iteration 94Q (3056.733969 sec): 3 clusters Score: Raw -2652641.832230 + Penalty 1995.394586 = -2650646.437644 nChanged 37 SP:Iteration 95Q (3056.819822 sec): 3 clusters Score: Raw -2652643.651747 + Penalty 1995.394586 = -2650648.257160 nChanged 35 SP:Iteration 96Q (3056.899811 sec): 3 clusters Score: Raw -2652646.028340 + Penalty 1995.394586 = -2650650.633754 nChanged 43 SP:Iteration 97Q (3056.979857 sec): 3 clusters Score: Raw -2652648.935698 + Penalty 1995.394586 = -2650653.541112 nChanged 37 SP:Iteration 98Q (3057.055737 sec): 3 clusters Score: Raw -2652651.249071 + Penalty 1995.394586 = -2650655.854485 nChanged 34 SP:Iteration 99Q (3057.144268 sec): 3 clusters Score: Raw -2652653.538901 + Penalty 1995.394586 = -2650658.144315 nChanged 31 SP:Iteration 100F (3057.239702 sec): 3 clusters Score: Raw -2652655.002696 + Penalty 1995.394586 = -2650659.608109 nChanged 29 SP:Iteration 101Q (3057.323306 sec): 3 clusters Score: Raw -2652656.706343 + Penalty 1995.394586 = -2650661.311757 nChanged 26 SP:Iteration 102Q (3057.415987 sec): 3 clusters Score: Raw -2652658.299651 + Penalty 1995.394586 = -2650662.905065 nChanged 30 SP:Iteration 103Q (3057.491700 sec): 3 clusters Score: Raw -2652660.362822 + Penalty 1995.394586 = -2650664.968236 nChanged 27 SP:Iteration 104Q (3057.579566 sec): 3 clusters Score: Raw -2652662.059991 + Penalty 1995.394586 = -2650666.665405 nChanged 22 SP:Iteration 105Q (3057.668762 sec): 3 clusters Score: Raw -2652663.323413 + Penalty 1995.394586 = -2650667.928827 nChanged 28 SP:Iteration 106Q (3057.756483 sec): 3 clusters Score: Raw -2652664.805195 + Penalty 1995.394586 = -2650669.410608 nChanged 25 SP:Iteration 107Q (3057.836140 sec): 3 clusters Score: Raw -2652665.959677 + Penalty 1995.394586 = -2650670.565091 nChanged 21 SP:Iteration 108Q (3057.925920 sec): 3 clusters Score: Raw -2652666.913109 + Penalty 1995.394586 = -2650671.518523 nChanged 21 SP:Iteration 109Q (3058.008073 sec): 3 clusters Score: Raw -2652667.818987 + Penalty 1995.394586 = -2650672.424401 nChanged 22 SP:Iteration 110Q (3058.089886 sec): 3 clusters Score: Raw -2652668.696055 + Penalty 1995.394586 = -2650673.301469 nChanged 22 SP:Iteration 111Q (3058.179146 sec): 3 clusters Score: Raw -2652669.770082 + Penalty 1995.394586 = -2650674.375496 nChanged 20 SP:Iteration 112Q (3058.249446 sec): 3 clusters Score: Raw -2652670.638286 + Penalty 1995.394586 = -2650675.243700 nChanged 22 SP:Iteration 113Q (3058.330229 sec): 3 clusters Score: Raw -2652671.738963 + Penalty 1995.394586 = -2650676.344376 nChanged 20 SP:Iteration 114Q (3058.407347 sec): 3 clusters Score: Raw -2652672.708359 + Penalty 1995.394586 = -2650677.313772 nChanged 22 SP:Iteration 115Q (3058.490423 sec): 3 clusters Score: Raw -2652673.541133 + Penalty 1995.394586 = -2650678.146546 nChanged 19 SP:Iteration 116Q (3058.577713 sec): 3 clusters Score: Raw -2652674.313605 + Penalty 1995.394586 = -2650678.919018 nChanged 21 SP:Iteration 117Q (3058.653976 sec): 3 clusters Score: Raw -2652675.358095 + Penalty 1995.394586 = -2650679.963509 nChanged 31 SP:Iteration 118Q (3058.738834 sec): 3 clusters Score: Raw -2652677.581310 + Penalty 1995.394586 = -2650682.186724 nChanged 35 SP:Iteration 119Q (3058.824529 sec): 3 clusters Score: Raw -2652679.994562 + Penalty 1995.394586 = -2650684.599975 nChanged 29 SP:Iteration 120F (3058.914001 sec): 3 clusters Score: Raw -2652681.466856 + Penalty 1995.394586 = -2650686.072270 nChanged 25 SP:Iteration 121Q (3059.003228 sec): 3 clusters Score: Raw -2652682.606920 + Penalty 1995.394586 = -2650687.212334 nChanged 24 SP:Iteration 122Q (3059.087704 sec): 3 clusters Score: Raw -2652683.922439 + Penalty 1995.394586 = -2650688.527853 nChanged 31 SP:Iteration 123Q (3059.172756 sec): 3 clusters Score: Raw -2652686.546020 + Penalty 1995.394586 = -2650691.151434 nChanged 30 SP:Iteration 124Q (3059.249200 sec): 3 clusters Score: Raw -2652689.407685 + Penalty 1995.394586 = -2650694.013099 nChanged 38 SP:Iteration 125Q (3059.343304 sec): 3 clusters Score: Raw -2652693.211539 + Penalty 1995.394586 = -2650697.816952 nChanged 47 SP:Iteration 126Q (3059.419762 sec): 3 clusters Score: Raw -2652697.658315 + Penalty 1995.394586 = -2650702.263729 nChanged 52 SP:Iteration 127Q (3059.503043 sec): 3 clusters Score: Raw -2652701.591700 + Penalty 1995.394586 = -2650706.197114 nChanged 41 SP:Iteration 128Q (3059.588939 sec): 3 clusters Score: Raw -2652705.021022 + Penalty 1995.394586 = -2650709.626435 nChanged 41 SP:Iteration 129Q (3059.682631 sec): 3 clusters Score: Raw -2652708.239730 + Penalty 1995.394586 = -2650712.845143 nChanged 39 SP:Iteration 130Q (3059.765507 sec): 3 clusters Score: Raw -2652711.208075 + Penalty 1995.394586 = -2650715.813489 nChanged 51 SP:Iteration 131Q (3059.840313 sec): 3 clusters Score: Raw -2652715.734314 + Penalty 1995.394586 = -2650720.339728 nChanged 48 SP:Iteration 132Q (3059.919189 sec): 3 clusters Score: Raw -2652718.921821 + Penalty 1995.394586 = -2650723.527235 nChanged 36 SP:Iteration 133Q (3059.987425 sec): 3 clusters Score: Raw -2652720.715870 + Penalty 1995.394586 = -2650725.321284 nChanged 22 SP:Iteration 134Q (3060.082031 sec): 3 clusters Score: Raw -2652721.667651 + Penalty 1995.394586 = -2650726.273064 nChanged 18 SP:Iteration 135Q (3060.169831 sec): 3 clusters Score: Raw -2652722.349481 + Penalty 1995.394586 = -2650726.954895 nChanged 12 SP:Iteration 136Q (3060.249318 sec): 3 clusters Score: Raw -2652722.929142 + Penalty 1995.394586 = -2650727.534555 nChanged 15 SP:Iteration 137Q (3060.338185 sec): 3 clusters Score: Raw -2652723.815688 + Penalty 1995.394586 = -2650728.421101 nChanged 16 SP:Iteration 138Q (3060.415288 sec): 3 clusters Score: Raw -2652724.827487 + Penalty 1995.394586 = -2650729.432900 nChanged 23 SP:Iteration 139Q (3060.504560 sec): 3 clusters Score: Raw -2652725.797386 + Penalty 1995.394586 = -2650730.402800 nChanged 18 SP:Iteration 140F (3060.588775 sec): 3 clusters Score: Raw -2652726.503366 + Penalty 1995.394586 = -2650731.108780 nChanged 22 SP:Iteration 141Q (3060.667108 sec): 3 clusters Score: Raw -2652727.484514 + Penalty 1995.394586 = -2650732.089928 nChanged 25 SP:Iteration 142Q (3060.743666 sec): 3 clusters Score: Raw -2652729.053715 + Penalty 1995.394586 = -2650733.659129 nChanged 23 SP:Iteration 143Q (3060.826222 sec): 3 clusters Score: Raw -2652730.591913 + Penalty 1995.394586 = -2650735.197327 nChanged 28 SP:Iteration 144Q (3060.904449 sec): 3 clusters Score: Raw -2652732.081764 + Penalty 1995.394586 = -2650736.687178 nChanged 24 SP:Iteration 145Q (3060.994370 sec): 3 clusters Score: Raw -2652733.728292 + Penalty 1995.394586 = -2650738.333706 nChanged 32 SP:Iteration 146Q (3061.075254 sec): 3 clusters Score: Raw -2652735.760130 + Penalty 1995.394586 = -2650740.365543 nChanged 28 SP:Iteration 147Q (3061.151587 sec): 3 clusters Score: Raw -2652737.281662 + Penalty 1995.394586 = -2650741.887075 nChanged 27 SP:Iteration 148Q (3061.240803 sec): 3 clusters Score: Raw -2652738.868388 + Penalty 1995.394586 = -2650743.473801 nChanged 34 SP:Iteration 149Q (3061.324607 sec): 3 clusters Score: Raw -2652741.035806 + Penalty 1995.394586 = -2650745.641220 nChanged 31 SP:Iteration 150Q (3061.397945 sec): 3 clusters Score: Raw -2652742.802667 + Penalty 1995.394586 = -2650747.408081 nChanged 24 SP:Iteration 151Q (3061.483331 sec): 3 clusters Score: Raw -2652744.184617 + Penalty 1995.394586 = -2650748.790030 nChanged 24 SP:Iteration 152Q (3061.567104 sec): 3 clusters Score: Raw -2652745.403768 + Penalty 1995.394586 = -2650750.009182 nChanged 23 SP:Iteration 153Q (3061.656050 sec): 3 clusters Score: Raw -2652746.562313 + Penalty 1995.394586 = -2650751.167726 nChanged 21 SP:Iteration 154Q (3061.744636 sec): 3 clusters Score: Raw -2652747.813017 + Penalty 1995.394586 = -2650752.418430 nChanged 18 SP:Iteration 155Q (3061.826623 sec): 3 clusters Score: Raw -2652748.918011 + Penalty 1995.394586 = -2650753.523425 nChanged 18 SP:Iteration 156Q (3061.911869 sec): 3 clusters Score: Raw -2652750.058442 + Penalty 1995.394586 = -2650754.663855 nChanged 20 SP:Iteration 157Q (3061.993914 sec): 3 clusters Score: Raw -2652751.174567 + Penalty 1995.394586 = -2650755.779981 nChanged 19 SP:Iteration 158Q (3062.082383 sec): 3 clusters Score: Raw -2652752.441639 + Penalty 1995.394586 = -2650757.047052 nChanged 18 SP:Iteration 159Q (3062.155028 sec): 3 clusters Score: Raw -2652753.812765 + Penalty 1995.394586 = -2650758.418179 nChanged 16 SP:Iteration 160F (3062.244574 sec): 3 clusters Score: Raw -2652754.710664 + Penalty 1995.394586 = -2650759.316078 nChanged 14 SP:Iteration 161Q (3062.313139 sec): 3 clusters Score: Raw -2652755.904060 + Penalty 1995.394586 = -2650760.509474 nChanged 19 SP:Iteration 162Q (3062.402808 sec): 3 clusters Score: Raw -2652757.395710 + Penalty 1995.394586 = -2650762.001123 nChanged 30 SP:Iteration 163Q (3062.478672 sec): 3 clusters Score: Raw -2652759.443890 + Penalty 1995.394586 = -2650764.049304 nChanged 39 SP:Iteration 164Q (3062.555218 sec): 3 clusters Score: Raw -2652762.725218 + Penalty 1995.394586 = -2650767.330632 nChanged 30 SP:Iteration 165Q (3062.631616 sec): 3 clusters Score: Raw -2652764.795949 + Penalty 1995.394586 = -2650769.401363 nChanged 36 SP:Iteration 166Q (3062.716358 sec): 3 clusters Score: Raw -2652766.986072 + Penalty 1995.394586 = -2650771.591485 nChanged 31 SP:Iteration 167Q (3062.803187 sec): 3 clusters Score: Raw -2652768.650913 + Penalty 1995.394586 = -2650773.256327 nChanged 22 SP:Iteration 168Q (3062.887553 sec): 3 clusters Score: Raw -2652770.162112 + Penalty 1995.394586 = -2650774.767525 nChanged 30 SP:Iteration 169Q (3062.971076 sec): 3 clusters Score: Raw -2652772.377558 + Penalty 1995.394586 = -2650776.982972 nChanged 24 SP:Iteration 170Q (3063.054522 sec): 3 clusters Score: Raw -2652773.591748 + Penalty 1995.394586 = -2650778.197161 nChanged 21 SP:Iteration 171Q (3063.144590 sec): 3 clusters Score: Raw -2652774.781667 + Penalty 1995.394586 = -2650779.387081 nChanged 25 SP:Iteration 172Q (3063.215765 sec): 3 clusters Score: Raw -2652776.688407 + Penalty 1995.394586 = -2650781.293820 nChanged 33 SP:Iteration 173Q (3063.301365 sec): 3 clusters Score: Raw -2652780.397417 + Penalty 1995.394586 = -2650785.002831 nChanged 42 SP:Iteration 174Q (3063.383200 sec): 3 clusters Score: Raw -2652785.706221 + Penalty 1995.394586 = -2650790.311635 nChanged 62 SP:Iteration 175Q (3063.462815 sec): 3 clusters Score: Raw -2652792.179711 + Penalty 1995.394586 = -2650796.785124 nChanged 52 SP:Iteration 176Q (3063.551866 sec): 3 clusters Score: Raw -2652796.240452 + Penalty 1995.394586 = -2650800.845865 nChanged 49 SP:Iteration 177Q (3063.632996 sec): 3 clusters Score: Raw -2652800.089095 + Penalty 1995.394586 = -2650804.694509 nChanged 38 SP:Iteration 178Q (3063.708704 sec): 3 clusters Score: Raw -2652802.806644 + Penalty 1995.394586 = -2650807.412057 nChanged 48 SP:Iteration 179Q (3063.789473 sec): 3 clusters Score: Raw -2652807.176266 + Penalty 1995.394586 = -2650811.781679 nChanged 45 SP:Iteration 180F (3063.876720 sec): 3 clusters Score: Raw -2652811.603469 + Penalty 1995.394586 = -2650816.208882 nChanged 45 SP:Iteration 181Q (3063.963226 sec): 3 clusters Score: Raw -2652815.565839 + Penalty 1995.394586 = -2650820.171253 nChanged 45 SP:Iteration 182Q (3064.048242 sec): 3 clusters Score: Raw -2652819.048399 + Penalty 1995.394586 = -2650823.653812 nChanged 40 SP:Iteration 183Q (3064.138829 sec): 3 clusters Score: Raw -2652821.760600 + Penalty 1995.394586 = -2650826.366014 nChanged 34 SP:Iteration 184Q (3064.211023 sec): 3 clusters Score: Raw -2652823.902719 + Penalty 1995.394586 = -2650828.508132 nChanged 29 SP:Iteration 185Q (3064.270730 sec): 3 clusters Score: Raw -2652825.727772 + Penalty 1995.394586 = -2650830.333186 nChanged 27 SP:Iteration 186Q (3064.358233 sec): 3 clusters Score: Raw -2652827.845701 + Penalty 1995.394586 = -2650832.451115 nChanged 35 SP:Iteration 187Q (3064.434183 sec): 3 clusters Score: Raw -2652830.771045 + Penalty 1995.394586 = -2650835.376459 nChanged 35 SP:Iteration 188Q (3064.523814 sec): 3 clusters Score: Raw -2652833.947138 + Penalty 1995.394586 = -2650838.552551 nChanged 45 SP:Iteration 189Q (3064.600744 sec): 3 clusters Score: Raw -2652837.940316 + Penalty 1995.394586 = -2650842.545730 nChanged 46 SP:Iteration 190Q (3064.679568 sec): 3 clusters Score: Raw -2652843.093774 + Penalty 1995.394586 = -2650847.699188 nChanged 57 SP:Iteration 191Q (3064.765345 sec): 3 clusters Score: Raw -2652849.599446 + Penalty 1995.394586 = -2650854.204860 nChanged 55 SP:Iteration 192Q (3064.848619 sec): 3 clusters Score: Raw -2652855.022158 + Penalty 1995.394586 = -2650859.627572 nChanged 65 SP:Iteration 193Q (3064.930477 sec): 3 clusters Score: Raw -2652861.728876 + Penalty 1995.394586 = -2650866.334290 nChanged 65 SP:Iteration 194Q (3065.019041 sec): 3 clusters Score: Raw -2652869.677041 + Penalty 1995.394586 = -2650874.282455 nChanged 59 SP:Iteration 195Q (3065.103868 sec): 3 clusters Score: Raw -2652877.039560 + Penalty 1995.394586 = -2650881.644974 nChanged 57 SP:Iteration 196Q (3065.185592 sec): 3 clusters Score: Raw -2652883.644332 + Penalty 1995.394586 = -2650888.249746 nChanged 55 SP:Iteration 197Q (3065.268003 sec): 3 clusters Score: Raw -2652888.832126 + Penalty 1995.394586 = -2650893.437540 nChanged 59 SP:Iteration 198Q (3065.349202 sec): 3 clusters Score: Raw -2652895.479344 + Penalty 1995.394586 = -2650900.084758 nChanged 62 SP:Iteration 199Q (3065.425494 sec): 3 clusters Score: Raw -2652904.353506 + Penalty 1995.394586 = -2650908.958919 nChanged 61 SP:Iteration 200F (3065.512412 sec): 3 clusters Score: Raw -2652912.243719 + Penalty 1995.394586 = -2650916.849133 nChanged 66 SP:Iteration 201Q (3065.603673 sec): 3 clusters Score: Raw -2652920.991060 + Penalty 1995.394586 = -2650925.596473 nChanged 57 SP:Iteration 202Q (3065.687564 sec): 3 clusters Score: Raw -2652927.630214 + Penalty 1995.394586 = -2650932.235628 nChanged 60 SP:Iteration 203Q (3065.772275 sec): 3 clusters Score: Raw -2652934.978626 + Penalty 1995.394586 = -2650939.584040 nChanged 47 SP:Iteration 204Q (3065.856368 sec): 3 clusters Score: Raw -2652939.121009 + Penalty 1995.394586 = -2650943.726423 nChanged 31 SP:Iteration 205Q (3065.935846 sec): 3 clusters Score: Raw -2652941.778591 + Penalty 1995.394586 = -2650946.384004 nChanged 40 SP:Iteration 206Q (3066.019330 sec): 3 clusters Score: Raw -2652945.202505 + Penalty 1995.394586 = -2650949.807918 nChanged 36 SP:Iteration 207Q (3066.091832 sec): 3 clusters Score: Raw -2652948.957807 + Penalty 1995.394586 = -2650953.563220 nChanged 38 SP:Iteration 208Q (3066.172847 sec): 3 clusters Score: Raw -2652954.319270 + Penalty 1995.394586 = -2650958.924683 nChanged 41 SP:Iteration 209Q (3066.261209 sec): 3 clusters Score: Raw -2652958.051124 + Penalty 1995.394586 = -2650962.656538 nChanged 38 SP:Iteration 210Q (3066.343431 sec): 3 clusters Score: Raw -2652962.321232 + Penalty 1995.394586 = -2650966.926646 nChanged 34 SP:Iteration 211Q (3066.426755 sec): 3 clusters Score: Raw -2652965.528372 + Penalty 1995.394586 = -2650970.133785 nChanged 31 SP:Iteration 212Q (3066.509061 sec): 3 clusters Score: Raw -2652968.366758 + Penalty 1995.394586 = -2650972.972172 nChanged 37 SP:Iteration 213Q (3066.595839 sec): 3 clusters Score: Raw -2652972.825593 + Penalty 1995.394586 = -2650977.431007 nChanged 38 SP:Iteration 214Q (3066.677103 sec): 3 clusters Score: Raw -2652977.305440 + Penalty 1995.394586 = -2650981.910853 nChanged 54 SP:Iteration 215Q (3066.756901 sec): 3 clusters Score: Raw -2652983.641950 + Penalty 1995.394586 = -2650988.247364 nChanged 51 SP:Iteration 216Q (3066.848345 sec): 3 clusters Score: Raw -2652989.591537 + Penalty 1995.394586 = -2650994.196951 nChanged 48 SP:Iteration 217Q (3066.929560 sec): 3 clusters Score: Raw -2652996.165520 + Penalty 1995.394586 = -2651000.770933 nChanged 60 SP:Iteration 218Q (3066.996616 sec): 3 clusters Score: Raw -2653006.364258 + Penalty 1995.394586 = -2651010.969672 nChanged 66 SP:Iteration 219Q (3067.068909 sec): 3 clusters Score: Raw -2653018.701624 + Penalty 1995.394586 = -2651023.307038 nChanged 62 SP:Iteration 220F (3067.130255 sec): 3 clusters Score: Raw -2653029.131986 + Penalty 1995.394586 = -2651033.737400 nChanged 65 SP:Iteration 221Q (3067.209836 sec): 3 clusters Score: Raw -2653042.545474 + Penalty 1995.394586 = -2651047.150888 nChanged 65 SP:Iteration 222Q (3067.288525 sec): 3 clusters Score: Raw -2653061.570649 + Penalty 1995.394586 = -2651066.176063 nChanged 80 SP:Iteration 223Q (3067.367368 sec): 3 clusters Score: Raw -2653092.508809 + Penalty 1995.394586 = -2651097.114223 nChanged 103 SP:Iteration 224Q (3067.448814 sec): 3 clusters Score: Raw -2653136.031361 + Penalty 1995.394586 = -2651140.636775 nChanged 106 SP:Iteration 225Q (3067.526339 sec): 3 clusters Score: Raw -2653176.829733 + Penalty 1995.394586 = -2651181.435147 nChanged 108 SP:Iteration 226Q (3067.619775 sec): 3 clusters Score: Raw -2653217.793067 + Penalty 1995.394586 = -2651222.398481 nChanged 95 SP:Iteration 227Q (3067.694926 sec): 3 clusters Score: Raw -2653255.094496 + Penalty 1995.394586 = -2651259.699910 nChanged 104 SP:Iteration 228Q (3067.767329 sec): 3 clusters Score: Raw -2653288.010381 + Penalty 1995.394586 = -2651292.615795 nChanged 85 SP:Iteration 229Q (3067.850119 sec): 3 clusters Score: Raw -2653309.909691 + Penalty 1995.394586 = -2651314.515105 nChanged 84 SP:Iteration 230Q (3067.934213 sec): 3 clusters Score: Raw -2653334.682293 + Penalty 1995.394586 = -2651339.287706 nChanged 87 SP:Iteration 231Q (3068.011466 sec): 3 clusters Score: Raw -2653364.672829 + Penalty 1995.394586 = -2651369.278242 nChanged 105 SP:Iteration 232Q (3068.085665 sec): 3 clusters Score: Raw -2653407.369103 + Penalty 1995.394586 = -2651411.974517 nChanged 101 SP:Iteration 233Q (3068.172525 sec): 3 clusters Score: Raw -2653447.994331 + Penalty 1995.394586 = -2651452.599745 nChanged 94 SP:Iteration 234Q (3068.248029 sec): 3 clusters Score: Raw -2653480.090430 + Penalty 1995.394586 = -2651484.695844 nChanged 80 SP:Iteration 235Q (3068.333647 sec): 3 clusters Score: Raw -2653506.952736 + Penalty 1995.394586 = -2651511.558149 nChanged 74 SP:Iteration 236Q (3068.405743 sec): 3 clusters Score: Raw -2653528.191795 + Penalty 1995.394586 = -2651532.797209 nChanged 68 SP:Iteration 237Q (3068.457255 sec): 3 clusters Score: Raw -2653542.441412 + Penalty 1995.394586 = -2651547.046826 nChanged 51 SP:Iteration 238Q (3068.507971 sec): 3 clusters Score: Raw -2653553.991224 + Penalty 1995.394586 = -2651558.596637 nChanged 45 SP:Iteration 239Q (3068.591810 sec): 3 clusters Score: Raw -2653563.396080 + Penalty 1995.394586 = -2651568.001493 nChanged 34 SP:Iteration 240F (3068.676972 sec): 3 clusters Score: Raw -2653570.826670 + Penalty 1995.394586 = -2651575.432083 nChanged 30 SP:Iteration 241Q (3068.746372 sec): 3 clusters Score: Raw -2653578.272805 + Penalty 1995.394586 = -2651582.878219 nChanged 30 SP:Iteration 242Q (3068.822090 sec): 3 clusters Score: Raw -2653584.734986 + Penalty 1995.394586 = -2651589.340400 nChanged 23 SP:Iteration 243Q (3068.903335 sec): 3 clusters Score: Raw -2653589.726876 + Penalty 1995.394586 = -2651594.332289 nChanged 28 SP:Iteration 244Q (3068.988134 sec): 3 clusters Score: Raw -2653595.251161 + Penalty 1995.394586 = -2651599.856574 nChanged 28 SP:Iteration 245Q (3069.056518 sec): 3 clusters Score: Raw -2653602.319218 + Penalty 1995.394586 = -2651606.924632 nChanged 24 SP:Iteration 246Q (3069.141687 sec): 3 clusters Score: Raw -2653606.174667 + Penalty 1995.394586 = -2651610.780080 nChanged 16 SP:Iteration 247Q (3069.196164 sec): 3 clusters Score: Raw -2653608.081143 + Penalty 1995.394586 = -2651612.686557 nChanged 8 SP:Iteration 248Q (3069.281413 sec): 3 clusters Score: Raw -2653609.504964 + Penalty 1995.394586 = -2651614.110378 nChanged 6 SP:Iteration 249Q (3069.362000 sec): 3 clusters Score: Raw -2653610.332518 + Penalty 1995.394586 = -2651614.937931 nChanged 3 SP:Iteration 250Q (3069.429524 sec): 3 clusters Score: Raw -2653610.569077 + Penalty 1995.394586 = -2651615.174491 nChanged 1 SP:Iteration 251Q (3069.511137 sec): 3 clusters Score: Raw -2653610.622119 + Penalty 1995.394586 = -2651615.227533 nChanged 0 SP:Iteration 252F (3069.595732 sec): 3 clusters Score: Raw -2653610.622119 + Penalty 1995.394586 = -2651615.227533 nChanged 0 Trying to split cluster 6 (265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3069.623499 sec): 2 clusters Score: Raw -15004.122375 + Penalty 530.074333 = -14474.048041 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3069.656991 sec): 3 clusters Score: Raw -15010.039130 + Penalty 1060.148667 = -13949.890463 nChanged 62 SP:Iteration 1F (3069.684980 sec): 3 clusters Score: Raw -15201.406929 + Penalty 1060.148667 = -14141.258263 nChanged 24 SP:Iteration 2F (3069.721448 sec): 3 clusters Score: Raw -15256.935313 + Penalty 1060.148667 = -14196.786646 nChanged 9 SP:Iteration 3Q (3069.762139 sec): 3 clusters Score: Raw -15277.479813 + Penalty 1060.148667 = -14217.331146 nChanged 6 SP:Iteration 4Q (3069.806329 sec): 3 clusters Score: Raw -15314.498086 + Penalty 1060.148667 = -14254.349419 nChanged 3 SP:Iteration 5Q (3069.847369 sec): 3 clusters Score: Raw -15354.756457 + Penalty 1060.148667 = -14294.607790 nChanged 4 SP:Iteration 6Q (3069.878127 sec): 3 clusters Score: Raw -15368.036672 + Penalty 1060.148667 = -14307.888005 nChanged 2 SP:Iteration 7Q (3069.909430 sec): 3 clusters Score: Raw -15370.683825 + Penalty 1060.148667 = -14310.535158 nChanged 0 SP:Iteration 8F (3069.964249 sec): 3 clusters Score: Raw -15370.683825 + Penalty 1060.148667 = -14310.535158 nChanged 0 Trying to split cluster 7 (399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3069.985278 sec): 2 clusters Score: Raw -22361.135757 + Penalty 568.951335 = -21792.184422 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3070.022841 sec): 3 clusters Score: Raw -22316.389771 + Penalty 1137.902669 = -21178.487102 nChanged 118 SP:Iteration 1F (3070.058596 sec): 3 clusters Score: Raw -22503.617697 + Penalty 1137.902669 = -21365.715028 nChanged 29 SP:Iteration 2F (3070.099127 sec): 3 clusters Score: Raw -22570.433854 + Penalty 1137.902669 = -21432.531185 nChanged 25 SP:Iteration 3F (3070.146052 sec): 3 clusters Score: Raw -22623.758420 + Penalty 1137.902669 = -21485.855751 nChanged 23 SP:Iteration 4F (3070.189067 sec): 3 clusters Score: Raw -22713.993048 + Penalty 1137.902669 = -21576.090379 nChanged 15 SP:Iteration 5Q (3070.228013 sec): 3 clusters Score: Raw -22815.898170 + Penalty 1137.902669 = -21677.995501 nChanged 15 SP:Iteration 6Q (3070.257245 sec): 3 clusters Score: Raw -22885.984603 + Penalty 1137.902669 = -21748.081934 nChanged 13 SP:Iteration 7Q (3070.310011 sec): 3 clusters Score: Raw -22945.072695 + Penalty 1137.902669 = -21807.170025 nChanged 8 SP:Iteration 8Q (3070.347851 sec): 3 clusters Score: Raw -22972.177373 + Penalty 1137.902669 = -21834.274704 nChanged 3 SP:Iteration 9Q (3070.381549 sec): 3 clusters Score: Raw -22974.743198 + Penalty 1137.902669 = -21836.840528 nChanged 1 SP:Iteration 10Q (3070.423975 sec): 3 clusters Score: Raw -22975.370786 + Penalty 1137.902669 = -21837.468116 nChanged 1 SP:Iteration 11Q (3070.459115 sec): 3 clusters Score: Raw -22976.750480 + Penalty 1137.902669 = -21838.847811 nChanged 2 SP:Iteration 12Q (3070.497797 sec): 3 clusters Score: Raw -22979.787041 + Penalty 1137.902669 = -21841.884372 nChanged 1 SP:Iteration 13Q (3070.548746 sec): 3 clusters Score: Raw -22980.905929 + Penalty 1137.902669 = -21843.003260 nChanged 1 SP:Iteration 14Q (3070.579249 sec): 3 clusters Score: Raw -22981.705621 + Penalty 1137.902669 = -21843.802951 nChanged 0 SP:Iteration 15F (3070.612879 sec): 3 clusters Score: Raw -22981.705621 + Penalty 1137.902669 = -21843.802951 nChanged 0 Score: Raw -25352864.840033 + Penalty 24291.160601 = -25328573.679433 Splitting cluster 7 changes total score from -25329060.836740 to -25328573.679433 So it's not getting split. Trying to split cluster 8 (2307 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3074.499519 sec): 2 clusters Score: Raw -180268.541065 + Penalty 735.651810 = -179532.889256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3074.538508 sec): 3 clusters Score: Raw -179118.886002 + Penalty 1471.303619 = -177647.582383 nChanged 918 SP:Iteration 1F (3074.581978 sec): 3 clusters Score: Raw -179766.286222 + Penalty 1471.303619 = -178294.982603 nChanged 223 SP:Iteration 2F (3074.625851 sec): 3 clusters Score: Raw -179955.430775 + Penalty 1471.303619 = -178484.127156 nChanged 162 SP:Iteration 3F (3074.676596 sec): 3 clusters Score: Raw -180107.335582 + Penalty 1471.303619 = -178636.031963 nChanged 146 SP:Iteration 4F (3074.727395 sec): 3 clusters Score: Raw -180237.373727 + Penalty 1471.303619 = -178766.070108 nChanged 113 SP:Iteration 5Q (3074.768465 sec): 3 clusters Score: Raw -180327.002834 + Penalty 1471.303619 = -178855.699215 nChanged 90 SP:Iteration 6Q (3074.814183 sec): 3 clusters Score: Raw -180399.728550 + Penalty 1471.303619 = -178928.424931 nChanged 77 SP:Iteration 7Q (3074.855889 sec): 3 clusters Score: Raw -180468.919741 + Penalty 1471.303619 = -178997.616122 nChanged 72 SP:Iteration 8Q (3074.896676 sec): 3 clusters Score: Raw -180528.098353 + Penalty 1471.303619 = -179056.794734 nChanged 61 SP:Iteration 9Q (3074.936591 sec): 3 clusters Score: Raw -180576.952852 + Penalty 1471.303619 = -179105.649233 nChanged 55 SP:Iteration 10Q (3074.984624 sec): 3 clusters Score: Raw -180615.657797 + Penalty 1471.303619 = -179144.354178 nChanged 40 SP:Iteration 11Q (3075.035386 sec): 3 clusters Score: Raw -180631.103912 + Penalty 1471.303619 = -179159.800293 nChanged 22 SP:Iteration 12Q (3075.076764 sec): 3 clusters Score: Raw -180640.246585 + Penalty 1471.303619 = -179168.942966 nChanged 13 SP:Iteration 13Q (3075.127141 sec): 3 clusters Score: Raw -180645.302431 + Penalty 1471.303619 = -179173.998812 nChanged 12 SP:Iteration 14Q (3075.189972 sec): 3 clusters Score: Raw -180648.639817 + Penalty 1471.303619 = -179177.336198 nChanged 6 SP:Iteration 15Q (3075.223808 sec): 3 clusters Score: Raw -180650.083127 + Penalty 1471.303619 = -179178.779508 nChanged 4 SP:Iteration 16Q (3075.275339 sec): 3 clusters Score: Raw -180650.924562 + Penalty 1471.303619 = -179179.620943 nChanged 5 SP:Iteration 17Q (3075.322808 sec): 3 clusters Score: Raw -180651.918398 + Penalty 1471.303619 = -179180.614779 nChanged 3 SP:Iteration 18Q (3075.370667 sec): 3 clusters Score: Raw -180652.487094 + Penalty 1471.303619 = -179181.183475 nChanged 3 SP:Iteration 19Q (3075.417751 sec): 3 clusters Score: Raw -180652.982263 + Penalty 1471.303619 = -179181.678644 nChanged 2 SP:Iteration 20F (3075.460297 sec): 3 clusters Score: Raw -180653.516875 + Penalty 1471.303619 = -179182.213256 nChanged 1 SP:Iteration 21Q (3075.510913 sec): 3 clusters Score: Raw -180653.649498 + Penalty 1471.303619 = -179182.345879 nChanged 0 SP:Iteration 22F (3075.558689 sec): 3 clusters Score: Raw -180653.649498 + Penalty 1471.303619 = -179182.345879 nChanged 0 Trying to split cluster 10 (3270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3075.590429 sec): 2 clusters Score: Raw -214003.134244 + Penalty 768.791800 = -213234.342444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3075.630788 sec): 3 clusters Score: Raw -212365.543838 + Penalty 1537.583600 = -210827.960237 nChanged 1323 SP:Iteration 1F (3075.683838 sec): 3 clusters Score: Raw -213197.693813 + Penalty 1537.583600 = -211660.110213 nChanged 270 SP:Iteration 2F (3075.737206 sec): 3 clusters Score: Raw -213423.104409 + Penalty 1537.583600 = -211885.520809 nChanged 243 SP:Iteration 3F (3075.783418 sec): 3 clusters Score: Raw -213643.980081 + Penalty 1537.583600 = -212106.396481 nChanged 222 SP:Iteration 4F (3075.835960 sec): 3 clusters Score: Raw -213889.408271 + Penalty 1537.583600 = -212351.824671 nChanged 201 SP:Iteration 5F (3075.886735 sec): 3 clusters Score: Raw -214108.815865 + Penalty 1537.583600 = -212571.232265 nChanged 148 SP:Iteration 6Q (3075.940258 sec): 3 clusters Score: Raw -214228.028449 + Penalty 1537.583600 = -212690.444849 nChanged 100 SP:Iteration 7Q (3075.992508 sec): 3 clusters Score: Raw -214315.680946 + Penalty 1537.583600 = -212778.097346 nChanged 71 SP:Iteration 8Q (3076.045137 sec): 3 clusters Score: Raw -214368.521444 + Penalty 1537.583600 = -212830.937844 nChanged 52 SP:Iteration 9Q (3076.097642 sec): 3 clusters Score: Raw -214415.173757 + Penalty 1537.583600 = -212877.590157 nChanged 47 SP:Iteration 10Q (3076.150146 sec): 3 clusters Score: Raw -214448.082195 + Penalty 1537.583600 = -212910.498595 nChanged 45 SP:Iteration 11Q (3076.196573 sec): 3 clusters Score: Raw -214473.380590 + Penalty 1537.583600 = -212935.796990 nChanged 31 SP:Iteration 12Q (3076.248114 sec): 3 clusters Score: Raw -214484.602459 + Penalty 1537.583600 = -212947.018859 nChanged 15 SP:Iteration 13Q (3076.300782 sec): 3 clusters Score: Raw -214488.615391 + Penalty 1537.583600 = -212951.031791 nChanged 1 SP:Iteration 14Q (3076.352990 sec): 3 clusters Score: Raw -214488.998750 + Penalty 1537.583600 = -212951.415150 nChanged 0 SP:Iteration 15F (3076.405980 sec): 3 clusters Score: Raw -214488.998750 + Penalty 1537.583600 = -212951.415150 nChanged 0 Trying to split cluster 11 (6513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3076.439815 sec): 2 clusters Score: Raw -481508.726234 + Penalty 834.247769 = -480674.478466 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3076.498901 sec): 3 clusters Score: Raw -477737.602191 + Penalty 1668.495537 = -476069.106654 nChanged 2846 SP:Iteration 1F (3076.543465 sec): 3 clusters Score: Raw -479243.296730 + Penalty 1668.495537 = -477574.801193 nChanged 421 SP:Iteration 2F (3076.591732 sec): 3 clusters Score: Raw -479470.077215 + Penalty 1668.495537 = -477801.581678 nChanged 467 SP:Iteration 3F (3076.644794 sec): 3 clusters Score: Raw -479798.464465 + Penalty 1668.495537 = -478129.968928 nChanged 541 SP:Iteration 4F (3076.699035 sec): 3 clusters Score: Raw -480248.694325 + Penalty 1668.495537 = -478580.198788 nChanged 510 SP:Iteration 5F (3076.743308 sec): 3 clusters Score: Raw -480736.632302 + Penalty 1668.495537 = -479068.136765 nChanged 403 SP:Iteration 6F (3076.798426 sec): 3 clusters Score: Raw -481147.771936 + Penalty 1668.495537 = -479479.276399 nChanged 229 SP:Iteration 7Q (3076.847599 sec): 3 clusters Score: Raw -481389.898549 + Penalty 1668.495537 = -479721.403012 nChanged 113 SP:Iteration 8Q (3076.905639 sec): 3 clusters Score: Raw -481503.832405 + Penalty 1668.495537 = -479835.336868 nChanged 53 SP:Iteration 9Q (3076.961512 sec): 3 clusters Score: Raw -481556.410088 + Penalty 1668.495537 = -479887.914551 nChanged 31 SP:Iteration 10Q (3076.992223 sec): 3 clusters Score: Raw -481590.858855 + Penalty 1668.495537 = -479922.363318 nChanged 13 SP:Iteration 11Q (3077.038625 sec): 3 clusters Score: Raw -481612.740054 + Penalty 1668.495537 = -479944.244517 nChanged 12 SP:Iteration 12Q (3077.092640 sec): 3 clusters Score: Raw -481626.599412 + Penalty 1668.495537 = -479958.103875 nChanged 3 SP:Iteration 13Q (3077.144898 sec): 3 clusters Score: Raw -481633.335143 + Penalty 1668.495537 = -479964.839606 nChanged 1 SP:Iteration 14Q (3077.201335 sec): 3 clusters Score: Raw -481633.880658 + Penalty 1668.495537 = -479965.385120 nChanged 0 SP:Iteration 15F (3077.236134 sec): 3 clusters Score: Raw -481633.880658 + Penalty 1668.495537 = -479965.385120 nChanged 0 Trying to split cluster 12 (48833 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3077.299743 sec): 2 clusters Score: Raw -3382068.145845 + Penalty 1025.635351 = -3381042.510494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3077.404199 sec): 3 clusters Score: Raw -3350306.376199 + Penalty 2051.270703 = -3348255.105496 nChanged 23565 SP:Iteration 1F (3077.491299 sec): 3 clusters Score: Raw -3365802.275607 + Penalty 2051.270703 = -3363751.004904 nChanged 3374 SP:Iteration 2F (3077.593938 sec): 3 clusters Score: Raw -3368413.855356 + Penalty 2051.270703 = -3366362.584654 nChanged 3772 SP:Iteration 3F (3077.688311 sec): 3 clusters Score: Raw -3371930.961788 + Penalty 2051.270703 = -3369879.691086 nChanged 3550 SP:Iteration 4F (3077.784311 sec): 3 clusters Score: Raw -3374927.583011 + Penalty 2051.270703 = -3372876.312309 nChanged 2937 SP:Iteration 5F (3077.859785 sec): 3 clusters Score: Raw -3376771.719076 + Penalty 2051.270703 = -3374720.448374 nChanged 2121 SP:Iteration 6Q (3077.962749 sec): 3 clusters Score: Raw -3377655.572625 + Penalty 2051.270703 = -3375604.301923 nChanged 1369 SP:Iteration 7Q (3078.072490 sec): 3 clusters Score: Raw -3378024.299456 + Penalty 2051.270703 = -3375973.028754 nChanged 823 SP:Iteration 8Q (3078.173626 sec): 3 clusters Score: Raw -3378170.928009 + Penalty 2051.270703 = -3376119.657307 nChanged 512 SP:Iteration 9Q (3078.287272 sec): 3 clusters Score: Raw -3378233.406566 + Penalty 2051.270703 = -3376182.135863 nChanged 330 SP:Iteration 10Q (3078.398538 sec): 3 clusters Score: Raw -3378266.038276 + Penalty 2051.270703 = -3376214.767574 nChanged 251 SP:Iteration 11Q (3078.498131 sec): 3 clusters Score: Raw -3378288.231504 + Penalty 2051.270703 = -3376236.960801 nChanged 203 SP:Iteration 12Q (3078.598166 sec): 3 clusters Score: Raw -3378305.508603 + Penalty 2051.270703 = -3376254.237901 nChanged 207 SP:Iteration 13Q (3078.699099 sec): 3 clusters Score: Raw -3378323.255265 + Penalty 2051.270703 = -3376271.984562 nChanged 178 SP:Iteration 14Q (3078.811502 sec): 3 clusters Score: Raw -3378337.071825 + Penalty 2051.270703 = -3376285.801122 nChanged 170 SP:Iteration 15Q (3078.907635 sec): 3 clusters Score: Raw -3378349.058172 + Penalty 2051.270703 = -3376297.787469 nChanged 158 SP:Iteration 16Q (3078.997412 sec): 3 clusters Score: Raw -3378360.468000 + Penalty 2051.270703 = -3376309.197298 nChanged 135 SP:Iteration 17Q (3079.107852 sec): 3 clusters Score: Raw -3378368.512668 + Penalty 2051.270703 = -3376317.241965 nChanged 135 SP:Iteration 18Q (3079.214278 sec): 3 clusters Score: Raw -3378375.415753 + Penalty 2051.270703 = -3376324.145051 nChanged 105 SP:Iteration 19Q (3079.310810 sec): 3 clusters Score: Raw -3378380.651862 + Penalty 2051.270703 = -3376329.381159 nChanged 109 SP:Iteration 20F (3079.402715 sec): 3 clusters Score: Raw -3378385.663878 + Penalty 2051.270703 = -3376334.393175 nChanged 95 SP:Iteration 21Q (3079.495156 sec): 3 clusters Score: Raw -3378389.634202 + Penalty 2051.270703 = -3376338.363499 nChanged 88 SP:Iteration 22Q (3079.600068 sec): 3 clusters Score: Raw -3378394.120170 + Penalty 2051.270703 = -3376342.849467 nChanged 91 SP:Iteration 23Q (3079.701808 sec): 3 clusters Score: Raw -3378398.428068 + Penalty 2051.270703 = -3376347.157365 nChanged 90 SP:Iteration 24Q (3079.803008 sec): 3 clusters Score: Raw -3378401.926171 + Penalty 2051.270703 = -3376350.655468 nChanged 70 SP:Iteration 25Q (3079.916967 sec): 3 clusters Score: Raw -3378404.128221 + Penalty 2051.270703 = -3376352.857519 nChanged 58 SP:Iteration 26Q (3080.026001 sec): 3 clusters Score: Raw -3378406.123033 + Penalty 2051.270703 = -3376354.852330 nChanged 58 SP:Iteration 27Q (3080.132683 sec): 3 clusters Score: Raw -3378407.882974 + Penalty 2051.270703 = -3376356.612271 nChanged 52 SP:Iteration 28Q (3080.232300 sec): 3 clusters Score: Raw -3378409.616665 + Penalty 2051.270703 = -3376358.345962 nChanged 54 SP:Iteration 29Q (3080.330270 sec): 3 clusters Score: Raw -3378411.212420 + Penalty 2051.270703 = -3376359.941717 nChanged 53 SP:Iteration 30Q (3080.426185 sec): 3 clusters Score: Raw -3378412.955442 + Penalty 2051.270703 = -3376361.684740 nChanged 52 SP:Iteration 31Q (3080.527479 sec): 3 clusters Score: Raw -3378414.928521 + Penalty 2051.270703 = -3376363.657818 nChanged 56 SP:Iteration 32Q (3080.620655 sec): 3 clusters Score: Raw -3378416.904160 + Penalty 2051.270703 = -3376365.633457 nChanged 45 SP:Iteration 33Q (3080.722654 sec): 3 clusters Score: Raw -3378418.459136 + Penalty 2051.270703 = -3376367.188433 nChanged 53 SP:Iteration 34Q (3080.818299 sec): 3 clusters Score: Raw -3378419.716165 + Penalty 2051.270703 = -3376368.445462 nChanged 46 SP:Iteration 35Q (3080.934232 sec): 3 clusters Score: Raw -3378421.002728 + Penalty 2051.270703 = -3376369.732025 nChanged 42 SP:Iteration 36Q (3081.037466 sec): 3 clusters Score: Raw -3378422.521268 + Penalty 2051.270703 = -3376371.250566 nChanged 36 SP:Iteration 37Q (3081.141516 sec): 3 clusters Score: Raw -3378423.596985 + Penalty 2051.270703 = -3376372.326283 nChanged 30 SP:Iteration 38Q (3081.234428 sec): 3 clusters Score: Raw -3378424.278810 + Penalty 2051.270703 = -3376373.008108 nChanged 28 SP:Iteration 39Q (3081.336369 sec): 3 clusters Score: Raw -3378424.995557 + Penalty 2051.270703 = -3376373.724854 nChanged 28 SP:Iteration 40F (3081.415740 sec): 3 clusters Score: Raw -3378425.606323 + Penalty 2051.270703 = -3376374.335620 nChanged 30 SP:Iteration 41Q (3081.502410 sec): 3 clusters Score: Raw -3378426.356030 + Penalty 2051.270703 = -3376375.085328 nChanged 27 SP:Iteration 42Q (3081.620397 sec): 3 clusters Score: Raw -3378427.002474 + Penalty 2051.270703 = -3376375.731771 nChanged 27 SP:Iteration 43Q (3081.732303 sec): 3 clusters Score: Raw -3378427.638413 + Penalty 2051.270703 = -3376376.367710 nChanged 27 SP:Iteration 44Q (3081.840994 sec): 3 clusters Score: Raw -3378428.390722 + Penalty 2051.270703 = -3376377.120019 nChanged 39 SP:Iteration 45Q (3081.934717 sec): 3 clusters Score: Raw -3378429.416054 + Penalty 2051.270703 = -3376378.145352 nChanged 41 SP:Iteration 46Q (3082.039295 sec): 3 clusters Score: Raw -3378430.409455 + Penalty 2051.270703 = -3376379.138752 nChanged 33 SP:Iteration 47Q (3082.135036 sec): 3 clusters Score: Raw -3378431.106284 + Penalty 2051.270703 = -3376379.835582 nChanged 28 SP:Iteration 48Q (3082.232420 sec): 3 clusters Score: Raw -3378431.652102 + Penalty 2051.270703 = -3376380.381400 nChanged 19 SP:Iteration 49Q (3082.340645 sec): 3 clusters Score: Raw -3378431.982666 + Penalty 2051.270703 = -3376380.711964 nChanged 16 SP:Iteration 50Q (3082.439227 sec): 3 clusters Score: Raw -3378432.239197 + Penalty 2051.270703 = -3376380.968494 nChanged 17 SP:Iteration 51Q (3082.536315 sec): 3 clusters Score: Raw -3378432.529225 + Penalty 2051.270703 = -3376381.258523 nChanged 19 SP:Iteration 52Q (3082.642060 sec): 3 clusters Score: Raw -3378432.997179 + Penalty 2051.270703 = -3376381.726477 nChanged 19 SP:Iteration 53Q (3082.744582 sec): 3 clusters Score: Raw -3378433.329404 + Penalty 2051.270703 = -3376382.058701 nChanged 19 SP:Iteration 54Q (3082.846604 sec): 3 clusters Score: Raw -3378433.715949 + Penalty 2051.270703 = -3376382.445246 nChanged 20 SP:Iteration 55Q (3082.951473 sec): 3 clusters Score: Raw -3378434.037881 + Penalty 2051.270703 = -3376382.767178 nChanged 17 SP:Iteration 56Q (3083.043486 sec): 3 clusters Score: Raw -3378434.353353 + Penalty 2051.270703 = -3376383.082651 nChanged 16 SP:Iteration 57Q (3083.151108 sec): 3 clusters Score: Raw -3378434.699150 + Penalty 2051.270703 = -3376383.428447 nChanged 13 SP:Iteration 58Q (3083.241182 sec): 3 clusters Score: Raw -3378434.866524 + Penalty 2051.270703 = -3376383.595821 nChanged 6 SP:Iteration 59Q (3083.345634 sec): 3 clusters Score: Raw -3378434.954585 + Penalty 2051.270703 = -3376383.683882 nChanged 10 SP:Iteration 60F (3083.449484 sec): 3 clusters Score: Raw -3378435.074554 + Penalty 2051.270703 = -3376383.803851 nChanged 4 SP:Iteration 61Q (3083.538394 sec): 3 clusters Score: Raw -3378435.118492 + Penalty 2051.270703 = -3376383.847789 nChanged 4 SP:Iteration 62Q (3083.645398 sec): 3 clusters Score: Raw -3378435.180483 + Penalty 2051.270703 = -3376383.909780 nChanged 8 SP:Iteration 63Q (3083.750818 sec): 3 clusters Score: Raw -3378435.366953 + Penalty 2051.270703 = -3376384.096250 nChanged 14 SP:Iteration 64Q (3083.854197 sec): 3 clusters Score: Raw -3378435.596559 + Penalty 2051.270703 = -3376384.325856 nChanged 12 SP:Iteration 65Q (3083.953922 sec): 3 clusters Score: Raw -3378435.751504 + Penalty 2051.270703 = -3376384.480801 nChanged 7 SP:Iteration 66Q (3084.058845 sec): 3 clusters Score: Raw -3378435.835566 + Penalty 2051.270703 = -3376384.564863 nChanged 7 SP:Iteration 67Q (3084.158690 sec): 3 clusters Score: Raw -3378435.953217 + Penalty 2051.270703 = -3376384.682514 nChanged 10 SP:Iteration 68Q (3084.272665 sec): 3 clusters Score: Raw -3378436.084142 + Penalty 2051.270703 = -3376384.813439 nChanged 12 SP:Iteration 69Q (3084.378947 sec): 3 clusters Score: Raw -3378436.313281 + Penalty 2051.270703 = -3376385.042579 nChanged 14 SP:Iteration 70Q (3084.475205 sec): 3 clusters Score: Raw -3378436.547201 + Penalty 2051.270703 = -3376385.276499 nChanged 18 SP:Iteration 71Q (3084.578295 sec): 3 clusters Score: Raw -3378436.833087 + Penalty 2051.270703 = -3376385.562384 nChanged 14 SP:Iteration 72Q (3084.679436 sec): 3 clusters Score: Raw -3378437.066176 + Penalty 2051.270703 = -3376385.795474 nChanged 9 SP:Iteration 73Q (3084.786232 sec): 3 clusters Score: Raw -3378437.177475 + Penalty 2051.270703 = -3376385.906772 nChanged 5 SP:Iteration 74Q (3084.889080 sec): 3 clusters Score: Raw -3378437.276108 + Penalty 2051.270703 = -3376386.005406 nChanged 5 SP:Iteration 75Q (3084.993218 sec): 3 clusters Score: Raw -3378437.346676 + Penalty 2051.270703 = -3376386.075973 nChanged 4 SP:Iteration 76Q (3085.074556 sec): 3 clusters Score: Raw -3378437.404931 + Penalty 2051.270703 = -3376386.134228 nChanged 2 SP:Iteration 77Q (3085.179919 sec): 3 clusters Score: Raw -3378437.414609 + Penalty 2051.270703 = -3376386.143907 nChanged 2 SP:Iteration 78Q (3085.276070 sec): 3 clusters Score: Raw -3378437.442561 + Penalty 2051.270703 = -3376386.171859 nChanged 4 SP:Iteration 79Q (3085.378269 sec): 3 clusters Score: Raw -3378437.486311 + Penalty 2051.270703 = -3376386.215609 nChanged 2 SP:Iteration 80F (3085.490814 sec): 3 clusters Score: Raw -3378437.511824 + Penalty 2051.270703 = -3376386.241121 nChanged 2 SP:Iteration 81Q (3085.593734 sec): 3 clusters Score: Raw -3378437.529246 + Penalty 2051.270703 = -3376386.258543 nChanged 3 SP:Iteration 82Q (3085.697529 sec): 3 clusters Score: Raw -3378437.551533 + Penalty 2051.270703 = -3376386.280830 nChanged 3 SP:Iteration 83Q (3085.793576 sec): 3 clusters Score: Raw -3378437.568434 + Penalty 2051.270703 = -3376386.297732 nChanged 4 SP:Iteration 84Q (3085.902879 sec): 3 clusters Score: Raw -3378437.591538 + Penalty 2051.270703 = -3376386.320835 nChanged 1 SP:Iteration 85Q (3085.998535 sec): 3 clusters Score: Raw -3378437.600057 + Penalty 2051.270703 = -3376386.329354 nChanged 2 SP:Iteration 86Q (3086.104620 sec): 3 clusters Score: Raw -3378437.624600 + Penalty 2051.270703 = -3376386.353897 nChanged 2 SP:Iteration 87Q (3086.203443 sec): 3 clusters Score: Raw -3378437.658190 + Penalty 2051.270703 = -3376386.387487 nChanged 4 SP:Iteration 88Q (3086.305789 sec): 3 clusters Score: Raw -3378437.694106 + Penalty 2051.270703 = -3376386.423403 nChanged 9 SP:Iteration 89Q (3086.406829 sec): 3 clusters Score: Raw -3378437.862877 + Penalty 2051.270703 = -3376386.592175 nChanged 11 SP:Iteration 90Q (3086.504157 sec): 3 clusters Score: Raw -3378437.970151 + Penalty 2051.270703 = -3376386.699448 nChanged 13 SP:Iteration 91Q (3086.613815 sec): 3 clusters Score: Raw -3378438.209290 + Penalty 2051.270703 = -3376386.938588 nChanged 13 SP:Iteration 92Q (3086.714513 sec): 3 clusters Score: Raw -3378438.508502 + Penalty 2051.270703 = -3376387.237799 nChanged 18 SP:Iteration 93Q (3086.823043 sec): 3 clusters Score: Raw -3378438.856411 + Penalty 2051.270703 = -3376387.585708 nChanged 19 SP:Iteration 94Q (3086.938216 sec): 3 clusters Score: Raw -3378439.177223 + Penalty 2051.270703 = -3376387.906520 nChanged 18 SP:Iteration 95Q (3087.028839 sec): 3 clusters Score: Raw -3378439.454700 + Penalty 2051.270703 = -3376388.183997 nChanged 13 SP:Iteration 96Q (3087.130091 sec): 3 clusters Score: Raw -3378439.655906 + Penalty 2051.270703 = -3376388.385203 nChanged 13 SP:Iteration 97Q (3087.212535 sec): 3 clusters Score: Raw -3378440.011578 + Penalty 2051.270703 = -3376388.740876 nChanged 18 SP:Iteration 98Q (3087.285032 sec): 3 clusters Score: Raw -3378440.338105 + Penalty 2051.270703 = -3376389.067403 nChanged 16 SP:Iteration 99Q (3087.382881 sec): 3 clusters Score: Raw -3378440.663672 + Penalty 2051.270703 = -3376389.392969 nChanged 11 SP:Iteration 100F (3087.471718 sec): 3 clusters Score: Raw -3378440.798441 + Penalty 2051.270703 = -3376389.527738 nChanged 6 SP:Iteration 101Q (3087.578799 sec): 3 clusters Score: Raw -3378440.859121 + Penalty 2051.270703 = -3376389.588419 nChanged 3 SP:Iteration 102Q (3087.658281 sec): 3 clusters Score: Raw -3378440.882811 + Penalty 2051.270703 = -3376389.612108 nChanged 1 SP:Iteration 103Q (3087.765380 sec): 3 clusters Score: Raw -3378440.895763 + Penalty 2051.270703 = -3376389.625060 nChanged 4 SP:Iteration 104Q (3087.860303 sec): 3 clusters Score: Raw -3378440.985349 + Penalty 2051.270703 = -3376389.714646 nChanged 9 SP:Iteration 105Q (3087.964167 sec): 3 clusters Score: Raw -3378441.232755 + Penalty 2051.270703 = -3376389.962052 nChanged 14 SP:Iteration 106Q (3088.068031 sec): 3 clusters Score: Raw -3378441.498612 + Penalty 2051.270703 = -3376390.227909 nChanged 14 SP:Iteration 107Q (3088.179444 sec): 3 clusters Score: Raw -3378441.727388 + Penalty 2051.270703 = -3376390.456685 nChanged 10 SP:Iteration 108Q (3088.266413 sec): 3 clusters Score: Raw -3378441.916566 + Penalty 2051.270703 = -3376390.645863 nChanged 6 SP:Iteration 109Q (3088.362676 sec): 3 clusters Score: Raw -3378441.981075 + Penalty 2051.270703 = -3376390.710372 nChanged 4 SP:Iteration 110Q (3088.471643 sec): 3 clusters Score: Raw -3378442.019447 + Penalty 2051.270703 = -3376390.748744 nChanged 5 SP:Iteration 111Q (3088.580476 sec): 3 clusters Score: Raw -3378442.067013 + Penalty 2051.270703 = -3376390.796310 nChanged 7 SP:Iteration 112Q (3088.687057 sec): 3 clusters Score: Raw -3378442.212796 + Penalty 2051.270703 = -3376390.942094 nChanged 8 SP:Iteration 113Q (3088.765949 sec): 3 clusters Score: Raw -3378442.349820 + Penalty 2051.270703 = -3376391.079117 nChanged 5 SP:Iteration 114Q (3088.837877 sec): 3 clusters Score: Raw -3378442.414683 + Penalty 2051.270703 = -3376391.143981 nChanged 5 SP:Iteration 115Q (3088.933779 sec): 3 clusters Score: Raw -3378442.504305 + Penalty 2051.270703 = -3376391.233602 nChanged 5 SP:Iteration 116Q (3089.046066 sec): 3 clusters Score: Raw -3378442.548820 + Penalty 2051.270703 = -3376391.278117 nChanged 3 SP:Iteration 117Q (3089.153792 sec): 3 clusters Score: Raw -3378442.586477 + Penalty 2051.270703 = -3376391.315774 nChanged 6 SP:Iteration 118Q (3089.250928 sec): 3 clusters Score: Raw -3378442.658116 + Penalty 2051.270703 = -3376391.387413 nChanged 9 SP:Iteration 119Q (3089.361758 sec): 3 clusters Score: Raw -3378442.814071 + Penalty 2051.270703 = -3376391.543368 nChanged 5 SP:Iteration 120F (3089.464521 sec): 3 clusters Score: Raw -3378442.851634 + Penalty 2051.270703 = -3376391.580932 nChanged 4 SP:Iteration 121Q (3089.562960 sec): 3 clusters Score: Raw -3378442.892916 + Penalty 2051.270703 = -3376391.622213 nChanged 4 SP:Iteration 122Q (3089.667063 sec): 3 clusters Score: Raw -3378442.946113 + Penalty 2051.270703 = -3376391.675410 nChanged 4 SP:Iteration 123Q (3089.778327 sec): 3 clusters Score: Raw -3378442.980425 + Penalty 2051.270703 = -3376391.709723 nChanged 3 SP:Iteration 124Q (3089.884422 sec): 3 clusters Score: Raw -3378443.033045 + Penalty 2051.270703 = -3376391.762343 nChanged 5 SP:Iteration 125Q (3089.982141 sec): 3 clusters Score: Raw -3378443.097528 + Penalty 2051.270703 = -3376391.826825 nChanged 5 SP:Iteration 126Q (3090.097309 sec): 3 clusters Score: Raw -3378443.171411 + Penalty 2051.270703 = -3376391.900708 nChanged 3 SP:Iteration 127Q (3090.167979 sec): 3 clusters Score: Raw -3378443.189847 + Penalty 2051.270703 = -3376391.919144 nChanged 2 SP:Iteration 128Q (3090.268300 sec): 3 clusters Score: Raw -3378443.207613 + Penalty 2051.270703 = -3376391.936911 nChanged 2 SP:Iteration 129Q (3090.370442 sec): 3 clusters Score: Raw -3378443.213741 + Penalty 2051.270703 = -3376391.943039 nChanged 0 SP:Iteration 130F (3090.475726 sec): 3 clusters Score: Raw -3378443.213741 + Penalty 2051.270703 = -3376391.943039 nChanged 0 Trying to split cluster 13 (556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3090.492261 sec): 2 clusters Score: Raw -38758.784117 + Penalty 600.472988 = -38158.311129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3090.539008 sec): 3 clusters Score: Raw -38575.282596 + Penalty 1200.945976 = -37374.336621 nChanged 153 SP:Iteration 1F (3090.581896 sec): 3 clusters Score: Raw -38736.163529 + Penalty 1200.945976 = -37535.217553 nChanged 38 SP:Iteration 2F (3090.625795 sec): 3 clusters Score: Raw -38780.630977 + Penalty 1200.945976 = -37579.685001 nChanged 28 SP:Iteration 3F (3090.681460 sec): 3 clusters Score: Raw -38823.559650 + Penalty 1200.945976 = -37622.613674 nChanged 27 SP:Iteration 4Q (3090.730954 sec): 3 clusters Score: Raw -38863.512817 + Penalty 1200.945976 = -37662.566842 nChanged 24 SP:Iteration 5Q (3090.768575 sec): 3 clusters Score: Raw -38895.698089 + Penalty 1200.945976 = -37694.752114 nChanged 15 SP:Iteration 6Q (3090.817729 sec): 3 clusters Score: Raw -38912.598146 + Penalty 1200.945976 = -37711.652170 nChanged 10 SP:Iteration 7Q (3090.842043 sec): 3 clusters Score: Raw -38924.650681 + Penalty 1200.945976 = -37723.704705 nChanged 11 SP:Iteration 8Q (3090.874608 sec): 3 clusters Score: Raw -38937.797654 + Penalty 1200.945976 = -37736.851678 nChanged 10 SP:Iteration 9Q (3090.918992 sec): 3 clusters Score: Raw -38948.569995 + Penalty 1200.945976 = -37747.624019 nChanged 6 SP:Iteration 10Q (3090.962039 sec): 3 clusters Score: Raw -38954.735430 + Penalty 1200.945976 = -37753.789454 nChanged 7 SP:Iteration 11Q (3090.998825 sec): 3 clusters Score: Raw -38962.302407 + Penalty 1200.945976 = -37761.356431 nChanged 4 SP:Iteration 12Q (3091.038063 sec): 3 clusters Score: Raw -38967.088422 + Penalty 1200.945976 = -37766.142446 nChanged 4 SP:Iteration 13Q (3091.087176 sec): 3 clusters Score: Raw -38974.079649 + Penalty 1200.945976 = -37773.133673 nChanged 3 SP:Iteration 14Q (3091.125210 sec): 3 clusters Score: Raw -38978.421567 + Penalty 1200.945976 = -37777.475591 nChanged 1 SP:Iteration 15Q (3091.163328 sec): 3 clusters Score: Raw -38978.849932 + Penalty 1200.945976 = -37777.903956 nChanged 1 SP:Iteration 16Q (3091.197895 sec): 3 clusters Score: Raw -38980.184069 + Penalty 1200.945976 = -37779.238093 nChanged 1 SP:Iteration 17Q (3091.240825 sec): 3 clusters Score: Raw -38981.116634 + Penalty 1200.945976 = -37780.170658 nChanged 1 SP:Iteration 18Q (3091.277315 sec): 3 clusters Score: Raw -38981.845900 + Penalty 1200.945976 = -37780.899924 nChanged 0 SP:Iteration 19F (3091.314248 sec): 3 clusters Score: Raw -38981.845900 + Penalty 1200.945976 = -37780.899924 nChanged 0 Trying to split cluster 15 (4309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3091.338675 sec): 2 clusters Score: Raw -294812.839226 + Penalty 795.003808 = -294017.835418 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3091.378637 sec): 3 clusters Score: Raw -292416.508480 + Penalty 1590.007616 = -290826.500864 nChanged 1815 SP:Iteration 1F (3091.427821 sec): 3 clusters Score: Raw -293446.837542 + Penalty 1590.007616 = -291856.829925 nChanged 310 SP:Iteration 2F (3091.467981 sec): 3 clusters Score: Raw -293625.518497 + Penalty 1590.007616 = -292035.510881 nChanged 264 SP:Iteration 3F (3091.512557 sec): 3 clusters Score: Raw -293799.367024 + Penalty 1590.007616 = -292209.359408 nChanged 247 SP:Iteration 4F (3091.550106 sec): 3 clusters Score: Raw -293961.821967 + Penalty 1590.007616 = -292371.814351 nChanged 205 SP:Iteration 5Q (3091.595064 sec): 3 clusters Score: Raw -294097.357985 + Penalty 1590.007616 = -292507.350369 nChanged 211 SP:Iteration 6Q (3091.643142 sec): 3 clusters Score: Raw -294236.329539 + Penalty 1590.007616 = -292646.321922 nChanged 194 SP:Iteration 7Q (3091.687558 sec): 3 clusters Score: Raw -294362.658678 + Penalty 1590.007616 = -292772.651062 nChanged 179 SP:Iteration 8Q (3091.735764 sec): 3 clusters Score: Raw -294481.985548 + Penalty 1590.007616 = -292891.977932 nChanged 166 SP:Iteration 9Q (3091.775561 sec): 3 clusters Score: Raw -294571.915371 + Penalty 1590.007616 = -292981.907755 nChanged 129 SP:Iteration 10Q (3091.820497 sec): 3 clusters Score: Raw -294633.697552 + Penalty 1590.007616 = -293043.689935 nChanged 83 SP:Iteration 11Q (3091.861608 sec): 3 clusters Score: Raw -294667.858317 + Penalty 1590.007616 = -293077.850701 nChanged 64 SP:Iteration 12Q (3091.911050 sec): 3 clusters Score: Raw -294689.236421 + Penalty 1590.007616 = -293099.228804 nChanged 47 SP:Iteration 13Q (3091.956173 sec): 3 clusters Score: Raw -294703.046098 + Penalty 1590.007616 = -293113.038482 nChanged 36 SP:Iteration 14Q (3092.002381 sec): 3 clusters Score: Raw -294712.212176 + Penalty 1590.007616 = -293122.204559 nChanged 23 SP:Iteration 15Q (3092.050828 sec): 3 clusters Score: Raw -294715.640589 + Penalty 1590.007616 = -293125.632973 nChanged 19 SP:Iteration 16Q (3092.103513 sec): 3 clusters Score: Raw -294719.822848 + Penalty 1590.007616 = -293129.815232 nChanged 19 SP:Iteration 17Q (3092.142333 sec): 3 clusters Score: Raw -294722.099689 + Penalty 1590.007616 = -293132.092073 nChanged 5 SP:Iteration 18Q (3092.185427 sec): 3 clusters Score: Raw -294723.335494 + Penalty 1590.007616 = -293133.327878 nChanged 8 SP:Iteration 19Q (3092.223192 sec): 3 clusters Score: Raw -294724.245359 + Penalty 1590.007616 = -293134.237743 nChanged 7 SP:Iteration 20F (3092.266542 sec): 3 clusters Score: Raw -294725.078525 + Penalty 1590.007616 = -293135.070909 nChanged 6 SP:Iteration 21Q (3092.304730 sec): 3 clusters Score: Raw -294726.038076 + Penalty 1590.007616 = -293136.030460 nChanged 8 SP:Iteration 22Q (3092.354109 sec): 3 clusters Score: Raw -294727.054749 + Penalty 1590.007616 = -293137.047133 nChanged 5 SP:Iteration 23Q (3092.390104 sec): 3 clusters Score: Raw -294727.549688 + Penalty 1590.007616 = -293137.542072 nChanged 2 SP:Iteration 24Q (3092.432554 sec): 3 clusters Score: Raw -294728.268005 + Penalty 1590.007616 = -293138.260389 nChanged 2 SP:Iteration 25Q (3092.476126 sec): 3 clusters Score: Raw -294728.404634 + Penalty 1590.007616 = -293138.397018 nChanged 2 SP:Iteration 26Q (3092.519957 sec): 3 clusters Score: Raw -294728.666739 + Penalty 1590.007616 = -293138.659123 nChanged 0 SP:Iteration 27F (3092.570955 sec): 3 clusters Score: Raw -294728.666739 + Penalty 1590.007616 = -293138.659123 nChanged 0 Trying to split cluster 16 (18265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3092.615032 sec): 2 clusters Score: Raw -1360197.974665 + Penalty 932.210484 = -1359265.764181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3092.674514 sec): 3 clusters Score: Raw -1348956.526594 + Penalty 1864.420968 = -1347092.105625 nChanged 8428 SP:Iteration 1F (3092.738579 sec): 3 clusters Score: Raw -1353624.768594 + Penalty 1864.420968 = -1351760.347626 nChanged 928 SP:Iteration 2F (3092.805700 sec): 3 clusters Score: Raw -1353941.938657 + Penalty 1864.420968 = -1352077.517688 nChanged 853 SP:Iteration 3Q (3092.858686 sec): 3 clusters Score: Raw -1354273.048895 + Penalty 1864.420968 = -1352408.627926 nChanged 893 SP:Iteration 4Q (3092.921461 sec): 3 clusters Score: Raw -1354649.464334 + Penalty 1864.420968 = -1352785.043365 nChanged 931 SP:Iteration 5F (3092.992169 sec): 3 clusters Score: Raw -1355136.172881 + Penalty 1864.420968 = -1353271.751912 nChanged 1020 SP:Iteration 6F (3093.061999 sec): 3 clusters Score: Raw -1355808.272983 + Penalty 1864.420968 = -1353943.852015 nChanged 1102 SP:Iteration 7F (3093.139344 sec): 3 clusters Score: Raw -1356603.370619 + Penalty 1864.420968 = -1354738.949651 nChanged 1084 SP:Iteration 8F (3093.186358 sec): 3 clusters Score: Raw -1357361.688036 + Penalty 1864.420968 = -1355497.267068 nChanged 849 SP:Iteration 9Q (3093.244748 sec): 3 clusters Score: Raw -1357810.272970 + Penalty 1864.420968 = -1355945.852001 nChanged 618 SP:Iteration 10Q (3093.283831 sec): 3 clusters Score: Raw -1358032.342553 + Penalty 1864.420968 = -1356167.921584 nChanged 404 SP:Iteration 11Q (3093.344925 sec): 3 clusters Score: Raw -1358161.678015 + Penalty 1864.420968 = -1356297.257046 nChanged 334 SP:Iteration 12Q (3093.415289 sec): 3 clusters Score: Raw -1358262.049593 + Penalty 1864.420968 = -1356397.628625 nChanged 299 SP:Iteration 13Q (3093.478316 sec): 3 clusters Score: Raw -1358347.273261 + Penalty 1864.420968 = -1356482.852292 nChanged 283 SP:Iteration 14Q (3093.552995 sec): 3 clusters Score: Raw -1358436.644675 + Penalty 1864.420968 = -1356572.223707 nChanged 269 SP:Iteration 15Q (3093.605353 sec): 3 clusters Score: Raw -1358518.941687 + Penalty 1864.420968 = -1356654.520719 nChanged 272 SP:Iteration 16Q (3093.663329 sec): 3 clusters Score: Raw -1358596.961634 + Penalty 1864.420968 = -1356732.540666 nChanged 235 SP:Iteration 17Q (3093.737133 sec): 3 clusters Score: Raw -1358665.062890 + Penalty 1864.420968 = -1356800.641921 nChanged 260 SP:Iteration 18Q (3093.794918 sec): 3 clusters Score: Raw -1358745.075707 + Penalty 1864.420968 = -1356880.654739 nChanged 264 SP:Iteration 19Q (3093.871484 sec): 3 clusters Score: Raw -1358822.389391 + Penalty 1864.420968 = -1356957.968423 nChanged 256 SP:Iteration 20F (3093.937446 sec): 3 clusters Score: Raw -1358891.913579 + Penalty 1864.420968 = -1357027.492611 nChanged 246 SP:Iteration 21Q (3094.005788 sec): 3 clusters Score: Raw -1358961.305083 + Penalty 1864.420968 = -1357096.884115 nChanged 251 SP:Iteration 22Q (3094.076221 sec): 3 clusters Score: Raw -1359038.022504 + Penalty 1864.420968 = -1357173.601535 nChanged 243 SP:Iteration 23Q (3094.140212 sec): 3 clusters Score: Raw -1359108.097800 + Penalty 1864.420968 = -1357243.676831 nChanged 228 SP:Iteration 24Q (3094.198861 sec): 3 clusters Score: Raw -1359184.167673 + Penalty 1864.420968 = -1357319.746705 nChanged 234 SP:Iteration 25Q (3094.262868 sec): 3 clusters Score: Raw -1359257.080545 + Penalty 1864.420968 = -1357392.659577 nChanged 203 SP:Iteration 26Q (3094.327663 sec): 3 clusters Score: Raw -1359322.145994 + Penalty 1864.420968 = -1357457.725026 nChanged 200 SP:Iteration 27Q (3094.380987 sec): 3 clusters Score: Raw -1359392.085555 + Penalty 1864.420968 = -1357527.664586 nChanged 206 SP:Iteration 28Q (3094.451973 sec): 3 clusters Score: Raw -1359453.493881 + Penalty 1864.420968 = -1357589.072913 nChanged 164 SP:Iteration 29Q (3094.519134 sec): 3 clusters Score: Raw -1359487.869644 + Penalty 1864.420968 = -1357623.448675 nChanged 137 SP:Iteration 30Q (3094.551990 sec): 3 clusters Score: Raw -1359520.886304 + Penalty 1864.420968 = -1357656.465335 nChanged 129 SP:Iteration 31Q (3094.625522 sec): 3 clusters Score: Raw -1359550.549336 + Penalty 1864.420968 = -1357686.128368 nChanged 125 SP:Iteration 32Q (3094.683393 sec): 3 clusters Score: Raw -1359578.276136 + Penalty 1864.420968 = -1357713.855168 nChanged 132 SP:Iteration 33Q (3094.741777 sec): 3 clusters Score: Raw -1359606.812585 + Penalty 1864.420968 = -1357742.391616 nChanged 126 SP:Iteration 34Q (3094.790749 sec): 3 clusters Score: Raw -1359634.286934 + Penalty 1864.420968 = -1357769.865965 nChanged 135 SP:Iteration 35Q (3094.850998 sec): 3 clusters Score: Raw -1359666.323898 + Penalty 1864.420968 = -1357801.902930 nChanged 128 SP:Iteration 36Q (3094.898941 sec): 3 clusters Score: Raw -1359697.534164 + Penalty 1864.420968 = -1357833.113196 nChanged 134 SP:Iteration 37Q (3094.960388 sec): 3 clusters Score: Raw -1359735.447764 + Penalty 1864.420968 = -1357871.026795 nChanged 146 SP:Iteration 38Q (3094.994980 sec): 3 clusters Score: Raw -1359780.030575 + Penalty 1864.420968 = -1357915.609607 nChanged 148 SP:Iteration 39Q (3095.057733 sec): 3 clusters Score: Raw -1359826.329938 + Penalty 1864.420968 = -1357961.908969 nChanged 143 SP:Iteration 40F (3095.122591 sec): 3 clusters Score: Raw -1359866.067720 + Penalty 1864.420968 = -1358001.646751 nChanged 138 SP:Iteration 41Q (3095.196920 sec): 3 clusters Score: Raw -1359909.165191 + Penalty 1864.420968 = -1358044.744223 nChanged 130 SP:Iteration 42Q (3095.254753 sec): 3 clusters Score: Raw -1359950.942422 + Penalty 1864.420968 = -1358086.521453 nChanged 115 SP:Iteration 43Q (3095.310527 sec): 3 clusters Score: Raw -1359984.092750 + Penalty 1864.420968 = -1358119.671782 nChanged 103 SP:Iteration 44Q (3095.377445 sec): 3 clusters Score: Raw -1360008.351446 + Penalty 1864.420968 = -1358143.930478 nChanged 93 SP:Iteration 45Q (3095.435264 sec): 3 clusters Score: Raw -1360031.210825 + Penalty 1864.420968 = -1358166.789857 nChanged 88 SP:Iteration 46Q (3095.501759 sec): 3 clusters Score: Raw -1360054.993985 + Penalty 1864.420968 = -1358190.573017 nChanged 97 SP:Iteration 47Q (3095.567554 sec): 3 clusters Score: Raw -1360079.043288 + Penalty 1864.420968 = -1358214.622320 nChanged 81 SP:Iteration 48Q (3095.621627 sec): 3 clusters Score: Raw -1360097.335511 + Penalty 1864.420968 = -1358232.914543 nChanged 74 SP:Iteration 49Q (3095.685672 sec): 3 clusters Score: Raw -1360113.840548 + Penalty 1864.420968 = -1358249.419579 nChanged 79 SP:Iteration 50Q (3095.730152 sec): 3 clusters Score: Raw -1360130.691048 + Penalty 1864.420968 = -1358266.270080 nChanged 80 SP:Iteration 51Q (3095.798631 sec): 3 clusters Score: Raw -1360147.112747 + Penalty 1864.420968 = -1358282.691779 nChanged 79 SP:Iteration 52Q (3095.853512 sec): 3 clusters Score: Raw -1360163.188576 + Penalty 1864.420968 = -1358298.767608 nChanged 74 SP:Iteration 53Q (3095.910629 sec): 3 clusters Score: Raw -1360179.631960 + Penalty 1864.420968 = -1358315.210991 nChanged 64 SP:Iteration 54Q (3095.985729 sec): 3 clusters Score: Raw -1360196.944434 + Penalty 1864.420968 = -1358332.523466 nChanged 65 SP:Iteration 55Q (3096.038590 sec): 3 clusters Score: Raw -1360213.758094 + Penalty 1864.420968 = -1358349.337126 nChanged 53 SP:Iteration 56Q (3096.103097 sec): 3 clusters Score: Raw -1360227.397375 + Penalty 1864.420968 = -1358362.976407 nChanged 61 SP:Iteration 57Q (3096.160939 sec): 3 clusters Score: Raw -1360242.217552 + Penalty 1864.420968 = -1358377.796584 nChanged 55 SP:Iteration 58Q (3096.228505 sec): 3 clusters Score: Raw -1360253.583343 + Penalty 1864.420968 = -1358389.162375 nChanged 48 SP:Iteration 59Q (3096.278078 sec): 3 clusters Score: Raw -1360264.343674 + Penalty 1864.420968 = -1358399.922705 nChanged 40 SP:Iteration 60F (3096.339379 sec): 3 clusters Score: Raw -1360271.461247 + Penalty 1864.420968 = -1358407.040278 nChanged 38 SP:Iteration 61Q (3096.399420 sec): 3 clusters Score: Raw -1360276.209434 + Penalty 1864.420968 = -1358411.788466 nChanged 24 SP:Iteration 62Q (3096.466012 sec): 3 clusters Score: Raw -1360279.998629 + Penalty 1864.420968 = -1358415.577661 nChanged 24 SP:Iteration 63Q (3096.524064 sec): 3 clusters Score: Raw -1360284.699233 + Penalty 1864.420968 = -1358420.278265 nChanged 25 SP:Iteration 64Q (3096.585744 sec): 3 clusters Score: Raw -1360289.411718 + Penalty 1864.420968 = -1358424.990750 nChanged 26 SP:Iteration 65Q (3096.645689 sec): 3 clusters Score: Raw -1360293.446432 + Penalty 1864.420968 = -1358429.025464 nChanged 23 SP:Iteration 66Q (3096.715000 sec): 3 clusters Score: Raw -1360296.417349 + Penalty 1864.420968 = -1358431.996380 nChanged 20 SP:Iteration 67Q (3096.770178 sec): 3 clusters Score: Raw -1360299.038795 + Penalty 1864.420968 = -1358434.617827 nChanged 17 SP:Iteration 68Q (3096.846270 sec): 3 clusters Score: Raw -1360301.200326 + Penalty 1864.420968 = -1358436.779358 nChanged 18 SP:Iteration 69Q (3096.908643 sec): 3 clusters Score: Raw -1360303.512611 + Penalty 1864.420968 = -1358439.091642 nChanged 14 SP:Iteration 70Q (3096.964350 sec): 3 clusters Score: Raw -1360305.122582 + Penalty 1864.420968 = -1358440.701614 nChanged 16 SP:Iteration 71Q (3097.019110 sec): 3 clusters Score: Raw -1360307.748800 + Penalty 1864.420968 = -1358443.327831 nChanged 22 SP:Iteration 72Q (3097.076666 sec): 3 clusters Score: Raw -1360312.071192 + Penalty 1864.420968 = -1358447.650223 nChanged 22 SP:Iteration 73Q (3097.141787 sec): 3 clusters Score: Raw -1360315.805699 + Penalty 1864.420968 = -1358451.384731 nChanged 23 SP:Iteration 74Q (3097.197924 sec): 3 clusters Score: Raw -1360321.124624 + Penalty 1864.420968 = -1358456.703655 nChanged 25 SP:Iteration 75Q (3097.268711 sec): 3 clusters Score: Raw -1360325.124013 + Penalty 1864.420968 = -1358460.703045 nChanged 18 SP:Iteration 76Q (3097.319717 sec): 3 clusters Score: Raw -1360327.585152 + Penalty 1864.420968 = -1358463.164184 nChanged 16 SP:Iteration 77Q (3097.376481 sec): 3 clusters Score: Raw -1360329.589677 + Penalty 1864.420968 = -1358465.168709 nChanged 10 SP:Iteration 78Q (3097.436391 sec): 3 clusters Score: Raw -1360330.647886 + Penalty 1864.420968 = -1358466.226917 nChanged 15 SP:Iteration 79Q (3097.501140 sec): 3 clusters Score: Raw -1360332.261776 + Penalty 1864.420968 = -1358467.840808 nChanged 11 SP:Iteration 80F (3097.562301 sec): 3 clusters Score: Raw -1360333.602235 + Penalty 1864.420968 = -1358469.181267 nChanged 13 SP:Iteration 81Q (3097.626363 sec): 3 clusters Score: Raw -1360335.041377 + Penalty 1864.420968 = -1358470.620408 nChanged 13 SP:Iteration 82Q (3097.677239 sec): 3 clusters Score: Raw -1360336.470816 + Penalty 1864.420968 = -1358472.049847 nChanged 8 SP:Iteration 83Q (3097.740604 sec): 3 clusters Score: Raw -1360337.829842 + Penalty 1864.420968 = -1358473.408873 nChanged 9 SP:Iteration 84Q (3097.800637 sec): 3 clusters Score: Raw -1360338.940553 + Penalty 1864.420968 = -1358474.519584 nChanged 7 SP:Iteration 85Q (3097.845973 sec): 3 clusters Score: Raw -1360339.731196 + Penalty 1864.420968 = -1358475.310227 nChanged 8 SP:Iteration 86Q (3097.908672 sec): 3 clusters Score: Raw -1360340.482014 + Penalty 1864.420968 = -1358476.061046 nChanged 7 SP:Iteration 87Q (3097.977406 sec): 3 clusters Score: Raw -1360341.323156 + Penalty 1864.420968 = -1358476.902187 nChanged 6 SP:Iteration 88Q (3098.035793 sec): 3 clusters Score: Raw -1360342.232241 + Penalty 1864.420968 = -1358477.811273 nChanged 3 SP:Iteration 89Q (3098.099644 sec): 3 clusters Score: Raw -1360342.725797 + Penalty 1864.420968 = -1358478.304828 nChanged 3 SP:Iteration 90Q (3098.155265 sec): 3 clusters Score: Raw -1360343.295033 + Penalty 1864.420968 = -1358478.874065 nChanged 5 SP:Iteration 91Q (3098.213202 sec): 3 clusters Score: Raw -1360343.974181 + Penalty 1864.420968 = -1358479.553212 nChanged 7 SP:Iteration 92Q (3098.272207 sec): 3 clusters Score: Raw -1360344.701115 + Penalty 1864.420968 = -1358480.280146 nChanged 5 SP:Iteration 93Q (3098.338277 sec): 3 clusters Score: Raw -1360345.218046 + Penalty 1864.420968 = -1358480.797077 nChanged 5 SP:Iteration 94Q (3098.361805 sec): 3 clusters Score: Raw -1360345.836279 + Penalty 1864.420968 = -1358481.415311 nChanged 6 SP:Iteration 95Q (3098.432323 sec): 3 clusters Score: Raw -1360346.504223 + Penalty 1864.420968 = -1358482.083255 nChanged 3 SP:Iteration 96Q (3098.484383 sec): 3 clusters Score: Raw -1360346.916296 + Penalty 1864.420968 = -1358482.495328 nChanged 4 SP:Iteration 97Q (3098.539256 sec): 3 clusters Score: Raw -1360347.320308 + Penalty 1864.420968 = -1358482.899339 nChanged 6 SP:Iteration 98Q (3098.606943 sec): 3 clusters Score: Raw -1360347.990293 + Penalty 1864.420968 = -1358483.569325 nChanged 10 SP:Iteration 99Q (3098.658776 sec): 3 clusters Score: Raw -1360349.270532 + Penalty 1864.420968 = -1358484.849564 nChanged 11 SP:Iteration 100F (3098.711190 sec): 3 clusters Score: Raw -1360350.993658 + Penalty 1864.420968 = -1358486.572689 nChanged 9 SP:Iteration 101Q (3098.784536 sec): 3 clusters Score: Raw -1360352.443079 + Penalty 1864.420968 = -1358488.022110 nChanged 5 SP:Iteration 102Q (3098.835203 sec): 3 clusters Score: Raw -1360352.928558 + Penalty 1864.420968 = -1358488.507590 nChanged 3 SP:Iteration 103Q (3098.900817 sec): 3 clusters Score: Raw -1360353.199494 + Penalty 1864.420968 = -1358488.778526 nChanged 2 SP:Iteration 104Q (3098.969024 sec): 3 clusters Score: Raw -1360353.407747 + Penalty 1864.420968 = -1358488.986779 nChanged 4 SP:Iteration 105Q (3099.016917 sec): 3 clusters Score: Raw -1360353.780476 + Penalty 1864.420968 = -1358489.359508 nChanged 2 SP:Iteration 106Q (3099.080130 sec): 3 clusters Score: Raw -1360353.958566 + Penalty 1864.420968 = -1358489.537597 nChanged 2 SP:Iteration 107Q (3099.132751 sec): 3 clusters Score: Raw -1360354.099067 + Penalty 1864.420968 = -1358489.678099 nChanged 2 SP:Iteration 108Q (3099.187747 sec): 3 clusters Score: Raw -1360354.257472 + Penalty 1864.420968 = -1358489.836503 nChanged 3 SP:Iteration 109Q (3099.256849 sec): 3 clusters Score: Raw -1360354.473242 + Penalty 1864.420968 = -1358490.052273 nChanged 2 SP:Iteration 110Q (3099.301388 sec): 3 clusters Score: Raw -1360354.819745 + Penalty 1864.420968 = -1358490.398776 nChanged 2 SP:Iteration 111Q (3099.370369 sec): 3 clusters Score: Raw -1360355.043097 + Penalty 1864.420968 = -1358490.622129 nChanged 0 SP:Iteration 112F (3099.427954 sec): 3 clusters Score: Raw -1360355.043097 + Penalty 1864.420968 = -1358490.622129 nChanged 0 Trying to split cluster 17 (5187 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3099.448094 sec): 2 clusters Score: Raw -388040.949108 + Penalty 812.621524 = -387228.327584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3099.495888 sec): 3 clusters Score: Raw -385112.420583 + Penalty 1625.243047 = -383487.177536 nChanged 2248 SP:Iteration 1F (3099.532673 sec): 3 clusters Score: Raw -386372.554913 + Penalty 1625.243047 = -384747.311866 nChanged 365 SP:Iteration 2F (3099.580840 sec): 3 clusters Score: Raw -386578.928899 + Penalty 1625.243047 = -384953.685852 nChanged 326 SP:Iteration 3F (3099.628763 sec): 3 clusters Score: Raw -386789.244639 + Penalty 1625.243047 = -385164.001592 nChanged 316 SP:Iteration 4F (3099.672343 sec): 3 clusters Score: Raw -387004.571439 + Penalty 1625.243047 = -385379.328392 nChanged 269 SP:Iteration 5F (3099.715790 sec): 3 clusters Score: Raw -387200.535570 + Penalty 1625.243047 = -385575.292523 nChanged 238 SP:Iteration 6Q (3099.763051 sec): 3 clusters Score: Raw -387373.397195 + Penalty 1625.243047 = -385748.154148 nChanged 208 SP:Iteration 7Q (3099.821381 sec): 3 clusters Score: Raw -387524.200003 + Penalty 1625.243047 = -385898.956956 nChanged 173 SP:Iteration 8Q (3099.864837 sec): 3 clusters Score: Raw -387649.342243 + Penalty 1625.243047 = -386024.099196 nChanged 124 SP:Iteration 9Q (3099.896334 sec): 3 clusters Score: Raw -387726.770994 + Penalty 1625.243047 = -386101.527947 nChanged 102 SP:Iteration 10Q (3099.939337 sec): 3 clusters Score: Raw -387805.134792 + Penalty 1625.243047 = -386179.891745 nChanged 92 SP:Iteration 11Q (3099.993181 sec): 3 clusters Score: Raw -387865.456531 + Penalty 1625.243047 = -386240.213484 nChanged 79 SP:Iteration 12Q (3100.031289 sec): 3 clusters Score: Raw -387915.718603 + Penalty 1625.243047 = -386290.475555 nChanged 74 SP:Iteration 13Q (3100.069879 sec): 3 clusters Score: Raw -387967.126280 + Penalty 1625.243047 = -386341.883233 nChanged 65 SP:Iteration 14Q (3100.111485 sec): 3 clusters Score: Raw -388021.850843 + Penalty 1625.243047 = -386396.607796 nChanged 52 SP:Iteration 15Q (3100.150315 sec): 3 clusters Score: Raw -388064.739564 + Penalty 1625.243047 = -386439.496517 nChanged 39 SP:Iteration 16Q (3100.197915 sec): 3 clusters Score: Raw -388095.463874 + Penalty 1625.243047 = -386470.220826 nChanged 26 SP:Iteration 17Q (3100.238742 sec): 3 clusters Score: Raw -388116.645223 + Penalty 1625.243047 = -386491.402176 nChanged 20 SP:Iteration 18Q (3100.288430 sec): 3 clusters Score: Raw -388129.773822 + Penalty 1625.243047 = -386504.530775 nChanged 14 SP:Iteration 19Q (3100.328096 sec): 3 clusters Score: Raw -388140.937504 + Penalty 1625.243047 = -386515.694457 nChanged 12 SP:Iteration 20F (3100.373502 sec): 3 clusters Score: Raw -388153.082097 + Penalty 1625.243047 = -386527.839050 nChanged 10 SP:Iteration 21Q (3100.428274 sec): 3 clusters Score: Raw -388163.116110 + Penalty 1625.243047 = -386537.873063 nChanged 9 SP:Iteration 22Q (3100.464965 sec): 3 clusters Score: Raw -388172.619349 + Penalty 1625.243047 = -386547.376302 nChanged 8 SP:Iteration 23Q (3100.494839 sec): 3 clusters Score: Raw -388182.636380 + Penalty 1625.243047 = -386557.393332 nChanged 4 SP:Iteration 24Q (3100.541941 sec): 3 clusters Score: Raw -388185.643580 + Penalty 1625.243047 = -386560.400533 nChanged 2 SP:Iteration 25Q (3100.590161 sec): 3 clusters Score: Raw -388186.494296 + Penalty 1625.243047 = -386561.251249 nChanged 1 SP:Iteration 26Q (3100.606840 sec): 3 clusters Score: Raw -388187.406928 + Penalty 1625.243047 = -386562.163881 nChanged 0 SP:Iteration 27F (3100.625183 sec): 3 clusters Score: Raw -388187.406928 + Penalty 1625.243047 = -386562.163881 nChanged 0 Trying to split cluster 18 (8150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3100.662490 sec): 2 clusters Score: Raw -604712.243586 + Penalty 855.548455 = -603856.695132 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3100.718276 sec): 3 clusters Score: Raw -599905.189940 + Penalty 1711.096909 = -598194.093030 nChanged 3607 SP:Iteration 1F (3100.768985 sec): 3 clusters Score: Raw -601887.101274 + Penalty 1711.096909 = -600176.004365 nChanged 482 SP:Iteration 2F (3100.819280 sec): 3 clusters Score: Raw -602089.977297 + Penalty 1711.096909 = -600378.880388 nChanged 449 SP:Iteration 3F (3100.875464 sec): 3 clusters Score: Raw -602302.616795 + Penalty 1711.096909 = -600591.519885 nChanged 442 SP:Iteration 4F (3100.920665 sec): 3 clusters Score: Raw -602534.836917 + Penalty 1711.096909 = -600823.740008 nChanged 451 SP:Iteration 5F (3100.975425 sec): 3 clusters Score: Raw -602808.661415 + Penalty 1711.096909 = -601097.564506 nChanged 462 SP:Iteration 6F (3101.015444 sec): 3 clusters Score: Raw -603128.914892 + Penalty 1711.096909 = -601417.817983 nChanged 447 SP:Iteration 7F (3101.068140 sec): 3 clusters Score: Raw -603490.560445 + Penalty 1711.096909 = -601779.463535 nChanged 432 SP:Iteration 8F (3101.115387 sec): 3 clusters Score: Raw -603865.896608 + Penalty 1711.096909 = -602154.799699 nChanged 361 SP:Iteration 9Q (3101.157582 sec): 3 clusters Score: Raw -604173.751366 + Penalty 1711.096909 = -602462.654457 nChanged 246 SP:Iteration 10Q (3101.209738 sec): 3 clusters Score: Raw -604379.398264 + Penalty 1711.096909 = -602668.301355 nChanged 170 SP:Iteration 11Q (3101.262978 sec): 3 clusters Score: Raw -604530.286744 + Penalty 1711.096909 = -602819.189835 nChanged 105 SP:Iteration 12Q (3101.303142 sec): 3 clusters Score: Raw -604619.178192 + Penalty 1711.096909 = -602908.081283 nChanged 64 SP:Iteration 13Q (3101.346586 sec): 3 clusters Score: Raw -604670.089216 + Penalty 1711.096909 = -602958.992307 nChanged 56 SP:Iteration 14Q (3101.394386 sec): 3 clusters Score: Raw -604720.894528 + Penalty 1711.096909 = -603009.797619 nChanged 30 SP:Iteration 15Q (3101.443387 sec): 3 clusters Score: Raw -604747.923625 + Penalty 1711.096909 = -603036.826716 nChanged 20 SP:Iteration 16Q (3101.490588 sec): 3 clusters Score: Raw -604769.572907 + Penalty 1711.096909 = -603058.475997 nChanged 17 SP:Iteration 17Q (3101.544661 sec): 3 clusters Score: Raw -604788.011332 + Penalty 1711.096909 = -603076.914423 nChanged 16 SP:Iteration 18Q (3101.594893 sec): 3 clusters Score: Raw -604806.081858 + Penalty 1711.096909 = -603094.984949 nChanged 9 SP:Iteration 19Q (3101.647738 sec): 3 clusters Score: Raw -604821.968287 + Penalty 1711.096909 = -603110.871378 nChanged 11 SP:Iteration 20F (3101.691965 sec): 3 clusters Score: Raw -604834.163536 + Penalty 1711.096909 = -603123.066627 nChanged 5 SP:Iteration 21Q (3101.748046 sec): 3 clusters Score: Raw -604838.622715 + Penalty 1711.096909 = -603127.525806 nChanged 1 SP:Iteration 22Q (3101.792212 sec): 3 clusters Score: Raw -604840.187570 + Penalty 1711.096909 = -603129.090661 nChanged 1 SP:Iteration 23Q (3101.846251 sec): 3 clusters Score: Raw -604840.845117 + Penalty 1711.096909 = -603129.748208 nChanged 0 SP:Iteration 24F (3101.891682 sec): 3 clusters Score: Raw -604840.845117 + Penalty 1711.096909 = -603129.748208 nChanged 0 Trying to split cluster 19 (71772 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3101.993711 sec): 2 clusters Score: Raw -5329169.181462 + Penalty 1062.218722 = -5328106.962740 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3102.121723 sec): 3 clusters Score: Raw -5282159.088883 + Penalty 2124.437444 = -5280034.651439 nChanged 34589 SP:Iteration 1F (3102.261037 sec): 3 clusters Score: Raw -5303484.297062 + Penalty 2124.437444 = -5301359.859618 nChanged 4419 SP:Iteration 2F (3102.386793 sec): 3 clusters Score: Raw -5305878.597741 + Penalty 2124.437444 = -5303754.160297 nChanged 5661 SP:Iteration 3F (3102.518139 sec): 3 clusters Score: Raw -5310034.659456 + Penalty 2124.437444 = -5307910.222012 nChanged 6579 SP:Iteration 4F (3102.648640 sec): 3 clusters Score: Raw -5315956.839721 + Penalty 2124.437444 = -5313832.402277 nChanged 5985 SP:Iteration 5F (3102.768671 sec): 3 clusters Score: Raw -5321847.352458 + Penalty 2124.437444 = -5319722.915013 nChanged 4027 SP:Iteration 6F (3102.891302 sec): 3 clusters Score: Raw -5325768.385433 + Penalty 2124.437444 = -5323643.947988 nChanged 2223 SP:Iteration 7Q (3103.035464 sec): 3 clusters Score: Raw -5327783.116374 + Penalty 2124.437444 = -5325658.678930 nChanged 995 SP:Iteration 8Q (3103.153416 sec): 3 clusters Score: Raw -5328643.843271 + Penalty 2124.437444 = -5326519.405826 nChanged 465 SP:Iteration 9Q (3103.273127 sec): 3 clusters Score: Raw -5329019.286349 + Penalty 2124.437444 = -5326894.848905 nChanged 206 SP:Iteration 10Q (3103.388556 sec): 3 clusters Score: Raw -5329174.959924 + Penalty 2124.437444 = -5327050.522479 nChanged 122 SP:Iteration 11Q (3103.514875 sec): 3 clusters Score: Raw -5329267.677520 + Penalty 2124.437444 = -5327143.240075 nChanged 63 SP:Iteration 12Q (3103.620449 sec): 3 clusters Score: Raw -5329335.098656 + Penalty 2124.437444 = -5327210.661211 nChanged 65 SP:Iteration 13Q (3103.736985 sec): 3 clusters Score: Raw -5329406.590059 + Penalty 2124.437444 = -5327282.152614 nChanged 51 SP:Iteration 14Q (3103.851454 sec): 3 clusters Score: Raw -5329452.461412 + Penalty 2124.437444 = -5327328.023967 nChanged 48 SP:Iteration 15Q (3103.959365 sec): 3 clusters Score: Raw -5329484.044921 + Penalty 2124.437444 = -5327359.607476 nChanged 46 SP:Iteration 16Q (3104.043217 sec): 3 clusters Score: Raw -5329516.097415 + Penalty 2124.437444 = -5327391.659971 nChanged 39 SP:Iteration 17Q (3104.161715 sec): 3 clusters Score: Raw -5329533.415707 + Penalty 2124.437444 = -5327408.978263 nChanged 17 SP:Iteration 18Q (3104.267790 sec): 3 clusters Score: Raw -5329539.925950 + Penalty 2124.437444 = -5327415.488506 nChanged 15 SP:Iteration 19Q (3104.366745 sec): 3 clusters Score: Raw -5329547.211204 + Penalty 2124.437444 = -5327422.773759 nChanged 11 SP:Iteration 20F (3104.493903 sec): 3 clusters Score: Raw -5329550.779579 + Penalty 2124.437444 = -5327426.342135 nChanged 7 SP:Iteration 21Q (3104.599993 sec): 3 clusters Score: Raw -5329553.424107 + Penalty 2124.437444 = -5327428.986663 nChanged 7 SP:Iteration 22Q (3104.709477 sec): 3 clusters Score: Raw -5329556.723587 + Penalty 2124.437444 = -5327432.286143 nChanged 12 SP:Iteration 23Q (3104.823313 sec): 3 clusters Score: Raw -5329560.999676 + Penalty 2124.437444 = -5327436.562231 nChanged 8 SP:Iteration 24Q (3104.928171 sec): 3 clusters Score: Raw -5329563.921810 + Penalty 2124.437444 = -5327439.484366 nChanged 7 SP:Iteration 25Q (3105.044417 sec): 3 clusters Score: Raw -5329565.724110 + Penalty 2124.437444 = -5327441.286665 nChanged 4 SP:Iteration 26Q (3105.168823 sec): 3 clusters Score: Raw -5329566.988560 + Penalty 2124.437444 = -5327442.551116 nChanged 3 SP:Iteration 27Q (3105.288780 sec): 3 clusters Score: Raw -5329567.450252 + Penalty 2124.437444 = -5327443.012808 nChanged 0 SP:Iteration 28F (3105.423529 sec): 3 clusters Score: Raw -5329567.450252 + Penalty 2124.437444 = -5327443.012808 nChanged 0 Trying to split cluster 20 (114777 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3105.552283 sec): 2 clusters Score: Raw -8541186.027774 + Penalty 1106.820907 = -8540079.206866 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3105.733486 sec): 3 clusters Score: Raw -8465310.372254 + Penalty 2213.641815 = -8463096.730439 nChanged 55565 SP:Iteration 1F (3105.911185 sec): 3 clusters Score: Raw -8500554.189694 + Penalty 2213.641815 = -8498340.547879 nChanged 6193 SP:Iteration 2F (3106.084607 sec): 3 clusters Score: Raw -8504084.681728 + Penalty 2213.641815 = -8501871.039913 nChanged 7994 SP:Iteration 3F (3106.263042 sec): 3 clusters Score: Raw -8510544.611781 + Penalty 2213.641815 = -8508330.969966 nChanged 9470 SP:Iteration 4F (3106.440353 sec): 3 clusters Score: Raw -8520295.121329 + Penalty 2213.641815 = -8518081.479514 nChanged 9030 SP:Iteration 5F (3106.617091 sec): 3 clusters Score: Raw -8530832.479340 + Penalty 2213.641815 = -8528618.837526 nChanged 7144 SP:Iteration 6F (3106.789510 sec): 3 clusters Score: Raw -8538801.376648 + Penalty 2213.641815 = -8536587.734833 nChanged 5549 SP:Iteration 7Q (3106.966917 sec): 3 clusters Score: Raw -8544656.335487 + Penalty 2213.641815 = -8542442.693672 nChanged 3968 SP:Iteration 8Q (3107.134663 sec): 3 clusters Score: Raw -8548483.498633 + Penalty 2213.641815 = -8546269.856818 nChanged 2837 SP:Iteration 9Q (3107.312664 sec): 3 clusters Score: Raw -8550444.938473 + Penalty 2213.641815 = -8548231.296658 nChanged 2066 SP:Iteration 10Q (3107.488492 sec): 3 clusters Score: Raw -8551538.761837 + Penalty 2213.641815 = -8549325.120022 nChanged 1669 SP:Iteration 11Q (3107.655413 sec): 3 clusters Score: Raw -8552218.885656 + Penalty 2213.641815 = -8550005.243841 nChanged 1285 SP:Iteration 12Q (3107.798685 sec): 3 clusters Score: Raw -8552647.126306 + Penalty 2213.641815 = -8550433.484491 nChanged 972 SP:Iteration 13Q (3107.977506 sec): 3 clusters Score: Raw -8552891.126908 + Penalty 2213.641815 = -8550677.485093 nChanged 749 SP:Iteration 14Q (3108.148139 sec): 3 clusters Score: Raw -8553036.094941 + Penalty 2213.641815 = -8550822.453126 nChanged 577 SP:Iteration 15Q (3108.310506 sec): 3 clusters Score: Raw -8553117.108667 + Penalty 2213.641815 = -8550903.466852 nChanged 413 SP:Iteration 16Q (3108.451311 sec): 3 clusters Score: Raw -8553161.796446 + Penalty 2213.641815 = -8550948.154631 nChanged 317 SP:Iteration 17Q (3108.626866 sec): 3 clusters Score: Raw -8553186.380623 + Penalty 2213.641815 = -8550972.738808 nChanged 253 SP:Iteration 18Q (3108.794800 sec): 3 clusters Score: Raw -8553204.465963 + Penalty 2213.641815 = -8550990.824148 nChanged 193 SP:Iteration 19Q (3108.964616 sec): 3 clusters Score: Raw -8553214.109166 + Penalty 2213.641815 = -8551000.467351 nChanged 149 SP:Iteration 20F (3109.139407 sec): 3 clusters Score: Raw -8553236.401604 + Penalty 2213.641815 = -8551022.759789 nChanged 134 SP:Iteration 21Q (3109.313989 sec): 3 clusters Score: Raw -8553242.685770 + Penalty 2213.641815 = -8551029.043955 nChanged 115 SP:Iteration 22Q (3109.486721 sec): 3 clusters Score: Raw -8553245.994346 + Penalty 2213.641815 = -8551032.352531 nChanged 88 SP:Iteration 23Q (3109.666596 sec): 3 clusters Score: Raw -8553248.638489 + Penalty 2213.641815 = -8551034.996674 nChanged 94 SP:Iteration 24Q (3109.830534 sec): 3 clusters Score: Raw -8553251.901191 + Penalty 2213.641815 = -8551038.259376 nChanged 92 SP:Iteration 25Q (3110.002573 sec): 3 clusters Score: Raw -8553255.088386 + Penalty 2213.641815 = -8551041.446571 nChanged 75 SP:Iteration 26Q (3110.171556 sec): 3 clusters Score: Raw -8553257.413263 + Penalty 2213.641815 = -8551043.771448 nChanged 82 SP:Iteration 27Q (3110.351843 sec): 3 clusters Score: Raw -8553259.747906 + Penalty 2213.641815 = -8551046.106091 nChanged 81 SP:Iteration 28Q (3110.515518 sec): 3 clusters Score: Raw -8553262.199363 + Penalty 2213.641815 = -8551048.557548 nChanged 79 SP:Iteration 29Q (3110.695406 sec): 3 clusters Score: Raw -8553264.387676 + Penalty 2213.641815 = -8551050.745861 nChanged 69 SP:Iteration 30Q (3110.853651 sec): 3 clusters Score: Raw -8553266.187950 + Penalty 2213.641815 = -8551052.546135 nChanged 69 SP:Iteration 31Q (3111.023265 sec): 3 clusters Score: Raw -8553268.370725 + Penalty 2213.641815 = -8551054.728910 nChanged 64 SP:Iteration 32Q (3111.203790 sec): 3 clusters Score: Raw -8553270.392406 + Penalty 2213.641815 = -8551056.750591 nChanged 62 SP:Iteration 33Q (3111.379453 sec): 3 clusters Score: Raw -8553272.072521 + Penalty 2213.641815 = -8551058.430706 nChanged 71 SP:Iteration 34Q (3111.553508 sec): 3 clusters Score: Raw -8553273.875842 + Penalty 2213.641815 = -8551060.234027 nChanged 68 SP:Iteration 35Q (3111.699962 sec): 3 clusters Score: Raw -8553275.574147 + Penalty 2213.641815 = -8551061.932332 nChanged 67 SP:Iteration 36Q (3111.874481 sec): 3 clusters Score: Raw -8553277.253748 + Penalty 2213.641815 = -8551063.611933 nChanged 56 SP:Iteration 37Q (3112.048218 sec): 3 clusters Score: Raw -8553278.318621 + Penalty 2213.641815 = -8551064.676806 nChanged 39 SP:Iteration 38Q (3112.228769 sec): 3 clusters Score: Raw -8553279.017747 + Penalty 2213.641815 = -8551065.375932 nChanged 37 SP:Iteration 39Q (3112.398868 sec): 3 clusters Score: Raw -8553279.641259 + Penalty 2213.641815 = -8551065.999444 nChanged 29 SP:Iteration 40F (3112.551787 sec): 3 clusters Score: Raw -8553280.079793 + Penalty 2213.641815 = -8551066.437978 nChanged 28 SP:Iteration 41Q (3112.731579 sec): 3 clusters Score: Raw -8553280.471220 + Penalty 2213.641815 = -8551066.829405 nChanged 20 SP:Iteration 42Q (3112.905302 sec): 3 clusters Score: Raw -8553280.773444 + Penalty 2213.641815 = -8551067.131629 nChanged 23 SP:Iteration 43Q (3113.085246 sec): 3 clusters Score: Raw -8553281.122597 + Penalty 2213.641815 = -8551067.480783 nChanged 23 SP:Iteration 44Q (3113.272320 sec): 3 clusters Score: Raw -8553281.465696 + Penalty 2213.641815 = -8551067.823881 nChanged 24 SP:Iteration 45Q (3113.457785 sec): 3 clusters Score: Raw -8553281.835598 + Penalty 2213.641815 = -8551068.193783 nChanged 29 SP:Iteration 46Q (3113.636383 sec): 3 clusters Score: Raw -8553282.333688 + Penalty 2213.641815 = -8551068.691873 nChanged 19 SP:Iteration 47Q (3113.823741 sec): 3 clusters Score: Raw -8553282.646949 + Penalty 2213.641815 = -8551069.005134 nChanged 19 SP:Iteration 48Q (3114.007676 sec): 3 clusters Score: Raw -8553282.905840 + Penalty 2213.641815 = -8551069.264025 nChanged 25 SP:Iteration 49Q (3114.186505 sec): 3 clusters Score: Raw -8553283.332861 + Penalty 2213.641815 = -8551069.691046 nChanged 24 SP:Iteration 50Q (3114.368936 sec): 3 clusters Score: Raw -8553283.746771 + Penalty 2213.641815 = -8551070.104956 nChanged 34 SP:Iteration 51Q (3114.554341 sec): 3 clusters Score: Raw -8553284.379843 + Penalty 2213.641815 = -8551070.738028 nChanged 23 SP:Iteration 52Q (3114.726878 sec): 3 clusters Score: Raw -8553284.888186 + Penalty 2213.641815 = -8551071.246371 nChanged 21 SP:Iteration 53Q (3114.910458 sec): 3 clusters Score: Raw -8553285.234936 + Penalty 2213.641815 = -8551071.593122 nChanged 21 SP:Iteration 54Q (3115.093528 sec): 3 clusters Score: Raw -8553285.596931 + Penalty 2213.641815 = -8551071.955116 nChanged 21 SP:Iteration 55Q (3115.277182 sec): 3 clusters Score: Raw -8553285.856480 + Penalty 2213.641815 = -8551072.214665 nChanged 15 SP:Iteration 56Q (3115.451903 sec): 3 clusters Score: Raw -8553285.991640 + Penalty 2213.641815 = -8551072.349825 nChanged 13 SP:Iteration 57Q (3115.633012 sec): 3 clusters Score: Raw -8553286.120358 + Penalty 2213.641815 = -8551072.478543 nChanged 9 SP:Iteration 58Q (3115.813592 sec): 3 clusters Score: Raw -8553286.185552 + Penalty 2213.641815 = -8551072.543737 nChanged 10 SP:Iteration 59Q (3115.995466 sec): 3 clusters Score: Raw -8553286.289380 + Penalty 2213.641815 = -8551072.647565 nChanged 8 SP:Iteration 60F (3116.171354 sec): 3 clusters Score: Raw -8553286.379234 + Penalty 2213.641815 = -8551072.737420 nChanged 8 SP:Iteration 61Q (3116.333318 sec): 3 clusters Score: Raw -8553286.448199 + Penalty 2213.641815 = -8551072.806385 nChanged 6 SP:Iteration 62Q (3116.469274 sec): 3 clusters Score: Raw -8553286.500621 + Penalty 2213.641815 = -8551072.858806 nChanged 7 SP:Iteration 63Q (3116.652755 sec): 3 clusters Score: Raw -8553286.554032 + Penalty 2213.641815 = -8551072.912217 nChanged 9 SP:Iteration 64Q (3116.838726 sec): 3 clusters Score: Raw -8553286.631967 + Penalty 2213.641815 = -8551072.990152 nChanged 9 SP:Iteration 65Q (3117.011706 sec): 3 clusters Score: Raw -8553286.728361 + Penalty 2213.641815 = -8551073.086547 nChanged 14 SP:Iteration 66Q (3117.198538 sec): 3 clusters Score: Raw -8553286.899957 + Penalty 2213.641815 = -8551073.258142 nChanged 15 SP:Iteration 67Q (3117.381594 sec): 3 clusters Score: Raw -8553287.105243 + Penalty 2213.641815 = -8551073.463428 nChanged 18 SP:Iteration 68Q (3117.523266 sec): 3 clusters Score: Raw -8553287.273060 + Penalty 2213.641815 = -8551073.631246 nChanged 19 SP:Iteration 69Q (3117.690024 sec): 3 clusters Score: Raw -8553287.435848 + Penalty 2213.641815 = -8551073.794033 nChanged 10 SP:Iteration 70Q (3117.849588 sec): 3 clusters Score: Raw -8553287.493954 + Penalty 2213.641815 = -8551073.852139 nChanged 5 SP:Iteration 71Q (3118.036463 sec): 3 clusters Score: Raw -8553287.537525 + Penalty 2213.641815 = -8551073.895710 nChanged 5 SP:Iteration 72Q (3118.222085 sec): 3 clusters Score: Raw -8553287.581365 + Penalty 2213.641815 = -8551073.939550 nChanged 7 SP:Iteration 73Q (3118.376050 sec): 3 clusters Score: Raw -8553287.635353 + Penalty 2213.641815 = -8551073.993538 nChanged 7 SP:Iteration 74Q (3118.551544 sec): 3 clusters Score: Raw -8553287.672576 + Penalty 2213.641815 = -8551074.030761 nChanged 6 SP:Iteration 75Q (3118.729749 sec): 3 clusters Score: Raw -8553287.714212 + Penalty 2213.641815 = -8551074.072397 nChanged 10 SP:Iteration 76Q (3118.908295 sec): 3 clusters Score: Raw -8553287.787050 + Penalty 2213.641815 = -8551074.145235 nChanged 8 SP:Iteration 77Q (3119.050369 sec): 3 clusters Score: Raw -8553287.853306 + Penalty 2213.641815 = -8551074.211491 nChanged 8 SP:Iteration 78Q (3119.229416 sec): 3 clusters Score: Raw -8553287.913053 + Penalty 2213.641815 = -8551074.271238 nChanged 3 SP:Iteration 79Q (3119.409019 sec): 3 clusters Score: Raw -8553287.930992 + Penalty 2213.641815 = -8551074.289178 nChanged 5 SP:Iteration 80F (3119.585382 sec): 3 clusters Score: Raw -8553287.957990 + Penalty 2213.641815 = -8551074.316175 nChanged 3 SP:Iteration 81Q (3119.758918 sec): 3 clusters Score: Raw -8553287.974392 + Penalty 2213.641815 = -8551074.332577 nChanged 4 SP:Iteration 82Q (3119.924497 sec): 3 clusters Score: Raw -8553287.990067 + Penalty 2213.641815 = -8551074.348252 nChanged 4 SP:Iteration 83Q (3120.079182 sec): 3 clusters Score: Raw -8553288.003161 + Penalty 2213.641815 = -8551074.361346 nChanged 4 SP:Iteration 84Q (3120.259510 sec): 3 clusters Score: Raw -8553288.037384 + Penalty 2213.641815 = -8551074.395569 nChanged 5 SP:Iteration 85Q (3120.427500 sec): 3 clusters Score: Raw -8553288.111371 + Penalty 2213.641815 = -8551074.469556 nChanged 6 SP:Iteration 86Q (3120.611529 sec): 3 clusters Score: Raw -8553288.159704 + Penalty 2213.641815 = -8551074.517889 nChanged 3 SP:Iteration 87Q (3120.768127 sec): 3 clusters Score: Raw -8553288.177037 + Penalty 2213.641815 = -8551074.535222 nChanged 4 SP:Iteration 88Q (3120.953723 sec): 3 clusters Score: Raw -8553288.195639 + Penalty 2213.641815 = -8551074.553824 nChanged 4 SP:Iteration 89Q (3121.108403 sec): 3 clusters Score: Raw -8553288.232458 + Penalty 2213.641815 = -8551074.590643 nChanged 5 SP:Iteration 90Q (3121.257239 sec): 3 clusters Score: Raw -8553288.260141 + Penalty 2213.641815 = -8551074.618326 nChanged 8 SP:Iteration 91Q (3121.426911 sec): 3 clusters Score: Raw -8553288.333670 + Penalty 2213.641815 = -8551074.691855 nChanged 8 SP:Iteration 92Q (3121.602808 sec): 3 clusters Score: Raw -8553288.407618 + Penalty 2213.641815 = -8551074.765803 nChanged 12 SP:Iteration 93Q (3121.770743 sec): 3 clusters Score: Raw -8553288.529680 + Penalty 2213.641815 = -8551074.887865 nChanged 9 SP:Iteration 94Q (3121.931011 sec): 3 clusters Score: Raw -8553288.573141 + Penalty 2213.641815 = -8551074.931326 nChanged 4 SP:Iteration 95Q (3122.097194 sec): 3 clusters Score: Raw -8553288.600696 + Penalty 2213.641815 = -8551074.958881 nChanged 8 SP:Iteration 96Q (3122.268937 sec): 3 clusters Score: Raw -8553288.658151 + Penalty 2213.641815 = -8551075.016336 nChanged 5 SP:Iteration 97Q (3122.444589 sec): 3 clusters Score: Raw -8553288.709042 + Penalty 2213.641815 = -8551075.067227 nChanged 10 SP:Iteration 98Q (3122.625400 sec): 3 clusters Score: Raw -8553288.791423 + Penalty 2213.641815 = -8551075.149608 nChanged 8 SP:Iteration 99Q (3122.804698 sec): 3 clusters Score: Raw -8553288.842254 + Penalty 2213.641815 = -8551075.200439 nChanged 8 SP:Iteration 100F (3122.986866 sec): 3 clusters Score: Raw -8553288.917919 + Penalty 2213.641815 = -8551075.276104 nChanged 10 SP:Iteration 101Q (3123.160904 sec): 3 clusters Score: Raw -8553288.995094 + Penalty 2213.641815 = -8551075.353279 nChanged 12 SP:Iteration 102Q (3123.332168 sec): 3 clusters Score: Raw -8553289.068804 + Penalty 2213.641815 = -8551075.426989 nChanged 11 SP:Iteration 103Q (3123.472301 sec): 3 clusters Score: Raw -8553289.145008 + Penalty 2213.641815 = -8551075.503193 nChanged 9 SP:Iteration 104Q (3123.639842 sec): 3 clusters Score: Raw -8553289.203702 + Penalty 2213.641815 = -8551075.561887 nChanged 6 SP:Iteration 105Q (3123.813612 sec): 3 clusters Score: Raw -8553289.241599 + Penalty 2213.641815 = -8551075.599784 nChanged 4 SP:Iteration 106Q (3123.995760 sec): 3 clusters Score: Raw -8553289.261213 + Penalty 2213.641815 = -8551075.619398 nChanged 6 SP:Iteration 107Q (3124.175092 sec): 3 clusters Score: Raw -8553289.293537 + Penalty 2213.641815 = -8551075.651722 nChanged 8 SP:Iteration 108Q (3124.350169 sec): 3 clusters Score: Raw -8553289.342090 + Penalty 2213.641815 = -8551075.700275 nChanged 8 SP:Iteration 109Q (3124.527739 sec): 3 clusters Score: Raw -8553289.396854 + Penalty 2213.641815 = -8551075.755039 nChanged 6 SP:Iteration 110Q (3124.699564 sec): 3 clusters Score: Raw -8553289.499503 + Penalty 2213.641815 = -8551075.857688 nChanged 7 SP:Iteration 111Q (3124.872309 sec): 3 clusters Score: Raw -8553289.549936 + Penalty 2213.641815 = -8551075.908121 nChanged 7 SP:Iteration 112Q (3125.040540 sec): 3 clusters Score: Raw -8553289.625272 + Penalty 2213.641815 = -8551075.983457 nChanged 13 SP:Iteration 113Q (3125.204701 sec): 3 clusters Score: Raw -8553289.745362 + Penalty 2213.641815 = -8551076.103548 nChanged 9 SP:Iteration 114Q (3125.386637 sec): 3 clusters Score: Raw -8553289.823135 + Penalty 2213.641815 = -8551076.181320 nChanged 10 SP:Iteration 115Q (3125.556853 sec): 3 clusters Score: Raw -8553289.926723 + Penalty 2213.641815 = -8551076.284908 nChanged 11 SP:Iteration 116Q (3125.728981 sec): 3 clusters Score: Raw -8553290.052449 + Penalty 2213.641815 = -8551076.410634 nChanged 10 SP:Iteration 117Q (3125.873923 sec): 3 clusters Score: Raw -8553290.167173 + Penalty 2213.641815 = -8551076.525358 nChanged 14 SP:Iteration 118Q (3126.043316 sec): 3 clusters Score: Raw -8553290.298531 + Penalty 2213.641815 = -8551076.656716 nChanged 13 SP:Iteration 119Q (3126.222359 sec): 3 clusters Score: Raw -8553290.466991 + Penalty 2213.641815 = -8551076.825176 nChanged 13 SP:Iteration 120F (3126.412826 sec): 3 clusters Score: Raw -8553290.570770 + Penalty 2213.641815 = -8551076.928955 nChanged 9 SP:Iteration 121Q (3126.581038 sec): 3 clusters Score: Raw -8553290.631835 + Penalty 2213.641815 = -8551076.990021 nChanged 4 SP:Iteration 122Q (3126.760393 sec): 3 clusters Score: Raw -8553290.659207 + Penalty 2213.641815 = -8551077.017392 nChanged 3 SP:Iteration 123Q (3126.937025 sec): 3 clusters Score: Raw -8553290.671801 + Penalty 2213.641815 = -8551077.029986 nChanged 3 SP:Iteration 124Q (3127.097729 sec): 3 clusters Score: Raw -8553290.700475 + Penalty 2213.641815 = -8551077.058660 nChanged 3 SP:Iteration 125Q (3127.241931 sec): 3 clusters Score: Raw -8553290.712985 + Penalty 2213.641815 = -8551077.071170 nChanged 0 SP:Iteration 126F (3127.394589 sec): 3 clusters Score: Raw -8553290.712985 + Penalty 2213.641815 = -8551077.071170 nChanged 0 Score: Raw -25364348.955380 + Penalty 24291.160601 = -25340057.794779 Splitting cluster 20 changes total score from -25329060.836740 to -25340057.794779 So it's getting split into cluster 9. Trying to split cluster 21 (6840 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3130.970784 sec): 2 clusters Score: Raw -473288.684665 + Penalty 838.901586 = -472449.783079 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3131.012264 sec): 3 clusters Score: Raw -469433.117738 + Penalty 1677.803172 = -467755.314566 nChanged 2930 SP:Iteration 1F (3131.054789 sec): 3 clusters Score: Raw -471197.936959 + Penalty 1677.803172 = -469520.133787 nChanged 535 SP:Iteration 2F (3131.100587 sec): 3 clusters Score: Raw -471662.811219 + Penalty 1677.803172 = -469985.008047 nChanged 544 SP:Iteration 3F (3131.147846 sec): 3 clusters Score: Raw -472221.638170 + Penalty 1677.803172 = -470543.834998 nChanged 589 SP:Iteration 4F (3131.188953 sec): 3 clusters Score: Raw -472885.347577 + Penalty 1677.803172 = -471207.544404 nChanged 538 SP:Iteration 5F (3131.235499 sec): 3 clusters Score: Raw -473418.224617 + Penalty 1677.803172 = -471740.421445 nChanged 395 SP:Iteration 6F (3131.291201 sec): 3 clusters Score: Raw -473691.847393 + Penalty 1677.803172 = -472014.044221 nChanged 231 SP:Iteration 7Q (3131.334960 sec): 3 clusters Score: Raw -473808.654842 + Penalty 1677.803172 = -472130.851670 nChanged 160 SP:Iteration 8Q (3131.383452 sec): 3 clusters Score: Raw -473874.984948 + Penalty 1677.803172 = -472197.181776 nChanged 120 SP:Iteration 9Q (3131.422541 sec): 3 clusters Score: Raw -473911.431549 + Penalty 1677.803172 = -472233.628377 nChanged 89 SP:Iteration 10Q (3131.469040 sec): 3 clusters Score: Raw -473937.527906 + Penalty 1677.803172 = -472259.724734 nChanged 68 SP:Iteration 11Q (3131.513319 sec): 3 clusters Score: Raw -473955.737646 + Penalty 1677.803172 = -472277.934474 nChanged 58 SP:Iteration 12Q (3131.562919 sec): 3 clusters Score: Raw -473970.572606 + Penalty 1677.803172 = -472292.769434 nChanged 48 SP:Iteration 13Q (3131.615020 sec): 3 clusters Score: Raw -473982.218761 + Penalty 1677.803172 = -472304.415589 nChanged 44 SP:Iteration 14Q (3131.663534 sec): 3 clusters Score: Raw -473991.233558 + Penalty 1677.803172 = -472313.430386 nChanged 46 SP:Iteration 15Q (3131.711722 sec): 3 clusters Score: Raw -474002.426441 + Penalty 1677.803172 = -472324.623269 nChanged 46 SP:Iteration 16Q (3131.752787 sec): 3 clusters Score: Raw -474014.248112 + Penalty 1677.803172 = -472336.444940 nChanged 43 SP:Iteration 17Q (3131.802253 sec): 3 clusters Score: Raw -474024.367561 + Penalty 1677.803172 = -472346.564389 nChanged 33 SP:Iteration 18Q (3131.845645 sec): 3 clusters Score: Raw -474032.133975 + Penalty 1677.803172 = -472354.330803 nChanged 37 SP:Iteration 19Q (3131.885307 sec): 3 clusters Score: Raw -474040.103184 + Penalty 1677.803172 = -472362.300012 nChanged 46 SP:Iteration 20F (3131.936696 sec): 3 clusters Score: Raw -474050.472390 + Penalty 1677.803172 = -472372.669218 nChanged 45 SP:Iteration 21Q (3131.979838 sec): 3 clusters Score: Raw -474060.141335 + Penalty 1677.803172 = -472382.338163 nChanged 39 SP:Iteration 22Q (3132.025032 sec): 3 clusters Score: Raw -474066.696736 + Penalty 1677.803172 = -472388.893564 nChanged 42 SP:Iteration 23Q (3132.067873 sec): 3 clusters Score: Raw -474074.159926 + Penalty 1677.803172 = -472396.356754 nChanged 43 SP:Iteration 24Q (3132.113506 sec): 3 clusters Score: Raw -474085.797142 + Penalty 1677.803172 = -472407.993970 nChanged 55 SP:Iteration 25Q (3132.160226 sec): 3 clusters Score: Raw -474101.610453 + Penalty 1677.803172 = -472423.807281 nChanged 59 SP:Iteration 26Q (3132.207702 sec): 3 clusters Score: Raw -474121.103598 + Penalty 1677.803172 = -472443.300426 nChanged 62 SP:Iteration 27Q (3132.257732 sec): 3 clusters Score: Raw -474139.589886 + Penalty 1677.803172 = -472461.786714 nChanged 63 SP:Iteration 28Q (3132.306821 sec): 3 clusters Score: Raw -474152.895436 + Penalty 1677.803172 = -472475.092264 nChanged 55 SP:Iteration 29Q (3132.338977 sec): 3 clusters Score: Raw -474162.788412 + Penalty 1677.803172 = -472484.985240 nChanged 39 SP:Iteration 30Q (3132.395626 sec): 3 clusters Score: Raw -474170.189529 + Penalty 1677.803172 = -472492.386357 nChanged 35 SP:Iteration 31Q (3132.437208 sec): 3 clusters Score: Raw -474175.841106 + Penalty 1677.803172 = -472498.037934 nChanged 31 SP:Iteration 32Q (3132.488231 sec): 3 clusters Score: Raw -474181.604907 + Penalty 1677.803172 = -472503.801735 nChanged 33 SP:Iteration 33Q (3132.529546 sec): 3 clusters Score: Raw -474189.553324 + Penalty 1677.803172 = -472511.750152 nChanged 43 SP:Iteration 34Q (3132.577768 sec): 3 clusters Score: Raw -474197.126829 + Penalty 1677.803172 = -472519.323657 nChanged 22 SP:Iteration 35Q (3132.634926 sec): 3 clusters Score: Raw -474200.016074 + Penalty 1677.803172 = -472522.212902 nChanged 15 SP:Iteration 36Q (3132.690655 sec): 3 clusters Score: Raw -474201.328834 + Penalty 1677.803172 = -472523.525662 nChanged 10 SP:Iteration 37Q (3132.742616 sec): 3 clusters Score: Raw -474202.984603 + Penalty 1677.803172 = -472525.181431 nChanged 11 SP:Iteration 38Q (3132.780900 sec): 3 clusters Score: Raw -474204.753864 + Penalty 1677.803172 = -472526.950692 nChanged 19 SP:Iteration 39Q (3132.829742 sec): 3 clusters Score: Raw -474207.567714 + Penalty 1677.803172 = -472529.764542 nChanged 12 SP:Iteration 40F (3132.876791 sec): 3 clusters Score: Raw -474208.781033 + Penalty 1677.803172 = -472530.977861 nChanged 10 SP:Iteration 41Q (3132.926995 sec): 3 clusters Score: Raw -474210.285030 + Penalty 1677.803172 = -472532.481858 nChanged 7 SP:Iteration 42Q (3132.947884 sec): 3 clusters Score: Raw -474210.765762 + Penalty 1677.803172 = -472532.962590 nChanged 5 SP:Iteration 43Q (3133.005737 sec): 3 clusters Score: Raw -474210.971374 + Penalty 1677.803172 = -472533.168202 nChanged 3 SP:Iteration 44Q (3133.049383 sec): 3 clusters Score: Raw -474211.138551 + Penalty 1677.803172 = -472533.335379 nChanged 3 SP:Iteration 45Q (3133.105060 sec): 3 clusters Score: Raw -474211.778452 + Penalty 1677.803172 = -472533.975280 nChanged 8 SP:Iteration 46Q (3133.131292 sec): 3 clusters Score: Raw -474212.673812 + Penalty 1677.803172 = -472534.870640 nChanged 9 SP:Iteration 47Q (3133.186565 sec): 3 clusters Score: Raw -474213.730491 + Penalty 1677.803172 = -472535.927319 nChanged 9 SP:Iteration 48Q (3133.224543 sec): 3 clusters Score: Raw -474214.553450 + Penalty 1677.803172 = -472536.750278 nChanged 10 SP:Iteration 49Q (3133.273513 sec): 3 clusters Score: Raw -474215.352679 + Penalty 1677.803172 = -472537.549507 nChanged 9 SP:Iteration 50Q (3133.314623 sec): 3 clusters Score: Raw -474216.279962 + Penalty 1677.803172 = -472538.476790 nChanged 8 SP:Iteration 51Q (3133.362996 sec): 3 clusters Score: Raw -474216.863813 + Penalty 1677.803172 = -472539.060641 nChanged 6 SP:Iteration 52Q (3133.419912 sec): 3 clusters Score: Raw -474217.485629 + Penalty 1677.803172 = -472539.682457 nChanged 7 SP:Iteration 53Q (3133.473806 sec): 3 clusters Score: Raw -474218.458893 + Penalty 1677.803172 = -472540.655721 nChanged 10 SP:Iteration 54Q (3133.520671 sec): 3 clusters Score: Raw -474219.309986 + Penalty 1677.803172 = -472541.506814 nChanged 7 SP:Iteration 55Q (3133.568334 sec): 3 clusters Score: Raw -474220.033428 + Penalty 1677.803172 = -472542.230256 nChanged 10 SP:Iteration 56Q (3133.610228 sec): 3 clusters Score: Raw -474221.061968 + Penalty 1677.803172 = -472543.258796 nChanged 3 SP:Iteration 57Q (3133.661333 sec): 3 clusters Score: Raw -474221.293428 + Penalty 1677.803172 = -472543.490256 nChanged 4 SP:Iteration 58Q (3133.710638 sec): 3 clusters Score: Raw -474221.565300 + Penalty 1677.803172 = -472543.762128 nChanged 4 SP:Iteration 59Q (3133.757549 sec): 3 clusters Score: Raw -474221.890564 + Penalty 1677.803172 = -472544.087392 nChanged 4 SP:Iteration 60F (3133.805162 sec): 3 clusters Score: Raw -474222.236595 + Penalty 1677.803172 = -472544.433423 nChanged 3 SP:Iteration 61Q (3133.859487 sec): 3 clusters Score: Raw -474222.366795 + Penalty 1677.803172 = -472544.563623 nChanged 1 SP:Iteration 62Q (3133.907330 sec): 3 clusters Score: Raw -474222.554252 + Penalty 1677.803172 = -472544.751080 nChanged 0 SP:Iteration 63F (3133.949988 sec): 3 clusters Score: Raw -474222.554252 + Penalty 1677.803172 = -472544.751080 nChanged 0 Score: Raw -25365282.824967 + Penalty 25505.718631 = -25339777.106336 Splitting cluster 21 changes total score from -25329060.836740 to -25339777.106336 So it's getting split into cluster 14. Iteration 59Q (3140.389505 sec): 22 clusters Score: Raw -25368210.235182 + Penalty 25505.718631 = -25342704.516551 nChanged 5006 Iteration 60F (3144.076296 sec): 22 clusters Score: Raw -25370167.359205 + Penalty 25505.718631 = -25344661.640574 nChanged 4995 Iteration 61Q (3146.228970 sec): 22 clusters Score: Raw -25371039.101112 + Penalty 25505.718631 = -25345533.382481 nChanged 3221 Iteration 62Q (3148.476440 sec): 22 clusters Score: Raw -25371564.654967 + Penalty 25505.718631 = -25346058.936336 nChanged 2671 Iteration 63Q (3150.640354 sec): 22 clusters Score: Raw -25371947.594801 + Penalty 25505.718631 = -25346441.876170 nChanged 2331 Iteration 64Q (3152.847342 sec): 22 clusters Score: Raw -25372259.432750 + Penalty 25505.718631 = -25346753.714119 nChanged 2184 Iteration 65Q (3155.151300 sec): 22 clusters Score: Raw -25372523.167607 + Penalty 25505.718631 = -25347017.448976 nChanged 2006 Iteration 66Q (3157.412934 sec): 22 clusters Score: Raw -25372758.613516 + Penalty 25505.718631 = -25347252.894885 nChanged 1827 Iteration 67Q (3159.737344 sec): 22 clusters Score: Raw -25372974.692720 + Penalty 25505.718631 = -25347468.974090 nChanged 1782 Iteration 68Q (3162.061466 sec): 22 clusters Score: Raw -25373185.844215 + Penalty 25505.718631 = -25347680.125584 nChanged 1753 Iteration 69Q (3164.407599 sec): 22 clusters Score: Raw -25373390.681175 + Penalty 25505.718631 = -25347884.962544 nChanged 1718 Iteration 70Q (3166.757147 sec): 22 clusters Score: Raw -25373588.276162 + Penalty 25505.718631 = -25348082.557531 nChanged 1595 Iteration 71Q (3169.088718 sec): 22 clusters Score: Raw -25373765.393370 + Penalty 25505.718631 = -25348259.674740 nChanged 1543 Iteration 72Q (3171.360210 sec): 22 clusters Score: Raw -25373930.438160 + Penalty 25505.718631 = -25348424.719529 nChanged 1404 Iteration 73Q (3173.675918 sec): 22 clusters Score: Raw -25374074.104781 + Penalty 25505.718631 = -25348568.386150 nChanged 1384 Iteration 74Q (3175.923809 sec): 22 clusters Score: Raw -25374215.051222 + Penalty 25505.718631 = -25348709.332591 nChanged 1350 Iteration 75Q (3178.276788 sec): 22 clusters Score: Raw -25374345.420478 + Penalty 25505.718631 = -25348839.701847 nChanged 1279 Iteration 76Q (3180.384310 sec): 22 clusters Score: Raw -25374462.706449 + Penalty 25505.718631 = -25348956.987818 nChanged 1234 Iteration 77Q (3182.703924 sec): 22 clusters Score: Raw -25374571.141782 + Penalty 25505.718631 = -25349065.423152 nChanged 1168 Iteration 78Q (3185.005476 sec): 22 clusters Score: Raw -25374674.488346 + Penalty 25505.718631 = -25349168.769716 nChanged 1169 Iteration 79Q (3187.309506 sec): 22 clusters Score: Raw -25374775.184897 + Penalty 25505.718631 = -25349269.466266 nChanged 1090 Iteration 80F (3190.899898 sec): 22 clusters Score: Raw -25374861.142128 + Penalty 25505.718631 = -25349355.423498 nChanged 1027 Iteration 81Q (3193.086480 sec): 22 clusters Score: Raw -25374941.960435 + Penalty 25505.718631 = -25349436.241804 nChanged 952 Iteration 82Q (3195.398678 sec): 22 clusters Score: Raw -25375011.993665 + Penalty 25505.718631 = -25349506.275034 nChanged 961 Iteration 83Q (3197.715305 sec): 22 clusters Score: Raw -25375086.810793 + Penalty 25505.718631 = -25349581.092162 nChanged 961 Iteration 84Q (3200.062057 sec): 22 clusters Score: Raw -25375159.429377 + Penalty 25505.718631 = -25349653.710747 nChanged 896 Iteration 85Q (3202.369538 sec): 22 clusters Score: Raw -25375229.016042 + Penalty 25505.718631 = -25349723.297411 nChanged 888 Iteration 86Q (3204.709993 sec): 22 clusters Score: Raw -25375288.288469 + Penalty 25505.718631 = -25349782.569839 nChanged 823 Iteration 87Q (3207.025312 sec): 22 clusters Score: Raw -25375342.459851 + Penalty 25505.718631 = -25349836.741220 nChanged 809 Iteration 88Q (3209.305048 sec): 22 clusters Score: Raw -25375393.711735 + Penalty 25505.718631 = -25349887.993104 nChanged 767 Iteration 89Q (3211.654083 sec): 22 clusters Score: Raw -25375444.306774 + Penalty 25505.718631 = -25349938.588144 nChanged 775 Iteration 90Q (3214.015932 sec): 22 clusters Score: Raw -25375497.005578 + Penalty 25505.718631 = -25349991.286947 nChanged 788 Iteration 91Q (3216.324343 sec): 22 clusters Score: Raw -25375548.403461 + Penalty 25505.718631 = -25350042.684831 nChanged 753 Iteration 92Q (3218.554197 sec): 22 clusters Score: Raw -25375598.164010 + Penalty 25505.718631 = -25350092.445379 nChanged 749 Iteration 93Q (3220.864202 sec): 22 clusters Score: Raw -25375649.249608 + Penalty 25505.718631 = -25350143.530977 nChanged 785 Iteration 94Q (3223.089083 sec): 22 clusters Score: Raw -25375701.195527 + Penalty 25505.718631 = -25350195.476897 nChanged 764 Iteration 95Q (3225.422379 sec): 22 clusters Score: Raw -25375748.162397 + Penalty 25505.718631 = -25350242.443766 nChanged 748 Iteration 96Q (3227.687488 sec): 22 clusters Score: Raw -25375793.854577 + Penalty 25505.718631 = -25350288.135946 nChanged 725 Iteration 97Q (3229.970935 sec): 22 clusters Score: Raw -25375838.244157 + Penalty 25505.718631 = -25350332.525526 nChanged 725 Iteration 98Q (3232.294413 sec): 22 clusters Score: Raw -25375881.924246 + Penalty 25505.718631 = -25350376.205615 nChanged 688 Writing temp clu file Because OldScore, -25350332.525526, is greater than current (better) Score,-25350376.205615 Compute initial score before splitting: Score: Raw -25375881.924246 + Penalty 25505.718631 = -25350376.205615 Trying to split cluster 1 (3110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3232.382027 sec): 2 clusters Score: Raw -243383.076014 + Penalty 764.025910 = -242619.050103 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3232.431851 sec): 3 clusters Score: Raw -241748.784865 + Penalty 1528.051821 = -240220.733044 nChanged 1241 SP:Iteration 1F (3232.484205 sec): 3 clusters Score: Raw -242417.178205 + Penalty 1528.051821 = -240889.126384 nChanged 260 SP:Iteration 2F (3232.544158 sec): 3 clusters Score: Raw -242588.461434 + Penalty 1528.051821 = -241060.409613 nChanged 194 SP:Iteration 3F (3232.576682 sec): 3 clusters Score: Raw -242721.183079 + Penalty 1528.051821 = -241193.131258 nChanged 154 SP:Iteration 4Q (3232.624286 sec): 3 clusters Score: Raw -242825.101918 + Penalty 1528.051821 = -241297.050097 nChanged 140 SP:Iteration 5Q (3232.676280 sec): 3 clusters Score: Raw -242927.428899 + Penalty 1528.051821 = -241399.377078 nChanged 146 SP:Iteration 6Q (3232.727811 sec): 3 clusters Score: Raw -243039.032780 + Penalty 1528.051821 = -241510.980959 nChanged 145 SP:Iteration 7Q (3232.776717 sec): 3 clusters Score: Raw -243135.282479 + Penalty 1528.051821 = -241607.230658 nChanged 128 SP:Iteration 8Q (3232.826638 sec): 3 clusters Score: Raw -243219.865025 + Penalty 1528.051821 = -241691.813204 nChanged 105 SP:Iteration 9Q (3232.862373 sec): 3 clusters Score: Raw -243272.168339 + Penalty 1528.051821 = -241744.116518 nChanged 78 SP:Iteration 10Q (3232.907559 sec): 3 clusters Score: Raw -243305.339406 + Penalty 1528.051821 = -241777.287585 nChanged 71 SP:Iteration 11Q (3232.952133 sec): 3 clusters Score: Raw -243335.823632 + Penalty 1528.051821 = -241807.771811 nChanged 60 SP:Iteration 12Q (3232.987922 sec): 3 clusters Score: Raw -243359.077574 + Penalty 1528.051821 = -241831.025753 nChanged 54 SP:Iteration 13Q (3233.037860 sec): 3 clusters Score: Raw -243379.821449 + Penalty 1528.051821 = -241851.769628 nChanged 44 SP:Iteration 14Q (3233.080741 sec): 3 clusters Score: Raw -243396.777497 + Penalty 1528.051821 = -241868.725676 nChanged 42 SP:Iteration 15Q (3233.124478 sec): 3 clusters Score: Raw -243412.891311 + Penalty 1528.051821 = -241884.839490 nChanged 37 SP:Iteration 16Q (3233.179274 sec): 3 clusters Score: Raw -243427.024247 + Penalty 1528.051821 = -241898.972426 nChanged 32 SP:Iteration 17Q (3233.215286 sec): 3 clusters Score: Raw -243439.354071 + Penalty 1528.051821 = -241911.302250 nChanged 31 SP:Iteration 18Q (3233.266327 sec): 3 clusters Score: Raw -243451.031686 + Penalty 1528.051821 = -241922.979865 nChanged 31 SP:Iteration 19Q (3233.299581 sec): 3 clusters Score: Raw -243464.418182 + Penalty 1528.051821 = -241936.366361 nChanged 36 SP:Iteration 20F (3233.344644 sec): 3 clusters Score: Raw -243475.793983 + Penalty 1528.051821 = -241947.742162 nChanged 25 SP:Iteration 21Q (3233.389650 sec): 3 clusters Score: Raw -243483.295001 + Penalty 1528.051821 = -241955.243180 nChanged 17 SP:Iteration 22Q (3233.447230 sec): 3 clusters Score: Raw -243489.671374 + Penalty 1528.051821 = -241961.619553 nChanged 18 SP:Iteration 23Q (3233.484462 sec): 3 clusters Score: Raw -243497.349876 + Penalty 1528.051821 = -241969.298055 nChanged 23 SP:Iteration 24Q (3233.536417 sec): 3 clusters Score: Raw -243508.960392 + Penalty 1528.051821 = -241980.908571 nChanged 35 SP:Iteration 25Q (3233.587358 sec): 3 clusters Score: Raw -243527.453107 + Penalty 1528.051821 = -241999.401286 nChanged 36 SP:Iteration 26Q (3233.636668 sec): 3 clusters Score: Raw -243546.570964 + Penalty 1528.051821 = -242018.519143 nChanged 35 SP:Iteration 27Q (3233.684749 sec): 3 clusters Score: Raw -243567.491473 + Penalty 1528.051821 = -242039.439652 nChanged 47 SP:Iteration 28Q (3233.728673 sec): 3 clusters Score: Raw -243593.310084 + Penalty 1528.051821 = -242065.258263 nChanged 47 SP:Iteration 29Q (3233.772357 sec): 3 clusters Score: Raw -243622.680283 + Penalty 1528.051821 = -242094.628462 nChanged 51 SP:Iteration 30Q (3233.822084 sec): 3 clusters Score: Raw -243658.825923 + Penalty 1528.051821 = -242130.774102 nChanged 61 SP:Iteration 31Q (3233.879313 sec): 3 clusters Score: Raw -243704.548465 + Penalty 1528.051821 = -242176.496644 nChanged 55 SP:Iteration 32Q (3233.931977 sec): 3 clusters Score: Raw -243740.125103 + Penalty 1528.051821 = -242212.073282 nChanged 62 SP:Iteration 33Q (3233.970628 sec): 3 clusters Score: Raw -243776.479404 + Penalty 1528.051821 = -242248.427583 nChanged 48 SP:Iteration 34Q (3234.022683 sec): 3 clusters Score: Raw -243805.497730 + Penalty 1528.051821 = -242277.445909 nChanged 36 SP:Iteration 35Q (3234.074240 sec): 3 clusters Score: Raw -243824.950855 + Penalty 1528.051821 = -242296.899034 nChanged 39 SP:Iteration 36Q (3234.111317 sec): 3 clusters Score: Raw -243840.553632 + Penalty 1528.051821 = -242312.501811 nChanged 29 SP:Iteration 37Q (3234.162010 sec): 3 clusters Score: Raw -243851.202513 + Penalty 1528.051821 = -242323.150692 nChanged 20 SP:Iteration 38Q (3234.214617 sec): 3 clusters Score: Raw -243858.703881 + Penalty 1528.051821 = -242330.652060 nChanged 15 SP:Iteration 39Q (3234.265954 sec): 3 clusters Score: Raw -243862.876047 + Penalty 1528.051821 = -242334.824226 nChanged 8 SP:Iteration 40F (3234.317683 sec): 3 clusters Score: Raw -243867.125162 + Penalty 1528.051821 = -242339.073341 nChanged 11 SP:Iteration 41Q (3234.370525 sec): 3 clusters Score: Raw -243871.512498 + Penalty 1528.051821 = -242343.460677 nChanged 8 SP:Iteration 42Q (3234.412466 sec): 3 clusters Score: Raw -243873.576364 + Penalty 1528.051821 = -242345.524543 nChanged 6 SP:Iteration 43Q (3234.446813 sec): 3 clusters Score: Raw -243874.712858 + Penalty 1528.051821 = -242346.661037 nChanged 2 SP:Iteration 44Q (3234.458061 sec): 3 clusters Score: Raw -243875.553376 + Penalty 1528.051821 = -242347.501555 nChanged 2 SP:Iteration 45Q (3234.469294 sec): 3 clusters Score: Raw -243876.195793 + Penalty 1528.051821 = -242348.143972 nChanged 0 SP:Iteration 46F (3234.517383 sec): 3 clusters Score: Raw -243876.195793 + Penalty 1528.051821 = -242348.143972 nChanged 0 Trying to split cluster 2 (22030 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3234.556112 sec): 2 clusters Score: Raw -1611424.811477 + Penalty 950.015242 = -1610474.796235 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3234.633436 sec): 3 clusters Score: Raw -1597639.108346 + Penalty 1900.030484 = -1595739.077863 nChanged 10244 SP:Iteration 1F (3234.707746 sec): 3 clusters Score: Raw -1603832.948018 + Penalty 1900.030484 = -1601932.917534 nChanged 1139 SP:Iteration 2F (3234.783377 sec): 3 clusters Score: Raw -1604325.895760 + Penalty 1900.030484 = -1602425.865276 nChanged 1195 SP:Iteration 3F (3234.845884 sec): 3 clusters Score: Raw -1605029.368487 + Penalty 1900.030484 = -1603129.338004 nChanged 1325 SP:Iteration 4F (3234.897090 sec): 3 clusters Score: Raw -1606036.347879 + Penalty 1900.030484 = -1604136.317396 nChanged 1406 SP:Iteration 5F (3234.971683 sec): 3 clusters Score: Raw -1607251.163046 + Penalty 1900.030484 = -1605351.132562 nChanged 1288 SP:Iteration 6F (3235.045593 sec): 3 clusters Score: Raw -1608428.757997 + Penalty 1900.030484 = -1606528.727514 nChanged 1123 SP:Iteration 7F (3235.114044 sec): 3 clusters Score: Raw -1609372.224172 + Penalty 1900.030484 = -1607472.193689 nChanged 853 SP:Iteration 8Q (3235.187800 sec): 3 clusters Score: Raw -1610038.493672 + Penalty 1900.030484 = -1608138.463189 nChanged 634 SP:Iteration 9Q (3235.258963 sec): 3 clusters Score: Raw -1610545.972796 + Penalty 1900.030484 = -1608645.942313 nChanged 457 SP:Iteration 10Q (3235.329896 sec): 3 clusters Score: Raw -1610984.021128 + Penalty 1900.030484 = -1609083.990645 nChanged 389 SP:Iteration 11Q (3235.392618 sec): 3 clusters Score: Raw -1611340.724836 + Penalty 1900.030484 = -1609440.694353 nChanged 318 SP:Iteration 12Q (3235.466696 sec): 3 clusters Score: Raw -1611586.580225 + Penalty 1900.030484 = -1609686.549741 nChanged 313 SP:Iteration 13Q (3235.537581 sec): 3 clusters Score: Raw -1611779.687602 + Penalty 1900.030484 = -1609879.657118 nChanged 296 SP:Iteration 14Q (3235.609123 sec): 3 clusters Score: Raw -1611945.127099 + Penalty 1900.030484 = -1610045.096615 nChanged 248 SP:Iteration 15Q (3235.667550 sec): 3 clusters Score: Raw -1612056.019308 + Penalty 1900.030484 = -1610155.988824 nChanged 232 SP:Iteration 16Q (3235.731132 sec): 3 clusters Score: Raw -1612137.936162 + Penalty 1900.030484 = -1610237.905678 nChanged 211 SP:Iteration 17Q (3235.803362 sec): 3 clusters Score: Raw -1612212.487146 + Penalty 1900.030484 = -1610312.456662 nChanged 202 SP:Iteration 18Q (3235.877798 sec): 3 clusters Score: Raw -1612275.365809 + Penalty 1900.030484 = -1610375.335326 nChanged 160 SP:Iteration 19Q (3235.943281 sec): 3 clusters Score: Raw -1612321.785740 + Penalty 1900.030484 = -1610421.755257 nChanged 144 SP:Iteration 20F (3236.015793 sec): 3 clusters Score: Raw -1612361.429349 + Penalty 1900.030484 = -1610461.398866 nChanged 119 SP:Iteration 21Q (3236.085517 sec): 3 clusters Score: Raw -1612392.091572 + Penalty 1900.030484 = -1610492.061088 nChanged 116 SP:Iteration 22Q (3236.150626 sec): 3 clusters Score: Raw -1612419.159554 + Penalty 1900.030484 = -1610519.129070 nChanged 102 SP:Iteration 23Q (3236.215751 sec): 3 clusters Score: Raw -1612442.776156 + Penalty 1900.030484 = -1610542.745672 nChanged 94 SP:Iteration 24Q (3236.285326 sec): 3 clusters Score: Raw -1612460.993445 + Penalty 1900.030484 = -1610560.962961 nChanged 87 SP:Iteration 25Q (3236.346071 sec): 3 clusters Score: Raw -1612476.205636 + Penalty 1900.030484 = -1610576.175152 nChanged 75 SP:Iteration 26Q (3236.411390 sec): 3 clusters Score: Raw -1612487.993053 + Penalty 1900.030484 = -1610587.962570 nChanged 61 SP:Iteration 27Q (3236.486696 sec): 3 clusters Score: Raw -1612497.363185 + Penalty 1900.030484 = -1610597.332701 nChanged 60 SP:Iteration 28Q (3236.556380 sec): 3 clusters Score: Raw -1612505.375327 + Penalty 1900.030484 = -1610605.344843 nChanged 51 SP:Iteration 29Q (3236.631705 sec): 3 clusters Score: Raw -1612512.442714 + Penalty 1900.030484 = -1610612.412231 nChanged 56 SP:Iteration 30Q (3236.696422 sec): 3 clusters Score: Raw -1612519.475025 + Penalty 1900.030484 = -1610619.444541 nChanged 49 SP:Iteration 31Q (3236.751917 sec): 3 clusters Score: Raw -1612526.268370 + Penalty 1900.030484 = -1610626.237887 nChanged 46 SP:Iteration 32Q (3236.816309 sec): 3 clusters Score: Raw -1612531.168717 + Penalty 1900.030484 = -1610631.138233 nChanged 41 SP:Iteration 33Q (3236.888231 sec): 3 clusters Score: Raw -1612534.961005 + Penalty 1900.030484 = -1610634.930521 nChanged 22 SP:Iteration 34Q (3236.957262 sec): 3 clusters Score: Raw -1612536.505195 + Penalty 1900.030484 = -1610636.474712 nChanged 31 SP:Iteration 35Q (3237.030261 sec): 3 clusters Score: Raw -1612539.258467 + Penalty 1900.030484 = -1610639.227983 nChanged 22 SP:Iteration 36Q (3237.095072 sec): 3 clusters Score: Raw -1612540.993744 + Penalty 1900.030484 = -1610640.963260 nChanged 19 SP:Iteration 37Q (3237.167236 sec): 3 clusters Score: Raw -1612542.554335 + Penalty 1900.030484 = -1610642.523852 nChanged 19 SP:Iteration 38Q (3237.235692 sec): 3 clusters Score: Raw -1612543.768118 + Penalty 1900.030484 = -1610643.737634 nChanged 21 SP:Iteration 39Q (3237.308359 sec): 3 clusters Score: Raw -1612545.872493 + Penalty 1900.030484 = -1610645.842010 nChanged 29 SP:Iteration 40F (3237.381234 sec): 3 clusters Score: Raw -1612548.086694 + Penalty 1900.030484 = -1610648.056210 nChanged 22 SP:Iteration 41Q (3237.439429 sec): 3 clusters Score: Raw -1612549.905959 + Penalty 1900.030484 = -1610649.875475 nChanged 24 SP:Iteration 42Q (3237.508934 sec): 3 clusters Score: Raw -1612551.851462 + Penalty 1900.030484 = -1610651.820978 nChanged 19 SP:Iteration 43Q (3237.582760 sec): 3 clusters Score: Raw -1612553.574871 + Penalty 1900.030484 = -1610653.544388 nChanged 22 SP:Iteration 44Q (3237.645380 sec): 3 clusters Score: Raw -1612555.298916 + Penalty 1900.030484 = -1610655.268432 nChanged 17 SP:Iteration 45Q (3237.712390 sec): 3 clusters Score: Raw -1612556.674999 + Penalty 1900.030484 = -1610656.644516 nChanged 19 SP:Iteration 46Q (3237.772997 sec): 3 clusters Score: Raw -1612557.930464 + Penalty 1900.030484 = -1610657.899981 nChanged 11 SP:Iteration 47Q (3237.838267 sec): 3 clusters Score: Raw -1612558.452355 + Penalty 1900.030484 = -1610658.421872 nChanged 13 SP:Iteration 48Q (3237.894997 sec): 3 clusters Score: Raw -1612559.449628 + Penalty 1900.030484 = -1610659.419144 nChanged 21 SP:Iteration 49Q (3237.975005 sec): 3 clusters Score: Raw -1612560.754049 + Penalty 1900.030484 = -1610660.723566 nChanged 13 SP:Iteration 50Q (3238.037534 sec): 3 clusters Score: Raw -1612561.686413 + Penalty 1900.030484 = -1610661.655929 nChanged 18 SP:Iteration 51Q (3238.105572 sec): 3 clusters Score: Raw -1612563.269501 + Penalty 1900.030484 = -1610663.239017 nChanged 20 SP:Iteration 52Q (3238.171595 sec): 3 clusters Score: Raw -1612565.313509 + Penalty 1900.030484 = -1610665.283025 nChanged 21 SP:Iteration 53Q (3238.237686 sec): 3 clusters Score: Raw -1612568.300510 + Penalty 1900.030484 = -1610668.270026 nChanged 19 SP:Iteration 54Q (3238.302906 sec): 3 clusters Score: Raw -1612570.079947 + Penalty 1900.030484 = -1610670.049464 nChanged 22 SP:Iteration 55Q (3238.375283 sec): 3 clusters Score: Raw -1612572.905191 + Penalty 1900.030484 = -1610672.874707 nChanged 35 SP:Iteration 56Q (3238.444788 sec): 3 clusters Score: Raw -1612576.732936 + Penalty 1900.030484 = -1610676.702452 nChanged 28 SP:Iteration 57Q (3238.518699 sec): 3 clusters Score: Raw -1612578.525169 + Penalty 1900.030484 = -1610678.494686 nChanged 21 SP:Iteration 58Q (3238.576055 sec): 3 clusters Score: Raw -1612579.910985 + Penalty 1900.030484 = -1610679.880502 nChanged 19 SP:Iteration 59Q (3238.639176 sec): 3 clusters Score: Raw -1612581.556914 + Penalty 1900.030484 = -1610681.526431 nChanged 20 SP:Iteration 60F (3238.707390 sec): 3 clusters Score: Raw -1612582.971781 + Penalty 1900.030484 = -1610682.941297 nChanged 14 SP:Iteration 61Q (3238.775770 sec): 3 clusters Score: Raw -1612583.964709 + Penalty 1900.030484 = -1610683.934226 nChanged 16 SP:Iteration 62Q (3238.841228 sec): 3 clusters Score: Raw -1612585.120765 + Penalty 1900.030484 = -1610685.090282 nChanged 8 SP:Iteration 63Q (3238.913155 sec): 3 clusters Score: Raw -1612585.486265 + Penalty 1900.030484 = -1610685.455781 nChanged 6 SP:Iteration 64Q (3238.976654 sec): 3 clusters Score: Raw -1612586.032201 + Penalty 1900.030484 = -1610686.001718 nChanged 13 SP:Iteration 65Q (3239.038270 sec): 3 clusters Score: Raw -1612586.862109 + Penalty 1900.030484 = -1610686.831626 nChanged 12 SP:Iteration 66Q (3239.109508 sec): 3 clusters Score: Raw -1612587.575755 + Penalty 1900.030484 = -1610687.545272 nChanged 15 SP:Iteration 67Q (3239.176167 sec): 3 clusters Score: Raw -1612588.314512 + Penalty 1900.030484 = -1610688.284029 nChanged 9 SP:Iteration 68Q (3239.248741 sec): 3 clusters Score: Raw -1612588.884839 + Penalty 1900.030484 = -1610688.854355 nChanged 6 SP:Iteration 69Q (3239.312039 sec): 3 clusters Score: Raw -1612589.185784 + Penalty 1900.030484 = -1610689.155300 nChanged 8 SP:Iteration 70Q (3239.386671 sec): 3 clusters Score: Raw -1612589.662389 + Penalty 1900.030484 = -1610689.631905 nChanged 8 SP:Iteration 71Q (3239.452394 sec): 3 clusters Score: Raw -1612590.297005 + Penalty 1900.030484 = -1610690.266522 nChanged 6 SP:Iteration 72Q (3239.517155 sec): 3 clusters Score: Raw -1612590.697040 + Penalty 1900.030484 = -1610690.666557 nChanged 9 SP:Iteration 73Q (3239.580120 sec): 3 clusters Score: Raw -1612591.129325 + Penalty 1900.030484 = -1610691.098841 nChanged 4 SP:Iteration 74Q (3239.649221 sec): 3 clusters Score: Raw -1612591.246358 + Penalty 1900.030484 = -1610691.215874 nChanged 5 SP:Iteration 75Q (3239.705758 sec): 3 clusters Score: Raw -1612591.388284 + Penalty 1900.030484 = -1610691.357801 nChanged 2 SP:Iteration 76Q (3239.774369 sec): 3 clusters Score: Raw -1612591.516227 + Penalty 1900.030484 = -1610691.485743 nChanged 2 SP:Iteration 77Q (3239.845777 sec): 3 clusters Score: Raw -1612591.625829 + Penalty 1900.030484 = -1610691.595345 nChanged 1 SP:Iteration 78Q (3239.900302 sec): 3 clusters Score: Raw -1612591.686114 + Penalty 1900.030484 = -1610691.655631 nChanged 2 SP:Iteration 79Q (3239.980397 sec): 3 clusters Score: Raw -1612591.796782 + Penalty 1900.030484 = -1610691.766299 nChanged 6 SP:Iteration 80F (3240.038676 sec): 3 clusters Score: Raw -1612592.146272 + Penalty 1900.030484 = -1610692.115788 nChanged 6 SP:Iteration 81Q (3240.110192 sec): 3 clusters Score: Raw -1612592.558557 + Penalty 1900.030484 = -1610692.528074 nChanged 5 SP:Iteration 82Q (3240.162975 sec): 3 clusters Score: Raw -1612592.801645 + Penalty 1900.030484 = -1610692.771161 nChanged 4 SP:Iteration 83Q (3240.235932 sec): 3 clusters Score: Raw -1612592.976978 + Penalty 1900.030484 = -1610692.946494 nChanged 2 SP:Iteration 84Q (3240.302779 sec): 3 clusters Score: Raw -1612593.089821 + Penalty 1900.030484 = -1610693.059337 nChanged 2 SP:Iteration 85Q (3240.367439 sec): 3 clusters Score: Raw -1612593.200642 + Penalty 1900.030484 = -1610693.170158 nChanged 3 SP:Iteration 86Q (3240.433722 sec): 3 clusters Score: Raw -1612593.384803 + Penalty 1900.030484 = -1610693.354319 nChanged 6 SP:Iteration 87Q (3240.495824 sec): 3 clusters Score: Raw -1612593.618523 + Penalty 1900.030484 = -1610693.588039 nChanged 3 SP:Iteration 88Q (3240.559478 sec): 3 clusters Score: Raw -1612593.756742 + Penalty 1900.030484 = -1610693.726259 nChanged 3 SP:Iteration 89Q (3240.626643 sec): 3 clusters Score: Raw -1612593.886531 + Penalty 1900.030484 = -1610693.856047 nChanged 2 SP:Iteration 90Q (3240.693856 sec): 3 clusters Score: Raw -1612593.960956 + Penalty 1900.030484 = -1610693.930472 nChanged 4 SP:Iteration 91Q (3240.761717 sec): 3 clusters Score: Raw -1612594.055608 + Penalty 1900.030484 = -1610694.025124 nChanged 3 SP:Iteration 92Q (3240.834178 sec): 3 clusters Score: Raw -1612594.148707 + Penalty 1900.030484 = -1610694.118223 nChanged 1 SP:Iteration 93Q (3240.905090 sec): 3 clusters Score: Raw -1612594.164482 + Penalty 1900.030484 = -1610694.133998 nChanged 1 SP:Iteration 94Q (3240.975627 sec): 3 clusters Score: Raw -1612594.211797 + Penalty 1900.030484 = -1610694.181314 nChanged 1 SP:Iteration 95Q (3241.046325 sec): 3 clusters Score: Raw -1612594.236543 + Penalty 1900.030484 = -1610694.206059 nChanged 0 SP:Iteration 96F (3241.080997 sec): 3 clusters Score: Raw -1612594.236543 + Penalty 1900.030484 = -1610694.206059 nChanged 0 Score: Raw -25377076.311513 + Penalty 26720.276661 = -25350356.034852 Splitting cluster 2 changes total score from -25350376.205615 to -25350356.034852 So it's not getting split. Trying to split cluster 3 (6111 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3245.182327 sec): 2 clusters Score: Raw -454890.072660 + Penalty 828.195342 = -454061.877318 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3245.225676 sec): 3 clusters Score: Raw -451454.510161 + Penalty 1656.390684 = -449798.119478 nChanged 2634 SP:Iteration 1F (3245.276772 sec): 3 clusters Score: Raw -453103.297557 + Penalty 1656.390684 = -451446.906873 nChanged 443 SP:Iteration 2F (3245.331032 sec): 3 clusters Score: Raw -453405.304960 + Penalty 1656.390684 = -451748.914276 nChanged 413 SP:Iteration 3F (3245.380797 sec): 3 clusters Score: Raw -453736.865591 + Penalty 1656.390684 = -452080.474907 nChanged 402 SP:Iteration 4F (3245.421020 sec): 3 clusters Score: Raw -454021.445898 + Penalty 1656.390684 = -452365.055214 nChanged 328 SP:Iteration 5F (3245.475953 sec): 3 clusters Score: Raw -454239.572861 + Penalty 1656.390684 = -452583.182177 nChanged 298 SP:Iteration 6Q (3245.530711 sec): 3 clusters Score: Raw -454438.401653 + Penalty 1656.390684 = -452782.010969 nChanged 258 SP:Iteration 7Q (3245.579754 sec): 3 clusters Score: Raw -454611.733112 + Penalty 1656.390684 = -452955.342429 nChanged 202 SP:Iteration 8Q (3245.628136 sec): 3 clusters Score: Raw -454735.833536 + Penalty 1656.390684 = -453079.442852 nChanged 156 SP:Iteration 9Q (3245.673680 sec): 3 clusters Score: Raw -454821.153184 + Penalty 1656.390684 = -453164.762500 nChanged 115 SP:Iteration 10Q (3245.741607 sec): 3 clusters Score: Raw -454874.224567 + Penalty 1656.390684 = -453217.833883 nChanged 96 SP:Iteration 11Q (3245.787511 sec): 3 clusters Score: Raw -454918.479592 + Penalty 1656.390684 = -453262.088908 nChanged 92 SP:Iteration 12Q (3245.840708 sec): 3 clusters Score: Raw -454957.681407 + Penalty 1656.390684 = -453301.290723 nChanged 82 SP:Iteration 13Q (3245.886164 sec): 3 clusters Score: Raw -454988.861883 + Penalty 1656.390684 = -453332.471199 nChanged 74 SP:Iteration 14Q (3245.907621 sec): 3 clusters Score: Raw -455016.751524 + Penalty 1656.390684 = -453360.360840 nChanged 63 SP:Iteration 15Q (3245.957995 sec): 3 clusters Score: Raw -455039.928745 + Penalty 1656.390684 = -453383.538061 nChanged 55 SP:Iteration 16Q (3246.009570 sec): 3 clusters Score: Raw -455057.099441 + Penalty 1656.390684 = -453400.708757 nChanged 43 SP:Iteration 17Q (3246.064533 sec): 3 clusters Score: Raw -455069.383555 + Penalty 1656.390684 = -453412.992871 nChanged 35 SP:Iteration 18Q (3246.129925 sec): 3 clusters Score: Raw -455078.368504 + Penalty 1656.390684 = -453421.977820 nChanged 19 SP:Iteration 19Q (3246.166532 sec): 3 clusters Score: Raw -455084.082424 + Penalty 1656.390684 = -453427.691740 nChanged 24 SP:Iteration 20F (3246.217885 sec): 3 clusters Score: Raw -455089.898669 + Penalty 1656.390684 = -453433.507985 nChanged 19 SP:Iteration 21Q (3246.264456 sec): 3 clusters Score: Raw -455093.532623 + Penalty 1656.390684 = -453437.141939 nChanged 16 SP:Iteration 22Q (3246.311634 sec): 3 clusters Score: Raw -455095.664276 + Penalty 1656.390684 = -453439.273592 nChanged 11 SP:Iteration 23Q (3246.359033 sec): 3 clusters Score: Raw -455097.921374 + Penalty 1656.390684 = -453441.530691 nChanged 17 SP:Iteration 24Q (3246.414158 sec): 3 clusters Score: Raw -455101.541010 + Penalty 1656.390684 = -453445.150326 nChanged 15 SP:Iteration 25Q (3246.468761 sec): 3 clusters Score: Raw -455104.591596 + Penalty 1656.390684 = -453448.200912 nChanged 12 SP:Iteration 26Q (3246.510529 sec): 3 clusters Score: Raw -455107.379558 + Penalty 1656.390684 = -453450.988875 nChanged 8 SP:Iteration 27Q (3246.564052 sec): 3 clusters Score: Raw -455109.682389 + Penalty 1656.390684 = -453453.291705 nChanged 7 SP:Iteration 28Q (3246.598377 sec): 3 clusters Score: Raw -455111.552241 + Penalty 1656.390684 = -453455.161557 nChanged 9 SP:Iteration 29Q (3246.653367 sec): 3 clusters Score: Raw -455113.074845 + Penalty 1656.390684 = -453456.684161 nChanged 7 SP:Iteration 30Q (3246.705232 sec): 3 clusters Score: Raw -455113.988188 + Penalty 1656.390684 = -453457.597504 nChanged 3 SP:Iteration 31Q (3246.759546 sec): 3 clusters Score: Raw -455114.267968 + Penalty 1656.390684 = -453457.877284 nChanged 2 SP:Iteration 32Q (3246.815733 sec): 3 clusters Score: Raw -455114.779008 + Penalty 1656.390684 = -453458.388324 nChanged 1 SP:Iteration 33Q (3246.859620 sec): 3 clusters Score: Raw -455114.963428 + Penalty 1656.390684 = -453458.572744 nChanged 0 SP:Iteration 34F (3246.915560 sec): 3 clusters Score: Raw -455114.963428 + Penalty 1656.390684 = -453458.572744 nChanged 0 Trying to split cluster 4 (4433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3246.931266 sec): 2 clusters Score: Raw -313648.179600 + Penalty 797.699024 = -312850.480576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3246.984592 sec): 3 clusters Score: Raw -311198.042956 + Penalty 1595.398049 = -309602.644908 nChanged 1863 SP:Iteration 1F (3247.027232 sec): 3 clusters Score: Raw -312232.409187 + Penalty 1595.398049 = -310637.011139 nChanged 293 SP:Iteration 2F (3247.079637 sec): 3 clusters Score: Raw -312393.376834 + Penalty 1595.398049 = -310797.978785 nChanged 255 SP:Iteration 3F (3247.132082 sec): 3 clusters Score: Raw -312521.008587 + Penalty 1595.398049 = -310925.610538 nChanged 214 SP:Iteration 4Q (3247.173014 sec): 3 clusters Score: Raw -312631.835501 + Penalty 1595.398049 = -311036.437453 nChanged 202 SP:Iteration 5Q (3247.227813 sec): 3 clusters Score: Raw -312751.703597 + Penalty 1595.398049 = -311156.305549 nChanged 207 SP:Iteration 6Q (3247.281144 sec): 3 clusters Score: Raw -312895.840331 + Penalty 1595.398049 = -311300.442283 nChanged 223 SP:Iteration 7F (3247.334270 sec): 3 clusters Score: Raw -313066.850334 + Penalty 1595.398049 = -311471.452286 nChanged 221 SP:Iteration 8Q (3247.386811 sec): 3 clusters Score: Raw -313242.489711 + Penalty 1595.398049 = -311647.091663 nChanged 189 SP:Iteration 9Q (3247.437478 sec): 3 clusters Score: Raw -313402.964216 + Penalty 1595.398049 = -311807.566168 nChanged 151 SP:Iteration 10Q (3247.485378 sec): 3 clusters Score: Raw -313516.238653 + Penalty 1595.398049 = -311920.840604 nChanged 103 SP:Iteration 11Q (3247.528863 sec): 3 clusters Score: Raw -313596.011226 + Penalty 1595.398049 = -312000.613178 nChanged 81 SP:Iteration 12Q (3247.576627 sec): 3 clusters Score: Raw -313665.055933 + Penalty 1595.398049 = -312069.657884 nChanged 51 SP:Iteration 13Q (3247.629434 sec): 3 clusters Score: Raw -313711.467577 + Penalty 1595.398049 = -312116.069528 nChanged 42 SP:Iteration 14Q (3247.667334 sec): 3 clusters Score: Raw -313755.665551 + Penalty 1595.398049 = -312160.267503 nChanged 29 SP:Iteration 15Q (3247.718387 sec): 3 clusters Score: Raw -313782.112488 + Penalty 1595.398049 = -312186.714439 nChanged 12 SP:Iteration 16Q (3247.777569 sec): 3 clusters Score: Raw -313796.550989 + Penalty 1595.398049 = -312201.152940 nChanged 13 SP:Iteration 17Q (3247.821017 sec): 3 clusters Score: Raw -313809.852856 + Penalty 1595.398049 = -312214.454807 nChanged 9 SP:Iteration 18Q (3247.872766 sec): 3 clusters Score: Raw -313817.011992 + Penalty 1595.398049 = -312221.613943 nChanged 8 SP:Iteration 19Q (3247.924701 sec): 3 clusters Score: Raw -313822.493192 + Penalty 1595.398049 = -312227.095143 nChanged 3 SP:Iteration 20F (3247.977416 sec): 3 clusters Score: Raw -313825.030851 + Penalty 1595.398049 = -312229.632803 nChanged 2 SP:Iteration 21Q (3248.029361 sec): 3 clusters Score: Raw -313826.483269 + Penalty 1595.398049 = -312231.085220 nChanged 0 SP:Iteration 22F (3248.082931 sec): 3 clusters Score: Raw -313826.483269 + Penalty 1595.398049 = -312231.085220 nChanged 0 Trying to split cluster 5 (40691 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3248.144534 sec): 2 clusters Score: Raw -2960073.714154 + Penalty 1008.307411 = -2959065.406743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3248.248569 sec): 3 clusters Score: Raw -2934018.799175 + Penalty 2016.614821 = -2932002.184354 nChanged 19236 SP:Iteration 1F (3248.340698 sec): 3 clusters Score: Raw -2945619.758295 + Penalty 2016.614821 = -2943603.143474 nChanged 2069 SP:Iteration 2F (3248.437756 sec): 3 clusters Score: Raw -2946533.350718 + Penalty 2016.614821 = -2944516.735896 nChanged 2273 SP:Iteration 3F (3248.527771 sec): 3 clusters Score: Raw -2947631.387203 + Penalty 2016.614821 = -2945614.772382 nChanged 2437 SP:Iteration 4F (3248.592595 sec): 3 clusters Score: Raw -2948877.789399 + Penalty 2016.614821 = -2946861.174578 nChanged 2423 SP:Iteration 5F (3248.692166 sec): 3 clusters Score: Raw -2950224.034817 + Penalty 2016.614821 = -2948207.419996 nChanged 2341 SP:Iteration 6F (3248.789231 sec): 3 clusters Score: Raw -2951780.818823 + Penalty 2016.614821 = -2949764.204002 nChanged 2220 SP:Iteration 7F (3248.881444 sec): 3 clusters Score: Raw -2953532.176342 + Penalty 2016.614821 = -2951515.561520 nChanged 1941 SP:Iteration 8Q (3248.976454 sec): 3 clusters Score: Raw -2954920.105272 + Penalty 2016.614821 = -2952903.490451 nChanged 1479 SP:Iteration 9Q (3249.082020 sec): 3 clusters Score: Raw -2955721.405113 + Penalty 2016.614821 = -2953704.790292 nChanged 1013 SP:Iteration 10Q (3249.178360 sec): 3 clusters Score: Raw -2956142.762913 + Penalty 2016.614821 = -2954126.148092 nChanged 766 SP:Iteration 11Q (3249.275404 sec): 3 clusters Score: Raw -2956422.235464 + Penalty 2016.614821 = -2954405.620643 nChanged 670 SP:Iteration 12Q (3249.366368 sec): 3 clusters Score: Raw -2956641.367952 + Penalty 2016.614821 = -2954624.753131 nChanged 602 SP:Iteration 13Q (3249.464164 sec): 3 clusters Score: Raw -2956833.737024 + Penalty 2016.614821 = -2954817.122203 nChanged 599 SP:Iteration 14Q (3249.553171 sec): 3 clusters Score: Raw -2957030.513194 + Penalty 2016.614821 = -2955013.898373 nChanged 581 SP:Iteration 15Q (3249.659860 sec): 3 clusters Score: Raw -2957225.900822 + Penalty 2016.614821 = -2955209.286001 nChanged 580 SP:Iteration 16Q (3249.742189 sec): 3 clusters Score: Raw -2957423.746600 + Penalty 2016.614821 = -2955407.131779 nChanged 547 SP:Iteration 17Q (3249.829644 sec): 3 clusters Score: Raw -2957603.651695 + Penalty 2016.614821 = -2955587.036874 nChanged 512 SP:Iteration 18Q (3249.920615 sec): 3 clusters Score: Raw -2957766.380542 + Penalty 2016.614821 = -2955749.765721 nChanged 531 SP:Iteration 19Q (3250.009890 sec): 3 clusters Score: Raw -2957938.980727 + Penalty 2016.614821 = -2955922.365906 nChanged 476 SP:Iteration 20F (3250.105128 sec): 3 clusters Score: Raw -2958096.157613 + Penalty 2016.614821 = -2956079.542791 nChanged 486 SP:Iteration 21Q (3250.195733 sec): 3 clusters Score: Raw -2958255.975537 + Penalty 2016.614821 = -2956239.360715 nChanged 444 SP:Iteration 22Q (3250.279892 sec): 3 clusters Score: Raw -2958399.320902 + Penalty 2016.614821 = -2956382.706081 nChanged 427 SP:Iteration 23Q (3250.370426 sec): 3 clusters Score: Raw -2958537.629572 + Penalty 2016.614821 = -2956521.014751 nChanged 392 SP:Iteration 24Q (3250.456585 sec): 3 clusters Score: Raw -2958659.727089 + Penalty 2016.614821 = -2956643.112267 nChanged 383 SP:Iteration 25Q (3250.541094 sec): 3 clusters Score: Raw -2958789.729380 + Penalty 2016.614821 = -2956773.114559 nChanged 413 SP:Iteration 26Q (3250.633541 sec): 3 clusters Score: Raw -2958944.547758 + Penalty 2016.614821 = -2956927.932937 nChanged 384 SP:Iteration 27Q (3250.707239 sec): 3 clusters Score: Raw -2959083.688889 + Penalty 2016.614821 = -2957067.074068 nChanged 357 SP:Iteration 28Q (3250.801513 sec): 3 clusters Score: Raw -2959209.532749 + Penalty 2016.614821 = -2957192.917928 nChanged 336 SP:Iteration 29Q (3250.893273 sec): 3 clusters Score: Raw -2959333.091207 + Penalty 2016.614821 = -2957316.476386 nChanged 333 SP:Iteration 30Q (3250.982113 sec): 3 clusters Score: Raw -2959462.407997 + Penalty 2016.614821 = -2957445.793176 nChanged 314 SP:Iteration 31Q (3251.056881 sec): 3 clusters Score: Raw -2959583.612080 + Penalty 2016.614821 = -2957566.997259 nChanged 271 SP:Iteration 32Q (3251.135397 sec): 3 clusters Score: Raw -2959680.239907 + Penalty 2016.614821 = -2957663.625086 nChanged 236 SP:Iteration 33Q (3251.233674 sec): 3 clusters Score: Raw -2959760.240839 + Penalty 2016.614821 = -2957743.626018 nChanged 205 SP:Iteration 34Q (3251.322186 sec): 3 clusters Score: Raw -2959830.393431 + Penalty 2016.614821 = -2957813.778610 nChanged 197 SP:Iteration 35Q (3251.388043 sec): 3 clusters Score: Raw -2959900.211002 + Penalty 2016.614821 = -2957883.596181 nChanged 177 SP:Iteration 36Q (3251.479610 sec): 3 clusters Score: Raw -2959967.787387 + Penalty 2016.614821 = -2957951.172566 nChanged 161 SP:Iteration 37Q (3251.564061 sec): 3 clusters Score: Raw -2960037.924331 + Penalty 2016.614821 = -2958021.309509 nChanged 139 SP:Iteration 38Q (3251.658767 sec): 3 clusters Score: Raw -2960090.128409 + Penalty 2016.614821 = -2958073.513587 nChanged 95 SP:Iteration 39Q (3251.729244 sec): 3 clusters Score: Raw -2960122.081814 + Penalty 2016.614821 = -2958105.466993 nChanged 83 SP:Iteration 40F (3251.825659 sec): 3 clusters Score: Raw -2960153.273042 + Penalty 2016.614821 = -2958136.658221 nChanged 66 SP:Iteration 41Q (3251.904229 sec): 3 clusters Score: Raw -2960174.017291 + Penalty 2016.614821 = -2958157.402470 nChanged 51 SP:Iteration 42Q (3251.961293 sec): 3 clusters Score: Raw -2960190.752453 + Penalty 2016.614821 = -2958174.137632 nChanged 42 SP:Iteration 43Q (3252.048166 sec): 3 clusters Score: Raw -2960206.669502 + Penalty 2016.614821 = -2958190.054681 nChanged 40 SP:Iteration 44Q (3252.135416 sec): 3 clusters Score: Raw -2960220.842017 + Penalty 2016.614821 = -2958204.227196 nChanged 27 SP:Iteration 45Q (3252.227523 sec): 3 clusters Score: Raw -2960227.745126 + Penalty 2016.614821 = -2958211.130305 nChanged 20 SP:Iteration 46Q (3252.310324 sec): 3 clusters Score: Raw -2960232.183384 + Penalty 2016.614821 = -2958215.568563 nChanged 17 SP:Iteration 47Q (3252.399101 sec): 3 clusters Score: Raw -2960235.364407 + Penalty 2016.614821 = -2958218.749585 nChanged 14 SP:Iteration 48Q (3252.472883 sec): 3 clusters Score: Raw -2960239.135960 + Penalty 2016.614821 = -2958222.521139 nChanged 17 SP:Iteration 49Q (3252.553097 sec): 3 clusters Score: Raw -2960243.872980 + Penalty 2016.614821 = -2958227.258159 nChanged 13 SP:Iteration 50Q (3252.624751 sec): 3 clusters Score: Raw -2960247.591853 + Penalty 2016.614821 = -2958230.977032 nChanged 16 SP:Iteration 51Q (3252.701116 sec): 3 clusters Score: Raw -2960252.004699 + Penalty 2016.614821 = -2958235.389877 nChanged 20 SP:Iteration 52Q (3252.767259 sec): 3 clusters Score: Raw -2960257.030597 + Penalty 2016.614821 = -2958240.415776 nChanged 15 SP:Iteration 53Q (3252.855043 sec): 3 clusters Score: Raw -2960262.345498 + Penalty 2016.614821 = -2958245.730677 nChanged 13 SP:Iteration 54Q (3252.931516 sec): 3 clusters Score: Raw -2960267.245190 + Penalty 2016.614821 = -2958250.630368 nChanged 11 SP:Iteration 55Q (3253.020865 sec): 3 clusters Score: Raw -2960270.687540 + Penalty 2016.614821 = -2958254.072719 nChanged 6 SP:Iteration 56Q (3253.103846 sec): 3 clusters Score: Raw -2960272.087782 + Penalty 2016.614821 = -2958255.472961 nChanged 7 SP:Iteration 57Q (3253.192863 sec): 3 clusters Score: Raw -2960273.684499 + Penalty 2016.614821 = -2958257.069678 nChanged 6 SP:Iteration 58Q (3253.277957 sec): 3 clusters Score: Raw -2960274.452751 + Penalty 2016.614821 = -2958257.837930 nChanged 0 SP:Iteration 59F (3253.342355 sec): 3 clusters Score: Raw -2960274.452751 + Penalty 2016.614821 = -2958257.837930 nChanged 0 Trying to split cluster 6 (261 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3253.364483 sec): 2 clusters Score: Raw -14770.150230 + Penalty 528.629439 = -14241.520791 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3253.396267 sec): 3 clusters Score: Raw -14800.473440 + Penalty 1057.258877 = -13743.214563 nChanged 71 SP:Iteration 1F (3253.444789 sec): 3 clusters Score: Raw -14904.902113 + Penalty 1057.258877 = -13847.643236 nChanged 20 SP:Iteration 2F (3253.494373 sec): 3 clusters Score: Raw -14961.658720 + Penalty 1057.258877 = -13904.399843 nChanged 16 SP:Iteration 3F (3253.543677 sec): 3 clusters Score: Raw -15002.743886 + Penalty 1057.258877 = -13945.485009 nChanged 10 SP:Iteration 4Q (3253.586701 sec): 3 clusters Score: Raw -15026.550209 + Penalty 1057.258877 = -13969.291331 nChanged 3 SP:Iteration 5Q (3253.635870 sec): 3 clusters Score: Raw -15031.873311 + Penalty 1057.258877 = -13974.614433 nChanged 2 SP:Iteration 6Q (3253.684788 sec): 3 clusters Score: Raw -15040.278637 + Penalty 1057.258877 = -13983.019759 nChanged 2 SP:Iteration 7Q (3253.726582 sec): 3 clusters Score: Raw -15042.251120 + Penalty 1057.258877 = -13984.992242 nChanged 1 SP:Iteration 8Q (3253.774196 sec): 3 clusters Score: Raw -15045.974059 + Penalty 1057.258877 = -13988.715182 nChanged 1 SP:Iteration 9Q (3253.823124 sec): 3 clusters Score: Raw -15047.249708 + Penalty 1057.258877 = -13989.990831 nChanged 0 SP:Iteration 10F (3253.872521 sec): 3 clusters Score: Raw -15047.249708 + Penalty 1057.258877 = -13989.990831 nChanged 0 Trying to split cluster 7 (404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3253.897133 sec): 2 clusters Score: Raw -22658.003877 + Penalty 570.134413 = -22087.869464 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3253.938043 sec): 3 clusters Score: Raw -22607.150234 + Penalty 1140.268827 = -21466.881407 nChanged 142 SP:Iteration 1F (3253.979082 sec): 3 clusters Score: Raw -22878.344682 + Penalty 1140.268827 = -21738.075855 nChanged 37 SP:Iteration 2F (3254.020383 sec): 3 clusters Score: Raw -22936.511320 + Penalty 1140.268827 = -21796.242493 nChanged 20 SP:Iteration 3Q (3254.059052 sec): 3 clusters Score: Raw -22973.839437 + Penalty 1140.268827 = -21833.570611 nChanged 4 SP:Iteration 4Q (3254.090719 sec): 3 clusters Score: Raw -22989.344550 + Penalty 1140.268827 = -21849.075723 nChanged 6 SP:Iteration 5Q (3254.135248 sec): 3 clusters Score: Raw -22997.937017 + Penalty 1140.268827 = -21857.668190 nChanged 2 SP:Iteration 6Q (3254.181449 sec): 3 clusters Score: Raw -23001.324627 + Penalty 1140.268827 = -21861.055800 nChanged 3 SP:Iteration 7Q (3254.218365 sec): 3 clusters Score: Raw -23008.087936 + Penalty 1140.268827 = -21867.819109 nChanged 3 SP:Iteration 8Q (3254.253580 sec): 3 clusters Score: Raw -23014.342765 + Penalty 1140.268827 = -21874.073938 nChanged 2 SP:Iteration 9Q (3254.300237 sec): 3 clusters Score: Raw -23015.924978 + Penalty 1140.268827 = -21875.656151 nChanged 2 SP:Iteration 10Q (3254.349517 sec): 3 clusters Score: Raw -23019.288299 + Penalty 1140.268827 = -21879.019472 nChanged 1 SP:Iteration 11Q (3254.391437 sec): 3 clusters Score: Raw -23020.883528 + Penalty 1140.268827 = -21880.614701 nChanged 1 SP:Iteration 12Q (3254.440630 sec): 3 clusters Score: Raw -23024.089975 + Penalty 1140.268827 = -21883.821148 nChanged 2 SP:Iteration 13Q (3254.489910 sec): 3 clusters Score: Raw -23026.358543 + Penalty 1140.268827 = -21886.089717 nChanged 1 SP:Iteration 14Q (3254.541436 sec): 3 clusters Score: Raw -23026.822906 + Penalty 1140.268827 = -21886.554079 nChanged 0 SP:Iteration 15F (3254.576354 sec): 3 clusters Score: Raw -23026.822906 + Penalty 1140.268827 = -21886.554079 nChanged 0 Trying to split cluster 8 (2301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3254.602286 sec): 2 clusters Score: Raw -179852.991991 + Penalty 735.404414 = -179117.587577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3254.648652 sec): 3 clusters Score: Raw -178680.437411 + Penalty 1470.808827 = -177209.628584 nChanged 898 SP:Iteration 1F (3254.692689 sec): 3 clusters Score: Raw -179180.467656 + Penalty 1470.808827 = -177709.658829 nChanged 206 SP:Iteration 2F (3254.731163 sec): 3 clusters Score: Raw -179338.877509 + Penalty 1470.808827 = -177868.068682 nChanged 166 SP:Iteration 3F (3254.781877 sec): 3 clusters Score: Raw -179448.193382 + Penalty 1470.808827 = -177977.384555 nChanged 146 SP:Iteration 4F (3254.829580 sec): 3 clusters Score: Raw -179582.950281 + Penalty 1470.808827 = -178112.141454 nChanged 143 SP:Iteration 5F (3254.879376 sec): 3 clusters Score: Raw -179688.871764 + Penalty 1470.808827 = -178218.062937 nChanged 116 SP:Iteration 6F (3254.923496 sec): 3 clusters Score: Raw -179777.365016 + Penalty 1470.808827 = -178306.556189 nChanged 105 SP:Iteration 7Q (3254.961435 sec): 3 clusters Score: Raw -179850.424496 + Penalty 1470.808827 = -178379.615669 nChanged 80 SP:Iteration 8Q (3255.000586 sec): 3 clusters Score: Raw -179906.841892 + Penalty 1470.808827 = -178436.033065 nChanged 59 SP:Iteration 9Q (3255.051564 sec): 3 clusters Score: Raw -179944.479959 + Penalty 1470.808827 = -178473.671132 nChanged 49 SP:Iteration 10Q (3255.097446 sec): 3 clusters Score: Raw -179979.461847 + Penalty 1470.808827 = -178508.653020 nChanged 48 SP:Iteration 11Q (3255.148253 sec): 3 clusters Score: Raw -180008.133029 + Penalty 1470.808827 = -178537.324201 nChanged 50 SP:Iteration 12Q (3255.186959 sec): 3 clusters Score: Raw -180046.123749 + Penalty 1470.808827 = -178575.314921 nChanged 52 SP:Iteration 13Q (3255.242955 sec): 3 clusters Score: Raw -180080.970364 + Penalty 1470.808827 = -178610.161537 nChanged 25 SP:Iteration 14Q (3255.293977 sec): 3 clusters Score: Raw -180100.866215 + Penalty 1470.808827 = -178630.057388 nChanged 30 SP:Iteration 15Q (3255.333959 sec): 3 clusters Score: Raw -180119.541998 + Penalty 1470.808827 = -178648.733171 nChanged 32 SP:Iteration 16Q (3255.385507 sec): 3 clusters Score: Raw -180135.471369 + Penalty 1470.808827 = -178664.662542 nChanged 20 SP:Iteration 17Q (3255.436158 sec): 3 clusters Score: Raw -180144.849461 + Penalty 1470.808827 = -178674.040634 nChanged 14 SP:Iteration 18Q (3255.482185 sec): 3 clusters Score: Raw -180150.277142 + Penalty 1470.808827 = -178679.468315 nChanged 15 SP:Iteration 19Q (3255.528028 sec): 3 clusters Score: Raw -180155.409156 + Penalty 1470.808827 = -178684.600328 nChanged 13 SP:Iteration 20F (3255.568875 sec): 3 clusters Score: Raw -180160.145949 + Penalty 1470.808827 = -178689.337122 nChanged 12 SP:Iteration 21Q (3255.619745 sec): 3 clusters Score: Raw -180164.903900 + Penalty 1470.808827 = -178694.095072 nChanged 9 SP:Iteration 22Q (3255.670876 sec): 3 clusters Score: Raw -180167.933416 + Penalty 1470.808827 = -178697.124589 nChanged 5 SP:Iteration 23Q (3255.721900 sec): 3 clusters Score: Raw -180170.005164 + Penalty 1470.808827 = -178699.196336 nChanged 6 SP:Iteration 24Q (3255.768227 sec): 3 clusters Score: Raw -180172.894193 + Penalty 1470.808827 = -178702.085366 nChanged 5 SP:Iteration 25Q (3255.815363 sec): 3 clusters Score: Raw -180174.461510 + Penalty 1470.808827 = -178703.652683 nChanged 4 SP:Iteration 26Q (3255.867891 sec): 3 clusters Score: Raw -180175.302995 + Penalty 1470.808827 = -178704.494168 nChanged 4 SP:Iteration 27Q (3255.904716 sec): 3 clusters Score: Raw -180176.331428 + Penalty 1470.808827 = -178705.522601 nChanged 5 SP:Iteration 28Q (3255.955366 sec): 3 clusters Score: Raw -180177.372344 + Penalty 1470.808827 = -178706.563517 nChanged 4 SP:Iteration 29Q (3256.005953 sec): 3 clusters Score: Raw -180178.453043 + Penalty 1470.808827 = -178707.644216 nChanged 5 SP:Iteration 30Q (3256.053415 sec): 3 clusters Score: Raw -180179.894732 + Penalty 1470.808827 = -178709.085905 nChanged 5 SP:Iteration 31Q (3256.110023 sec): 3 clusters Score: Raw -180181.200253 + Penalty 1470.808827 = -178710.391426 nChanged 5 SP:Iteration 32Q (3256.138014 sec): 3 clusters Score: Raw -180183.073520 + Penalty 1470.808827 = -178712.264693 nChanged 4 SP:Iteration 33Q (3256.188983 sec): 3 clusters Score: Raw -180184.745720 + Penalty 1470.808827 = -178713.936893 nChanged 4 SP:Iteration 34Q (3256.233329 sec): 3 clusters Score: Raw -180186.037903 + Penalty 1470.808827 = -178715.229076 nChanged 3 SP:Iteration 35Q (3256.285563 sec): 3 clusters Score: Raw -180186.981852 + Penalty 1470.808827 = -178716.173025 nChanged 1 SP:Iteration 36Q (3256.329925 sec): 3 clusters Score: Raw -180187.093215 + Penalty 1470.808827 = -178716.284388 nChanged 0 SP:Iteration 37F (3256.380650 sec): 3 clusters Score: Raw -180187.093215 + Penalty 1470.808827 = -178716.284388 nChanged 0 Trying to split cluster 9 (66809 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3256.467156 sec): 2 clusters Score: Raw -5033805.296122 + Penalty 1055.411343 = -5032749.884780 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3256.592775 sec): 3 clusters Score: Raw -4990109.983125 + Penalty 2110.822685 = -4987999.160439 nChanged 32066 SP:Iteration 1F (3256.724915 sec): 3 clusters Score: Raw -5010056.183982 + Penalty 2110.822685 = -5007945.361297 nChanged 3347 SP:Iteration 2F (3256.828151 sec): 3 clusters Score: Raw -5011794.663636 + Penalty 2110.822685 = -5009683.840951 nChanged 3726 SP:Iteration 3F (3256.958205 sec): 3 clusters Score: Raw -5014211.186354 + Penalty 2110.822685 = -5012100.363668 nChanged 4340 SP:Iteration 4F (3257.088512 sec): 3 clusters Score: Raw -5017487.384174 + Penalty 2110.822685 = -5015376.561489 nChanged 4563 SP:Iteration 5F (3257.220845 sec): 3 clusters Score: Raw -5020999.188438 + Penalty 2110.822685 = -5018888.365752 nChanged 4060 SP:Iteration 6F (3257.331178 sec): 3 clusters Score: Raw -5023373.436012 + Penalty 2110.822685 = -5021262.613326 nChanged 2740 SP:Iteration 7Q (3257.460076 sec): 3 clusters Score: Raw -5024353.406689 + Penalty 2110.822685 = -5022242.584003 nChanged 1606 SP:Iteration 8Q (3257.569411 sec): 3 clusters Score: Raw -5024720.232169 + Penalty 2110.822685 = -5022609.409483 nChanged 1014 SP:Iteration 9Q (3257.693800 sec): 3 clusters Score: Raw -5024917.568054 + Penalty 2110.822685 = -5022806.745369 nChanged 834 SP:Iteration 10Q (3257.825090 sec): 3 clusters Score: Raw -5025094.850989 + Penalty 2110.822685 = -5022984.028303 nChanged 797 SP:Iteration 11Q (3257.950445 sec): 3 clusters Score: Raw -5025267.011116 + Penalty 2110.822685 = -5023156.188431 nChanged 808 SP:Iteration 12Q (3258.073390 sec): 3 clusters Score: Raw -5025443.286705 + Penalty 2110.822685 = -5023332.464019 nChanged 832 SP:Iteration 13Q (3258.198473 sec): 3 clusters Score: Raw -5025636.151414 + Penalty 2110.822685 = -5023525.328728 nChanged 907 SP:Iteration 14Q (3258.316397 sec): 3 clusters Score: Raw -5025866.406477 + Penalty 2110.822685 = -5023755.583792 nChanged 938 SP:Iteration 15Q (3258.429082 sec): 3 clusters Score: Raw -5026136.620760 + Penalty 2110.822685 = -5024025.798075 nChanged 1020 SP:Iteration 16Q (3258.555495 sec): 3 clusters Score: Raw -5026440.689351 + Penalty 2110.822685 = -5024329.866665 nChanged 1101 SP:Iteration 17Q (3258.669567 sec): 3 clusters Score: Raw -5026793.865046 + Penalty 2110.822685 = -5024683.042360 nChanged 1125 SP:Iteration 18Q (3258.787144 sec): 3 clusters Score: Raw -5027168.433778 + Penalty 2110.822685 = -5025057.611092 nChanged 1206 SP:Iteration 19Q (3258.910415 sec): 3 clusters Score: Raw -5027607.940958 + Penalty 2110.822685 = -5025497.118273 nChanged 1233 SP:Iteration 20F (3259.037396 sec): 3 clusters Score: Raw -5028093.882839 + Penalty 2110.822685 = -5025983.060154 nChanged 1239 SP:Iteration 21Q (3259.146595 sec): 3 clusters Score: Raw -5028615.377256 + Penalty 2110.822685 = -5026504.554571 nChanged 1197 SP:Iteration 22Q (3259.280660 sec): 3 clusters Score: Raw -5029111.367036 + Penalty 2110.822685 = -5027000.544350 nChanged 1178 SP:Iteration 23Q (3259.391080 sec): 3 clusters Score: Raw -5029589.523733 + Penalty 2110.822685 = -5027478.701048 nChanged 1070 SP:Iteration 24Q (3259.522593 sec): 3 clusters Score: Raw -5030004.104634 + Penalty 2110.822685 = -5027893.281948 nChanged 932 SP:Iteration 25Q (3259.656874 sec): 3 clusters Score: Raw -5030335.202087 + Penalty 2110.822685 = -5028224.379401 nChanged 870 SP:Iteration 26Q (3259.781717 sec): 3 clusters Score: Raw -5030602.300647 + Penalty 2110.822685 = -5028491.477962 nChanged 728 SP:Iteration 27Q (3259.904907 sec): 3 clusters Score: Raw -5030805.715785 + Penalty 2110.822685 = -5028694.893100 nChanged 692 SP:Iteration 28Q (3259.993604 sec): 3 clusters Score: Raw -5030975.983672 + Penalty 2110.822685 = -5028865.160987 nChanged 631 SP:Iteration 29Q (3260.088489 sec): 3 clusters Score: Raw -5031123.704150 + Penalty 2110.822685 = -5029012.881464 nChanged 586 SP:Iteration 30Q (3260.222710 sec): 3 clusters Score: Raw -5031245.876785 + Penalty 2110.822685 = -5029135.054100 nChanged 496 SP:Iteration 31Q (3260.347521 sec): 3 clusters Score: Raw -5031329.573712 + Penalty 2110.822685 = -5029218.751026 nChanged 442 SP:Iteration 32Q (3260.454623 sec): 3 clusters Score: Raw -5031399.323787 + Penalty 2110.822685 = -5029288.501101 nChanged 441 SP:Iteration 33Q (3260.570477 sec): 3 clusters Score: Raw -5031466.539126 + Penalty 2110.822685 = -5029355.716440 nChanged 424 SP:Iteration 34Q (3260.699965 sec): 3 clusters Score: Raw -5031527.744397 + Penalty 2110.822685 = -5029416.921712 nChanged 405 SP:Iteration 35Q (3260.810939 sec): 3 clusters Score: Raw -5031584.055097 + Penalty 2110.822685 = -5029473.232412 nChanged 377 SP:Iteration 36Q (3260.933570 sec): 3 clusters Score: Raw -5031631.125360 + Penalty 2110.822685 = -5029520.302675 nChanged 358 SP:Iteration 37Q (3261.055096 sec): 3 clusters Score: Raw -5031675.313212 + Penalty 2110.822685 = -5029564.490527 nChanged 345 SP:Iteration 38Q (3261.182503 sec): 3 clusters Score: Raw -5031716.432310 + Penalty 2110.822685 = -5029605.609625 nChanged 329 SP:Iteration 39Q (3261.297221 sec): 3 clusters Score: Raw -5031756.287710 + Penalty 2110.822685 = -5029645.465025 nChanged 348 SP:Iteration 40F (3261.420467 sec): 3 clusters Score: Raw -5031801.753622 + Penalty 2110.822685 = -5029690.930937 nChanged 347 SP:Iteration 41Q (3261.543483 sec): 3 clusters Score: Raw -5031846.339540 + Penalty 2110.822685 = -5029735.516855 nChanged 346 SP:Iteration 42Q (3261.664923 sec): 3 clusters Score: Raw -5031892.619216 + Penalty 2110.822685 = -5029781.796531 nChanged 376 SP:Iteration 43Q (3261.788241 sec): 3 clusters Score: Raw -5031949.470441 + Penalty 2110.822685 = -5029838.647755 nChanged 390 SP:Iteration 44Q (3261.891925 sec): 3 clusters Score: Raw -5032008.357173 + Penalty 2110.822685 = -5029897.534488 nChanged 375 SP:Iteration 45Q (3262.005599 sec): 3 clusters Score: Raw -5032061.625166 + Penalty 2110.822685 = -5029950.802480 nChanged 353 SP:Iteration 46Q (3262.138143 sec): 3 clusters Score: Raw -5032111.904167 + Penalty 2110.822685 = -5030001.081482 nChanged 367 SP:Iteration 47Q (3262.253313 sec): 3 clusters Score: Raw -5032164.031255 + Penalty 2110.822685 = -5030053.208570 nChanged 343 SP:Iteration 48Q (3262.362789 sec): 3 clusters Score: Raw -5032214.467558 + Penalty 2110.822685 = -5030103.644872 nChanged 338 SP:Iteration 49Q (3262.482306 sec): 3 clusters Score: Raw -5032261.194295 + Penalty 2110.822685 = -5030150.371610 nChanged 322 SP:Iteration 50Q (3262.605845 sec): 3 clusters Score: Raw -5032307.966787 + Penalty 2110.822685 = -5030197.144101 nChanged 314 SP:Iteration 51Q (3262.718328 sec): 3 clusters Score: Raw -5032354.527756 + Penalty 2110.822685 = -5030243.705071 nChanged 321 SP:Iteration 52Q (3262.840803 sec): 3 clusters Score: Raw -5032406.173404 + Penalty 2110.822685 = -5030295.350718 nChanged 339 SP:Iteration 53Q (3262.953981 sec): 3 clusters Score: Raw -5032464.634969 + Penalty 2110.822685 = -5030353.812283 nChanged 353 SP:Iteration 54Q (3263.062399 sec): 3 clusters Score: Raw -5032531.405757 + Penalty 2110.822685 = -5030420.583072 nChanged 377 SP:Iteration 55Q (3263.188941 sec): 3 clusters Score: Raw -5032608.556024 + Penalty 2110.822685 = -5030497.733339 nChanged 390 SP:Iteration 56Q (3263.299277 sec): 3 clusters Score: Raw -5032687.738484 + Penalty 2110.822685 = -5030576.915799 nChanged 372 SP:Iteration 57Q (3263.395220 sec): 3 clusters Score: Raw -5032758.877791 + Penalty 2110.822685 = -5030648.055105 nChanged 341 SP:Iteration 58Q (3263.481711 sec): 3 clusters Score: Raw -5032818.394607 + Penalty 2110.822685 = -5030707.571921 nChanged 306 SP:Iteration 59Q (3263.598924 sec): 3 clusters Score: Raw -5032868.294786 + Penalty 2110.822685 = -5030757.472101 nChanged 314 SP:Iteration 60F (3263.734473 sec): 3 clusters Score: Raw -5032919.376597 + Penalty 2110.822685 = -5030808.553912 nChanged 309 SP:Iteration 61Q (3263.851546 sec): 3 clusters Score: Raw -5032969.260872 + Penalty 2110.822685 = -5030858.438186 nChanged 301 SP:Iteration 62Q (3263.980179 sec): 3 clusters Score: Raw -5033016.625904 + Penalty 2110.822685 = -5030905.803218 nChanged 279 SP:Iteration 63Q (3264.094030 sec): 3 clusters Score: Raw -5033057.554818 + Penalty 2110.822685 = -5030946.732132 nChanged 265 SP:Iteration 64Q (3264.219975 sec): 3 clusters Score: Raw -5033096.528213 + Penalty 2110.822685 = -5030985.705528 nChanged 268 SP:Iteration 65Q (3264.337905 sec): 3 clusters Score: Raw -5033134.208119 + Penalty 2110.822685 = -5031023.385434 nChanged 248 SP:Iteration 66Q (3264.466167 sec): 3 clusters Score: Raw -5033169.721852 + Penalty 2110.822685 = -5031058.899167 nChanged 239 SP:Iteration 67Q (3264.589253 sec): 3 clusters Score: Raw -5033202.104051 + Penalty 2110.822685 = -5031091.281366 nChanged 212 SP:Iteration 68Q (3264.714746 sec): 3 clusters Score: Raw -5033228.489117 + Penalty 2110.822685 = -5031117.666432 nChanged 193 SP:Iteration 69Q (3264.801906 sec): 3 clusters Score: Raw -5033253.283588 + Penalty 2110.822685 = -5031142.460903 nChanged 203 SP:Iteration 70Q (3264.921850 sec): 3 clusters Score: Raw -5033277.645858 + Penalty 2110.822685 = -5031166.823173 nChanged 178 SP:Iteration 71Q (3265.033349 sec): 3 clusters Score: Raw -5033299.780598 + Penalty 2110.822685 = -5031188.957913 nChanged 176 SP:Iteration 72Q (3265.145143 sec): 3 clusters Score: Raw -5033322.861796 + Penalty 2110.822685 = -5031212.039110 nChanged 178 SP:Iteration 73Q (3265.269537 sec): 3 clusters Score: Raw -5033345.088235 + Penalty 2110.822685 = -5031234.265550 nChanged 183 SP:Iteration 74Q (3265.386009 sec): 3 clusters Score: Raw -5033368.662945 + Penalty 2110.822685 = -5031257.840260 nChanged 193 SP:Iteration 75Q (3265.505536 sec): 3 clusters Score: Raw -5033394.934867 + Penalty 2110.822685 = -5031284.112181 nChanged 201 SP:Iteration 76Q (3265.620979 sec): 3 clusters Score: Raw -5033424.094371 + Penalty 2110.822685 = -5031313.271686 nChanged 191 SP:Iteration 77Q (3265.734471 sec): 3 clusters Score: Raw -5033450.600543 + Penalty 2110.822685 = -5031339.777858 nChanged 175 SP:Iteration 78Q (3265.859162 sec): 3 clusters Score: Raw -5033473.531410 + Penalty 2110.822685 = -5031362.708724 nChanged 158 SP:Iteration 79Q (3265.986520 sec): 3 clusters Score: Raw -5033493.821191 + Penalty 2110.822685 = -5031382.998505 nChanged 167 SP:Iteration 80F (3266.078015 sec): 3 clusters Score: Raw -5033516.782233 + Penalty 2110.822685 = -5031405.959547 nChanged 186 SP:Iteration 81Q (3266.185944 sec): 3 clusters Score: Raw -5033544.867676 + Penalty 2110.822685 = -5031434.044991 nChanged 192 SP:Iteration 82Q (3266.289329 sec): 3 clusters Score: Raw -5033573.425122 + Penalty 2110.822685 = -5031462.602436 nChanged 186 SP:Iteration 83Q (3266.403964 sec): 3 clusters Score: Raw -5033600.770637 + Penalty 2110.822685 = -5031489.947952 nChanged 196 SP:Iteration 84Q (3266.527815 sec): 3 clusters Score: Raw -5033630.059206 + Penalty 2110.822685 = -5031519.236521 nChanged 184 SP:Iteration 85Q (3266.640802 sec): 3 clusters Score: Raw -5033656.085238 + Penalty 2110.822685 = -5031545.262553 nChanged 159 SP:Iteration 86Q (3266.747385 sec): 3 clusters Score: Raw -5033676.480155 + Penalty 2110.822685 = -5031565.657470 nChanged 141 SP:Iteration 87Q (3266.868910 sec): 3 clusters Score: Raw -5033693.461099 + Penalty 2110.822685 = -5031582.638413 nChanged 127 SP:Iteration 88Q (3266.976731 sec): 3 clusters Score: Raw -5033706.911946 + Penalty 2110.822685 = -5031596.089260 nChanged 101 SP:Iteration 89Q (3267.100968 sec): 3 clusters Score: Raw -5033717.341385 + Penalty 2110.822685 = -5031606.518700 nChanged 96 SP:Iteration 90Q (3267.218356 sec): 3 clusters Score: Raw -5033727.256872 + Penalty 2110.822685 = -5031616.434186 nChanged 83 SP:Iteration 91Q (3267.330567 sec): 3 clusters Score: Raw -5033735.671788 + Penalty 2110.822685 = -5031624.849103 nChanged 95 SP:Iteration 92Q (3267.447282 sec): 3 clusters Score: Raw -5033747.559375 + Penalty 2110.822685 = -5031636.736689 nChanged 111 SP:Iteration 93Q (3267.563507 sec): 3 clusters Score: Raw -5033761.945176 + Penalty 2110.822685 = -5031651.122490 nChanged 108 SP:Iteration 94Q (3267.680326 sec): 3 clusters Score: Raw -5033775.467970 + Penalty 2110.822685 = -5031664.645284 nChanged 113 SP:Iteration 95Q (3267.787831 sec): 3 clusters Score: Raw -5033789.092830 + Penalty 2110.822685 = -5031678.270145 nChanged 91 SP:Iteration 96Q (3267.894638 sec): 3 clusters Score: Raw -5033798.361569 + Penalty 2110.822685 = -5031687.538884 nChanged 80 SP:Iteration 97Q (3268.003899 sec): 3 clusters Score: Raw -5033806.469811 + Penalty 2110.822685 = -5031695.647125 nChanged 69 SP:Iteration 98Q (3268.120715 sec): 3 clusters Score: Raw -5033813.254928 + Penalty 2110.822685 = -5031702.432243 nChanged 73 SP:Iteration 99Q (3268.238805 sec): 3 clusters Score: Raw -5033820.948509 + Penalty 2110.822685 = -5031710.125824 nChanged 88 SP:Iteration 100F (3268.351279 sec): 3 clusters Score: Raw -5033830.433645 + Penalty 2110.822685 = -5031719.610960 nChanged 85 SP:Iteration 101Q (3268.475977 sec): 3 clusters Score: Raw -5033839.594689 + Penalty 2110.822685 = -5031728.772003 nChanged 67 SP:Iteration 102Q (3268.602544 sec): 3 clusters Score: Raw -5033845.745821 + Penalty 2110.822685 = -5031734.923136 nChanged 59 SP:Iteration 103Q (3268.721894 sec): 3 clusters Score: Raw -5033852.105201 + Penalty 2110.822685 = -5031741.282516 nChanged 71 SP:Iteration 104Q (3268.844980 sec): 3 clusters Score: Raw -5033860.076517 + Penalty 2110.822685 = -5031749.253831 nChanged 62 SP:Iteration 105Q (3268.968626 sec): 3 clusters Score: Raw -5033865.809889 + Penalty 2110.822685 = -5031754.987204 nChanged 71 SP:Iteration 106Q (3269.088661 sec): 3 clusters Score: Raw -5033872.751207 + Penalty 2110.822685 = -5031761.928522 nChanged 69 SP:Iteration 107Q (3269.212870 sec): 3 clusters Score: Raw -5033879.931116 + Penalty 2110.822685 = -5031769.108431 nChanged 61 SP:Iteration 108Q (3269.338753 sec): 3 clusters Score: Raw -5033886.849704 + Penalty 2110.822685 = -5031776.027019 nChanged 63 SP:Iteration 109Q (3269.455916 sec): 3 clusters Score: Raw -5033893.792962 + Penalty 2110.822685 = -5031782.970277 nChanged 61 SP:Iteration 110Q (3269.578657 sec): 3 clusters Score: Raw -5033899.322984 + Penalty 2110.822685 = -5031788.500299 nChanged 59 SP:Iteration 111Q (3269.702979 sec): 3 clusters Score: Raw -5033905.286332 + Penalty 2110.822685 = -5031794.463646 nChanged 64 SP:Iteration 112Q (3269.817182 sec): 3 clusters Score: Raw -5033912.288566 + Penalty 2110.822685 = -5031801.465881 nChanged 68 SP:Iteration 113Q (3269.945080 sec): 3 clusters Score: Raw -5033919.680835 + Penalty 2110.822685 = -5031808.858150 nChanged 63 SP:Iteration 114Q (3270.069092 sec): 3 clusters Score: Raw -5033926.162083 + Penalty 2110.822685 = -5031815.339398 nChanged 68 SP:Iteration 115Q (3270.178876 sec): 3 clusters Score: Raw -5033933.631440 + Penalty 2110.822685 = -5031822.808755 nChanged 53 SP:Iteration 116Q (3270.304441 sec): 3 clusters Score: Raw -5033939.196485 + Penalty 2110.822685 = -5031828.373800 nChanged 52 SP:Iteration 117Q (3270.431105 sec): 3 clusters Score: Raw -5033944.234567 + Penalty 2110.822685 = -5031833.411882 nChanged 43 SP:Iteration 118Q (3270.551985 sec): 3 clusters Score: Raw -5033947.949938 + Penalty 2110.822685 = -5031837.127252 nChanged 36 SP:Iteration 119Q (3270.663826 sec): 3 clusters Score: Raw -5033950.880616 + Penalty 2110.822685 = -5031840.057930 nChanged 36 SP:Iteration 120F (3270.792780 sec): 3 clusters Score: Raw -5033954.235765 + Penalty 2110.822685 = -5031843.413080 nChanged 40 SP:Iteration 121Q (3270.912581 sec): 3 clusters Score: Raw -5033957.586451 + Penalty 2110.822685 = -5031846.763765 nChanged 41 SP:Iteration 122Q (3271.038562 sec): 3 clusters Score: Raw -5033961.175767 + Penalty 2110.822685 = -5031850.353081 nChanged 44 SP:Iteration 123Q (3271.154864 sec): 3 clusters Score: Raw -5033965.162700 + Penalty 2110.822685 = -5031854.340014 nChanged 51 SP:Iteration 124Q (3271.242088 sec): 3 clusters Score: Raw -5033969.603808 + Penalty 2110.822685 = -5031858.781122 nChanged 46 SP:Iteration 125Q (3271.367309 sec): 3 clusters Score: Raw -5033974.772012 + Penalty 2110.822685 = -5031863.949326 nChanged 50 SP:Iteration 126Q (3271.492319 sec): 3 clusters Score: Raw -5033980.972824 + Penalty 2110.822685 = -5031870.150138 nChanged 54 SP:Iteration 127Q (3271.605427 sec): 3 clusters Score: Raw -5033986.873133 + Penalty 2110.822685 = -5031876.050448 nChanged 51 SP:Iteration 128Q (3271.728378 sec): 3 clusters Score: Raw -5033993.085980 + Penalty 2110.822685 = -5031882.263294 nChanged 53 SP:Iteration 129Q (3271.855635 sec): 3 clusters Score: Raw -5033999.131123 + Penalty 2110.822685 = -5031888.308438 nChanged 51 SP:Iteration 130Q (3271.979480 sec): 3 clusters Score: Raw -5034004.680815 + Penalty 2110.822685 = -5031893.858130 nChanged 41 SP:Iteration 131Q (3272.099682 sec): 3 clusters Score: Raw -5034009.024873 + Penalty 2110.822685 = -5031898.202188 nChanged 37 SP:Iteration 132Q (3272.208967 sec): 3 clusters Score: Raw -5034012.146337 + Penalty 2110.822685 = -5031901.323651 nChanged 33 SP:Iteration 133Q (3272.329099 sec): 3 clusters Score: Raw -5034015.220859 + Penalty 2110.822685 = -5031904.398173 nChanged 32 SP:Iteration 134Q (3272.446234 sec): 3 clusters Score: Raw -5034018.189523 + Penalty 2110.822685 = -5031907.366837 nChanged 29 SP:Iteration 135Q (3272.561170 sec): 3 clusters Score: Raw -5034021.193124 + Penalty 2110.822685 = -5031910.370438 nChanged 36 SP:Iteration 136Q (3272.686201 sec): 3 clusters Score: Raw -5034024.773677 + Penalty 2110.822685 = -5031913.950992 nChanged 34 SP:Iteration 137Q (3272.796645 sec): 3 clusters Score: Raw -5034027.991421 + Penalty 2110.822685 = -5031917.168736 nChanged 33 SP:Iteration 138Q (3272.911417 sec): 3 clusters Score: Raw -5034030.563548 + Penalty 2110.822685 = -5031919.740863 nChanged 36 SP:Iteration 139Q (3273.023267 sec): 3 clusters Score: Raw -5034033.781842 + Penalty 2110.822685 = -5031922.959157 nChanged 39 SP:Iteration 140F (3273.149462 sec): 3 clusters Score: Raw -5034037.157836 + Penalty 2110.822685 = -5031926.335151 nChanged 24 SP:Iteration 141Q (3273.258890 sec): 3 clusters Score: Raw -5034039.452348 + Penalty 2110.822685 = -5031928.629662 nChanged 30 SP:Iteration 142Q (3273.373760 sec): 3 clusters Score: Raw -5034042.279075 + Penalty 2110.822685 = -5031931.456390 nChanged 30 SP:Iteration 143Q (3273.484182 sec): 3 clusters Score: Raw -5034045.064686 + Penalty 2110.822685 = -5031934.242001 nChanged 29 SP:Iteration 144Q (3273.593953 sec): 3 clusters Score: Raw -5034047.587289 + Penalty 2110.822685 = -5031936.764604 nChanged 26 SP:Iteration 145Q (3273.708032 sec): 3 clusters Score: Raw -5034050.740036 + Penalty 2110.822685 = -5031939.917351 nChanged 35 SP:Iteration 146Q (3273.817131 sec): 3 clusters Score: Raw -5034054.927810 + Penalty 2110.822685 = -5031944.105124 nChanged 27 SP:Iteration 147Q (3273.920255 sec): 3 clusters Score: Raw -5034057.432011 + Penalty 2110.822685 = -5031946.609326 nChanged 31 SP:Iteration 148Q (3274.034276 sec): 3 clusters Score: Raw -5034060.281829 + Penalty 2110.822685 = -5031949.459144 nChanged 21 SP:Iteration 149Q (3274.140778 sec): 3 clusters Score: Raw -5034061.644698 + Penalty 2110.822685 = -5031950.822013 nChanged 13 SP:Iteration 150Q (3274.243697 sec): 3 clusters Score: Raw -5034062.758780 + Penalty 2110.822685 = -5031951.936095 nChanged 17 SP:Iteration 151Q (3274.351949 sec): 3 clusters Score: Raw -5034064.135164 + Penalty 2110.822685 = -5031953.312479 nChanged 13 SP:Iteration 152Q (3274.464504 sec): 3 clusters Score: Raw -5034065.073435 + Penalty 2110.822685 = -5031954.250750 nChanged 16 SP:Iteration 153Q (3274.579231 sec): 3 clusters Score: Raw -5034066.104803 + Penalty 2110.822685 = -5031955.282118 nChanged 16 SP:Iteration 154Q (3274.695039 sec): 3 clusters Score: Raw -5034067.331010 + Penalty 2110.822685 = -5031956.508324 nChanged 15 SP:Iteration 155Q (3274.811464 sec): 3 clusters Score: Raw -5034068.430267 + Penalty 2110.822685 = -5031957.607582 nChanged 16 SP:Iteration 156Q (3274.934423 sec): 3 clusters Score: Raw -5034069.696338 + Penalty 2110.822685 = -5031958.873653 nChanged 18 SP:Iteration 157Q (3275.057705 sec): 3 clusters Score: Raw -5034070.998531 + Penalty 2110.822685 = -5031960.175845 nChanged 17 SP:Iteration 158Q (3275.177879 sec): 3 clusters Score: Raw -5034073.043089 + Penalty 2110.822685 = -5031962.220404 nChanged 25 SP:Iteration 159Q (3275.299557 sec): 3 clusters Score: Raw -5034075.970634 + Penalty 2110.822685 = -5031965.147948 nChanged 26 SP:Iteration 160F (3275.429734 sec): 3 clusters Score: Raw -5034078.670930 + Penalty 2110.822685 = -5031967.848245 nChanged 25 SP:Iteration 161Q (3275.547738 sec): 3 clusters Score: Raw -5034082.331911 + Penalty 2110.822685 = -5031971.509226 nChanged 18 SP:Iteration 162Q (3275.667453 sec): 3 clusters Score: Raw -5034084.340337 + Penalty 2110.822685 = -5031973.517652 nChanged 24 SP:Iteration 163Q (3275.776737 sec): 3 clusters Score: Raw -5034086.855203 + Penalty 2110.822685 = -5031976.032517 nChanged 22 SP:Iteration 164Q (3275.908974 sec): 3 clusters Score: Raw -5034088.581630 + Penalty 2110.822685 = -5031977.758945 nChanged 21 SP:Iteration 165Q (3276.023717 sec): 3 clusters Score: Raw -5034090.503326 + Penalty 2110.822685 = -5031979.680640 nChanged 16 SP:Iteration 166Q (3276.138641 sec): 3 clusters Score: Raw -5034091.667053 + Penalty 2110.822685 = -5031980.844368 nChanged 14 SP:Iteration 167Q (3276.257366 sec): 3 clusters Score: Raw -5034092.674742 + Penalty 2110.822685 = -5031981.852056 nChanged 13 SP:Iteration 168Q (3276.386374 sec): 3 clusters Score: Raw -5034093.576969 + Penalty 2110.822685 = -5031982.754283 nChanged 13 SP:Iteration 169Q (3276.510538 sec): 3 clusters Score: Raw -5034094.417703 + Penalty 2110.822685 = -5031983.595018 nChanged 12 SP:Iteration 170Q (3276.623196 sec): 3 clusters Score: Raw -5034095.220011 + Penalty 2110.822685 = -5031984.397326 nChanged 13 SP:Iteration 171Q (3276.753588 sec): 3 clusters Score: Raw -5034096.199601 + Penalty 2110.822685 = -5031985.376915 nChanged 14 SP:Iteration 172Q (3276.862738 sec): 3 clusters Score: Raw -5034097.188800 + Penalty 2110.822685 = -5031986.366114 nChanged 11 SP:Iteration 173Q (3276.978728 sec): 3 clusters Score: Raw -5034097.931315 + Penalty 2110.822685 = -5031987.108629 nChanged 7 SP:Iteration 174Q (3277.097572 sec): 3 clusters Score: Raw -5034098.346405 + Penalty 2110.822685 = -5031987.523720 nChanged 9 SP:Iteration 175Q (3277.215104 sec): 3 clusters Score: Raw -5034098.826693 + Penalty 2110.822685 = -5031988.004008 nChanged 9 SP:Iteration 176Q (3277.345919 sec): 3 clusters Score: Raw -5034099.433426 + Penalty 2110.822685 = -5031988.610741 nChanged 7 SP:Iteration 177Q (3277.463506 sec): 3 clusters Score: Raw -5034099.897393 + Penalty 2110.822685 = -5031989.074707 nChanged 7 SP:Iteration 178Q (3277.584090 sec): 3 clusters Score: Raw -5034100.419058 + Penalty 2110.822685 = -5031989.596373 nChanged 8 SP:Iteration 179Q (3277.701546 sec): 3 clusters Score: Raw -5034100.863472 + Penalty 2110.822685 = -5031990.040786 nChanged 5 SP:Iteration 180F (3277.831482 sec): 3 clusters Score: Raw -5034101.086985 + Penalty 2110.822685 = -5031990.264299 nChanged 4 SP:Iteration 181Q (3277.941603 sec): 3 clusters Score: Raw -5034101.313512 + Penalty 2110.822685 = -5031990.490827 nChanged 3 SP:Iteration 182Q (3278.057628 sec): 3 clusters Score: Raw -5034101.495813 + Penalty 2110.822685 = -5031990.673128 nChanged 3 SP:Iteration 183Q (3278.167719 sec): 3 clusters Score: Raw -5034101.727035 + Penalty 2110.822685 = -5031990.904350 nChanged 4 SP:Iteration 184Q (3278.283935 sec): 3 clusters Score: Raw -5034102.057748 + Penalty 2110.822685 = -5031991.235062 nChanged 5 SP:Iteration 185Q (3278.400747 sec): 3 clusters Score: Raw -5034102.246334 + Penalty 2110.822685 = -5031991.423649 nChanged 1 SP:Iteration 186Q (3278.527903 sec): 3 clusters Score: Raw -5034102.281167 + Penalty 2110.822685 = -5031991.458482 nChanged 0 SP:Iteration 187F (3278.655729 sec): 3 clusters Score: Raw -5034102.281167 + Penalty 2110.822685 = -5031991.458482 nChanged 0 Trying to split cluster 10 (4064 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3278.699832 sec): 2 clusters Score: Raw -265963.437278 + Penalty 789.442684 = -265173.994594 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3278.752061 sec): 3 clusters Score: Raw -263776.259747 + Penalty 1578.885368 = -262197.374379 nChanged 1732 SP:Iteration 1F (3278.806630 sec): 3 clusters Score: Raw -264856.126000 + Penalty 1578.885368 = -263277.240632 nChanged 332 SP:Iteration 2F (3278.860007 sec): 3 clusters Score: Raw -265126.345632 + Penalty 1578.885368 = -263547.460264 nChanged 261 SP:Iteration 3F (3278.904306 sec): 3 clusters Score: Raw -265344.897160 + Penalty 1578.885368 = -263766.011792 nChanged 235 SP:Iteration 4F (3278.946976 sec): 3 clusters Score: Raw -265502.869920 + Penalty 1578.885368 = -263923.984552 nChanged 184 SP:Iteration 5Q (3279.000560 sec): 3 clusters Score: Raw -265617.028780 + Penalty 1578.885368 = -264038.143413 nChanged 150 SP:Iteration 6Q (3279.054488 sec): 3 clusters Score: Raw -265701.285739 + Penalty 1578.885368 = -264122.400371 nChanged 107 SP:Iteration 7Q (3279.070348 sec): 3 clusters Score: Raw -265766.384929 + Penalty 1578.885368 = -264187.499561 nChanged 95 SP:Iteration 8Q (3279.087247 sec): 3 clusters Score: Raw -265814.304119 + Penalty 1578.885368 = -264235.418751 nChanged 80 SP:Iteration 9Q (3279.101776 sec): 3 clusters Score: Raw -265863.550077 + Penalty 1578.885368 = -264284.664709 nChanged 78 SP:Iteration 10Q (3279.116325 sec): 3 clusters Score: Raw -265910.746574 + Penalty 1578.885368 = -264331.861206 nChanged 72 SP:Iteration 11Q (3279.130817 sec): 3 clusters Score: Raw -265953.722247 + Penalty 1578.885368 = -264374.836879 nChanged 65 SP:Iteration 12Q (3279.145018 sec): 3 clusters Score: Raw -265993.646301 + Penalty 1578.885368 = -264414.760933 nChanged 43 SP:Iteration 13Q (3279.159097 sec): 3 clusters Score: Raw -266020.447339 + Penalty 1578.885368 = -264441.561971 nChanged 44 SP:Iteration 14Q (3279.173368 sec): 3 clusters Score: Raw -266053.105252 + Penalty 1578.885368 = -264474.219884 nChanged 35 SP:Iteration 15Q (3279.190180 sec): 3 clusters Score: Raw -266078.213734 + Penalty 1578.885368 = -264499.328366 nChanged 27 SP:Iteration 16Q (3279.204737 sec): 3 clusters Score: Raw -266097.869089 + Penalty 1578.885368 = -264518.983721 nChanged 28 SP:Iteration 17Q (3279.218626 sec): 3 clusters Score: Raw -266115.299222 + Penalty 1578.885368 = -264536.413854 nChanged 19 SP:Iteration 18Q (3279.232648 sec): 3 clusters Score: Raw -266125.405535 + Penalty 1578.885368 = -264546.520167 nChanged 14 SP:Iteration 19Q (3279.246770 sec): 3 clusters Score: Raw -266134.262055 + Penalty 1578.885368 = -264555.376687 nChanged 8 SP:Iteration 20F (3279.261440 sec): 3 clusters Score: Raw -266139.990356 + Penalty 1578.885368 = -264561.104988 nChanged 7 SP:Iteration 21Q (3279.288102 sec): 3 clusters Score: Raw -266143.490543 + Penalty 1578.885368 = -264564.605175 nChanged 6 SP:Iteration 22Q (3279.302411 sec): 3 clusters Score: Raw -266147.754977 + Penalty 1578.885368 = -264568.869609 nChanged 4 SP:Iteration 23Q (3279.316514 sec): 3 clusters Score: Raw -266149.821537 + Penalty 1578.885368 = -264570.936169 nChanged 2 SP:Iteration 24Q (3279.330599 sec): 3 clusters Score: Raw -266150.595569 + Penalty 1578.885368 = -264571.710201 nChanged 0 SP:Iteration 25F (3279.345190 sec): 3 clusters Score: Raw -266150.595569 + Penalty 1578.885368 = -264571.710201 nChanged 0 Trying to split cluster 11 (11681 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3279.370287 sec): 2 clusters Score: Raw -867733.938048 + Penalty 889.743293 = -866844.194755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3279.397741 sec): 3 clusters Score: Raw -860723.066066 + Penalty 1779.486585 = -858943.579480 nChanged 5270 SP:Iteration 1F (3279.423990 sec): 3 clusters Score: Raw -863473.316174 + Penalty 1779.486585 = -861693.829589 nChanged 591 SP:Iteration 2F (3279.450137 sec): 3 clusters Score: Raw -863687.800238 + Penalty 1779.486585 = -861908.313653 nChanged 554 SP:Iteration 3Q (3279.491427 sec): 3 clusters Score: Raw -863903.713724 + Penalty 1779.486585 = -862124.227139 nChanged 519 SP:Iteration 4Q (3279.515888 sec): 3 clusters Score: Raw -864137.049201 + Penalty 1779.486585 = -862357.562616 nChanged 565 SP:Iteration 5Q (3279.542456 sec): 3 clusters Score: Raw -864442.148093 + Penalty 1779.486585 = -862662.661508 nChanged 581 SP:Iteration 6Q (3279.569376 sec): 3 clusters Score: Raw -864799.393905 + Penalty 1779.486585 = -863019.907319 nChanged 629 SP:Iteration 7F (3279.595724 sec): 3 clusters Score: Raw -865244.135683 + Penalty 1779.486585 = -863464.649098 nChanged 651 SP:Iteration 8F (3279.622027 sec): 3 clusters Score: Raw -865730.259058 + Penalty 1779.486585 = -863950.772473 nChanged 654 SP:Iteration 9F (3279.648375 sec): 3 clusters Score: Raw -866254.669958 + Penalty 1779.486585 = -864475.183372 nChanged 583 SP:Iteration 10Q (3279.688023 sec): 3 clusters Score: Raw -866704.252287 + Penalty 1779.486585 = -864924.765702 nChanged 521 SP:Iteration 11Q (3279.713148 sec): 3 clusters Score: Raw -867061.133404 + Penalty 1779.486585 = -865281.646819 nChanged 398 SP:Iteration 12Q (3279.738570 sec): 3 clusters Score: Raw -867311.350104 + Penalty 1779.486585 = -865531.863519 nChanged 324 SP:Iteration 13Q (3279.764395 sec): 3 clusters Score: Raw -867520.334627 + Penalty 1779.486585 = -865740.848042 nChanged 269 SP:Iteration 14Q (3279.789680 sec): 3 clusters Score: Raw -867670.083539 + Penalty 1779.486585 = -865890.596954 nChanged 221 SP:Iteration 15Q (3279.815063 sec): 3 clusters Score: Raw -867766.971853 + Penalty 1779.486585 = -865987.485268 nChanged 161 SP:Iteration 16Q (3279.840279 sec): 3 clusters Score: Raw -867818.858314 + Penalty 1779.486585 = -866039.371729 nChanged 112 SP:Iteration 17Q (3279.880304 sec): 3 clusters Score: Raw -867849.782718 + Penalty 1779.486585 = -866070.296133 nChanged 78 SP:Iteration 18Q (3279.903346 sec): 3 clusters Score: Raw -867863.753416 + Penalty 1779.486585 = -866084.266831 nChanged 63 SP:Iteration 19Q (3279.928530 sec): 3 clusters Score: Raw -867873.984375 + Penalty 1779.486585 = -866094.497790 nChanged 53 SP:Iteration 20F (3279.954844 sec): 3 clusters Score: Raw -867882.147445 + Penalty 1779.486585 = -866102.660860 nChanged 39 SP:Iteration 21Q (3279.979950 sec): 3 clusters Score: Raw -867887.137974 + Penalty 1779.486585 = -866107.651389 nChanged 23 SP:Iteration 22Q (3280.004914 sec): 3 clusters Score: Raw -867889.947565 + Penalty 1779.486585 = -866110.460980 nChanged 24 SP:Iteration 23Q (3280.030113 sec): 3 clusters Score: Raw -867892.295424 + Penalty 1779.486585 = -866112.808839 nChanged 13 SP:Iteration 24Q (3280.055194 sec): 3 clusters Score: Raw -867893.446857 + Penalty 1779.486585 = -866113.960271 nChanged 10 SP:Iteration 25Q (3280.080434 sec): 3 clusters Score: Raw -867893.991397 + Penalty 1779.486585 = -866114.504812 nChanged 9 SP:Iteration 26Q (3280.130646 sec): 3 clusters Score: Raw -867894.615951 + Penalty 1779.486585 = -866115.129366 nChanged 8 SP:Iteration 27Q (3280.155295 sec): 3 clusters Score: Raw -867895.206433 + Penalty 1779.486585 = -866115.719847 nChanged 5 SP:Iteration 28Q (3280.180589 sec): 3 clusters Score: Raw -867895.674146 + Penalty 1779.486585 = -866116.187561 nChanged 5 SP:Iteration 29Q (3280.205833 sec): 3 clusters Score: Raw -867896.039142 + Penalty 1779.486585 = -866116.552557 nChanged 5 SP:Iteration 30Q (3280.244655 sec): 3 clusters Score: Raw -867896.327360 + Penalty 1779.486585 = -866116.840775 nChanged 8 SP:Iteration 31Q (3280.269134 sec): 3 clusters Score: Raw -867896.997568 + Penalty 1779.486585 = -866117.510983 nChanged 7 SP:Iteration 32Q (3280.294173 sec): 3 clusters Score: Raw -867897.353331 + Penalty 1779.486585 = -866117.866746 nChanged 3 SP:Iteration 33Q (3280.319686 sec): 3 clusters Score: Raw -867897.557568 + Penalty 1779.486585 = -866118.070983 nChanged 3 SP:Iteration 34Q (3280.344809 sec): 3 clusters Score: Raw -867897.732473 + Penalty 1779.486585 = -866118.245888 nChanged 3 SP:Iteration 35Q (3280.370034 sec): 3 clusters Score: Raw -867897.899127 + Penalty 1779.486585 = -866118.412542 nChanged 3 SP:Iteration 36Q (3280.395181 sec): 3 clusters Score: Raw -867898.128953 + Penalty 1779.486585 = -866118.642368 nChanged 1 SP:Iteration 37Q (3280.435020 sec): 3 clusters Score: Raw -867898.154673 + Penalty 1779.486585 = -866118.668088 nChanged 0 SP:Iteration 38F (3280.458996 sec): 3 clusters Score: Raw -867898.154673 + Penalty 1779.486585 = -866118.668088 nChanged 0 Trying to split cluster 12 (48288 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3280.524415 sec): 2 clusters Score: Raw -3353766.378158 + Penalty 1024.569144 = -3352741.809014 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3280.630159 sec): 3 clusters Score: Raw -3322549.333079 + Penalty 2049.138289 = -3320500.194790 nChanged 22961 SP:Iteration 1F (3280.714597 sec): 3 clusters Score: Raw -3336871.027442 + Penalty 2049.138289 = -3334821.889153 nChanged 2850 SP:Iteration 2F (3280.787064 sec): 3 clusters Score: Raw -3338391.746548 + Penalty 2049.138289 = -3336342.608260 nChanged 3190 SP:Iteration 3F (3280.859204 sec): 3 clusters Score: Raw -3340470.193282 + Penalty 2049.138289 = -3338421.054993 nChanged 3435 SP:Iteration 4F (3280.931712 sec): 3 clusters Score: Raw -3342882.635305 + Penalty 2049.138289 = -3340833.497016 nChanged 3257 SP:Iteration 5F (3281.017680 sec): 3 clusters Score: Raw -3344890.592752 + Penalty 2049.138289 = -3342841.454463 nChanged 2579 SP:Iteration 6F (3281.089644 sec): 3 clusters Score: Raw -3346156.045558 + Penalty 2049.138289 = -3344106.907269 nChanged 1792 SP:Iteration 7Q (3281.164649 sec): 3 clusters Score: Raw -3346784.546162 + Penalty 2049.138289 = -3344735.407873 nChanged 1204 SP:Iteration 8Q (3281.272390 sec): 3 clusters Score: Raw -3347117.995390 + Penalty 2049.138289 = -3345068.857102 nChanged 874 SP:Iteration 9Q (3281.376733 sec): 3 clusters Score: Raw -3347335.614386 + Penalty 2049.138289 = -3345286.476098 nChanged 657 SP:Iteration 10Q (3281.490158 sec): 3 clusters Score: Raw -3347476.864731 + Penalty 2049.138289 = -3345427.726442 nChanged 547 SP:Iteration 11Q (3281.600087 sec): 3 clusters Score: Raw -3347583.618029 + Penalty 2049.138289 = -3345534.479740 nChanged 523 SP:Iteration 12Q (3281.714277 sec): 3 clusters Score: Raw -3347683.264648 + Penalty 2049.138289 = -3345634.126359 nChanged 504 SP:Iteration 13Q (3281.833353 sec): 3 clusters Score: Raw -3347784.838050 + Penalty 2049.138289 = -3345735.699761 nChanged 489 SP:Iteration 14Q (3281.937849 sec): 3 clusters Score: Raw -3347890.201538 + Penalty 2049.138289 = -3345841.063250 nChanged 496 SP:Iteration 15Q (3282.054621 sec): 3 clusters Score: Raw -3347999.330824 + Penalty 2049.138289 = -3345950.192535 nChanged 512 SP:Iteration 16Q (3282.164746 sec): 3 clusters Score: Raw -3348110.724619 + Penalty 2049.138289 = -3346061.586331 nChanged 505 SP:Iteration 17Q (3282.278400 sec): 3 clusters Score: Raw -3348223.750218 + Penalty 2049.138289 = -3346174.611929 nChanged 519 SP:Iteration 18Q (3282.379786 sec): 3 clusters Score: Raw -3348337.061450 + Penalty 2049.138289 = -3346287.923162 nChanged 502 SP:Iteration 19Q (3282.497924 sec): 3 clusters Score: Raw -3348452.243159 + Penalty 2049.138289 = -3346403.104870 nChanged 509 SP:Iteration 20F (3282.600826 sec): 3 clusters Score: Raw -3348557.645920 + Penalty 2049.138289 = -3346508.507632 nChanged 495 SP:Iteration 21Q (3282.712537 sec): 3 clusters Score: Raw -3348662.955620 + Penalty 2049.138289 = -3346613.817331 nChanged 532 SP:Iteration 22Q (3282.820083 sec): 3 clusters Score: Raw -3348780.763650 + Penalty 2049.138289 = -3346731.625361 nChanged 535 SP:Iteration 23Q (3282.921485 sec): 3 clusters Score: Raw -3348903.755480 + Penalty 2049.138289 = -3346854.617191 nChanged 505 SP:Iteration 24Q (3283.030693 sec): 3 clusters Score: Raw -3349014.068058 + Penalty 2049.138289 = -3346964.929769 nChanged 517 SP:Iteration 25Q (3283.141121 sec): 3 clusters Score: Raw -3349126.380624 + Penalty 2049.138289 = -3347077.242335 nChanged 509 SP:Iteration 26Q (3283.248024 sec): 3 clusters Score: Raw -3349235.117742 + Penalty 2049.138289 = -3347185.979453 nChanged 499 SP:Iteration 27Q (3283.353550 sec): 3 clusters Score: Raw -3349339.234776 + Penalty 2049.138289 = -3347290.096487 nChanged 537 SP:Iteration 28Q (3283.468260 sec): 3 clusters Score: Raw -3349456.464743 + Penalty 2049.138289 = -3347407.326454 nChanged 543 SP:Iteration 29Q (3283.564323 sec): 3 clusters Score: Raw -3349582.337627 + Penalty 2049.138289 = -3347533.199338 nChanged 569 SP:Iteration 30Q (3283.670974 sec): 3 clusters Score: Raw -3349721.102436 + Penalty 2049.138289 = -3347671.964147 nChanged 622 SP:Iteration 31Q (3283.786832 sec): 3 clusters Score: Raw -3349892.386337 + Penalty 2049.138289 = -3347843.248049 nChanged 650 SP:Iteration 32Q (3283.897421 sec): 3 clusters Score: Raw -3350075.693749 + Penalty 2049.138289 = -3348026.555460 nChanged 635 SP:Iteration 33Q (3283.995170 sec): 3 clusters Score: Raw -3350252.239973 + Penalty 2049.138289 = -3348203.101684 nChanged 629 SP:Iteration 34Q (3284.097182 sec): 3 clusters Score: Raw -3350430.675621 + Penalty 2049.138289 = -3348381.537333 nChanged 646 SP:Iteration 35Q (3284.205935 sec): 3 clusters Score: Raw -3350622.663758 + Penalty 2049.138289 = -3348573.525470 nChanged 656 SP:Iteration 36Q (3284.315107 sec): 3 clusters Score: Raw -3350822.581118 + Penalty 2049.138289 = -3348773.442829 nChanged 657 SP:Iteration 37Q (3284.421755 sec): 3 clusters Score: Raw -3351054.550222 + Penalty 2049.138289 = -3349005.411934 nChanged 736 SP:Iteration 38Q (3284.524251 sec): 3 clusters Score: Raw -3351325.449118 + Penalty 2049.138289 = -3349276.310829 nChanged 734 SP:Iteration 39Q (3284.626286 sec): 3 clusters Score: Raw -3351619.351044 + Penalty 2049.138289 = -3349570.212756 nChanged 736 SP:Iteration 40F (3284.726808 sec): 3 clusters Score: Raw -3351929.991847 + Penalty 2049.138289 = -3349880.853558 nChanged 700 SP:Iteration 41Q (3284.844685 sec): 3 clusters Score: Raw -3352243.777913 + Penalty 2049.138289 = -3350194.639624 nChanged 680 SP:Iteration 42Q (3284.937840 sec): 3 clusters Score: Raw -3352552.541327 + Penalty 2049.138289 = -3350503.403039 nChanged 645 SP:Iteration 43Q (3285.036972 sec): 3 clusters Score: Raw -3352864.140508 + Penalty 2049.138289 = -3350815.002220 nChanged 615 SP:Iteration 44Q (3285.137763 sec): 3 clusters Score: Raw -3353185.380799 + Penalty 2049.138289 = -3351136.242510 nChanged 552 SP:Iteration 45Q (3285.237295 sec): 3 clusters Score: Raw -3353463.689665 + Penalty 2049.138289 = -3351414.551377 nChanged 500 SP:Iteration 46Q (3285.337196 sec): 3 clusters Score: Raw -3353715.632771 + Penalty 2049.138289 = -3351666.494482 nChanged 430 SP:Iteration 47Q (3285.438471 sec): 3 clusters Score: Raw -3353922.380484 + Penalty 2049.138289 = -3351873.242195 nChanged 344 SP:Iteration 48Q (3285.540695 sec): 3 clusters Score: Raw -3354094.233482 + Penalty 2049.138289 = -3352045.095193 nChanged 296 SP:Iteration 49Q (3285.642246 sec): 3 clusters Score: Raw -3354240.318885 + Penalty 2049.138289 = -3352191.180597 nChanged 249 SP:Iteration 50Q (3285.737259 sec): 3 clusters Score: Raw -3354358.306541 + Penalty 2049.138289 = -3352309.168252 nChanged 180 SP:Iteration 51Q (3285.831928 sec): 3 clusters Score: Raw -3354429.109870 + Penalty 2049.138289 = -3352379.971582 nChanged 122 SP:Iteration 52Q (3285.922733 sec): 3 clusters Score: Raw -3354472.710057 + Penalty 2049.138289 = -3352423.571768 nChanged 112 SP:Iteration 53Q (3286.016301 sec): 3 clusters Score: Raw -3354519.065899 + Penalty 2049.138289 = -3352469.927610 nChanged 108 SP:Iteration 54Q (3286.109029 sec): 3 clusters Score: Raw -3354566.375186 + Penalty 2049.138289 = -3352517.236897 nChanged 86 SP:Iteration 55Q (3286.196842 sec): 3 clusters Score: Raw -3354599.231173 + Penalty 2049.138289 = -3352550.092885 nChanged 70 SP:Iteration 56Q (3286.290326 sec): 3 clusters Score: Raw -3354631.482814 + Penalty 2049.138289 = -3352582.344525 nChanged 64 SP:Iteration 57Q (3286.377880 sec): 3 clusters Score: Raw -3354660.893047 + Penalty 2049.138289 = -3352611.754758 nChanged 48 SP:Iteration 58Q (3286.464383 sec): 3 clusters Score: Raw -3354680.764643 + Penalty 2049.138289 = -3352631.626354 nChanged 37 SP:Iteration 59Q (3286.542492 sec): 3 clusters Score: Raw -3354693.043861 + Penalty 2049.138289 = -3352643.905572 nChanged 19 SP:Iteration 60F (3286.640061 sec): 3 clusters Score: Raw -3354704.287943 + Penalty 2049.138289 = -3352655.149654 nChanged 23 SP:Iteration 61Q (3286.725532 sec): 3 clusters Score: Raw -3354710.664337 + Penalty 2049.138289 = -3352661.526048 nChanged 13 SP:Iteration 62Q (3286.817417 sec): 3 clusters Score: Raw -3354713.948412 + Penalty 2049.138289 = -3352664.810123 nChanged 11 SP:Iteration 63Q (3286.910494 sec): 3 clusters Score: Raw -3354716.866124 + Penalty 2049.138289 = -3352667.727835 nChanged 5 SP:Iteration 64Q (3287.007677 sec): 3 clusters Score: Raw -3354717.788949 + Penalty 2049.138289 = -3352668.650660 nChanged 4 SP:Iteration 65Q (3287.103135 sec): 3 clusters Score: Raw -3354719.029454 + Penalty 2049.138289 = -3352669.891166 nChanged 5 SP:Iteration 66Q (3287.194448 sec): 3 clusters Score: Raw -3354720.194793 + Penalty 2049.138289 = -3352671.056504 nChanged 4 SP:Iteration 67Q (3287.290520 sec): 3 clusters Score: Raw -3354720.844314 + Penalty 2049.138289 = -3352671.706025 nChanged 4 SP:Iteration 68Q (3287.388252 sec): 3 clusters Score: Raw -3354721.413995 + Penalty 2049.138289 = -3352672.275706 nChanged 2 SP:Iteration 69Q (3287.489357 sec): 3 clusters Score: Raw -3354721.541398 + Penalty 2049.138289 = -3352672.403110 nChanged 1 SP:Iteration 70Q (3287.577906 sec): 3 clusters Score: Raw -3354721.935792 + Penalty 2049.138289 = -3352672.797504 nChanged 1 SP:Iteration 71Q (3287.682035 sec): 3 clusters Score: Raw -3354722.056275 + Penalty 2049.138289 = -3352672.917986 nChanged 3 SP:Iteration 72Q (3287.774097 sec): 3 clusters Score: Raw -3354722.643645 + Penalty 2049.138289 = -3352673.505356 nChanged 4 SP:Iteration 73Q (3287.874876 sec): 3 clusters Score: Raw -3354723.382041 + Penalty 2049.138289 = -3352674.243752 nChanged 1 SP:Iteration 74Q (3287.960282 sec): 3 clusters Score: Raw -3354723.586173 + Penalty 2049.138289 = -3352674.447885 nChanged 1 SP:Iteration 75Q (3288.060081 sec): 3 clusters Score: Raw -3354723.903123 + Penalty 2049.138289 = -3352674.764834 nChanged 3 SP:Iteration 76Q (3288.146829 sec): 3 clusters Score: Raw -3354724.592125 + Penalty 2049.138289 = -3352675.453836 nChanged 2 SP:Iteration 77Q (3288.252678 sec): 3 clusters Score: Raw -3354724.794752 + Penalty 2049.138289 = -3352675.656463 nChanged 5 SP:Iteration 78Q (3288.348399 sec): 3 clusters Score: Raw -3354725.727617 + Penalty 2049.138289 = -3352676.589328 nChanged 3 SP:Iteration 79Q (3288.441863 sec): 3 clusters Score: Raw -3354726.180682 + Penalty 2049.138289 = -3352677.042393 nChanged 3 SP:Iteration 80F (3288.528636 sec): 3 clusters Score: Raw -3354726.461084 + Penalty 2049.138289 = -3352677.322795 nChanged 0 Trying to split cluster 13 (631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3288.565792 sec): 2 clusters Score: Raw -43817.040544 + Penalty 612.494057 = -43204.546487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3288.614108 sec): 3 clusters Score: Raw -43612.447430 + Penalty 1224.988114 = -42387.459316 nChanged 196 SP:Iteration 1F (3288.660205 sec): 3 clusters Score: Raw -43797.620399 + Penalty 1224.988114 = -42572.632285 nChanged 63 SP:Iteration 2F (3288.712215 sec): 3 clusters Score: Raw -43859.300262 + Penalty 1224.988114 = -42634.312148 nChanged 31 SP:Iteration 3Q (3288.752630 sec): 3 clusters Score: Raw -43893.002255 + Penalty 1224.988114 = -42668.014141 nChanged 20 SP:Iteration 4Q (3288.804071 sec): 3 clusters Score: Raw -43915.568256 + Penalty 1224.988114 = -42690.580143 nChanged 17 SP:Iteration 5Q (3288.840029 sec): 3 clusters Score: Raw -43942.094515 + Penalty 1224.988114 = -42717.106401 nChanged 13 SP:Iteration 6Q (3288.888751 sec): 3 clusters Score: Raw -43963.086275 + Penalty 1224.988114 = -42738.098161 nChanged 15 SP:Iteration 7Q (3288.937819 sec): 3 clusters Score: Raw -43975.776478 + Penalty 1224.988114 = -42750.788364 nChanged 9 SP:Iteration 8Q (3288.985258 sec): 3 clusters Score: Raw -43985.379907 + Penalty 1224.988114 = -42760.391793 nChanged 7 SP:Iteration 9Q (3289.028562 sec): 3 clusters Score: Raw -43992.143796 + Penalty 1224.988114 = -42767.155682 nChanged 4 SP:Iteration 10Q (3289.082155 sec): 3 clusters Score: Raw -43995.878809 + Penalty 1224.988114 = -42770.890695 nChanged 6 SP:Iteration 11Q (3289.118516 sec): 3 clusters Score: Raw -44001.635156 + Penalty 1224.988114 = -42776.647042 nChanged 1 SP:Iteration 12Q (3289.164375 sec): 3 clusters Score: Raw -44002.933438 + Penalty 1224.988114 = -42777.945325 nChanged 0 SP:Iteration 13F (3289.211137 sec): 3 clusters Score: Raw -44002.933438 + Penalty 1224.988114 = -42777.945325 nChanged 0 Trying to split cluster 14 (4296 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3289.251702 sec): 2 clusters Score: Raw -302195.218619 + Penalty 794.716765 = -301400.501853 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3289.294126 sec): 3 clusters Score: Raw -299844.740902 + Penalty 1589.433531 = -298255.307371 nChanged 1832 SP:Iteration 1F (3289.348094 sec): 3 clusters Score: Raw -301057.412746 + Penalty 1589.433531 = -299467.979215 nChanged 391 SP:Iteration 2F (3289.405203 sec): 3 clusters Score: Raw -301358.119436 + Penalty 1589.433531 = -299768.685905 nChanged 349 SP:Iteration 3F (3289.444617 sec): 3 clusters Score: Raw -301668.940130 + Penalty 1589.433531 = -300079.506599 nChanged 289 SP:Iteration 4F (3289.495391 sec): 3 clusters Score: Raw -301935.826059 + Penalty 1589.433531 = -300346.392529 nChanged 257 SP:Iteration 5F (3289.556827 sec): 3 clusters Score: Raw -302151.290311 + Penalty 1589.433531 = -300561.856780 nChanged 212 SP:Iteration 6Q (3289.610423 sec): 3 clusters Score: Raw -302310.198994 + Penalty 1589.433531 = -300720.765463 nChanged 149 SP:Iteration 7Q (3289.658668 sec): 3 clusters Score: Raw -302389.883111 + Penalty 1589.433531 = -300800.449580 nChanged 94 SP:Iteration 8Q (3289.709525 sec): 3 clusters Score: Raw -302431.813257 + Penalty 1589.433531 = -300842.379726 nChanged 67 SP:Iteration 9Q (3289.760233 sec): 3 clusters Score: Raw -302460.970598 + Penalty 1589.433531 = -300871.537067 nChanged 53 SP:Iteration 10Q (3289.809948 sec): 3 clusters Score: Raw -302482.697565 + Penalty 1589.433531 = -300893.264034 nChanged 34 SP:Iteration 11Q (3289.858647 sec): 3 clusters Score: Raw -302490.686660 + Penalty 1589.433531 = -300901.253129 nChanged 28 SP:Iteration 12Q (3289.910623 sec): 3 clusters Score: Raw -302497.597030 + Penalty 1589.433531 = -300908.163499 nChanged 32 SP:Iteration 13Q (3289.962391 sec): 3 clusters Score: Raw -302506.899513 + Penalty 1589.433531 = -300917.465982 nChanged 39 SP:Iteration 14Q (3290.004967 sec): 3 clusters Score: Raw -302518.717596 + Penalty 1589.433531 = -300929.284065 nChanged 30 SP:Iteration 15Q (3290.063070 sec): 3 clusters Score: Raw -302527.480060 + Penalty 1589.433531 = -300938.046529 nChanged 24 SP:Iteration 16Q (3290.119799 sec): 3 clusters Score: Raw -302536.884651 + Penalty 1589.433531 = -300947.451121 nChanged 28 SP:Iteration 17Q (3290.165084 sec): 3 clusters Score: Raw -302549.241120 + Penalty 1589.433531 = -300959.807589 nChanged 29 SP:Iteration 18Q (3290.216775 sec): 3 clusters Score: Raw -302557.230668 + Penalty 1589.433531 = -300967.797137 nChanged 17 SP:Iteration 19Q (3290.267638 sec): 3 clusters Score: Raw -302562.979834 + Penalty 1589.433531 = -300973.546303 nChanged 16 SP:Iteration 20F (3290.320918 sec): 3 clusters Score: Raw -302568.262707 + Penalty 1589.433531 = -300978.829176 nChanged 13 SP:Iteration 21Q (3290.372092 sec): 3 clusters Score: Raw -302572.059262 + Penalty 1589.433531 = -300982.625731 nChanged 7 SP:Iteration 22Q (3290.414582 sec): 3 clusters Score: Raw -302573.156805 + Penalty 1589.433531 = -300983.723274 nChanged 7 SP:Iteration 23Q (3290.471364 sec): 3 clusters Score: Raw -302574.358294 + Penalty 1589.433531 = -300984.924763 nChanged 8 SP:Iteration 24Q (3290.512744 sec): 3 clusters Score: Raw -302576.625632 + Penalty 1589.433531 = -300987.192101 nChanged 14 SP:Iteration 25Q (3290.565336 sec): 3 clusters Score: Raw -302581.017253 + Penalty 1589.433531 = -300991.583722 nChanged 14 SP:Iteration 26Q (3290.618096 sec): 3 clusters Score: Raw -302583.614584 + Penalty 1589.433531 = -300994.181053 nChanged 14 SP:Iteration 27Q (3290.659458 sec): 3 clusters Score: Raw -302587.151798 + Penalty 1589.433531 = -300997.718268 nChanged 10 SP:Iteration 28Q (3290.712295 sec): 3 clusters Score: Raw -302588.768858 + Penalty 1589.433531 = -300999.335327 nChanged 4 SP:Iteration 29Q (3290.764971 sec): 3 clusters Score: Raw -302589.943731 + Penalty 1589.433531 = -301000.510200 nChanged 6 SP:Iteration 30Q (3290.815153 sec): 3 clusters Score: Raw -302591.876955 + Penalty 1589.433531 = -301002.443424 nChanged 8 SP:Iteration 31Q (3290.867884 sec): 3 clusters Score: Raw -302594.127243 + Penalty 1589.433531 = -301004.693712 nChanged 10 SP:Iteration 32Q (3290.920573 sec): 3 clusters Score: Raw -302597.941363 + Penalty 1589.433531 = -301008.507833 nChanged 12 SP:Iteration 33Q (3290.968298 sec): 3 clusters Score: Raw -302599.901898 + Penalty 1589.433531 = -301010.468367 nChanged 7 SP:Iteration 34Q (3291.021272 sec): 3 clusters Score: Raw -302601.039343 + Penalty 1589.433531 = -301011.605812 nChanged 6 SP:Iteration 35Q (3291.066246 sec): 3 clusters Score: Raw -302602.199189 + Penalty 1589.433531 = -301012.765658 nChanged 5 SP:Iteration 36Q (3291.118896 sec): 3 clusters Score: Raw -302603.409381 + Penalty 1589.433531 = -301013.975850 nChanged 4 SP:Iteration 37Q (3291.163324 sec): 3 clusters Score: Raw -302606.488043 + Penalty 1589.433531 = -301017.054513 nChanged 7 SP:Iteration 38Q (3291.216663 sec): 3 clusters Score: Raw -302607.726248 + Penalty 1589.433531 = -301018.292718 nChanged 5 SP:Iteration 39Q (3291.269091 sec): 3 clusters Score: Raw -302608.665087 + Penalty 1589.433531 = -301019.231556 nChanged 2 SP:Iteration 40F (3291.331297 sec): 3 clusters Score: Raw -302609.511981 + Penalty 1589.433531 = -301020.078450 nChanged 5 SP:Iteration 41Q (3291.369461 sec): 3 clusters Score: Raw -302610.607711 + Penalty 1589.433531 = -301021.174180 nChanged 3 SP:Iteration 42Q (3291.422079 sec): 3 clusters Score: Raw -302610.990456 + Penalty 1589.433531 = -301021.556925 nChanged 0 SP:Iteration 43F (3291.479524 sec): 3 clusters Score: Raw -302610.990456 + Penalty 1589.433531 = -301021.556925 nChanged 0 Trying to split cluster 15 (4976 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3291.499794 sec): 2 clusters Score: Raw -342275.913145 + Penalty 808.676255 = -341467.236889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3291.555785 sec): 3 clusters Score: Raw -339502.443439 + Penalty 1617.352511 = -337885.090929 nChanged 2105 SP:Iteration 1F (3291.609961 sec): 3 clusters Score: Raw -340675.705513 + Penalty 1617.352511 = -339058.353003 nChanged 339 SP:Iteration 2F (3291.661960 sec): 3 clusters Score: Raw -340875.649575 + Penalty 1617.352511 = -339258.297065 nChanged 331 SP:Iteration 3F (3291.715224 sec): 3 clusters Score: Raw -341086.939571 + Penalty 1617.352511 = -339469.587061 nChanged 288 SP:Iteration 4F (3291.758635 sec): 3 clusters Score: Raw -341295.470667 + Penalty 1617.352511 = -339678.118157 nChanged 279 SP:Iteration 5F (3291.811565 sec): 3 clusters Score: Raw -341476.278977 + Penalty 1617.352511 = -339858.926466 nChanged 286 SP:Iteration 6F (3291.864362 sec): 3 clusters Score: Raw -341672.178499 + Penalty 1617.352511 = -340054.825989 nChanged 265 SP:Iteration 7F (3291.926391 sec): 3 clusters Score: Raw -341846.326277 + Penalty 1617.352511 = -340228.973766 nChanged 234 SP:Iteration 8Q (3291.971373 sec): 3 clusters Score: Raw -341992.513067 + Penalty 1617.352511 = -340375.160556 nChanged 201 SP:Iteration 9Q (3292.030901 sec): 3 clusters Score: Raw -342100.797165 + Penalty 1617.352511 = -340483.444654 nChanged 139 SP:Iteration 10Q (3292.085280 sec): 3 clusters Score: Raw -342159.503662 + Penalty 1617.352511 = -340542.151152 nChanged 96 SP:Iteration 11Q (3292.121624 sec): 3 clusters Score: Raw -342201.467654 + Penalty 1617.352511 = -340584.115144 nChanged 75 SP:Iteration 12Q (3292.157103 sec): 3 clusters Score: Raw -342236.017459 + Penalty 1617.352511 = -340618.664948 nChanged 70 SP:Iteration 13Q (3292.200795 sec): 3 clusters Score: Raw -342263.418265 + Penalty 1617.352511 = -340646.065754 nChanged 47 SP:Iteration 14Q (3292.253812 sec): 3 clusters Score: Raw -342280.769330 + Penalty 1617.352511 = -340663.416819 nChanged 62 SP:Iteration 15Q (3292.306692 sec): 3 clusters Score: Raw -342300.756383 + Penalty 1617.352511 = -340683.403872 nChanged 47 SP:Iteration 16Q (3292.351196 sec): 3 clusters Score: Raw -342314.651610 + Penalty 1617.352511 = -340697.299100 nChanged 36 SP:Iteration 17Q (3292.404030 sec): 3 clusters Score: Raw -342327.226402 + Penalty 1617.352511 = -340709.873891 nChanged 48 SP:Iteration 18Q (3292.456856 sec): 3 clusters Score: Raw -342344.617091 + Penalty 1617.352511 = -340727.264581 nChanged 44 SP:Iteration 19Q (3292.509243 sec): 3 clusters Score: Raw -342360.469873 + Penalty 1617.352511 = -340743.117362 nChanged 39 SP:Iteration 20F (3292.562345 sec): 3 clusters Score: Raw -342368.964432 + Penalty 1617.352511 = -340751.611921 nChanged 30 SP:Iteration 21Q (3292.615086 sec): 3 clusters Score: Raw -342374.389382 + Penalty 1617.352511 = -340757.036871 nChanged 19 SP:Iteration 22Q (3292.666165 sec): 3 clusters Score: Raw -342377.951036 + Penalty 1617.352511 = -340760.598526 nChanged 20 SP:Iteration 23Q (3292.730790 sec): 3 clusters Score: Raw -342381.038947 + Penalty 1617.352511 = -340763.686436 nChanged 15 SP:Iteration 24Q (3292.773269 sec): 3 clusters Score: Raw -342383.906799 + Penalty 1617.352511 = -340766.554289 nChanged 14 SP:Iteration 25Q (3292.825984 sec): 3 clusters Score: Raw -342386.263750 + Penalty 1617.352511 = -340768.911239 nChanged 15 SP:Iteration 26Q (3292.879042 sec): 3 clusters Score: Raw -342390.054584 + Penalty 1617.352511 = -340772.702074 nChanged 22 SP:Iteration 27Q (3292.920709 sec): 3 clusters Score: Raw -342394.421399 + Penalty 1617.352511 = -340777.068888 nChanged 13 SP:Iteration 28Q (3292.985557 sec): 3 clusters Score: Raw -342396.460070 + Penalty 1617.352511 = -340779.107560 nChanged 10 SP:Iteration 29Q (3293.028777 sec): 3 clusters Score: Raw -342398.452909 + Penalty 1617.352511 = -340781.100399 nChanged 10 SP:Iteration 30Q (3293.077039 sec): 3 clusters Score: Raw -342400.232068 + Penalty 1617.352511 = -340782.879557 nChanged 20 SP:Iteration 31Q (3293.130372 sec): 3 clusters Score: Raw -342405.711766 + Penalty 1617.352511 = -340788.359256 nChanged 19 SP:Iteration 32Q (3293.195627 sec): 3 clusters Score: Raw -342411.753272 + Penalty 1617.352511 = -340794.400761 nChanged 24 SP:Iteration 33Q (3293.239726 sec): 3 clusters Score: Raw -342415.724869 + Penalty 1617.352511 = -340798.372358 nChanged 13 SP:Iteration 34Q (3293.293312 sec): 3 clusters Score: Raw -342418.909114 + Penalty 1617.352511 = -340801.556604 nChanged 17 SP:Iteration 35Q (3293.346369 sec): 3 clusters Score: Raw -342424.187283 + Penalty 1617.352511 = -340806.834772 nChanged 14 SP:Iteration 36Q (3293.389616 sec): 3 clusters Score: Raw -342429.588340 + Penalty 1617.352511 = -340812.235830 nChanged 15 SP:Iteration 37Q (3293.442760 sec): 3 clusters Score: Raw -342435.603608 + Penalty 1617.352511 = -340818.251097 nChanged 16 SP:Iteration 38Q (3293.507730 sec): 3 clusters Score: Raw -342439.056414 + Penalty 1617.352511 = -340821.703904 nChanged 14 SP:Iteration 39Q (3293.541918 sec): 3 clusters Score: Raw -342442.215994 + Penalty 1617.352511 = -340824.863484 nChanged 15 SP:Iteration 40F (3293.595232 sec): 3 clusters Score: Raw -342447.258399 + Penalty 1617.352511 = -340829.905888 nChanged 17 SP:Iteration 41Q (3293.648467 sec): 3 clusters Score: Raw -342452.138056 + Penalty 1617.352511 = -340834.785546 nChanged 18 SP:Iteration 42Q (3293.701598 sec): 3 clusters Score: Raw -342460.654702 + Penalty 1617.352511 = -340843.302192 nChanged 20 SP:Iteration 43Q (3293.754768 sec): 3 clusters Score: Raw -342467.905298 + Penalty 1617.352511 = -340850.552788 nChanged 22 SP:Iteration 44Q (3293.808123 sec): 3 clusters Score: Raw -342474.406184 + Penalty 1617.352511 = -340857.053673 nChanged 19 SP:Iteration 45Q (3293.859007 sec): 3 clusters Score: Raw -342479.927227 + Penalty 1617.352511 = -340862.574716 nChanged 17 SP:Iteration 46Q (3293.924346 sec): 3 clusters Score: Raw -342483.879745 + Penalty 1617.352511 = -340866.527235 nChanged 15 SP:Iteration 47Q (3293.959217 sec): 3 clusters Score: Raw -342487.481180 + Penalty 1617.352511 = -340870.128669 nChanged 13 SP:Iteration 48Q (3294.009746 sec): 3 clusters Score: Raw -342489.841293 + Penalty 1617.352511 = -340872.488782 nChanged 8 SP:Iteration 49Q (3294.060803 sec): 3 clusters Score: Raw -342491.245436 + Penalty 1617.352511 = -340873.892926 nChanged 7 SP:Iteration 50Q (3294.109197 sec): 3 clusters Score: Raw -342492.519013 + Penalty 1617.352511 = -340875.166502 nChanged 11 SP:Iteration 51Q (3294.168120 sec): 3 clusters Score: Raw -342494.267692 + Penalty 1617.352511 = -340876.915182 nChanged 11 SP:Iteration 52Q (3294.222347 sec): 3 clusters Score: Raw -342495.940632 + Penalty 1617.352511 = -340878.588121 nChanged 7 SP:Iteration 53Q (3294.269730 sec): 3 clusters Score: Raw -342497.273010 + Penalty 1617.352511 = -340879.920500 nChanged 7 SP:Iteration 54Q (3294.319988 sec): 3 clusters Score: Raw -342498.510735 + Penalty 1617.352511 = -340881.158225 nChanged 4 SP:Iteration 55Q (3294.356962 sec): 3 clusters Score: Raw -342499.337903 + Penalty 1617.352511 = -340881.985392 nChanged 6 SP:Iteration 56Q (3294.418572 sec): 3 clusters Score: Raw -342500.458059 + Penalty 1617.352511 = -340883.105549 nChanged 8 SP:Iteration 57Q (3294.461382 sec): 3 clusters Score: Raw -342501.494497 + Penalty 1617.352511 = -340884.141987 nChanged 8 SP:Iteration 58Q (3294.508257 sec): 3 clusters Score: Raw -342503.362541 + Penalty 1617.352511 = -340886.010030 nChanged 7 SP:Iteration 59Q (3294.562897 sec): 3 clusters Score: Raw -342504.736323 + Penalty 1617.352511 = -340887.383812 nChanged 10 SP:Iteration 60F (3294.605782 sec): 3 clusters Score: Raw -342506.412764 + Penalty 1617.352511 = -340889.060254 nChanged 13 SP:Iteration 61Q (3294.664805 sec): 3 clusters Score: Raw -342508.351558 + Penalty 1617.352511 = -340890.999048 nChanged 8 SP:Iteration 62Q (3294.705238 sec): 3 clusters Score: Raw -342509.869745 + Penalty 1617.352511 = -340892.517235 nChanged 9 SP:Iteration 63Q (3294.761919 sec): 3 clusters Score: Raw -342511.127345 + Penalty 1617.352511 = -340893.774834 nChanged 8 SP:Iteration 64Q (3294.802420 sec): 3 clusters Score: Raw -342512.821297 + Penalty 1617.352511 = -340895.468786 nChanged 13 SP:Iteration 65Q (3294.844149 sec): 3 clusters Score: Raw -342515.436167 + Penalty 1617.352511 = -340898.083657 nChanged 11 SP:Iteration 66Q (3294.895940 sec): 3 clusters Score: Raw -342517.835413 + Penalty 1617.352511 = -340900.482903 nChanged 18 SP:Iteration 67Q (3294.944520 sec): 3 clusters Score: Raw -342521.314039 + Penalty 1617.352511 = -340903.961528 nChanged 10 SP:Iteration 68Q (3294.988212 sec): 3 clusters Score: Raw -342522.944541 + Penalty 1617.352511 = -340905.592030 nChanged 10 SP:Iteration 69Q (3295.045832 sec): 3 clusters Score: Raw -342524.251569 + Penalty 1617.352511 = -340906.899058 nChanged 8 SP:Iteration 70Q (3295.091419 sec): 3 clusters Score: Raw -342525.508091 + Penalty 1617.352511 = -340908.155580 nChanged 10 SP:Iteration 71Q (3295.140985 sec): 3 clusters Score: Raw -342526.911397 + Penalty 1617.352511 = -340909.558886 nChanged 7 SP:Iteration 72Q (3295.195548 sec): 3 clusters Score: Raw -342528.212170 + Penalty 1617.352511 = -340910.859659 nChanged 6 SP:Iteration 73Q (3295.247368 sec): 3 clusters Score: Raw -342529.371393 + Penalty 1617.352511 = -340912.018882 nChanged 5 SP:Iteration 74Q (3295.299202 sec): 3 clusters Score: Raw -342529.946191 + Penalty 1617.352511 = -340912.593681 nChanged 2 SP:Iteration 75Q (3295.345331 sec): 3 clusters Score: Raw -342530.199090 + Penalty 1617.352511 = -340912.846579 nChanged 1 SP:Iteration 76Q (3295.395652 sec): 3 clusters Score: Raw -342530.565329 + Penalty 1617.352511 = -340913.212819 nChanged 3 SP:Iteration 77Q (3295.420966 sec): 3 clusters Score: Raw -342531.114710 + Penalty 1617.352511 = -340913.762199 nChanged 1 SP:Iteration 78Q (3295.438677 sec): 3 clusters Score: Raw -342531.179236 + Penalty 1617.352511 = -340913.826726 nChanged 1 SP:Iteration 79Q (3295.455971 sec): 3 clusters Score: Raw -342531.243533 + Penalty 1617.352511 = -340913.891022 nChanged 1 SP:Iteration 80F (3295.473775 sec): 3 clusters Score: Raw -342531.314344 + Penalty 1617.352511 = -340913.961833 nChanged 0 Trying to split cluster 16 (17671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3295.505174 sec): 2 clusters Score: Raw -1317757.709029 + Penalty 929.069615 = -1316828.639414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3295.541426 sec): 3 clusters Score: Raw -1306776.804115 + Penalty 1858.139230 = -1304918.664885 nChanged 8223 SP:Iteration 1F (3295.575779 sec): 3 clusters Score: Raw -1311577.301744 + Penalty 1858.139230 = -1309719.162514 nChanged 886 SP:Iteration 2F (3295.610168 sec): 3 clusters Score: Raw -1311946.398630 + Penalty 1858.139230 = -1310088.259400 nChanged 974 SP:Iteration 3F (3295.644432 sec): 3 clusters Score: Raw -1312438.040836 + Penalty 1858.139230 = -1310579.901606 nChanged 1065 SP:Iteration 4F (3295.693878 sec): 3 clusters Score: Raw -1313084.491254 + Penalty 1858.139230 = -1311226.352024 nChanged 1120 SP:Iteration 5F (3295.725797 sec): 3 clusters Score: Raw -1313778.699249 + Penalty 1858.139230 = -1311920.560019 nChanged 1026 SP:Iteration 6F (3295.759616 sec): 3 clusters Score: Raw -1314437.932957 + Penalty 1858.139230 = -1312579.793727 nChanged 972 SP:Iteration 7F (3295.833629 sec): 3 clusters Score: Raw -1315116.221960 + Penalty 1858.139230 = -1313258.082730 nChanged 864 SP:Iteration 8Q (3295.901845 sec): 3 clusters Score: Raw -1315681.846350 + Penalty 1858.139230 = -1313823.707120 nChanged 717 SP:Iteration 9Q (3295.971822 sec): 3 clusters Score: Raw -1316105.703810 + Penalty 1858.139230 = -1314247.564581 nChanged 546 SP:Iteration 10Q (3296.037782 sec): 3 clusters Score: Raw -1316361.186423 + Penalty 1858.139230 = -1314503.047193 nChanged 376 SP:Iteration 11Q (3296.090901 sec): 3 clusters Score: Raw -1316511.434584 + Penalty 1858.139230 = -1314653.295354 nChanged 279 SP:Iteration 12Q (3296.161365 sec): 3 clusters Score: Raw -1316631.071980 + Penalty 1858.139230 = -1314772.932751 nChanged 260 SP:Iteration 13Q (3296.230089 sec): 3 clusters Score: Raw -1316741.709943 + Penalty 1858.139230 = -1314883.570713 nChanged 240 SP:Iteration 14Q (3296.294291 sec): 3 clusters Score: Raw -1316851.807925 + Penalty 1858.139230 = -1314993.668696 nChanged 227 SP:Iteration 15Q (3296.363448 sec): 3 clusters Score: Raw -1316954.022133 + Penalty 1858.139230 = -1315095.882904 nChanged 217 SP:Iteration 16Q (3296.441358 sec): 3 clusters Score: Raw -1317042.276066 + Penalty 1858.139230 = -1315184.136836 nChanged 204 SP:Iteration 17Q (3296.509801 sec): 3 clusters Score: Raw -1317133.934238 + Penalty 1858.139230 = -1315275.795008 nChanged 215 SP:Iteration 18Q (3296.570208 sec): 3 clusters Score: Raw -1317240.332612 + Penalty 1858.139230 = -1315382.193382 nChanged 215 SP:Iteration 19Q (3296.641015 sec): 3 clusters Score: Raw -1317349.204013 + Penalty 1858.139230 = -1315491.064783 nChanged 194 SP:Iteration 20F (3296.714925 sec): 3 clusters Score: Raw -1317439.766671 + Penalty 1858.139230 = -1315581.627442 nChanged 182 SP:Iteration 21Q (3296.782853 sec): 3 clusters Score: Raw -1317521.402890 + Penalty 1858.139230 = -1315663.263661 nChanged 148 SP:Iteration 22Q (3296.859211 sec): 3 clusters Score: Raw -1317578.206831 + Penalty 1858.139230 = -1315720.067601 nChanged 142 SP:Iteration 23Q (3296.917425 sec): 3 clusters Score: Raw -1317626.885038 + Penalty 1858.139230 = -1315768.745809 nChanged 121 SP:Iteration 24Q (3296.994064 sec): 3 clusters Score: Raw -1317672.573241 + Penalty 1858.139230 = -1315814.434012 nChanged 120 SP:Iteration 25Q (3297.055380 sec): 3 clusters Score: Raw -1317710.046986 + Penalty 1858.139230 = -1315851.907756 nChanged 96 SP:Iteration 26Q (3297.122493 sec): 3 clusters Score: Raw -1317735.753826 + Penalty 1858.139230 = -1315877.614596 nChanged 84 SP:Iteration 27Q (3297.188590 sec): 3 clusters Score: Raw -1317757.856786 + Penalty 1858.139230 = -1315899.717556 nChanged 75 SP:Iteration 28Q (3297.264207 sec): 3 clusters Score: Raw -1317776.962426 + Penalty 1858.139230 = -1315918.823196 nChanged 60 SP:Iteration 29Q (3297.324244 sec): 3 clusters Score: Raw -1317788.740080 + Penalty 1858.139230 = -1315930.600850 nChanged 52 SP:Iteration 30Q (3297.379173 sec): 3 clusters Score: Raw -1317798.872454 + Penalty 1858.139230 = -1315940.733224 nChanged 50 SP:Iteration 31Q (3297.438068 sec): 3 clusters Score: Raw -1317808.566533 + Penalty 1858.139230 = -1315950.427304 nChanged 47 SP:Iteration 32Q (3297.512763 sec): 3 clusters Score: Raw -1317819.797062 + Penalty 1858.139230 = -1315961.657833 nChanged 48 SP:Iteration 33Q (3297.580511 sec): 3 clusters Score: Raw -1317827.894335 + Penalty 1858.139230 = -1315969.755105 nChanged 38 SP:Iteration 34Q (3297.645933 sec): 3 clusters Score: Raw -1317834.659382 + Penalty 1858.139230 = -1315976.520152 nChanged 34 SP:Iteration 35Q (3297.705002 sec): 3 clusters Score: Raw -1317840.940140 + Penalty 1858.139230 = -1315982.800910 nChanged 38 SP:Iteration 36Q (3297.772896 sec): 3 clusters Score: Raw -1317847.817047 + Penalty 1858.139230 = -1315989.677817 nChanged 34 SP:Iteration 37Q (3297.836247 sec): 3 clusters Score: Raw -1317853.270847 + Penalty 1858.139230 = -1315995.131617 nChanged 32 SP:Iteration 38Q (3297.906076 sec): 3 clusters Score: Raw -1317857.796313 + Penalty 1858.139230 = -1315999.657083 nChanged 30 SP:Iteration 39Q (3297.958122 sec): 3 clusters Score: Raw -1317862.623514 + Penalty 1858.139230 = -1316004.484284 nChanged 28 SP:Iteration 40F (3298.024056 sec): 3 clusters Score: Raw -1317866.254490 + Penalty 1858.139230 = -1316008.115260 nChanged 23 SP:Iteration 41Q (3298.089392 sec): 3 clusters Score: Raw -1317869.048737 + Penalty 1858.139230 = -1316010.909508 nChanged 17 SP:Iteration 42Q (3298.156657 sec): 3 clusters Score: Raw -1317870.795011 + Penalty 1858.139230 = -1316012.655782 nChanged 22 SP:Iteration 43Q (3298.224121 sec): 3 clusters Score: Raw -1317873.899487 + Penalty 1858.139230 = -1316015.760257 nChanged 23 SP:Iteration 44Q (3298.288795 sec): 3 clusters Score: Raw -1317877.135989 + Penalty 1858.139230 = -1316018.996759 nChanged 28 SP:Iteration 45Q (3298.351958 sec): 3 clusters Score: Raw -1317882.287645 + Penalty 1858.139230 = -1316024.148415 nChanged 25 SP:Iteration 46Q (3298.415976 sec): 3 clusters Score: Raw -1317885.599177 + Penalty 1858.139230 = -1316027.459947 nChanged 24 SP:Iteration 47Q (3298.479798 sec): 3 clusters Score: Raw -1317888.511393 + Penalty 1858.139230 = -1316030.372163 nChanged 20 SP:Iteration 48Q (3298.546977 sec): 3 clusters Score: Raw -1317891.881368 + Penalty 1858.139230 = -1316033.742138 nChanged 20 SP:Iteration 49Q (3298.609269 sec): 3 clusters Score: Raw -1317894.779022 + Penalty 1858.139230 = -1316036.639792 nChanged 21 SP:Iteration 50Q (3298.672460 sec): 3 clusters Score: Raw -1317897.940738 + Penalty 1858.139230 = -1316039.801508 nChanged 25 SP:Iteration 51Q (3298.739214 sec): 3 clusters Score: Raw -1317902.294790 + Penalty 1858.139230 = -1316044.155560 nChanged 25 SP:Iteration 52Q (3298.811434 sec): 3 clusters Score: Raw -1317906.539145 + Penalty 1858.139230 = -1316048.399915 nChanged 32 SP:Iteration 53Q (3298.886597 sec): 3 clusters Score: Raw -1317914.549957 + Penalty 1858.139230 = -1316056.410727 nChanged 34 SP:Iteration 54Q (3298.943395 sec): 3 clusters Score: Raw -1317922.616684 + Penalty 1858.139230 = -1316064.477455 nChanged 44 SP:Iteration 55Q (3299.005894 sec): 3 clusters Score: Raw -1317933.391263 + Penalty 1858.139230 = -1316075.252033 nChanged 35 SP:Iteration 56Q (3299.065784 sec): 3 clusters Score: Raw -1317940.734612 + Penalty 1858.139230 = -1316082.595382 nChanged 31 SP:Iteration 57Q (3299.120304 sec): 3 clusters Score: Raw -1317946.236957 + Penalty 1858.139230 = -1316088.097728 nChanged 30 SP:Iteration 58Q (3299.186412 sec): 3 clusters Score: Raw -1317951.622732 + Penalty 1858.139230 = -1316093.483503 nChanged 26 SP:Iteration 59Q (3299.251862 sec): 3 clusters Score: Raw -1317956.264737 + Penalty 1858.139230 = -1316098.125507 nChanged 30 SP:Iteration 60F (3299.321871 sec): 3 clusters Score: Raw -1317961.452020 + Penalty 1858.139230 = -1316103.312791 nChanged 25 SP:Iteration 61Q (3299.388071 sec): 3 clusters Score: Raw -1317965.471797 + Penalty 1858.139230 = -1316107.332567 nChanged 19 SP:Iteration 62Q (3299.453598 sec): 3 clusters Score: Raw -1317968.439547 + Penalty 1858.139230 = -1316110.300317 nChanged 14 SP:Iteration 63Q (3299.521594 sec): 3 clusters Score: Raw -1317970.052217 + Penalty 1858.139230 = -1316111.912987 nChanged 11 SP:Iteration 64Q (3299.585184 sec): 3 clusters Score: Raw -1317971.528418 + Penalty 1858.139230 = -1316113.389188 nChanged 10 SP:Iteration 65Q (3299.651755 sec): 3 clusters Score: Raw -1317972.736613 + Penalty 1858.139230 = -1316114.597383 nChanged 9 SP:Iteration 66Q (3299.717597 sec): 3 clusters Score: Raw -1317973.556563 + Penalty 1858.139230 = -1316115.417333 nChanged 6 SP:Iteration 67Q (3299.792077 sec): 3 clusters Score: Raw -1317974.211128 + Penalty 1858.139230 = -1316116.071898 nChanged 3 SP:Iteration 68Q (3299.839547 sec): 3 clusters Score: Raw -1317974.536894 + Penalty 1858.139230 = -1316116.397664 nChanged 1 SP:Iteration 69Q (3299.906453 sec): 3 clusters Score: Raw -1317974.613656 + Penalty 1858.139230 = -1316116.474426 nChanged 0 SP:Iteration 70F (3299.975520 sec): 3 clusters Score: Raw -1317974.613656 + Penalty 1858.139230 = -1316116.474426 nChanged 0 Trying to split cluster 17 (7146 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3300.004434 sec): 2 clusters Score: Raw -536284.003226 + Penalty 843.059264 = -535440.943962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3300.061791 sec): 3 clusters Score: Raw -532110.024339 + Penalty 1686.118527 = -530423.905812 nChanged 3168 SP:Iteration 1F (3300.118111 sec): 3 clusters Score: Raw -533904.245706 + Penalty 1686.118527 = -532218.127179 nChanged 451 SP:Iteration 2F (3300.173398 sec): 3 clusters Score: Raw -534117.912256 + Penalty 1686.118527 = -532431.793729 nChanged 378 SP:Iteration 3F (3300.226922 sec): 3 clusters Score: Raw -534314.084187 + Penalty 1686.118527 = -532627.965660 nChanged 358 SP:Iteration 4F (3300.283077 sec): 3 clusters Score: Raw -534542.858465 + Penalty 1686.118527 = -532856.739938 nChanged 369 SP:Iteration 5F (3300.339589 sec): 3 clusters Score: Raw -534780.730948 + Penalty 1686.118527 = -533094.612420 nChanged 331 SP:Iteration 6Q (3300.396561 sec): 3 clusters Score: Raw -535018.958685 + Penalty 1686.118527 = -533332.840157 nChanged 328 SP:Iteration 7Q (3300.450624 sec): 3 clusters Score: Raw -535254.051278 + Penalty 1686.118527 = -533567.932751 nChanged 303 SP:Iteration 8Q (3300.507009 sec): 3 clusters Score: Raw -535484.180984 + Penalty 1686.118527 = -533798.062457 nChanged 281 SP:Iteration 9Q (3300.556245 sec): 3 clusters Score: Raw -535646.584152 + Penalty 1686.118527 = -533960.465625 nChanged 217 SP:Iteration 10Q (3300.613394 sec): 3 clusters Score: Raw -535753.100073 + Penalty 1686.118527 = -534066.981546 nChanged 172 SP:Iteration 11Q (3300.669605 sec): 3 clusters Score: Raw -535817.791047 + Penalty 1686.118527 = -534131.672520 nChanged 129 SP:Iteration 12Q (3300.721153 sec): 3 clusters Score: Raw -535860.523377 + Penalty 1686.118527 = -534174.404849 nChanged 93 SP:Iteration 13Q (3300.774864 sec): 3 clusters Score: Raw -535894.701828 + Penalty 1686.118527 = -534208.583301 nChanged 91 SP:Iteration 14Q (3300.825496 sec): 3 clusters Score: Raw -535927.039056 + Penalty 1686.118527 = -534240.920528 nChanged 87 SP:Iteration 15Q (3300.884832 sec): 3 clusters Score: Raw -535957.524053 + Penalty 1686.118527 = -534271.405525 nChanged 91 SP:Iteration 16Q (3300.936988 sec): 3 clusters Score: Raw -535982.575371 + Penalty 1686.118527 = -534296.456843 nChanged 79 SP:Iteration 17Q (3300.980923 sec): 3 clusters Score: Raw -536007.152107 + Penalty 1686.118527 = -534321.033580 nChanged 64 SP:Iteration 18Q (3301.038867 sec): 3 clusters Score: Raw -536027.525274 + Penalty 1686.118527 = -534341.406747 nChanged 67 SP:Iteration 19Q (3301.092953 sec): 3 clusters Score: Raw -536049.178780 + Penalty 1686.118527 = -534363.060252 nChanged 62 SP:Iteration 20F (3301.147940 sec): 3 clusters Score: Raw -536068.216069 + Penalty 1686.118527 = -534382.097541 nChanged 78 SP:Iteration 21Q (3301.191263 sec): 3 clusters Score: Raw -536092.728208 + Penalty 1686.118527 = -534406.609681 nChanged 73 SP:Iteration 22Q (3301.250971 sec): 3 clusters Score: Raw -536117.323567 + Penalty 1686.118527 = -534431.205040 nChanged 79 SP:Iteration 23Q (3301.304513 sec): 3 clusters Score: Raw -536147.324462 + Penalty 1686.118527 = -534461.205934 nChanged 79 SP:Iteration 24Q (3301.345990 sec): 3 clusters Score: Raw -536174.788502 + Penalty 1686.118527 = -534488.669975 nChanged 91 SP:Iteration 25Q (3301.398322 sec): 3 clusters Score: Raw -536204.462929 + Penalty 1686.118527 = -534518.344402 nChanged 69 SP:Iteration 26Q (3301.458283 sec): 3 clusters Score: Raw -536226.132541 + Penalty 1686.118527 = -534540.014013 nChanged 63 SP:Iteration 27Q (3301.502958 sec): 3 clusters Score: Raw -536243.016835 + Penalty 1686.118527 = -534556.898308 nChanged 65 SP:Iteration 28Q (3301.558510 sec): 3 clusters Score: Raw -536259.667443 + Penalty 1686.118527 = -534573.548916 nChanged 44 SP:Iteration 29Q (3301.619371 sec): 3 clusters Score: Raw -536270.061271 + Penalty 1686.118527 = -534583.942744 nChanged 38 SP:Iteration 30Q (3301.674364 sec): 3 clusters Score: Raw -536277.793362 + Penalty 1686.118527 = -534591.674834 nChanged 38 SP:Iteration 31Q (3301.721126 sec): 3 clusters Score: Raw -536284.943735 + Penalty 1686.118527 = -534598.825208 nChanged 32 SP:Iteration 32Q (3301.777359 sec): 3 clusters Score: Raw -536291.391227 + Penalty 1686.118527 = -534605.272700 nChanged 32 SP:Iteration 33Q (3301.826972 sec): 3 clusters Score: Raw -536298.135337 + Penalty 1686.118527 = -534612.016809 nChanged 23 SP:Iteration 34Q (3301.888927 sec): 3 clusters Score: Raw -536302.168964 + Penalty 1686.118527 = -534616.050437 nChanged 14 SP:Iteration 35Q (3301.946567 sec): 3 clusters Score: Raw -536304.942875 + Penalty 1686.118527 = -534618.824347 nChanged 18 SP:Iteration 36Q (3301.990902 sec): 3 clusters Score: Raw -536308.312279 + Penalty 1686.118527 = -534622.193752 nChanged 18 SP:Iteration 37Q (3302.047216 sec): 3 clusters Score: Raw -536311.187089 + Penalty 1686.118527 = -534625.068562 nChanged 16 SP:Iteration 38Q (3302.102627 sec): 3 clusters Score: Raw -536313.583277 + Penalty 1686.118527 = -534627.464749 nChanged 11 SP:Iteration 39Q (3302.170239 sec): 3 clusters Score: Raw -536315.112485 + Penalty 1686.118527 = -534628.993957 nChanged 10 SP:Iteration 40F (3302.227370 sec): 3 clusters Score: Raw -536316.684929 + Penalty 1686.118527 = -534630.566402 nChanged 16 SP:Iteration 41Q (3302.273599 sec): 3 clusters Score: Raw -536319.867108 + Penalty 1686.118527 = -534633.748581 nChanged 19 SP:Iteration 42Q (3302.341302 sec): 3 clusters Score: Raw -536323.844007 + Penalty 1686.118527 = -534637.725480 nChanged 19 SP:Iteration 43Q (3302.398302 sec): 3 clusters Score: Raw -536328.297073 + Penalty 1686.118527 = -534642.178546 nChanged 17 SP:Iteration 44Q (3302.452415 sec): 3 clusters Score: Raw -536332.536639 + Penalty 1686.118527 = -534646.418112 nChanged 19 SP:Iteration 45Q (3302.507212 sec): 3 clusters Score: Raw -536336.318571 + Penalty 1686.118527 = -534650.200044 nChanged 15 SP:Iteration 46Q (3302.558715 sec): 3 clusters Score: Raw -536338.790093 + Penalty 1686.118527 = -534652.671565 nChanged 12 SP:Iteration 47Q (3302.604450 sec): 3 clusters Score: Raw -536340.765961 + Penalty 1686.118527 = -534654.647433 nChanged 7 SP:Iteration 48Q (3302.661137 sec): 3 clusters Score: Raw -536341.621616 + Penalty 1686.118527 = -534655.503089 nChanged 4 SP:Iteration 49Q (3302.728576 sec): 3 clusters Score: Raw -536342.311294 + Penalty 1686.118527 = -534656.192767 nChanged 4 SP:Iteration 50Q (3302.774515 sec): 3 clusters Score: Raw -536342.725569 + Penalty 1686.118527 = -534656.607042 nChanged 4 SP:Iteration 51Q (3302.837601 sec): 3 clusters Score: Raw -536343.116806 + Penalty 1686.118527 = -534656.998279 nChanged 4 SP:Iteration 52Q (3302.881458 sec): 3 clusters Score: Raw -536343.523624 + Penalty 1686.118527 = -534657.405096 nChanged 3 SP:Iteration 53Q (3302.933816 sec): 3 clusters Score: Raw -536344.147604 + Penalty 1686.118527 = -534658.029077 nChanged 4 SP:Iteration 54Q (3302.993755 sec): 3 clusters Score: Raw -536344.764472 + Penalty 1686.118527 = -534658.645945 nChanged 6 SP:Iteration 55Q (3303.034760 sec): 3 clusters Score: Raw -536346.353675 + Penalty 1686.118527 = -534660.235148 nChanged 7 SP:Iteration 56Q (3303.095277 sec): 3 clusters Score: Raw -536347.449673 + Penalty 1686.118527 = -534661.331145 nChanged 4 SP:Iteration 57Q (3303.135891 sec): 3 clusters Score: Raw -536347.976408 + Penalty 1686.118527 = -534661.857880 nChanged 4 SP:Iteration 58Q (3303.199982 sec): 3 clusters Score: Raw -536348.468637 + Penalty 1686.118527 = -534662.350110 nChanged 4 SP:Iteration 59Q (3303.241074 sec): 3 clusters Score: Raw -536348.977885 + Penalty 1686.118527 = -534662.859357 nChanged 8 SP:Iteration 60F (3303.294360 sec): 3 clusters Score: Raw -536350.106845 + Penalty 1686.118527 = -534663.988318 nChanged 7 SP:Iteration 61Q (3303.333117 sec): 3 clusters Score: Raw -536351.064563 + Penalty 1686.118527 = -534664.946035 nChanged 5 SP:Iteration 62Q (3303.383140 sec): 3 clusters Score: Raw -536352.065742 + Penalty 1686.118527 = -534665.947215 nChanged 5 SP:Iteration 63Q (3303.435737 sec): 3 clusters Score: Raw -536352.866148 + Penalty 1686.118527 = -534666.747620 nChanged 5 SP:Iteration 64Q (3303.482782 sec): 3 clusters Score: Raw -536353.495177 + Penalty 1686.118527 = -534667.376650 nChanged 0 SP:Iteration 65F (3303.539843 sec): 3 clusters Score: Raw -536353.495177 + Penalty 1686.118527 = -534667.376650 nChanged 0 Trying to split cluster 18 (4966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3303.580680 sec): 2 clusters Score: Raw -367868.712164 + Penalty 808.485147 = -367060.227017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3303.621477 sec): 3 clusters Score: Raw -365104.316803 + Penalty 1616.970294 = -363487.346509 nChanged 2121 SP:Iteration 1F (3303.682725 sec): 3 clusters Score: Raw -366246.347719 + Penalty 1616.970294 = -364629.377425 nChanged 303 SP:Iteration 2F (3303.731929 sec): 3 clusters Score: Raw -366379.051184 + Penalty 1616.970294 = -364762.080890 nChanged 248 SP:Iteration 3Q (3303.772365 sec): 3 clusters Score: Raw -366478.177024 + Penalty 1616.970294 = -364861.206731 nChanged 189 SP:Iteration 4Q (3303.821095 sec): 3 clusters Score: Raw -366553.489120 + Penalty 1616.970294 = -364936.518826 nChanged 169 SP:Iteration 5Q (3303.880340 sec): 3 clusters Score: Raw -366622.407590 + Penalty 1616.970294 = -365005.437296 nChanged 165 SP:Iteration 6Q (3303.927492 sec): 3 clusters Score: Raw -366691.594367 + Penalty 1616.970294 = -365074.624073 nChanged 169 SP:Iteration 7Q (3303.989635 sec): 3 clusters Score: Raw -366765.975639 + Penalty 1616.970294 = -365149.005346 nChanged 159 SP:Iteration 8Q (3304.034427 sec): 3 clusters Score: Raw -366831.752131 + Penalty 1616.970294 = -365214.781838 nChanged 139 SP:Iteration 9Q (3304.085698 sec): 3 clusters Score: Raw -366883.681186 + Penalty 1616.970294 = -365266.710893 nChanged 140 SP:Iteration 10Q (3304.104065 sec): 3 clusters Score: Raw -366935.892414 + Penalty 1616.970294 = -365318.922120 nChanged 137 SP:Iteration 11Q (3304.121950 sec): 3 clusters Score: Raw -366991.591802 + Penalty 1616.970294 = -365374.621508 nChanged 147 SP:Iteration 12Q (3304.140116 sec): 3 clusters Score: Raw -367060.491225 + Penalty 1616.970294 = -365443.520931 nChanged 143 SP:Iteration 13Q (3304.158077 sec): 3 clusters Score: Raw -367126.615270 + Penalty 1616.970294 = -365509.644976 nChanged 148 SP:Iteration 14Q (3304.175789 sec): 3 clusters Score: Raw -367206.252386 + Penalty 1616.970294 = -365589.282092 nChanged 147 SP:Iteration 15Q (3304.193456 sec): 3 clusters Score: Raw -367285.753968 + Penalty 1616.970294 = -365668.783675 nChanged 158 SP:Iteration 16Q (3304.211612 sec): 3 clusters Score: Raw -367382.061819 + Penalty 1616.970294 = -365765.091526 nChanged 144 SP:Iteration 17Q (3304.229636 sec): 3 clusters Score: Raw -367467.458669 + Penalty 1616.970294 = -365850.488376 nChanged 129 SP:Iteration 18Q (3304.247030 sec): 3 clusters Score: Raw -367543.011384 + Penalty 1616.970294 = -365926.041090 nChanged 109 SP:Iteration 19Q (3304.264324 sec): 3 clusters Score: Raw -367607.157358 + Penalty 1616.970294 = -365990.187064 nChanged 81 SP:Iteration 20F (3304.292454 sec): 3 clusters Score: Raw -367638.872943 + Penalty 1616.970294 = -366021.902650 nChanged 53 SP:Iteration 21Q (3304.322917 sec): 3 clusters Score: Raw -367661.661031 + Penalty 1616.970294 = -366044.690738 nChanged 53 SP:Iteration 22Q (3304.340520 sec): 3 clusters Score: Raw -367685.275232 + Penalty 1616.970294 = -366068.304938 nChanged 43 SP:Iteration 23Q (3304.357547 sec): 3 clusters Score: Raw -367701.730636 + Penalty 1616.970294 = -366084.760342 nChanged 42 SP:Iteration 24Q (3304.374559 sec): 3 clusters Score: Raw -367722.632039 + Penalty 1616.970294 = -366105.661746 nChanged 45 SP:Iteration 25Q (3304.391747 sec): 3 clusters Score: Raw -367743.902353 + Penalty 1616.970294 = -366126.932060 nChanged 38 SP:Iteration 26Q (3304.408685 sec): 3 clusters Score: Raw -367763.010874 + Penalty 1616.970294 = -366146.040580 nChanged 35 SP:Iteration 27Q (3304.426396 sec): 3 clusters Score: Raw -367779.892801 + Penalty 1616.970294 = -366162.922507 nChanged 34 SP:Iteration 28Q (3304.443772 sec): 3 clusters Score: Raw -367799.085843 + Penalty 1616.970294 = -366182.115550 nChanged 31 SP:Iteration 29Q (3304.460847 sec): 3 clusters Score: Raw -367812.883809 + Penalty 1616.970294 = -366195.913515 nChanged 28 SP:Iteration 30Q (3304.477650 sec): 3 clusters Score: Raw -367823.473819 + Penalty 1616.970294 = -366206.503526 nChanged 26 SP:Iteration 31Q (3304.494644 sec): 3 clusters Score: Raw -367830.715925 + Penalty 1616.970294 = -366213.745631 nChanged 21 SP:Iteration 32Q (3304.517706 sec): 3 clusters Score: Raw -367840.280570 + Penalty 1616.970294 = -366223.310277 nChanged 20 SP:Iteration 33Q (3304.534865 sec): 3 clusters Score: Raw -367852.336225 + Penalty 1616.970294 = -366235.365932 nChanged 23 SP:Iteration 34Q (3304.551830 sec): 3 clusters Score: Raw -367867.259880 + Penalty 1616.970294 = -366250.289587 nChanged 20 SP:Iteration 35Q (3304.568726 sec): 3 clusters Score: Raw -367878.563403 + Penalty 1616.970294 = -366261.593109 nChanged 19 SP:Iteration 36Q (3304.601481 sec): 3 clusters Score: Raw -367887.961665 + Penalty 1616.970294 = -366270.991371 nChanged 16 SP:Iteration 37Q (3304.618664 sec): 3 clusters Score: Raw -367894.489712 + Penalty 1616.970294 = -366277.519419 nChanged 11 SP:Iteration 38Q (3304.635506 sec): 3 clusters Score: Raw -367898.836198 + Penalty 1616.970294 = -366281.865905 nChanged 9 SP:Iteration 39Q (3304.652334 sec): 3 clusters Score: Raw -367903.407328 + Penalty 1616.970294 = -366286.437034 nChanged 9 SP:Iteration 40F (3304.670210 sec): 3 clusters Score: Raw -367907.473971 + Penalty 1616.970294 = -366290.503678 nChanged 9 SP:Iteration 41Q (3304.686854 sec): 3 clusters Score: Raw -367913.209234 + Penalty 1616.970294 = -366296.238940 nChanged 8 SP:Iteration 42Q (3304.711194 sec): 3 clusters Score: Raw -367918.726460 + Penalty 1616.970294 = -366301.756166 nChanged 10 SP:Iteration 43Q (3304.728341 sec): 3 clusters Score: Raw -367923.442732 + Penalty 1616.970294 = -366306.472438 nChanged 10 SP:Iteration 44Q (3304.745055 sec): 3 clusters Score: Raw -367927.664411 + Penalty 1616.970294 = -366310.694118 nChanged 8 SP:Iteration 45Q (3304.761796 sec): 3 clusters Score: Raw -367933.411279 + Penalty 1616.970294 = -366316.440985 nChanged 4 SP:Iteration 46Q (3304.794392 sec): 3 clusters Score: Raw -367938.178501 + Penalty 1616.970294 = -366321.208207 nChanged 7 SP:Iteration 47Q (3304.811418 sec): 3 clusters Score: Raw -367942.801691 + Penalty 1616.970294 = -366325.831397 nChanged 3 SP:Iteration 48Q (3304.828174 sec): 3 clusters Score: Raw -367944.072006 + Penalty 1616.970294 = -366327.101713 nChanged 3 SP:Iteration 49Q (3304.844854 sec): 3 clusters Score: Raw -367945.203096 + Penalty 1616.970294 = -366328.232803 nChanged 3 SP:Iteration 50Q (3304.861592 sec): 3 clusters Score: Raw -367947.829117 + Penalty 1616.970294 = -366330.858824 nChanged 6 SP:Iteration 51Q (3304.878270 sec): 3 clusters Score: Raw -367951.812004 + Penalty 1616.970294 = -366334.841711 nChanged 5 SP:Iteration 52Q (3304.894273 sec): 3 clusters Score: Raw -367956.419054 + Penalty 1616.970294 = -366339.448761 nChanged 5 SP:Iteration 53Q (3304.911318 sec): 3 clusters Score: Raw -367959.870978 + Penalty 1616.970294 = -366342.900684 nChanged 4 SP:Iteration 54Q (3304.928023 sec): 3 clusters Score: Raw -367962.175576 + Penalty 1616.970294 = -366345.205282 nChanged 4 SP:Iteration 55Q (3304.944550 sec): 3 clusters Score: Raw -367964.751040 + Penalty 1616.970294 = -366347.780746 nChanged 4 SP:Iteration 56Q (3304.961062 sec): 3 clusters Score: Raw -367965.888512 + Penalty 1616.970294 = -366348.918218 nChanged 2 SP:Iteration 57Q (3304.977496 sec): 3 clusters Score: Raw -367967.123609 + Penalty 1616.970294 = -366350.153316 nChanged 3 SP:Iteration 58Q (3304.994911 sec): 3 clusters Score: Raw -367968.191657 + Penalty 1616.970294 = -366351.221364 nChanged 1 SP:Iteration 59Q (3305.011955 sec): 3 clusters Score: Raw -367968.549086 + Penalty 1616.970294 = -366351.578792 nChanged 0 SP:Iteration 60F (3305.029801 sec): 3 clusters Score: Raw -367968.549086 + Penalty 1616.970294 = -366351.578792 nChanged 0 Trying to split cluster 19 (64108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3305.132029 sec): 2 clusters Score: Raw -4776836.423792 + Penalty 1051.490822 = -4775784.932971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3305.255574 sec): 3 clusters Score: Raw -4734871.671049 + Penalty 2102.981644 = -4732768.689405 nChanged 30841 SP:Iteration 1F (3305.377777 sec): 3 clusters Score: Raw -4754407.772743 + Penalty 2102.981644 = -4752304.791099 nChanged 3892 SP:Iteration 2F (3305.489046 sec): 3 clusters Score: Raw -4756673.465276 + Penalty 2102.981644 = -4754570.483633 nChanged 4755 SP:Iteration 3F (3305.609078 sec): 3 clusters Score: Raw -4760190.561619 + Penalty 2102.981644 = -4758087.579975 nChanged 5277 SP:Iteration 4F (3305.727020 sec): 3 clusters Score: Raw -4764808.424049 + Penalty 2102.981644 = -4762705.442405 nChanged 4935 SP:Iteration 5F (3305.851436 sec): 3 clusters Score: Raw -4769699.787489 + Penalty 2102.981644 = -4767596.805845 nChanged 3597 SP:Iteration 6F (3305.972666 sec): 3 clusters Score: Raw -4773484.945090 + Penalty 2102.981644 = -4771381.963447 nChanged 2064 SP:Iteration 7Q (3306.093476 sec): 3 clusters Score: Raw -4776010.768472 + Penalty 2102.981644 = -4773907.786828 nChanged 1117 SP:Iteration 8Q (3306.211955 sec): 3 clusters Score: Raw -4777974.408582 + Penalty 2102.981644 = -4775871.426939 nChanged 1165 SP:Iteration 9Q (3306.317601 sec): 3 clusters Score: Raw -4779666.703950 + Penalty 2102.981644 = -4777563.722307 nChanged 1176 SP:Iteration 10Q (3306.427760 sec): 3 clusters Score: Raw -4780761.390389 + Penalty 2102.981644 = -4778658.408746 nChanged 979 SP:Iteration 11Q (3306.535580 sec): 3 clusters Score: Raw -4781517.126375 + Penalty 2102.981644 = -4779414.144732 nChanged 876 SP:Iteration 12Q (3306.648025 sec): 3 clusters Score: Raw -4782164.080476 + Penalty 2102.981644 = -4780061.098832 nChanged 906 SP:Iteration 13Q (3306.761810 sec): 3 clusters Score: Raw -4782796.599015 + Penalty 2102.981644 = -4780693.617371 nChanged 925 SP:Iteration 14Q (3306.876375 sec): 3 clusters Score: Raw -4783402.242864 + Penalty 2102.981644 = -4781299.261220 nChanged 934 SP:Iteration 15Q (3306.971188 sec): 3 clusters Score: Raw -4783953.028719 + Penalty 2102.981644 = -4781850.047075 nChanged 936 SP:Iteration 16Q (3307.095478 sec): 3 clusters Score: Raw -4784441.685123 + Penalty 2102.981644 = -4782338.703480 nChanged 826 SP:Iteration 17Q (3307.218980 sec): 3 clusters Score: Raw -4784809.235163 + Penalty 2102.981644 = -4782706.253519 nChanged 752 SP:Iteration 18Q (3307.329669 sec): 3 clusters Score: Raw -4785115.598514 + Penalty 2102.981644 = -4783012.616870 nChanged 694 SP:Iteration 19Q (3307.452452 sec): 3 clusters Score: Raw -4785391.421865 + Penalty 2102.981644 = -4783288.440221 nChanged 654 SP:Iteration 20F (3307.582864 sec): 3 clusters Score: Raw -4785719.410669 + Penalty 2102.981644 = -4783616.429025 nChanged 729 SP:Iteration 21Q (3307.707996 sec): 3 clusters Score: Raw -4786006.119537 + Penalty 2102.981644 = -4783903.137893 nChanged 675 SP:Iteration 22Q (3307.833312 sec): 3 clusters Score: Raw -4786232.257876 + Penalty 2102.981644 = -4784129.276232 nChanged 628 SP:Iteration 23Q (3307.961644 sec): 3 clusters Score: Raw -4786419.220667 + Penalty 2102.981644 = -4784316.239023 nChanged 595 SP:Iteration 24Q (3308.090995 sec): 3 clusters Score: Raw -4786581.948942 + Penalty 2102.981644 = -4784478.967299 nChanged 527 SP:Iteration 25Q (3308.209984 sec): 3 clusters Score: Raw -4786712.107839 + Penalty 2102.981644 = -4784609.126195 nChanged 458 SP:Iteration 26Q (3308.341123 sec): 3 clusters Score: Raw -4786810.864877 + Penalty 2102.981644 = -4784707.883233 nChanged 381 SP:Iteration 27Q (3308.465294 sec): 3 clusters Score: Raw -4786889.108738 + Penalty 2102.981644 = -4784786.127095 nChanged 364 SP:Iteration 28Q (3308.585676 sec): 3 clusters Score: Raw -4786955.228300 + Penalty 2102.981644 = -4784852.246657 nChanged 309 SP:Iteration 29Q (3308.693777 sec): 3 clusters Score: Raw -4787004.707690 + Penalty 2102.981644 = -4784901.726046 nChanged 283 SP:Iteration 30Q (3308.820682 sec): 3 clusters Score: Raw -4787046.587810 + Penalty 2102.981644 = -4784943.606167 nChanged 247 SP:Iteration 31Q (3308.942278 sec): 3 clusters Score: Raw -4787078.767332 + Penalty 2102.981644 = -4784975.785689 nChanged 198 SP:Iteration 32Q (3309.075241 sec): 3 clusters Score: Raw -4787101.865249 + Penalty 2102.981644 = -4784998.883606 nChanged 190 SP:Iteration 33Q (3309.174423 sec): 3 clusters Score: Raw -4787123.775000 + Penalty 2102.981644 = -4785020.793357 nChanged 166 SP:Iteration 34Q (3309.299585 sec): 3 clusters Score: Raw -4787142.373962 + Penalty 2102.981644 = -4785039.392318 nChanged 162 SP:Iteration 35Q (3309.407902 sec): 3 clusters Score: Raw -4787158.845901 + Penalty 2102.981644 = -4785055.864258 nChanged 142 SP:Iteration 36Q (3309.534651 sec): 3 clusters Score: Raw -4787173.772116 + Penalty 2102.981644 = -4785070.790472 nChanged 139 SP:Iteration 37Q (3309.648185 sec): 3 clusters Score: Raw -4787186.468608 + Penalty 2102.981644 = -4785083.486965 nChanged 109 SP:Iteration 38Q (3309.769564 sec): 3 clusters Score: Raw -4787194.768892 + Penalty 2102.981644 = -4785091.787249 nChanged 98 SP:Iteration 39Q (3309.889187 sec): 3 clusters Score: Raw -4787201.699744 + Penalty 2102.981644 = -4785098.718100 nChanged 79 SP:Iteration 40F (3310.012341 sec): 3 clusters Score: Raw -4787210.684136 + Penalty 2102.981644 = -4785107.702492 nChanged 79 SP:Iteration 41Q (3310.133365 sec): 3 clusters Score: Raw -4787219.842980 + Penalty 2102.981644 = -4785116.861336 nChanged 114 SP:Iteration 42Q (3310.255089 sec): 3 clusters Score: Raw -4787234.287457 + Penalty 2102.981644 = -4785131.305814 nChanged 138 SP:Iteration 43Q (3310.369985 sec): 3 clusters Score: Raw -4787249.997081 + Penalty 2102.981644 = -4785147.015438 nChanged 146 SP:Iteration 44Q (3310.487492 sec): 3 clusters Score: Raw -4787268.263077 + Penalty 2102.981644 = -4785165.281433 nChanged 169 SP:Iteration 45Q (3310.575372 sec): 3 clusters Score: Raw -4787288.125941 + Penalty 2102.981644 = -4785185.144297 nChanged 151 SP:Iteration 46Q (3310.663822 sec): 3 clusters Score: Raw -4787305.416719 + Penalty 2102.981644 = -4785202.435076 nChanged 160 SP:Iteration 47Q (3310.752137 sec): 3 clusters Score: Raw -4787325.347768 + Penalty 2102.981644 = -4785222.366124 nChanged 159 SP:Iteration 48Q (3310.840219 sec): 3 clusters Score: Raw -4787345.051902 + Penalty 2102.981644 = -4785242.070258 nChanged 164 SP:Iteration 49Q (3310.954573 sec): 3 clusters Score: Raw -4787365.577641 + Penalty 2102.981644 = -4785262.595998 nChanged 154 SP:Iteration 50Q (3311.080140 sec): 3 clusters Score: Raw -4787385.080057 + Penalty 2102.981644 = -4785282.098413 nChanged 158 SP:Iteration 51Q (3311.204444 sec): 3 clusters Score: Raw -4787406.290019 + Penalty 2102.981644 = -4785303.308375 nChanged 184 SP:Iteration 52Q (3311.339505 sec): 3 clusters Score: Raw -4787433.997925 + Penalty 2102.981644 = -4785331.016281 nChanged 195 SP:Iteration 53Q (3311.461676 sec): 3 clusters Score: Raw -4787461.398926 + Penalty 2102.981644 = -4785358.417282 nChanged 177 SP:Iteration 54Q (3311.579242 sec): 3 clusters Score: Raw -4787484.619860 + Penalty 2102.981644 = -4785381.638217 nChanged 186 SP:Iteration 55Q (3311.695566 sec): 3 clusters Score: Raw -4787508.074784 + Penalty 2102.981644 = -4785405.093140 nChanged 182 SP:Iteration 56Q (3311.816384 sec): 3 clusters Score: Raw -4787530.952319 + Penalty 2102.981644 = -4785427.970675 nChanged 176 SP:Iteration 57Q (3311.939845 sec): 3 clusters Score: Raw -4787550.994527 + Penalty 2102.981644 = -4785448.012883 nChanged 184 SP:Iteration 58Q (3312.046840 sec): 3 clusters Score: Raw -4787573.862545 + Penalty 2102.981644 = -4785470.880901 nChanged 190 SP:Iteration 59Q (3312.162017 sec): 3 clusters Score: Raw -4787599.619979 + Penalty 2102.981644 = -4785496.638335 nChanged 206 SP:Iteration 60F (3312.282870 sec): 3 clusters Score: Raw -4787627.275152 + Penalty 2102.981644 = -4785524.293508 nChanged 187 SP:Iteration 61Q (3312.399706 sec): 3 clusters Score: Raw -4787649.955794 + Penalty 2102.981644 = -4785546.974150 nChanged 177 SP:Iteration 62Q (3312.517313 sec): 3 clusters Score: Raw -4787673.090198 + Penalty 2102.981644 = -4785570.108554 nChanged 179 SP:Iteration 63Q (3312.630840 sec): 3 clusters Score: Raw -4787693.971940 + Penalty 2102.981644 = -4785590.990296 nChanged 162 SP:Iteration 64Q (3312.747748 sec): 3 clusters Score: Raw -4787712.691825 + Penalty 2102.981644 = -4785609.710181 nChanged 169 SP:Iteration 65Q (3312.864908 sec): 3 clusters Score: Raw -4787730.670197 + Penalty 2102.981644 = -4785627.688554 nChanged 179 SP:Iteration 66Q (3312.968344 sec): 3 clusters Score: Raw -4787750.306087 + Penalty 2102.981644 = -4785647.324443 nChanged 175 SP:Iteration 67Q (3313.084400 sec): 3 clusters Score: Raw -4787767.223250 + Penalty 2102.981644 = -4785664.241607 nChanged 166 SP:Iteration 68Q (3313.190893 sec): 3 clusters Score: Raw -4787786.436829 + Penalty 2102.981644 = -4785683.455185 nChanged 174 SP:Iteration 69Q (3313.305201 sec): 3 clusters Score: Raw -4787806.000320 + Penalty 2102.981644 = -4785703.018677 nChanged 159 SP:Iteration 70Q (3313.419966 sec): 3 clusters Score: Raw -4787822.464667 + Penalty 2102.981644 = -4785719.483023 nChanged 152 SP:Iteration 71Q (3313.538260 sec): 3 clusters Score: Raw -4787840.552214 + Penalty 2102.981644 = -4785737.570571 nChanged 151 SP:Iteration 72Q (3313.657693 sec): 3 clusters Score: Raw -4787857.066973 + Penalty 2102.981644 = -4785754.085329 nChanged 140 SP:Iteration 73Q (3313.789425 sec): 3 clusters Score: Raw -4787872.188802 + Penalty 2102.981644 = -4785769.207159 nChanged 149 SP:Iteration 74Q (3313.909648 sec): 3 clusters Score: Raw -4787887.355399 + Penalty 2102.981644 = -4785784.373755 nChanged 141 SP:Iteration 75Q (3314.027388 sec): 3 clusters Score: Raw -4787902.450889 + Penalty 2102.981644 = -4785799.469245 nChanged 140 SP:Iteration 76Q (3314.163044 sec): 3 clusters Score: Raw -4787917.758114 + Penalty 2102.981644 = -4785814.776471 nChanged 139 SP:Iteration 77Q (3314.275738 sec): 3 clusters Score: Raw -4787933.031393 + Penalty 2102.981644 = -4785830.049750 nChanged 147 SP:Iteration 78Q (3314.402914 sec): 3 clusters Score: Raw -4787948.597322 + Penalty 2102.981644 = -4785845.615678 nChanged 144 SP:Iteration 79Q (3314.526483 sec): 3 clusters Score: Raw -4787961.120284 + Penalty 2102.981644 = -4785858.138640 nChanged 133 SP:Iteration 80F (3314.646646 sec): 3 clusters Score: Raw -4787971.131512 + Penalty 2102.981644 = -4785868.149868 nChanged 107 SP:Iteration 81Q (3314.763176 sec): 3 clusters Score: Raw -4787978.127960 + Penalty 2102.981644 = -4785875.146317 nChanged 88 SP:Iteration 82Q (3314.887815 sec): 3 clusters Score: Raw -4787982.663575 + Penalty 2102.981644 = -4785879.681932 nChanged 62 SP:Iteration 83Q (3315.003939 sec): 3 clusters Score: Raw -4787985.563390 + Penalty 2102.981644 = -4785882.581746 nChanged 63 SP:Iteration 84Q (3315.132029 sec): 3 clusters Score: Raw -4787988.238134 + Penalty 2102.981644 = -4785885.256490 nChanged 54 SP:Iteration 85Q (3315.257307 sec): 3 clusters Score: Raw -4787990.410121 + Penalty 2102.981644 = -4785887.428477 nChanged 45 SP:Iteration 86Q (3315.388605 sec): 3 clusters Score: Raw -4787992.042362 + Penalty 2102.981644 = -4785889.060719 nChanged 49 SP:Iteration 87Q (3315.513873 sec): 3 clusters Score: Raw -4787994.160289 + Penalty 2102.981644 = -4785891.178645 nChanged 50 SP:Iteration 88Q (3315.635460 sec): 3 clusters Score: Raw -4787996.267961 + Penalty 2102.981644 = -4785893.286317 nChanged 45 SP:Iteration 89Q (3315.752460 sec): 3 clusters Score: Raw -4787997.662462 + Penalty 2102.981644 = -4785894.680819 nChanged 41 SP:Iteration 90Q (3315.872833 sec): 3 clusters Score: Raw -4787999.131438 + Penalty 2102.981644 = -4785896.149794 nChanged 35 SP:Iteration 91Q (3315.985144 sec): 3 clusters Score: Raw -4788000.087048 + Penalty 2102.981644 = -4785897.105404 nChanged 33 SP:Iteration 92Q (3316.113507 sec): 3 clusters Score: Raw -4788001.015621 + Penalty 2102.981644 = -4785898.033977 nChanged 24 SP:Iteration 93Q (3316.234264 sec): 3 clusters Score: Raw -4788001.489396 + Penalty 2102.981644 = -4785898.507752 nChanged 22 SP:Iteration 94Q (3316.355205 sec): 3 clusters Score: Raw -4788001.958912 + Penalty 2102.981644 = -4785898.977269 nChanged 23 SP:Iteration 95Q (3316.475992 sec): 3 clusters Score: Raw -4788002.494318 + Penalty 2102.981644 = -4785899.512675 nChanged 22 SP:Iteration 96Q (3316.595409 sec): 3 clusters Score: Raw -4788003.238263 + Penalty 2102.981644 = -4785900.256619 nChanged 28 SP:Iteration 97Q (3316.695187 sec): 3 clusters Score: Raw -4788004.041383 + Penalty 2102.981644 = -4785901.059740 nChanged 28 SP:Iteration 98Q (3316.781604 sec): 3 clusters Score: Raw -4788004.880842 + Penalty 2102.981644 = -4785901.899199 nChanged 32 SP:Iteration 99Q (3316.900194 sec): 3 clusters Score: Raw -4788005.927063 + Penalty 2102.981644 = -4785902.945419 nChanged 32 SP:Iteration 100F (3317.031711 sec): 3 clusters Score: Raw -4788007.106189 + Penalty 2102.981644 = -4785904.124545 nChanged 27 SP:Iteration 101Q (3317.149606 sec): 3 clusters Score: Raw -4788007.765216 + Penalty 2102.981644 = -4785904.783573 nChanged 25 SP:Iteration 102Q (3317.255413 sec): 3 clusters Score: Raw -4788008.288599 + Penalty 2102.981644 = -4785905.306956 nChanged 19 SP:Iteration 103Q (3317.361101 sec): 3 clusters Score: Raw -4788008.708623 + Penalty 2102.981644 = -4785905.726980 nChanged 19 SP:Iteration 104Q (3317.472901 sec): 3 clusters Score: Raw -4788009.173199 + Penalty 2102.981644 = -4785906.191555 nChanged 18 SP:Iteration 105Q (3317.592270 sec): 3 clusters Score: Raw -4788009.628668 + Penalty 2102.981644 = -4785906.647024 nChanged 13 SP:Iteration 106Q (3317.718041 sec): 3 clusters Score: Raw -4788009.841912 + Penalty 2102.981644 = -4785906.860269 nChanged 14 SP:Iteration 107Q (3317.825967 sec): 3 clusters Score: Raw -4788010.086388 + Penalty 2102.981644 = -4785907.104744 nChanged 10 SP:Iteration 108Q (3317.940935 sec): 3 clusters Score: Raw -4788010.274722 + Penalty 2102.981644 = -4785907.293078 nChanged 13 SP:Iteration 109Q (3318.056530 sec): 3 clusters Score: Raw -4788010.441477 + Penalty 2102.981644 = -4785907.459834 nChanged 8 SP:Iteration 110Q (3318.172803 sec): 3 clusters Score: Raw -4788010.543757 + Penalty 2102.981644 = -4785907.562113 nChanged 5 SP:Iteration 111Q (3318.289865 sec): 3 clusters Score: Raw -4788010.584533 + Penalty 2102.981644 = -4785907.602889 nChanged 3 SP:Iteration 112Q (3318.405526 sec): 3 clusters Score: Raw -4788010.620100 + Penalty 2102.981644 = -4785907.638457 nChanged 3 SP:Iteration 113Q (3318.517420 sec): 3 clusters Score: Raw -4788010.648582 + Penalty 2102.981644 = -4785907.666938 nChanged 2 SP:Iteration 114Q (3318.625678 sec): 3 clusters Score: Raw -4788010.668070 + Penalty 2102.981644 = -4785907.686427 nChanged 0 SP:Iteration 115F (3318.738754 sec): 3 clusters Score: Raw -4788010.668070 + Penalty 2102.981644 = -4785907.686427 nChanged 0 Score: Raw -25387081.130725 + Penalty 26720.276661 = -25360360.854064 Splitting cluster 19 changes total score from -25350376.205615 to -25360360.854064 So it's getting split into cluster 22. Trying to split cluster 20 (39324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3322.672524 sec): 2 clusters Score: Raw -2975257.080384 + Penalty 1005.061078 = -2974252.019306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3322.771665 sec): 3 clusters Score: Raw -2949930.939950 + Penalty 2010.122157 = -2947920.817794 nChanged 18664 SP:Iteration 1F (3322.869491 sec): 3 clusters Score: Raw -2960947.165125 + Penalty 2010.122157 = -2958937.042968 nChanged 1899 SP:Iteration 2Q (3322.967323 sec): 3 clusters Score: Raw -2961824.798517 + Penalty 2010.122157 = -2959814.676360 nChanged 2284 SP:Iteration 3F (3323.068758 sec): 3 clusters Score: Raw -2963231.030547 + Penalty 2010.122157 = -2961220.908390 nChanged 2643 SP:Iteration 4F (3323.166729 sec): 3 clusters Score: Raw -2965204.909158 + Penalty 2010.122157 = -2963194.787001 nChanged 2881 SP:Iteration 5F (3323.250701 sec): 3 clusters Score: Raw -2967568.223101 + Penalty 2010.122157 = -2965558.100945 nChanged 2607 SP:Iteration 6F (3323.341984 sec): 3 clusters Score: Raw -2969833.697927 + Penalty 2010.122157 = -2967823.575770 nChanged 2097 SP:Iteration 7F (3323.412211 sec): 3 clusters Score: Raw -2971739.223331 + Penalty 2010.122157 = -2969729.101174 nChanged 1501 SP:Iteration 8Q (3323.473342 sec): 3 clusters Score: Raw -2973125.739489 + Penalty 2010.122157 = -2971115.617332 nChanged 959 SP:Iteration 9Q (3323.530843 sec): 3 clusters Score: Raw -2973945.337401 + Penalty 2010.122157 = -2971935.215244 nChanged 632 SP:Iteration 10Q (3323.619446 sec): 3 clusters Score: Raw -2974434.696475 + Penalty 2010.122157 = -2972424.574319 nChanged 437 SP:Iteration 11Q (3323.714290 sec): 3 clusters Score: Raw -2974777.757968 + Penalty 2010.122157 = -2972767.635811 nChanged 304 SP:Iteration 12Q (3323.812408 sec): 3 clusters Score: Raw -2974994.125491 + Penalty 2010.122157 = -2972984.003335 nChanged 256 SP:Iteration 13Q (3323.865989 sec): 3 clusters Score: Raw -2975184.642007 + Penalty 2010.122157 = -2973174.519850 nChanged 199 SP:Iteration 14Q (3323.960279 sec): 3 clusters Score: Raw -2975317.695234 + Penalty 2010.122157 = -2973307.573077 nChanged 174 SP:Iteration 15Q (3324.052077 sec): 3 clusters Score: Raw -2975421.373875 + Penalty 2010.122157 = -2973411.251718 nChanged 137 SP:Iteration 16Q (3324.136260 sec): 3 clusters Score: Raw -2975482.703848 + Penalty 2010.122157 = -2973472.581692 nChanged 115 SP:Iteration 17Q (3324.226929 sec): 3 clusters Score: Raw -2975531.082129 + Penalty 2010.122157 = -2973520.959973 nChanged 88 SP:Iteration 18Q (3324.330638 sec): 3 clusters Score: Raw -2975559.282377 + Penalty 2010.122157 = -2973549.160220 nChanged 66 SP:Iteration 19Q (3324.411316 sec): 3 clusters Score: Raw -2975578.542162 + Penalty 2010.122157 = -2973568.420006 nChanged 56 SP:Iteration 20F (3324.509821 sec): 3 clusters Score: Raw -2975596.995559 + Penalty 2010.122157 = -2973586.873402 nChanged 45 SP:Iteration 21Q (3324.614806 sec): 3 clusters Score: Raw -2975608.234816 + Penalty 2010.122157 = -2973598.112659 nChanged 39 SP:Iteration 22Q (3324.694892 sec): 3 clusters Score: Raw -2975615.650915 + Penalty 2010.122157 = -2973605.528758 nChanged 26 SP:Iteration 23Q (3324.787741 sec): 3 clusters Score: Raw -2975621.570487 + Penalty 2010.122157 = -2973611.448330 nChanged 28 SP:Iteration 24Q (3324.875430 sec): 3 clusters Score: Raw -2975626.878091 + Penalty 2010.122157 = -2973616.755934 nChanged 22 SP:Iteration 25Q (3324.957351 sec): 3 clusters Score: Raw -2975631.735342 + Penalty 2010.122157 = -2973621.613185 nChanged 20 SP:Iteration 26Q (3325.037807 sec): 3 clusters Score: Raw -2975635.260172 + Penalty 2010.122157 = -2973625.138016 nChanged 19 SP:Iteration 27Q (3325.125567 sec): 3 clusters Score: Raw -2975639.233752 + Penalty 2010.122157 = -2973629.111596 nChanged 19 SP:Iteration 28Q (3325.216997 sec): 3 clusters Score: Raw -2975643.830432 + Penalty 2010.122157 = -2973633.708275 nChanged 24 SP:Iteration 29Q (3325.298669 sec): 3 clusters Score: Raw -2975649.195776 + Penalty 2010.122157 = -2973639.073619 nChanged 24 SP:Iteration 30Q (3325.390683 sec): 3 clusters Score: Raw -2975654.899233 + Penalty 2010.122157 = -2973644.777076 nChanged 24 SP:Iteration 31Q (3325.486151 sec): 3 clusters Score: Raw -2975660.086871 + Penalty 2010.122157 = -2973649.964715 nChanged 15 SP:Iteration 32Q (3325.556794 sec): 3 clusters Score: Raw -2975662.890901 + Penalty 2010.122157 = -2973652.768744 nChanged 16 SP:Iteration 33Q (3325.632155 sec): 3 clusters Score: Raw -2975665.380400 + Penalty 2010.122157 = -2973655.258243 nChanged 11 SP:Iteration 34Q (3325.718299 sec): 3 clusters Score: Raw -2975666.762037 + Penalty 2010.122157 = -2973656.639880 nChanged 7 SP:Iteration 35Q (3325.796444 sec): 3 clusters Score: Raw -2975667.548568 + Penalty 2010.122157 = -2973657.426411 nChanged 3 SP:Iteration 36Q (3325.877619 sec): 3 clusters Score: Raw -2975667.962745 + Penalty 2010.122157 = -2973657.840588 nChanged 1 SP:Iteration 37Q (3325.963152 sec): 3 clusters Score: Raw -2975668.141222 + Penalty 2010.122157 = -2973658.019066 nChanged 2 SP:Iteration 38Q (3326.045512 sec): 3 clusters Score: Raw -2975668.417244 + Penalty 2010.122157 = -2973658.295087 nChanged 5 SP:Iteration 39Q (3326.123179 sec): 3 clusters Score: Raw -2975669.001527 + Penalty 2010.122157 = -2973658.879370 nChanged 2 SP:Iteration 40F (3326.212063 sec): 3 clusters Score: Raw -2975669.238509 + Penalty 2010.122157 = -2973659.116352 nChanged 4 SP:Iteration 41Q (3326.290315 sec): 3 clusters Score: Raw -2975669.695967 + Penalty 2010.122157 = -2973659.573810 nChanged 2 SP:Iteration 42Q (3326.377132 sec): 3 clusters Score: Raw -2975669.789739 + Penalty 2010.122157 = -2973659.667582 nChanged 0 SP:Iteration 43F (3326.458740 sec): 3 clusters Score: Raw -2975669.789739 + Penalty 2010.122157 = -2973659.667582 nChanged 0 Trying to split cluster 21 (3453 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3326.480614 sec): 2 clusters Score: Raw -242582.066252 + Penalty 773.964876 = -241808.101376 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3326.521645 sec): 3 clusters Score: Raw -240780.604960 + Penalty 1547.929753 = -239232.675208 nChanged 1444 SP:Iteration 1F (3326.573282 sec): 3 clusters Score: Raw -241985.657269 + Penalty 1547.929753 = -240437.727516 nChanged 453 SP:Iteration 2F (3326.621554 sec): 3 clusters Score: Raw -242660.441237 + Penalty 1547.929753 = -241112.511484 nChanged 410 SP:Iteration 3F (3326.663522 sec): 3 clusters Score: Raw -243103.531988 + Penalty 1547.929753 = -241555.602235 nChanged 282 SP:Iteration 4F (3326.727078 sec): 3 clusters Score: Raw -243332.009093 + Penalty 1547.929753 = -241784.079341 nChanged 177 SP:Iteration 5F (3326.768112 sec): 3 clusters Score: Raw -243437.898454 + Penalty 1547.929753 = -241889.968702 nChanged 108 SP:Iteration 6Q (3326.820027 sec): 3 clusters Score: Raw -243491.950143 + Penalty 1547.929753 = -241944.020391 nChanged 57 SP:Iteration 7Q (3326.873272 sec): 3 clusters Score: Raw -243517.695615 + Penalty 1547.929753 = -241969.765863 nChanged 40 SP:Iteration 8Q (3326.926626 sec): 3 clusters Score: Raw -243535.173508 + Penalty 1547.929753 = -241987.243756 nChanged 42 SP:Iteration 9Q (3326.978772 sec): 3 clusters Score: Raw -243553.786180 + Penalty 1547.929753 = -242005.856428 nChanged 31 SP:Iteration 10Q (3327.019491 sec): 3 clusters Score: Raw -243565.907640 + Penalty 1547.929753 = -242017.977888 nChanged 31 SP:Iteration 11Q (3327.068443 sec): 3 clusters Score: Raw -243577.942373 + Penalty 1547.929753 = -242030.012621 nChanged 26 SP:Iteration 12Q (3327.116285 sec): 3 clusters Score: Raw -243586.294095 + Penalty 1547.929753 = -242038.364342 nChanged 17 SP:Iteration 13Q (3327.172660 sec): 3 clusters Score: Raw -243590.924494 + Penalty 1547.929753 = -242042.994742 nChanged 9 SP:Iteration 14Q (3327.218667 sec): 3 clusters Score: Raw -243592.772711 + Penalty 1547.929753 = -242044.842959 nChanged 9 SP:Iteration 15Q (3327.269959 sec): 3 clusters Score: Raw -243594.279935 + Penalty 1547.929753 = -242046.350183 nChanged 8 SP:Iteration 16Q (3327.315901 sec): 3 clusters Score: Raw -243596.202599 + Penalty 1547.929753 = -242048.272847 nChanged 8 SP:Iteration 17Q (3327.369520 sec): 3 clusters Score: Raw -243598.370834 + Penalty 1547.929753 = -242050.441081 nChanged 7 SP:Iteration 18Q (3327.418163 sec): 3 clusters Score: Raw -243599.757095 + Penalty 1547.929753 = -242051.827343 nChanged 7 SP:Iteration 19Q (3327.463876 sec): 3 clusters Score: Raw -243601.875735 + Penalty 1547.929753 = -242053.945982 nChanged 6 SP:Iteration 20F (3327.516038 sec): 3 clusters Score: Raw -243603.453956 + Penalty 1547.929753 = -242055.524203 nChanged 5 SP:Iteration 21Q (3327.566299 sec): 3 clusters Score: Raw -243604.353381 + Penalty 1547.929753 = -242056.423628 nChanged 4 SP:Iteration 22Q (3327.617232 sec): 3 clusters Score: Raw -243605.029849 + Penalty 1547.929753 = -242057.100097 nChanged 4 SP:Iteration 23Q (3327.662396 sec): 3 clusters Score: Raw -243606.125348 + Penalty 1547.929753 = -242058.195595 nChanged 6 SP:Iteration 24Q (3327.712784 sec): 3 clusters Score: Raw -243607.489541 + Penalty 1547.929753 = -242059.559789 nChanged 8 SP:Iteration 25Q (3327.758661 sec): 3 clusters Score: Raw -243609.357365 + Penalty 1547.929753 = -242061.427613 nChanged 5 SP:Iteration 26Q (3327.797172 sec): 3 clusters Score: Raw -243610.036189 + Penalty 1547.929753 = -242062.106436 nChanged 1 SP:Iteration 27Q (3327.845826 sec): 3 clusters Score: Raw -243610.215021 + Penalty 1547.929753 = -242062.285269 nChanged 2 SP:Iteration 28Q (3327.906278 sec): 3 clusters Score: Raw -243610.850253 + Penalty 1547.929753 = -242062.920501 nChanged 4 SP:Iteration 29Q (3327.946024 sec): 3 clusters Score: Raw -243611.776374 + Penalty 1547.929753 = -242063.846622 nChanged 3 SP:Iteration 30Q (3327.996830 sec): 3 clusters Score: Raw -243612.744872 + Penalty 1547.929753 = -242064.815120 nChanged 2 SP:Iteration 31Q (3328.044221 sec): 3 clusters Score: Raw -243613.177391 + Penalty 1547.929753 = -242065.247639 nChanged 2 SP:Iteration 32Q (3328.091148 sec): 3 clusters Score: Raw -243613.638441 + Penalty 1547.929753 = -242065.708688 nChanged 3 SP:Iteration 33Q (3328.147880 sec): 3 clusters Score: Raw -243614.889808 + Penalty 1547.929753 = -242066.960056 nChanged 2 SP:Iteration 34Q (3328.196430 sec): 3 clusters Score: Raw -243616.047328 + Penalty 1547.929753 = -242068.117576 nChanged 3 SP:Iteration 35Q (3328.243381 sec): 3 clusters Score: Raw -243616.924676 + Penalty 1547.929753 = -242068.994923 nChanged 2 SP:Iteration 36Q (3328.292853 sec): 3 clusters Score: Raw -243617.610574 + Penalty 1547.929753 = -242069.680822 nChanged 2 SP:Iteration 37Q (3328.344814 sec): 3 clusters Score: Raw -243618.432336 + Penalty 1547.929753 = -242070.502583 nChanged 4 SP:Iteration 38Q (3328.392299 sec): 3 clusters Score: Raw -243619.802258 + Penalty 1547.929753 = -242071.872506 nChanged 3 SP:Iteration 39Q (3328.438990 sec): 3 clusters Score: Raw -243620.545552 + Penalty 1547.929753 = -242072.615800 nChanged 3 SP:Iteration 40F (3328.476006 sec): 3 clusters Score: Raw -243621.196279 + Penalty 1547.929753 = -242073.266526 nChanged 5 SP:Iteration 41Q (3328.534154 sec): 3 clusters Score: Raw -243623.482662 + Penalty 1547.929753 = -242075.552910 nChanged 5 SP:Iteration 42Q (3328.545428 sec): 3 clusters Score: Raw -243625.000973 + Penalty 1547.929753 = -242077.071221 nChanged 2 SP:Iteration 43Q (3328.557959 sec): 3 clusters Score: Raw -243625.303472 + Penalty 1547.929753 = -242077.373719 nChanged 0 SP:Iteration 44F (3328.570644 sec): 3 clusters Score: Raw -243625.303472 + Penalty 1547.929753 = -242077.373719 nChanged 0 Score: Raw -25388124.367944 + Penalty 27934.834691 = -25360189.533253 Splitting cluster 21 changes total score from -25350376.205615 to -25360189.533253 So it's getting split into cluster 23. Iteration 99Q (3335.769189 sec): 24 clusters Score: Raw -25389670.224908 + Penalty 27934.834691 = -25361735.390217 nChanged 2674 Iteration 100F (3339.941562 sec): 24 clusters Score: Raw -25390564.137814 + Penalty 27934.834691 = -25362629.303123 nChanged 1905 Iteration 101Q (3342.487578 sec): 24 clusters Score: Raw -25390984.839924 + Penalty 27934.834691 = -25363050.005233 nChanged 1586 Iteration 102Q (3344.898773 sec): 24 clusters Score: Raw -25391294.058059 + Penalty 27934.834691 = -25363359.223368 nChanged 1499 Iteration 103Q (3347.257916 sec): 24 clusters Score: Raw -25391546.635538 + Penalty 27934.834691 = -25363611.800848 nChanged 1390 Iteration 104Q (3349.772932 sec): 24 clusters Score: Raw -25391738.173891 + Penalty 27934.834691 = -25363803.339201 nChanged 1260 Iteration 105Q (3352.257248 sec): 24 clusters Score: Raw -25391886.762304 + Penalty 27934.834691 = -25363951.927613 nChanged 1176 Iteration 106Q (3354.648032 sec): 24 clusters Score: Raw -25392015.209743 + Penalty 27934.834691 = -25364080.375052 nChanged 1155 Iteration 107Q (3357.206324 sec): 24 clusters Score: Raw -25392129.412378 + Penalty 27934.834691 = -25364194.577687 nChanged 1134 Iteration 108Q (3359.657080 sec): 24 clusters Score: Raw -25392235.375358 + Penalty 27934.834691 = -25364300.540667 nChanged 1095 Iteration 109Q (3361.937009 sec): 24 clusters Score: Raw -25392330.346601 + Penalty 27934.834691 = -25364395.511910 nChanged 1031 Iteration 110Q (3364.380885 sec): 24 clusters Score: Raw -25392415.080609 + Penalty 27934.834691 = -25364480.245918 nChanged 949 Iteration 111Q (3366.834772 sec): 24 clusters Score: Raw -25392489.866735 + Penalty 27934.834691 = -25364555.032044 nChanged 931 Iteration 112Q (3369.164425 sec): 24 clusters Score: Raw -25392563.805161 + Penalty 27934.834691 = -25364628.970470 nChanged 901 Iteration 113Q (3371.461333 sec): 24 clusters Score: Raw -25392631.390488 + Penalty 27934.834691 = -25364696.555797 nChanged 886 Iteration 114Q (3374.050438 sec): 24 clusters Score: Raw -25392699.377758 + Penalty 27934.834691 = -25364764.543067 nChanged 832 Iteration 115Q (3376.428019 sec): 24 clusters Score: Raw -25392756.380361 + Penalty 27934.834691 = -25364821.545671 nChanged 756 Iteration 116Q (3378.898874 sec): 24 clusters Score: Raw -25392805.005050 + Penalty 27934.834691 = -25364870.170359 nChanged 733 Iteration 117Q (3381.466013 sec): 24 clusters Score: Raw -25392852.649496 + Penalty 27934.834691 = -25364917.814805 nChanged 701 Iteration 118Q (3383.828991 sec): 24 clusters Score: Raw -25392895.341493 + Penalty 27934.834691 = -25364960.506803 nChanged 667 Iteration 119Q (3386.298925 sec): 24 clusters Score: Raw -25392935.366995 + Penalty 27934.834691 = -25365000.532305 nChanged 647 Iteration 120F (3390.492400 sec): 24 clusters Score: Raw -25392971.457304 + Penalty 27934.834691 = -25365036.622613 nChanged 644 Iteration 121Q (3392.876043 sec): 24 clusters Score: Raw -25393009.599348 + Penalty 27934.834691 = -25365074.764657 nChanged 666 Iteration 122Q (3395.450409 sec): 24 clusters Score: Raw -25393051.267657 + Penalty 27934.834691 = -25365116.432967 nChanged 655 Iteration 123Q (3397.873793 sec): 24 clusters Score: Raw -25393091.646977 + Penalty 27934.834691 = -25365156.812286 nChanged 656 Iteration 124Q (3400.203582 sec): 24 clusters Score: Raw -25393133.548461 + Penalty 27934.834691 = -25365198.713770 nChanged 648 Iteration 125Q (3402.831003 sec): 24 clusters Score: Raw -25393175.060064 + Penalty 27934.834691 = -25365240.225373 nChanged 641 Iteration 126Q (3405.209502 sec): 24 clusters Score: Raw -25393213.527109 + Penalty 27934.834691 = -25365278.692418 nChanged 589 Iteration 127Q (3407.537123 sec): 24 clusters Score: Raw -25393248.978675 + Penalty 27934.834691 = -25365314.143984 nChanged 545 Iteration 128Q (3410.135604 sec): 24 clusters Score: Raw -25393281.344374 + Penalty 27934.834691 = -25365346.509683 nChanged 558 Iteration 129Q (3412.536083 sec): 24 clusters Score: Raw -25393311.855002 + Penalty 27934.834691 = -25365377.020311 nChanged 487 Iteration 130Q (3414.878938 sec): 24 clusters Score: Raw -25393338.927703 + Penalty 27934.834691 = -25365404.093012 nChanged 490 Iteration 131Q (3417.533585 sec): 24 clusters Score: Raw -25393364.516286 + Penalty 27934.834691 = -25365429.681595 nChanged 493 Iteration 132Q (3419.906860 sec): 24 clusters Score: Raw -25393390.309883 + Penalty 27934.834691 = -25365455.475192 nChanged 503 Iteration 133Q (3422.275991 sec): 24 clusters Score: Raw -25393417.746444 + Penalty 27934.834691 = -25365482.911753 nChanged 498 Iteration 134Q (3424.916832 sec): 24 clusters Score: Raw -25393446.078440 + Penalty 27934.834691 = -25365511.243749 nChanged 491 Iteration 135Q (3427.206093 sec): 24 clusters Score: Raw -25393472.753743 + Penalty 27934.834691 = -25365537.919053 nChanged 509 Iteration 136Q (3429.531350 sec): 24 clusters Score: Raw -25393505.619859 + Penalty 27934.834691 = -25365570.785169 nChanged 561 Iteration 137Q (3431.781232 sec): 24 clusters Score: Raw -25393542.309310 + Penalty 27934.834691 = -25365607.474619 nChanged 525 Iteration 138Q (3434.115114 sec): 24 clusters Score: Raw -25393574.775163 + Penalty 27934.834691 = -25365639.940472 nChanged 548 Writing temp clu file Because OldScore, -25365607.474619, is greater than current (better) Score,-25365639.940472 Compute initial score before splitting: Score: Raw -25393574.775163 + Penalty 27934.834691 = -25365639.940472 Trying to split cluster 1 (3079 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3434.239690 sec): 2 clusters Score: Raw -240999.956700 + Penalty 763.074214 = -240236.882486 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3434.283777 sec): 3 clusters Score: Raw -239417.802957 + Penalty 1526.148428 = -237891.654529 nChanged 1258 SP:Iteration 1F (3434.336844 sec): 3 clusters Score: Raw -240221.703332 + Penalty 1526.148428 = -238695.554904 nChanged 289 SP:Iteration 2F (3434.389965 sec): 3 clusters Score: Raw -240467.203515 + Penalty 1526.148428 = -238941.055087 nChanged 234 SP:Iteration 3F (3434.442313 sec): 3 clusters Score: Raw -240665.457825 + Penalty 1526.148428 = -239139.309397 nChanged 223 SP:Iteration 4F (3434.490109 sec): 3 clusters Score: Raw -240906.275115 + Penalty 1526.148428 = -239380.126686 nChanged 195 SP:Iteration 5F (3434.541189 sec): 3 clusters Score: Raw -241126.658763 + Penalty 1526.148428 = -239600.510335 nChanged 158 SP:Iteration 6F (3434.592301 sec): 3 clusters Score: Raw -241305.585035 + Penalty 1526.148428 = -239779.436607 nChanged 136 SP:Iteration 7Q (3434.642396 sec): 3 clusters Score: Raw -241445.693190 + Penalty 1526.148428 = -239919.544762 nChanged 98 SP:Iteration 8Q (3434.693944 sec): 3 clusters Score: Raw -241520.791124 + Penalty 1526.148428 = -239994.642696 nChanged 65 SP:Iteration 9Q (3434.739398 sec): 3 clusters Score: Raw -241562.115448 + Penalty 1526.148428 = -240035.967020 nChanged 54 SP:Iteration 10Q (3434.790648 sec): 3 clusters Score: Raw -241585.374456 + Penalty 1526.148428 = -240059.226028 nChanged 36 SP:Iteration 11Q (3434.835464 sec): 3 clusters Score: Raw -241597.961650 + Penalty 1526.148428 = -240071.813222 nChanged 21 SP:Iteration 12Q (3434.886695 sec): 3 clusters Score: Raw -241603.163437 + Penalty 1526.148428 = -240077.015009 nChanged 13 SP:Iteration 13Q (3434.933834 sec): 3 clusters Score: Raw -241606.877974 + Penalty 1526.148428 = -240080.729546 nChanged 8 SP:Iteration 14Q (3434.977106 sec): 3 clusters Score: Raw -241609.149814 + Penalty 1526.148428 = -240083.001386 nChanged 5 SP:Iteration 15Q (3435.025025 sec): 3 clusters Score: Raw -241610.419074 + Penalty 1526.148428 = -240084.270646 nChanged 2 SP:Iteration 16Q (3435.065677 sec): 3 clusters Score: Raw -241611.206995 + Penalty 1526.148428 = -240085.058567 nChanged 3 SP:Iteration 17Q (3435.116953 sec): 3 clusters Score: Raw -241612.082372 + Penalty 1526.148428 = -240085.933944 nChanged 5 SP:Iteration 18Q (3435.161430 sec): 3 clusters Score: Raw -241612.866149 + Penalty 1526.148428 = -240086.717721 nChanged 4 SP:Iteration 19Q (3435.212726 sec): 3 clusters Score: Raw -241613.382126 + Penalty 1526.148428 = -240087.233698 nChanged 0 SP:Iteration 20F (3435.264260 sec): 3 clusters Score: Raw -241613.382126 + Penalty 1526.148428 = -240087.233698 nChanged 0 Trying to split cluster 2 (27752 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3435.319601 sec): 2 clusters Score: Raw -2034260.123324 + Penalty 971.951003 = -2033288.172321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3435.406223 sec): 3 clusters Score: Raw -2016745.669275 + Penalty 1943.902006 = -2014801.767269 nChanged 13002 SP:Iteration 1F (3435.490036 sec): 3 clusters Score: Raw -2024199.694088 + Penalty 1943.902006 = -2022255.792082 nChanged 1349 SP:Iteration 2Q (3435.574614 sec): 3 clusters Score: Raw -2024788.157880 + Penalty 1943.902006 = -2022844.255874 nChanged 1504 SP:Iteration 3F (3435.651578 sec): 3 clusters Score: Raw -2025607.206823 + Penalty 1943.902006 = -2023663.304817 nChanged 1692 SP:Iteration 4F (3435.734976 sec): 3 clusters Score: Raw -2026670.825454 + Penalty 1943.902006 = -2024726.923448 nChanged 1822 SP:Iteration 5F (3435.810274 sec): 3 clusters Score: Raw -2027884.976558 + Penalty 1943.902006 = -2025941.074552 nChanged 1706 SP:Iteration 6F (3435.893550 sec): 3 clusters Score: Raw -2028983.198695 + Penalty 1943.902006 = -2027039.296689 nChanged 1480 SP:Iteration 7F (3435.966277 sec): 3 clusters Score: Raw -2029778.956663 + Penalty 1943.902006 = -2027835.054658 nChanged 1197 SP:Iteration 8Q (3436.047570 sec): 3 clusters Score: Raw -2030332.249665 + Penalty 1943.902006 = -2028388.347659 nChanged 991 SP:Iteration 9Q (3436.132460 sec): 3 clusters Score: Raw -2030781.160872 + Penalty 1943.902006 = -2028837.258866 nChanged 858 SP:Iteration 10Q (3436.201485 sec): 3 clusters Score: Raw -2031124.331826 + Penalty 1943.902006 = -2029180.429820 nChanged 744 SP:Iteration 11Q (3436.283706 sec): 3 clusters Score: Raw -2031384.151419 + Penalty 1943.902006 = -2029440.249414 nChanged 625 SP:Iteration 12Q (3436.348119 sec): 3 clusters Score: Raw -2031578.893044 + Penalty 1943.902006 = -2029634.991038 nChanged 517 SP:Iteration 13Q (3436.423055 sec): 3 clusters Score: Raw -2031730.824850 + Penalty 1943.902006 = -2029786.922844 nChanged 436 SP:Iteration 14Q (3436.510397 sec): 3 clusters Score: Raw -2031850.071377 + Penalty 1943.902006 = -2029906.169371 nChanged 413 SP:Iteration 15Q (3436.591900 sec): 3 clusters Score: Raw -2031971.828236 + Penalty 1943.902006 = -2030027.926230 nChanged 411 SP:Iteration 16Q (3436.666279 sec): 3 clusters Score: Raw -2032100.901740 + Penalty 1943.902006 = -2030156.999734 nChanged 435 SP:Iteration 17Q (3436.751939 sec): 3 clusters Score: Raw -2032251.061480 + Penalty 1943.902006 = -2030307.159474 nChanged 415 SP:Iteration 18Q (3436.837039 sec): 3 clusters Score: Raw -2032394.735659 + Penalty 1943.902006 = -2030450.833653 nChanged 405 SP:Iteration 19Q (3436.922142 sec): 3 clusters Score: Raw -2032550.400828 + Penalty 1943.902006 = -2030606.498822 nChanged 457 SP:Iteration 20F (3436.992237 sec): 3 clusters Score: Raw -2032724.356319 + Penalty 1943.902006 = -2030780.454313 nChanged 430 SP:Iteration 21Q (3437.051281 sec): 3 clusters Score: Raw -2032887.509630 + Penalty 1943.902006 = -2030943.607624 nChanged 432 SP:Iteration 22Q (3437.136656 sec): 3 clusters Score: Raw -2033064.956124 + Penalty 1943.902006 = -2031121.054118 nChanged 403 SP:Iteration 23Q (3437.215823 sec): 3 clusters Score: Raw -2033232.141066 + Penalty 1943.902006 = -2031288.239060 nChanged 408 SP:Iteration 24Q (3437.308146 sec): 3 clusters Score: Raw -2033398.621177 + Penalty 1943.902006 = -2031454.719171 nChanged 403 SP:Iteration 25Q (3437.388808 sec): 3 clusters Score: Raw -2033547.589254 + Penalty 1943.902006 = -2031603.687248 nChanged 362 SP:Iteration 26Q (3437.466914 sec): 3 clusters Score: Raw -2033665.457683 + Penalty 1943.902006 = -2031721.555677 nChanged 327 SP:Iteration 27Q (3437.549967 sec): 3 clusters Score: Raw -2033768.864894 + Penalty 1943.902006 = -2031824.962888 nChanged 270 SP:Iteration 28Q (3437.633515 sec): 3 clusters Score: Raw -2033839.747575 + Penalty 1943.902006 = -2031895.845569 nChanged 244 SP:Iteration 29Q (3437.715747 sec): 3 clusters Score: Raw -2033891.749533 + Penalty 1943.902006 = -2031947.847527 nChanged 204 SP:Iteration 30Q (3437.798939 sec): 3 clusters Score: Raw -2033928.488784 + Penalty 1943.902006 = -2031984.586778 nChanged 167 SP:Iteration 31Q (3437.871594 sec): 3 clusters Score: Raw -2033953.024836 + Penalty 1943.902006 = -2032009.122830 nChanged 139 SP:Iteration 32Q (3437.942354 sec): 3 clusters Score: Raw -2033972.246878 + Penalty 1943.902006 = -2032028.344873 nChanged 132 SP:Iteration 33Q (3438.034826 sec): 3 clusters Score: Raw -2033987.485452 + Penalty 1943.902006 = -2032043.583446 nChanged 109 SP:Iteration 34Q (3438.106248 sec): 3 clusters Score: Raw -2033998.383636 + Penalty 1943.902006 = -2032054.481630 nChanged 117 SP:Iteration 35Q (3438.191765 sec): 3 clusters Score: Raw -2034011.297336 + Penalty 1943.902006 = -2032067.395330 nChanged 103 SP:Iteration 36Q (3438.264504 sec): 3 clusters Score: Raw -2034024.008038 + Penalty 1943.902006 = -2032080.106032 nChanged 106 SP:Iteration 37Q (3438.344404 sec): 3 clusters Score: Raw -2034038.317811 + Penalty 1943.902006 = -2032094.415806 nChanged 122 SP:Iteration 38Q (3438.430685 sec): 3 clusters Score: Raw -2034056.233667 + Penalty 1943.902006 = -2032112.331661 nChanged 120 SP:Iteration 39Q (3438.512440 sec): 3 clusters Score: Raw -2034075.861951 + Penalty 1943.902006 = -2032131.959945 nChanged 126 SP:Iteration 40F (3438.587797 sec): 3 clusters Score: Raw -2034096.949887 + Penalty 1943.902006 = -2032153.047881 nChanged 133 SP:Iteration 41Q (3438.661556 sec): 3 clusters Score: Raw -2034122.572926 + Penalty 1943.902006 = -2032178.670920 nChanged 129 SP:Iteration 42Q (3438.748172 sec): 3 clusters Score: Raw -2034153.206704 + Penalty 1943.902006 = -2032209.304698 nChanged 145 SP:Iteration 43Q (3438.827227 sec): 3 clusters Score: Raw -2034194.633211 + Penalty 1943.902006 = -2032250.731206 nChanged 163 SP:Iteration 44Q (3438.900328 sec): 3 clusters Score: Raw -2034248.042511 + Penalty 1943.902006 = -2032304.140505 nChanged 166 SP:Iteration 45Q (3438.982406 sec): 3 clusters Score: Raw -2034311.471093 + Penalty 1943.902006 = -2032367.569088 nChanged 212 SP:Iteration 46Q (3439.064606 sec): 3 clusters Score: Raw -2034396.427946 + Penalty 1943.902006 = -2032452.525940 nChanged 207 SP:Iteration 47Q (3439.148021 sec): 3 clusters Score: Raw -2034474.966704 + Penalty 1943.902006 = -2032531.064698 nChanged 207 SP:Iteration 48Q (3439.219000 sec): 3 clusters Score: Raw -2034540.270368 + Penalty 1943.902006 = -2032596.368362 nChanged 203 SP:Iteration 49Q (3439.308856 sec): 3 clusters Score: Raw -2034601.544488 + Penalty 1943.902006 = -2032657.642483 nChanged 204 SP:Iteration 50Q (3439.367107 sec): 3 clusters Score: Raw -2034666.894690 + Penalty 1943.902006 = -2032722.992685 nChanged 215 SP:Iteration 51Q (3439.411546 sec): 3 clusters Score: Raw -2034742.297470 + Penalty 1943.902006 = -2032798.395464 nChanged 224 SP:Iteration 52Q (3439.455824 sec): 3 clusters Score: Raw -2034819.980388 + Penalty 1943.902006 = -2032876.078382 nChanged 200 SP:Iteration 53Q (3439.545631 sec): 3 clusters Score: Raw -2034884.453379 + Penalty 1943.902006 = -2032940.551373 nChanged 199 SP:Iteration 54Q (3439.623382 sec): 3 clusters Score: Raw -2034939.743296 + Penalty 1943.902006 = -2032995.841290 nChanged 180 SP:Iteration 55Q (3439.691481 sec): 3 clusters Score: Raw -2034979.943167 + Penalty 1943.902006 = -2033036.041161 nChanged 149 SP:Iteration 56Q (3439.765163 sec): 3 clusters Score: Raw -2035007.308828 + Penalty 1943.902006 = -2033063.406823 nChanged 131 SP:Iteration 57Q (3439.851084 sec): 3 clusters Score: Raw -2035028.599044 + Penalty 1943.902006 = -2033084.697038 nChanged 116 SP:Iteration 58Q (3439.930601 sec): 3 clusters Score: Raw -2035045.436672 + Penalty 1943.902006 = -2033101.534667 nChanged 112 SP:Iteration 59Q (3440.009176 sec): 3 clusters Score: Raw -2035061.016759 + Penalty 1943.902006 = -2033117.114753 nChanged 90 SP:Iteration 60F (3440.087355 sec): 3 clusters Score: Raw -2035073.691479 + Penalty 1943.902006 = -2033129.789473 nChanged 80 SP:Iteration 61Q (3440.169827 sec): 3 clusters Score: Raw -2035083.029732 + Penalty 1943.902006 = -2033139.127727 nChanged 63 SP:Iteration 62Q (3440.240657 sec): 3 clusters Score: Raw -2035089.967320 + Penalty 1943.902006 = -2033146.065314 nChanged 62 SP:Iteration 63Q (3440.321138 sec): 3 clusters Score: Raw -2035095.326830 + Penalty 1943.902006 = -2033151.424824 nChanged 52 SP:Iteration 64Q (3440.392928 sec): 3 clusters Score: Raw -2035100.233284 + Penalty 1943.902006 = -2033156.331278 nChanged 48 SP:Iteration 65Q (3440.472415 sec): 3 clusters Score: Raw -2035104.753413 + Penalty 1943.902006 = -2033160.851407 nChanged 49 SP:Iteration 66Q (3440.547849 sec): 3 clusters Score: Raw -2035108.944818 + Penalty 1943.902006 = -2033165.042812 nChanged 42 SP:Iteration 67Q (3440.631201 sec): 3 clusters Score: Raw -2035112.684248 + Penalty 1943.902006 = -2033168.782242 nChanged 45 SP:Iteration 68Q (3440.704987 sec): 3 clusters Score: Raw -2035116.540266 + Penalty 1943.902006 = -2033172.638260 nChanged 32 SP:Iteration 69Q (3440.786341 sec): 3 clusters Score: Raw -2035118.879145 + Penalty 1943.902006 = -2033174.977139 nChanged 29 SP:Iteration 70Q (3440.860155 sec): 3 clusters Score: Raw -2035120.940442 + Penalty 1943.902006 = -2033177.038436 nChanged 26 SP:Iteration 71Q (3440.942098 sec): 3 clusters Score: Raw -2035122.486673 + Penalty 1943.902006 = -2033178.584668 nChanged 29 SP:Iteration 72Q (3441.023615 sec): 3 clusters Score: Raw -2035124.779218 + Penalty 1943.902006 = -2033180.877212 nChanged 33 SP:Iteration 73Q (3441.096448 sec): 3 clusters Score: Raw -2035127.326950 + Penalty 1943.902006 = -2033183.424944 nChanged 26 SP:Iteration 74Q (3441.173035 sec): 3 clusters Score: Raw -2035129.723507 + Penalty 1943.902006 = -2033185.821501 nChanged 22 SP:Iteration 75Q (3441.250948 sec): 3 clusters Score: Raw -2035131.402985 + Penalty 1943.902006 = -2033187.500979 nChanged 19 SP:Iteration 76Q (3441.331783 sec): 3 clusters Score: Raw -2035132.814507 + Penalty 1943.902006 = -2033188.912501 nChanged 14 SP:Iteration 77Q (3441.409138 sec): 3 clusters Score: Raw -2035133.656085 + Penalty 1943.902006 = -2033189.754079 nChanged 14 SP:Iteration 78Q (3441.486384 sec): 3 clusters Score: Raw -2035134.497973 + Penalty 1943.902006 = -2033190.595967 nChanged 15 SP:Iteration 79Q (3441.575165 sec): 3 clusters Score: Raw -2035135.529620 + Penalty 1943.902006 = -2033191.627614 nChanged 23 SP:Iteration 80F (3441.653665 sec): 3 clusters Score: Raw -2035137.178201 + Penalty 1943.902006 = -2033193.276195 nChanged 19 SP:Iteration 81Q (3441.729603 sec): 3 clusters Score: Raw -2035138.520538 + Penalty 1943.902006 = -2033194.618532 nChanged 24 SP:Iteration 82Q (3441.778880 sec): 3 clusters Score: Raw -2035140.207161 + Penalty 1943.902006 = -2033196.305155 nChanged 20 SP:Iteration 83Q (3441.857837 sec): 3 clusters Score: Raw -2035141.646095 + Penalty 1943.902006 = -2033197.744089 nChanged 28 SP:Iteration 84Q (3441.930150 sec): 3 clusters Score: Raw -2035143.519711 + Penalty 1943.902006 = -2033199.617705 nChanged 25 SP:Iteration 85Q (3441.996872 sec): 3 clusters Score: Raw -2035145.378571 + Penalty 1943.902006 = -2033201.476565 nChanged 26 SP:Iteration 86Q (3442.079879 sec): 3 clusters Score: Raw -2035147.890838 + Penalty 1943.902006 = -2033203.988832 nChanged 32 SP:Iteration 87Q (3442.150189 sec): 3 clusters Score: Raw -2035150.480883 + Penalty 1943.902006 = -2033206.578877 nChanged 27 SP:Iteration 88Q (3442.227160 sec): 3 clusters Score: Raw -2035152.270286 + Penalty 1943.902006 = -2033208.368280 nChanged 26 SP:Iteration 89Q (3442.296526 sec): 3 clusters Score: Raw -2035153.799036 + Penalty 1943.902006 = -2033209.897030 nChanged 23 SP:Iteration 90Q (3442.372290 sec): 3 clusters Score: Raw -2035155.839639 + Penalty 1943.902006 = -2033211.937633 nChanged 30 SP:Iteration 91Q (3442.443329 sec): 3 clusters Score: Raw -2035158.696903 + Penalty 1943.902006 = -2033214.794897 nChanged 24 SP:Iteration 92Q (3442.522579 sec): 3 clusters Score: Raw -2035160.474047 + Penalty 1943.902006 = -2033216.572042 nChanged 22 SP:Iteration 93Q (3442.600321 sec): 3 clusters Score: Raw -2035162.332435 + Penalty 1943.902006 = -2033218.430429 nChanged 15 SP:Iteration 94Q (3442.678574 sec): 3 clusters Score: Raw -2035163.214148 + Penalty 1943.902006 = -2033219.312142 nChanged 14 SP:Iteration 95Q (3442.756518 sec): 3 clusters Score: Raw -2035164.031677 + Penalty 1943.902006 = -2033220.129671 nChanged 15 SP:Iteration 96Q (3442.824393 sec): 3 clusters Score: Raw -2035165.253492 + Penalty 1943.902006 = -2033221.351487 nChanged 17 SP:Iteration 97Q (3442.895553 sec): 3 clusters Score: Raw -2035166.061738 + Penalty 1943.902006 = -2033222.159732 nChanged 15 SP:Iteration 98Q (3442.972253 sec): 3 clusters Score: Raw -2035167.123622 + Penalty 1943.902006 = -2033223.221616 nChanged 11 SP:Iteration 99Q (3443.051037 sec): 3 clusters Score: Raw -2035168.000805 + Penalty 1943.902006 = -2033224.098799 nChanged 15 SP:Iteration 100F (3443.128889 sec): 3 clusters Score: Raw -2035168.974080 + Penalty 1943.902006 = -2033225.072074 nChanged 7 SP:Iteration 101Q (3443.208695 sec): 3 clusters Score: Raw -2035169.398485 + Penalty 1943.902006 = -2033225.496479 nChanged 6 SP:Iteration 102Q (3443.287796 sec): 3 clusters Score: Raw -2035169.576383 + Penalty 1943.902006 = -2033225.674377 nChanged 3 SP:Iteration 103Q (3443.367807 sec): 3 clusters Score: Raw -2035169.714183 + Penalty 1943.902006 = -2033225.812177 nChanged 5 SP:Iteration 104Q (3443.445754 sec): 3 clusters Score: Raw -2035169.940922 + Penalty 1943.902006 = -2033226.038916 nChanged 3 SP:Iteration 105Q (3443.524384 sec): 3 clusters Score: Raw -2035170.008400 + Penalty 1943.902006 = -2033226.106395 nChanged 1 SP:Iteration 106Q (3443.603946 sec): 3 clusters Score: Raw -2035170.111062 + Penalty 1943.902006 = -2033226.209057 nChanged 4 SP:Iteration 107Q (3443.673684 sec): 3 clusters Score: Raw -2035170.371609 + Penalty 1943.902006 = -2033226.469603 nChanged 4 SP:Iteration 108Q (3443.761658 sec): 3 clusters Score: Raw -2035170.465598 + Penalty 1943.902006 = -2033226.563592 nChanged 2 SP:Iteration 109Q (3443.839329 sec): 3 clusters Score: Raw -2035170.532351 + Penalty 1943.902006 = -2033226.630345 nChanged 2 SP:Iteration 110Q (3443.917931 sec): 3 clusters Score: Raw -2035170.608571 + Penalty 1943.902006 = -2033226.706565 nChanged 2 SP:Iteration 111Q (3443.977011 sec): 3 clusters Score: Raw -2035170.647265 + Penalty 1943.902006 = -2033226.745259 nChanged 1 SP:Iteration 112Q (3444.061965 sec): 3 clusters Score: Raw -2035170.682729 + Penalty 1943.902006 = -2033226.780723 nChanged 1 SP:Iteration 113Q (3444.138715 sec): 3 clusters Score: Raw -2035170.711835 + Penalty 1943.902006 = -2033226.809830 nChanged 0 SP:Iteration 114F (3444.219098 sec): 3 clusters Score: Raw -2035170.711835 + Penalty 1943.902006 = -2033226.809830 nChanged 0 Trying to split cluster 3 (6023 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3444.251174 sec): 2 clusters Score: Raw -449232.124765 + Penalty 826.817372 = -448405.307393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3444.306362 sec): 3 clusters Score: Raw -445805.750096 + Penalty 1653.634743 = -444152.115353 nChanged 2635 SP:Iteration 1F (3444.360138 sec): 3 clusters Score: Raw -447434.344034 + Penalty 1653.634743 = -445780.709291 nChanged 464 SP:Iteration 2F (3444.415959 sec): 3 clusters Score: Raw -447763.081150 + Penalty 1653.634743 = -446109.446407 nChanged 455 SP:Iteration 3F (3444.455977 sec): 3 clusters Score: Raw -448134.906724 + Penalty 1653.634743 = -446481.271981 nChanged 416 SP:Iteration 4F (3444.517222 sec): 3 clusters Score: Raw -448551.876581 + Penalty 1653.634743 = -446898.241838 nChanged 359 SP:Iteration 5F (3444.573607 sec): 3 clusters Score: Raw -448900.516164 + Penalty 1653.634743 = -447246.881421 nChanged 265 SP:Iteration 6Q (3444.617556 sec): 3 clusters Score: Raw -449084.562751 + Penalty 1653.634743 = -447430.928008 nChanged 147 SP:Iteration 7Q (3444.675615 sec): 3 clusters Score: Raw -449153.042370 + Penalty 1653.634743 = -447499.407627 nChanged 93 SP:Iteration 8Q (3444.731840 sec): 3 clusters Score: Raw -449197.992689 + Penalty 1653.634743 = -447544.357946 nChanged 76 SP:Iteration 9Q (3444.777787 sec): 3 clusters Score: Raw -449231.162928 + Penalty 1653.634743 = -447577.528185 nChanged 59 SP:Iteration 10Q (3444.836356 sec): 3 clusters Score: Raw -449260.458353 + Penalty 1653.634743 = -447606.823609 nChanged 59 SP:Iteration 11Q (3444.884619 sec): 3 clusters Score: Raw -449286.659624 + Penalty 1653.634743 = -447633.024881 nChanged 56 SP:Iteration 12Q (3444.936135 sec): 3 clusters Score: Raw -449315.869105 + Penalty 1653.634743 = -447662.234362 nChanged 60 SP:Iteration 13Q (3444.997644 sec): 3 clusters Score: Raw -449347.975694 + Penalty 1653.634743 = -447694.340951 nChanged 60 SP:Iteration 14Q (3445.041260 sec): 3 clusters Score: Raw -449381.591900 + Penalty 1653.634743 = -447727.957157 nChanged 60 SP:Iteration 15Q (3445.092506 sec): 3 clusters Score: Raw -449412.852911 + Penalty 1653.634743 = -447759.218168 nChanged 55 SP:Iteration 16Q (3445.153714 sec): 3 clusters Score: Raw -449438.195994 + Penalty 1653.634743 = -447784.561251 nChanged 41 SP:Iteration 17Q (3445.197933 sec): 3 clusters Score: Raw -449454.883502 + Penalty 1653.634743 = -447801.248759 nChanged 40 SP:Iteration 18Q (3445.256238 sec): 3 clusters Score: Raw -449469.367582 + Penalty 1653.634743 = -447815.732839 nChanged 21 SP:Iteration 19Q (3445.301757 sec): 3 clusters Score: Raw -449476.405535 + Penalty 1653.634743 = -447822.770792 nChanged 20 SP:Iteration 20F (3445.360310 sec): 3 clusters Score: Raw -449482.466432 + Penalty 1653.634743 = -447828.831689 nChanged 11 SP:Iteration 21Q (3445.413329 sec): 3 clusters Score: Raw -449484.753573 + Penalty 1653.634743 = -447831.118830 nChanged 8 SP:Iteration 22Q (3445.465019 sec): 3 clusters Score: Raw -449486.090571 + Penalty 1653.634743 = -447832.455828 nChanged 10 SP:Iteration 23Q (3445.514234 sec): 3 clusters Score: Raw -449488.340620 + Penalty 1653.634743 = -447834.705877 nChanged 8 SP:Iteration 24Q (3445.569596 sec): 3 clusters Score: Raw -449489.837658 + Penalty 1653.634743 = -447836.202915 nChanged 10 SP:Iteration 25Q (3445.608335 sec): 3 clusters Score: Raw -449493.409211 + Penalty 1653.634743 = -447839.774468 nChanged 8 SP:Iteration 26Q (3445.663115 sec): 3 clusters Score: Raw -449495.735939 + Penalty 1653.634743 = -447842.101196 nChanged 3 SP:Iteration 27Q (3445.717489 sec): 3 clusters Score: Raw -449496.499354 + Penalty 1653.634743 = -447842.864611 nChanged 4 SP:Iteration 28Q (3445.773093 sec): 3 clusters Score: Raw -449497.446662 + Penalty 1653.634743 = -447843.811919 nChanged 5 SP:Iteration 29Q (3445.826246 sec): 3 clusters Score: Raw -449498.558312 + Penalty 1653.634743 = -447844.923569 nChanged 8 SP:Iteration 30Q (3445.875623 sec): 3 clusters Score: Raw -449501.509190 + Penalty 1653.634743 = -447847.874447 nChanged 9 SP:Iteration 31Q (3445.923016 sec): 3 clusters Score: Raw -449505.715718 + Penalty 1653.634743 = -447852.080975 nChanged 8 SP:Iteration 32Q (3445.962256 sec): 3 clusters Score: Raw -449508.238758 + Penalty 1653.634743 = -447854.604015 nChanged 6 SP:Iteration 33Q (3446.017813 sec): 3 clusters Score: Raw -449509.898724 + Penalty 1653.634743 = -447856.263981 nChanged 15 SP:Iteration 34Q (3446.063856 sec): 3 clusters Score: Raw -449514.666268 + Penalty 1653.634743 = -447861.031525 nChanged 19 SP:Iteration 35Q (3446.116769 sec): 3 clusters Score: Raw -449520.577327 + Penalty 1653.634743 = -447866.942584 nChanged 16 SP:Iteration 36Q (3446.168871 sec): 3 clusters Score: Raw -449525.095592 + Penalty 1653.634743 = -447871.460849 nChanged 7 SP:Iteration 37Q (3446.220708 sec): 3 clusters Score: Raw -449526.429707 + Penalty 1653.634743 = -447872.794964 nChanged 1 SP:Iteration 38Q (3446.269943 sec): 3 clusters Score: Raw -449526.532712 + Penalty 1653.634743 = -447872.897969 nChanged 0 SP:Iteration 39F (3446.320347 sec): 3 clusters Score: Raw -449526.532712 + Penalty 1653.634743 = -447872.897969 nChanged 0 Trying to split cluster 4 (4394 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3446.348479 sec): 2 clusters Score: Raw -310781.716544 + Penalty 796.859549 = -309984.856995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3446.389693 sec): 3 clusters Score: Raw -308367.577104 + Penalty 1593.719098 = -306773.858006 nChanged 1845 SP:Iteration 1F (3446.445622 sec): 3 clusters Score: Raw -309383.302251 + Penalty 1593.719098 = -307789.583153 nChanged 309 SP:Iteration 2F (3446.499424 sec): 3 clusters Score: Raw -309556.831233 + Penalty 1593.719098 = -307963.112135 nChanged 259 SP:Iteration 3F (3446.546872 sec): 3 clusters Score: Raw -309691.512080 + Penalty 1593.719098 = -308097.792982 nChanged 217 SP:Iteration 4Q (3446.596958 sec): 3 clusters Score: Raw -309795.315222 + Penalty 1593.719098 = -308201.596124 nChanged 185 SP:Iteration 5Q (3446.650294 sec): 3 clusters Score: Raw -309870.258018 + Penalty 1593.719098 = -308276.538920 nChanged 138 SP:Iteration 6Q (3446.700736 sec): 3 clusters Score: Raw -309929.923120 + Penalty 1593.719098 = -308336.204022 nChanged 145 SP:Iteration 7Q (3446.754033 sec): 3 clusters Score: Raw -309993.219524 + Penalty 1593.719098 = -308399.500426 nChanged 136 SP:Iteration 8Q (3446.808423 sec): 3 clusters Score: Raw -310053.517612 + Penalty 1593.719098 = -308459.798514 nChanged 133 SP:Iteration 9Q (3446.851388 sec): 3 clusters Score: Raw -310110.936708 + Penalty 1593.719098 = -308517.217610 nChanged 122 SP:Iteration 10Q (3446.904644 sec): 3 clusters Score: Raw -310163.156764 + Penalty 1593.719098 = -308569.437666 nChanged 127 SP:Iteration 11Q (3446.957757 sec): 3 clusters Score: Raw -310220.061994 + Penalty 1593.719098 = -308626.342896 nChanged 110 SP:Iteration 12Q (3447.009713 sec): 3 clusters Score: Raw -310275.637863 + Penalty 1593.719098 = -308681.918765 nChanged 103 SP:Iteration 13Q (3447.071313 sec): 3 clusters Score: Raw -310324.124894 + Penalty 1593.719098 = -308730.405795 nChanged 104 SP:Iteration 14Q (3447.114190 sec): 3 clusters Score: Raw -310375.299786 + Penalty 1593.719098 = -308781.580688 nChanged 99 SP:Iteration 15Q (3447.166523 sec): 3 clusters Score: Raw -310430.838757 + Penalty 1593.719098 = -308837.119659 nChanged 92 SP:Iteration 16Q (3447.212716 sec): 3 clusters Score: Raw -310468.215392 + Penalty 1593.719098 = -308874.496294 nChanged 89 SP:Iteration 17Q (3447.259694 sec): 3 clusters Score: Raw -310508.811328 + Penalty 1593.719098 = -308915.092229 nChanged 80 SP:Iteration 18Q (3447.312830 sec): 3 clusters Score: Raw -310553.052534 + Penalty 1593.719098 = -308959.333436 nChanged 85 SP:Iteration 19Q (3447.365813 sec): 3 clusters Score: Raw -310605.532527 + Penalty 1593.719098 = -309011.813429 nChanged 87 SP:Iteration 20F (3447.418916 sec): 3 clusters Score: Raw -310677.832605 + Penalty 1593.719098 = -309084.113507 nChanged 96 SP:Iteration 21Q (3447.464374 sec): 3 clusters Score: Raw -310849.731675 + Penalty 1593.719098 = -309256.012577 nChanged 58 SP:Iteration 22Q (3447.511300 sec): 3 clusters Score: Raw -311120.857302 + Penalty 1593.719098 = -309527.138204 nChanged 79 SP:Iteration 23Q (3447.564089 sec): 3 clusters Score: Raw -311318.079796 + Penalty 1593.719098 = -309724.360698 nChanged 132 SP:Iteration 24Q (3447.607714 sec): 3 clusters Score: Raw -311485.979256 + Penalty 1593.719098 = -309892.260158 nChanged 155 SP:Iteration 25Q (3447.659548 sec): 3 clusters Score: Raw -311647.774411 + Penalty 1593.719098 = -310054.055313 nChanged 195 SP:Iteration 26Q (3447.701623 sec): 3 clusters Score: Raw -311838.720208 + Penalty 1593.719098 = -310245.001110 nChanged 217 SP:Iteration 27Q (3447.754611 sec): 3 clusters Score: Raw -312071.144416 + Penalty 1593.719098 = -310477.425318 nChanged 230 SP:Iteration 28F (3447.809062 sec): 3 clusters Score: Raw -312313.167145 + Penalty 1593.719098 = -310719.448047 nChanged 229 SP:Iteration 29F (3447.854460 sec): 3 clusters Score: Raw -312562.143109 + Penalty 1593.719098 = -310968.424011 nChanged 210 SP:Iteration 30Q (3447.908526 sec): 3 clusters Score: Raw -312809.212632 + Penalty 1593.719098 = -311215.493534 nChanged 159 SP:Iteration 31Q (3447.971004 sec): 3 clusters Score: Raw -312983.893684 + Penalty 1593.719098 = -311390.174586 nChanged 104 SP:Iteration 32Q (3448.012744 sec): 3 clusters Score: Raw -313107.814221 + Penalty 1593.719098 = -311514.095123 nChanged 72 SP:Iteration 33Q (3448.064482 sec): 3 clusters Score: Raw -313189.227973 + Penalty 1593.719098 = -311595.508875 nChanged 40 SP:Iteration 34Q (3448.105877 sec): 3 clusters Score: Raw -313228.694166 + Penalty 1593.719098 = -311634.975068 nChanged 32 SP:Iteration 35Q (3448.158153 sec): 3 clusters Score: Raw -313257.714801 + Penalty 1593.719098 = -311663.995703 nChanged 14 SP:Iteration 36Q (3448.210578 sec): 3 clusters Score: Raw -313265.589337 + Penalty 1593.719098 = -311671.870239 nChanged 4 SP:Iteration 37Q (3448.262867 sec): 3 clusters Score: Raw -313270.218582 + Penalty 1593.719098 = -311676.499484 nChanged 4 SP:Iteration 38Q (3448.314845 sec): 3 clusters Score: Raw -313271.917214 + Penalty 1593.719098 = -311678.198116 nChanged 1 SP:Iteration 39Q (3448.356483 sec): 3 clusters Score: Raw -313272.144003 + Penalty 1593.719098 = -311678.424904 nChanged 0 SP:Iteration 40F (3448.409289 sec): 3 clusters Score: Raw -313285.405908 + Penalty 1593.719098 = -311691.686810 nChanged 7 SP:Iteration 41Q (3448.460170 sec): 3 clusters Score: Raw -313291.934055 + Penalty 1593.719098 = -311698.214957 nChanged 5 SP:Iteration 42Q (3448.512041 sec): 3 clusters Score: Raw -313295.922474 + Penalty 1593.719098 = -311702.203376 nChanged 3 SP:Iteration 43Q (3448.564191 sec): 3 clusters Score: Raw -313296.767319 + Penalty 1593.719098 = -311703.048221 nChanged 1 SP:Iteration 44Q (3448.607728 sec): 3 clusters Score: Raw -313297.091410 + Penalty 1593.719098 = -311703.372312 nChanged 0 SP:Iteration 45F (3448.665247 sec): 3 clusters Score: Raw -313297.091410 + Penalty 1593.719098 = -311703.372312 nChanged 0 Score: Raw -25396111.018590 + Penalty 29149.392721 = -25366961.625869 Splitting cluster 4 changes total score from -25365639.940472 to -25366961.625869 So it's getting split into cluster 24. Trying to split cluster 5 (33545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3452.981383 sec): 2 clusters Score: Raw -2440910.560319 + Penalty 989.961094 = -2439920.599225 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3453.061014 sec): 3 clusters Score: Raw -2419567.187233 + Penalty 1979.922189 = -2417587.265044 nChanged 15808 SP:Iteration 1F (3453.154513 sec): 3 clusters Score: Raw -2428415.729199 + Penalty 1979.922189 = -2426435.807010 nChanged 1341 SP:Iteration 2Q (3453.246330 sec): 3 clusters Score: Raw -2428750.214229 + Penalty 1979.922189 = -2426770.292040 nChanged 1293 SP:Iteration 3Q (3453.337778 sec): 3 clusters Score: Raw -2429134.390680 + Penalty 1979.922189 = -2427154.468491 nChanged 1397 SP:Iteration 4Q (3453.430409 sec): 3 clusters Score: Raw -2429671.778398 + Penalty 1979.922189 = -2427691.856209 nChanged 1719 SP:Iteration 5F (3453.509849 sec): 3 clusters Score: Raw -2430485.117003 + Penalty 1979.922189 = -2428505.194814 nChanged 2179 SP:Iteration 6F (3453.601986 sec): 3 clusters Score: Raw -2431851.164687 + Penalty 1979.922189 = -2429871.242498 nChanged 2687 SP:Iteration 7F (3453.675631 sec): 3 clusters Score: Raw -2433989.070045 + Penalty 1979.922189 = -2432009.147856 nChanged 2844 SP:Iteration 8F (3453.771641 sec): 3 clusters Score: Raw -2436710.517736 + Penalty 1979.922189 = -2434730.595547 nChanged 2266 SP:Iteration 9F (3453.863134 sec): 3 clusters Score: Raw -2439004.365511 + Penalty 1979.922189 = -2437024.443322 nChanged 1245 SP:Iteration 10Q (3453.936007 sec): 3 clusters Score: Raw -2440203.451976 + Penalty 1979.922189 = -2438223.529787 nChanged 527 SP:Iteration 11Q (3454.024021 sec): 3 clusters Score: Raw -2440653.324624 + Penalty 1979.922189 = -2438673.402435 nChanged 211 SP:Iteration 12Q (3454.107173 sec): 3 clusters Score: Raw -2440841.488820 + Penalty 1979.922189 = -2438861.566631 nChanged 96 SP:Iteration 13Q (3454.190357 sec): 3 clusters Score: Raw -2440943.955085 + Penalty 1979.922189 = -2438964.032896 nChanged 32 SP:Iteration 14Q (3454.272659 sec): 3 clusters Score: Raw -2440985.522699 + Penalty 1979.922189 = -2439005.600510 nChanged 14 SP:Iteration 15Q (3454.350689 sec): 3 clusters Score: Raw -2441001.471291 + Penalty 1979.922189 = -2439021.549102 nChanged 8 SP:Iteration 16Q (3454.439418 sec): 3 clusters Score: Raw -2441013.320616 + Penalty 1979.922189 = -2439033.398427 nChanged 5 SP:Iteration 17Q (3454.518890 sec): 3 clusters Score: Raw -2441018.280984 + Penalty 1979.922189 = -2439038.358795 nChanged 3 SP:Iteration 18Q (3454.597248 sec): 3 clusters Score: Raw -2441021.680355 + Penalty 1979.922189 = -2439041.758166 nChanged 2 SP:Iteration 19Q (3454.676660 sec): 3 clusters Score: Raw -2441023.418582 + Penalty 1979.922189 = -2439043.496393 nChanged 0 SP:Iteration 20F (3454.761338 sec): 3 clusters Score: Raw -2441023.418582 + Penalty 1979.922189 = -2439043.496393 nChanged 0 Trying to split cluster 6 (263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3454.796022 sec): 2 clusters Score: Raw -14883.587859 + Penalty 529.354633 = -14354.233226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3454.844405 sec): 3 clusters Score: Raw -14889.030767 + Penalty 1058.709266 = -13830.321501 nChanged 75 SP:Iteration 1F (3454.889848 sec): 3 clusters Score: Raw -15034.271430 + Penalty 1058.709266 = -13975.562164 nChanged 18 SP:Iteration 2F (3454.925299 sec): 3 clusters Score: Raw -15082.094630 + Penalty 1058.709266 = -14023.385364 nChanged 17 SP:Iteration 3F (3454.973876 sec): 3 clusters Score: Raw -15123.817549 + Penalty 1058.709266 = -14065.108283 nChanged 10 SP:Iteration 4Q (3455.013430 sec): 3 clusters Score: Raw -15150.625862 + Penalty 1058.709266 = -14091.916596 nChanged 7 SP:Iteration 5Q (3455.067933 sec): 3 clusters Score: Raw -15201.639149 + Penalty 1058.709266 = -14142.929883 nChanged 8 SP:Iteration 6Q (3455.108201 sec): 3 clusters Score: Raw -15226.077697 + Penalty 1058.709266 = -14167.368431 nChanged 6 SP:Iteration 7Q (3455.138491 sec): 3 clusters Score: Raw -15241.109822 + Penalty 1058.709266 = -14182.400556 nChanged 5 SP:Iteration 8Q (3455.174456 sec): 3 clusters Score: Raw -15260.464479 + Penalty 1058.709266 = -14201.755213 nChanged 2 SP:Iteration 9Q (3455.209739 sec): 3 clusters Score: Raw -15267.821525 + Penalty 1058.709266 = -14209.112259 nChanged 1 SP:Iteration 10Q (3455.257834 sec): 3 clusters Score: Raw -15270.393462 + Penalty 1058.709266 = -14211.684196 nChanged 0 SP:Iteration 11F (3455.305886 sec): 3 clusters Score: Raw -15270.393462 + Penalty 1058.709266 = -14211.684196 nChanged 0 Trying to split cluster 7 (391 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3455.330446 sec): 2 clusters Score: Raw -21960.604018 + Penalty 567.027218 = -21393.576800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3455.368294 sec): 3 clusters Score: Raw -21911.650767 + Penalty 1134.054436 = -20777.596330 nChanged 119 SP:Iteration 1F (3455.416648 sec): 3 clusters Score: Raw -22105.420239 + Penalty 1134.054436 = -20971.365803 nChanged 33 SP:Iteration 2F (3455.454532 sec): 3 clusters Score: Raw -22158.458581 + Penalty 1134.054436 = -21024.404144 nChanged 12 SP:Iteration 3Q (3455.492953 sec): 3 clusters Score: Raw -22190.272152 + Penalty 1134.054436 = -21056.217716 nChanged 17 SP:Iteration 4Q (3455.542069 sec): 3 clusters Score: Raw -22218.507006 + Penalty 1134.054436 = -21084.452570 nChanged 16 SP:Iteration 5Q (3455.590632 sec): 3 clusters Score: Raw -22244.179468 + Penalty 1134.054436 = -21110.125032 nChanged 7 SP:Iteration 6Q (3455.621809 sec): 3 clusters Score: Raw -22252.509482 + Penalty 1134.054436 = -21118.455045 nChanged 6 SP:Iteration 7Q (3455.670919 sec): 3 clusters Score: Raw -22260.538629 + Penalty 1134.054436 = -21126.484193 nChanged 8 SP:Iteration 8Q (3455.714650 sec): 3 clusters Score: Raw -22268.206568 + Penalty 1134.054436 = -21134.152132 nChanged 4 SP:Iteration 9Q (3455.764287 sec): 3 clusters Score: Raw -22270.770472 + Penalty 1134.054436 = -21136.716036 nChanged 1 SP:Iteration 10Q (3455.813370 sec): 3 clusters Score: Raw -22271.124921 + Penalty 1134.054436 = -21137.070484 nChanged 1 SP:Iteration 11Q (3455.856110 sec): 3 clusters Score: Raw -22271.742066 + Penalty 1134.054436 = -21137.687629 nChanged 1 SP:Iteration 12Q (3455.905300 sec): 3 clusters Score: Raw -22273.136826 + Penalty 1134.054436 = -21139.082390 nChanged 2 SP:Iteration 13Q (3455.947248 sec): 3 clusters Score: Raw -22274.410430 + Penalty 1134.054436 = -21140.355994 nChanged 1 SP:Iteration 14Q (3455.996193 sec): 3 clusters Score: Raw -22275.029999 + Penalty 1134.054436 = -21140.975562 nChanged 0 SP:Iteration 15F (3456.040195 sec): 3 clusters Score: Raw -22275.029999 + Penalty 1134.054436 = -21140.975562 nChanged 0 Trying to split cluster 8 (2301 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3456.066248 sec): 2 clusters Score: Raw -179852.991991 + Penalty 735.404414 = -179117.587577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3456.112970 sec): 3 clusters Score: Raw -178720.246109 + Penalty 1470.808827 = -177249.437282 nChanged 918 SP:Iteration 1F (3456.164469 sec): 3 clusters Score: Raw -179315.879340 + Penalty 1470.808827 = -177845.070513 nChanged 205 SP:Iteration 2F (3456.216527 sec): 3 clusters Score: Raw -179473.740347 + Penalty 1470.808827 = -178002.931520 nChanged 162 SP:Iteration 3F (3456.263510 sec): 3 clusters Score: Raw -179627.838003 + Penalty 1470.808827 = -178157.029176 nChanged 161 SP:Iteration 4F (3456.315165 sec): 3 clusters Score: Raw -179782.290915 + Penalty 1470.808827 = -178311.482088 nChanged 145 SP:Iteration 5F (3456.358592 sec): 3 clusters Score: Raw -179916.602812 + Penalty 1470.808827 = -178445.793985 nChanged 117 SP:Iteration 6F (3456.408695 sec): 3 clusters Score: Raw -180013.126008 + Penalty 1470.808827 = -178542.317181 nChanged 82 SP:Iteration 7Q (3456.454330 sec): 3 clusters Score: Raw -180064.135099 + Penalty 1470.808827 = -178593.326272 nChanged 54 SP:Iteration 8Q (3456.499756 sec): 3 clusters Score: Raw -180091.015062 + Penalty 1470.808827 = -178620.206234 nChanged 30 SP:Iteration 9Q (3456.550308 sec): 3 clusters Score: Raw -180106.060352 + Penalty 1470.808827 = -178635.251525 nChanged 27 SP:Iteration 10Q (3456.601053 sec): 3 clusters Score: Raw -180119.268943 + Penalty 1470.808827 = -178648.460116 nChanged 24 SP:Iteration 11Q (3456.651663 sec): 3 clusters Score: Raw -180127.121732 + Penalty 1470.808827 = -178656.312905 nChanged 14 SP:Iteration 12Q (3456.692369 sec): 3 clusters Score: Raw -180133.195526 + Penalty 1470.808827 = -178662.386699 nChanged 13 SP:Iteration 13Q (3456.742789 sec): 3 clusters Score: Raw -180137.582103 + Penalty 1470.808827 = -178666.773276 nChanged 11 SP:Iteration 14Q (3456.793604 sec): 3 clusters Score: Raw -180140.785484 + Penalty 1470.808827 = -178669.976657 nChanged 4 SP:Iteration 15Q (3456.834386 sec): 3 clusters Score: Raw -180142.767934 + Penalty 1470.808827 = -178671.959107 nChanged 1 SP:Iteration 16Q (3456.872321 sec): 3 clusters Score: Raw -180143.894194 + Penalty 1470.808827 = -178673.085367 nChanged 4 SP:Iteration 17Q (3456.918130 sec): 3 clusters Score: Raw -180145.778837 + Penalty 1470.808827 = -178674.970010 nChanged 5 SP:Iteration 18Q (3456.968698 sec): 3 clusters Score: Raw -180147.282135 + Penalty 1470.808827 = -178676.473308 nChanged 2 SP:Iteration 19Q (3457.012774 sec): 3 clusters Score: Raw -180148.341243 + Penalty 1470.808827 = -178677.532416 nChanged 2 SP:Iteration 20F (3457.063437 sec): 3 clusters Score: Raw -180149.079470 + Penalty 1470.808827 = -178678.270643 nChanged 3 SP:Iteration 21Q (3457.111134 sec): 3 clusters Score: Raw -180149.548510 + Penalty 1470.808827 = -178678.739683 nChanged 1 SP:Iteration 22Q (3457.161874 sec): 3 clusters Score: Raw -180149.963089 + Penalty 1470.808827 = -178679.154262 nChanged 5 SP:Iteration 23Q (3457.210848 sec): 3 clusters Score: Raw -180152.853386 + Penalty 1470.808827 = -178682.044559 nChanged 7 SP:Iteration 24Q (3457.262001 sec): 3 clusters Score: Raw -180157.450013 + Penalty 1470.808827 = -178686.641186 nChanged 11 SP:Iteration 25Q (3457.312824 sec): 3 clusters Score: Raw -180162.144580 + Penalty 1470.808827 = -178691.335752 nChanged 7 SP:Iteration 26Q (3457.354158 sec): 3 clusters Score: Raw -180165.406336 + Penalty 1470.808827 = -178694.597509 nChanged 3 SP:Iteration 27Q (3457.405564 sec): 3 clusters Score: Raw -180167.114003 + Penalty 1470.808827 = -178696.305176 nChanged 3 SP:Iteration 28Q (3457.456303 sec): 3 clusters Score: Raw -180169.202138 + Penalty 1470.808827 = -178698.393311 nChanged 6 SP:Iteration 29Q (3457.507083 sec): 3 clusters Score: Raw -180171.439695 + Penalty 1470.808827 = -178700.630867 nChanged 5 SP:Iteration 30Q (3457.558060 sec): 3 clusters Score: Raw -180173.324629 + Penalty 1470.808827 = -178702.515802 nChanged 7 SP:Iteration 31Q (3457.608908 sec): 3 clusters Score: Raw -180177.711031 + Penalty 1470.808827 = -178706.902204 nChanged 10 SP:Iteration 32Q (3457.652839 sec): 3 clusters Score: Raw -180181.541682 + Penalty 1470.808827 = -178710.732855 nChanged 10 SP:Iteration 33Q (3457.691184 sec): 3 clusters Score: Raw -180187.807911 + Penalty 1470.808827 = -178716.999084 nChanged 13 SP:Iteration 34Q (3457.741992 sec): 3 clusters Score: Raw -180193.781808 + Penalty 1470.808827 = -178722.972981 nChanged 16 SP:Iteration 35Q (3457.792647 sec): 3 clusters Score: Raw -180199.097393 + Penalty 1470.808827 = -178728.288566 nChanged 12 SP:Iteration 36Q (3457.832791 sec): 3 clusters Score: Raw -180202.891122 + Penalty 1470.808827 = -178732.082295 nChanged 8 SP:Iteration 37Q (3457.895279 sec): 3 clusters Score: Raw -180206.251461 + Penalty 1470.808827 = -178735.442634 nChanged 10 SP:Iteration 38Q (3457.935200 sec): 3 clusters Score: Raw -180209.493283 + Penalty 1470.808827 = -178738.684456 nChanged 6 SP:Iteration 39Q (3457.981935 sec): 3 clusters Score: Raw -180211.345522 + Penalty 1470.808827 = -178740.536695 nChanged 7 SP:Iteration 40F (3458.033088 sec): 3 clusters Score: Raw -180213.740382 + Penalty 1470.808827 = -178742.931555 nChanged 4 SP:Iteration 41Q (3458.084951 sec): 3 clusters Score: Raw -180214.629033 + Penalty 1470.808827 = -178743.820206 nChanged 0 SP:Iteration 42F (3458.136617 sec): 3 clusters Score: Raw -180214.629033 + Penalty 1470.808827 = -178743.820206 nChanged 0 Trying to split cluster 9 (64046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3458.225226 sec): 2 clusters Score: Raw -4829646.906615 + Penalty 1051.398901 = -4828595.507714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3458.342045 sec): 3 clusters Score: Raw -4787754.342036 + Penalty 2102.797802 = -4785651.544234 nChanged 30724 SP:Iteration 1F (3458.452586 sec): 3 clusters Score: Raw -4805705.387866 + Penalty 2102.797802 = -4803602.590063 nChanged 2294 SP:Iteration 2Q (3458.547819 sec): 3 clusters Score: Raw -4806315.745857 + Penalty 2102.797802 = -4804212.948055 nChanged 2230 SP:Iteration 3Q (3458.684889 sec): 3 clusters Score: Raw -4806979.065862 + Penalty 2102.797802 = -4804876.268060 nChanged 2411 SP:Iteration 4Q (3458.816091 sec): 3 clusters Score: Raw -4807861.496884 + Penalty 2102.797802 = -4805758.699081 nChanged 2702 SP:Iteration 5Q (3458.955959 sec): 3 clusters Score: Raw -4809108.857735 + Penalty 2102.797802 = -4807006.059933 nChanged 3191 SP:Iteration 6Q (3459.092022 sec): 3 clusters Score: Raw -4810918.024741 + Penalty 2102.797802 = -4808815.226938 nChanged 3729 SP:Iteration 7F (3459.184629 sec): 3 clusters Score: Raw -4813530.541803 + Penalty 2102.797802 = -4811427.744001 nChanged 4201 SP:Iteration 8F (3459.306607 sec): 3 clusters Score: Raw -4816873.521203 + Penalty 2102.797802 = -4814770.723401 nChanged 3981 SP:Iteration 9F (3459.443005 sec): 3 clusters Score: Raw -4820241.191369 + Penalty 2102.797802 = -4818138.393567 nChanged 3391 SP:Iteration 10F (3459.564741 sec): 3 clusters Score: Raw -4823046.568559 + Penalty 2102.797802 = -4820943.770756 nChanged 2555 SP:Iteration 11Q (3459.693266 sec): 3 clusters Score: Raw -4825023.867935 + Penalty 2102.797802 = -4822921.070132 nChanged 1871 SP:Iteration 12Q (3459.821698 sec): 3 clusters Score: Raw -4826377.862633 + Penalty 2102.797802 = -4824275.064831 nChanged 1407 SP:Iteration 13Q (3459.952959 sec): 3 clusters Score: Raw -4827362.597392 + Penalty 2102.797802 = -4825259.799589 nChanged 1020 SP:Iteration 14Q (3460.066892 sec): 3 clusters Score: Raw -4828037.956295 + Penalty 2102.797802 = -4825935.158492 nChanged 755 SP:Iteration 15Q (3460.190819 sec): 3 clusters Score: Raw -4828495.181374 + Penalty 2102.797802 = -4826392.383571 nChanged 597 SP:Iteration 16Q (3460.314335 sec): 3 clusters Score: Raw -4828858.186757 + Penalty 2102.797802 = -4826755.388955 nChanged 453 SP:Iteration 17Q (3460.428510 sec): 3 clusters Score: Raw -4829108.549690 + Penalty 2102.797802 = -4827005.751888 nChanged 327 SP:Iteration 18Q (3460.540060 sec): 3 clusters Score: Raw -4829281.091481 + Penalty 2102.797802 = -4827178.293679 nChanged 279 SP:Iteration 19Q (3460.643635 sec): 3 clusters Score: Raw -4829428.274821 + Penalty 2102.797802 = -4827325.477019 nChanged 220 SP:Iteration 20F (3460.765782 sec): 3 clusters Score: Raw -4829531.863354 + Penalty 2102.797802 = -4827429.065551 nChanged 178 SP:Iteration 21Q (3460.880505 sec): 3 clusters Score: Raw -4829611.903510 + Penalty 2102.797802 = -4827509.105708 nChanged 144 SP:Iteration 22Q (3460.986919 sec): 3 clusters Score: Raw -4829674.994329 + Penalty 2102.797802 = -4827572.196527 nChanged 115 SP:Iteration 23Q (3461.096294 sec): 3 clusters Score: Raw -4829729.709860 + Penalty 2102.797802 = -4827626.912058 nChanged 92 SP:Iteration 24Q (3461.209781 sec): 3 clusters Score: Raw -4829769.523931 + Penalty 2102.797802 = -4827666.726129 nChanged 76 SP:Iteration 25Q (3461.332275 sec): 3 clusters Score: Raw -4829802.830035 + Penalty 2102.797802 = -4827700.032233 nChanged 60 SP:Iteration 26Q (3461.440591 sec): 3 clusters Score: Raw -4829835.220390 + Penalty 2102.797802 = -4827732.422588 nChanged 55 SP:Iteration 27Q (3461.546353 sec): 3 clusters Score: Raw -4829860.035677 + Penalty 2102.797802 = -4827757.237875 nChanged 38 SP:Iteration 28Q (3461.649387 sec): 3 clusters Score: Raw -4829875.350677 + Penalty 2102.797802 = -4827772.552874 nChanged 25 SP:Iteration 29Q (3461.738319 sec): 3 clusters Score: Raw -4829885.891331 + Penalty 2102.797802 = -4827783.093529 nChanged 25 SP:Iteration 30Q (3461.849479 sec): 3 clusters Score: Raw -4829897.850864 + Penalty 2102.797802 = -4827795.053062 nChanged 28 SP:Iteration 31Q (3461.967307 sec): 3 clusters Score: Raw -4829910.414555 + Penalty 2102.797802 = -4827807.616753 nChanged 17 SP:Iteration 32Q (3462.082703 sec): 3 clusters Score: Raw -4829916.779732 + Penalty 2102.797802 = -4827813.981930 nChanged 16 SP:Iteration 33Q (3462.194272 sec): 3 clusters Score: Raw -4829923.732438 + Penalty 2102.797802 = -4827820.934636 nChanged 12 SP:Iteration 34Q (3462.312655 sec): 3 clusters Score: Raw -4829928.640759 + Penalty 2102.797802 = -4827825.842956 nChanged 15 SP:Iteration 35Q (3462.427697 sec): 3 clusters Score: Raw -4829935.289853 + Penalty 2102.797802 = -4827832.492051 nChanged 15 SP:Iteration 36Q (3462.531517 sec): 3 clusters Score: Raw -4829942.066318 + Penalty 2102.797802 = -4827839.268516 nChanged 11 SP:Iteration 37Q (3462.640582 sec): 3 clusters Score: Raw -4829945.964924 + Penalty 2102.797802 = -4827843.167122 nChanged 8 SP:Iteration 38Q (3462.748827 sec): 3 clusters Score: Raw -4829948.858918 + Penalty 2102.797802 = -4827846.061116 nChanged 8 SP:Iteration 39Q (3462.856529 sec): 3 clusters Score: Raw -4829953.018546 + Penalty 2102.797802 = -4827850.220743 nChanged 6 SP:Iteration 40F (3462.977601 sec): 3 clusters Score: Raw -4829956.027035 + Penalty 2102.797802 = -4827853.229233 nChanged 5 SP:Iteration 41Q (3463.095607 sec): 3 clusters Score: Raw -4829957.266575 + Penalty 2102.797802 = -4827854.468772 nChanged 1 SP:Iteration 42Q (3463.204174 sec): 3 clusters Score: Raw -4829957.486760 + Penalty 2102.797802 = -4827854.688958 nChanged 0 SP:Iteration 43F (3463.317985 sec): 3 clusters Score: Raw -4829957.486760 + Penalty 2102.797802 = -4827854.688958 nChanged 0 Trying to split cluster 10 (4302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3463.350889 sec): 2 clusters Score: Raw -281532.068407 + Penalty 794.849354 = -280737.219053 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3463.394183 sec): 3 clusters Score: Raw -279177.684237 + Penalty 1589.698709 = -277587.985528 nChanged 1770 SP:Iteration 1F (3463.446820 sec): 3 clusters Score: Raw -280163.883447 + Penalty 1589.698709 = -278574.184738 nChanged 350 SP:Iteration 2F (3463.499271 sec): 3 clusters Score: Raw -280386.231552 + Penalty 1589.698709 = -278796.532843 nChanged 327 SP:Iteration 3F (3463.552051 sec): 3 clusters Score: Raw -280662.781860 + Penalty 1589.698709 = -279073.083151 nChanged 354 SP:Iteration 4F (3463.596840 sec): 3 clusters Score: Raw -280984.240815 + Penalty 1589.698709 = -279394.542106 nChanged 304 SP:Iteration 5F (3463.649075 sec): 3 clusters Score: Raw -281232.796949 + Penalty 1589.698709 = -279643.098240 nChanged 228 SP:Iteration 6F (3463.701371 sec): 3 clusters Score: Raw -281405.691286 + Penalty 1589.698709 = -279815.992577 nChanged 156 SP:Iteration 7Q (3463.753727 sec): 3 clusters Score: Raw -281519.270721 + Penalty 1589.698709 = -279929.572012 nChanged 122 SP:Iteration 8Q (3463.805913 sec): 3 clusters Score: Raw -281612.325989 + Penalty 1589.698709 = -280022.627280 nChanged 88 SP:Iteration 9Q (3463.848015 sec): 3 clusters Score: Raw -281689.615482 + Penalty 1589.698709 = -280099.916774 nChanged 73 SP:Iteration 10Q (3463.900657 sec): 3 clusters Score: Raw -281769.889154 + Penalty 1589.698709 = -280180.190445 nChanged 61 SP:Iteration 11Q (3463.952816 sec): 3 clusters Score: Raw -281827.029358 + Penalty 1589.698709 = -280237.330649 nChanged 43 SP:Iteration 12Q (3464.004838 sec): 3 clusters Score: Raw -281871.636838 + Penalty 1589.698709 = -280281.938129 nChanged 29 SP:Iteration 13Q (3464.055107 sec): 3 clusters Score: Raw -281908.870878 + Penalty 1589.698709 = -280319.172169 nChanged 24 SP:Iteration 14Q (3464.118044 sec): 3 clusters Score: Raw -281922.876534 + Penalty 1589.698709 = -280333.177825 nChanged 20 SP:Iteration 15Q (3464.152303 sec): 3 clusters Score: Raw -281933.633235 + Penalty 1589.698709 = -280343.934526 nChanged 12 SP:Iteration 16Q (3464.203550 sec): 3 clusters Score: Raw -281937.493181 + Penalty 1589.698709 = -280347.794472 nChanged 7 SP:Iteration 17Q (3464.255040 sec): 3 clusters Score: Raw -281939.354674 + Penalty 1589.698709 = -280349.655965 nChanged 1 SP:Iteration 18Q (3464.306531 sec): 3 clusters Score: Raw -281939.712827 + Penalty 1589.698709 = -280350.014118 nChanged 1 SP:Iteration 19Q (3464.358289 sec): 3 clusters Score: Raw -281939.971140 + Penalty 1589.698709 = -280350.272431 nChanged 0 SP:Iteration 20F (3464.410997 sec): 3 clusters Score: Raw -281939.971140 + Penalty 1589.698709 = -280350.272431 nChanged 0 Trying to split cluster 11 (16682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3464.462201 sec): 2 clusters Score: Raw -1239338.606123 + Penalty 923.598129 = -1238415.007993 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3464.525304 sec): 3 clusters Score: Raw -1229110.435437 + Penalty 1847.196259 = -1227263.239178 nChanged 7663 SP:Iteration 1F (3464.576476 sec): 3 clusters Score: Raw -1233379.845439 + Penalty 1847.196259 = -1231532.649180 nChanged 883 SP:Iteration 2F (3464.633475 sec): 3 clusters Score: Raw -1233739.026092 + Penalty 1847.196259 = -1231891.829834 nChanged 909 SP:Iteration 3F (3464.701653 sec): 3 clusters Score: Raw -1234207.559413 + Penalty 1847.196259 = -1232360.363154 nChanged 1022 SP:Iteration 4F (3464.769433 sec): 3 clusters Score: Raw -1234812.537677 + Penalty 1847.196259 = -1232965.341418 nChanged 1052 SP:Iteration 5F (3464.826716 sec): 3 clusters Score: Raw -1235608.762609 + Penalty 1847.196259 = -1233761.566350 nChanged 1110 SP:Iteration 6F (3464.895370 sec): 3 clusters Score: Raw -1236524.433935 + Penalty 1847.196259 = -1234677.237676 nChanged 971 SP:Iteration 7F (3464.962993 sec): 3 clusters Score: Raw -1237281.197242 + Penalty 1847.196259 = -1235434.000983 nChanged 767 SP:Iteration 8Q (3465.019667 sec): 3 clusters Score: Raw -1237787.723133 + Penalty 1847.196259 = -1235940.526874 nChanged 539 SP:Iteration 9Q (3465.082303 sec): 3 clusters Score: Raw -1238090.802262 + Penalty 1847.196259 = -1236243.606003 nChanged 404 SP:Iteration 10Q (3465.154105 sec): 3 clusters Score: Raw -1238274.996142 + Penalty 1847.196259 = -1236427.799883 nChanged 294 SP:Iteration 11Q (3465.218772 sec): 3 clusters Score: Raw -1238378.712267 + Penalty 1847.196259 = -1236531.516009 nChanged 225 SP:Iteration 12Q (3465.285664 sec): 3 clusters Score: Raw -1238446.663838 + Penalty 1847.196259 = -1236599.467579 nChanged 176 SP:Iteration 13Q (3465.355664 sec): 3 clusters Score: Raw -1238505.700086 + Penalty 1847.196259 = -1236658.503827 nChanged 171 SP:Iteration 14Q (3465.419737 sec): 3 clusters Score: Raw -1238561.289646 + Penalty 1847.196259 = -1236714.093387 nChanged 153 SP:Iteration 15Q (3465.483593 sec): 3 clusters Score: Raw -1238608.086985 + Penalty 1847.196259 = -1236760.890726 nChanged 169 SP:Iteration 16Q (3465.543736 sec): 3 clusters Score: Raw -1238664.595660 + Penalty 1847.196259 = -1236817.399401 nChanged 154 SP:Iteration 17Q (3465.620362 sec): 3 clusters Score: Raw -1238715.507571 + Penalty 1847.196259 = -1236868.311312 nChanged 160 SP:Iteration 18Q (3465.683508 sec): 3 clusters Score: Raw -1238765.955298 + Penalty 1847.196259 = -1236918.759039 nChanged 155 SP:Iteration 19Q (3465.749126 sec): 3 clusters Score: Raw -1238813.681838 + Penalty 1847.196259 = -1236966.485579 nChanged 124 SP:Iteration 20F (3465.817999 sec): 3 clusters Score: Raw -1238845.349628 + Penalty 1847.196259 = -1236998.153369 nChanged 116 SP:Iteration 21Q (3465.884140 sec): 3 clusters Score: Raw -1238873.418731 + Penalty 1847.196259 = -1237026.222472 nChanged 105 SP:Iteration 22Q (3465.942639 sec): 3 clusters Score: Raw -1238902.546662 + Penalty 1847.196259 = -1237055.350403 nChanged 113 SP:Iteration 23Q (3466.005329 sec): 3 clusters Score: Raw -1238934.928254 + Penalty 1847.196259 = -1237087.731995 nChanged 105 SP:Iteration 24Q (3466.078476 sec): 3 clusters Score: Raw -1238963.687767 + Penalty 1847.196259 = -1237116.491508 nChanged 96 SP:Iteration 25Q (3466.139206 sec): 3 clusters Score: Raw -1238989.532813 + Penalty 1847.196259 = -1237142.336554 nChanged 99 SP:Iteration 26Q (3466.205106 sec): 3 clusters Score: Raw -1239019.462878 + Penalty 1847.196259 = -1237172.266619 nChanged 102 SP:Iteration 27Q (3466.269559 sec): 3 clusters Score: Raw -1239050.394077 + Penalty 1847.196259 = -1237203.197819 nChanged 106 SP:Iteration 28Q (3466.337814 sec): 3 clusters Score: Raw -1239082.339661 + Penalty 1847.196259 = -1237235.143403 nChanged 93 SP:Iteration 29Q (3466.405935 sec): 3 clusters Score: Raw -1239111.693546 + Penalty 1847.196259 = -1237264.497287 nChanged 96 SP:Iteration 30Q (3466.473753 sec): 3 clusters Score: Raw -1239142.038559 + Penalty 1847.196259 = -1237294.842300 nChanged 90 SP:Iteration 31Q (3466.533654 sec): 3 clusters Score: Raw -1239167.764063 + Penalty 1847.196259 = -1237320.567804 nChanged 81 SP:Iteration 32Q (3466.599885 sec): 3 clusters Score: Raw -1239196.258582 + Penalty 1847.196259 = -1237349.062323 nChanged 84 SP:Iteration 33Q (3466.675679 sec): 3 clusters Score: Raw -1239225.574030 + Penalty 1847.196259 = -1237378.377771 nChanged 88 SP:Iteration 34Q (3466.741331 sec): 3 clusters Score: Raw -1239259.167986 + Penalty 1847.196259 = -1237411.971727 nChanged 97 SP:Iteration 35Q (3466.807367 sec): 3 clusters Score: Raw -1239293.094797 + Penalty 1847.196259 = -1237445.898539 nChanged 72 SP:Iteration 36Q (3466.872893 sec): 3 clusters Score: Raw -1239316.236800 + Penalty 1847.196259 = -1237469.040541 nChanged 71 SP:Iteration 37Q (3466.930513 sec): 3 clusters Score: Raw -1239336.210755 + Penalty 1847.196259 = -1237489.014496 nChanged 46 SP:Iteration 38Q (3466.986373 sec): 3 clusters Score: Raw -1239347.981881 + Penalty 1847.196259 = -1237500.785622 nChanged 52 SP:Iteration 39Q (3467.053977 sec): 3 clusters Score: Raw -1239364.733600 + Penalty 1847.196259 = -1237517.537341 nChanged 46 SP:Iteration 40F (3467.116897 sec): 3 clusters Score: Raw -1239380.704427 + Penalty 1847.196259 = -1237533.508169 nChanged 50 SP:Iteration 41Q (3467.170467 sec): 3 clusters Score: Raw -1239399.372513 + Penalty 1847.196259 = -1237552.176254 nChanged 50 SP:Iteration 42Q (3467.237528 sec): 3 clusters Score: Raw -1239417.027553 + Penalty 1847.196259 = -1237569.831294 nChanged 50 SP:Iteration 43Q (3467.304347 sec): 3 clusters Score: Raw -1239434.276886 + Penalty 1847.196259 = -1237587.080627 nChanged 55 SP:Iteration 44Q (3467.371313 sec): 3 clusters Score: Raw -1239450.056749 + Penalty 1847.196259 = -1237602.860490 nChanged 43 SP:Iteration 45Q (3467.443782 sec): 3 clusters Score: Raw -1239464.702927 + Penalty 1847.196259 = -1237617.506668 nChanged 45 SP:Iteration 46Q (3467.511122 sec): 3 clusters Score: Raw -1239478.451658 + Penalty 1847.196259 = -1237631.255399 nChanged 36 SP:Iteration 47Q (3467.577466 sec): 3 clusters Score: Raw -1239488.614348 + Penalty 1847.196259 = -1237641.418089 nChanged 28 SP:Iteration 48Q (3467.629090 sec): 3 clusters Score: Raw -1239495.386108 + Penalty 1847.196259 = -1237648.189849 nChanged 15 SP:Iteration 49Q (3467.703141 sec): 3 clusters Score: Raw -1239497.998210 + Penalty 1847.196259 = -1237650.801951 nChanged 7 SP:Iteration 50Q (3467.762359 sec): 3 clusters Score: Raw -1239499.235290 + Penalty 1847.196259 = -1237652.039031 nChanged 9 SP:Iteration 51Q (3467.837320 sec): 3 clusters Score: Raw -1239500.629767 + Penalty 1847.196259 = -1237653.433508 nChanged 7 SP:Iteration 52Q (3467.893598 sec): 3 clusters Score: Raw -1239501.764534 + Penalty 1847.196259 = -1237654.568275 nChanged 8 SP:Iteration 53Q (3467.960496 sec): 3 clusters Score: Raw -1239503.743358 + Penalty 1847.196259 = -1237656.547100 nChanged 6 SP:Iteration 54Q (3468.027053 sec): 3 clusters Score: Raw -1239505.261563 + Penalty 1847.196259 = -1237658.065304 nChanged 12 SP:Iteration 55Q (3468.091225 sec): 3 clusters Score: Raw -1239507.729247 + Penalty 1847.196259 = -1237660.532988 nChanged 8 SP:Iteration 56Q (3468.154073 sec): 3 clusters Score: Raw -1239509.319473 + Penalty 1847.196259 = -1237662.123214 nChanged 9 SP:Iteration 57Q (3468.218713 sec): 3 clusters Score: Raw -1239510.835276 + Penalty 1847.196259 = -1237663.639018 nChanged 10 SP:Iteration 58Q (3468.275834 sec): 3 clusters Score: Raw -1239512.728157 + Penalty 1847.196259 = -1237665.531898 nChanged 9 SP:Iteration 59Q (3468.349251 sec): 3 clusters Score: Raw -1239514.644222 + Penalty 1847.196259 = -1237667.447964 nChanged 11 SP:Iteration 60F (3468.415629 sec): 3 clusters Score: Raw -1239516.210300 + Penalty 1847.196259 = -1237669.014041 nChanged 5 SP:Iteration 61Q (3468.480609 sec): 3 clusters Score: Raw -1239516.701727 + Penalty 1847.196259 = -1237669.505468 nChanged 2 SP:Iteration 62Q (3468.528094 sec): 3 clusters Score: Raw -1239517.079659 + Penalty 1847.196259 = -1237669.883400 nChanged 5 SP:Iteration 63Q (3468.604362 sec): 3 clusters Score: Raw -1239517.831277 + Penalty 1847.196259 = -1237670.635018 nChanged 5 SP:Iteration 64Q (3468.658609 sec): 3 clusters Score: Raw -1239519.002984 + Penalty 1847.196259 = -1237671.806725 nChanged 3 SP:Iteration 65Q (3468.722292 sec): 3 clusters Score: Raw -1239519.630020 + Penalty 1847.196259 = -1237672.433761 nChanged 4 SP:Iteration 66Q (3468.786570 sec): 3 clusters Score: Raw -1239520.871665 + Penalty 1847.196259 = -1237673.675406 nChanged 5 SP:Iteration 67Q (3468.851558 sec): 3 clusters Score: Raw -1239522.265927 + Penalty 1847.196259 = -1237675.069668 nChanged 10 SP:Iteration 68Q (3468.915189 sec): 3 clusters Score: Raw -1239524.680665 + Penalty 1847.196259 = -1237677.484406 nChanged 5 SP:Iteration 69Q (3468.982278 sec): 3 clusters Score: Raw -1239525.289497 + Penalty 1847.196259 = -1237678.093238 nChanged 4 SP:Iteration 70Q (3469.049422 sec): 3 clusters Score: Raw -1239525.868490 + Penalty 1847.196259 = -1237678.672231 nChanged 2 SP:Iteration 71Q (3469.095030 sec): 3 clusters Score: Raw -1239526.212791 + Penalty 1847.196259 = -1237679.016532 nChanged 2 SP:Iteration 72Q (3469.159735 sec): 3 clusters Score: Raw -1239527.199423 + Penalty 1847.196259 = -1237680.003164 nChanged 4 SP:Iteration 73Q (3469.227083 sec): 3 clusters Score: Raw -1239528.263922 + Penalty 1847.196259 = -1237681.067663 nChanged 3 SP:Iteration 74Q (3469.295315 sec): 3 clusters Score: Raw -1239528.627566 + Penalty 1847.196259 = -1237681.431307 nChanged 3 SP:Iteration 75Q (3469.351104 sec): 3 clusters Score: Raw -1239528.890732 + Penalty 1847.196259 = -1237681.694473 nChanged 1 SP:Iteration 76Q (3469.417293 sec): 3 clusters Score: Raw -1239529.083504 + Penalty 1847.196259 = -1237681.887245 nChanged 0 SP:Iteration 77F (3469.487010 sec): 3 clusters Score: Raw -1239529.083504 + Penalty 1847.196259 = -1237681.887245 nChanged 0 Trying to split cluster 12 (49791 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3469.549756 sec): 2 clusters Score: Raw -3462473.601507 + Penalty 1027.481005 = -3461446.120502 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3469.660129 sec): 3 clusters Score: Raw -3430345.167032 + Penalty 2054.962010 = -3428290.205022 nChanged 23578 SP:Iteration 1F (3469.766537 sec): 3 clusters Score: Raw -3444169.906007 + Penalty 2054.962010 = -3442114.943998 nChanged 2281 SP:Iteration 2Q (3469.872986 sec): 3 clusters Score: Raw -3445056.342183 + Penalty 2054.962010 = -3443001.380173 nChanged 2577 SP:Iteration 3F (3469.981450 sec): 3 clusters Score: Raw -3446321.377028 + Penalty 2054.962010 = -3444266.415019 nChanged 2992 SP:Iteration 4F (3470.091940 sec): 3 clusters Score: Raw -3448041.113004 + Penalty 2054.962010 = -3445986.150995 nChanged 3134 SP:Iteration 5F (3470.197007 sec): 3 clusters Score: Raw -3450017.590041 + Penalty 2054.962010 = -3447962.628032 nChanged 3262 SP:Iteration 6F (3470.301520 sec): 3 clusters Score: Raw -3452269.028226 + Penalty 2054.962010 = -3450214.066216 nChanged 3183 SP:Iteration 7F (3470.394753 sec): 3 clusters Score: Raw -3454472.976824 + Penalty 2054.962010 = -3452418.014814 nChanged 2679 SP:Iteration 8F (3470.497500 sec): 3 clusters Score: Raw -3456012.737581 + Penalty 2054.962010 = -3453957.775571 nChanged 1998 SP:Iteration 9Q (3470.602244 sec): 3 clusters Score: Raw -3456866.986353 + Penalty 2054.962010 = -3454812.024344 nChanged 1389 SP:Iteration 10Q (3470.704383 sec): 3 clusters Score: Raw -3457321.288985 + Penalty 2054.962010 = -3455266.326976 nChanged 937 SP:Iteration 11Q (3470.812497 sec): 3 clusters Score: Raw -3457576.282449 + Penalty 2054.962010 = -3455521.320439 nChanged 727 SP:Iteration 12Q (3470.920723 sec): 3 clusters Score: Raw -3457768.963735 + Penalty 2054.962010 = -3455714.001726 nChanged 633 SP:Iteration 13Q (3471.028326 sec): 3 clusters Score: Raw -3457932.169117 + Penalty 2054.962010 = -3455877.207107 nChanged 572 SP:Iteration 14Q (3471.135315 sec): 3 clusters Score: Raw -3458090.178441 + Penalty 2054.962010 = -3456035.216431 nChanged 610 SP:Iteration 15Q (3471.242251 sec): 3 clusters Score: Raw -3458250.636146 + Penalty 2054.962010 = -3456195.674137 nChanged 592 SP:Iteration 16Q (3471.350284 sec): 3 clusters Score: Raw -3458427.331423 + Penalty 2054.962010 = -3456372.369413 nChanged 609 SP:Iteration 17Q (3471.456160 sec): 3 clusters Score: Raw -3458634.957458 + Penalty 2054.962010 = -3456579.995448 nChanged 641 SP:Iteration 18Q (3471.566610 sec): 3 clusters Score: Raw -3458869.451893 + Penalty 2054.962010 = -3456814.489883 nChanged 640 SP:Iteration 19Q (3471.680256 sec): 3 clusters Score: Raw -3459114.972114 + Penalty 2054.962010 = -3457060.010105 nChanged 658 SP:Iteration 20F (3471.781948 sec): 3 clusters Score: Raw -3459376.730038 + Penalty 2054.962010 = -3457321.768028 nChanged 653 SP:Iteration 21Q (3471.904649 sec): 3 clusters Score: Raw -3459644.490825 + Penalty 2054.962010 = -3457589.528815 nChanged 664 SP:Iteration 22Q (3472.010668 sec): 3 clusters Score: Raw -3459905.937820 + Penalty 2054.962010 = -3457850.975811 nChanged 665 SP:Iteration 23Q (3472.119975 sec): 3 clusters Score: Raw -3460152.858036 + Penalty 2054.962010 = -3458097.896026 nChanged 642 SP:Iteration 24Q (3472.228678 sec): 3 clusters Score: Raw -3460389.913758 + Penalty 2054.962010 = -3458334.951749 nChanged 631 SP:Iteration 25Q (3472.332598 sec): 3 clusters Score: Raw -3460626.323271 + Penalty 2054.962010 = -3458571.361262 nChanged 625 SP:Iteration 26Q (3472.405605 sec): 3 clusters Score: Raw -3460839.364093 + Penalty 2054.962010 = -3458784.402083 nChanged 552 SP:Iteration 27Q (3472.515581 sec): 3 clusters Score: Raw -3461000.225023 + Penalty 2054.962010 = -3458945.263014 nChanged 492 SP:Iteration 28Q (3472.622495 sec): 3 clusters Score: Raw -3461138.079477 + Penalty 2054.962010 = -3459083.117467 nChanged 432 SP:Iteration 29Q (3472.733882 sec): 3 clusters Score: Raw -3461250.454035 + Penalty 2054.962010 = -3459195.492025 nChanged 401 SP:Iteration 30Q (3472.843603 sec): 3 clusters Score: Raw -3461343.227611 + Penalty 2054.962010 = -3459288.265601 nChanged 363 SP:Iteration 31Q (3472.955900 sec): 3 clusters Score: Raw -3461418.820936 + Penalty 2054.962010 = -3459363.858926 nChanged 335 SP:Iteration 32Q (3473.066119 sec): 3 clusters Score: Raw -3461482.419846 + Penalty 2054.962010 = -3459427.457836 nChanged 304 SP:Iteration 33Q (3473.172691 sec): 3 clusters Score: Raw -3461537.762729 + Penalty 2054.962010 = -3459482.800720 nChanged 282 SP:Iteration 34Q (3473.286486 sec): 3 clusters Score: Raw -3461584.986623 + Penalty 2054.962010 = -3459530.024613 nChanged 277 SP:Iteration 35Q (3473.371092 sec): 3 clusters Score: Raw -3461633.288917 + Penalty 2054.962010 = -3459578.326907 nChanged 276 SP:Iteration 36Q (3473.455218 sec): 3 clusters Score: Raw -3461684.936533 + Penalty 2054.962010 = -3459629.974524 nChanged 281 SP:Iteration 37Q (3473.526532 sec): 3 clusters Score: Raw -3461738.014308 + Penalty 2054.962010 = -3459683.052299 nChanged 278 SP:Iteration 38Q (3473.598322 sec): 3 clusters Score: Raw -3461786.340843 + Penalty 2054.962010 = -3459731.378833 nChanged 268 SP:Iteration 39Q (3473.698728 sec): 3 clusters Score: Raw -3461830.143894 + Penalty 2054.962010 = -3459775.181884 nChanged 255 SP:Iteration 40F (3473.811444 sec): 3 clusters Score: Raw -3461869.833625 + Penalty 2054.962010 = -3459814.871616 nChanged 206 SP:Iteration 41Q (3473.921941 sec): 3 clusters Score: Raw -3461900.910460 + Penalty 2054.962010 = -3459845.948450 nChanged 212 SP:Iteration 42Q (3474.030556 sec): 3 clusters Score: Raw -3461932.408308 + Penalty 2054.962010 = -3459877.446298 nChanged 220 SP:Iteration 43Q (3474.138901 sec): 3 clusters Score: Raw -3461966.985882 + Penalty 2054.962010 = -3459912.023873 nChanged 220 SP:Iteration 44Q (3474.247065 sec): 3 clusters Score: Raw -3462003.639536 + Penalty 2054.962010 = -3459948.677527 nChanged 214 SP:Iteration 45Q (3474.359206 sec): 3 clusters Score: Raw -3462039.032447 + Penalty 2054.962010 = -3459984.070437 nChanged 234 SP:Iteration 46Q (3474.466432 sec): 3 clusters Score: Raw -3462079.411672 + Penalty 2054.962010 = -3460024.449663 nChanged 216 SP:Iteration 47Q (3474.571547 sec): 3 clusters Score: Raw -3462119.072691 + Penalty 2054.962010 = -3460064.110681 nChanged 217 SP:Iteration 48Q (3474.673580 sec): 3 clusters Score: Raw -3462158.634172 + Penalty 2054.962010 = -3460103.672163 nChanged 205 SP:Iteration 49Q (3474.781011 sec): 3 clusters Score: Raw -3462197.625027 + Penalty 2054.962010 = -3460142.663018 nChanged 199 SP:Iteration 50Q (3474.881438 sec): 3 clusters Score: Raw -3462237.925262 + Penalty 2054.962010 = -3460182.963252 nChanged 192 SP:Iteration 51Q (3474.988502 sec): 3 clusters Score: Raw -3462278.577626 + Penalty 2054.962010 = -3460223.615616 nChanged 181 SP:Iteration 52Q (3475.100764 sec): 3 clusters Score: Raw -3462314.523163 + Penalty 2054.962010 = -3460259.561154 nChanged 170 SP:Iteration 53Q (3475.204378 sec): 3 clusters Score: Raw -3462351.715048 + Penalty 2054.962010 = -3460296.753038 nChanged 169 SP:Iteration 54Q (3475.312404 sec): 3 clusters Score: Raw -3462390.204237 + Penalty 2054.962010 = -3460335.242228 nChanged 163 SP:Iteration 55Q (3475.418566 sec): 3 clusters Score: Raw -3462422.431885 + Penalty 2054.962010 = -3460367.469876 nChanged 168 SP:Iteration 56Q (3475.525043 sec): 3 clusters Score: Raw -3462454.101675 + Penalty 2054.962010 = -3460399.139665 nChanged 139 SP:Iteration 57Q (3475.632495 sec): 3 clusters Score: Raw -3462478.227085 + Penalty 2054.962010 = -3460423.265075 nChanged 115 SP:Iteration 58Q (3475.751511 sec): 3 clusters Score: Raw -3462501.187423 + Penalty 2054.962010 = -3460446.225413 nChanged 122 SP:Iteration 59Q (3475.855893 sec): 3 clusters Score: Raw -3462531.776299 + Penalty 2054.962010 = -3460476.814289 nChanged 149 SP:Iteration 60F (3475.954738 sec): 3 clusters Score: Raw -3462572.284348 + Penalty 2054.962010 = -3460517.322339 nChanged 158 SP:Iteration 61Q (3476.044134 sec): 3 clusters Score: Raw -3462607.385944 + Penalty 2054.962010 = -3460552.423935 nChanged 149 SP:Iteration 62Q (3476.142354 sec): 3 clusters Score: Raw -3462641.209303 + Penalty 2054.962010 = -3460586.247294 nChanged 130 SP:Iteration 63Q (3476.244082 sec): 3 clusters Score: Raw -3462666.905663 + Penalty 2054.962010 = -3460611.943653 nChanged 119 SP:Iteration 64Q (3476.345598 sec): 3 clusters Score: Raw -3462690.065061 + Penalty 2054.962010 = -3460635.103052 nChanged 125 SP:Iteration 65Q (3476.446526 sec): 3 clusters Score: Raw -3462712.996152 + Penalty 2054.962010 = -3460658.034143 nChanged 102 SP:Iteration 66Q (3476.550332 sec): 3 clusters Score: Raw -3462729.305871 + Penalty 2054.962010 = -3460674.343861 nChanged 78 SP:Iteration 67Q (3476.650947 sec): 3 clusters Score: Raw -3462740.551690 + Penalty 2054.962010 = -3460685.589681 nChanged 79 SP:Iteration 68Q (3476.744116 sec): 3 clusters Score: Raw -3462753.379261 + Penalty 2054.962010 = -3460698.417251 nChanged 80 SP:Iteration 69Q (3476.841255 sec): 3 clusters Score: Raw -3462765.692638 + Penalty 2054.962010 = -3460710.730629 nChanged 75 SP:Iteration 70Q (3476.940725 sec): 3 clusters Score: Raw -3462778.261710 + Penalty 2054.962010 = -3460723.299700 nChanged 77 SP:Iteration 71Q (3477.039515 sec): 3 clusters Score: Raw -3462795.156785 + Penalty 2054.962010 = -3460740.194775 nChanged 95 SP:Iteration 72Q (3477.137793 sec): 3 clusters Score: Raw -3462817.683874 + Penalty 2054.962010 = -3460762.721864 nChanged 96 SP:Iteration 73Q (3477.237828 sec): 3 clusters Score: Raw -3462840.024805 + Penalty 2054.962010 = -3460785.062796 nChanged 84 SP:Iteration 74Q (3477.335656 sec): 3 clusters Score: Raw -3462857.742042 + Penalty 2054.962010 = -3460802.780033 nChanged 82 SP:Iteration 75Q (3477.434302 sec): 3 clusters Score: Raw -3462877.465989 + Penalty 2054.962010 = -3460822.503980 nChanged 87 SP:Iteration 76Q (3477.531587 sec): 3 clusters Score: Raw -3462898.838895 + Penalty 2054.962010 = -3460843.876886 nChanged 78 SP:Iteration 77Q (3477.618225 sec): 3 clusters Score: Raw -3462917.897593 + Penalty 2054.962010 = -3460862.935583 nChanged 74 SP:Iteration 78Q (3477.707824 sec): 3 clusters Score: Raw -3462935.160881 + Penalty 2054.962010 = -3460880.198872 nChanged 79 SP:Iteration 79Q (3477.807937 sec): 3 clusters Score: Raw -3462953.104783 + Penalty 2054.962010 = -3460898.142774 nChanged 76 SP:Iteration 80F (3477.910131 sec): 3 clusters Score: Raw -3462970.722603 + Penalty 2054.962010 = -3460915.760593 nChanged 62 SP:Iteration 81Q (3478.019151 sec): 3 clusters Score: Raw -3462981.985457 + Penalty 2054.962010 = -3460927.023448 nChanged 59 SP:Iteration 82Q (3478.123927 sec): 3 clusters Score: Raw -3462991.529470 + Penalty 2054.962010 = -3460936.567460 nChanged 52 SP:Iteration 83Q (3478.227545 sec): 3 clusters Score: Raw -3462998.787793 + Penalty 2054.962010 = -3460943.825784 nChanged 32 SP:Iteration 84Q (3478.330350 sec): 3 clusters Score: Raw -3463002.586265 + Penalty 2054.962010 = -3460947.624256 nChanged 29 SP:Iteration 85Q (3478.427599 sec): 3 clusters Score: Raw -3463005.881176 + Penalty 2054.962010 = -3460950.919166 nChanged 21 SP:Iteration 86Q (3478.538281 sec): 3 clusters Score: Raw -3463008.387954 + Penalty 2054.962010 = -3460953.425945 nChanged 25 SP:Iteration 87Q (3478.649190 sec): 3 clusters Score: Raw -3463011.122135 + Penalty 2054.962010 = -3460956.160125 nChanged 25 SP:Iteration 88Q (3478.742964 sec): 3 clusters Score: Raw -3463014.080833 + Penalty 2054.962010 = -3460959.118824 nChanged 25 SP:Iteration 89Q (3478.847400 sec): 3 clusters Score: Raw -3463017.235775 + Penalty 2054.962010 = -3460962.273765 nChanged 22 SP:Iteration 90Q (3478.956177 sec): 3 clusters Score: Raw -3463019.891626 + Penalty 2054.962010 = -3460964.929617 nChanged 19 SP:Iteration 91Q (3479.061185 sec): 3 clusters Score: Raw -3463022.348123 + Penalty 2054.962010 = -3460967.386113 nChanged 18 SP:Iteration 92Q (3479.164013 sec): 3 clusters Score: Raw -3463023.821428 + Penalty 2054.962010 = -3460968.859419 nChanged 14 SP:Iteration 93Q (3479.259302 sec): 3 clusters Score: Raw -3463024.810474 + Penalty 2054.962010 = -3460969.848464 nChanged 11 SP:Iteration 94Q (3479.358885 sec): 3 clusters Score: Raw -3463025.634375 + Penalty 2054.962010 = -3460970.672366 nChanged 8 SP:Iteration 95Q (3479.461467 sec): 3 clusters Score: Raw -3463025.950997 + Penalty 2054.962010 = -3460970.988987 nChanged 4 SP:Iteration 96Q (3479.551660 sec): 3 clusters Score: Raw -3463026.134653 + Penalty 2054.962010 = -3460971.172643 nChanged 4 SP:Iteration 97Q (3479.657125 sec): 3 clusters Score: Raw -3463026.315006 + Penalty 2054.962010 = -3460971.352996 nChanged 6 SP:Iteration 98Q (3479.760927 sec): 3 clusters Score: Raw -3463026.708249 + Penalty 2054.962010 = -3460971.746240 nChanged 9 SP:Iteration 99Q (3479.853749 sec): 3 clusters Score: Raw -3463027.248362 + Penalty 2054.962010 = -3460972.286352 nChanged 3 SP:Iteration 100F (3479.961333 sec): 3 clusters Score: Raw -3463027.448121 + Penalty 2054.962010 = -3460972.486112 nChanged 2 SP:Iteration 101Q (3480.060435 sec): 3 clusters Score: Raw -3463027.784522 + Penalty 2054.962010 = -3460972.822512 nChanged 3 SP:Iteration 102Q (3480.164669 sec): 3 clusters Score: Raw -3463028.044871 + Penalty 2054.962010 = -3460973.082862 nChanged 6 SP:Iteration 103Q (3480.253908 sec): 3 clusters Score: Raw -3463028.333266 + Penalty 2054.962010 = -3460973.371257 nChanged 4 SP:Iteration 104Q (3480.346206 sec): 3 clusters Score: Raw -3463028.657320 + Penalty 2054.962010 = -3460973.695310 nChanged 7 SP:Iteration 105Q (3480.441865 sec): 3 clusters Score: Raw -3463029.071312 + Penalty 2054.962010 = -3460974.109302 nChanged 1 SP:Iteration 106Q (3480.555921 sec): 3 clusters Score: Raw -3463029.196302 + Penalty 2054.962010 = -3460974.234292 nChanged 5 SP:Iteration 107Q (3480.661552 sec): 3 clusters Score: Raw -3463029.500783 + Penalty 2054.962010 = -3460974.538773 nChanged 3 SP:Iteration 108Q (3480.764075 sec): 3 clusters Score: Raw -3463029.712191 + Penalty 2054.962010 = -3460974.750181 nChanged 1 SP:Iteration 109Q (3480.830959 sec): 3 clusters Score: Raw -3463029.797193 + Penalty 2054.962010 = -3460974.835184 nChanged 2 SP:Iteration 110Q (3480.898216 sec): 3 clusters Score: Raw -3463030.018507 + Penalty 2054.962010 = -3460975.056498 nChanged 3 SP:Iteration 111Q (3480.965157 sec): 3 clusters Score: Raw -3463030.235972 + Penalty 2054.962010 = -3460975.273962 nChanged 2 SP:Iteration 112Q (3481.060937 sec): 3 clusters Score: Raw -3463030.352645 + Penalty 2054.962010 = -3460975.390635 nChanged 0 SP:Iteration 113F (3481.183250 sec): 3 clusters Score: Raw -3463030.352645 + Penalty 2054.962010 = -3460975.390635 nChanged 0 Trying to split cluster 13 (644 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3481.210541 sec): 2 clusters Score: Raw -44695.863340 + Penalty 614.431379 = -44081.431961 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3481.254863 sec): 3 clusters Score: Raw -44493.867126 + Penalty 1228.862758 = -43265.004368 nChanged 197 SP:Iteration 1F (3481.290032 sec): 3 clusters Score: Raw -44665.104780 + Penalty 1228.862758 = -43436.242022 nChanged 56 SP:Iteration 2F (3481.328790 sec): 3 clusters Score: Raw -44742.799525 + Penalty 1228.862758 = -43513.936767 nChanged 44 SP:Iteration 3F (3481.377915 sec): 3 clusters Score: Raw -44798.952023 + Penalty 1228.862758 = -43570.089265 nChanged 31 SP:Iteration 4Q (3481.416221 sec): 3 clusters Score: Raw -44833.707675 + Penalty 1228.862758 = -43604.844917 nChanged 27 SP:Iteration 5Q (3481.476135 sec): 3 clusters Score: Raw -44869.875655 + Penalty 1228.862758 = -43641.012897 nChanged 28 SP:Iteration 6Q (3481.524566 sec): 3 clusters Score: Raw -44917.042636 + Penalty 1228.862758 = -43688.179878 nChanged 16 SP:Iteration 7Q (3481.573270 sec): 3 clusters Score: Raw -44936.702734 + Penalty 1228.862758 = -43707.839976 nChanged 13 SP:Iteration 8Q (3481.617055 sec): 3 clusters Score: Raw -44950.012537 + Penalty 1228.862758 = -43721.149779 nChanged 4 SP:Iteration 9Q (3481.664141 sec): 3 clusters Score: Raw -44952.987866 + Penalty 1228.862758 = -43724.125108 nChanged 3 SP:Iteration 10Q (3481.698576 sec): 3 clusters Score: Raw -44957.491111 + Penalty 1228.862758 = -43728.628353 nChanged 2 SP:Iteration 11Q (3481.756162 sec): 3 clusters Score: Raw -44959.455863 + Penalty 1228.862758 = -43730.593105 nChanged 0 SP:Iteration 12F (3481.802034 sec): 3 clusters Score: Raw -44959.455863 + Penalty 1228.862758 = -43730.593105 nChanged 0 Trying to split cluster 14 (5823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3481.829139 sec): 2 clusters Score: Raw -414427.813515 + Penalty 823.609233 = -413604.204282 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3481.870287 sec): 3 clusters Score: Raw -411153.277275 + Penalty 1647.218466 = -409506.058809 nChanged 2483 SP:Iteration 1F (3481.928789 sec): 3 clusters Score: Raw -412581.241807 + Penalty 1647.218466 = -410934.023341 nChanged 386 SP:Iteration 2F (3481.975842 sec): 3 clusters Score: Raw -412754.606062 + Penalty 1647.218466 = -411107.387597 nChanged 307 SP:Iteration 3F (3482.025632 sec): 3 clusters Score: Raw -412891.634962 + Penalty 1647.218466 = -411244.416497 nChanged 261 SP:Iteration 4Q (3482.072391 sec): 3 clusters Score: Raw -413000.485069 + Penalty 1647.218466 = -411353.266603 nChanged 271 SP:Iteration 5Q (3482.120316 sec): 3 clusters Score: Raw -413141.986675 + Penalty 1647.218466 = -411494.768210 nChanged 293 SP:Iteration 6F (3482.167750 sec): 3 clusters Score: Raw -413310.639678 + Penalty 1647.218466 = -411663.421213 nChanged 298 SP:Iteration 7F (3482.221650 sec): 3 clusters Score: Raw -413537.030606 + Penalty 1647.218466 = -411889.812140 nChanged 341 SP:Iteration 8F (3482.277085 sec): 3 clusters Score: Raw -413870.599336 + Penalty 1647.218466 = -412223.380870 nChanged 314 SP:Iteration 9F (3482.332242 sec): 3 clusters Score: Raw -414156.828566 + Penalty 1647.218466 = -412509.610100 nChanged 239 SP:Iteration 10Q (3482.387657 sec): 3 clusters Score: Raw -414345.446455 + Penalty 1647.218466 = -412698.227990 nChanged 177 SP:Iteration 11Q (3482.443121 sec): 3 clusters Score: Raw -414449.620370 + Penalty 1647.218466 = -412802.401905 nChanged 144 SP:Iteration 12Q (3482.498517 sec): 3 clusters Score: Raw -414517.349588 + Penalty 1647.218466 = -412870.131123 nChanged 88 SP:Iteration 13Q (3482.555234 sec): 3 clusters Score: Raw -414552.620549 + Penalty 1647.218466 = -412905.402084 nChanged 75 SP:Iteration 14Q (3482.622350 sec): 3 clusters Score: Raw -414578.020678 + Penalty 1647.218466 = -412930.802212 nChanged 58 SP:Iteration 15Q (3482.678344 sec): 3 clusters Score: Raw -414597.805043 + Penalty 1647.218466 = -412950.586577 nChanged 47 SP:Iteration 16Q (3482.723537 sec): 3 clusters Score: Raw -414612.235958 + Penalty 1647.218466 = -412965.017493 nChanged 35 SP:Iteration 17Q (3482.783056 sec): 3 clusters Score: Raw -414621.522968 + Penalty 1647.218466 = -412974.304502 nChanged 27 SP:Iteration 18Q (3482.827219 sec): 3 clusters Score: Raw -414629.673857 + Penalty 1647.218466 = -412982.455391 nChanged 36 SP:Iteration 19Q (3482.881289 sec): 3 clusters Score: Raw -414639.644428 + Penalty 1647.218466 = -412992.425962 nChanged 38 SP:Iteration 20F (3482.935739 sec): 3 clusters Score: Raw -414653.768152 + Penalty 1647.218466 = -413006.549687 nChanged 33 SP:Iteration 21Q (3483.002302 sec): 3 clusters Score: Raw -414666.544724 + Penalty 1647.218466 = -413019.326258 nChanged 28 SP:Iteration 22Q (3483.050202 sec): 3 clusters Score: Raw -414675.464198 + Penalty 1647.218466 = -413028.245733 nChanged 25 SP:Iteration 23Q (3483.106901 sec): 3 clusters Score: Raw -414686.825084 + Penalty 1647.218466 = -413039.606619 nChanged 32 SP:Iteration 24Q (3483.163393 sec): 3 clusters Score: Raw -414702.984192 + Penalty 1647.218466 = -413055.765727 nChanged 37 SP:Iteration 25Q (3483.216686 sec): 3 clusters Score: Raw -414721.227953 + Penalty 1647.218466 = -413074.009487 nChanged 36 SP:Iteration 26Q (3483.270895 sec): 3 clusters Score: Raw -414738.738487 + Penalty 1647.218466 = -413091.520021 nChanged 28 SP:Iteration 27Q (3483.321926 sec): 3 clusters Score: Raw -414748.970451 + Penalty 1647.218466 = -413101.751985 nChanged 22 SP:Iteration 28Q (3483.376341 sec): 3 clusters Score: Raw -414759.790794 + Penalty 1647.218466 = -413112.572329 nChanged 29 SP:Iteration 29Q (3483.430512 sec): 3 clusters Score: Raw -414772.264887 + Penalty 1647.218466 = -413125.046422 nChanged 37 SP:Iteration 30Q (3483.475671 sec): 3 clusters Score: Raw -414792.065653 + Penalty 1647.218466 = -413144.847188 nChanged 34 SP:Iteration 31Q (3483.529711 sec): 3 clusters Score: Raw -414813.481146 + Penalty 1647.218466 = -413166.262680 nChanged 29 SP:Iteration 32Q (3483.583815 sec): 3 clusters Score: Raw -414825.809586 + Penalty 1647.218466 = -413178.591120 nChanged 29 SP:Iteration 33Q (3483.637772 sec): 3 clusters Score: Raw -414841.379643 + Penalty 1647.218466 = -413194.161178 nChanged 36 SP:Iteration 34Q (3483.691748 sec): 3 clusters Score: Raw -414863.295433 + Penalty 1647.218466 = -413216.076968 nChanged 32 SP:Iteration 35Q (3483.733576 sec): 3 clusters Score: Raw -414883.856712 + Penalty 1647.218466 = -413236.638247 nChanged 28 SP:Iteration 36Q (3483.787420 sec): 3 clusters Score: Raw -414903.074423 + Penalty 1647.218466 = -413255.855957 nChanged 25 SP:Iteration 37Q (3483.841335 sec): 3 clusters Score: Raw -414914.228938 + Penalty 1647.218466 = -413267.010472 nChanged 20 SP:Iteration 38Q (3483.895419 sec): 3 clusters Score: Raw -414921.364018 + Penalty 1647.218466 = -413274.145552 nChanged 11 SP:Iteration 39Q (3483.945261 sec): 3 clusters Score: Raw -414926.764454 + Penalty 1647.218466 = -413279.545988 nChanged 12 SP:Iteration 40F (3484.000253 sec): 3 clusters Score: Raw -414930.700311 + Penalty 1647.218466 = -413283.481846 nChanged 17 SP:Iteration 41Q (3484.055572 sec): 3 clusters Score: Raw -414935.885778 + Penalty 1647.218466 = -413288.667313 nChanged 12 SP:Iteration 42Q (3484.102201 sec): 3 clusters Score: Raw -414939.834072 + Penalty 1647.218466 = -413292.615607 nChanged 10 SP:Iteration 43Q (3484.156492 sec): 3 clusters Score: Raw -414942.513143 + Penalty 1647.218466 = -413295.294677 nChanged 5 SP:Iteration 44Q (3484.210365 sec): 3 clusters Score: Raw -414945.262014 + Penalty 1647.218466 = -413298.043549 nChanged 7 SP:Iteration 45Q (3484.264081 sec): 3 clusters Score: Raw -414947.908696 + Penalty 1647.218466 = -413300.690231 nChanged 9 SP:Iteration 46Q (3484.319056 sec): 3 clusters Score: Raw -414950.546784 + Penalty 1647.218466 = -413303.328318 nChanged 7 SP:Iteration 47Q (3484.372557 sec): 3 clusters Score: Raw -414951.932403 + Penalty 1647.218466 = -413304.713938 nChanged 5 SP:Iteration 48Q (3484.426317 sec): 3 clusters Score: Raw -414953.258796 + Penalty 1647.218466 = -413306.040330 nChanged 3 SP:Iteration 49Q (3484.481149 sec): 3 clusters Score: Raw -414954.771725 + Penalty 1647.218466 = -413307.553259 nChanged 8 SP:Iteration 50Q (3484.536366 sec): 3 clusters Score: Raw -414956.825333 + Penalty 1647.218466 = -413309.606867 nChanged 4 SP:Iteration 51Q (3484.590437 sec): 3 clusters Score: Raw -414957.724599 + Penalty 1647.218466 = -413310.506134 nChanged 4 SP:Iteration 52Q (3484.631076 sec): 3 clusters Score: Raw -414958.660139 + Penalty 1647.218466 = -413311.441674 nChanged 3 SP:Iteration 53Q (3484.684983 sec): 3 clusters Score: Raw -414959.389328 + Penalty 1647.218466 = -413312.170862 nChanged 2 SP:Iteration 54Q (3484.750456 sec): 3 clusters Score: Raw -414960.110976 + Penalty 1647.218466 = -413312.892511 nChanged 3 SP:Iteration 55Q (3484.787488 sec): 3 clusters Score: Raw -414961.543046 + Penalty 1647.218466 = -413314.324580 nChanged 3 SP:Iteration 56Q (3484.837691 sec): 3 clusters Score: Raw -414962.137553 + Penalty 1647.218466 = -413314.919087 nChanged 1 SP:Iteration 57Q (3484.882525 sec): 3 clusters Score: Raw -414962.169211 + Penalty 1647.218466 = -413314.950745 nChanged 0 SP:Iteration 58F (3484.931499 sec): 3 clusters Score: Raw -414962.169211 + Penalty 1647.218466 = -413314.950745 nChanged 0 Trying to split cluster 15 (5547 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3484.958997 sec): 2 clusters Score: Raw -382068.117868 + Penalty 818.996189 = -381249.121678 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3485.006426 sec): 3 clusters Score: Raw -378975.781543 + Penalty 1637.992379 = -377337.789165 nChanged 2374 SP:Iteration 1F (3485.063272 sec): 3 clusters Score: Raw -380238.509473 + Penalty 1637.992379 = -378600.517095 nChanged 381 SP:Iteration 2F (3485.106068 sec): 3 clusters Score: Raw -380456.830042 + Penalty 1637.992379 = -378818.837663 nChanged 331 SP:Iteration 3F (3485.160587 sec): 3 clusters Score: Raw -380670.464450 + Penalty 1637.992379 = -379032.472072 nChanged 319 SP:Iteration 4F (3485.215111 sec): 3 clusters Score: Raw -380893.224450 + Penalty 1637.992379 = -379255.232071 nChanged 306 SP:Iteration 5F (3485.270713 sec): 3 clusters Score: Raw -381129.093092 + Penalty 1637.992379 = -379491.100713 nChanged 309 SP:Iteration 6F (3485.324875 sec): 3 clusters Score: Raw -381362.262016 + Penalty 1637.992379 = -379724.269637 nChanged 231 SP:Iteration 7Q (3485.375268 sec): 3 clusters Score: Raw -381531.981750 + Penalty 1637.992379 = -379893.989371 nChanged 196 SP:Iteration 8Q (3485.430568 sec): 3 clusters Score: Raw -381687.497175 + Penalty 1637.992379 = -380049.504796 nChanged 166 SP:Iteration 9Q (3485.482415 sec): 3 clusters Score: Raw -381814.165034 + Penalty 1637.992379 = -380176.172655 nChanged 134 SP:Iteration 10Q (3485.536957 sec): 3 clusters Score: Raw -381889.242502 + Penalty 1637.992379 = -380251.250123 nChanged 96 SP:Iteration 11Q (3485.583112 sec): 3 clusters Score: Raw -381940.082912 + Penalty 1637.992379 = -380302.090534 nChanged 83 SP:Iteration 12Q (3485.637301 sec): 3 clusters Score: Raw -381986.548495 + Penalty 1637.992379 = -380348.556116 nChanged 79 SP:Iteration 13Q (3485.685949 sec): 3 clusters Score: Raw -382022.065265 + Penalty 1637.992379 = -380384.072886 nChanged 67 SP:Iteration 14Q (3485.719172 sec): 3 clusters Score: Raw -382052.577542 + Penalty 1637.992379 = -380414.585164 nChanged 55 SP:Iteration 15Q (3485.769888 sec): 3 clusters Score: Raw -382083.594673 + Penalty 1637.992379 = -380445.602295 nChanged 49 SP:Iteration 16Q (3485.782916 sec): 3 clusters Score: Raw -382107.890820 + Penalty 1637.992379 = -380469.898441 nChanged 38 SP:Iteration 17Q (3485.801451 sec): 3 clusters Score: Raw -382129.731874 + Penalty 1637.992379 = -380491.739495 nChanged 35 SP:Iteration 18Q (3485.820520 sec): 3 clusters Score: Raw -382145.767149 + Penalty 1637.992379 = -380507.774770 nChanged 37 SP:Iteration 19Q (3485.838798 sec): 3 clusters Score: Raw -382160.618276 + Penalty 1637.992379 = -380522.625897 nChanged 39 SP:Iteration 20F (3485.857941 sec): 3 clusters Score: Raw -382180.200105 + Penalty 1637.992379 = -380542.207726 nChanged 33 SP:Iteration 21Q (3485.876535 sec): 3 clusters Score: Raw -382192.584139 + Penalty 1637.992379 = -380554.591760 nChanged 25 SP:Iteration 22Q (3485.894798 sec): 3 clusters Score: Raw -382201.368990 + Penalty 1637.992379 = -380563.376611 nChanged 13 SP:Iteration 23Q (3485.913181 sec): 3 clusters Score: Raw -382205.597555 + Penalty 1637.992379 = -380567.605176 nChanged 11 SP:Iteration 24Q (3485.943077 sec): 3 clusters Score: Raw -382209.129966 + Penalty 1637.992379 = -380571.137587 nChanged 10 SP:Iteration 25Q (3485.961429 sec): 3 clusters Score: Raw -382212.168765 + Penalty 1637.992379 = -380574.176386 nChanged 10 SP:Iteration 26Q (3486.019584 sec): 3 clusters Score: Raw -382215.148526 + Penalty 1637.992379 = -380577.156147 nChanged 8 SP:Iteration 27Q (3486.026507 sec): 3 clusters Score: Raw -382218.520507 + Penalty 1637.992379 = -380580.528128 nChanged 7 SP:Iteration 28Q (3486.044758 sec): 3 clusters Score: Raw -382221.007916 + Penalty 1637.992379 = -380583.015537 nChanged 11 SP:Iteration 29Q (3486.063716 sec): 3 clusters Score: Raw -382223.765586 + Penalty 1637.992379 = -380585.773208 nChanged 9 SP:Iteration 30Q (3486.082197 sec): 3 clusters Score: Raw -382228.021031 + Penalty 1637.992379 = -380590.028653 nChanged 11 SP:Iteration 31Q (3486.100257 sec): 3 clusters Score: Raw -382232.350771 + Penalty 1637.992379 = -380594.358392 nChanged 9 SP:Iteration 32Q (3486.118687 sec): 3 clusters Score: Raw -382237.597506 + Penalty 1637.992379 = -380599.605127 nChanged 14 SP:Iteration 33Q (3486.137167 sec): 3 clusters Score: Raw -382243.903053 + Penalty 1637.992379 = -380605.910675 nChanged 9 SP:Iteration 34Q (3486.155629 sec): 3 clusters Score: Raw -382248.486293 + Penalty 1637.992379 = -380610.493914 nChanged 7 SP:Iteration 35Q (3486.174132 sec): 3 clusters Score: Raw -382251.124714 + Penalty 1637.992379 = -380613.132335 nChanged 8 SP:Iteration 36Q (3486.192372 sec): 3 clusters Score: Raw -382253.312755 + Penalty 1637.992379 = -380615.320376 nChanged 5 SP:Iteration 37Q (3486.210514 sec): 3 clusters Score: Raw -382254.748394 + Penalty 1637.992379 = -380616.756015 nChanged 6 SP:Iteration 38Q (3486.228888 sec): 3 clusters Score: Raw -382256.340439 + Penalty 1637.992379 = -380618.348060 nChanged 3 SP:Iteration 39Q (3486.247406 sec): 3 clusters Score: Raw -382257.702697 + Penalty 1637.992379 = -380619.710318 nChanged 3 SP:Iteration 40F (3486.266416 sec): 3 clusters Score: Raw -382258.978930 + Penalty 1637.992379 = -380620.986551 nChanged 2 SP:Iteration 41Q (3486.284779 sec): 3 clusters Score: Raw -382259.407911 + Penalty 1637.992379 = -380621.415532 nChanged 1 SP:Iteration 42Q (3486.302963 sec): 3 clusters Score: Raw -382259.733091 + Penalty 1637.992379 = -380621.740712 nChanged 1 SP:Iteration 43Q (3486.321024 sec): 3 clusters Score: Raw -382259.951679 + Penalty 1637.992379 = -380621.959300 nChanged 0 SP:Iteration 44F (3486.340051 sec): 3 clusters Score: Raw -382259.951679 + Penalty 1637.992379 = -380621.959300 nChanged 0 Trying to split cluster 16 (17568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3486.372355 sec): 2 clusters Score: Raw -1310162.524000 + Penalty 928.514263 = -1309234.009737 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3486.408187 sec): 3 clusters Score: Raw -1299342.236359 + Penalty 1857.028525 = -1297485.207833 nChanged 8058 SP:Iteration 1F (3486.442551 sec): 3 clusters Score: Raw -1303815.629640 + Penalty 1857.028525 = -1301958.601115 nChanged 868 SP:Iteration 2Q (3486.477335 sec): 3 clusters Score: Raw -1304156.797569 + Penalty 1857.028525 = -1302299.769044 nChanged 868 SP:Iteration 3Q (3486.522035 sec): 3 clusters Score: Raw -1304588.270220 + Penalty 1857.028525 = -1302731.241695 nChanged 933 SP:Iteration 4F (3486.546281 sec): 3 clusters Score: Raw -1305139.128152 + Penalty 1857.028525 = -1303282.099627 nChanged 996 SP:Iteration 5F (3486.580509 sec): 3 clusters Score: Raw -1305823.577247 + Penalty 1857.028525 = -1303966.548721 nChanged 1041 SP:Iteration 6F (3486.652599 sec): 3 clusters Score: Raw -1306558.722109 + Penalty 1857.028525 = -1304701.693584 nChanged 1002 SP:Iteration 7F (3486.721518 sec): 3 clusters Score: Raw -1307278.722449 + Penalty 1857.028525 = -1305421.693924 nChanged 884 SP:Iteration 8F (3486.793357 sec): 3 clusters Score: Raw -1307848.880707 + Penalty 1857.028525 = -1305991.852182 nChanged 673 SP:Iteration 9Q (3486.849275 sec): 3 clusters Score: Raw -1308172.365919 + Penalty 1857.028525 = -1306315.337394 nChanged 499 SP:Iteration 10Q (3486.885990 sec): 3 clusters Score: Raw -1308387.515054 + Penalty 1857.028525 = -1306530.486529 nChanged 393 SP:Iteration 11Q (3486.954067 sec): 3 clusters Score: Raw -1308555.543045 + Penalty 1857.028525 = -1306698.514519 nChanged 357 SP:Iteration 12Q (3487.020593 sec): 3 clusters Score: Raw -1308705.626699 + Penalty 1857.028525 = -1306848.598173 nChanged 312 SP:Iteration 13Q (3487.091783 sec): 3 clusters Score: Raw -1308834.414519 + Penalty 1857.028525 = -1306977.385993 nChanged 287 SP:Iteration 14Q (3487.162874 sec): 3 clusters Score: Raw -1308945.485475 + Penalty 1857.028525 = -1307088.456949 nChanged 257 SP:Iteration 15Q (3487.234334 sec): 3 clusters Score: Raw -1309043.113419 + Penalty 1857.028525 = -1307186.084894 nChanged 257 SP:Iteration 16Q (3487.296400 sec): 3 clusters Score: Raw -1309153.119777 + Penalty 1857.028525 = -1307296.091252 nChanged 247 SP:Iteration 17Q (3487.338383 sec): 3 clusters Score: Raw -1309268.617881 + Penalty 1857.028525 = -1307411.589355 nChanged 247 SP:Iteration 18Q (3487.370060 sec): 3 clusters Score: Raw -1309383.720465 + Penalty 1857.028525 = -1307526.691939 nChanged 262 SP:Iteration 19Q (3487.414647 sec): 3 clusters Score: Raw -1309518.443671 + Penalty 1857.028525 = -1307661.415146 nChanged 235 SP:Iteration 20F (3487.448587 sec): 3 clusters Score: Raw -1309645.135464 + Penalty 1857.028525 = -1307788.106938 nChanged 229 SP:Iteration 21Q (3487.479868 sec): 3 clusters Score: Raw -1309767.890945 + Penalty 1857.028525 = -1307910.862420 nChanged 187 SP:Iteration 22Q (3487.525784 sec): 3 clusters Score: Raw -1309868.247397 + Penalty 1857.028525 = -1308011.218872 nChanged 156 SP:Iteration 23Q (3487.553922 sec): 3 clusters Score: Raw -1309951.002947 + Penalty 1857.028525 = -1308093.974422 nChanged 127 SP:Iteration 24Q (3487.584438 sec): 3 clusters Score: Raw -1310017.629364 + Penalty 1857.028525 = -1308160.600838 nChanged 114 SP:Iteration 25Q (3487.614900 sec): 3 clusters Score: Raw -1310073.233517 + Penalty 1857.028525 = -1308216.204992 nChanged 96 SP:Iteration 26Q (3487.645530 sec): 3 clusters Score: Raw -1310124.006674 + Penalty 1857.028525 = -1308266.978148 nChanged 71 SP:Iteration 27Q (3487.675812 sec): 3 clusters Score: Raw -1310163.751846 + Penalty 1857.028525 = -1308306.723321 nChanged 77 SP:Iteration 28Q (3487.706090 sec): 3 clusters Score: Raw -1310205.258607 + Penalty 1857.028525 = -1308348.230081 nChanged 47 SP:Iteration 29Q (3487.771477 sec): 3 clusters Score: Raw -1310226.332678 + Penalty 1857.028525 = -1308369.304153 nChanged 29 SP:Iteration 30Q (3487.839719 sec): 3 clusters Score: Raw -1310240.192541 + Penalty 1857.028525 = -1308383.164016 nChanged 28 SP:Iteration 31Q (3487.913628 sec): 3 clusters Score: Raw -1310251.739711 + Penalty 1857.028525 = -1308394.711186 nChanged 25 SP:Iteration 32Q (3487.976094 sec): 3 clusters Score: Raw -1310260.018594 + Penalty 1857.028525 = -1308402.990068 nChanged 13 SP:Iteration 33Q (3488.046080 sec): 3 clusters Score: Raw -1310266.468233 + Penalty 1857.028525 = -1308409.439707 nChanged 15 SP:Iteration 34Q (3488.103787 sec): 3 clusters Score: Raw -1310273.337963 + Penalty 1857.028525 = -1308416.309438 nChanged 12 SP:Iteration 35Q (3488.169685 sec): 3 clusters Score: Raw -1310278.275397 + Penalty 1857.028525 = -1308421.246871 nChanged 12 SP:Iteration 36Q (3488.244125 sec): 3 clusters Score: Raw -1310283.931922 + Penalty 1857.028525 = -1308426.903396 nChanged 6 SP:Iteration 37Q (3488.303248 sec): 3 clusters Score: Raw -1310286.619205 + Penalty 1857.028525 = -1308429.590679 nChanged 5 SP:Iteration 38Q (3488.368776 sec): 3 clusters Score: Raw -1310289.549213 + Penalty 1857.028525 = -1308432.520688 nChanged 6 SP:Iteration 39Q (3488.435621 sec): 3 clusters Score: Raw -1310294.030506 + Penalty 1857.028525 = -1308437.001981 nChanged 8 SP:Iteration 40F (3488.502756 sec): 3 clusters Score: Raw -1310297.207169 + Penalty 1857.028525 = -1308440.178643 nChanged 9 SP:Iteration 41Q (3488.569386 sec): 3 clusters Score: Raw -1310300.949803 + Penalty 1857.028525 = -1308443.921278 nChanged 4 SP:Iteration 42Q (3488.635627 sec): 3 clusters Score: Raw -1310302.413379 + Penalty 1857.028525 = -1308445.384854 nChanged 5 SP:Iteration 43Q (3488.692488 sec): 3 clusters Score: Raw -1310304.676635 + Penalty 1857.028525 = -1308447.648110 nChanged 6 SP:Iteration 44Q (3488.757136 sec): 3 clusters Score: Raw -1310307.664278 + Penalty 1857.028525 = -1308450.635752 nChanged 7 SP:Iteration 45Q (3488.825761 sec): 3 clusters Score: Raw -1310310.526266 + Penalty 1857.028525 = -1308453.497740 nChanged 4 SP:Iteration 46Q (3488.900806 sec): 3 clusters Score: Raw -1310311.781092 + Penalty 1857.028525 = -1308454.752566 nChanged 2 SP:Iteration 47Q (3488.968407 sec): 3 clusters Score: Raw -1310313.135454 + Penalty 1857.028525 = -1308456.106929 nChanged 3 SP:Iteration 48Q (3489.028092 sec): 3 clusters Score: Raw -1310314.845195 + Penalty 1857.028525 = -1308457.816670 nChanged 6 SP:Iteration 49Q (3489.088647 sec): 3 clusters Score: Raw -1310317.940366 + Penalty 1857.028525 = -1308460.911841 nChanged 6 SP:Iteration 50Q (3489.152287 sec): 3 clusters Score: Raw -1310320.495004 + Penalty 1857.028525 = -1308463.466479 nChanged 3 SP:Iteration 51Q (3489.220308 sec): 3 clusters Score: Raw -1310321.317521 + Penalty 1857.028525 = -1308464.288995 nChanged 0 SP:Iteration 52F (3489.281123 sec): 3 clusters Score: Raw -1310321.317521 + Penalty 1857.028525 = -1308464.288995 nChanged 0 Trying to split cluster 17 (10239 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3489.312727 sec): 2 clusters Score: Raw -767045.025510 + Penalty 877.226128 = -766167.799382 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3489.372961 sec): 3 clusters Score: Raw -760917.860756 + Penalty 1754.452255 = -759163.408501 nChanged 4592 SP:Iteration 1F (3489.433084 sec): 3 clusters Score: Raw -763518.575941 + Penalty 1754.452255 = -761764.123685 nChanged 525 SP:Iteration 2F (3489.502039 sec): 3 clusters Score: Raw -763727.413821 + Penalty 1754.452255 = -761972.961566 nChanged 496 SP:Iteration 3Q (3489.554748 sec): 3 clusters Score: Raw -763928.798510 + Penalty 1754.452255 = -762174.346255 nChanged 466 SP:Iteration 4Q (3489.615687 sec): 3 clusters Score: Raw -764138.227300 + Penalty 1754.452255 = -762383.775045 nChanged 454 SP:Iteration 5Q (3489.669464 sec): 3 clusters Score: Raw -764356.738884 + Penalty 1754.452255 = -762602.286628 nChanged 462 SP:Iteration 6Q (3489.730740 sec): 3 clusters Score: Raw -764645.224971 + Penalty 1754.452255 = -762890.772716 nChanged 537 SP:Iteration 7F (3489.790015 sec): 3 clusters Score: Raw -765005.357543 + Penalty 1754.452255 = -763250.905288 nChanged 556 SP:Iteration 8F (3489.851111 sec): 3 clusters Score: Raw -765420.555095 + Penalty 1754.452255 = -763666.102840 nChanged 553 SP:Iteration 9F (3489.911023 sec): 3 clusters Score: Raw -765820.246238 + Penalty 1754.452255 = -764065.793982 nChanged 508 SP:Iteration 10Q (3489.959117 sec): 3 clusters Score: Raw -766114.918775 + Penalty 1754.452255 = -764360.466520 nChanged 322 SP:Iteration 11Q (3490.029883 sec): 3 clusters Score: Raw -766243.525471 + Penalty 1754.452255 = -764489.073216 nChanged 222 SP:Iteration 12Q (3490.079449 sec): 3 clusters Score: Raw -766322.047221 + Penalty 1754.452255 = -764567.594966 nChanged 170 SP:Iteration 13Q (3490.140661 sec): 3 clusters Score: Raw -766383.327099 + Penalty 1754.452255 = -764628.874844 nChanged 164 SP:Iteration 14Q (3490.201017 sec): 3 clusters Score: Raw -766448.028918 + Penalty 1754.452255 = -764693.576662 nChanged 168 SP:Iteration 15Q (3490.271080 sec): 3 clusters Score: Raw -766503.981174 + Penalty 1754.452255 = -764749.528919 nChanged 147 SP:Iteration 16Q (3490.328127 sec): 3 clusters Score: Raw -766555.859466 + Penalty 1754.452255 = -764801.407211 nChanged 151 SP:Iteration 17Q (3490.369866 sec): 3 clusters Score: Raw -766611.981856 + Penalty 1754.452255 = -764857.529601 nChanged 157 SP:Iteration 18Q (3490.441312 sec): 3 clusters Score: Raw -766669.973440 + Penalty 1754.452255 = -764915.521184 nChanged 146 SP:Iteration 19Q (3490.492261 sec): 3 clusters Score: Raw -766716.513548 + Penalty 1754.452255 = -764962.061293 nChanged 118 SP:Iteration 20F (3490.550997 sec): 3 clusters Score: Raw -766760.537142 + Penalty 1754.452255 = -765006.084887 nChanged 116 SP:Iteration 21Q (3490.601109 sec): 3 clusters Score: Raw -766806.703509 + Penalty 1754.452255 = -765052.251254 nChanged 110 SP:Iteration 22Q (3490.659719 sec): 3 clusters Score: Raw -766850.768160 + Penalty 1754.452255 = -765096.315905 nChanged 113 SP:Iteration 23Q (3490.721698 sec): 3 clusters Score: Raw -766891.722865 + Penalty 1754.452255 = -765137.270609 nChanged 107 SP:Iteration 24Q (3490.787582 sec): 3 clusters Score: Raw -766928.967948 + Penalty 1754.452255 = -765174.515693 nChanged 116 SP:Iteration 25Q (3490.857388 sec): 3 clusters Score: Raw -766972.080774 + Penalty 1754.452255 = -765217.628519 nChanged 109 SP:Iteration 26Q (3490.908636 sec): 3 clusters Score: Raw -767007.183418 + Penalty 1754.452255 = -765252.731163 nChanged 93 SP:Iteration 27Q (3490.968049 sec): 3 clusters Score: Raw -767037.055635 + Penalty 1754.452255 = -765282.603380 nChanged 95 SP:Iteration 28Q (3491.027833 sec): 3 clusters Score: Raw -767067.175140 + Penalty 1754.452255 = -765312.722885 nChanged 86 SP:Iteration 29Q (3491.087317 sec): 3 clusters Score: Raw -767090.876126 + Penalty 1754.452255 = -765336.423871 nChanged 67 SP:Iteration 30Q (3491.157729 sec): 3 clusters Score: Raw -767104.075123 + Penalty 1754.452255 = -765349.622868 nChanged 58 SP:Iteration 31Q (3491.198903 sec): 3 clusters Score: Raw -767115.846713 + Penalty 1754.452255 = -765361.394458 nChanged 57 SP:Iteration 32Q (3491.257548 sec): 3 clusters Score: Raw -767127.579930 + Penalty 1754.452255 = -765373.127674 nChanged 46 SP:Iteration 33Q (3491.317136 sec): 3 clusters Score: Raw -767135.597461 + Penalty 1754.452255 = -765381.145206 nChanged 37 SP:Iteration 34Q (3491.387876 sec): 3 clusters Score: Raw -767142.549344 + Penalty 1754.452255 = -765388.097089 nChanged 39 SP:Iteration 35Q (3491.427538 sec): 3 clusters Score: Raw -767148.419625 + Penalty 1754.452255 = -765393.967369 nChanged 33 SP:Iteration 36Q (3491.477684 sec): 3 clusters Score: Raw -767152.163658 + Penalty 1754.452255 = -765397.711403 nChanged 22 SP:Iteration 37Q (3491.536925 sec): 3 clusters Score: Raw -767154.567325 + Penalty 1754.452255 = -765400.115070 nChanged 24 SP:Iteration 38Q (3491.597594 sec): 3 clusters Score: Raw -767157.293025 + Penalty 1754.452255 = -765402.840770 nChanged 19 SP:Iteration 39Q (3491.657869 sec): 3 clusters Score: Raw -767159.538300 + Penalty 1754.452255 = -765405.086045 nChanged 12 SP:Iteration 40F (3491.712403 sec): 3 clusters Score: Raw -767160.780857 + Penalty 1754.452255 = -765406.328602 nChanged 13 SP:Iteration 41Q (3491.761078 sec): 3 clusters Score: Raw -767162.059414 + Penalty 1754.452255 = -765407.607159 nChanged 15 SP:Iteration 42Q (3491.812170 sec): 3 clusters Score: Raw -767163.019935 + Penalty 1754.452255 = -765408.567680 nChanged 9 SP:Iteration 43Q (3491.862149 sec): 3 clusters Score: Raw -767163.641754 + Penalty 1754.452255 = -765409.189499 nChanged 15 SP:Iteration 44Q (3491.911362 sec): 3 clusters Score: Raw -767164.683070 + Penalty 1754.452255 = -765410.230814 nChanged 8 SP:Iteration 45Q (3491.971470 sec): 3 clusters Score: Raw -767165.234174 + Penalty 1754.452255 = -765410.781918 nChanged 7 SP:Iteration 46Q (3492.025216 sec): 3 clusters Score: Raw -767165.689604 + Penalty 1754.452255 = -765411.237349 nChanged 9 SP:Iteration 47Q (3492.075597 sec): 3 clusters Score: Raw -767166.390639 + Penalty 1754.452255 = -765411.938383 nChanged 10 SP:Iteration 48Q (3492.135246 sec): 3 clusters Score: Raw -767167.132299 + Penalty 1754.452255 = -765412.680043 nChanged 10 SP:Iteration 49Q (3492.195123 sec): 3 clusters Score: Raw -767167.580462 + Penalty 1754.452255 = -765413.128207 nChanged 6 SP:Iteration 50Q (3492.255194 sec): 3 clusters Score: Raw -767167.864178 + Penalty 1754.452255 = -765413.411923 nChanged 5 SP:Iteration 51Q (3492.304170 sec): 3 clusters Score: Raw -767168.114193 + Penalty 1754.452255 = -765413.661938 nChanged 4 SP:Iteration 52Q (3492.364079 sec): 3 clusters Score: Raw -767168.246505 + Penalty 1754.452255 = -765413.794250 nChanged 1 SP:Iteration 53Q (3492.424116 sec): 3 clusters Score: Raw -767168.264906 + Penalty 1754.452255 = -765413.812651 nChanged 1 SP:Iteration 54Q (3492.482368 sec): 3 clusters Score: Raw -767168.301574 + Penalty 1754.452255 = -765413.849319 nChanged 0 SP:Iteration 55F (3492.532888 sec): 3 clusters Score: Raw -767168.301574 + Penalty 1754.452255 = -765413.849319 nChanged 0 Trying to split cluster 18 (3710 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3492.559348 sec): 2 clusters Score: Raw -276064.367438 + Penalty 780.784780 = -275283.582658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3492.619470 sec): 3 clusters Score: Raw -274046.421686 + Penalty 1561.569560 = -272484.852126 nChanged 1568 SP:Iteration 1F (3492.650716 sec): 3 clusters Score: Raw -274896.455050 + Penalty 1561.569560 = -273334.885491 nChanged 256 SP:Iteration 2F (3492.703103 sec): 3 clusters Score: Raw -275024.968357 + Penalty 1561.569560 = -273463.398798 nChanged 206 SP:Iteration 3F (3492.755178 sec): 3 clusters Score: Raw -275121.237282 + Penalty 1561.569560 = -273559.667723 nChanged 147 SP:Iteration 4Q (3492.808100 sec): 3 clusters Score: Raw -275184.218284 + Penalty 1561.569560 = -273622.648724 nChanged 132 SP:Iteration 5Q (3492.857638 sec): 3 clusters Score: Raw -275247.516280 + Penalty 1561.569560 = -273685.946721 nChanged 133 SP:Iteration 6Q (3492.904278 sec): 3 clusters Score: Raw -275323.846077 + Penalty 1561.569560 = -273762.276517 nChanged 138 SP:Iteration 7Q (3492.957376 sec): 3 clusters Score: Raw -275418.889216 + Penalty 1561.569560 = -273857.319657 nChanged 150 SP:Iteration 8Q (3492.999219 sec): 3 clusters Score: Raw -275515.069290 + Penalty 1561.569560 = -273953.499730 nChanged 130 SP:Iteration 9Q (3493.051640 sec): 3 clusters Score: Raw -275601.522158 + Penalty 1561.569560 = -274039.952598 nChanged 126 SP:Iteration 10Q (3493.114173 sec): 3 clusters Score: Raw -275689.268625 + Penalty 1561.569560 = -274127.699065 nChanged 126 SP:Iteration 11Q (3493.163488 sec): 3 clusters Score: Raw -275775.765584 + Penalty 1561.569560 = -274214.196024 nChanged 95 SP:Iteration 12Q (3493.214815 sec): 3 clusters Score: Raw -275856.723918 + Penalty 1561.569560 = -274295.154358 nChanged 90 SP:Iteration 13Q (3493.266899 sec): 3 clusters Score: Raw -275952.151968 + Penalty 1561.569560 = -274390.582408 nChanged 76 SP:Iteration 14Q (3493.319177 sec): 3 clusters Score: Raw -276020.307091 + Penalty 1561.569560 = -274458.737531 nChanged 55 SP:Iteration 15Q (3493.359965 sec): 3 clusters Score: Raw -276065.621515 + Penalty 1561.569560 = -274504.051956 nChanged 40 SP:Iteration 16Q (3493.418911 sec): 3 clusters Score: Raw -276104.790419 + Penalty 1561.569560 = -274543.220860 nChanged 27 SP:Iteration 17Q (3493.459379 sec): 3 clusters Score: Raw -276126.935279 + Penalty 1561.569560 = -274565.365719 nChanged 14 SP:Iteration 18Q (3493.502050 sec): 3 clusters Score: Raw -276138.207909 + Penalty 1561.569560 = -274576.638349 nChanged 7 SP:Iteration 19Q (3493.546951 sec): 3 clusters Score: Raw -276143.476313 + Penalty 1561.569560 = -274581.906753 nChanged 9 SP:Iteration 20F (3493.599693 sec): 3 clusters Score: Raw -276149.729118 + Penalty 1561.569560 = -274588.159559 nChanged 8 SP:Iteration 21Q (3493.641645 sec): 3 clusters Score: Raw -276154.317159 + Penalty 1561.569560 = -274592.747599 nChanged 4 SP:Iteration 22Q (3493.694648 sec): 3 clusters Score: Raw -276158.569860 + Penalty 1561.569560 = -274597.000300 nChanged 5 SP:Iteration 23Q (3493.739322 sec): 3 clusters Score: Raw -276164.531779 + Penalty 1561.569560 = -274602.962219 nChanged 4 SP:Iteration 24Q (3493.785346 sec): 3 clusters Score: Raw -276167.870279 + Penalty 1561.569560 = -274606.300720 nChanged 6 SP:Iteration 25Q (3493.827103 sec): 3 clusters Score: Raw -276171.171636 + Penalty 1561.569560 = -274609.602077 nChanged 1 SP:Iteration 26Q (3493.878323 sec): 3 clusters Score: Raw -276171.538724 + Penalty 1561.569560 = -274609.969164 nChanged 2 SP:Iteration 27Q (3493.917684 sec): 3 clusters Score: Raw -276172.840350 + Penalty 1561.569560 = -274611.270791 nChanged 0 SP:Iteration 28F (3493.969110 sec): 3 clusters Score: Raw -276172.840350 + Penalty 1561.569560 = -274611.270791 nChanged 0 Trying to split cluster 19 (22589 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3494.025572 sec): 2 clusters Score: Raw -1712133.700688 + Penalty 952.395742 = -1711181.304946 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3494.101769 sec): 3 clusters Score: Raw -1697941.147067 + Penalty 1904.791485 = -1696036.355582 nChanged 10500 SP:Iteration 1F (3494.176816 sec): 3 clusters Score: Raw -1703971.941678 + Penalty 1904.791485 = -1702067.150193 nChanged 1281 SP:Iteration 2F (3494.244482 sec): 3 clusters Score: Raw -1704606.914920 + Penalty 1904.791485 = -1702702.123435 nChanged 1538 SP:Iteration 3F (3494.308231 sec): 3 clusters Score: Raw -1705639.497074 + Penalty 1904.791485 = -1703734.705589 nChanged 1774 SP:Iteration 4F (3494.380323 sec): 3 clusters Score: Raw -1707050.968687 + Penalty 1904.791485 = -1705146.177202 nChanged 1689 SP:Iteration 5F (3494.455205 sec): 3 clusters Score: Raw -1708526.525314 + Penalty 1904.791485 = -1706621.733829 nChanged 1356 SP:Iteration 6F (3494.536123 sec): 3 clusters Score: Raw -1709686.503627 + Penalty 1904.791485 = -1707781.712142 nChanged 972 SP:Iteration 7Q (3494.623071 sec): 3 clusters Score: Raw -1710407.472334 + Penalty 1904.791485 = -1708502.680849 nChanged 652 SP:Iteration 8Q (3494.692859 sec): 3 clusters Score: Raw -1710806.293910 + Penalty 1904.791485 = -1708901.502425 nChanged 463 SP:Iteration 9Q (3494.765731 sec): 3 clusters Score: Raw -1711053.264505 + Penalty 1904.791485 = -1709148.473020 nChanged 358 SP:Iteration 10Q (3494.834512 sec): 3 clusters Score: Raw -1711218.286676 + Penalty 1904.791485 = -1709313.495191 nChanged 291 SP:Iteration 11Q (3494.911005 sec): 3 clusters Score: Raw -1711338.180728 + Penalty 1904.791485 = -1709433.389243 nChanged 247 SP:Iteration 12Q (3494.983952 sec): 3 clusters Score: Raw -1711438.084753 + Penalty 1904.791485 = -1709533.293268 nChanged 262 SP:Iteration 13Q (3495.057426 sec): 3 clusters Score: Raw -1711548.153834 + Penalty 1904.791485 = -1709643.362349 nChanged 219 SP:Iteration 14Q (3495.133706 sec): 3 clusters Score: Raw -1711635.144650 + Penalty 1904.791485 = -1709730.353165 nChanged 202 SP:Iteration 15Q (3495.206978 sec): 3 clusters Score: Raw -1711715.112298 + Penalty 1904.791485 = -1709810.320813 nChanged 202 SP:Iteration 16Q (3495.276658 sec): 3 clusters Score: Raw -1711795.649970 + Penalty 1904.791485 = -1709890.858485 nChanged 168 SP:Iteration 17Q (3495.346505 sec): 3 clusters Score: Raw -1711857.041767 + Penalty 1904.791485 = -1709952.250282 nChanged 141 SP:Iteration 18Q (3495.419963 sec): 3 clusters Score: Raw -1711908.684749 + Penalty 1904.791485 = -1710003.893265 nChanged 121 SP:Iteration 19Q (3495.485014 sec): 3 clusters Score: Raw -1711953.659571 + Penalty 1904.791485 = -1710048.868086 nChanged 126 SP:Iteration 20F (3495.569153 sec): 3 clusters Score: Raw -1711997.683606 + Penalty 1904.791485 = -1710092.892122 nChanged 92 SP:Iteration 21Q (3495.637514 sec): 3 clusters Score: Raw -1712025.732065 + Penalty 1904.791485 = -1710120.940580 nChanged 81 SP:Iteration 22Q (3495.703674 sec): 3 clusters Score: Raw -1712057.957637 + Penalty 1904.791485 = -1710153.166152 nChanged 77 SP:Iteration 23Q (3495.775170 sec): 3 clusters Score: Raw -1712089.204744 + Penalty 1904.791485 = -1710184.413259 nChanged 61 SP:Iteration 24Q (3495.845307 sec): 3 clusters Score: Raw -1712109.310870 + Penalty 1904.791485 = -1710204.519385 nChanged 59 SP:Iteration 25Q (3495.913814 sec): 3 clusters Score: Raw -1712129.852725 + Penalty 1904.791485 = -1710225.061241 nChanged 52 SP:Iteration 26Q (3495.983113 sec): 3 clusters Score: Raw -1712150.701833 + Penalty 1904.791485 = -1710245.910349 nChanged 54 SP:Iteration 27Q (3496.058819 sec): 3 clusters Score: Raw -1712170.372465 + Penalty 1904.791485 = -1710265.580981 nChanged 55 SP:Iteration 28Q (3496.123982 sec): 3 clusters Score: Raw -1712190.200668 + Penalty 1904.791485 = -1710285.409184 nChanged 46 SP:Iteration 29Q (3496.196748 sec): 3 clusters Score: Raw -1712207.892899 + Penalty 1904.791485 = -1710303.101414 nChanged 47 SP:Iteration 30Q (3496.261237 sec): 3 clusters Score: Raw -1712226.109861 + Penalty 1904.791485 = -1710321.318377 nChanged 42 SP:Iteration 31Q (3496.327297 sec): 3 clusters Score: Raw -1712243.557560 + Penalty 1904.791485 = -1710338.766075 nChanged 28 SP:Iteration 32Q (3496.398572 sec): 3 clusters Score: Raw -1712255.523315 + Penalty 1904.791485 = -1710350.731830 nChanged 22 SP:Iteration 33Q (3496.467602 sec): 3 clusters Score: Raw -1712263.474466 + Penalty 1904.791485 = -1710358.682981 nChanged 15 SP:Iteration 34Q (3496.540412 sec): 3 clusters Score: Raw -1712268.692290 + Penalty 1904.791485 = -1710363.900805 nChanged 14 SP:Iteration 35Q (3496.612435 sec): 3 clusters Score: Raw -1712272.621630 + Penalty 1904.791485 = -1710367.830145 nChanged 14 SP:Iteration 36Q (3496.676983 sec): 3 clusters Score: Raw -1712276.318375 + Penalty 1904.791485 = -1710371.526891 nChanged 9 SP:Iteration 37Q (3496.754678 sec): 3 clusters Score: Raw -1712278.852670 + Penalty 1904.791485 = -1710374.061186 nChanged 13 SP:Iteration 38Q (3496.828273 sec): 3 clusters Score: Raw -1712281.247079 + Penalty 1904.791485 = -1710376.455594 nChanged 10 SP:Iteration 39Q (3496.900251 sec): 3 clusters Score: Raw -1712283.823150 + Penalty 1904.791485 = -1710379.031665 nChanged 11 SP:Iteration 40F (3496.964165 sec): 3 clusters Score: Raw -1712287.766614 + Penalty 1904.791485 = -1710382.975129 nChanged 12 SP:Iteration 41Q (3497.037593 sec): 3 clusters Score: Raw -1712291.437859 + Penalty 1904.791485 = -1710386.646374 nChanged 11 SP:Iteration 42Q (3497.100625 sec): 3 clusters Score: Raw -1712293.600812 + Penalty 1904.791485 = -1710388.809327 nChanged 6 SP:Iteration 43Q (3497.155087 sec): 3 clusters Score: Raw -1712296.056627 + Penalty 1904.791485 = -1710391.265143 nChanged 6 SP:Iteration 44Q (3497.213083 sec): 3 clusters Score: Raw -1712297.597936 + Penalty 1904.791485 = -1710392.806451 nChanged 6 SP:Iteration 45Q (3497.281214 sec): 3 clusters Score: Raw -1712299.345280 + Penalty 1904.791485 = -1710394.553796 nChanged 7 SP:Iteration 46Q (3497.344563 sec): 3 clusters Score: Raw -1712300.737857 + Penalty 1904.791485 = -1710395.946372 nChanged 9 SP:Iteration 47Q (3497.415814 sec): 3 clusters Score: Raw -1712302.268533 + Penalty 1904.791485 = -1710397.477048 nChanged 7 SP:Iteration 48Q (3497.474635 sec): 3 clusters Score: Raw -1712303.960619 + Penalty 1904.791485 = -1710399.169134 nChanged 5 SP:Iteration 49Q (3497.544571 sec): 3 clusters Score: Raw -1712304.784934 + Penalty 1904.791485 = -1710399.993449 nChanged 2 SP:Iteration 50Q (3497.622002 sec): 3 clusters Score: Raw -1712305.400350 + Penalty 1904.791485 = -1710400.608865 nChanged 1 SP:Iteration 51Q (3497.673176 sec): 3 clusters Score: Raw -1712305.750559 + Penalty 1904.791485 = -1710400.959074 nChanged 2 SP:Iteration 52Q (3497.747249 sec): 3 clusters Score: Raw -1712306.720239 + Penalty 1904.791485 = -1710401.928754 nChanged 2 SP:Iteration 53Q (3497.805315 sec): 3 clusters Score: Raw -1712307.024370 + Penalty 1904.791485 = -1710402.232885 nChanged 0 SP:Iteration 54F (3497.878306 sec): 3 clusters Score: Raw -1712307.024370 + Penalty 1904.791485 = -1710402.232885 nChanged 0 Trying to split cluster 20 (40267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3497.947452 sec): 2 clusters Score: Raw -3047134.775903 + Penalty 1007.312318 = -3046127.463585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3498.040417 sec): 3 clusters Score: Raw -3021354.264646 + Penalty 2014.624635 = -3019339.640011 nChanged 19116 SP:Iteration 1F (3498.127166 sec): 3 clusters Score: Raw -3033669.689459 + Penalty 2014.624635 = -3031655.064824 nChanged 2720 SP:Iteration 2F (3498.215128 sec): 3 clusters Score: Raw -3035357.648222 + Penalty 2014.624635 = -3033343.023586 nChanged 3088 SP:Iteration 3F (3498.305577 sec): 3 clusters Score: Raw -3037745.637980 + Penalty 2014.624635 = -3035731.013345 nChanged 3006 SP:Iteration 4F (3498.392158 sec): 3 clusters Score: Raw -3040351.139834 + Penalty 2014.624635 = -3038336.515198 nChanged 2465 SP:Iteration 5F (3498.483933 sec): 3 clusters Score: Raw -3042697.366485 + Penalty 2014.624635 = -3040682.741850 nChanged 1775 SP:Iteration 6Q (3498.578080 sec): 3 clusters Score: Raw -3044289.185121 + Penalty 2014.624635 = -3042274.560486 nChanged 1091 SP:Iteration 7Q (3498.667981 sec): 3 clusters Score: Raw -3045025.567739 + Penalty 2014.624635 = -3043010.943104 nChanged 735 SP:Iteration 8Q (3498.760860 sec): 3 clusters Score: Raw -3045409.904601 + Penalty 2014.624635 = -3043395.279965 nChanged 568 SP:Iteration 9Q (3498.850376 sec): 3 clusters Score: Raw -3045661.191308 + Penalty 2014.624635 = -3043646.566673 nChanged 468 SP:Iteration 10Q (3498.937868 sec): 3 clusters Score: Raw -3045851.727969 + Penalty 2014.624635 = -3043837.103333 nChanged 429 SP:Iteration 11Q (3499.026151 sec): 3 clusters Score: Raw -3046033.780530 + Penalty 2014.624635 = -3044019.155895 nChanged 438 SP:Iteration 12Q (3499.117078 sec): 3 clusters Score: Raw -3046228.662400 + Penalty 2014.624635 = -3044214.037765 nChanged 392 SP:Iteration 13Q (3499.198190 sec): 3 clusters Score: Raw -3046391.725312 + Penalty 2014.624635 = -3044377.100676 nChanged 337 SP:Iteration 14Q (3499.283097 sec): 3 clusters Score: Raw -3046529.351163 + Penalty 2014.624635 = -3044514.726527 nChanged 301 SP:Iteration 15Q (3499.374110 sec): 3 clusters Score: Raw -3046645.793563 + Penalty 2014.624635 = -3044631.168928 nChanged 253 SP:Iteration 16Q (3499.456360 sec): 3 clusters Score: Raw -3046742.993312 + Penalty 2014.624635 = -3044728.368677 nChanged 223 SP:Iteration 17Q (3499.556053 sec): 3 clusters Score: Raw -3046827.737048 + Penalty 2014.624635 = -3044813.112412 nChanged 198 SP:Iteration 18Q (3499.642961 sec): 3 clusters Score: Raw -3046900.983273 + Penalty 2014.624635 = -3044886.358637 nChanged 182 SP:Iteration 19Q (3499.741054 sec): 3 clusters Score: Raw -3046966.666854 + Penalty 2014.624635 = -3044952.042219 nChanged 155 SP:Iteration 20F (3499.834965 sec): 3 clusters Score: Raw -3047023.542765 + Penalty 2014.624635 = -3045008.918130 nChanged 142 SP:Iteration 21Q (3499.914237 sec): 3 clusters Score: Raw -3047076.057197 + Penalty 2014.624635 = -3045061.432562 nChanged 107 SP:Iteration 22Q (3500.008504 sec): 3 clusters Score: Raw -3047115.218775 + Penalty 2014.624635 = -3045100.594140 nChanged 85 SP:Iteration 23Q (3500.091805 sec): 3 clusters Score: Raw -3047142.374113 + Penalty 2014.624635 = -3045127.749478 nChanged 85 SP:Iteration 24Q (3500.182303 sec): 3 clusters Score: Raw -3047171.384181 + Penalty 2014.624635 = -3045156.759546 nChanged 70 SP:Iteration 25Q (3500.273894 sec): 3 clusters Score: Raw -3047196.940091 + Penalty 2014.624635 = -3045182.315456 nChanged 63 SP:Iteration 26Q (3500.364862 sec): 3 clusters Score: Raw -3047221.181373 + Penalty 2014.624635 = -3045206.556738 nChanged 59 SP:Iteration 27Q (3500.455920 sec): 3 clusters Score: Raw -3047240.681300 + Penalty 2014.624635 = -3045226.056665 nChanged 49 SP:Iteration 28Q (3500.545809 sec): 3 clusters Score: Raw -3047257.977928 + Penalty 2014.624635 = -3045243.353293 nChanged 51 SP:Iteration 29Q (3500.638790 sec): 3 clusters Score: Raw -3047275.161203 + Penalty 2014.624635 = -3045260.536568 nChanged 43 SP:Iteration 30Q (3500.729116 sec): 3 clusters Score: Raw -3047288.970920 + Penalty 2014.624635 = -3045274.346284 nChanged 37 SP:Iteration 31Q (3500.821300 sec): 3 clusters Score: Raw -3047301.239883 + Penalty 2014.624635 = -3045286.615248 nChanged 33 SP:Iteration 32Q (3500.910887 sec): 3 clusters Score: Raw -3047311.339320 + Penalty 2014.624635 = -3045296.714685 nChanged 38 SP:Iteration 33Q (3500.993665 sec): 3 clusters Score: Raw -3047323.181607 + Penalty 2014.624635 = -3045308.556971 nChanged 31 SP:Iteration 34Q (3501.085733 sec): 3 clusters Score: Raw -3047333.723775 + Penalty 2014.624635 = -3045319.099140 nChanged 24 SP:Iteration 35Q (3501.173166 sec): 3 clusters Score: Raw -3047341.838134 + Penalty 2014.624635 = -3045327.213499 nChanged 15 SP:Iteration 36Q (3501.260877 sec): 3 clusters Score: Raw -3047347.320974 + Penalty 2014.624635 = -3045332.696339 nChanged 16 SP:Iteration 37Q (3501.349389 sec): 3 clusters Score: Raw -3047352.041035 + Penalty 2014.624635 = -3045337.416400 nChanged 18 SP:Iteration 38Q (3501.437409 sec): 3 clusters Score: Raw -3047359.551302 + Penalty 2014.624635 = -3045344.926667 nChanged 21 SP:Iteration 39Q (3501.529196 sec): 3 clusters Score: Raw -3047366.685714 + Penalty 2014.624635 = -3045352.061078 nChanged 11 SP:Iteration 40F (3501.627790 sec): 3 clusters Score: Raw -3047369.262577 + Penalty 2014.624635 = -3045354.637942 nChanged 6 SP:Iteration 41Q (3501.719404 sec): 3 clusters Score: Raw -3047371.454218 + Penalty 2014.624635 = -3045356.829583 nChanged 4 SP:Iteration 42Q (3501.811445 sec): 3 clusters Score: Raw -3047372.643400 + Penalty 2014.624635 = -3045358.018765 nChanged 6 SP:Iteration 43Q (3501.900277 sec): 3 clusters Score: Raw -3047374.376412 + Penalty 2014.624635 = -3045359.751777 nChanged 5 SP:Iteration 44Q (3501.991882 sec): 3 clusters Score: Raw -3047376.668191 + Penalty 2014.624635 = -3045362.043555 nChanged 3 SP:Iteration 45Q (3502.081270 sec): 3 clusters Score: Raw -3047377.475271 + Penalty 2014.624635 = -3045362.850636 nChanged 2 SP:Iteration 46Q (3502.172484 sec): 3 clusters Score: Raw -3047377.753139 + Penalty 2014.624635 = -3045363.128504 nChanged 2 SP:Iteration 47Q (3502.261255 sec): 3 clusters Score: Raw -3047378.451397 + Penalty 2014.624635 = -3045363.826761 nChanged 2 SP:Iteration 48Q (3502.351373 sec): 3 clusters Score: Raw -3047378.750090 + Penalty 2014.624635 = -3045364.125455 nChanged 1 SP:Iteration 49Q (3502.441635 sec): 3 clusters Score: Raw -3047379.027226 + Penalty 2014.624635 = -3045364.402591 nChanged 2 SP:Iteration 50Q (3502.525120 sec): 3 clusters Score: Raw -3047379.140662 + Penalty 2014.624635 = -3045364.516026 nChanged 0 SP:Iteration 51F (3502.623155 sec): 3 clusters Score: Raw -3047379.140662 + Penalty 2014.624635 = -3045364.516026 nChanged 0 Trying to split cluster 21 (3234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3502.657733 sec): 2 clusters Score: Raw -234706.272611 + Penalty 767.740129 = -233938.532482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3502.709287 sec): 3 clusters Score: Raw -233020.200137 + Penalty 1535.480258 = -231484.719879 nChanged 1300 SP:Iteration 1F (3502.748534 sec): 3 clusters Score: Raw -233736.159938 + Penalty 1535.480258 = -232200.679680 nChanged 229 SP:Iteration 2F (3502.806652 sec): 3 clusters Score: Raw -233879.186270 + Penalty 1535.480258 = -232343.706012 nChanged 174 SP:Iteration 3F (3502.845216 sec): 3 clusters Score: Raw -233982.061754 + Penalty 1535.480258 = -232446.581497 nChanged 149 SP:Iteration 4Q (3502.900716 sec): 3 clusters Score: Raw -234079.038822 + Penalty 1535.480258 = -232543.558565 nChanged 141 SP:Iteration 5Q (3502.939636 sec): 3 clusters Score: Raw -234192.006699 + Penalty 1535.480258 = -232656.526442 nChanged 141 SP:Iteration 6Q (3502.994614 sec): 3 clusters Score: Raw -234283.187172 + Penalty 1535.480258 = -232747.706914 nChanged 136 SP:Iteration 7Q (3503.034149 sec): 3 clusters Score: Raw -234374.263839 + Penalty 1535.480258 = -232838.783581 nChanged 125 SP:Iteration 8Q (3503.085714 sec): 3 clusters Score: Raw -234450.314060 + Penalty 1535.480258 = -232914.833803 nChanged 108 SP:Iteration 9Q (3503.139294 sec): 3 clusters Score: Raw -234503.132974 + Penalty 1535.480258 = -232967.652716 nChanged 84 SP:Iteration 10Q (3503.189159 sec): 3 clusters Score: Raw -234539.243119 + Penalty 1535.480258 = -233003.762861 nChanged 55 SP:Iteration 11Q (3503.241078 sec): 3 clusters Score: Raw -234559.691441 + Penalty 1535.480258 = -233024.211183 nChanged 46 SP:Iteration 12Q (3503.300643 sec): 3 clusters Score: Raw -234575.954371 + Penalty 1535.480258 = -233040.474113 nChanged 43 SP:Iteration 13Q (3503.339175 sec): 3 clusters Score: Raw -234589.366424 + Penalty 1535.480258 = -233053.886166 nChanged 34 SP:Iteration 14Q (3503.391396 sec): 3 clusters Score: Raw -234601.961280 + Penalty 1535.480258 = -233066.481022 nChanged 30 SP:Iteration 15Q (3503.433482 sec): 3 clusters Score: Raw -234612.587820 + Penalty 1535.480258 = -233077.107563 nChanged 29 SP:Iteration 16Q (3503.491520 sec): 3 clusters Score: Raw -234620.296004 + Penalty 1535.480258 = -233084.815747 nChanged 21 SP:Iteration 17Q (3503.537554 sec): 3 clusters Score: Raw -234624.408112 + Penalty 1535.480258 = -233088.927855 nChanged 13 SP:Iteration 18Q (3503.587995 sec): 3 clusters Score: Raw -234626.932993 + Penalty 1535.480258 = -233091.452736 nChanged 11 SP:Iteration 19Q (3503.640322 sec): 3 clusters Score: Raw -234629.685034 + Penalty 1535.480258 = -233094.204776 nChanged 6 SP:Iteration 20F (3503.692246 sec): 3 clusters Score: Raw -234630.800980 + Penalty 1535.480258 = -233095.320723 nChanged 3 SP:Iteration 21Q (3503.739330 sec): 3 clusters Score: Raw -234631.887664 + Penalty 1535.480258 = -233096.407406 nChanged 13 SP:Iteration 22Q (3503.790386 sec): 3 clusters Score: Raw -234636.144192 + Penalty 1535.480258 = -233100.663934 nChanged 14 SP:Iteration 23Q (3503.835418 sec): 3 clusters Score: Raw -234640.615848 + Penalty 1535.480258 = -233105.135591 nChanged 15 SP:Iteration 24Q (3503.887193 sec): 3 clusters Score: Raw -234644.417856 + Penalty 1535.480258 = -233108.937599 nChanged 16 SP:Iteration 25Q (3503.942096 sec): 3 clusters Score: Raw -234648.986890 + Penalty 1535.480258 = -233113.506633 nChanged 18 SP:Iteration 26Q (3503.983889 sec): 3 clusters Score: Raw -234653.666906 + Penalty 1535.480258 = -233118.186649 nChanged 18 SP:Iteration 27Q (3504.037342 sec): 3 clusters Score: Raw -234658.271382 + Penalty 1535.480258 = -233122.791124 nChanged 13 SP:Iteration 28Q (3504.088903 sec): 3 clusters Score: Raw -234661.252450 + Penalty 1535.480258 = -233125.772192 nChanged 8 SP:Iteration 29Q (3504.145919 sec): 3 clusters Score: Raw -234663.113706 + Penalty 1535.480258 = -233127.633448 nChanged 7 SP:Iteration 30Q (3504.186481 sec): 3 clusters Score: Raw -234665.810970 + Penalty 1535.480258 = -233130.330712 nChanged 11 SP:Iteration 31Q (3504.237922 sec): 3 clusters Score: Raw -234669.404796 + Penalty 1535.480258 = -233133.924538 nChanged 17 SP:Iteration 32Q (3504.289454 sec): 3 clusters Score: Raw -234673.761071 + Penalty 1535.480258 = -233138.280814 nChanged 18 SP:Iteration 33Q (3504.340984 sec): 3 clusters Score: Raw -234680.531459 + Penalty 1535.480258 = -233145.051201 nChanged 13 SP:Iteration 34Q (3504.385126 sec): 3 clusters Score: Raw -234687.444917 + Penalty 1535.480258 = -233151.964660 nChanged 19 SP:Iteration 35Q (3504.448215 sec): 3 clusters Score: Raw -234692.725592 + Penalty 1535.480258 = -233157.245334 nChanged 11 SP:Iteration 36Q (3504.500539 sec): 3 clusters Score: Raw -234695.290250 + Penalty 1535.480258 = -233159.809992 nChanged 11 SP:Iteration 37Q (3504.553077 sec): 3 clusters Score: Raw -234697.956710 + Penalty 1535.480258 = -233162.476453 nChanged 7 SP:Iteration 38Q (3504.593841 sec): 3 clusters Score: Raw -234700.009057 + Penalty 1535.480258 = -233164.528800 nChanged 8 SP:Iteration 39Q (3504.646028 sec): 3 clusters Score: Raw -234702.477221 + Penalty 1535.480258 = -233166.996964 nChanged 9 SP:Iteration 40F (3504.698609 sec): 3 clusters Score: Raw -234706.913087 + Penalty 1535.480258 = -233171.432829 nChanged 13 SP:Iteration 41Q (3504.750033 sec): 3 clusters Score: Raw -234709.737505 + Penalty 1535.480258 = -233174.257247 nChanged 12 SP:Iteration 42Q (3504.795268 sec): 3 clusters Score: Raw -234713.164879 + Penalty 1535.480258 = -233177.684622 nChanged 10 SP:Iteration 43Q (3504.847030 sec): 3 clusters Score: Raw -234715.856813 + Penalty 1535.480258 = -233180.376555 nChanged 11 SP:Iteration 44Q (3504.898594 sec): 3 clusters Score: Raw -234718.676130 + Penalty 1535.480258 = -233183.195873 nChanged 10 SP:Iteration 45Q (3504.948949 sec): 3 clusters Score: Raw -234720.412641 + Penalty 1535.480258 = -233184.932384 nChanged 10 SP:Iteration 46Q (3505.000385 sec): 3 clusters Score: Raw -234722.153967 + Penalty 1535.480258 = -233186.673709 nChanged 8 SP:Iteration 47Q (3505.051730 sec): 3 clusters Score: Raw -234723.807318 + Penalty 1535.480258 = -233188.327061 nChanged 5 SP:Iteration 48Q (3505.104276 sec): 3 clusters Score: Raw -234724.634475 + Penalty 1535.480258 = -233189.154217 nChanged 6 SP:Iteration 49Q (3505.149381 sec): 3 clusters Score: Raw -234725.375139 + Penalty 1535.480258 = -233189.894882 nChanged 4 SP:Iteration 50Q (3505.200677 sec): 3 clusters Score: Raw -234725.765972 + Penalty 1535.480258 = -233190.285714 nChanged 6 SP:Iteration 51Q (3505.252525 sec): 3 clusters Score: Raw -234726.621391 + Penalty 1535.480258 = -233191.141133 nChanged 8 SP:Iteration 52Q (3505.292510 sec): 3 clusters Score: Raw -234728.253977 + Penalty 1535.480258 = -233192.773719 nChanged 6 SP:Iteration 53Q (3505.343934 sec): 3 clusters Score: Raw -234730.041058 + Penalty 1535.480258 = -233194.560800 nChanged 7 SP:Iteration 54Q (3505.394040 sec): 3 clusters Score: Raw -234732.011259 + Penalty 1535.480258 = -233196.531002 nChanged 12 SP:Iteration 55Q (3505.446363 sec): 3 clusters Score: Raw -234734.715958 + Penalty 1535.480258 = -233199.235700 nChanged 8 SP:Iteration 56Q (3505.492646 sec): 3 clusters Score: Raw -234738.001777 + Penalty 1535.480258 = -233202.521520 nChanged 9 SP:Iteration 57Q (3505.544928 sec): 3 clusters Score: Raw -234740.349563 + Penalty 1535.480258 = -233204.869305 nChanged 6 SP:Iteration 58Q (3505.597047 sec): 3 clusters Score: Raw -234741.779075 + Penalty 1535.480258 = -233206.298818 nChanged 8 SP:Iteration 59Q (3505.645064 sec): 3 clusters Score: Raw -234744.707299 + Penalty 1535.480258 = -233209.227041 nChanged 9 SP:Iteration 60F (3505.689098 sec): 3 clusters Score: Raw -234747.860695 + Penalty 1535.480258 = -233212.380438 nChanged 10 SP:Iteration 61Q (3505.743417 sec): 3 clusters Score: Raw -234751.528661 + Penalty 1535.480258 = -233216.048403 nChanged 11 SP:Iteration 62Q (3505.782784 sec): 3 clusters Score: Raw -234754.987719 + Penalty 1535.480258 = -233219.507462 nChanged 18 SP:Iteration 63Q (3505.833866 sec): 3 clusters Score: Raw -234760.401104 + Penalty 1535.480258 = -233224.920846 nChanged 10 SP:Iteration 64Q (3505.885567 sec): 3 clusters Score: Raw -234762.158370 + Penalty 1535.480258 = -233226.678113 nChanged 10 SP:Iteration 65Q (3505.936945 sec): 3 clusters Score: Raw -234764.974460 + Penalty 1535.480258 = -233229.494203 nChanged 4 SP:Iteration 66Q (3505.988244 sec): 3 clusters Score: Raw -234765.735622 + Penalty 1535.480258 = -233230.255365 nChanged 3 SP:Iteration 67Q (3506.033587 sec): 3 clusters Score: Raw -234766.533650 + Penalty 1535.480258 = -233231.053392 nChanged 6 SP:Iteration 68Q (3506.084928 sec): 3 clusters Score: Raw -234768.550720 + Penalty 1535.480258 = -233233.070462 nChanged 11 SP:Iteration 69Q (3506.130726 sec): 3 clusters Score: Raw -234772.694935 + Penalty 1535.480258 = -233237.214677 nChanged 12 SP:Iteration 70Q (3506.182576 sec): 3 clusters Score: Raw -234775.613515 + Penalty 1535.480258 = -233240.133257 nChanged 8 SP:Iteration 71Q (3506.234333 sec): 3 clusters Score: Raw -234777.887929 + Penalty 1535.480258 = -233242.407671 nChanged 6 SP:Iteration 72Q (3506.283882 sec): 3 clusters Score: Raw -234779.117302 + Penalty 1535.480258 = -233243.637044 nChanged 3 SP:Iteration 73Q (3506.335466 sec): 3 clusters Score: Raw -234779.951146 + Penalty 1535.480258 = -233244.470888 nChanged 6 SP:Iteration 74Q (3506.378136 sec): 3 clusters Score: Raw -234781.501677 + Penalty 1535.480258 = -233246.021420 nChanged 6 SP:Iteration 75Q (3506.426552 sec): 3 clusters Score: Raw -234783.215969 + Penalty 1535.480258 = -233247.735711 nChanged 7 SP:Iteration 76Q (3506.475178 sec): 3 clusters Score: Raw -234785.499885 + Penalty 1535.480258 = -233250.019628 nChanged 8 SP:Iteration 77Q (3506.521598 sec): 3 clusters Score: Raw -234788.205323 + Penalty 1535.480258 = -233252.725065 nChanged 7 SP:Iteration 78Q (3506.573856 sec): 3 clusters Score: Raw -234789.659543 + Penalty 1535.480258 = -233254.179285 nChanged 9 SP:Iteration 79Q (3506.635123 sec): 3 clusters Score: Raw -234792.278674 + Penalty 1535.480258 = -233256.798417 nChanged 9 SP:Iteration 80F (3506.673210 sec): 3 clusters Score: Raw -234795.377961 + Penalty 1535.480258 = -233259.897704 nChanged 6 SP:Iteration 81Q (3506.729337 sec): 3 clusters Score: Raw -234796.554390 + Penalty 1535.480258 = -233261.074132 nChanged 6 SP:Iteration 82Q (3506.769927 sec): 3 clusters Score: Raw -234798.262453 + Penalty 1535.480258 = -233262.782196 nChanged 7 SP:Iteration 83Q (3506.826360 sec): 3 clusters Score: Raw -234800.446252 + Penalty 1535.480258 = -233264.965994 nChanged 12 SP:Iteration 84Q (3506.871507 sec): 3 clusters Score: Raw -234804.422164 + Penalty 1535.480258 = -233268.941906 nChanged 11 SP:Iteration 85Q (3506.921957 sec): 3 clusters Score: Raw -234807.323179 + Penalty 1535.480258 = -233271.842922 nChanged 9 SP:Iteration 86Q (3506.972005 sec): 3 clusters Score: Raw -234810.378352 + Penalty 1535.480258 = -233274.898094 nChanged 7 SP:Iteration 87Q (3507.011556 sec): 3 clusters Score: Raw -234813.561313 + Penalty 1535.480258 = -233278.081055 nChanged 5 SP:Iteration 88Q (3507.059261 sec): 3 clusters Score: Raw -234814.352092 + Penalty 1535.480258 = -233278.871834 nChanged 6 SP:Iteration 89Q (3507.105529 sec): 3 clusters Score: Raw -234815.479534 + Penalty 1535.480258 = -233279.999276 nChanged 3 SP:Iteration 90Q (3507.157793 sec): 3 clusters Score: Raw -234816.051405 + Penalty 1535.480258 = -233280.571148 nChanged 1 SP:Iteration 91Q (3507.197164 sec): 3 clusters Score: Raw -234816.250287 + Penalty 1535.480258 = -233280.770029 nChanged 2 SP:Iteration 92Q (3507.257366 sec): 3 clusters Score: Raw -234816.742618 + Penalty 1535.480258 = -233281.262360 nChanged 2 SP:Iteration 93Q (3507.308755 sec): 3 clusters Score: Raw -234817.345271 + Penalty 1535.480258 = -233281.865014 nChanged 2 SP:Iteration 94Q (3507.352459 sec): 3 clusters Score: Raw -234817.713740 + Penalty 1535.480258 = -233282.233482 nChanged 3 SP:Iteration 95Q (3507.404883 sec): 3 clusters Score: Raw -234818.541435 + Penalty 1535.480258 = -233283.061178 nChanged 1 SP:Iteration 96Q (3507.443010 sec): 3 clusters Score: Raw -234818.683389 + Penalty 1535.480258 = -233283.203132 nChanged 1 SP:Iteration 97Q (3507.485441 sec): 3 clusters Score: Raw -234819.033155 + Penalty 1535.480258 = -233283.552897 nChanged 1 SP:Iteration 98Q (3507.543228 sec): 3 clusters Score: Raw -234819.207222 + Penalty 1535.480258 = -233283.726965 nChanged 3 SP:Iteration 99Q (3507.594631 sec): 3 clusters Score: Raw -234819.555341 + Penalty 1535.480258 = -233284.075083 nChanged 3 SP:Iteration 100F (3507.637758 sec): 3 clusters Score: Raw -234820.087959 + Penalty 1535.480258 = -233284.607701 nChanged 1 SP:Iteration 101Q (3507.698543 sec): 3 clusters Score: Raw -234820.141658 + Penalty 1535.480258 = -233284.661400 nChanged 0 SP:Iteration 102F (3507.748066 sec): 3 clusters Score: Raw -234820.141658 + Penalty 1535.480258 = -233284.661400 nChanged 0 Trying to split cluster 22 (33518 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3507.810452 sec): 2 clusters Score: Raw -2539108.354631 + Penalty 989.884599 = -2538118.470032 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3507.900553 sec): 3 clusters Score: Raw -2517595.850577 + Penalty 1979.769199 = -2515616.081378 nChanged 15852 SP:Iteration 1F (3507.991093 sec): 3 clusters Score: Raw -2526620.002768 + Penalty 1979.769199 = -2524640.233569 nChanged 1280 SP:Iteration 2Q (3508.084268 sec): 3 clusters Score: Raw -2527002.770979 + Penalty 1979.769199 = -2525023.001781 nChanged 1329 SP:Iteration 3Q (3508.178634 sec): 3 clusters Score: Raw -2527504.332861 + Penalty 1979.769199 = -2525524.563663 nChanged 1502 SP:Iteration 4Q (3508.260428 sec): 3 clusters Score: Raw -2528223.926543 + Penalty 1979.769199 = -2526244.157345 nChanged 1713 SP:Iteration 5F (3508.356651 sec): 3 clusters Score: Raw -2529164.170424 + Penalty 1979.769199 = -2527184.401226 nChanged 1909 SP:Iteration 6F (3508.446660 sec): 3 clusters Score: Raw -2530287.299580 + Penalty 1979.769199 = -2528307.530382 nChanged 2055 SP:Iteration 7F (3508.521440 sec): 3 clusters Score: Raw -2531652.899081 + Penalty 1979.769199 = -2529673.129883 nChanged 2069 SP:Iteration 8F (3508.608987 sec): 3 clusters Score: Raw -2533004.930584 + Penalty 1979.769199 = -2531025.161385 nChanged 1843 SP:Iteration 9F (3508.706341 sec): 3 clusters Score: Raw -2534096.187953 + Penalty 1979.769199 = -2532116.418755 nChanged 1523 SP:Iteration 10Q (3508.796815 sec): 3 clusters Score: Raw -2534804.365341 + Penalty 1979.769199 = -2532824.596142 nChanged 1060 SP:Iteration 11Q (3508.889989 sec): 3 clusters Score: Raw -2535151.061758 + Penalty 1979.769199 = -2533171.292559 nChanged 697 SP:Iteration 12Q (3508.985107 sec): 3 clusters Score: Raw -2535297.528935 + Penalty 1979.769199 = -2533317.759737 nChanged 448 SP:Iteration 13Q (3509.076205 sec): 3 clusters Score: Raw -2535381.473300 + Penalty 1979.769199 = -2533401.704102 nChanged 361 SP:Iteration 14Q (3509.173217 sec): 3 clusters Score: Raw -2535446.712516 + Penalty 1979.769199 = -2533466.943317 nChanged 320 SP:Iteration 15Q (3509.266173 sec): 3 clusters Score: Raw -2535504.212312 + Penalty 1979.769199 = -2533524.443113 nChanged 306 SP:Iteration 16Q (3509.353849 sec): 3 clusters Score: Raw -2535554.146667 + Penalty 1979.769199 = -2533574.377469 nChanged 259 SP:Iteration 17Q (3509.441176 sec): 3 clusters Score: Raw -2535590.558472 + Penalty 1979.769199 = -2533610.789274 nChanged 236 SP:Iteration 18Q (3509.531127 sec): 3 clusters Score: Raw -2535625.456174 + Penalty 1979.769199 = -2533645.686975 nChanged 236 SP:Iteration 19Q (3509.617594 sec): 3 clusters Score: Raw -2535658.438531 + Penalty 1979.769199 = -2533678.669332 nChanged 224 SP:Iteration 20F (3509.706851 sec): 3 clusters Score: Raw -2535692.369756 + Penalty 1979.769199 = -2533712.600557 nChanged 268 SP:Iteration 21Q (3509.798066 sec): 3 clusters Score: Raw -2535732.296038 + Penalty 1979.769199 = -2533752.526839 nChanged 243 SP:Iteration 22Q (3509.889980 sec): 3 clusters Score: Raw -2535767.524806 + Penalty 1979.769199 = -2533787.755607 nChanged 247 SP:Iteration 23Q (3509.970054 sec): 3 clusters Score: Raw -2535802.393921 + Penalty 1979.769199 = -2533822.624723 nChanged 253 SP:Iteration 24Q (3510.057794 sec): 3 clusters Score: Raw -2535839.457363 + Penalty 1979.769199 = -2533859.688165 nChanged 239 SP:Iteration 25Q (3510.139673 sec): 3 clusters Score: Raw -2535875.629931 + Penalty 1979.769199 = -2533895.860732 nChanged 241 SP:Iteration 26Q (3510.227759 sec): 3 clusters Score: Raw -2535915.659569 + Penalty 1979.769199 = -2533935.890371 nChanged 264 SP:Iteration 27Q (3510.317145 sec): 3 clusters Score: Raw -2535960.680334 + Penalty 1979.769199 = -2533980.911135 nChanged 285 SP:Iteration 28Q (3510.403470 sec): 3 clusters Score: Raw -2536015.723713 + Penalty 1979.769199 = -2534035.954515 nChanged 321 SP:Iteration 29Q (3510.485171 sec): 3 clusters Score: Raw -2536076.356250 + Penalty 1979.769199 = -2534096.587052 nChanged 308 SP:Iteration 30Q (3510.582070 sec): 3 clusters Score: Raw -2536145.483219 + Penalty 1979.769199 = -2534165.714020 nChanged 371 SP:Iteration 31Q (3510.670742 sec): 3 clusters Score: Raw -2536246.820999 + Penalty 1979.769199 = -2534267.051801 nChanged 445 SP:Iteration 32Q (3510.754760 sec): 3 clusters Score: Raw -2536378.809534 + Penalty 1979.769199 = -2534399.040335 nChanged 449 SP:Iteration 33Q (3510.843277 sec): 3 clusters Score: Raw -2536516.359829 + Penalty 1979.769199 = -2534536.590630 nChanged 485 SP:Iteration 34Q (3510.932060 sec): 3 clusters Score: Raw -2536658.839103 + Penalty 1979.769199 = -2534679.069905 nChanged 438 SP:Iteration 35Q (3511.019062 sec): 3 clusters Score: Raw -2536791.017233 + Penalty 1979.769199 = -2534811.248034 nChanged 440 SP:Iteration 36Q (3511.099035 sec): 3 clusters Score: Raw -2536929.227509 + Penalty 1979.769199 = -2534949.458310 nChanged 448 SP:Iteration 37Q (3511.191344 sec): 3 clusters Score: Raw -2537056.941318 + Penalty 1979.769199 = -2535077.172120 nChanged 412 SP:Iteration 38Q (3511.267373 sec): 3 clusters Score: Raw -2537179.464139 + Penalty 1979.769199 = -2535199.694940 nChanged 426 SP:Iteration 39Q (3511.361262 sec): 3 clusters Score: Raw -2537315.423073 + Penalty 1979.769199 = -2535335.653875 nChanged 385 SP:Iteration 40F (3511.448301 sec): 3 clusters Score: Raw -2537432.274719 + Penalty 1979.769199 = -2535452.505520 nChanged 392 SP:Iteration 41Q (3511.529751 sec): 3 clusters Score: Raw -2537555.573458 + Penalty 1979.769199 = -2535575.804259 nChanged 398 SP:Iteration 42Q (3511.600930 sec): 3 clusters Score: Raw -2537680.606405 + Penalty 1979.769199 = -2535700.837207 nChanged 373 SP:Iteration 43Q (3511.685439 sec): 3 clusters Score: Raw -2537796.189347 + Penalty 1979.769199 = -2535816.420148 nChanged 366 SP:Iteration 44Q (3511.771663 sec): 3 clusters Score: Raw -2537910.255224 + Penalty 1979.769199 = -2535930.486025 nChanged 344 SP:Iteration 45Q (3511.855748 sec): 3 clusters Score: Raw -2538009.042399 + Penalty 1979.769199 = -2536029.273200 nChanged 354 SP:Iteration 46Q (3511.937219 sec): 3 clusters Score: Raw -2538111.093161 + Penalty 1979.769199 = -2536131.323963 nChanged 337 SP:Iteration 47Q (3512.022157 sec): 3 clusters Score: Raw -2538205.459495 + Penalty 1979.769199 = -2536225.690297 nChanged 299 SP:Iteration 48Q (3512.107264 sec): 3 clusters Score: Raw -2538284.118175 + Penalty 1979.769199 = -2536304.348976 nChanged 289 SP:Iteration 49Q (3512.191132 sec): 3 clusters Score: Raw -2538359.931468 + Penalty 1979.769199 = -2536380.162269 nChanged 281 SP:Iteration 50Q (3512.276306 sec): 3 clusters Score: Raw -2538432.143107 + Penalty 1979.769199 = -2536452.373909 nChanged 255 SP:Iteration 51Q (3512.359729 sec): 3 clusters Score: Raw -2538495.267851 + Penalty 1979.769199 = -2536515.498652 nChanged 239 SP:Iteration 52Q (3512.443056 sec): 3 clusters Score: Raw -2538551.222878 + Penalty 1979.769199 = -2536571.453679 nChanged 222 SP:Iteration 53Q (3512.512651 sec): 3 clusters Score: Raw -2538604.961173 + Penalty 1979.769199 = -2536625.191974 nChanged 199 SP:Iteration 54Q (3512.597904 sec): 3 clusters Score: Raw -2538648.593533 + Penalty 1979.769199 = -2536668.824334 nChanged 184 SP:Iteration 55Q (3512.681132 sec): 3 clusters Score: Raw -2538686.366027 + Penalty 1979.769199 = -2536706.596828 nChanged 174 SP:Iteration 56Q (3512.760495 sec): 3 clusters Score: Raw -2538727.410795 + Penalty 1979.769199 = -2536747.641596 nChanged 177 SP:Iteration 57Q (3512.842127 sec): 3 clusters Score: Raw -2538772.933367 + Penalty 1979.769199 = -2536793.164168 nChanged 192 SP:Iteration 58Q (3512.926314 sec): 3 clusters Score: Raw -2538823.945831 + Penalty 1979.769199 = -2536844.176633 nChanged 178 SP:Iteration 59Q (3513.014568 sec): 3 clusters Score: Raw -2538869.397808 + Penalty 1979.769199 = -2536889.628610 nChanged 168 SP:Iteration 60F (3513.104982 sec): 3 clusters Score: Raw -2538921.181008 + Penalty 1979.769199 = -2536941.411810 nChanged 174 SP:Iteration 61Q (3513.191609 sec): 3 clusters Score: Raw -2538972.574069 + Penalty 1979.769199 = -2536992.804870 nChanged 141 SP:Iteration 62Q (3513.278197 sec): 3 clusters Score: Raw -2539013.162430 + Penalty 1979.769199 = -2537033.393231 nChanged 157 SP:Iteration 63Q (3513.341177 sec): 3 clusters Score: Raw -2539060.285922 + Penalty 1979.769199 = -2537080.516724 nChanged 150 SP:Iteration 64Q (3513.429855 sec): 3 clusters Score: Raw -2539103.712396 + Penalty 1979.769199 = -2537123.943197 nChanged 133 SP:Iteration 65Q (3513.514213 sec): 3 clusters Score: Raw -2539144.913815 + Penalty 1979.769199 = -2537165.144616 nChanged 133 SP:Iteration 66Q (3513.602136 sec): 3 clusters Score: Raw -2539182.669202 + Penalty 1979.769199 = -2537202.900003 nChanged 113 SP:Iteration 67Q (3513.674568 sec): 3 clusters Score: Raw -2539213.567393 + Penalty 1979.769199 = -2537233.798194 nChanged 102 SP:Iteration 68Q (3513.752838 sec): 3 clusters Score: Raw -2539239.928215 + Penalty 1979.769199 = -2537260.159017 nChanged 86 SP:Iteration 69Q (3513.847514 sec): 3 clusters Score: Raw -2539264.949814 + Penalty 1979.769199 = -2537285.180615 nChanged 95 SP:Iteration 70Q (3513.931954 sec): 3 clusters Score: Raw -2539293.078828 + Penalty 1979.769199 = -2537313.309629 nChanged 70 SP:Iteration 71Q (3514.016898 sec): 3 clusters Score: Raw -2539312.357407 + Penalty 1979.769199 = -2537332.588208 nChanged 72 SP:Iteration 72Q (3514.101860 sec): 3 clusters Score: Raw -2539330.879854 + Penalty 1979.769199 = -2537351.110655 nChanged 61 SP:Iteration 73Q (3514.175381 sec): 3 clusters Score: Raw -2539346.395557 + Penalty 1979.769199 = -2537366.626358 nChanged 44 SP:Iteration 74Q (3514.270167 sec): 3 clusters Score: Raw -2539357.631668 + Penalty 1979.769199 = -2537377.862470 nChanged 38 SP:Iteration 75Q (3514.351857 sec): 3 clusters Score: Raw -2539366.295425 + Penalty 1979.769199 = -2537386.526226 nChanged 33 SP:Iteration 76Q (3514.422521 sec): 3 clusters Score: Raw -2539373.852577 + Penalty 1979.769199 = -2537394.083379 nChanged 36 SP:Iteration 77Q (3514.502664 sec): 3 clusters Score: Raw -2539380.885921 + Penalty 1979.769199 = -2537401.116722 nChanged 20 SP:Iteration 78Q (3514.586546 sec): 3 clusters Score: Raw -2539384.061048 + Penalty 1979.769199 = -2537404.291850 nChanged 14 SP:Iteration 79Q (3514.658383 sec): 3 clusters Score: Raw -2539385.978975 + Penalty 1979.769199 = -2537406.209777 nChanged 11 SP:Iteration 80F (3514.746038 sec): 3 clusters Score: Raw -2539387.328551 + Penalty 1979.769199 = -2537407.559353 nChanged 11 SP:Iteration 81Q (3514.826236 sec): 3 clusters Score: Raw -2539389.418795 + Penalty 1979.769199 = -2537409.649597 nChanged 17 SP:Iteration 82Q (3514.915031 sec): 3 clusters Score: Raw -2539393.066690 + Penalty 1979.769199 = -2537413.297492 nChanged 19 SP:Iteration 83Q (3514.994713 sec): 3 clusters Score: Raw -2539396.384573 + Penalty 1979.769199 = -2537416.615375 nChanged 12 SP:Iteration 84Q (3515.075264 sec): 3 clusters Score: Raw -2539398.030781 + Penalty 1979.769199 = -2537418.261583 nChanged 6 SP:Iteration 85Q (3515.160553 sec): 3 clusters Score: Raw -2539399.410572 + Penalty 1979.769199 = -2537419.641374 nChanged 6 SP:Iteration 86Q (3515.243629 sec): 3 clusters Score: Raw -2539400.126828 + Penalty 1979.769199 = -2537420.357630 nChanged 4 SP:Iteration 87Q (3515.326577 sec): 3 clusters Score: Raw -2539400.738099 + Penalty 1979.769199 = -2537420.968900 nChanged 5 SP:Iteration 88Q (3515.409923 sec): 3 clusters Score: Raw -2539401.532866 + Penalty 1979.769199 = -2537421.763667 nChanged 4 SP:Iteration 89Q (3515.479528 sec): 3 clusters Score: Raw -2539402.260846 + Penalty 1979.769199 = -2537422.491647 nChanged 4 SP:Iteration 90Q (3515.572067 sec): 3 clusters Score: Raw -2539402.820511 + Penalty 1979.769199 = -2537423.051313 nChanged 5 SP:Iteration 91Q (3515.656188 sec): 3 clusters Score: Raw -2539403.727045 + Penalty 1979.769199 = -2537423.957846 nChanged 5 SP:Iteration 92Q (3515.733444 sec): 3 clusters Score: Raw -2539405.208137 + Penalty 1979.769199 = -2537425.438938 nChanged 10 SP:Iteration 93Q (3515.815603 sec): 3 clusters Score: Raw -2539407.213415 + Penalty 1979.769199 = -2537427.444217 nChanged 10 SP:Iteration 94Q (3515.887385 sec): 3 clusters Score: Raw -2539409.457454 + Penalty 1979.769199 = -2537429.688255 nChanged 8 SP:Iteration 95Q (3515.970860 sec): 3 clusters Score: Raw -2539411.645962 + Penalty 1979.769199 = -2537431.876763 nChanged 7 SP:Iteration 96Q (3516.049693 sec): 3 clusters Score: Raw -2539413.016081 + Penalty 1979.769199 = -2537433.246882 nChanged 4 SP:Iteration 97Q (3516.133056 sec): 3 clusters Score: Raw -2539413.703656 + Penalty 1979.769199 = -2537433.934457 nChanged 4 SP:Iteration 98Q (3516.215439 sec): 3 clusters Score: Raw -2539414.471676 + Penalty 1979.769199 = -2537434.702478 nChanged 5 SP:Iteration 99Q (3516.287401 sec): 3 clusters Score: Raw -2539415.464762 + Penalty 1979.769199 = -2537435.695563 nChanged 6 SP:Iteration 100F (3516.384456 sec): 3 clusters Score: Raw -2539416.769032 + Penalty 1979.769199 = -2537436.999834 nChanged 4 SP:Iteration 101Q (3516.467299 sec): 3 clusters Score: Raw -2539417.239004 + Penalty 1979.769199 = -2537437.469805 nChanged 3 SP:Iteration 102Q (3516.550910 sec): 3 clusters Score: Raw -2539417.710483 + Penalty 1979.769199 = -2537437.941284 nChanged 3 SP:Iteration 103Q (3516.633121 sec): 3 clusters Score: Raw -2539418.374726 + Penalty 1979.769199 = -2537438.605527 nChanged 5 SP:Iteration 104Q (3516.712517 sec): 3 clusters Score: Raw -2539418.955342 + Penalty 1979.769199 = -2537439.186144 nChanged 1 SP:Iteration 105Q (3516.797666 sec): 3 clusters Score: Raw -2539419.008715 + Penalty 1979.769199 = -2537439.239517 nChanged 0 SP:Iteration 106F (3516.873468 sec): 3 clusters Score: Raw -2539419.008715 + Penalty 1979.769199 = -2537439.239517 nChanged 0 Trying to split cluster 23 (1046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3516.905905 sec): 2 clusters Score: Raw -71338.811904 + Penalty 660.509221 = -70678.302683 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3516.943345 sec): 3 clusters Score: Raw -70918.601699 + Penalty 1321.018442 = -69597.583257 nChanged 376 SP:Iteration 1F (3516.989643 sec): 3 clusters Score: Raw -71171.546109 + Penalty 1321.018442 = -69850.527666 nChanged 95 SP:Iteration 2F (3517.039413 sec): 3 clusters Score: Raw -71251.423034 + Penalty 1321.018442 = -69930.404591 nChanged 63 SP:Iteration 3F (3517.088997 sec): 3 clusters Score: Raw -71303.795935 + Penalty 1321.018442 = -69982.777493 nChanged 41 SP:Iteration 4Q (3517.132457 sec): 3 clusters Score: Raw -71329.949965 + Penalty 1321.018442 = -70008.931523 nChanged 38 SP:Iteration 5Q (3517.182806 sec): 3 clusters Score: Raw -71368.464549 + Penalty 1321.018442 = -70047.446107 nChanged 46 SP:Iteration 6Q (3517.228869 sec): 3 clusters Score: Raw -71406.789827 + Penalty 1321.018442 = -70085.771385 nChanged 39 SP:Iteration 7Q (3517.278738 sec): 3 clusters Score: Raw -71442.523253 + Penalty 1321.018442 = -70121.504811 nChanged 24 SP:Iteration 8Q (3517.325324 sec): 3 clusters Score: Raw -71463.132962 + Penalty 1321.018442 = -70142.114520 nChanged 21 SP:Iteration 9Q (3517.371123 sec): 3 clusters Score: Raw -71483.074178 + Penalty 1321.018442 = -70162.055736 nChanged 17 SP:Iteration 10Q (3517.420950 sec): 3 clusters Score: Raw -71497.421332 + Penalty 1321.018442 = -70176.402889 nChanged 9 SP:Iteration 11Q (3517.467786 sec): 3 clusters Score: Raw -71504.718475 + Penalty 1321.018442 = -70183.700033 nChanged 8 SP:Iteration 12Q (3517.517570 sec): 3 clusters Score: Raw -71508.923753 + Penalty 1321.018442 = -70187.905310 nChanged 7 SP:Iteration 13Q (3517.563484 sec): 3 clusters Score: Raw -71515.035381 + Penalty 1321.018442 = -70194.016939 nChanged 7 SP:Iteration 14Q (3517.622342 sec): 3 clusters Score: Raw -71518.844183 + Penalty 1321.018442 = -70197.825741 nChanged 3 SP:Iteration 15Q (3517.675174 sec): 3 clusters Score: Raw -71521.360328 + Penalty 1321.018442 = -70200.341885 nChanged 5 SP:Iteration 16Q (3517.703608 sec): 3 clusters Score: Raw -71524.796593 + Penalty 1321.018442 = -70203.778151 nChanged 6 SP:Iteration 17Q (3517.753382 sec): 3 clusters Score: Raw -71530.247423 + Penalty 1321.018442 = -70209.228980 nChanged 6 SP:Iteration 18Q (3517.800410 sec): 3 clusters Score: Raw -71535.866421 + Penalty 1321.018442 = -70214.847979 nChanged 3 SP:Iteration 19Q (3517.850548 sec): 3 clusters Score: Raw -71538.356602 + Penalty 1321.018442 = -70217.338160 nChanged 2 SP:Iteration 20F (3517.912414 sec): 3 clusters Score: Raw -71539.452593 + Penalty 1321.018442 = -70218.434151 nChanged 2 SP:Iteration 21Q (3517.951024 sec): 3 clusters Score: Raw -71540.210118 + Penalty 1321.018442 = -70219.191675 nChanged 0 SP:Iteration 22F (3517.992053 sec): 3 clusters Score: Raw -71540.210118 + Penalty 1321.018442 = -70219.191675 nChanged 0 Iteration 139Q (3520.627355 sec): 25 clusters Score: Raw -25396686.707533 + Penalty 29149.392721 = -25367537.314812 nChanged 1140 Iteration 140F (3524.938410 sec): 25 clusters Score: Raw -25397586.005630 + Penalty 29149.392721 = -25368436.612909 nChanged 1095 Iteration 141Q (3527.615786 sec): 25 clusters Score: Raw -25398869.494690 + Penalty 29149.392721 = -25369720.101970 nChanged 1098 Iteration 142Q (3530.050806 sec): 25 clusters Score: Raw -25399366.776965 + Penalty 29149.392721 = -25370217.384244 nChanged 927 Iteration 143Q (3532.498885 sec): 25 clusters Score: Raw -25399679.253263 + Penalty 29149.392721 = -25370529.860542 nChanged 814 Iteration 144Q (3535.189603 sec): 25 clusters Score: Raw -25399876.498111 + Penalty 29149.392721 = -25370727.105390 nChanged 719 Iteration 145Q (3537.685138 sec): 25 clusters Score: Raw -25399992.790683 + Penalty 29149.392721 = -25370843.397962 nChanged 598 Iteration 146Q (3540.075805 sec): 25 clusters Score: Raw -25400055.921866 + Penalty 29149.392721 = -25370906.529146 nChanged 501 Iteration 147Q (3542.697986 sec): 25 clusters Score: Raw -25400096.419716 + Penalty 29149.392721 = -25370947.026995 nChanged 511 Iteration 148Q (3545.243671 sec): 25 clusters Score: Raw -25400136.867628 + Penalty 29149.392721 = -25370987.474908 nChanged 502 Iteration 149Q (3547.741612 sec): 25 clusters Score: Raw -25400168.476341 + Penalty 29149.392721 = -25371019.083620 nChanged 513 Iteration 150Q (3550.419995 sec): 25 clusters Score: Raw -25400200.744767 + Penalty 29149.392721 = -25371051.352047 nChanged 481 Iteration 151Q (3552.976449 sec): 25 clusters Score: Raw -25400229.134976 + Penalty 29149.392721 = -25371079.742256 nChanged 492 Iteration 152Q (3555.348787 sec): 25 clusters Score: Raw -25400256.388663 + Penalty 29149.392721 = -25371106.995942 nChanged 474 Iteration 153Q (3558.057974 sec): 25 clusters Score: Raw -25400282.169663 + Penalty 29149.392721 = -25371132.776942 nChanged 494 Iteration 154Q (3560.493069 sec): 25 clusters Score: Raw -25400309.761822 + Penalty 29149.392721 = -25371160.369101 nChanged 492 Iteration 155Q (3562.935615 sec): 25 clusters Score: Raw -25400337.419051 + Penalty 29149.392721 = -25371188.026330 nChanged 512 Iteration 156Q (3565.706401 sec): 25 clusters Score: Raw -25400367.348144 + Penalty 29149.392721 = -25371217.955423 nChanged 533 Iteration 157Q (3568.137901 sec): 25 clusters Score: Raw -25400398.307438 + Penalty 29149.392721 = -25371248.914717 nChanged 509 Iteration 158Q (3570.613719 sec): 25 clusters Score: Raw -25400425.560860 + Penalty 29149.392721 = -25371276.168140 nChanged 457 Iteration 159Q (3572.987009 sec): 25 clusters Score: Raw -25400448.269528 + Penalty 29149.392721 = -25371298.876808 nChanged 445 Iteration 160F (3577.253320 sec): 25 clusters Score: Raw -25400471.845898 + Penalty 29149.392721 = -25371322.453177 nChanged 432 Iteration 161Q (3579.728249 sec): 25 clusters Score: Raw -25400492.413618 + Penalty 29149.392721 = -25371343.020898 nChanged 370 Iteration 162Q (3582.111537 sec): 25 clusters Score: Raw -25400509.189759 + Penalty 29149.392721 = -25371359.797038 nChanged 354 Iteration 163Q (3584.535914 sec): 25 clusters Score: Raw -25400524.501539 + Penalty 29149.392721 = -25371375.108818 nChanged 365 Iteration 164Q (3586.935557 sec): 25 clusters Score: Raw -25400539.130120 + Penalty 29149.392721 = -25371389.737399 nChanged 355 Iteration 165Q (3589.366000 sec): 25 clusters Score: Raw -25400556.739827 + Penalty 29149.392721 = -25371407.347107 nChanged 395 Iteration 166Q (3591.774219 sec): 25 clusters Score: Raw -25400577.375072 + Penalty 29149.392721 = -25371427.982351 nChanged 395 Iteration 167Q (3594.380396 sec): 25 clusters Score: Raw -25400596.885171 + Penalty 29149.392721 = -25371447.492450 nChanged 401 Iteration 168Q (3596.751294 sec): 25 clusters Score: Raw -25400616.688296 + Penalty 29149.392721 = -25371467.295575 nChanged 406 Iteration 169Q (3599.094514 sec): 25 clusters Score: Raw -25400636.891849 + Penalty 29149.392721 = -25371487.499128 nChanged 369 Iteration 170Q (3601.520604 sec): 25 clusters Score: Raw -25400653.789504 + Penalty 29149.392721 = -25371504.396783 nChanged 359 Iteration 171Q (3603.952602 sec): 25 clusters Score: Raw -25400669.344133 + Penalty 29149.392721 = -25371519.951412 nChanged 351 Iteration 172Q (3606.405247 sec): 25 clusters Score: Raw -25400683.599938 + Penalty 29149.392721 = -25371534.207217 nChanged 317 Iteration 173Q (3608.806652 sec): 25 clusters Score: Raw -25400696.100674 + Penalty 29149.392721 = -25371546.707953 nChanged 295 Iteration 174Q (3611.295859 sec): 25 clusters Score: Raw -25400707.180059 + Penalty 29149.392721 = -25371557.787339 nChanged 257 Iteration 175Q (3613.780421 sec): 25 clusters Score: Raw -25400717.388345 + Penalty 29149.392721 = -25371567.995624 nChanged 270 Iteration 176Q (3616.238756 sec): 25 clusters Score: Raw -25400728.276223 + Penalty 29149.392721 = -25371578.883502 nChanged 292 Iteration 177Q (3618.700430 sec): 25 clusters Score: Raw -25400741.783898 + Penalty 29149.392721 = -25371592.391177 nChanged 318 Iteration 178Q (3621.176321 sec): 25 clusters Score: Raw -25400757.035092 + Penalty 29149.392721 = -25371607.642372 nChanged 332 Writing temp clu file Because OldScore, -25371592.391177, is greater than current (better) Score,-25371607.642372 Compute initial score before splitting: Score: Raw -25400757.035092 + Penalty 29149.392721 = -25371607.642372 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3621.275625 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3621.320809 sec): 3 clusters Score: Raw -170960.766419 + Penalty 1457.912393 = -169502.854026 nChanged 822 SP:Iteration 1F (3621.363338 sec): 3 clusters Score: Raw -171461.905874 + Penalty 1457.912393 = -170003.993481 nChanged 185 SP:Iteration 2F (3621.411552 sec): 3 clusters Score: Raw -171564.826598 + Penalty 1457.912393 = -170106.914205 nChanged 112 SP:Iteration 3F (3621.453027 sec): 3 clusters Score: Raw -171624.857756 + Penalty 1457.912393 = -170166.945363 nChanged 65 SP:Iteration 4Q (3621.495321 sec): 3 clusters Score: Raw -171652.353669 + Penalty 1457.912393 = -170194.441276 nChanged 57 SP:Iteration 5Q (3621.529905 sec): 3 clusters Score: Raw -171681.011048 + Penalty 1457.912393 = -170223.098655 nChanged 55 SP:Iteration 6Q (3621.584564 sec): 3 clusters Score: Raw -171709.941978 + Penalty 1457.912393 = -170252.029585 nChanged 45 SP:Iteration 7Q (3621.621371 sec): 3 clusters Score: Raw -171727.564553 + Penalty 1457.912393 = -170269.652160 nChanged 38 SP:Iteration 8Q (3621.659052 sec): 3 clusters Score: Raw -171745.869342 + Penalty 1457.912393 = -170287.956949 nChanged 39 SP:Iteration 9Q (3621.694222 sec): 3 clusters Score: Raw -171762.905015 + Penalty 1457.912393 = -170304.992622 nChanged 36 SP:Iteration 10Q (3621.742560 sec): 3 clusters Score: Raw -171778.796605 + Penalty 1457.912393 = -170320.884212 nChanged 30 SP:Iteration 11Q (3621.790378 sec): 3 clusters Score: Raw -171790.632132 + Penalty 1457.912393 = -170332.719739 nChanged 23 SP:Iteration 12Q (3621.827294 sec): 3 clusters Score: Raw -171801.632714 + Penalty 1457.912393 = -170343.720321 nChanged 27 SP:Iteration 13Q (3621.865084 sec): 3 clusters Score: Raw -171815.365422 + Penalty 1457.912393 = -170357.453029 nChanged 33 SP:Iteration 14Q (3621.909831 sec): 3 clusters Score: Raw -171831.197932 + Penalty 1457.912393 = -170373.285539 nChanged 40 SP:Iteration 15Q (3621.958974 sec): 3 clusters Score: Raw -171846.861204 + Penalty 1457.912393 = -170388.948811 nChanged 31 SP:Iteration 16Q (3621.998363 sec): 3 clusters Score: Raw -171862.179383 + Penalty 1457.912393 = -170404.266990 nChanged 34 SP:Iteration 17Q (3622.040036 sec): 3 clusters Score: Raw -171880.964455 + Penalty 1457.912393 = -170423.052062 nChanged 40 SP:Iteration 18Q (3622.089965 sec): 3 clusters Score: Raw -171903.680441 + Penalty 1457.912393 = -170445.768048 nChanged 35 SP:Iteration 19Q (3622.133465 sec): 3 clusters Score: Raw -171933.020441 + Penalty 1457.912393 = -170475.108048 nChanged 44 SP:Iteration 20F (3622.175989 sec): 3 clusters Score: Raw -171968.959602 + Penalty 1457.912393 = -170511.047209 nChanged 44 SP:Iteration 21Q (3622.215442 sec): 3 clusters Score: Raw -171991.295993 + Penalty 1457.912393 = -170533.383600 nChanged 38 SP:Iteration 22Q (3622.258049 sec): 3 clusters Score: Raw -172005.978513 + Penalty 1457.912393 = -170548.066119 nChanged 21 SP:Iteration 23Q (3622.296072 sec): 3 clusters Score: Raw -172016.612112 + Penalty 1457.912393 = -170558.699719 nChanged 20 SP:Iteration 24Q (3622.346574 sec): 3 clusters Score: Raw -172026.815748 + Penalty 1457.912393 = -170568.903355 nChanged 17 SP:Iteration 25Q (3622.393005 sec): 3 clusters Score: Raw -172039.181573 + Penalty 1457.912393 = -170581.269180 nChanged 23 SP:Iteration 26Q (3622.429838 sec): 3 clusters Score: Raw -172050.345029 + Penalty 1457.912393 = -170592.432636 nChanged 20 SP:Iteration 27Q (3622.477601 sec): 3 clusters Score: Raw -172056.661083 + Penalty 1457.912393 = -170598.748690 nChanged 14 SP:Iteration 28Q (3622.508773 sec): 3 clusters Score: Raw -172060.873231 + Penalty 1457.912393 = -170602.960838 nChanged 15 SP:Iteration 29Q (3622.553117 sec): 3 clusters Score: Raw -172067.353618 + Penalty 1457.912393 = -170609.441225 nChanged 18 SP:Iteration 30Q (3622.600385 sec): 3 clusters Score: Raw -172080.515904 + Penalty 1457.912393 = -170622.603511 nChanged 24 SP:Iteration 31Q (3622.646032 sec): 3 clusters Score: Raw -172095.886106 + Penalty 1457.912393 = -170637.973713 nChanged 26 SP:Iteration 32Q (3622.676843 sec): 3 clusters Score: Raw -172107.026920 + Penalty 1457.912393 = -170649.114527 nChanged 16 SP:Iteration 33Q (3622.718002 sec): 3 clusters Score: Raw -172117.375681 + Penalty 1457.912393 = -170659.463288 nChanged 22 SP:Iteration 34Q (3622.768203 sec): 3 clusters Score: Raw -172128.579500 + Penalty 1457.912393 = -170670.667107 nChanged 22 SP:Iteration 35Q (3622.808862 sec): 3 clusters Score: Raw -172142.714503 + Penalty 1457.912393 = -170684.802110 nChanged 25 SP:Iteration 36Q (3622.853205 sec): 3 clusters Score: Raw -172154.129949 + Penalty 1457.912393 = -170696.217556 nChanged 15 SP:Iteration 37Q (3622.894241 sec): 3 clusters Score: Raw -172160.584627 + Penalty 1457.912393 = -170702.672234 nChanged 14 SP:Iteration 38Q (3622.937072 sec): 3 clusters Score: Raw -172168.592465 + Penalty 1457.912393 = -170710.680072 nChanged 14 SP:Iteration 39Q (3622.977898 sec): 3 clusters Score: Raw -172176.560438 + Penalty 1457.912393 = -170718.648045 nChanged 13 SP:Iteration 40F (3623.004847 sec): 3 clusters Score: Raw -172184.327595 + Penalty 1457.912393 = -170726.415202 nChanged 14 SP:Iteration 41Q (3623.013209 sec): 3 clusters Score: Raw -172190.312622 + Penalty 1457.912393 = -170732.400229 nChanged 12 SP:Iteration 42Q (3623.021103 sec): 3 clusters Score: Raw -172193.745234 + Penalty 1457.912393 = -170735.832841 nChanged 6 SP:Iteration 43Q (3623.029007 sec): 3 clusters Score: Raw -172196.056502 + Penalty 1457.912393 = -170738.144109 nChanged 3 SP:Iteration 44Q (3623.036917 sec): 3 clusters Score: Raw -172197.165529 + Penalty 1457.912393 = -170739.253136 nChanged 3 SP:Iteration 45Q (3623.044800 sec): 3 clusters Score: Raw -172198.691651 + Penalty 1457.912393 = -170740.779258 nChanged 4 SP:Iteration 46Q (3623.052684 sec): 3 clusters Score: Raw -172199.605619 + Penalty 1457.912393 = -170741.693226 nChanged 3 SP:Iteration 47Q (3623.060486 sec): 3 clusters Score: Raw -172200.042047 + Penalty 1457.912393 = -170742.129654 nChanged 1 SP:Iteration 48Q (3623.068313 sec): 3 clusters Score: Raw -172200.192795 + Penalty 1457.912393 = -170742.280402 nChanged 0 SP:Iteration 49F (3623.076372 sec): 3 clusters Score: Raw -172200.192795 + Penalty 1457.912393 = -170742.280402 nChanged 0 Trying to split cluster 2 (27750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3623.141488 sec): 2 clusters Score: Raw -2036541.216060 + Penalty 971.944156 = -2035569.271903 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3623.208527 sec): 3 clusters Score: Raw -2019062.259609 + Penalty 1943.888313 = -2017118.371297 nChanged 12952 SP:Iteration 1F (3623.288260 sec): 3 clusters Score: Raw -2026949.258341 + Penalty 1943.888313 = -2025005.370029 nChanged 1680 SP:Iteration 2F (3623.373728 sec): 3 clusters Score: Raw -2027864.739633 + Penalty 1943.888313 = -2025920.851320 nChanged 1999 SP:Iteration 3F (3623.447129 sec): 3 clusters Score: Raw -2029260.076931 + Penalty 1943.888313 = -2027316.188618 nChanged 2211 SP:Iteration 4F (3623.510044 sec): 3 clusters Score: Raw -2031141.753049 + Penalty 1943.888313 = -2029197.864736 nChanged 2210 SP:Iteration 5F (3623.583766 sec): 3 clusters Score: Raw -2033280.704576 + Penalty 1943.888313 = -2031336.816263 nChanged 1734 SP:Iteration 6F (3623.668052 sec): 3 clusters Score: Raw -2035044.678953 + Penalty 1943.888313 = -2033100.790640 nChanged 984 SP:Iteration 7Q (3623.719431 sec): 3 clusters Score: Raw -2035977.594304 + Penalty 1943.888313 = -2034033.705991 nChanged 443 SP:Iteration 8Q (3623.793552 sec): 3 clusters Score: Raw -2036387.328300 + Penalty 1943.888313 = -2034443.439987 nChanged 156 SP:Iteration 9Q (3623.863514 sec): 3 clusters Score: Raw -2036533.286722 + Penalty 1943.888313 = -2034589.398409 nChanged 62 SP:Iteration 10Q (3623.938948 sec): 3 clusters Score: Raw -2036596.235346 + Penalty 1943.888313 = -2034652.347034 nChanged 20 SP:Iteration 11Q (3624.001818 sec): 3 clusters Score: Raw -2036621.359380 + Penalty 1943.888313 = -2034677.471068 nChanged 13 SP:Iteration 12Q (3624.070133 sec): 3 clusters Score: Raw -2036638.620008 + Penalty 1943.888313 = -2034694.731695 nChanged 10 SP:Iteration 13Q (3624.128565 sec): 3 clusters Score: Raw -2036651.849822 + Penalty 1943.888313 = -2034707.961509 nChanged 9 SP:Iteration 14Q (3624.206049 sec): 3 clusters Score: Raw -2036667.899226 + Penalty 1943.888313 = -2034724.010913 nChanged 4 SP:Iteration 15Q (3624.269624 sec): 3 clusters Score: Raw -2036670.923848 + Penalty 1943.888313 = -2034727.035536 nChanged 4 SP:Iteration 16Q (3624.331101 sec): 3 clusters Score: Raw -2036674.840920 + Penalty 1943.888313 = -2034730.952607 nChanged 3 SP:Iteration 17Q (3624.406080 sec): 3 clusters Score: Raw -2036680.226965 + Penalty 1943.888313 = -2034736.338652 nChanged 4 SP:Iteration 18Q (3624.481924 sec): 3 clusters Score: Raw -2036688.884004 + Penalty 1943.888313 = -2034744.995691 nChanged 3 SP:Iteration 19Q (3624.552627 sec): 3 clusters Score: Raw -2036694.657812 + Penalty 1943.888313 = -2034750.769500 nChanged 1 SP:Iteration 20F (3624.601611 sec): 3 clusters Score: Raw -2036694.974147 + Penalty 1943.888313 = -2034751.085835 nChanged 1 SP:Iteration 21Q (3624.649351 sec): 3 clusters Score: Raw -2036695.352264 + Penalty 1943.888313 = -2034751.463952 nChanged 0 SP:Iteration 22F (3624.725039 sec): 3 clusters Score: Raw -2036695.352264 + Penalty 1943.888313 = -2034751.463952 nChanged 0 Trying to split cluster 3 (5572 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3624.760199 sec): 2 clusters Score: Raw -416372.289111 + Penalty 819.423387 = -415552.865724 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3624.802728 sec): 3 clusters Score: Raw -413218.805397 + Penalty 1638.846774 = -411579.958623 nChanged 2414 SP:Iteration 1F (3624.848927 sec): 3 clusters Score: Raw -414447.504851 + Penalty 1638.846774 = -412808.658077 nChanged 306 SP:Iteration 2F (3624.893200 sec): 3 clusters Score: Raw -414567.641971 + Penalty 1638.846774 = -412928.795198 nChanged 251 SP:Iteration 3Q (3624.946088 sec): 3 clusters Score: Raw -414654.296711 + Penalty 1638.846774 = -413015.449938 nChanged 205 SP:Iteration 4Q (3624.985766 sec): 3 clusters Score: Raw -414730.343949 + Penalty 1638.846774 = -413091.497175 nChanged 196 SP:Iteration 5Q (3625.031837 sec): 3 clusters Score: Raw -414808.324744 + Penalty 1638.846774 = -413169.477970 nChanged 204 SP:Iteration 6Q (3625.090142 sec): 3 clusters Score: Raw -414893.854118 + Penalty 1638.846774 = -413255.007345 nChanged 205 SP:Iteration 7Q (3625.132478 sec): 3 clusters Score: Raw -414986.937690 + Penalty 1638.846774 = -413348.090916 nChanged 218 SP:Iteration 8Q (3625.184575 sec): 3 clusters Score: Raw -415096.855124 + Penalty 1638.846774 = -413458.008350 nChanged 245 SP:Iteration 9Q (3625.231128 sec): 3 clusters Score: Raw -415244.282027 + Penalty 1638.846774 = -413605.435253 nChanged 260 SP:Iteration 10Q (3625.261972 sec): 3 clusters Score: Raw -415416.281663 + Penalty 1638.846774 = -413777.434890 nChanged 289 SP:Iteration 11F (3625.309440 sec): 3 clusters Score: Raw -415615.816684 + Penalty 1638.846774 = -413976.969911 nChanged 299 SP:Iteration 12F (3625.366251 sec): 3 clusters Score: Raw -415845.668442 + Penalty 1638.846774 = -414206.821669 nChanged 276 SP:Iteration 13Q (3625.404505 sec): 3 clusters Score: Raw -416057.932187 + Penalty 1638.846774 = -414419.085414 nChanged 240 SP:Iteration 14Q (3625.448899 sec): 3 clusters Score: Raw -416207.269661 + Penalty 1638.846774 = -414568.422888 nChanged 160 SP:Iteration 15Q (3625.481840 sec): 3 clusters Score: Raw -416284.475256 + Penalty 1638.846774 = -414645.628482 nChanged 119 SP:Iteration 16Q (3625.539655 sec): 3 clusters Score: Raw -416339.056271 + Penalty 1638.846774 = -414700.209498 nChanged 86 SP:Iteration 17Q (3625.570389 sec): 3 clusters Score: Raw -416373.642614 + Penalty 1638.846774 = -414734.795840 nChanged 75 SP:Iteration 18Q (3625.614881 sec): 3 clusters Score: Raw -416402.240057 + Penalty 1638.846774 = -414763.393283 nChanged 63 SP:Iteration 19Q (3625.660944 sec): 3 clusters Score: Raw -416422.488163 + Penalty 1638.846774 = -414783.641390 nChanged 41 SP:Iteration 20F (3625.707385 sec): 3 clusters Score: Raw -416434.623911 + Penalty 1638.846774 = -414795.777137 nChanged 33 SP:Iteration 21Q (3625.749279 sec): 3 clusters Score: Raw -416442.153132 + Penalty 1638.846774 = -414803.306358 nChanged 19 SP:Iteration 22Q (3625.801174 sec): 3 clusters Score: Raw -416445.807319 + Penalty 1638.846774 = -414806.960545 nChanged 19 SP:Iteration 23Q (3625.859916 sec): 3 clusters Score: Raw -416449.438973 + Penalty 1638.846774 = -414810.592199 nChanged 20 SP:Iteration 24Q (3625.904165 sec): 3 clusters Score: Raw -416453.832905 + Penalty 1638.846774 = -414814.986131 nChanged 19 SP:Iteration 25Q (3625.946615 sec): 3 clusters Score: Raw -416458.102672 + Penalty 1638.846774 = -414819.255899 nChanged 18 SP:Iteration 26Q (3625.992524 sec): 3 clusters Score: Raw -416462.655670 + Penalty 1638.846774 = -414823.808897 nChanged 19 SP:Iteration 27Q (3626.037679 sec): 3 clusters Score: Raw -416466.525851 + Penalty 1638.846774 = -414827.679078 nChanged 17 SP:Iteration 28Q (3626.082562 sec): 3 clusters Score: Raw -416469.103236 + Penalty 1638.846774 = -414830.256463 nChanged 11 SP:Iteration 29Q (3626.138572 sec): 3 clusters Score: Raw -416471.185464 + Penalty 1638.846774 = -414832.338690 nChanged 11 SP:Iteration 30Q (3626.187092 sec): 3 clusters Score: Raw -416473.189432 + Penalty 1638.846774 = -414834.342658 nChanged 13 SP:Iteration 31Q (3626.230208 sec): 3 clusters Score: Raw -416475.070366 + Penalty 1638.846774 = -414836.223592 nChanged 9 SP:Iteration 32Q (3626.266277 sec): 3 clusters Score: Raw -416476.511210 + Penalty 1638.846774 = -414837.664436 nChanged 6 SP:Iteration 33Q (3626.307867 sec): 3 clusters Score: Raw -416477.439674 + Penalty 1638.846774 = -414838.592900 nChanged 7 SP:Iteration 34Q (3626.344221 sec): 3 clusters Score: Raw -416478.402461 + Penalty 1638.846774 = -414839.555687 nChanged 6 SP:Iteration 35Q (3626.391349 sec): 3 clusters Score: Raw -416479.534365 + Penalty 1638.846774 = -414840.687591 nChanged 7 SP:Iteration 36Q (3626.438588 sec): 3 clusters Score: Raw -416480.468664 + Penalty 1638.846774 = -414841.621890 nChanged 4 SP:Iteration 37Q (3626.494874 sec): 3 clusters Score: Raw -416481.205571 + Penalty 1638.846774 = -414842.358798 nChanged 4 SP:Iteration 38Q (3626.539680 sec): 3 clusters Score: Raw -416481.515437 + Penalty 1638.846774 = -414842.668663 nChanged 3 SP:Iteration 39Q (3626.593370 sec): 3 clusters Score: Raw -416481.696529 + Penalty 1638.846774 = -414842.849755 nChanged 1 SP:Iteration 40F (3626.637276 sec): 3 clusters Score: Raw -416481.883294 + Penalty 1638.846774 = -414843.036520 nChanged 1 SP:Iteration 41Q (3626.683163 sec): 3 clusters Score: Raw -416482.025987 + Penalty 1638.846774 = -414843.179213 nChanged 2 SP:Iteration 42Q (3626.736143 sec): 3 clusters Score: Raw -416482.436302 + Penalty 1638.846774 = -414843.589528 nChanged 3 SP:Iteration 43Q (3626.777690 sec): 3 clusters Score: Raw -416482.770733 + Penalty 1638.846774 = -414843.923959 nChanged 4 SP:Iteration 44Q (3626.810874 sec): 3 clusters Score: Raw -416483.591412 + Penalty 1638.846774 = -414844.744639 nChanged 3 SP:Iteration 45Q (3626.853835 sec): 3 clusters Score: Raw -416484.003799 + Penalty 1638.846774 = -414845.157025 nChanged 6 SP:Iteration 46Q (3626.897035 sec): 3 clusters Score: Raw -416484.535139 + Penalty 1638.846774 = -414845.688366 nChanged 3 SP:Iteration 47Q (3626.948512 sec): 3 clusters Score: Raw -416484.970815 + Penalty 1638.846774 = -414846.124041 nChanged 3 SP:Iteration 48Q (3627.005148 sec): 3 clusters Score: Raw -416485.482335 + Penalty 1638.846774 = -414846.635561 nChanged 4 SP:Iteration 49Q (3627.036169 sec): 3 clusters Score: Raw -416485.982835 + Penalty 1638.846774 = -414847.136062 nChanged 5 SP:Iteration 50Q (3627.091299 sec): 3 clusters Score: Raw -416486.416885 + Penalty 1638.846774 = -414847.570111 nChanged 3 SP:Iteration 51Q (3627.140983 sec): 3 clusters Score: Raw -416486.716409 + Penalty 1638.846774 = -414847.869635 nChanged 8 SP:Iteration 52Q (3627.189769 sec): 3 clusters Score: Raw -416488.295394 + Penalty 1638.846774 = -414849.448621 nChanged 13 SP:Iteration 53Q (3627.233264 sec): 3 clusters Score: Raw -416490.075430 + Penalty 1638.846774 = -414851.228656 nChanged 8 SP:Iteration 54Q (3627.284438 sec): 3 clusters Score: Raw -416490.899793 + Penalty 1638.846774 = -414852.053019 nChanged 5 SP:Iteration 55Q (3627.327195 sec): 3 clusters Score: Raw -416491.903646 + Penalty 1638.846774 = -414853.056873 nChanged 5 SP:Iteration 56Q (3627.379623 sec): 3 clusters Score: Raw -416492.535268 + Penalty 1638.846774 = -414853.688495 nChanged 2 SP:Iteration 57Q (3627.420599 sec): 3 clusters Score: Raw -416492.808450 + Penalty 1638.846774 = -414853.961676 nChanged 2 SP:Iteration 58Q (3627.469927 sec): 3 clusters Score: Raw -416492.927506 + Penalty 1638.846774 = -414854.080733 nChanged 1 SP:Iteration 59Q (3627.521215 sec): 3 clusters Score: Raw -416492.986398 + Penalty 1638.846774 = -414854.139624 nChanged 0 SP:Iteration 60F (3627.553283 sec): 3 clusters Score: Raw -416492.986398 + Penalty 1638.846774 = -414854.139624 nChanged 0 Trying to split cluster 4 (3465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3627.577512 sec): 2 clusters Score: Raw -253661.228720 + Penalty 774.294452 = -252886.934269 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3627.620461 sec): 3 clusters Score: Raw -251817.620623 + Penalty 1548.588903 = -250269.031720 nChanged 1420 SP:Iteration 1F (3627.675267 sec): 3 clusters Score: Raw -252552.297004 + Penalty 1548.588903 = -251003.708100 nChanged 260 SP:Iteration 2F (3627.714448 sec): 3 clusters Score: Raw -252726.971467 + Penalty 1548.588903 = -251178.382563 nChanged 196 SP:Iteration 3F (3627.747516 sec): 3 clusters Score: Raw -252847.185579 + Penalty 1548.588903 = -251298.596675 nChanged 195 SP:Iteration 4F (3627.795727 sec): 3 clusters Score: Raw -252952.546952 + Penalty 1548.588903 = -251403.958049 nChanged 159 SP:Iteration 5Q (3627.839745 sec): 3 clusters Score: Raw -253048.073126 + Penalty 1548.588903 = -251499.484222 nChanged 143 SP:Iteration 6Q (3627.874883 sec): 3 clusters Score: Raw -253147.569997 + Penalty 1548.588903 = -251598.981094 nChanged 146 SP:Iteration 7Q (3627.920834 sec): 3 clusters Score: Raw -253230.182855 + Penalty 1548.588903 = -251681.593951 nChanged 138 SP:Iteration 8Q (3627.977087 sec): 3 clusters Score: Raw -253313.120089 + Penalty 1548.588903 = -251764.531186 nChanged 126 SP:Iteration 9Q (3628.024750 sec): 3 clusters Score: Raw -253393.610285 + Penalty 1548.588903 = -251845.021382 nChanged 127 SP:Iteration 10Q (3628.054288 sec): 3 clusters Score: Raw -253471.824622 + Penalty 1548.588903 = -251923.235718 nChanged 93 SP:Iteration 11Q (3628.067068 sec): 3 clusters Score: Raw -253527.731671 + Penalty 1548.588903 = -251979.142768 nChanged 87 SP:Iteration 12Q (3628.079728 sec): 3 clusters Score: Raw -253576.082210 + Penalty 1548.588903 = -252027.493307 nChanged 74 SP:Iteration 13Q (3628.089163 sec): 3 clusters Score: Raw -253615.257910 + Penalty 1548.588903 = -252066.669007 nChanged 81 SP:Iteration 14Q (3628.101993 sec): 3 clusters Score: Raw -253660.480313 + Penalty 1548.588903 = -252111.891410 nChanged 59 SP:Iteration 15Q (3628.114561 sec): 3 clusters Score: Raw -253698.780827 + Penalty 1548.588903 = -252150.191924 nChanged 55 SP:Iteration 16Q (3628.127131 sec): 3 clusters Score: Raw -253734.904103 + Penalty 1548.588903 = -252186.315200 nChanged 59 SP:Iteration 17Q (3628.139598 sec): 3 clusters Score: Raw -253771.710678 + Penalty 1548.588903 = -252223.121775 nChanged 59 SP:Iteration 18Q (3628.156429 sec): 3 clusters Score: Raw -253815.068485 + Penalty 1548.588903 = -252266.479582 nChanged 61 SP:Iteration 19Q (3628.177242 sec): 3 clusters Score: Raw -253841.737118 + Penalty 1548.588903 = -252293.148215 nChanged 45 SP:Iteration 20F (3628.189918 sec): 3 clusters Score: Raw -253860.856944 + Penalty 1548.588903 = -252312.268041 nChanged 45 SP:Iteration 21Q (3628.206257 sec): 3 clusters Score: Raw -253885.224483 + Penalty 1548.588903 = -252336.635580 nChanged 40 SP:Iteration 22Q (3628.218651 sec): 3 clusters Score: Raw -253904.890699 + Penalty 1548.588903 = -252356.301796 nChanged 39 SP:Iteration 23Q (3628.230971 sec): 3 clusters Score: Raw -253918.221562 + Penalty 1548.588903 = -252369.632659 nChanged 35 SP:Iteration 24Q (3628.243369 sec): 3 clusters Score: Raw -253930.159864 + Penalty 1548.588903 = -252381.570961 nChanged 28 SP:Iteration 25Q (3628.255594 sec): 3 clusters Score: Raw -253938.955334 + Penalty 1548.588903 = -252390.366431 nChanged 21 SP:Iteration 26Q (3628.267993 sec): 3 clusters Score: Raw -253946.048891 + Penalty 1548.588903 = -252397.459988 nChanged 15 SP:Iteration 27Q (3628.280400 sec): 3 clusters Score: Raw -253949.584385 + Penalty 1548.588903 = -252400.995482 nChanged 10 SP:Iteration 28Q (3628.292709 sec): 3 clusters Score: Raw -253952.587864 + Penalty 1548.588903 = -252403.998961 nChanged 9 SP:Iteration 29Q (3628.313420 sec): 3 clusters Score: Raw -253955.008630 + Penalty 1548.588903 = -252406.419727 nChanged 3 SP:Iteration 30Q (3628.330108 sec): 3 clusters Score: Raw -253955.450409 + Penalty 1548.588903 = -252406.861506 nChanged 0 SP:Iteration 31F (3628.342782 sec): 3 clusters Score: Raw -253955.450409 + Penalty 1548.588903 = -252406.861506 nChanged 0 Trying to split cluster 5 (26326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3628.393719 sec): 2 clusters Score: Raw -1915563.409881 + Penalty 966.939671 = -1914596.470210 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3628.468699 sec): 3 clusters Score: Raw -1898948.190396 + Penalty 1933.879341 = -1897014.311055 nChanged 12326 SP:Iteration 1F (3628.545557 sec): 3 clusters Score: Raw -1905782.143344 + Penalty 1933.879341 = -1903848.264003 nChanged 1082 SP:Iteration 2Q (3628.622176 sec): 3 clusters Score: Raw -1906071.386477 + Penalty 1933.879341 = -1904137.507136 nChanged 1029 SP:Iteration 3Q (3628.710013 sec): 3 clusters Score: Raw -1906376.925206 + Penalty 1933.879341 = -1904443.045865 nChanged 1071 SP:Iteration 4Q (3628.785942 sec): 3 clusters Score: Raw -1906732.012067 + Penalty 1933.879341 = -1904798.132726 nChanged 1115 SP:Iteration 5Q (3628.855595 sec): 3 clusters Score: Raw -1907144.818803 + Penalty 1933.879341 = -1905210.939462 nChanged 1190 SP:Iteration 6Q (3628.928301 sec): 3 clusters Score: Raw -1907683.204876 + Penalty 1933.879341 = -1905749.325535 nChanged 1352 SP:Iteration 7F (3629.001153 sec): 3 clusters Score: Raw -1908438.158982 + Penalty 1933.879341 = -1906504.279640 nChanged 1558 SP:Iteration 8F (3629.078613 sec): 3 clusters Score: Raw -1909480.394039 + Penalty 1933.879341 = -1907546.514698 nChanged 1653 SP:Iteration 9F (3629.153518 sec): 3 clusters Score: Raw -1910825.204991 + Penalty 1933.879341 = -1908891.325649 nChanged 1632 SP:Iteration 10F (3629.230665 sec): 3 clusters Score: Raw -1912239.082452 + Penalty 1933.879341 = -1910305.203110 nChanged 1348 SP:Iteration 11F (3629.294180 sec): 3 clusters Score: Raw -1913415.315105 + Penalty 1933.879341 = -1911481.435764 nChanged 938 SP:Iteration 12Q (3629.367955 sec): 3 clusters Score: Raw -1914226.884724 + Penalty 1933.879341 = -1912293.005382 nChanged 638 SP:Iteration 13Q (3629.423281 sec): 3 clusters Score: Raw -1914773.367064 + Penalty 1933.879341 = -1912839.487722 nChanged 418 SP:Iteration 14Q (3629.495380 sec): 3 clusters Score: Raw -1915131.011196 + Penalty 1933.879341 = -1913197.131854 nChanged 273 SP:Iteration 15Q (3629.554575 sec): 3 clusters Score: Raw -1915366.775967 + Penalty 1933.879341 = -1913432.896625 nChanged 160 SP:Iteration 16Q (3629.592480 sec): 3 clusters Score: Raw -1915507.063976 + Penalty 1933.879341 = -1913573.184634 nChanged 99 SP:Iteration 17Q (3629.661660 sec): 3 clusters Score: Raw -1915584.031471 + Penalty 1933.879341 = -1913650.152130 nChanged 61 SP:Iteration 18Q (3629.719883 sec): 3 clusters Score: Raw -1915629.040786 + Penalty 1933.879341 = -1913695.161445 nChanged 53 SP:Iteration 19Q (3629.785687 sec): 3 clusters Score: Raw -1915668.103035 + Penalty 1933.879341 = -1913734.223694 nChanged 36 SP:Iteration 20F (3629.859463 sec): 3 clusters Score: Raw -1915686.975855 + Penalty 1933.879341 = -1913753.096514 nChanged 28 SP:Iteration 21Q (3629.924913 sec): 3 clusters Score: Raw -1915707.125591 + Penalty 1933.879341 = -1913773.246250 nChanged 20 SP:Iteration 22Q (3629.984529 sec): 3 clusters Score: Raw -1915717.630601 + Penalty 1933.879341 = -1913783.751260 nChanged 13 SP:Iteration 23Q (3630.052585 sec): 3 clusters Score: Raw -1915724.634485 + Penalty 1933.879341 = -1913790.755144 nChanged 8 SP:Iteration 24Q (3630.114444 sec): 3 clusters Score: Raw -1915730.809398 + Penalty 1933.879341 = -1913796.930056 nChanged 10 SP:Iteration 25Q (3630.181705 sec): 3 clusters Score: Raw -1915735.616216 + Penalty 1933.879341 = -1913801.736875 nChanged 9 SP:Iteration 26Q (3630.245213 sec): 3 clusters Score: Raw -1915740.924181 + Penalty 1933.879341 = -1913807.044839 nChanged 10 SP:Iteration 27Q (3630.313845 sec): 3 clusters Score: Raw -1915747.894092 + Penalty 1933.879341 = -1913814.014751 nChanged 7 SP:Iteration 28Q (3630.391847 sec): 3 clusters Score: Raw -1915752.528558 + Penalty 1933.879341 = -1913818.649217 nChanged 7 SP:Iteration 29Q (3630.464859 sec): 3 clusters Score: Raw -1915757.090297 + Penalty 1933.879341 = -1913823.210956 nChanged 3 SP:Iteration 30Q (3630.530315 sec): 3 clusters Score: Raw -1915759.034255 + Penalty 1933.879341 = -1913825.154914 nChanged 3 SP:Iteration 31Q (3630.608847 sec): 3 clusters Score: Raw -1915760.678353 + Penalty 1933.879341 = -1913826.799012 nChanged 4 SP:Iteration 32Q (3630.668188 sec): 3 clusters Score: Raw -1915762.589292 + Penalty 1933.879341 = -1913828.709951 nChanged 1 SP:Iteration 33Q (3630.742794 sec): 3 clusters Score: Raw -1915762.934409 + Penalty 1933.879341 = -1913829.055067 nChanged 2 SP:Iteration 34Q (3630.805790 sec): 3 clusters Score: Raw -1915764.232842 + Penalty 1933.879341 = -1913830.353500 nChanged 0 SP:Iteration 35F (3630.868136 sec): 3 clusters Score: Raw -1915764.232842 + Penalty 1933.879341 = -1913830.353500 nChanged 0 Trying to split cluster 6 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3630.889762 sec): 2 clusters Score: Raw -14462.522197 + Penalty 526.791857 = -13935.730340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3630.937037 sec): 3 clusters Score: Raw -14507.963622 + Penalty 1053.583714 = -13454.379907 nChanged 65 SP:Iteration 1F (3630.972416 sec): 3 clusters Score: Raw -14649.370368 + Penalty 1053.583714 = -13595.786654 nChanged 22 SP:Iteration 2F (3631.005199 sec): 3 clusters Score: Raw -14698.060426 + Penalty 1053.583714 = -13644.476711 nChanged 8 SP:Iteration 3Q (3631.031977 sec): 3 clusters Score: Raw -14713.839766 + Penalty 1053.583714 = -13660.256052 nChanged 5 SP:Iteration 4Q (3631.076344 sec): 3 clusters Score: Raw -14729.081233 + Penalty 1053.583714 = -13675.497519 nChanged 4 SP:Iteration 5Q (3631.108633 sec): 3 clusters Score: Raw -14735.986889 + Penalty 1053.583714 = -13682.403174 nChanged 4 SP:Iteration 6Q (3631.141928 sec): 3 clusters Score: Raw -14750.089135 + Penalty 1053.583714 = -13696.505421 nChanged 1 SP:Iteration 7Q (3631.185522 sec): 3 clusters Score: Raw -14751.055804 + Penalty 1053.583714 = -13697.472090 nChanged 0 SP:Iteration 8F (3631.230153 sec): 3 clusters Score: Raw -14751.055804 + Penalty 1053.583714 = -13697.472090 nChanged 0 Trying to split cluster 7 (506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3631.251136 sec): 2 clusters Score: Raw -28963.801221 + Penalty 591.520984 = -28372.280237 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3631.283002 sec): 3 clusters Score: Raw -28905.440555 + Penalty 1183.041967 = -27722.398588 nChanged 173 SP:Iteration 1F (3631.320781 sec): 3 clusters Score: Raw -29248.007551 + Penalty 1183.041967 = -28064.965584 nChanged 55 SP:Iteration 2F (3631.366260 sec): 3 clusters Score: Raw -29380.308782 + Penalty 1183.041967 = -28197.266815 nChanged 26 SP:Iteration 3F (3631.398780 sec): 3 clusters Score: Raw -29471.166723 + Penalty 1183.041967 = -28288.124756 nChanged 24 SP:Iteration 4Q (3631.441995 sec): 3 clusters Score: Raw -29557.218089 + Penalty 1183.041967 = -28374.176121 nChanged 15 SP:Iteration 5Q (3631.473349 sec): 3 clusters Score: Raw -29646.501129 + Penalty 1183.041967 = -28463.459162 nChanged 18 SP:Iteration 6Q (3631.510354 sec): 3 clusters Score: Raw -29749.245537 + Penalty 1183.041967 = -28566.203570 nChanged 15 SP:Iteration 7Q (3631.558524 sec): 3 clusters Score: Raw -29796.251410 + Penalty 1183.041967 = -28613.209443 nChanged 9 SP:Iteration 8Q (3631.602540 sec): 3 clusters Score: Raw -29820.799472 + Penalty 1183.041967 = -28637.757505 nChanged 6 SP:Iteration 9Q (3631.646245 sec): 3 clusters Score: Raw -29846.783735 + Penalty 1183.041967 = -28663.741768 nChanged 7 SP:Iteration 10Q (3631.686376 sec): 3 clusters Score: Raw -29884.262974 + Penalty 1183.041967 = -28701.221007 nChanged 5 SP:Iteration 11Q (3631.732806 sec): 3 clusters Score: Raw -29902.323638 + Penalty 1183.041967 = -28719.281671 nChanged 3 SP:Iteration 12Q (3631.773853 sec): 3 clusters Score: Raw -29910.997660 + Penalty 1183.041967 = -28727.955693 nChanged 1 SP:Iteration 13Q (3631.816479 sec): 3 clusters Score: Raw -29912.510166 + Penalty 1183.041967 = -28729.468199 nChanged 0 SP:Iteration 14F (3631.839999 sec): 3 clusters Score: Raw -29912.510166 + Penalty 1183.041967 = -28729.468199 nChanged 0 Score: Raw -25401715.305997 + Penalty 30363.950751 = -25371351.355247 Splitting cluster 7 changes total score from -25371607.642372 to -25371351.355247 So it's not getting split. Trying to split cluster 8 (1798 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3636.282562 sec): 2 clusters Score: Raw -142631.932499 + Penalty 711.970870 = -141919.961629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3636.311416 sec): 3 clusters Score: Raw -141827.714674 + Penalty 1423.941741 = -140403.772933 nChanged 667 SP:Iteration 1F (3636.362856 sec): 3 clusters Score: Raw -142275.088917 + Penalty 1423.941741 = -140851.147176 nChanged 162 SP:Iteration 2F (3636.395678 sec): 3 clusters Score: Raw -142406.387608 + Penalty 1423.941741 = -140982.445867 nChanged 110 SP:Iteration 3F (3636.431903 sec): 3 clusters Score: Raw -142496.305755 + Penalty 1423.941741 = -141072.364014 nChanged 93 SP:Iteration 4F (3636.467742 sec): 3 clusters Score: Raw -142574.810644 + Penalty 1423.941741 = -141150.868903 nChanged 65 SP:Iteration 5Q (3636.517727 sec): 3 clusters Score: Raw -142625.260846 + Penalty 1423.941741 = -141201.319105 nChanged 58 SP:Iteration 6Q (3636.554278 sec): 3 clusters Score: Raw -142671.825431 + Penalty 1423.941741 = -141247.883690 nChanged 50 SP:Iteration 7Q (3636.604019 sec): 3 clusters Score: Raw -142707.088893 + Penalty 1423.941741 = -141283.147152 nChanged 41 SP:Iteration 8Q (3636.632317 sec): 3 clusters Score: Raw -142737.140787 + Penalty 1423.941741 = -141313.199047 nChanged 37 SP:Iteration 9Q (3636.677490 sec): 3 clusters Score: Raw -142762.648170 + Penalty 1423.941741 = -141338.706429 nChanged 32 SP:Iteration 10Q (3636.724779 sec): 3 clusters Score: Raw -142782.776486 + Penalty 1423.941741 = -141358.834745 nChanged 26 SP:Iteration 11Q (3636.756556 sec): 3 clusters Score: Raw -142795.456097 + Penalty 1423.941741 = -141371.514357 nChanged 14 SP:Iteration 12Q (3636.802773 sec): 3 clusters Score: Raw -142802.630490 + Penalty 1423.941741 = -141378.688749 nChanged 22 SP:Iteration 13Q (3636.833250 sec): 3 clusters Score: Raw -142813.212976 + Penalty 1423.941741 = -141389.271235 nChanged 11 SP:Iteration 14Q (3636.875944 sec): 3 clusters Score: Raw -142819.192708 + Penalty 1423.941741 = -141395.250968 nChanged 13 SP:Iteration 15Q (3636.916945 sec): 3 clusters Score: Raw -142825.907864 + Penalty 1423.941741 = -141401.966123 nChanged 13 SP:Iteration 16Q (3636.955041 sec): 3 clusters Score: Raw -142833.040030 + Penalty 1423.941741 = -141409.098289 nChanged 16 SP:Iteration 17Q (3637.005596 sec): 3 clusters Score: Raw -142840.020135 + Penalty 1423.941741 = -141416.078394 nChanged 14 SP:Iteration 18Q (3637.052421 sec): 3 clusters Score: Raw -142847.915087 + Penalty 1423.941741 = -141423.973346 nChanged 11 SP:Iteration 19Q (3637.088497 sec): 3 clusters Score: Raw -142851.622165 + Penalty 1423.941741 = -141427.680424 nChanged 7 SP:Iteration 20F (3637.121292 sec): 3 clusters Score: Raw -142855.221503 + Penalty 1423.941741 = -141431.279763 nChanged 6 SP:Iteration 21Q (3637.156846 sec): 3 clusters Score: Raw -142857.479278 + Penalty 1423.941741 = -141433.537537 nChanged 4 SP:Iteration 22Q (3637.211231 sec): 3 clusters Score: Raw -142858.563989 + Penalty 1423.941741 = -141434.622248 nChanged 1 SP:Iteration 23Q (3637.247222 sec): 3 clusters Score: Raw -142858.800829 + Penalty 1423.941741 = -141434.859088 nChanged 0 SP:Iteration 24F (3637.290291 sec): 3 clusters Score: Raw -142858.800829 + Penalty 1423.941741 = -141434.859088 nChanged 0 Trying to split cluster 9 (63263 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3637.384040 sec): 2 clusters Score: Raw -4773437.459504 + Penalty 1050.230312 = -4772387.229192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3637.507792 sec): 3 clusters Score: Raw -4732238.199597 + Penalty 2100.460625 = -4730137.738973 nChanged 30259 SP:Iteration 1F (3637.624282 sec): 3 clusters Score: Raw -4750854.963821 + Penalty 2100.460625 = -4748754.503196 nChanged 3304 SP:Iteration 2F (3637.747535 sec): 3 clusters Score: Raw -4752505.625287 + Penalty 2100.460625 = -4750405.164662 nChanged 4008 SP:Iteration 3F (3637.870547 sec): 3 clusters Score: Raw -4755096.594171 + Penalty 2100.460625 = -4752996.133546 nChanged 4467 SP:Iteration 4F (3637.992444 sec): 3 clusters Score: Raw -4758562.389636 + Penalty 2100.460625 = -4756461.929011 nChanged 4406 SP:Iteration 5F (3638.107216 sec): 3 clusters Score: Raw -4762194.888190 + Penalty 2100.460625 = -4760094.427565 nChanged 3648 SP:Iteration 6F (3638.221097 sec): 3 clusters Score: Raw -4764652.138318 + Penalty 2100.460625 = -4762551.677694 nChanged 2490 SP:Iteration 7Q (3638.354934 sec): 3 clusters Score: Raw -4765691.822196 + Penalty 2100.460625 = -4763591.361571 nChanged 1417 SP:Iteration 8Q (3638.467822 sec): 3 clusters Score: Raw -4766074.848086 + Penalty 2100.460625 = -4763974.387462 nChanged 892 SP:Iteration 9Q (3638.595890 sec): 3 clusters Score: Raw -4766332.688846 + Penalty 2100.460625 = -4764232.228221 nChanged 876 SP:Iteration 10Q (3638.715829 sec): 3 clusters Score: Raw -4766586.244387 + Penalty 2100.460625 = -4764485.783762 nChanged 825 SP:Iteration 11Q (3638.831860 sec): 3 clusters Score: Raw -4766820.870574 + Penalty 2100.460625 = -4764720.409950 nChanged 805 SP:Iteration 12Q (3638.945623 sec): 3 clusters Score: Raw -4767060.874922 + Penalty 2100.460625 = -4764960.414297 nChanged 833 SP:Iteration 13Q (3639.069637 sec): 3 clusters Score: Raw -4767331.386233 + Penalty 2100.460625 = -4765230.925608 nChanged 873 SP:Iteration 14Q (3639.184691 sec): 3 clusters Score: Raw -4767639.778545 + Penalty 2100.460625 = -4765539.317920 nChanged 924 SP:Iteration 15Q (3639.293984 sec): 3 clusters Score: Raw -4768006.922112 + Penalty 2100.460625 = -4765906.461488 nChanged 932 SP:Iteration 16Q (3639.410833 sec): 3 clusters Score: Raw -4768396.069396 + Penalty 2100.460625 = -4766295.608771 nChanged 890 SP:Iteration 17Q (3639.529480 sec): 3 clusters Score: Raw -4768780.219783 + Penalty 2100.460625 = -4766679.759159 nChanged 863 SP:Iteration 18Q (3639.626979 sec): 3 clusters Score: Raw -4769168.136520 + Penalty 2100.460625 = -4767067.675896 nChanged 791 SP:Iteration 19Q (3639.711748 sec): 3 clusters Score: Raw -4769517.991677 + Penalty 2100.460625 = -4767417.531053 nChanged 753 SP:Iteration 20F (3639.832778 sec): 3 clusters Score: Raw -4769865.377441 + Penalty 2100.460625 = -4767764.916816 nChanged 734 SP:Iteration 21Q (3639.954745 sec): 3 clusters Score: Raw -4770269.640181 + Penalty 2100.460625 = -4768169.179557 nChanged 749 SP:Iteration 22Q (3640.065652 sec): 3 clusters Score: Raw -4770681.256161 + Penalty 2100.460625 = -4768580.795536 nChanged 710 SP:Iteration 23Q (3640.175503 sec): 3 clusters Score: Raw -4771057.781796 + Penalty 2100.460625 = -4768957.321171 nChanged 665 SP:Iteration 24Q (3640.296332 sec): 3 clusters Score: Raw -4771394.750455 + Penalty 2100.460625 = -4769294.289830 nChanged 612 SP:Iteration 25Q (3640.414825 sec): 3 clusters Score: Raw -4771677.329009 + Penalty 2100.460625 = -4769576.868385 nChanged 569 SP:Iteration 26Q (3640.525247 sec): 3 clusters Score: Raw -4771915.120125 + Penalty 2100.460625 = -4769814.659501 nChanged 482 SP:Iteration 27Q (3640.644169 sec): 3 clusters Score: Raw -4772089.460236 + Penalty 2100.460625 = -4769988.999611 nChanged 396 SP:Iteration 28Q (3640.757245 sec): 3 clusters Score: Raw -4772214.123980 + Penalty 2100.460625 = -4770113.663356 nChanged 328 SP:Iteration 29Q (3640.871078 sec): 3 clusters Score: Raw -4772304.570095 + Penalty 2100.460625 = -4770204.109470 nChanged 318 SP:Iteration 30Q (3640.992290 sec): 3 clusters Score: Raw -4772381.306660 + Penalty 2100.460625 = -4770280.846036 nChanged 293 SP:Iteration 31Q (3641.113898 sec): 3 clusters Score: Raw -4772446.027845 + Penalty 2100.460625 = -4770345.567221 nChanged 260 SP:Iteration 32Q (3641.233644 sec): 3 clusters Score: Raw -4772500.083117 + Penalty 2100.460625 = -4770399.622492 nChanged 235 SP:Iteration 33Q (3641.352729 sec): 3 clusters Score: Raw -4772540.900255 + Penalty 2100.460625 = -4770440.439631 nChanged 190 SP:Iteration 34Q (3641.472232 sec): 3 clusters Score: Raw -4772572.748794 + Penalty 2100.460625 = -4770472.288170 nChanged 195 SP:Iteration 35Q (3641.580341 sec): 3 clusters Score: Raw -4772607.734051 + Penalty 2100.460625 = -4770507.273426 nChanged 184 SP:Iteration 36Q (3641.700602 sec): 3 clusters Score: Raw -4772637.955114 + Penalty 2100.460625 = -4770537.494489 nChanged 165 SP:Iteration 37Q (3641.819672 sec): 3 clusters Score: Raw -4772659.950237 + Penalty 2100.460625 = -4770559.489612 nChanged 137 SP:Iteration 38Q (3641.938122 sec): 3 clusters Score: Raw -4772675.133232 + Penalty 2100.460625 = -4770574.672607 nChanged 131 SP:Iteration 39Q (3642.056469 sec): 3 clusters Score: Raw -4772688.164244 + Penalty 2100.460625 = -4770587.703619 nChanged 135 SP:Iteration 40F (3642.181830 sec): 3 clusters Score: Raw -4772703.631335 + Penalty 2100.460625 = -4770603.170710 nChanged 141 SP:Iteration 41Q (3642.299684 sec): 3 clusters Score: Raw -4772721.613835 + Penalty 2100.460625 = -4770621.153211 nChanged 157 SP:Iteration 42Q (3642.417112 sec): 3 clusters Score: Raw -4772744.582284 + Penalty 2100.460625 = -4770644.121660 nChanged 158 SP:Iteration 43Q (3642.529923 sec): 3 clusters Score: Raw -4772768.317515 + Penalty 2100.460625 = -4770667.856891 nChanged 159 SP:Iteration 44Q (3642.636831 sec): 3 clusters Score: Raw -4772791.220496 + Penalty 2100.460625 = -4770690.759872 nChanged 153 SP:Iteration 45Q (3642.754913 sec): 3 clusters Score: Raw -4772814.770930 + Penalty 2100.460625 = -4770714.310305 nChanged 154 SP:Iteration 46Q (3642.828535 sec): 3 clusters Score: Raw -4772838.122778 + Penalty 2100.460625 = -4770737.662153 nChanged 149 SP:Iteration 47Q (3642.933223 sec): 3 clusters Score: Raw -4772858.895964 + Penalty 2100.460625 = -4770758.435339 nChanged 143 SP:Iteration 48Q (3643.042543 sec): 3 clusters Score: Raw -4772877.554254 + Penalty 2100.460625 = -4770777.093630 nChanged 129 SP:Iteration 49Q (3643.150074 sec): 3 clusters Score: Raw -4772894.133834 + Penalty 2100.460625 = -4770793.673209 nChanged 116 SP:Iteration 50Q (3643.253297 sec): 3 clusters Score: Raw -4772907.085321 + Penalty 2100.460625 = -4770806.624697 nChanged 106 SP:Iteration 51Q (3643.353345 sec): 3 clusters Score: Raw -4772918.679707 + Penalty 2100.460625 = -4770818.219082 nChanged 105 SP:Iteration 52Q (3643.439267 sec): 3 clusters Score: Raw -4772931.688190 + Penalty 2100.460625 = -4770831.227565 nChanged 94 SP:Iteration 53Q (3643.519881 sec): 3 clusters Score: Raw -4772944.382651 + Penalty 2100.460625 = -4770843.922026 nChanged 112 SP:Iteration 54Q (3643.625568 sec): 3 clusters Score: Raw -4772958.802616 + Penalty 2100.460625 = -4770858.341991 nChanged 103 SP:Iteration 55Q (3643.728245 sec): 3 clusters Score: Raw -4772971.641440 + Penalty 2100.460625 = -4770871.180815 nChanged 96 SP:Iteration 56Q (3643.837870 sec): 3 clusters Score: Raw -4772983.319241 + Penalty 2100.460625 = -4770882.858616 nChanged 108 SP:Iteration 57Q (3643.937692 sec): 3 clusters Score: Raw -4772996.589583 + Penalty 2100.460625 = -4770896.128958 nChanged 100 SP:Iteration 58Q (3644.039238 sec): 3 clusters Score: Raw -4773008.083646 + Penalty 2100.460625 = -4770907.623021 nChanged 77 SP:Iteration 59Q (3644.151192 sec): 3 clusters Score: Raw -4773016.243023 + Penalty 2100.460625 = -4770915.782398 nChanged 77 SP:Iteration 60F (3644.276214 sec): 3 clusters Score: Raw -4773025.808886 + Penalty 2100.460625 = -4770925.348262 nChanged 88 SP:Iteration 61Q (3644.380983 sec): 3 clusters Score: Raw -4773036.871179 + Penalty 2100.460625 = -4770936.410554 nChanged 87 SP:Iteration 62Q (3644.507563 sec): 3 clusters Score: Raw -4773046.644540 + Penalty 2100.460625 = -4770946.183915 nChanged 65 SP:Iteration 63Q (3644.611921 sec): 3 clusters Score: Raw -4773054.570235 + Penalty 2100.460625 = -4770954.109611 nChanged 56 SP:Iteration 64Q (3644.726903 sec): 3 clusters Score: Raw -4773059.504287 + Penalty 2100.460625 = -4770959.043662 nChanged 48 SP:Iteration 65Q (3644.831576 sec): 3 clusters Score: Raw -4773063.820429 + Penalty 2100.460625 = -4770963.359804 nChanged 62 SP:Iteration 66Q (3644.921293 sec): 3 clusters Score: Raw -4773070.026967 + Penalty 2100.460625 = -4770969.566343 nChanged 58 SP:Iteration 67Q (3645.030290 sec): 3 clusters Score: Raw -4773075.796246 + Penalty 2100.460625 = -4770975.335621 nChanged 61 SP:Iteration 68Q (3645.141652 sec): 3 clusters Score: Raw -4773081.681329 + Penalty 2100.460625 = -4770981.220704 nChanged 61 SP:Iteration 69Q (3645.254347 sec): 3 clusters Score: Raw -4773087.821195 + Penalty 2100.460625 = -4770987.360570 nChanged 58 SP:Iteration 70Q (3645.364165 sec): 3 clusters Score: Raw -4773092.907145 + Penalty 2100.460625 = -4770992.446520 nChanged 53 SP:Iteration 71Q (3645.471932 sec): 3 clusters Score: Raw -4773098.027585 + Penalty 2100.460625 = -4770997.566961 nChanged 59 SP:Iteration 72Q (3645.581953 sec): 3 clusters Score: Raw -4773104.119277 + Penalty 2100.460625 = -4771003.658652 nChanged 49 SP:Iteration 73Q (3645.686253 sec): 3 clusters Score: Raw -4773108.799535 + Penalty 2100.460625 = -4771008.338911 nChanged 50 SP:Iteration 74Q (3645.800507 sec): 3 clusters Score: Raw -4773113.782938 + Penalty 2100.460625 = -4771013.322314 nChanged 50 SP:Iteration 75Q (3645.915370 sec): 3 clusters Score: Raw -4773118.351565 + Penalty 2100.460625 = -4771017.890940 nChanged 54 SP:Iteration 76Q (3646.032697 sec): 3 clusters Score: Raw -4773123.419229 + Penalty 2100.460625 = -4771022.958604 nChanged 53 SP:Iteration 77Q (3646.149552 sec): 3 clusters Score: Raw -4773127.858292 + Penalty 2100.460625 = -4771027.397667 nChanged 51 SP:Iteration 78Q (3646.264384 sec): 3 clusters Score: Raw -4773133.316075 + Penalty 2100.460625 = -4771032.855450 nChanged 57 SP:Iteration 79Q (3646.380296 sec): 3 clusters Score: Raw -4773140.225439 + Penalty 2100.460625 = -4771039.764814 nChanged 54 SP:Iteration 80F (3646.494114 sec): 3 clusters Score: Raw -4773145.899055 + Penalty 2100.460625 = -4771045.438430 nChanged 50 SP:Iteration 81Q (3646.607048 sec): 3 clusters Score: Raw -4773150.414462 + Penalty 2100.460625 = -4771049.953837 nChanged 42 SP:Iteration 82Q (3646.723012 sec): 3 clusters Score: Raw -4773154.357660 + Penalty 2100.460625 = -4771053.897036 nChanged 39 SP:Iteration 83Q (3646.837135 sec): 3 clusters Score: Raw -4773158.375686 + Penalty 2100.460625 = -4771057.915061 nChanged 54 SP:Iteration 84Q (3646.949471 sec): 3 clusters Score: Raw -4773163.936357 + Penalty 2100.460625 = -4771063.475732 nChanged 50 SP:Iteration 85Q (3647.064844 sec): 3 clusters Score: Raw -4773169.025053 + Penalty 2100.460625 = -4771068.564428 nChanged 63 SP:Iteration 86Q (3647.173023 sec): 3 clusters Score: Raw -4773176.372876 + Penalty 2100.460625 = -4771075.912252 nChanged 56 SP:Iteration 87Q (3647.272759 sec): 3 clusters Score: Raw -4773182.918281 + Penalty 2100.460625 = -4771082.457657 nChanged 56 SP:Iteration 88Q (3647.383812 sec): 3 clusters Score: Raw -4773189.689255 + Penalty 2100.460625 = -4771089.228630 nChanged 53 SP:Iteration 89Q (3647.490633 sec): 3 clusters Score: Raw -4773196.983891 + Penalty 2100.460625 = -4771096.523266 nChanged 60 SP:Iteration 90Q (3647.606822 sec): 3 clusters Score: Raw -4773205.083629 + Penalty 2100.460625 = -4771104.623004 nChanged 44 SP:Iteration 91Q (3647.707121 sec): 3 clusters Score: Raw -4773209.644291 + Penalty 2100.460625 = -4771109.183666 nChanged 40 SP:Iteration 92Q (3647.807461 sec): 3 clusters Score: Raw -4773213.508097 + Penalty 2100.460625 = -4771113.047473 nChanged 43 SP:Iteration 93Q (3647.910908 sec): 3 clusters Score: Raw -4773218.289821 + Penalty 2100.460625 = -4771117.829197 nChanged 46 SP:Iteration 94Q (3648.021701 sec): 3 clusters Score: Raw -4773222.474785 + Penalty 2100.460625 = -4771122.014161 nChanged 40 SP:Iteration 95Q (3648.126081 sec): 3 clusters Score: Raw -4773227.319068 + Penalty 2100.460625 = -4771126.858443 nChanged 36 SP:Iteration 96Q (3648.219390 sec): 3 clusters Score: Raw -4773230.869497 + Penalty 2100.460625 = -4771130.408872 nChanged 28 SP:Iteration 97Q (3648.311779 sec): 3 clusters Score: Raw -4773233.711706 + Penalty 2100.460625 = -4771133.251081 nChanged 32 SP:Iteration 98Q (3648.430889 sec): 3 clusters Score: Raw -4773236.732580 + Penalty 2100.460625 = -4771136.271955 nChanged 33 SP:Iteration 99Q (3648.538989 sec): 3 clusters Score: Raw -4773239.999959 + Penalty 2100.460625 = -4771139.539335 nChanged 34 SP:Iteration 100F (3648.664630 sec): 3 clusters Score: Raw -4773243.607371 + Penalty 2100.460625 = -4771143.146747 nChanged 39 SP:Iteration 101Q (3648.770876 sec): 3 clusters Score: Raw -4773247.678647 + Penalty 2100.460625 = -4771147.218023 nChanged 36 SP:Iteration 102Q (3648.878625 sec): 3 clusters Score: Raw -4773251.200833 + Penalty 2100.460625 = -4771150.740208 nChanged 29 SP:Iteration 103Q (3648.958606 sec): 3 clusters Score: Raw -4773254.012261 + Penalty 2100.460625 = -4771153.551636 nChanged 33 SP:Iteration 104Q (3649.052325 sec): 3 clusters Score: Raw -4773257.247026 + Penalty 2100.460625 = -4771156.786401 nChanged 30 SP:Iteration 105Q (3649.164715 sec): 3 clusters Score: Raw -4773260.780262 + Penalty 2100.460625 = -4771160.319637 nChanged 36 SP:Iteration 106Q (3649.253246 sec): 3 clusters Score: Raw -4773264.617319 + Penalty 2100.460625 = -4771164.156695 nChanged 34 SP:Iteration 107Q (3649.363681 sec): 3 clusters Score: Raw -4773268.424406 + Penalty 2100.460625 = -4771167.963781 nChanged 44 SP:Iteration 108Q (3649.471995 sec): 3 clusters Score: Raw -4773274.654678 + Penalty 2100.460625 = -4771174.194053 nChanged 52 SP:Iteration 109Q (3649.581189 sec): 3 clusters Score: Raw -4773281.502177 + Penalty 2100.460625 = -4771181.041552 nChanged 42 SP:Iteration 110Q (3649.684649 sec): 3 clusters Score: Raw -4773286.353038 + Penalty 2100.460625 = -4771185.892414 nChanged 33 SP:Iteration 111Q (3649.799684 sec): 3 clusters Score: Raw -4773289.885436 + Penalty 2100.460625 = -4771189.424811 nChanged 30 SP:Iteration 112Q (3649.910323 sec): 3 clusters Score: Raw -4773292.792505 + Penalty 2100.460625 = -4771192.331880 nChanged 26 SP:Iteration 113Q (3650.006909 sec): 3 clusters Score: Raw -4773294.980435 + Penalty 2100.460625 = -4771194.519810 nChanged 23 SP:Iteration 114Q (3650.114593 sec): 3 clusters Score: Raw -4773297.058934 + Penalty 2100.460625 = -4771196.598310 nChanged 30 SP:Iteration 115Q (3650.208114 sec): 3 clusters Score: Raw -4773301.012470 + Penalty 2100.460625 = -4771200.551845 nChanged 26 SP:Iteration 116Q (3650.320633 sec): 3 clusters Score: Raw -4773304.756103 + Penalty 2100.460625 = -4771204.295479 nChanged 32 SP:Iteration 117Q (3650.419029 sec): 3 clusters Score: Raw -4773308.303590 + Penalty 2100.460625 = -4771207.842966 nChanged 26 SP:Iteration 118Q (3650.503582 sec): 3 clusters Score: Raw -4773311.108027 + Penalty 2100.460625 = -4771210.647403 nChanged 28 SP:Iteration 119Q (3650.602599 sec): 3 clusters Score: Raw -4773314.870036 + Penalty 2100.460625 = -4771214.409412 nChanged 19 SP:Iteration 120F (3650.715551 sec): 3 clusters Score: Raw -4773316.723610 + Penalty 2100.460625 = -4771216.262986 nChanged 14 SP:Iteration 121Q (3650.822959 sec): 3 clusters Score: Raw -4773318.116599 + Penalty 2100.460625 = -4771217.655974 nChanged 7 SP:Iteration 122Q (3650.915618 sec): 3 clusters Score: Raw -4773318.714956 + Penalty 2100.460625 = -4771218.254332 nChanged 14 SP:Iteration 123Q (3650.996181 sec): 3 clusters Score: Raw -4773319.645547 + Penalty 2100.460625 = -4771219.184922 nChanged 8 SP:Iteration 124Q (3651.083270 sec): 3 clusters Score: Raw -4773320.190036 + Penalty 2100.460625 = -4771219.729411 nChanged 7 SP:Iteration 125Q (3651.190464 sec): 3 clusters Score: Raw -4773320.573326 + Penalty 2100.460625 = -4771220.112701 nChanged 2 SP:Iteration 126Q (3651.306961 sec): 3 clusters Score: Raw -4773320.667820 + Penalty 2100.460625 = -4771220.207195 nChanged 4 SP:Iteration 127Q (3651.413067 sec): 3 clusters Score: Raw -4773320.959795 + Penalty 2100.460625 = -4771220.499170 nChanged 4 SP:Iteration 128Q (3651.504225 sec): 3 clusters Score: Raw -4773321.297191 + Penalty 2100.460625 = -4771220.836566 nChanged 7 SP:Iteration 129Q (3651.610952 sec): 3 clusters Score: Raw -4773321.804440 + Penalty 2100.460625 = -4771221.343815 nChanged 12 SP:Iteration 130Q (3651.710721 sec): 3 clusters Score: Raw -4773322.865452 + Penalty 2100.460625 = -4771222.404828 nChanged 13 SP:Iteration 131Q (3651.829773 sec): 3 clusters Score: Raw -4773324.150008 + Penalty 2100.460625 = -4771223.689383 nChanged 15 SP:Iteration 132Q (3651.943026 sec): 3 clusters Score: Raw -4773325.397202 + Penalty 2100.460625 = -4771224.936577 nChanged 16 SP:Iteration 133Q (3652.051528 sec): 3 clusters Score: Raw -4773326.788485 + Penalty 2100.460625 = -4771226.327860 nChanged 14 SP:Iteration 134Q (3652.153132 sec): 3 clusters Score: Raw -4773328.014038 + Penalty 2100.460625 = -4771227.553413 nChanged 18 SP:Iteration 135Q (3652.255291 sec): 3 clusters Score: Raw -4773329.233813 + Penalty 2100.460625 = -4771228.773189 nChanged 12 SP:Iteration 136Q (3652.363813 sec): 3 clusters Score: Raw -4773330.371444 + Penalty 2100.460625 = -4771229.910819 nChanged 12 SP:Iteration 137Q (3652.470609 sec): 3 clusters Score: Raw -4773331.559074 + Penalty 2100.460625 = -4771231.098449 nChanged 18 SP:Iteration 138Q (3652.580551 sec): 3 clusters Score: Raw -4773333.122691 + Penalty 2100.460625 = -4771232.662066 nChanged 19 SP:Iteration 139Q (3652.683669 sec): 3 clusters Score: Raw -4773335.039613 + Penalty 2100.460625 = -4771234.578988 nChanged 13 SP:Iteration 140F (3652.793388 sec): 3 clusters Score: Raw -4773336.171698 + Penalty 2100.460625 = -4771235.711073 nChanged 11 SP:Iteration 141Q (3652.901654 sec): 3 clusters Score: Raw -4773336.742314 + Penalty 2100.460625 = -4771236.281690 nChanged 8 SP:Iteration 142Q (3653.010814 sec): 3 clusters Score: Raw -4773337.127471 + Penalty 2100.460625 = -4771236.666846 nChanged 7 SP:Iteration 143Q (3653.087259 sec): 3 clusters Score: Raw -4773337.493268 + Penalty 2100.460625 = -4771237.032644 nChanged 5 SP:Iteration 144Q (3653.162733 sec): 3 clusters Score: Raw -4773337.870682 + Penalty 2100.460625 = -4771237.410058 nChanged 7 SP:Iteration 145Q (3653.238033 sec): 3 clusters Score: Raw -4773338.340604 + Penalty 2100.460625 = -4771237.879980 nChanged 9 SP:Iteration 146Q (3653.346554 sec): 3 clusters Score: Raw -4773339.308536 + Penalty 2100.460625 = -4771238.847911 nChanged 11 SP:Iteration 147Q (3653.446902 sec): 3 clusters Score: Raw -4773340.225770 + Penalty 2100.460625 = -4771239.765145 nChanged 8 SP:Iteration 148Q (3653.555054 sec): 3 clusters Score: Raw -4773341.166114 + Penalty 2100.460625 = -4771240.705489 nChanged 12 SP:Iteration 149Q (3653.662424 sec): 3 clusters Score: Raw -4773342.104001 + Penalty 2100.460625 = -4771241.643376 nChanged 11 SP:Iteration 150Q (3653.770977 sec): 3 clusters Score: Raw -4773343.160087 + Penalty 2100.460625 = -4771242.699463 nChanged 7 SP:Iteration 151Q (3653.861922 sec): 3 clusters Score: Raw -4773343.704661 + Penalty 2100.460625 = -4771243.244036 nChanged 8 SP:Iteration 152Q (3653.947085 sec): 3 clusters Score: Raw -4773344.779379 + Penalty 2100.460625 = -4771244.318754 nChanged 11 SP:Iteration 153Q (3654.045900 sec): 3 clusters Score: Raw -4773345.715577 + Penalty 2100.460625 = -4771245.254952 nChanged 10 SP:Iteration 154Q (3654.131283 sec): 3 clusters Score: Raw -4773346.533686 + Penalty 2100.460625 = -4771246.073062 nChanged 7 SP:Iteration 155Q (3654.236341 sec): 3 clusters Score: Raw -4773346.928482 + Penalty 2100.460625 = -4771246.467857 nChanged 6 SP:Iteration 156Q (3654.350329 sec): 3 clusters Score: Raw -4773347.493745 + Penalty 2100.460625 = -4771247.033120 nChanged 8 SP:Iteration 157Q (3654.432238 sec): 3 clusters Score: Raw -4773348.303212 + Penalty 2100.460625 = -4771247.842587 nChanged 9 SP:Iteration 158Q (3654.539647 sec): 3 clusters Score: Raw -4773349.217465 + Penalty 2100.460625 = -4771248.756840 nChanged 9 SP:Iteration 159Q (3654.646342 sec): 3 clusters Score: Raw -4773349.860770 + Penalty 2100.460625 = -4771249.400145 nChanged 8 SP:Iteration 160F (3654.773684 sec): 3 clusters Score: Raw -4773350.283642 + Penalty 2100.460625 = -4771249.823017 nChanged 8 SP:Iteration 161Q (3654.887762 sec): 3 clusters Score: Raw -4773350.782269 + Penalty 2100.460625 = -4771250.321644 nChanged 7 SP:Iteration 162Q (3654.996781 sec): 3 clusters Score: Raw -4773351.317737 + Penalty 2100.460625 = -4771250.857112 nChanged 13 SP:Iteration 163Q (3655.108008 sec): 3 clusters Score: Raw -4773352.901677 + Penalty 2100.460625 = -4771252.441053 nChanged 15 SP:Iteration 164Q (3655.212883 sec): 3 clusters Score: Raw -4773354.379670 + Penalty 2100.460625 = -4771253.919045 nChanged 17 SP:Iteration 165Q (3655.322117 sec): 3 clusters Score: Raw -4773356.508238 + Penalty 2100.460625 = -4771256.047614 nChanged 15 SP:Iteration 166Q (3655.428953 sec): 3 clusters Score: Raw -4773358.199945 + Penalty 2100.460625 = -4771257.739320 nChanged 13 SP:Iteration 167Q (3655.537703 sec): 3 clusters Score: Raw -4773359.404980 + Penalty 2100.460625 = -4771258.944355 nChanged 14 SP:Iteration 168Q (3655.620792 sec): 3 clusters Score: Raw -4773361.198160 + Penalty 2100.460625 = -4771260.737535 nChanged 16 SP:Iteration 169Q (3655.731024 sec): 3 clusters Score: Raw -4773362.582788 + Penalty 2100.460625 = -4771262.122163 nChanged 15 SP:Iteration 170Q (3655.842586 sec): 3 clusters Score: Raw -4773364.113418 + Penalty 2100.460625 = -4771263.652793 nChanged 19 SP:Iteration 171Q (3655.953735 sec): 3 clusters Score: Raw -4773366.167370 + Penalty 2100.460625 = -4771265.706746 nChanged 20 SP:Iteration 172Q (3656.050196 sec): 3 clusters Score: Raw -4773368.817690 + Penalty 2100.460625 = -4771268.357065 nChanged 19 SP:Iteration 173Q (3656.161671 sec): 3 clusters Score: Raw -4773371.580110 + Penalty 2100.460625 = -4771271.119486 nChanged 29 SP:Iteration 174Q (3656.237613 sec): 3 clusters Score: Raw -4773375.209800 + Penalty 2100.460625 = -4771274.749175 nChanged 29 SP:Iteration 175Q (3656.313627 sec): 3 clusters Score: Raw -4773378.570290 + Penalty 2100.460625 = -4771278.109666 nChanged 21 SP:Iteration 176Q (3656.418943 sec): 3 clusters Score: Raw -4773381.227796 + Penalty 2100.460625 = -4771280.767172 nChanged 26 SP:Iteration 177Q (3656.521700 sec): 3 clusters Score: Raw -4773385.344324 + Penalty 2100.460625 = -4771284.883699 nChanged 34 SP:Iteration 178Q (3656.629739 sec): 3 clusters Score: Raw -4773391.167498 + Penalty 2100.460625 = -4771290.706873 nChanged 32 SP:Iteration 179Q (3656.745035 sec): 3 clusters Score: Raw -4773398.099748 + Penalty 2100.460625 = -4771297.639124 nChanged 36 SP:Iteration 180F (3656.864676 sec): 3 clusters Score: Raw -4773405.196907 + Penalty 2100.460625 = -4771304.736283 nChanged 36 SP:Iteration 181Q (3656.980326 sec): 3 clusters Score: Raw -4773413.660418 + Penalty 2100.460625 = -4771313.199794 nChanged 36 SP:Iteration 182Q (3657.092233 sec): 3 clusters Score: Raw -4773419.883376 + Penalty 2100.460625 = -4771319.422752 nChanged 33 SP:Iteration 183Q (3657.201325 sec): 3 clusters Score: Raw -4773425.882485 + Penalty 2100.460625 = -4771325.421860 nChanged 35 SP:Iteration 184Q (3657.313775 sec): 3 clusters Score: Raw -4773431.575236 + Penalty 2100.460625 = -4771331.114611 nChanged 30 SP:Iteration 185Q (3657.416880 sec): 3 clusters Score: Raw -4773436.705781 + Penalty 2100.460625 = -4771336.245156 nChanged 26 SP:Iteration 186Q (3657.522419 sec): 3 clusters Score: Raw -4773440.648532 + Penalty 2100.460625 = -4771340.187907 nChanged 30 SP:Iteration 187Q (3657.630297 sec): 3 clusters Score: Raw -4773446.279055 + Penalty 2100.460625 = -4771345.818431 nChanged 35 SP:Iteration 188Q (3657.741865 sec): 3 clusters Score: Raw -4773451.600818 + Penalty 2100.460625 = -4771351.140194 nChanged 41 SP:Iteration 189Q (3657.850709 sec): 3 clusters Score: Raw -4773458.476665 + Penalty 2100.460625 = -4771358.016040 nChanged 37 SP:Iteration 190Q (3657.955457 sec): 3 clusters Score: Raw -4773465.042678 + Penalty 2100.460625 = -4771364.582053 nChanged 40 SP:Iteration 191Q (3658.047726 sec): 3 clusters Score: Raw -4773472.437301 + Penalty 2100.460625 = -4771371.976677 nChanged 36 SP:Iteration 192Q (3658.161636 sec): 3 clusters Score: Raw -4773479.600552 + Penalty 2100.460625 = -4771379.139927 nChanged 32 SP:Iteration 193Q (3658.266662 sec): 3 clusters Score: Raw -4773485.647772 + Penalty 2100.460625 = -4771385.187148 nChanged 33 SP:Iteration 194Q (3658.381916 sec): 3 clusters Score: Raw -4773491.610533 + Penalty 2100.460625 = -4771391.149909 nChanged 30 SP:Iteration 195Q (3658.493042 sec): 3 clusters Score: Raw -4773496.334177 + Penalty 2100.460625 = -4771395.873552 nChanged 24 SP:Iteration 196Q (3658.605258 sec): 3 clusters Score: Raw -4773500.232117 + Penalty 2100.460625 = -4771399.771492 nChanged 22 SP:Iteration 197Q (3658.708161 sec): 3 clusters Score: Raw -4773504.003695 + Penalty 2100.460625 = -4771403.543071 nChanged 19 SP:Iteration 198Q (3658.785195 sec): 3 clusters Score: Raw -4773507.724271 + Penalty 2100.460625 = -4771407.263646 nChanged 20 SP:Iteration 199Q (3658.894230 sec): 3 clusters Score: Raw -4773510.607870 + Penalty 2100.460625 = -4771410.147246 nChanged 21 SP:Iteration 200F (3659.018714 sec): 3 clusters Score: Raw -4773513.282498 + Penalty 2100.460625 = -4771412.821874 nChanged 19 SP:Iteration 201Q (3659.120861 sec): 3 clusters Score: Raw -4773515.537213 + Penalty 2100.460625 = -4771415.076589 nChanged 13 SP:Iteration 202Q (3659.225130 sec): 3 clusters Score: Raw -4773517.962005 + Penalty 2100.460625 = -4771417.501380 nChanged 13 SP:Iteration 203Q (3659.317191 sec): 3 clusters Score: Raw -4773519.774327 + Penalty 2100.460625 = -4771419.313702 nChanged 9 SP:Iteration 204Q (3659.393607 sec): 3 clusters Score: Raw -4773521.087746 + Penalty 2100.460625 = -4771420.627122 nChanged 15 SP:Iteration 205Q (3659.505103 sec): 3 clusters Score: Raw -4773522.953046 + Penalty 2100.460625 = -4771422.492422 nChanged 11 SP:Iteration 206Q (3659.614737 sec): 3 clusters Score: Raw -4773524.291717 + Penalty 2100.460625 = -4771423.831092 nChanged 13 SP:Iteration 207Q (3659.724328 sec): 3 clusters Score: Raw -4773526.115666 + Penalty 2100.460625 = -4771425.655041 nChanged 11 SP:Iteration 208Q (3659.834641 sec): 3 clusters Score: Raw -4773528.079358 + Penalty 2100.460625 = -4771427.618734 nChanged 15 SP:Iteration 209Q (3659.937595 sec): 3 clusters Score: Raw -4773530.174556 + Penalty 2100.460625 = -4771429.713931 nChanged 9 SP:Iteration 210Q (3660.034881 sec): 3 clusters Score: Raw -4773531.465754 + Penalty 2100.460625 = -4771431.005129 nChanged 14 SP:Iteration 211Q (3660.135437 sec): 3 clusters Score: Raw -4773533.795186 + Penalty 2100.460625 = -4771433.334561 nChanged 19 SP:Iteration 212Q (3660.248064 sec): 3 clusters Score: Raw -4773536.343871 + Penalty 2100.460625 = -4771435.883246 nChanged 14 SP:Iteration 213Q (3660.357066 sec): 3 clusters Score: Raw -4773539.032274 + Penalty 2100.460625 = -4771438.571650 nChanged 12 SP:Iteration 214Q (3660.454579 sec): 3 clusters Score: Raw -4773540.708240 + Penalty 2100.460625 = -4771440.247616 nChanged 11 SP:Iteration 215Q (3660.554643 sec): 3 clusters Score: Raw -4773542.948928 + Penalty 2100.460625 = -4771442.488303 nChanged 13 SP:Iteration 216Q (3660.665729 sec): 3 clusters Score: Raw -4773545.964946 + Penalty 2100.460625 = -4771445.504322 nChanged 22 SP:Iteration 217Q (3660.768382 sec): 3 clusters Score: Raw -4773550.844365 + Penalty 2100.460625 = -4771450.383740 nChanged 21 SP:Iteration 218Q (3660.876278 sec): 3 clusters Score: Raw -4773554.308470 + Penalty 2100.460625 = -4771453.847846 nChanged 18 SP:Iteration 219Q (3660.983294 sec): 3 clusters Score: Raw -4773557.216367 + Penalty 2100.460625 = -4771456.755742 nChanged 17 SP:Iteration 220F (3661.094583 sec): 3 clusters Score: Raw -4773560.182038 + Penalty 2100.460625 = -4771459.721414 nChanged 17 SP:Iteration 221Q (3661.198557 sec): 3 clusters Score: Raw -4773562.815987 + Penalty 2100.460625 = -4771462.355362 nChanged 12 SP:Iteration 222Q (3661.294868 sec): 3 clusters Score: Raw -4773564.250918 + Penalty 2100.460625 = -4771463.790293 nChanged 7 SP:Iteration 223Q (3661.378268 sec): 3 clusters Score: Raw -4773565.574856 + Penalty 2100.460625 = -4771465.114231 nChanged 8 SP:Iteration 224Q (3661.488078 sec): 3 clusters Score: Raw -4773566.439311 + Penalty 2100.460625 = -4771465.978686 nChanged 6 SP:Iteration 225Q (3661.576182 sec): 3 clusters Score: Raw -4773567.073305 + Penalty 2100.460625 = -4771466.612681 nChanged 6 SP:Iteration 226Q (3661.675600 sec): 3 clusters Score: Raw -4773568.138431 + Penalty 2100.460625 = -4771467.677806 nChanged 7 SP:Iteration 227Q (3661.792288 sec): 3 clusters Score: Raw -4773569.325603 + Penalty 2100.460625 = -4771468.864978 nChanged 5 SP:Iteration 228Q (3661.887382 sec): 3 clusters Score: Raw -4773569.992787 + Penalty 2100.460625 = -4771469.532162 nChanged 6 SP:Iteration 229Q (3661.999455 sec): 3 clusters Score: Raw -4773570.996989 + Penalty 2100.460625 = -4771470.536364 nChanged 2 SP:Iteration 230Q (3662.112397 sec): 3 clusters Score: Raw -4773571.169476 + Penalty 2100.460625 = -4771470.708851 nChanged 1 SP:Iteration 231Q (3662.220979 sec): 3 clusters Score: Raw -4773571.429214 + Penalty 2100.460625 = -4771470.968589 nChanged 2 SP:Iteration 232Q (3662.331555 sec): 3 clusters Score: Raw -4773571.812537 + Penalty 2100.460625 = -4771471.351913 nChanged 2 SP:Iteration 233Q (3662.435777 sec): 3 clusters Score: Raw -4773572.154413 + Penalty 2100.460625 = -4771471.693789 nChanged 2 SP:Iteration 234Q (3662.553127 sec): 3 clusters Score: Raw -4773572.568117 + Penalty 2100.460625 = -4771472.107493 nChanged 2 SP:Iteration 235Q (3662.663633 sec): 3 clusters Score: Raw -4773572.925856 + Penalty 2100.460625 = -4771472.465232 nChanged 4 SP:Iteration 236Q (3662.766021 sec): 3 clusters Score: Raw -4773573.371151 + Penalty 2100.460625 = -4771472.910527 nChanged 2 SP:Iteration 237Q (3662.867608 sec): 3 clusters Score: Raw -4773573.543883 + Penalty 2100.460625 = -4771473.083258 nChanged 1 SP:Iteration 238Q (3662.940149 sec): 3 clusters Score: Raw -4773573.664355 + Penalty 2100.460625 = -4771473.203730 nChanged 2 SP:Iteration 239Q (3663.014477 sec): 3 clusters Score: Raw -4773574.030124 + Penalty 2100.460625 = -4771473.569499 nChanged 0 SP:Iteration 240F (3663.103173 sec): 3 clusters Score: Raw -4773574.030124 + Penalty 2100.460625 = -4771473.569499 nChanged 0 Trying to split cluster 10 (4495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3663.112620 sec): 2 clusters Score: Raw -294259.229984 + Penalty 799.018490 = -293460.211494 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3663.130157 sec): 3 clusters Score: Raw -291845.646052 + Penalty 1598.036980 = -290247.609072 nChanged 1879 SP:Iteration 1F (3663.146240 sec): 3 clusters Score: Raw -293091.696615 + Penalty 1598.036980 = -291493.659635 nChanged 388 SP:Iteration 2F (3663.162421 sec): 3 clusters Score: Raw -293384.270425 + Penalty 1598.036980 = -291786.233445 nChanged 338 SP:Iteration 3F (3663.178401 sec): 3 clusters Score: Raw -293661.429088 + Penalty 1598.036980 = -292063.392108 nChanged 316 SP:Iteration 4F (3663.194512 sec): 3 clusters Score: Raw -293937.909740 + Penalty 1598.036980 = -292339.872760 nChanged 270 SP:Iteration 5F (3663.223819 sec): 3 clusters Score: Raw -294139.088590 + Penalty 1598.036980 = -292541.051610 nChanged 217 SP:Iteration 6Q (3663.247723 sec): 3 clusters Score: Raw -294273.070662 + Penalty 1598.036980 = -292675.033683 nChanged 164 SP:Iteration 7Q (3663.293243 sec): 3 clusters Score: Raw -294371.456381 + Penalty 1598.036980 = -292773.419401 nChanged 125 SP:Iteration 8Q (3663.337574 sec): 3 clusters Score: Raw -294442.514201 + Penalty 1598.036980 = -292844.477221 nChanged 95 SP:Iteration 9Q (3663.379491 sec): 3 clusters Score: Raw -294501.398931 + Penalty 1598.036980 = -292903.361951 nChanged 89 SP:Iteration 10Q (3663.422115 sec): 3 clusters Score: Raw -294559.092841 + Penalty 1598.036980 = -292961.055861 nChanged 82 SP:Iteration 11Q (3663.465019 sec): 3 clusters Score: Raw -294606.676581 + Penalty 1598.036980 = -293008.639601 nChanged 66 SP:Iteration 12Q (3663.510029 sec): 3 clusters Score: Raw -294643.472781 + Penalty 1598.036980 = -293045.435801 nChanged 58 SP:Iteration 13Q (3663.553375 sec): 3 clusters Score: Raw -294665.082237 + Penalty 1598.036980 = -293067.045257 nChanged 40 SP:Iteration 14Q (3663.599517 sec): 3 clusters Score: Raw -294681.396770 + Penalty 1598.036980 = -293083.359790 nChanged 35 SP:Iteration 15Q (3663.644150 sec): 3 clusters Score: Raw -294699.717669 + Penalty 1598.036980 = -293101.680689 nChanged 30 SP:Iteration 16Q (3663.698355 sec): 3 clusters Score: Raw -294711.636583 + Penalty 1598.036980 = -293113.599604 nChanged 22 SP:Iteration 17Q (3663.734248 sec): 3 clusters Score: Raw -294723.417243 + Penalty 1598.036980 = -293125.380263 nChanged 21 SP:Iteration 18Q (3663.774296 sec): 3 clusters Score: Raw -294731.864252 + Penalty 1598.036980 = -293133.827272 nChanged 13 SP:Iteration 19Q (3663.817877 sec): 3 clusters Score: Raw -294736.088105 + Penalty 1598.036980 = -293138.051125 nChanged 13 SP:Iteration 20F (3663.865334 sec): 3 clusters Score: Raw -294738.772432 + Penalty 1598.036980 = -293140.735452 nChanged 9 SP:Iteration 21Q (3663.901299 sec): 3 clusters Score: Raw -294740.827719 + Penalty 1598.036980 = -293142.790740 nChanged 9 SP:Iteration 22Q (3663.954208 sec): 3 clusters Score: Raw -294742.634310 + Penalty 1598.036980 = -293144.597330 nChanged 11 SP:Iteration 23Q (3663.998256 sec): 3 clusters Score: Raw -294745.266854 + Penalty 1598.036980 = -293147.229874 nChanged 9 SP:Iteration 24Q (3664.012789 sec): 3 clusters Score: Raw -294747.300358 + Penalty 1598.036980 = -293149.263378 nChanged 8 SP:Iteration 25Q (3664.037000 sec): 3 clusters Score: Raw -294749.876337 + Penalty 1598.036980 = -293151.839357 nChanged 5 SP:Iteration 26Q (3664.052617 sec): 3 clusters Score: Raw -294751.166817 + Penalty 1598.036980 = -293153.129837 nChanged 6 SP:Iteration 27Q (3664.068133 sec): 3 clusters Score: Raw -294752.829611 + Penalty 1598.036980 = -293154.792631 nChanged 12 SP:Iteration 28Q (3664.115812 sec): 3 clusters Score: Raw -294755.850641 + Penalty 1598.036980 = -293157.813661 nChanged 11 SP:Iteration 29Q (3664.163676 sec): 3 clusters Score: Raw -294757.925865 + Penalty 1598.036980 = -293159.888885 nChanged 9 SP:Iteration 30Q (3664.212000 sec): 3 clusters Score: Raw -294759.954836 + Penalty 1598.036980 = -293161.917856 nChanged 8 SP:Iteration 31Q (3664.258906 sec): 3 clusters Score: Raw -294761.877851 + Penalty 1598.036980 = -293163.840871 nChanged 4 SP:Iteration 32Q (3664.309531 sec): 3 clusters Score: Raw -294762.682156 + Penalty 1598.036980 = -293164.645176 nChanged 9 SP:Iteration 33Q (3664.349517 sec): 3 clusters Score: Raw -294764.278404 + Penalty 1598.036980 = -293166.241424 nChanged 5 SP:Iteration 34Q (3664.401518 sec): 3 clusters Score: Raw -294765.396705 + Penalty 1598.036980 = -293167.359725 nChanged 6 SP:Iteration 35Q (3664.440092 sec): 3 clusters Score: Raw -294767.091196 + Penalty 1598.036980 = -293169.054216 nChanged 6 SP:Iteration 36Q (3664.486202 sec): 3 clusters Score: Raw -294768.362031 + Penalty 1598.036980 = -293170.325051 nChanged 6 SP:Iteration 37Q (3664.527416 sec): 3 clusters Score: Raw -294769.164332 + Penalty 1598.036980 = -293171.127352 nChanged 3 SP:Iteration 38Q (3664.585405 sec): 3 clusters Score: Raw -294770.142639 + Penalty 1598.036980 = -293172.105659 nChanged 5 SP:Iteration 39Q (3664.622718 sec): 3 clusters Score: Raw -294771.486242 + Penalty 1598.036980 = -293173.449262 nChanged 4 SP:Iteration 40F (3664.667820 sec): 3 clusters Score: Raw -294772.578943 + Penalty 1598.036980 = -293174.541963 nChanged 8 SP:Iteration 41Q (3664.703793 sec): 3 clusters Score: Raw -294774.336385 + Penalty 1598.036980 = -293176.299405 nChanged 10 SP:Iteration 42Q (3664.744639 sec): 3 clusters Score: Raw -294776.450069 + Penalty 1598.036980 = -293178.413089 nChanged 7 SP:Iteration 43Q (3664.784397 sec): 3 clusters Score: Raw -294777.890727 + Penalty 1598.036980 = -293179.853747 nChanged 3 SP:Iteration 44Q (3664.834367 sec): 3 clusters Score: Raw -294778.146587 + Penalty 1598.036980 = -293180.109607 nChanged 3 SP:Iteration 45Q (3664.873557 sec): 3 clusters Score: Raw -294778.694098 + Penalty 1598.036980 = -293180.657118 nChanged 2 SP:Iteration 46Q (3664.916328 sec): 3 clusters Score: Raw -294779.463561 + Penalty 1598.036980 = -293181.426581 nChanged 5 SP:Iteration 47Q (3664.965017 sec): 3 clusters Score: Raw -294781.268996 + Penalty 1598.036980 = -293183.232016 nChanged 5 SP:Iteration 48Q (3665.013432 sec): 3 clusters Score: Raw -294782.308927 + Penalty 1598.036980 = -293184.271947 nChanged 5 SP:Iteration 49Q (3665.062353 sec): 3 clusters Score: Raw -294783.732270 + Penalty 1598.036980 = -293185.695290 nChanged 8 SP:Iteration 50Q (3665.110665 sec): 3 clusters Score: Raw -294785.321676 + Penalty 1598.036980 = -293187.284696 nChanged 2 SP:Iteration 51Q (3665.148282 sec): 3 clusters Score: Raw -294785.460876 + Penalty 1598.036980 = -293187.423896 nChanged 0 SP:Iteration 52F (3665.191131 sec): 3 clusters Score: Raw -294785.460876 + Penalty 1598.036980 = -293187.423896 nChanged 0 Trying to split cluster 11 (19286 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3665.236487 sec): 2 clusters Score: Raw -1432753.486423 + Penalty 937.377799 = -1431816.108624 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3665.294408 sec): 3 clusters Score: Raw -1420779.804923 + Penalty 1874.755597 = -1418905.049326 nChanged 8894 SP:Iteration 1F (3665.365152 sec): 3 clusters Score: Raw -1425787.214480 + Penalty 1874.755597 = -1423912.458882 nChanged 923 SP:Iteration 2Q (3665.429650 sec): 3 clusters Score: Raw -1426135.784662 + Penalty 1874.755597 = -1424261.029065 nChanged 934 SP:Iteration 3Q (3665.498488 sec): 3 clusters Score: Raw -1426530.908487 + Penalty 1874.755597 = -1424656.152890 nChanged 944 SP:Iteration 4Q (3665.558612 sec): 3 clusters Score: Raw -1426976.211927 + Penalty 1874.755597 = -1425101.456330 nChanged 974 SP:Iteration 5F (3665.621648 sec): 3 clusters Score: Raw -1427551.249701 + Penalty 1874.755597 = -1425676.494103 nChanged 1089 SP:Iteration 6F (3665.692029 sec): 3 clusters Score: Raw -1428241.699848 + Penalty 1874.755597 = -1426366.944251 nChanged 1159 SP:Iteration 7F (3665.748232 sec): 3 clusters Score: Raw -1429005.962767 + Penalty 1874.755597 = -1427131.207170 nChanged 1068 SP:Iteration 8F (3665.807484 sec): 3 clusters Score: Raw -1429648.276456 + Penalty 1874.755597 = -1427773.520859 nChanged 857 SP:Iteration 9Q (3665.869400 sec): 3 clusters Score: Raw -1430020.256444 + Penalty 1874.755597 = -1428145.500846 nChanged 583 SP:Iteration 10Q (3665.937710 sec): 3 clusters Score: Raw -1430220.525487 + Penalty 1874.755597 = -1428345.769890 nChanged 425 SP:Iteration 11Q (3666.010613 sec): 3 clusters Score: Raw -1430355.231603 + Penalty 1874.755597 = -1428480.476006 nChanged 352 SP:Iteration 12Q (3666.062046 sec): 3 clusters Score: Raw -1430471.386137 + Penalty 1874.755597 = -1428596.630540 nChanged 318 SP:Iteration 13Q (3666.142756 sec): 3 clusters Score: Raw -1430584.324118 + Penalty 1874.755597 = -1428709.568521 nChanged 328 SP:Iteration 14Q (3666.178665 sec): 3 clusters Score: Raw -1430718.227505 + Penalty 1874.755597 = -1428843.471907 nChanged 346 SP:Iteration 15Q (3666.249740 sec): 3 clusters Score: Raw -1430860.708398 + Penalty 1874.755597 = -1428985.952800 nChanged 332 SP:Iteration 16Q (3666.298073 sec): 3 clusters Score: Raw -1430991.316287 + Penalty 1874.755597 = -1429116.560690 nChanged 342 SP:Iteration 17Q (3666.368791 sec): 3 clusters Score: Raw -1431144.297075 + Penalty 1874.755597 = -1429269.541477 nChanged 377 SP:Iteration 18Q (3666.428177 sec): 3 clusters Score: Raw -1431334.613891 + Penalty 1874.755597 = -1429459.858294 nChanged 403 SP:Iteration 19Q (3666.492890 sec): 3 clusters Score: Raw -1431549.032390 + Penalty 1874.755597 = -1429674.276792 nChanged 398 SP:Iteration 20F (3666.561850 sec): 3 clusters Score: Raw -1431746.185600 + Penalty 1874.755597 = -1429871.430003 nChanged 405 SP:Iteration 21Q (3666.602638 sec): 3 clusters Score: Raw -1431946.846432 + Penalty 1874.755597 = -1430072.090835 nChanged 354 SP:Iteration 22Q (3666.635962 sec): 3 clusters Score: Raw -1432096.446513 + Penalty 1874.755597 = -1430221.690916 nChanged 313 SP:Iteration 23Q (3666.704508 sec): 3 clusters Score: Raw -1432213.176045 + Penalty 1874.755597 = -1430338.420448 nChanged 257 SP:Iteration 24Q (3666.755601 sec): 3 clusters Score: Raw -1432295.276371 + Penalty 1874.755597 = -1430420.520774 nChanged 220 SP:Iteration 25Q (3666.809132 sec): 3 clusters Score: Raw -1432350.302275 + Penalty 1874.755597 = -1430475.546677 nChanged 181 SP:Iteration 26Q (3666.869288 sec): 3 clusters Score: Raw -1432395.505885 + Penalty 1874.755597 = -1430520.750288 nChanged 181 SP:Iteration 27Q (3666.928411 sec): 3 clusters Score: Raw -1432433.751810 + Penalty 1874.755597 = -1430558.996213 nChanged 139 SP:Iteration 28Q (3666.963111 sec): 3 clusters Score: Raw -1432458.337441 + Penalty 1874.755597 = -1430583.581843 nChanged 103 SP:Iteration 29Q (3667.025862 sec): 3 clusters Score: Raw -1432475.334174 + Penalty 1874.755597 = -1430600.578577 nChanged 103 SP:Iteration 30Q (3667.085975 sec): 3 clusters Score: Raw -1432492.666833 + Penalty 1874.755597 = -1430617.911236 nChanged 89 SP:Iteration 31Q (3667.146604 sec): 3 clusters Score: Raw -1432507.678872 + Penalty 1874.755597 = -1430632.923274 nChanged 84 SP:Iteration 32Q (3667.214890 sec): 3 clusters Score: Raw -1432521.462731 + Penalty 1874.755597 = -1430646.707134 nChanged 79 SP:Iteration 33Q (3667.281149 sec): 3 clusters Score: Raw -1432533.139163 + Penalty 1874.755597 = -1430658.383565 nChanged 64 SP:Iteration 34Q (3667.352938 sec): 3 clusters Score: Raw -1432542.212630 + Penalty 1874.755597 = -1430667.457032 nChanged 55 SP:Iteration 35Q (3667.407425 sec): 3 clusters Score: Raw -1432547.281905 + Penalty 1874.755597 = -1430672.526307 nChanged 36 SP:Iteration 36Q (3667.466101 sec): 3 clusters Score: Raw -1432550.252000 + Penalty 1874.755597 = -1430675.496402 nChanged 33 SP:Iteration 37Q (3667.529442 sec): 3 clusters Score: Raw -1432552.612871 + Penalty 1874.755597 = -1430677.857274 nChanged 28 SP:Iteration 38Q (3667.594356 sec): 3 clusters Score: Raw -1432554.687016 + Penalty 1874.755597 = -1430679.931418 nChanged 22 SP:Iteration 39Q (3667.662463 sec): 3 clusters Score: Raw -1432556.219068 + Penalty 1874.755597 = -1430681.463471 nChanged 21 SP:Iteration 40F (3667.719087 sec): 3 clusters Score: Raw -1432557.671264 + Penalty 1874.755597 = -1430682.915667 nChanged 23 SP:Iteration 41Q (3667.785421 sec): 3 clusters Score: Raw -1432559.324012 + Penalty 1874.755597 = -1430684.568415 nChanged 17 SP:Iteration 42Q (3667.855015 sec): 3 clusters Score: Raw -1432560.295921 + Penalty 1874.755597 = -1430685.540324 nChanged 13 SP:Iteration 43Q (3667.921508 sec): 3 clusters Score: Raw -1432561.130448 + Penalty 1874.755597 = -1430686.374850 nChanged 11 SP:Iteration 44Q (3667.977716 sec): 3 clusters Score: Raw -1432561.648213 + Penalty 1874.755597 = -1430686.892616 nChanged 7 SP:Iteration 45Q (3668.043126 sec): 3 clusters Score: Raw -1432561.819395 + Penalty 1874.755597 = -1430687.063797 nChanged 4 SP:Iteration 46Q (3668.116455 sec): 3 clusters Score: Raw -1432561.962262 + Penalty 1874.755597 = -1430687.206665 nChanged 5 SP:Iteration 47Q (3668.180427 sec): 3 clusters Score: Raw -1432562.131003 + Penalty 1874.755597 = -1430687.375405 nChanged 5 SP:Iteration 48Q (3668.243201 sec): 3 clusters Score: Raw -1432562.226775 + Penalty 1874.755597 = -1430687.471178 nChanged 3 SP:Iteration 49Q (3668.301313 sec): 3 clusters Score: Raw -1432562.388555 + Penalty 1874.755597 = -1430687.632958 nChanged 3 SP:Iteration 50Q (3668.371028 sec): 3 clusters Score: Raw -1432562.501943 + Penalty 1874.755597 = -1430687.746346 nChanged 5 SP:Iteration 51Q (3668.430866 sec): 3 clusters Score: Raw -1432562.642045 + Penalty 1874.755597 = -1430687.886447 nChanged 5 SP:Iteration 52Q (3668.503296 sec): 3 clusters Score: Raw -1432562.891519 + Penalty 1874.755597 = -1430688.135921 nChanged 5 SP:Iteration 53Q (3668.565428 sec): 3 clusters Score: Raw -1432563.080412 + Penalty 1874.755597 = -1430688.324815 nChanged 5 SP:Iteration 54Q (3668.629675 sec): 3 clusters Score: Raw -1432563.286729 + Penalty 1874.755597 = -1430688.531132 nChanged 3 SP:Iteration 55Q (3668.689367 sec): 3 clusters Score: Raw -1432563.408373 + Penalty 1874.755597 = -1430688.652776 nChanged 4 SP:Iteration 56Q (3668.748964 sec): 3 clusters Score: Raw -1432563.554131 + Penalty 1874.755597 = -1430688.798534 nChanged 4 SP:Iteration 57Q (3668.811580 sec): 3 clusters Score: Raw -1432563.669837 + Penalty 1874.755597 = -1430688.914239 nChanged 1 SP:Iteration 58Q (3668.875472 sec): 3 clusters Score: Raw -1432563.699341 + Penalty 1874.755597 = -1430688.943743 nChanged 0 SP:Iteration 59F (3668.938809 sec): 3 clusters Score: Raw -1432563.699341 + Penalty 1874.755597 = -1430688.943743 nChanged 0 Trying to split cluster 12 (51506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3669.011714 sec): 2 clusters Score: Raw -3585376.314456 + Penalty 1030.698091 = -3584345.616365 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3669.116369 sec): 3 clusters Score: Raw -3552094.487780 + Penalty 2061.396181 = -3550033.091599 nChanged 24491 SP:Iteration 1F (3669.226784 sec): 3 clusters Score: Raw -3567392.025364 + Penalty 2061.396181 = -3565330.629183 nChanged 3024 SP:Iteration 2F (3669.327368 sec): 3 clusters Score: Raw -3569011.114104 + Penalty 2061.396181 = -3566949.717922 nChanged 3316 SP:Iteration 3F (3669.433637 sec): 3 clusters Score: Raw -3571224.458717 + Penalty 2061.396181 = -3569163.062536 nChanged 3508 SP:Iteration 4F (3669.537683 sec): 3 clusters Score: Raw -3573820.988204 + Penalty 2061.396181 = -3571759.592023 nChanged 3414 SP:Iteration 5F (3669.642047 sec): 3 clusters Score: Raw -3576169.555385 + Penalty 2061.396181 = -3574108.159204 nChanged 2771 SP:Iteration 6F (3669.743308 sec): 3 clusters Score: Raw -3577615.037137 + Penalty 2061.396181 = -3575553.640956 nChanged 1895 SP:Iteration 7Q (3669.854412 sec): 3 clusters Score: Raw -3578241.685886 + Penalty 2061.396181 = -3576180.289705 nChanged 1226 SP:Iteration 8Q (3669.954344 sec): 3 clusters Score: Raw -3578545.316652 + Penalty 2061.396181 = -3576483.920471 nChanged 879 SP:Iteration 9Q (3670.041335 sec): 3 clusters Score: Raw -3578736.199777 + Penalty 2061.396181 = -3576674.803596 nChanged 666 SP:Iteration 10Q (3670.144861 sec): 3 clusters Score: Raw -3578873.835416 + Penalty 2061.396181 = -3576812.439235 nChanged 596 SP:Iteration 11Q (3670.250850 sec): 3 clusters Score: Raw -3578994.394040 + Penalty 2061.396181 = -3576932.997859 nChanged 592 SP:Iteration 12Q (3670.365994 sec): 3 clusters Score: Raw -3579119.669404 + Penalty 2061.396181 = -3577058.273223 nChanged 609 SP:Iteration 13Q (3670.474339 sec): 3 clusters Score: Raw -3579260.314576 + Penalty 2061.396181 = -3577198.918395 nChanged 633 SP:Iteration 14Q (3670.592316 sec): 3 clusters Score: Raw -3579403.321508 + Penalty 2061.396181 = -3577341.925327 nChanged 649 SP:Iteration 15Q (3670.692118 sec): 3 clusters Score: Raw -3579556.013124 + Penalty 2061.396181 = -3577494.616943 nChanged 697 SP:Iteration 16Q (3670.803836 sec): 3 clusters Score: Raw -3579718.529638 + Penalty 2061.396181 = -3577657.133457 nChanged 684 SP:Iteration 17Q (3670.909661 sec): 3 clusters Score: Raw -3579880.731754 + Penalty 2061.396181 = -3577819.335573 nChanged 710 SP:Iteration 18Q (3670.982387 sec): 3 clusters Score: Raw -3580067.591455 + Penalty 2061.396181 = -3578006.195274 nChanged 756 SP:Iteration 19Q (3671.082062 sec): 3 clusters Score: Raw -3580283.909009 + Penalty 2061.396181 = -3578222.512828 nChanged 766 SP:Iteration 20F (3671.177238 sec): 3 clusters Score: Raw -3580508.828066 + Penalty 2061.396181 = -3578447.431885 nChanged 780 SP:Iteration 21Q (3671.288858 sec): 3 clusters Score: Raw -3580752.519189 + Penalty 2061.396181 = -3578691.123008 nChanged 793 SP:Iteration 22Q (3671.391629 sec): 3 clusters Score: Raw -3581016.769976 + Penalty 2061.396181 = -3578955.373795 nChanged 826 SP:Iteration 23Q (3671.475320 sec): 3 clusters Score: Raw -3581329.523096 + Penalty 2061.396181 = -3579268.126915 nChanged 865 SP:Iteration 24Q (3671.566959 sec): 3 clusters Score: Raw -3581678.162350 + Penalty 2061.396181 = -3579616.766169 nChanged 919 SP:Iteration 25Q (3671.678164 sec): 3 clusters Score: Raw -3582088.061986 + Penalty 2061.396181 = -3580026.665805 nChanged 902 SP:Iteration 26Q (3671.781618 sec): 3 clusters Score: Raw -3582497.996078 + Penalty 2061.396181 = -3580436.599897 nChanged 871 SP:Iteration 27Q (3671.882358 sec): 3 clusters Score: Raw -3582925.170099 + Penalty 2061.396181 = -3580863.773918 nChanged 837 SP:Iteration 28Q (3671.974922 sec): 3 clusters Score: Raw -3583355.185732 + Penalty 2061.396181 = -3581293.789551 nChanged 802 SP:Iteration 29Q (3672.041864 sec): 3 clusters Score: Raw -3583798.980047 + Penalty 2061.396181 = -3581737.583866 nChanged 705 SP:Iteration 30Q (3672.141954 sec): 3 clusters Score: Raw -3584202.737941 + Penalty 2061.396181 = -3582141.341760 nChanged 643 SP:Iteration 31Q (3672.237812 sec): 3 clusters Score: Raw -3584575.771162 + Penalty 2061.396181 = -3582514.374980 nChanged 549 SP:Iteration 32Q (3672.326024 sec): 3 clusters Score: Raw -3584854.714480 + Penalty 2061.396181 = -3582793.318299 nChanged 460 SP:Iteration 33Q (3672.413422 sec): 3 clusters Score: Raw -3585059.428089 + Penalty 2061.396181 = -3582998.031908 nChanged 402 SP:Iteration 34Q (3672.504215 sec): 3 clusters Score: Raw -3585209.333911 + Penalty 2061.396181 = -3583147.937730 nChanged 333 SP:Iteration 35Q (3672.598438 sec): 3 clusters Score: Raw -3585315.806136 + Penalty 2061.396181 = -3583254.409955 nChanged 279 SP:Iteration 36Q (3672.700041 sec): 3 clusters Score: Raw -3585391.518688 + Penalty 2061.396181 = -3583330.122506 nChanged 219 SP:Iteration 37Q (3672.802462 sec): 3 clusters Score: Raw -3585442.734348 + Penalty 2061.396181 = -3583381.338167 nChanged 183 SP:Iteration 38Q (3672.896517 sec): 3 clusters Score: Raw -3585480.703438 + Penalty 2061.396181 = -3583419.307256 nChanged 166 SP:Iteration 39Q (3672.998945 sec): 3 clusters Score: Raw -3585513.359228 + Penalty 2061.396181 = -3583451.963047 nChanged 145 SP:Iteration 40F (3673.108874 sec): 3 clusters Score: Raw -3585541.286314 + Penalty 2061.396181 = -3583479.890133 nChanged 128 SP:Iteration 41Q (3673.199752 sec): 3 clusters Score: Raw -3585568.964937 + Penalty 2061.396181 = -3583507.568756 nChanged 147 SP:Iteration 42Q (3673.294341 sec): 3 clusters Score: Raw -3585600.953767 + Penalty 2061.396181 = -3583539.557586 nChanged 144 SP:Iteration 43Q (3673.383268 sec): 3 clusters Score: Raw -3585632.462671 + Penalty 2061.396181 = -3583571.066490 nChanged 151 SP:Iteration 44Q (3673.478581 sec): 3 clusters Score: Raw -3585662.936247 + Penalty 2061.396181 = -3583601.540066 nChanged 122 SP:Iteration 45Q (3673.580328 sec): 3 clusters Score: Raw -3585684.559411 + Penalty 2061.396181 = -3583623.163230 nChanged 98 SP:Iteration 46Q (3673.672236 sec): 3 clusters Score: Raw -3585701.776142 + Penalty 2061.396181 = -3583640.379961 nChanged 90 SP:Iteration 47Q (3673.780332 sec): 3 clusters Score: Raw -3585717.843263 + Penalty 2061.396181 = -3583656.447082 nChanged 83 SP:Iteration 48Q (3673.878002 sec): 3 clusters Score: Raw -3585732.128915 + Penalty 2061.396181 = -3583670.732734 nChanged 86 SP:Iteration 49Q (3673.974567 sec): 3 clusters Score: Raw -3585747.318459 + Penalty 2061.396181 = -3583685.922278 nChanged 83 SP:Iteration 50Q (3674.069309 sec): 3 clusters Score: Raw -3585762.382711 + Penalty 2061.396181 = -3583700.986529 nChanged 90 SP:Iteration 51Q (3674.167939 sec): 3 clusters Score: Raw -3585777.355990 + Penalty 2061.396181 = -3583715.959809 nChanged 77 SP:Iteration 52Q (3674.261760 sec): 3 clusters Score: Raw -3585790.692896 + Penalty 2061.396181 = -3583729.296715 nChanged 71 SP:Iteration 53Q (3674.325921 sec): 3 clusters Score: Raw -3585803.293339 + Penalty 2061.396181 = -3583741.897157 nChanged 63 SP:Iteration 54Q (3674.419274 sec): 3 clusters Score: Raw -3585815.372373 + Penalty 2061.396181 = -3583753.976192 nChanged 56 SP:Iteration 55Q (3674.519052 sec): 3 clusters Score: Raw -3585826.747387 + Penalty 2061.396181 = -3583765.351206 nChanged 60 SP:Iteration 56Q (3674.613512 sec): 3 clusters Score: Raw -3585839.620728 + Penalty 2061.396181 = -3583778.224547 nChanged 60 SP:Iteration 57Q (3674.703001 sec): 3 clusters Score: Raw -3585852.134162 + Penalty 2061.396181 = -3583790.737981 nChanged 45 SP:Iteration 58Q (3674.806332 sec): 3 clusters Score: Raw -3585858.718123 + Penalty 2061.396181 = -3583797.321941 nChanged 43 SP:Iteration 59Q (3674.890305 sec): 3 clusters Score: Raw -3585864.961216 + Penalty 2061.396181 = -3583803.565035 nChanged 38 SP:Iteration 60F (3674.991031 sec): 3 clusters Score: Raw -3585869.659820 + Penalty 2061.396181 = -3583808.263639 nChanged 25 SP:Iteration 61Q (3675.091827 sec): 3 clusters Score: Raw -3585872.455066 + Penalty 2061.396181 = -3583811.058885 nChanged 27 SP:Iteration 62Q (3675.179064 sec): 3 clusters Score: Raw -3585875.467584 + Penalty 2061.396181 = -3583814.071403 nChanged 25 SP:Iteration 63Q (3675.282233 sec): 3 clusters Score: Raw -3585878.675744 + Penalty 2061.396181 = -3583817.279563 nChanged 27 SP:Iteration 64Q (3675.374012 sec): 3 clusters Score: Raw -3585881.733310 + Penalty 2061.396181 = -3583820.337129 nChanged 23 SP:Iteration 65Q (3675.481700 sec): 3 clusters Score: Raw -3585883.917769 + Penalty 2061.396181 = -3583822.521588 nChanged 21 SP:Iteration 66Q (3675.576472 sec): 3 clusters Score: Raw -3585886.259116 + Penalty 2061.396181 = -3583824.862935 nChanged 19 SP:Iteration 67Q (3675.688149 sec): 3 clusters Score: Raw -3585888.072779 + Penalty 2061.396181 = -3583826.676598 nChanged 18 SP:Iteration 68Q (3675.787732 sec): 3 clusters Score: Raw -3585889.409558 + Penalty 2061.396181 = -3583828.013377 nChanged 9 SP:Iteration 69Q (3675.892385 sec): 3 clusters Score: Raw -3585889.961821 + Penalty 2061.396181 = -3583828.565640 nChanged 6 SP:Iteration 70Q (3675.988433 sec): 3 clusters Score: Raw -3585890.408088 + Penalty 2061.396181 = -3583829.011907 nChanged 5 SP:Iteration 71Q (3676.090797 sec): 3 clusters Score: Raw -3585890.847217 + Penalty 2061.396181 = -3583829.451036 nChanged 7 SP:Iteration 72Q (3676.189201 sec): 3 clusters Score: Raw -3585891.403805 + Penalty 2061.396181 = -3583830.007624 nChanged 6 SP:Iteration 73Q (3676.283357 sec): 3 clusters Score: Raw -3585892.011932 + Penalty 2061.396181 = -3583830.615751 nChanged 5 SP:Iteration 74Q (3676.349729 sec): 3 clusters Score: Raw -3585892.466658 + Penalty 2061.396181 = -3583831.070476 nChanged 3 SP:Iteration 75Q (3676.415281 sec): 3 clusters Score: Raw -3585892.613810 + Penalty 2061.396181 = -3583831.217629 nChanged 4 SP:Iteration 76Q (3676.514516 sec): 3 clusters Score: Raw -3585893.058601 + Penalty 2061.396181 = -3583831.662420 nChanged 7 SP:Iteration 77Q (3676.586200 sec): 3 clusters Score: Raw -3585894.074846 + Penalty 2061.396181 = -3583832.678665 nChanged 6 SP:Iteration 78Q (3676.651997 sec): 3 clusters Score: Raw -3585894.630204 + Penalty 2061.396181 = -3583833.234023 nChanged 6 SP:Iteration 79Q (3676.717893 sec): 3 clusters Score: Raw -3585895.118418 + Penalty 2061.396181 = -3583833.722237 nChanged 2 SP:Iteration 80F (3676.799088 sec): 3 clusters Score: Raw -3585895.468141 + Penalty 2061.396181 = -3583834.071960 nChanged 2 SP:Iteration 81Q (3676.897450 sec): 3 clusters Score: Raw -3585895.617268 + Penalty 2061.396181 = -3583834.221086 nChanged 1 SP:Iteration 82Q (3676.966596 sec): 3 clusters Score: Raw -3585895.649541 + Penalty 2061.396181 = -3583834.253360 nChanged 1 SP:Iteration 83Q (3677.032110 sec): 3 clusters Score: Raw -3585895.695517 + Penalty 2061.396181 = -3583834.299336 nChanged 1 SP:Iteration 84Q (3677.098157 sec): 3 clusters Score: Raw -3585895.727002 + Penalty 2061.396181 = -3583834.330821 nChanged 0 SP:Iteration 85F (3677.197410 sec): 3 clusters Score: Raw -3585895.727002 + Penalty 2061.396181 = -3583834.330821 nChanged 0 Trying to split cluster 13 (643 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3677.223825 sec): 2 clusters Score: Raw -44596.933907 + Penalty 614.283749 = -43982.650158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3677.252530 sec): 3 clusters Score: Raw -44408.675405 + Penalty 1228.567498 = -43180.107907 nChanged 191 SP:Iteration 1F (3677.296621 sec): 3 clusters Score: Raw -44615.491183 + Penalty 1228.567498 = -43386.923686 nChanged 62 SP:Iteration 2F (3677.334267 sec): 3 clusters Score: Raw -44698.240882 + Penalty 1228.567498 = -43469.673385 nChanged 41 SP:Iteration 3F (3677.380633 sec): 3 clusters Score: Raw -44757.876746 + Penalty 1228.567498 = -43529.309249 nChanged 25 SP:Iteration 4Q (3677.415053 sec): 3 clusters Score: Raw -44793.336555 + Penalty 1228.567498 = -43564.769058 nChanged 28 SP:Iteration 5Q (3677.446738 sec): 3 clusters Score: Raw -44827.276326 + Penalty 1228.567498 = -43598.708828 nChanged 15 SP:Iteration 6Q (3677.482334 sec): 3 clusters Score: Raw -44843.024484 + Penalty 1228.567498 = -43614.456986 nChanged 12 SP:Iteration 7Q (3677.522479 sec): 3 clusters Score: Raw -44859.664375 + Penalty 1228.567498 = -43631.096878 nChanged 8 SP:Iteration 8Q (3677.554905 sec): 3 clusters Score: Raw -44873.370361 + Penalty 1228.567498 = -43644.802864 nChanged 3 SP:Iteration 9Q (3677.597870 sec): 3 clusters Score: Raw -44875.885925 + Penalty 1228.567498 = -43647.318428 nChanged 3 SP:Iteration 10Q (3677.650896 sec): 3 clusters Score: Raw -44879.353306 + Penalty 1228.567498 = -43650.785809 nChanged 2 SP:Iteration 11Q (3677.681059 sec): 3 clusters Score: Raw -44881.206715 + Penalty 1228.567498 = -43652.639217 nChanged 0 SP:Iteration 12F (3677.722992 sec): 3 clusters Score: Raw -44881.206715 + Penalty 1228.567498 = -43652.639217 nChanged 0 Trying to split cluster 14 (6345 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3677.747213 sec): 2 clusters Score: Raw -453265.675182 + Penalty 831.765126 = -452433.910056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3677.794634 sec): 3 clusters Score: Raw -449611.426301 + Penalty 1663.530252 = -447947.896048 nChanged 2791 SP:Iteration 1F (3677.845292 sec): 3 clusters Score: Raw -451072.360484 + Penalty 1663.530252 = -449408.830232 nChanged 343 SP:Iteration 2F (3677.889338 sec): 3 clusters Score: Raw -451199.816002 + Penalty 1663.530252 = -449536.285749 nChanged 279 SP:Iteration 3Q (3677.941826 sec): 3 clusters Score: Raw -451337.648728 + Penalty 1663.530252 = -449674.118476 nChanged 296 SP:Iteration 4Q (3677.993051 sec): 3 clusters Score: Raw -451493.064149 + Penalty 1663.530252 = -449829.533897 nChanged 298 SP:Iteration 5Q (3678.033222 sec): 3 clusters Score: Raw -451655.403454 + Penalty 1663.530252 = -449991.873202 nChanged 315 SP:Iteration 6Q (3678.075897 sec): 3 clusters Score: Raw -451813.587377 + Penalty 1663.530252 = -450150.057125 nChanged 292 SP:Iteration 7Q (3678.132195 sec): 3 clusters Score: Raw -451966.621733 + Penalty 1663.530252 = -450303.091481 nChanged 297 SP:Iteration 8Q (3678.178182 sec): 3 clusters Score: Raw -452129.942997 + Penalty 1663.530252 = -450466.412745 nChanged 317 SP:Iteration 9Q (3678.216832 sec): 3 clusters Score: Raw -452336.457137 + Penalty 1663.530252 = -450672.926885 nChanged 350 SP:Iteration 10F (3678.266185 sec): 3 clusters Score: Raw -452614.985888 + Penalty 1663.530252 = -450951.455636 nChanged 349 SP:Iteration 11F (3678.319702 sec): 3 clusters Score: Raw -452899.235923 + Penalty 1663.530252 = -451235.705671 nChanged 350 SP:Iteration 12F (3678.358129 sec): 3 clusters Score: Raw -453169.936552 + Penalty 1663.530252 = -451506.406300 nChanged 269 SP:Iteration 13Q (3678.407375 sec): 3 clusters Score: Raw -453361.519995 + Penalty 1663.530252 = -451697.989742 nChanged 207 SP:Iteration 14Q (3678.451330 sec): 3 clusters Score: Raw -453504.481102 + Penalty 1663.530252 = -451840.950850 nChanged 164 SP:Iteration 15Q (3678.481655 sec): 3 clusters Score: Raw -453618.832350 + Penalty 1663.530252 = -451955.302098 nChanged 127 SP:Iteration 16Q (3678.541240 sec): 3 clusters Score: Raw -453699.442965 + Penalty 1663.530252 = -452035.912713 nChanged 83 SP:Iteration 17Q (3678.585988 sec): 3 clusters Score: Raw -453748.784666 + Penalty 1663.530252 = -452085.254414 nChanged 55 SP:Iteration 18Q (3678.640811 sec): 3 clusters Score: Raw -453773.689380 + Penalty 1663.530252 = -452110.159128 nChanged 38 SP:Iteration 19Q (3678.700514 sec): 3 clusters Score: Raw -453788.606110 + Penalty 1663.530252 = -452125.075858 nChanged 34 SP:Iteration 20F (3678.749508 sec): 3 clusters Score: Raw -453801.632928 + Penalty 1663.530252 = -452138.102676 nChanged 25 SP:Iteration 21Q (3678.804340 sec): 3 clusters Score: Raw -453809.148694 + Penalty 1663.530252 = -452145.618442 nChanged 19 SP:Iteration 22Q (3678.859517 sec): 3 clusters Score: Raw -453814.590956 + Penalty 1663.530252 = -452151.060704 nChanged 9 SP:Iteration 23Q (3678.910074 sec): 3 clusters Score: Raw -453816.695994 + Penalty 1663.530252 = -452153.165741 nChanged 9 SP:Iteration 24Q (3678.961832 sec): 3 clusters Score: Raw -453818.908279 + Penalty 1663.530252 = -452155.378027 nChanged 7 SP:Iteration 25Q (3679.016573 sec): 3 clusters Score: Raw -453820.387346 + Penalty 1663.530252 = -452156.857094 nChanged 8 SP:Iteration 26Q (3679.060311 sec): 3 clusters Score: Raw -453822.732644 + Penalty 1663.530252 = -452159.202392 nChanged 5 SP:Iteration 27Q (3679.115099 sec): 3 clusters Score: Raw -453823.601967 + Penalty 1663.530252 = -452160.071715 nChanged 4 SP:Iteration 28Q (3679.171634 sec): 3 clusters Score: Raw -453824.520640 + Penalty 1663.530252 = -452160.990388 nChanged 1 SP:Iteration 29Q (3679.209869 sec): 3 clusters Score: Raw -453824.625723 + Penalty 1663.530252 = -452161.095471 nChanged 1 SP:Iteration 30Q (3679.261792 sec): 3 clusters Score: Raw -453824.760251 + Penalty 1663.530252 = -452161.229999 nChanged 1 SP:Iteration 31Q (3679.301918 sec): 3 clusters Score: Raw -453824.833870 + Penalty 1663.530252 = -452161.303618 nChanged 1 SP:Iteration 32Q (3679.362767 sec): 3 clusters Score: Raw -453824.902262 + Penalty 1663.530252 = -452161.372010 nChanged 2 SP:Iteration 33Q (3679.406795 sec): 3 clusters Score: Raw -453825.214160 + Penalty 1663.530252 = -452161.683908 nChanged 2 SP:Iteration 34Q (3679.461312 sec): 3 clusters Score: Raw -453825.304808 + Penalty 1663.530252 = -452161.774555 nChanged 1 SP:Iteration 35Q (3679.517134 sec): 3 clusters Score: Raw -453825.378960 + Penalty 1663.530252 = -452161.848708 nChanged 0 SP:Iteration 36F (3679.570587 sec): 3 clusters Score: Raw -453825.378960 + Penalty 1663.530252 = -452161.848708 nChanged 0 Trying to split cluster 15 (5896 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3679.594105 sec): 2 clusters Score: Raw -406378.600109 + Penalty 824.792796 = -405553.807313 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3679.645699 sec): 3 clusters Score: Raw -403040.653234 + Penalty 1649.585592 = -401391.067641 nChanged 2569 SP:Iteration 1F (3679.692757 sec): 3 clusters Score: Raw -404417.477495 + Penalty 1649.585592 = -402767.891903 nChanged 375 SP:Iteration 2F (3679.747092 sec): 3 clusters Score: Raw -404592.115619 + Penalty 1649.585592 = -402942.530026 nChanged 311 SP:Iteration 3F (3679.803281 sec): 3 clusters Score: Raw -404724.375110 + Penalty 1649.585592 = -403074.789517 nChanged 239 SP:Iteration 4Q (3679.853994 sec): 3 clusters Score: Raw -404833.617702 + Penalty 1649.585592 = -403184.032109 nChanged 239 SP:Iteration 5Q (3679.908615 sec): 3 clusters Score: Raw -404943.874152 + Penalty 1649.585592 = -403294.288560 nChanged 246 SP:Iteration 6Q (3679.955029 sec): 3 clusters Score: Raw -405070.163624 + Penalty 1649.585592 = -403420.578032 nChanged 237 SP:Iteration 7Q (3680.004800 sec): 3 clusters Score: Raw -405198.324262 + Penalty 1649.585592 = -403548.738669 nChanged 232 SP:Iteration 8Q (3680.059783 sec): 3 clusters Score: Raw -405338.620407 + Penalty 1649.585592 = -403689.034814 nChanged 235 SP:Iteration 9Q (3680.125509 sec): 3 clusters Score: Raw -405487.512202 + Penalty 1649.585592 = -403837.926610 nChanged 218 SP:Iteration 10Q (3680.175923 sec): 3 clusters Score: Raw -405628.546616 + Penalty 1649.585592 = -403978.961024 nChanged 219 SP:Iteration 11Q (3680.217886 sec): 3 clusters Score: Raw -405777.700907 + Penalty 1649.585592 = -404128.115315 nChanged 187 SP:Iteration 12Q (3680.281891 sec): 3 clusters Score: Raw -405867.787331 + Penalty 1649.585592 = -404218.201739 nChanged 150 SP:Iteration 13Q (3680.326116 sec): 3 clusters Score: Raw -405929.205746 + Penalty 1649.585592 = -404279.620154 nChanged 115 SP:Iteration 14Q (3680.367366 sec): 3 clusters Score: Raw -405988.253792 + Penalty 1649.585592 = -404338.668200 nChanged 97 SP:Iteration 15Q (3680.422169 sec): 3 clusters Score: Raw -406029.598612 + Penalty 1649.585592 = -404380.013019 nChanged 64 SP:Iteration 16Q (3680.477255 sec): 3 clusters Score: Raw -406059.891622 + Penalty 1649.585592 = -404410.306030 nChanged 66 SP:Iteration 17Q (3680.526479 sec): 3 clusters Score: Raw -406082.964296 + Penalty 1649.585592 = -404433.378703 nChanged 56 SP:Iteration 18Q (3680.569332 sec): 3 clusters Score: Raw -406108.872322 + Penalty 1649.585592 = -404459.286729 nChanged 59 SP:Iteration 19Q (3680.611727 sec): 3 clusters Score: Raw -406127.245069 + Penalty 1649.585592 = -404477.659476 nChanged 61 SP:Iteration 20F (3680.657475 sec): 3 clusters Score: Raw -406144.177067 + Penalty 1649.585592 = -404494.591475 nChanged 53 SP:Iteration 21Q (3680.714730 sec): 3 clusters Score: Raw -406158.715144 + Penalty 1649.585592 = -404509.129552 nChanged 52 SP:Iteration 22Q (3680.753129 sec): 3 clusters Score: Raw -406172.116824 + Penalty 1649.585592 = -404522.531231 nChanged 41 SP:Iteration 23Q (3680.799151 sec): 3 clusters Score: Raw -406182.672161 + Penalty 1649.585592 = -404533.086568 nChanged 33 SP:Iteration 24Q (3680.847129 sec): 3 clusters Score: Raw -406191.064243 + Penalty 1649.585592 = -404541.478650 nChanged 35 SP:Iteration 25Q (3680.897180 sec): 3 clusters Score: Raw -406198.235082 + Penalty 1649.585592 = -404548.649490 nChanged 38 SP:Iteration 26Q (3680.944994 sec): 3 clusters Score: Raw -406206.220229 + Penalty 1649.585592 = -404556.634636 nChanged 27 SP:Iteration 27Q (3680.957124 sec): 3 clusters Score: Raw -406213.501557 + Penalty 1649.585592 = -404563.915965 nChanged 31 SP:Iteration 28Q (3681.012556 sec): 3 clusters Score: Raw -406220.294821 + Penalty 1649.585592 = -404570.709229 nChanged 30 SP:Iteration 29Q (3681.067380 sec): 3 clusters Score: Raw -406227.640720 + Penalty 1649.585592 = -404578.055128 nChanged 35 SP:Iteration 30Q (3681.122315 sec): 3 clusters Score: Raw -406239.252442 + Penalty 1649.585592 = -404589.666849 nChanged 28 SP:Iteration 31Q (3681.176915 sec): 3 clusters Score: Raw -406246.887027 + Penalty 1649.585592 = -404597.301434 nChanged 24 SP:Iteration 32Q (3681.228392 sec): 3 clusters Score: Raw -406252.853765 + Penalty 1649.585592 = -404603.268172 nChanged 28 SP:Iteration 33Q (3681.286899 sec): 3 clusters Score: Raw -406259.890827 + Penalty 1649.585592 = -404610.305234 nChanged 31 SP:Iteration 34Q (3681.330270 sec): 3 clusters Score: Raw -406269.852812 + Penalty 1649.585592 = -404620.267219 nChanged 34 SP:Iteration 35Q (3681.376993 sec): 3 clusters Score: Raw -406280.589014 + Penalty 1649.585592 = -404631.003422 nChanged 31 SP:Iteration 36Q (3681.433726 sec): 3 clusters Score: Raw -406289.674719 + Penalty 1649.585592 = -404640.089126 nChanged 28 SP:Iteration 37Q (3681.476666 sec): 3 clusters Score: Raw -406299.834342 + Penalty 1649.585592 = -404650.248750 nChanged 30 SP:Iteration 38Q (3681.532621 sec): 3 clusters Score: Raw -406310.736249 + Penalty 1649.585592 = -404661.150657 nChanged 34 SP:Iteration 39Q (3681.582642 sec): 3 clusters Score: Raw -406320.722013 + Penalty 1649.585592 = -404671.136420 nChanged 28 SP:Iteration 40F (3681.637174 sec): 3 clusters Score: Raw -406327.858127 + Penalty 1649.585592 = -404678.272535 nChanged 25 SP:Iteration 41Q (3681.691720 sec): 3 clusters Score: Raw -406335.686867 + Penalty 1649.585592 = -404686.101275 nChanged 26 SP:Iteration 42Q (3681.750776 sec): 3 clusters Score: Raw -406342.134067 + Penalty 1649.585592 = -404692.548475 nChanged 24 SP:Iteration 43Q (3681.799647 sec): 3 clusters Score: Raw -406347.511686 + Penalty 1649.585592 = -404697.926094 nChanged 21 SP:Iteration 44Q (3681.853357 sec): 3 clusters Score: Raw -406352.089728 + Penalty 1649.585592 = -404702.504136 nChanged 20 SP:Iteration 45Q (3681.889048 sec): 3 clusters Score: Raw -406357.722061 + Penalty 1649.585592 = -404708.136468 nChanged 22 SP:Iteration 46Q (3681.943226 sec): 3 clusters Score: Raw -406362.517547 + Penalty 1649.585592 = -404712.931954 nChanged 12 SP:Iteration 47Q (3681.995254 sec): 3 clusters Score: Raw -406364.180862 + Penalty 1649.585592 = -404714.595269 nChanged 6 SP:Iteration 48Q (3682.043163 sec): 3 clusters Score: Raw -406364.946612 + Penalty 1649.585592 = -404715.361020 nChanged 7 SP:Iteration 49Q (3682.092916 sec): 3 clusters Score: Raw -406365.854886 + Penalty 1649.585592 = -404716.269294 nChanged 9 SP:Iteration 50Q (3682.146571 sec): 3 clusters Score: Raw -406367.900251 + Penalty 1649.585592 = -404718.314659 nChanged 14 SP:Iteration 51Q (3682.190993 sec): 3 clusters Score: Raw -406373.154919 + Penalty 1649.585592 = -404723.569327 nChanged 17 SP:Iteration 52Q (3682.250187 sec): 3 clusters Score: Raw -406377.275712 + Penalty 1649.585592 = -404727.690119 nChanged 14 SP:Iteration 53Q (3682.294755 sec): 3 clusters Score: Raw -406380.761635 + Penalty 1649.585592 = -404731.176043 nChanged 19 SP:Iteration 54Q (3682.342507 sec): 3 clusters Score: Raw -406384.355904 + Penalty 1649.585592 = -404734.770312 nChanged 15 SP:Iteration 55Q (3682.398603 sec): 3 clusters Score: Raw -406387.257285 + Penalty 1649.585592 = -404737.671693 nChanged 17 SP:Iteration 56Q (3682.448314 sec): 3 clusters Score: Raw -406393.006190 + Penalty 1649.585592 = -404743.420597 nChanged 15 SP:Iteration 57Q (3682.485110 sec): 3 clusters Score: Raw -406398.164037 + Penalty 1649.585592 = -404748.578444 nChanged 11 SP:Iteration 58Q (3682.533980 sec): 3 clusters Score: Raw -406402.473089 + Penalty 1649.585592 = -404752.887496 nChanged 15 SP:Iteration 59Q (3682.586777 sec): 3 clusters Score: Raw -406406.952469 + Penalty 1649.585592 = -404757.366877 nChanged 13 SP:Iteration 60F (3682.641221 sec): 3 clusters Score: Raw -406409.770839 + Penalty 1649.585592 = -404760.185247 nChanged 13 SP:Iteration 61Q (3682.694918 sec): 3 clusters Score: Raw -406412.507249 + Penalty 1649.585592 = -404762.921657 nChanged 7 SP:Iteration 62Q (3682.749834 sec): 3 clusters Score: Raw -406414.391833 + Penalty 1649.585592 = -404764.806240 nChanged 11 SP:Iteration 63Q (3682.801742 sec): 3 clusters Score: Raw -406416.764948 + Penalty 1649.585592 = -404767.179356 nChanged 6 SP:Iteration 64Q (3682.844129 sec): 3 clusters Score: Raw -406417.480216 + Penalty 1649.585592 = -404767.894624 nChanged 3 SP:Iteration 65Q (3682.899030 sec): 3 clusters Score: Raw -406418.149251 + Penalty 1649.585592 = -404768.563659 nChanged 1 SP:Iteration 66Q (3682.953616 sec): 3 clusters Score: Raw -406418.344755 + Penalty 1649.585592 = -404768.759162 nChanged 1 SP:Iteration 67Q (3683.008355 sec): 3 clusters Score: Raw -406418.580466 + Penalty 1649.585592 = -404768.994873 nChanged 0 SP:Iteration 68F (3683.068618 sec): 3 clusters Score: Raw -406418.580466 + Penalty 1649.585592 = -404768.994873 nChanged 0 Trying to split cluster 16 (17704 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3683.112005 sec): 2 clusters Score: Raw -1319642.595205 + Penalty 929.246859 = -1318713.348346 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3683.179302 sec): 3 clusters Score: Raw -1308655.507607 + Penalty 1858.493718 = -1306797.013890 nChanged 8168 SP:Iteration 1F (3683.242266 sec): 3 clusters Score: Raw -1313573.442651 + Penalty 1858.493718 = -1311714.948934 nChanged 1128 SP:Iteration 2F (3683.302034 sec): 3 clusters Score: Raw -1314181.825075 + Penalty 1858.493718 = -1312323.331357 nChanged 1167 SP:Iteration 3F (3683.351602 sec): 3 clusters Score: Raw -1314914.832920 + Penalty 1858.493718 = -1313056.339202 nChanged 1232 SP:Iteration 4F (3683.416114 sec): 3 clusters Score: Raw -1315806.366514 + Penalty 1858.493718 = -1313947.872797 nChanged 1243 SP:Iteration 5F (3683.477951 sec): 3 clusters Score: Raw -1316738.669182 + Penalty 1858.493718 = -1314880.175465 nChanged 1062 SP:Iteration 6F (3683.550265 sec): 3 clusters Score: Raw -1317530.015383 + Penalty 1858.493718 = -1315671.521665 nChanged 841 SP:Iteration 7Q (3683.620060 sec): 3 clusters Score: Raw -1318010.338487 + Penalty 1858.493718 = -1316151.844769 nChanged 536 SP:Iteration 8Q (3683.685523 sec): 3 clusters Score: Raw -1318223.959177 + Penalty 1858.493718 = -1316365.465460 nChanged 366 SP:Iteration 9Q (3683.759297 sec): 3 clusters Score: Raw -1318351.892361 + Penalty 1858.493718 = -1316493.398644 nChanged 317 SP:Iteration 10Q (3683.820472 sec): 3 clusters Score: Raw -1318461.986412 + Penalty 1858.493718 = -1316603.492695 nChanged 289 SP:Iteration 11Q (3683.887456 sec): 3 clusters Score: Raw -1318556.879555 + Penalty 1858.493718 = -1316698.385837 nChanged 266 SP:Iteration 12Q (3683.951200 sec): 3 clusters Score: Raw -1318640.611502 + Penalty 1858.493718 = -1316782.117784 nChanged 242 SP:Iteration 13Q (3684.005554 sec): 3 clusters Score: Raw -1318715.182584 + Penalty 1858.493718 = -1316856.688867 nChanged 241 SP:Iteration 14Q (3684.070060 sec): 3 clusters Score: Raw -1318789.623388 + Penalty 1858.493718 = -1316931.129670 nChanged 216 SP:Iteration 15Q (3684.132441 sec): 3 clusters Score: Raw -1318856.405008 + Penalty 1858.493718 = -1316997.911291 nChanged 213 SP:Iteration 16Q (3684.200013 sec): 3 clusters Score: Raw -1318924.228170 + Penalty 1858.493718 = -1317065.734453 nChanged 212 SP:Iteration 17Q (3684.252377 sec): 3 clusters Score: Raw -1318991.241494 + Penalty 1858.493718 = -1317132.747777 nChanged 215 SP:Iteration 18Q (3684.299369 sec): 3 clusters Score: Raw -1319060.579321 + Penalty 1858.493718 = -1317202.085604 nChanged 207 SP:Iteration 19Q (3684.368757 sec): 3 clusters Score: Raw -1319126.521756 + Penalty 1858.493718 = -1317268.028038 nChanged 190 SP:Iteration 20F (3684.429404 sec): 3 clusters Score: Raw -1319178.021171 + Penalty 1858.493718 = -1317319.527454 nChanged 163 SP:Iteration 21Q (3684.487332 sec): 3 clusters Score: Raw -1319227.872290 + Penalty 1858.493718 = -1317369.378572 nChanged 156 SP:Iteration 22Q (3684.516530 sec): 3 clusters Score: Raw -1319270.218291 + Penalty 1858.493718 = -1317411.724573 nChanged 153 SP:Iteration 23Q (3684.585007 sec): 3 clusters Score: Raw -1319314.198216 + Penalty 1858.493718 = -1317455.704499 nChanged 138 SP:Iteration 24Q (3684.651778 sec): 3 clusters Score: Raw -1319357.049807 + Penalty 1858.493718 = -1317498.556090 nChanged 136 SP:Iteration 25Q (3684.708416 sec): 3 clusters Score: Raw -1319404.450611 + Penalty 1858.493718 = -1317545.956894 nChanged 132 SP:Iteration 26Q (3684.776448 sec): 3 clusters Score: Raw -1319453.373126 + Penalty 1858.493718 = -1317594.879409 nChanged 132 SP:Iteration 27Q (3684.836125 sec): 3 clusters Score: Raw -1319510.144309 + Penalty 1858.493718 = -1317651.650592 nChanged 137 SP:Iteration 28Q (3684.895369 sec): 3 clusters Score: Raw -1319571.280069 + Penalty 1858.493718 = -1317712.786352 nChanged 126 SP:Iteration 29Q (3684.952364 sec): 3 clusters Score: Raw -1319626.141858 + Penalty 1858.493718 = -1317767.648140 nChanged 116 SP:Iteration 30Q (3685.009555 sec): 3 clusters Score: Raw -1319676.906461 + Penalty 1858.493718 = -1317818.412743 nChanged 94 SP:Iteration 31Q (3685.055768 sec): 3 clusters Score: Raw -1319715.106577 + Penalty 1858.493718 = -1317856.612859 nChanged 93 SP:Iteration 32Q (3685.119674 sec): 3 clusters Score: Raw -1319757.466975 + Penalty 1858.493718 = -1317898.973257 nChanged 92 SP:Iteration 33Q (3685.174306 sec): 3 clusters Score: Raw -1319799.803700 + Penalty 1858.493718 = -1317941.309982 nChanged 84 SP:Iteration 34Q (3685.247896 sec): 3 clusters Score: Raw -1319832.076030 + Penalty 1858.493718 = -1317973.582312 nChanged 73 SP:Iteration 35Q (3685.306847 sec): 3 clusters Score: Raw -1319856.230100 + Penalty 1858.493718 = -1317997.736382 nChanged 60 SP:Iteration 36Q (3685.371712 sec): 3 clusters Score: Raw -1319873.767919 + Penalty 1858.493718 = -1318015.274201 nChanged 46 SP:Iteration 37Q (3685.429552 sec): 3 clusters Score: Raw -1319886.201367 + Penalty 1858.493718 = -1318027.707650 nChanged 48 SP:Iteration 38Q (3685.498494 sec): 3 clusters Score: Raw -1319898.089751 + Penalty 1858.493718 = -1318039.596033 nChanged 45 SP:Iteration 39Q (3685.559745 sec): 3 clusters Score: Raw -1319908.881651 + Penalty 1858.493718 = -1318050.387933 nChanged 33 SP:Iteration 40F (3685.630487 sec): 3 clusters Score: Raw -1319916.258940 + Penalty 1858.493718 = -1318057.765222 nChanged 37 SP:Iteration 41Q (3685.687702 sec): 3 clusters Score: Raw -1319925.288766 + Penalty 1858.493718 = -1318066.795048 nChanged 22 SP:Iteration 42Q (3685.746410 sec): 3 clusters Score: Raw -1319929.954852 + Penalty 1858.493718 = -1318071.461135 nChanged 18 SP:Iteration 43Q (3685.807242 sec): 3 clusters Score: Raw -1319932.296414 + Penalty 1858.493718 = -1318073.802697 nChanged 10 SP:Iteration 44Q (3685.872631 sec): 3 clusters Score: Raw -1319933.574215 + Penalty 1858.493718 = -1318075.080498 nChanged 7 SP:Iteration 45Q (3685.924619 sec): 3 clusters Score: Raw -1319934.564320 + Penalty 1858.493718 = -1318076.070602 nChanged 13 SP:Iteration 46Q (3685.992437 sec): 3 clusters Score: Raw -1319936.750278 + Penalty 1858.493718 = -1318078.256560 nChanged 13 SP:Iteration 47Q (3686.042427 sec): 3 clusters Score: Raw -1319938.986796 + Penalty 1858.493718 = -1318080.493078 nChanged 8 SP:Iteration 48Q (3686.101242 sec): 3 clusters Score: Raw -1319939.743979 + Penalty 1858.493718 = -1318081.250261 nChanged 6 SP:Iteration 49Q (3686.150318 sec): 3 clusters Score: Raw -1319940.126250 + Penalty 1858.493718 = -1318081.632533 nChanged 1 SP:Iteration 50Q (3686.220040 sec): 3 clusters Score: Raw -1319940.213632 + Penalty 1858.493718 = -1318081.719915 nChanged 2 SP:Iteration 51Q (3686.282594 sec): 3 clusters Score: Raw -1319940.519051 + Penalty 1858.493718 = -1318082.025333 nChanged 2 SP:Iteration 52Q (3686.340901 sec): 3 clusters Score: Raw -1319940.956041 + Penalty 1858.493718 = -1318082.462323 nChanged 3 SP:Iteration 53Q (3686.411618 sec): 3 clusters Score: Raw -1319941.145899 + Penalty 1858.493718 = -1318082.652182 nChanged 0 SP:Iteration 54F (3686.478364 sec): 3 clusters Score: Raw -1319941.145899 + Penalty 1858.493718 = -1318082.652182 nChanged 0 Trying to split cluster 17 (13425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3686.524673 sec): 2 clusters Score: Raw -1003389.345643 + Penalty 902.963022 = -1002486.382621 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3686.577565 sec): 3 clusters Score: Raw -995260.377808 + Penalty 1805.926045 = -993454.451764 nChanged 6130 SP:Iteration 1F (3686.639517 sec): 3 clusters Score: Raw -998616.397708 + Penalty 1805.926045 = -996810.471663 nChanged 670 SP:Iteration 2Q (3686.682412 sec): 3 clusters Score: Raw -998848.561000 + Penalty 1805.926045 = -997042.634956 nChanged 595 SP:Iteration 3Q (3686.745010 sec): 3 clusters Score: Raw -999050.096837 + Penalty 1805.926045 = -997244.170793 nChanged 546 SP:Iteration 4Q (3686.798257 sec): 3 clusters Score: Raw -999253.342419 + Penalty 1805.926045 = -997447.416375 nChanged 573 SP:Iteration 5Q (3686.860151 sec): 3 clusters Score: Raw -999476.643018 + Penalty 1805.926045 = -997670.716973 nChanged 615 SP:Iteration 6Q (3686.914722 sec): 3 clusters Score: Raw -999778.288765 + Penalty 1805.926045 = -997972.362720 nChanged 674 SP:Iteration 7F (3686.981539 sec): 3 clusters Score: Raw -1000223.877051 + Penalty 1805.926045 = -998417.951007 nChanged 731 SP:Iteration 8F (3687.046075 sec): 3 clusters Score: Raw -1000802.952955 + Penalty 1805.926045 = -998997.026911 nChanged 768 SP:Iteration 9F (3687.110312 sec): 3 clusters Score: Raw -1001384.362781 + Penalty 1805.926045 = -999578.436736 nChanged 662 SP:Iteration 10Q (3687.166025 sec): 3 clusters Score: Raw -1001730.157794 + Penalty 1805.926045 = -999924.231750 nChanged 459 SP:Iteration 11Q (3687.229266 sec): 3 clusters Score: Raw -1001893.543328 + Penalty 1805.926045 = -1000087.617284 nChanged 293 SP:Iteration 12Q (3687.285105 sec): 3 clusters Score: Raw -1001991.588696 + Penalty 1805.926045 = -1000185.662652 nChanged 237 SP:Iteration 13Q (3687.350079 sec): 3 clusters Score: Raw -1002078.963455 + Penalty 1805.926045 = -1000273.037410 nChanged 242 SP:Iteration 14Q (3687.413411 sec): 3 clusters Score: Raw -1002180.933586 + Penalty 1805.926045 = -1000375.007541 nChanged 279 SP:Iteration 15Q (3687.471289 sec): 3 clusters Score: Raw -1002306.781572 + Penalty 1805.926045 = -1000500.855527 nChanged 280 SP:Iteration 16Q (3687.533244 sec): 3 clusters Score: Raw -1002444.038777 + Penalty 1805.926045 = -1000638.112733 nChanged 302 SP:Iteration 17Q (3687.596847 sec): 3 clusters Score: Raw -1002593.868112 + Penalty 1805.926045 = -1000787.942067 nChanged 292 SP:Iteration 18Q (3687.657127 sec): 3 clusters Score: Raw -1002749.046515 + Penalty 1805.926045 = -1000943.120471 nChanged 265 SP:Iteration 19Q (3687.704695 sec): 3 clusters Score: Raw -1002898.149469 + Penalty 1805.926045 = -1001092.223425 nChanged 256 SP:Iteration 20F (3687.768758 sec): 3 clusters Score: Raw -1003038.634851 + Penalty 1805.926045 = -1001232.708807 nChanged 226 SP:Iteration 21Q (3687.833544 sec): 3 clusters Score: Raw -1003142.176220 + Penalty 1805.926045 = -1001336.250175 nChanged 197 SP:Iteration 22Q (3687.895704 sec): 3 clusters Score: Raw -1003221.216652 + Penalty 1805.926045 = -1001415.290607 nChanged 158 SP:Iteration 23Q (3687.947814 sec): 3 clusters Score: Raw -1003266.353742 + Penalty 1805.926045 = -1001460.427697 nChanged 128 SP:Iteration 24Q (3688.004648 sec): 3 clusters Score: Raw -1003300.214294 + Penalty 1805.926045 = -1001494.288250 nChanged 116 SP:Iteration 25Q (3688.068491 sec): 3 clusters Score: Raw -1003335.340434 + Penalty 1805.926045 = -1001529.414389 nChanged 112 SP:Iteration 26Q (3688.114319 sec): 3 clusters Score: Raw -1003364.815089 + Penalty 1805.926045 = -1001558.889044 nChanged 78 SP:Iteration 27Q (3688.173553 sec): 3 clusters Score: Raw -1003382.984821 + Penalty 1805.926045 = -1001577.058776 nChanged 66 SP:Iteration 28Q (3688.247164 sec): 3 clusters Score: Raw -1003398.532768 + Penalty 1805.926045 = -1001592.606724 nChanged 67 SP:Iteration 29Q (3688.302346 sec): 3 clusters Score: Raw -1003410.777072 + Penalty 1805.926045 = -1001604.851028 nChanged 37 SP:Iteration 30Q (3688.355557 sec): 3 clusters Score: Raw -1003415.004286 + Penalty 1805.926045 = -1001609.078241 nChanged 30 SP:Iteration 31Q (3688.418796 sec): 3 clusters Score: Raw -1003417.864089 + Penalty 1805.926045 = -1001611.938044 nChanged 26 SP:Iteration 32Q (3688.475809 sec): 3 clusters Score: Raw -1003420.390343 + Penalty 1805.926045 = -1001614.464298 nChanged 20 SP:Iteration 33Q (3688.547707 sec): 3 clusters Score: Raw -1003422.548493 + Penalty 1805.926045 = -1001616.622448 nChanged 17 SP:Iteration 34Q (3688.601209 sec): 3 clusters Score: Raw -1003424.769151 + Penalty 1805.926045 = -1001618.843107 nChanged 24 SP:Iteration 35Q (3688.664454 sec): 3 clusters Score: Raw -1003427.295244 + Penalty 1805.926045 = -1001621.369200 nChanged 20 SP:Iteration 36Q (3688.712115 sec): 3 clusters Score: Raw -1003429.027214 + Penalty 1805.926045 = -1001623.101169 nChanged 14 SP:Iteration 37Q (3688.776506 sec): 3 clusters Score: Raw -1003429.992795 + Penalty 1805.926045 = -1001624.066750 nChanged 12 SP:Iteration 38Q (3688.831377 sec): 3 clusters Score: Raw -1003430.814174 + Penalty 1805.926045 = -1001624.888129 nChanged 8 SP:Iteration 39Q (3688.893132 sec): 3 clusters Score: Raw -1003431.583762 + Penalty 1805.926045 = -1001625.657718 nChanged 8 SP:Iteration 40F (3688.958992 sec): 3 clusters Score: Raw -1003432.331481 + Penalty 1805.926045 = -1001626.405437 nChanged 14 SP:Iteration 41Q (3689.013833 sec): 3 clusters Score: Raw -1003433.333892 + Penalty 1805.926045 = -1001627.407848 nChanged 11 SP:Iteration 42Q (3689.070478 sec): 3 clusters Score: Raw -1003434.381625 + Penalty 1805.926045 = -1001628.455580 nChanged 12 SP:Iteration 43Q (3689.133700 sec): 3 clusters Score: Raw -1003435.525115 + Penalty 1805.926045 = -1001629.599070 nChanged 16 SP:Iteration 44Q (3689.201482 sec): 3 clusters Score: Raw -1003436.907070 + Penalty 1805.926045 = -1001630.981026 nChanged 12 SP:Iteration 45Q (3689.255182 sec): 3 clusters Score: Raw -1003438.038882 + Penalty 1805.926045 = -1001632.112838 nChanged 12 SP:Iteration 46Q (3689.318470 sec): 3 clusters Score: Raw -1003439.514876 + Penalty 1805.926045 = -1001633.588832 nChanged 14 SP:Iteration 47Q (3689.376546 sec): 3 clusters Score: Raw -1003440.629176 + Penalty 1805.926045 = -1001634.703132 nChanged 14 SP:Iteration 48Q (3689.426882 sec): 3 clusters Score: Raw -1003441.837797 + Penalty 1805.926045 = -1001635.911752 nChanged 15 SP:Iteration 49Q (3689.466209 sec): 3 clusters Score: Raw -1003443.051611 + Penalty 1805.926045 = -1001637.125566 nChanged 12 SP:Iteration 50Q (3689.540033 sec): 3 clusters Score: Raw -1003443.815716 + Penalty 1805.926045 = -1001637.889671 nChanged 9 SP:Iteration 51Q (3689.588592 sec): 3 clusters Score: Raw -1003444.463794 + Penalty 1805.926045 = -1001638.537750 nChanged 8 SP:Iteration 52Q (3689.647322 sec): 3 clusters Score: Raw -1003444.991266 + Penalty 1805.926045 = -1001639.065222 nChanged 4 SP:Iteration 53Q (3689.706352 sec): 3 clusters Score: Raw -1003445.315776 + Penalty 1805.926045 = -1001639.389731 nChanged 2 SP:Iteration 54Q (3689.769443 sec): 3 clusters Score: Raw -1003445.433026 + Penalty 1805.926045 = -1001639.506981 nChanged 2 SP:Iteration 55Q (3689.825559 sec): 3 clusters Score: Raw -1003445.497744 + Penalty 1805.926045 = -1001639.571699 nChanged 2 SP:Iteration 56Q (3689.886493 sec): 3 clusters Score: Raw -1003445.597069 + Penalty 1805.926045 = -1001639.671024 nChanged 3 SP:Iteration 57Q (3689.942471 sec): 3 clusters Score: Raw -1003445.773286 + Penalty 1805.926045 = -1001639.847241 nChanged 0 SP:Iteration 58F (3690.001860 sec): 3 clusters Score: Raw -1003445.773286 + Penalty 1805.926045 = -1001639.847241 nChanged 0 Trying to split cluster 18 (3510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3690.028395 sec): 2 clusters Score: Raw -261599.632488 + Penalty 775.520275 = -260824.112213 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3690.076605 sec): 3 clusters Score: Raw -259788.330711 + Penalty 1551.040550 = -258237.290161 nChanged 1439 SP:Iteration 1F (3690.106386 sec): 3 clusters Score: Raw -260594.966538 + Penalty 1551.040550 = -259043.925987 nChanged 224 SP:Iteration 2F (3690.148857 sec): 3 clusters Score: Raw -260703.965161 + Penalty 1551.040550 = -259152.924611 nChanged 188 SP:Iteration 3F (3690.194247 sec): 3 clusters Score: Raw -260788.690192 + Penalty 1551.040550 = -259237.649642 nChanged 145 SP:Iteration 4Q (3690.244694 sec): 3 clusters Score: Raw -260853.717497 + Penalty 1551.040550 = -259302.676947 nChanged 103 SP:Iteration 5Q (3690.282381 sec): 3 clusters Score: Raw -260909.884157 + Penalty 1551.040550 = -259358.843607 nChanged 105 SP:Iteration 6Q (3690.330637 sec): 3 clusters Score: Raw -260971.904872 + Penalty 1551.040550 = -259420.864322 nChanged 111 SP:Iteration 7Q (3690.382400 sec): 3 clusters Score: Raw -261038.388487 + Penalty 1551.040550 = -259487.347937 nChanged 98 SP:Iteration 8Q (3690.434748 sec): 3 clusters Score: Raw -261096.092989 + Penalty 1551.040550 = -259545.052439 nChanged 85 SP:Iteration 9Q (3690.485707 sec): 3 clusters Score: Raw -261136.318224 + Penalty 1551.040550 = -259585.277674 nChanged 75 SP:Iteration 10Q (3690.537698 sec): 3 clusters Score: Raw -261167.996325 + Penalty 1551.040550 = -259616.955775 nChanged 73 SP:Iteration 11Q (3690.566146 sec): 3 clusters Score: Raw -261196.859999 + Penalty 1551.040550 = -259645.819449 nChanged 63 SP:Iteration 12Q (3690.579143 sec): 3 clusters Score: Raw -261224.291941 + Penalty 1551.040550 = -259673.251391 nChanged 67 SP:Iteration 13Q (3690.599947 sec): 3 clusters Score: Raw -261256.022011 + Penalty 1551.040550 = -259704.981461 nChanged 58 SP:Iteration 14Q (3690.612366 sec): 3 clusters Score: Raw -261281.635537 + Penalty 1551.040550 = -259730.594987 nChanged 58 SP:Iteration 15Q (3690.624950 sec): 3 clusters Score: Raw -261309.520894 + Penalty 1551.040550 = -259758.480344 nChanged 59 SP:Iteration 16Q (3690.637468 sec): 3 clusters Score: Raw -261336.004953 + Penalty 1551.040550 = -259784.964403 nChanged 51 SP:Iteration 17Q (3690.649942 sec): 3 clusters Score: Raw -261353.648792 + Penalty 1551.040550 = -259802.608242 nChanged 42 SP:Iteration 18Q (3690.690989 sec): 3 clusters Score: Raw -261369.625164 + Penalty 1551.040550 = -259818.584614 nChanged 39 SP:Iteration 19Q (3690.743308 sec): 3 clusters Score: Raw -261381.432291 + Penalty 1551.040550 = -259830.391741 nChanged 35 SP:Iteration 20F (3690.785310 sec): 3 clusters Score: Raw -261393.721931 + Penalty 1551.040550 = -259842.681381 nChanged 33 SP:Iteration 21Q (3690.837151 sec): 3 clusters Score: Raw -261406.753673 + Penalty 1551.040550 = -259855.713123 nChanged 36 SP:Iteration 22Q (3690.878060 sec): 3 clusters Score: Raw -261417.980009 + Penalty 1551.040550 = -259866.939459 nChanged 29 SP:Iteration 23Q (3690.925012 sec): 3 clusters Score: Raw -261426.935568 + Penalty 1551.040550 = -259875.895018 nChanged 29 SP:Iteration 24Q (3690.968828 sec): 3 clusters Score: Raw -261436.370571 + Penalty 1551.040550 = -259885.330020 nChanged 30 SP:Iteration 25Q (3691.020042 sec): 3 clusters Score: Raw -261446.792888 + Penalty 1551.040550 = -259895.752338 nChanged 28 SP:Iteration 26Q (3691.066224 sec): 3 clusters Score: Raw -261454.598779 + Penalty 1551.040550 = -259903.558229 nChanged 17 SP:Iteration 27Q (3691.112229 sec): 3 clusters Score: Raw -261461.528270 + Penalty 1551.040550 = -259910.487720 nChanged 29 SP:Iteration 28Q (3691.156505 sec): 3 clusters Score: Raw -261471.891409 + Penalty 1551.040550 = -259920.850858 nChanged 22 SP:Iteration 29Q (3691.198405 sec): 3 clusters Score: Raw -261480.336347 + Penalty 1551.040550 = -259929.295797 nChanged 28 SP:Iteration 30Q (3691.249335 sec): 3 clusters Score: Raw -261492.181108 + Penalty 1551.040550 = -259941.140558 nChanged 30 SP:Iteration 31Q (3691.296944 sec): 3 clusters Score: Raw -261503.797856 + Penalty 1551.040550 = -259952.757306 nChanged 19 SP:Iteration 32Q (3691.337887 sec): 3 clusters Score: Raw -261511.559089 + Penalty 1551.040550 = -259960.518539 nChanged 15 SP:Iteration 33Q (3691.388197 sec): 3 clusters Score: Raw -261515.366826 + Penalty 1551.040550 = -259964.326276 nChanged 10 SP:Iteration 34Q (3691.444679 sec): 3 clusters Score: Raw -261518.330722 + Penalty 1551.040550 = -259967.290172 nChanged 9 SP:Iteration 35Q (3691.477183 sec): 3 clusters Score: Raw -261521.043908 + Penalty 1551.040550 = -259970.003358 nChanged 4 SP:Iteration 36Q (3691.528777 sec): 3 clusters Score: Raw -261522.682278 + Penalty 1551.040550 = -259971.641728 nChanged 8 SP:Iteration 37Q (3691.593218 sec): 3 clusters Score: Raw -261525.470470 + Penalty 1551.040550 = -259974.429920 nChanged 9 SP:Iteration 38Q (3691.623476 sec): 3 clusters Score: Raw -261528.695153 + Penalty 1551.040550 = -259977.654603 nChanged 10 SP:Iteration 39Q (3691.669692 sec): 3 clusters Score: Raw -261531.279049 + Penalty 1551.040550 = -259980.238499 nChanged 9 SP:Iteration 40F (3691.722226 sec): 3 clusters Score: Raw -261533.989075 + Penalty 1551.040550 = -259982.948525 nChanged 14 SP:Iteration 41Q (3691.774803 sec): 3 clusters Score: Raw -261539.332549 + Penalty 1551.040550 = -259988.291999 nChanged 16 SP:Iteration 42Q (3691.828290 sec): 3 clusters Score: Raw -261546.080067 + Penalty 1551.040550 = -259995.039517 nChanged 17 SP:Iteration 43Q (3691.880640 sec): 3 clusters Score: Raw -261552.057727 + Penalty 1551.040550 = -260001.017177 nChanged 19 SP:Iteration 44Q (3691.914613 sec): 3 clusters Score: Raw -261557.832419 + Penalty 1551.040550 = -260006.791869 nChanged 14 SP:Iteration 45Q (3691.962952 sec): 3 clusters Score: Raw -261562.629765 + Penalty 1551.040550 = -260011.589215 nChanged 12 SP:Iteration 46Q (3692.006151 sec): 3 clusters Score: Raw -261566.391820 + Penalty 1551.040550 = -260015.351270 nChanged 9 SP:Iteration 47Q (3692.058281 sec): 3 clusters Score: Raw -261569.527973 + Penalty 1551.040550 = -260018.487423 nChanged 11 SP:Iteration 48Q (3692.110508 sec): 3 clusters Score: Raw -261574.787411 + Penalty 1551.040550 = -260023.746861 nChanged 14 SP:Iteration 49Q (3692.161055 sec): 3 clusters Score: Raw -261581.816037 + Penalty 1551.040550 = -260030.775487 nChanged 12 SP:Iteration 50Q (3692.198518 sec): 3 clusters Score: Raw -261587.141969 + Penalty 1551.040550 = -260036.101419 nChanged 12 SP:Iteration 51Q (3692.251198 sec): 3 clusters Score: Raw -261593.165580 + Penalty 1551.040550 = -260042.125030 nChanged 14 SP:Iteration 52Q (3692.299916 sec): 3 clusters Score: Raw -261600.950185 + Penalty 1551.040550 = -260049.909635 nChanged 11 SP:Iteration 53Q (3692.340255 sec): 3 clusters Score: Raw -261606.443324 + Penalty 1551.040550 = -260055.402774 nChanged 13 SP:Iteration 54Q (3692.391850 sec): 3 clusters Score: Raw -261614.416286 + Penalty 1551.040550 = -260063.375735 nChanged 14 SP:Iteration 55Q (3692.433422 sec): 3 clusters Score: Raw -261621.663406 + Penalty 1551.040550 = -260070.622856 nChanged 11 SP:Iteration 56Q (3692.468350 sec): 3 clusters Score: Raw -261627.033342 + Penalty 1551.040550 = -260075.992792 nChanged 6 SP:Iteration 57Q (3692.512520 sec): 3 clusters Score: Raw -261630.769910 + Penalty 1551.040550 = -260079.729360 nChanged 4 SP:Iteration 58Q (3692.564020 sec): 3 clusters Score: Raw -261635.246941 + Penalty 1551.040550 = -260084.206391 nChanged 3 SP:Iteration 59Q (3692.615367 sec): 3 clusters Score: Raw -261637.787770 + Penalty 1551.040550 = -260086.747220 nChanged 5 SP:Iteration 60F (3692.664502 sec): 3 clusters Score: Raw -261640.240584 + Penalty 1551.040550 = -260089.200034 nChanged 7 SP:Iteration 61Q (3692.721103 sec): 3 clusters Score: Raw -261642.683813 + Penalty 1551.040550 = -260091.643263 nChanged 3 SP:Iteration 62Q (3692.764758 sec): 3 clusters Score: Raw -261643.878943 + Penalty 1551.040550 = -260092.838393 nChanged 2 SP:Iteration 63Q (3692.815208 sec): 3 clusters Score: Raw -261644.709471 + Penalty 1551.040550 = -260093.668921 nChanged 2 SP:Iteration 64Q (3692.866664 sec): 3 clusters Score: Raw -261645.614866 + Penalty 1551.040550 = -260094.574316 nChanged 2 SP:Iteration 65Q (3692.918309 sec): 3 clusters Score: Raw -261646.483675 + Penalty 1551.040550 = -260095.443125 nChanged 0 SP:Iteration 66F (3692.970310 sec): 3 clusters Score: Raw -261646.483675 + Penalty 1551.040550 = -260095.443125 nChanged 0 Trying to split cluster 19 (21831 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3693.016936 sec): 2 clusters Score: Raw -1657169.832004 + Penalty 949.153194 = -1656220.678809 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3693.098185 sec): 3 clusters Score: Raw -1643395.883292 + Penalty 1898.306389 = -1641497.576904 nChanged 10156 SP:Iteration 1F (3693.155266 sec): 3 clusters Score: Raw -1649523.416836 + Penalty 1898.306389 = -1647625.110447 nChanged 1281 SP:Iteration 2F (3693.229875 sec): 3 clusters Score: Raw -1650169.251646 + Penalty 1898.306389 = -1648270.945257 nChanged 1527 SP:Iteration 3F (3693.287328 sec): 3 clusters Score: Raw -1651207.050892 + Penalty 1898.306389 = -1649308.744503 nChanged 1721 SP:Iteration 4F (3693.361704 sec): 3 clusters Score: Raw -1652532.844039 + Penalty 1898.306389 = -1650634.537650 nChanged 1598 SP:Iteration 5F (3693.435923 sec): 3 clusters Score: Raw -1653809.682765 + Penalty 1898.306389 = -1651911.376376 nChanged 1271 SP:Iteration 6F (3693.500656 sec): 3 clusters Score: Raw -1654902.675034 + Penalty 1898.306389 = -1653004.368645 nChanged 905 SP:Iteration 7Q (3693.568485 sec): 3 clusters Score: Raw -1655666.638679 + Penalty 1898.306389 = -1653768.332290 nChanged 647 SP:Iteration 8Q (3693.643070 sec): 3 clusters Score: Raw -1656174.062988 + Penalty 1898.306389 = -1654275.756599 nChanged 453 SP:Iteration 9Q (3693.716241 sec): 3 clusters Score: Raw -1656457.998547 + Penalty 1898.306389 = -1654559.692158 nChanged 295 SP:Iteration 10Q (3693.791913 sec): 3 clusters Score: Raw -1656613.950714 + Penalty 1898.306389 = -1654715.644325 nChanged 225 SP:Iteration 11Q (3693.855885 sec): 3 clusters Score: Raw -1656740.956303 + Penalty 1898.306389 = -1654842.649915 nChanged 185 SP:Iteration 12Q (3693.927015 sec): 3 clusters Score: Raw -1656866.289839 + Penalty 1898.306389 = -1654967.983450 nChanged 192 SP:Iteration 13Q (3694.001933 sec): 3 clusters Score: Raw -1656995.782808 + Penalty 1898.306389 = -1655097.476420 nChanged 144 SP:Iteration 14Q (3694.066243 sec): 3 clusters Score: Raw -1657088.274991 + Penalty 1898.306389 = -1655189.968603 nChanged 113 SP:Iteration 15Q (3694.132308 sec): 3 clusters Score: Raw -1657165.408510 + Penalty 1898.306389 = -1655267.102121 nChanged 100 SP:Iteration 16Q (3694.196509 sec): 3 clusters Score: Raw -1657234.069201 + Penalty 1898.306389 = -1655335.762812 nChanged 99 SP:Iteration 17Q (3694.259470 sec): 3 clusters Score: Raw -1657282.220320 + Penalty 1898.306389 = -1655383.913932 nChanged 93 SP:Iteration 18Q (3694.323394 sec): 3 clusters Score: Raw -1657335.285573 + Penalty 1898.306389 = -1655436.979184 nChanged 83 SP:Iteration 19Q (3694.398836 sec): 3 clusters Score: Raw -1657378.794967 + Penalty 1898.306389 = -1655480.488578 nChanged 70 SP:Iteration 20F (3694.456039 sec): 3 clusters Score: Raw -1657406.801708 + Penalty 1898.306389 = -1655508.495319 nChanged 54 SP:Iteration 21Q (3694.520643 sec): 3 clusters Score: Raw -1657428.810497 + Penalty 1898.306389 = -1655530.504109 nChanged 49 SP:Iteration 22Q (3694.576549 sec): 3 clusters Score: Raw -1657443.589512 + Penalty 1898.306389 = -1655545.283123 nChanged 36 SP:Iteration 23Q (3694.634373 sec): 3 clusters Score: Raw -1657452.508563 + Penalty 1898.306389 = -1655554.202174 nChanged 21 SP:Iteration 24Q (3694.692774 sec): 3 clusters Score: Raw -1657458.089205 + Penalty 1898.306389 = -1655559.782816 nChanged 20 SP:Iteration 25Q (3694.752033 sec): 3 clusters Score: Raw -1657463.248410 + Penalty 1898.306389 = -1655564.942021 nChanged 18 SP:Iteration 26Q (3694.812072 sec): 3 clusters Score: Raw -1657466.461422 + Penalty 1898.306389 = -1655568.155033 nChanged 18 SP:Iteration 27Q (3694.886822 sec): 3 clusters Score: Raw -1657471.278068 + Penalty 1898.306389 = -1655572.971680 nChanged 18 SP:Iteration 28Q (3694.947948 sec): 3 clusters Score: Raw -1657475.937906 + Penalty 1898.306389 = -1655577.631517 nChanged 8 SP:Iteration 29Q (3695.009788 sec): 3 clusters Score: Raw -1657477.955967 + Penalty 1898.306389 = -1655579.649578 nChanged 10 SP:Iteration 30Q (3695.071593 sec): 3 clusters Score: Raw -1657479.912694 + Penalty 1898.306389 = -1655581.606305 nChanged 8 SP:Iteration 31Q (3695.130807 sec): 3 clusters Score: Raw -1657481.609220 + Penalty 1898.306389 = -1655583.302831 nChanged 8 SP:Iteration 32Q (3695.198103 sec): 3 clusters Score: Raw -1657483.466666 + Penalty 1898.306389 = -1655585.160277 nChanged 8 SP:Iteration 33Q (3695.258497 sec): 3 clusters Score: Raw -1657485.776819 + Penalty 1898.306389 = -1655587.470430 nChanged 7 SP:Iteration 34Q (3695.324370 sec): 3 clusters Score: Raw -1657486.424765 + Penalty 1898.306389 = -1655588.118376 nChanged 2 SP:Iteration 35Q (3695.380050 sec): 3 clusters Score: Raw -1657486.660347 + Penalty 1898.306389 = -1655588.353959 nChanged 2 SP:Iteration 36Q (3695.433505 sec): 3 clusters Score: Raw -1657486.992679 + Penalty 1898.306389 = -1655588.686290 nChanged 3 SP:Iteration 37Q (3695.506008 sec): 3 clusters Score: Raw -1657487.346084 + Penalty 1898.306389 = -1655589.039695 nChanged 1 SP:Iteration 38Q (3695.571456 sec): 3 clusters Score: Raw -1657487.713487 + Penalty 1898.306389 = -1655589.407098 nChanged 3 SP:Iteration 39Q (3695.630059 sec): 3 clusters Score: Raw -1657487.974272 + Penalty 1898.306389 = -1655589.667883 nChanged 2 SP:Iteration 40F (3695.690528 sec): 3 clusters Score: Raw -1657488.074118 + Penalty 1898.306389 = -1655589.767730 nChanged 1 SP:Iteration 41Q (3695.756562 sec): 3 clusters Score: Raw -1657488.162253 + Penalty 1898.306389 = -1655589.855864 nChanged 2 SP:Iteration 42Q (3695.800207 sec): 3 clusters Score: Raw -1657488.408484 + Penalty 1898.306389 = -1655590.102095 nChanged 1 SP:Iteration 43Q (3695.832584 sec): 3 clusters Score: Raw -1657488.802357 + Penalty 1898.306389 = -1655590.495968 nChanged 1 SP:Iteration 44Q (3695.866298 sec): 3 clusters Score: Raw -1657489.005626 + Penalty 1898.306389 = -1655590.699237 nChanged 1 SP:Iteration 45Q (3695.900186 sec): 3 clusters Score: Raw -1657489.105007 + Penalty 1898.306389 = -1655590.798618 nChanged 0 SP:Iteration 46F (3695.962971 sec): 3 clusters Score: Raw -1657489.105007 + Penalty 1898.306389 = -1655590.798618 nChanged 0 Trying to split cluster 20 (40119 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3696.022443 sec): 2 clusters Score: Raw -3037480.707902 + Penalty 1006.962505 = -3036473.745397 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3696.115193 sec): 3 clusters Score: Raw -3011715.282882 + Penalty 2013.925010 = -3009701.357872 nChanged 19147 SP:Iteration 1F (3696.204480 sec): 3 clusters Score: Raw -3023163.927855 + Penalty 2013.925010 = -3021150.002845 nChanged 2070 SP:Iteration 2F (3696.290215 sec): 3 clusters Score: Raw -3024273.510419 + Penalty 2013.925010 = -3022259.585409 nChanged 2495 SP:Iteration 3F (3696.386465 sec): 3 clusters Score: Raw -3025985.382104 + Penalty 2013.925010 = -3023971.457094 nChanged 2732 SP:Iteration 4F (3696.478669 sec): 3 clusters Score: Raw -3028197.274176 + Penalty 2013.925010 = -3026183.349166 nChanged 2856 SP:Iteration 5F (3696.569833 sec): 3 clusters Score: Raw -3030434.262752 + Penalty 2013.925010 = -3028420.337741 nChanged 2387 SP:Iteration 6F (3696.667874 sec): 3 clusters Score: Raw -3031714.486998 + Penalty 2013.925010 = -3029700.561987 nChanged 1518 SP:Iteration 7Q (3696.757306 sec): 3 clusters Score: Raw -3032194.366385 + Penalty 2013.925010 = -3030180.441374 nChanged 888 SP:Iteration 8Q (3696.851801 sec): 3 clusters Score: Raw -3032407.269100 + Penalty 2013.925010 = -3030393.344090 nChanged 613 SP:Iteration 9Q (3696.952282 sec): 3 clusters Score: Raw -3032553.333122 + Penalty 2013.925010 = -3030539.408112 nChanged 530 SP:Iteration 10Q (3697.038792 sec): 3 clusters Score: Raw -3032678.885904 + Penalty 2013.925010 = -3030664.960894 nChanged 472 SP:Iteration 11Q (3697.139783 sec): 3 clusters Score: Raw -3032781.477385 + Penalty 2013.925010 = -3030767.552374 nChanged 439 SP:Iteration 12Q (3697.228445 sec): 3 clusters Score: Raw -3032878.128746 + Penalty 2013.925010 = -3030864.203736 nChanged 420 SP:Iteration 13Q (3697.314499 sec): 3 clusters Score: Raw -3032971.736531 + Penalty 2013.925010 = -3030957.811521 nChanged 417 SP:Iteration 14Q (3697.409570 sec): 3 clusters Score: Raw -3033061.648576 + Penalty 2013.925010 = -3031047.723565 nChanged 424 SP:Iteration 15Q (3697.500713 sec): 3 clusters Score: Raw -3033151.979692 + Penalty 2013.925010 = -3031138.054682 nChanged 395 SP:Iteration 16Q (3697.595413 sec): 3 clusters Score: Raw -3033224.195590 + Penalty 2013.925010 = -3031210.270580 nChanged 345 SP:Iteration 17Q (3697.674430 sec): 3 clusters Score: Raw -3033285.964277 + Penalty 2013.925010 = -3031272.039267 nChanged 322 SP:Iteration 18Q (3697.782575 sec): 3 clusters Score: Raw -3033347.751989 + Penalty 2013.925010 = -3031333.826979 nChanged 348 SP:Iteration 19Q (3697.866715 sec): 3 clusters Score: Raw -3033410.680555 + Penalty 2013.925010 = -3031396.755545 nChanged 313 SP:Iteration 20F (3697.964609 sec): 3 clusters Score: Raw -3033463.028302 + Penalty 2013.925010 = -3031449.103292 nChanged 286 SP:Iteration 21Q (3698.055768 sec): 3 clusters Score: Raw -3033509.025692 + Penalty 2013.925010 = -3031495.100681 nChanged 295 SP:Iteration 22Q (3698.142516 sec): 3 clusters Score: Raw -3033553.519891 + Penalty 2013.925010 = -3031539.594880 nChanged 259 SP:Iteration 23Q (3698.227545 sec): 3 clusters Score: Raw -3033591.619652 + Penalty 2013.925010 = -3031577.694641 nChanged 254 SP:Iteration 24Q (3698.320353 sec): 3 clusters Score: Raw -3033625.295818 + Penalty 2013.925010 = -3031611.370808 nChanged 215 SP:Iteration 25Q (3698.410106 sec): 3 clusters Score: Raw -3033651.160453 + Penalty 2013.925010 = -3031637.235443 nChanged 212 SP:Iteration 26Q (3698.498056 sec): 3 clusters Score: Raw -3033675.045972 + Penalty 2013.925010 = -3031661.120962 nChanged 201 SP:Iteration 27Q (3698.590144 sec): 3 clusters Score: Raw -3033700.842661 + Penalty 2013.925010 = -3031686.917651 nChanged 201 SP:Iteration 28Q (3698.685079 sec): 3 clusters Score: Raw -3033726.398299 + Penalty 2013.925010 = -3031712.473289 nChanged 184 SP:Iteration 29Q (3698.775259 sec): 3 clusters Score: Raw -3033749.755101 + Penalty 2013.925010 = -3031735.830091 nChanged 191 SP:Iteration 30Q (3698.869651 sec): 3 clusters Score: Raw -3033773.337413 + Penalty 2013.925010 = -3031759.412403 nChanged 200 SP:Iteration 31Q (3698.952714 sec): 3 clusters Score: Raw -3033798.270172 + Penalty 2013.925010 = -3031784.345162 nChanged 210 SP:Iteration 32Q (3699.051310 sec): 3 clusters Score: Raw -3033824.576869 + Penalty 2013.925010 = -3031810.651859 nChanged 203 SP:Iteration 33Q (3699.139892 sec): 3 clusters Score: Raw -3033851.391812 + Penalty 2013.925010 = -3031837.466802 nChanged 219 SP:Iteration 34Q (3699.239288 sec): 3 clusters Score: Raw -3033884.118638 + Penalty 2013.925010 = -3031870.193627 nChanged 241 SP:Iteration 35Q (3699.327085 sec): 3 clusters Score: Raw -3033918.547856 + Penalty 2013.925010 = -3031904.622846 nChanged 251 SP:Iteration 36Q (3699.420371 sec): 3 clusters Score: Raw -3033956.024897 + Penalty 2013.925010 = -3031942.099887 nChanged 251 SP:Iteration 37Q (3699.509829 sec): 3 clusters Score: Raw -3033994.382773 + Penalty 2013.925010 = -3031980.457763 nChanged 277 SP:Iteration 38Q (3699.610806 sec): 3 clusters Score: Raw -3034038.796205 + Penalty 2013.925010 = -3032024.871195 nChanged 278 SP:Iteration 39Q (3699.689824 sec): 3 clusters Score: Raw -3034085.870740 + Penalty 2013.925010 = -3032071.945729 nChanged 295 SP:Iteration 40F (3699.772931 sec): 3 clusters Score: Raw -3034138.540107 + Penalty 2013.925010 = -3032124.615097 nChanged 298 SP:Iteration 41Q (3699.867711 sec): 3 clusters Score: Raw -3034190.684307 + Penalty 2013.925010 = -3032176.759297 nChanged 295 SP:Iteration 42Q (3699.952149 sec): 3 clusters Score: Raw -3034240.961224 + Penalty 2013.925010 = -3032227.036214 nChanged 289 SP:Iteration 43Q (3700.027311 sec): 3 clusters Score: Raw -3034290.012406 + Penalty 2013.925010 = -3032276.087396 nChanged 306 SP:Iteration 44Q (3700.123196 sec): 3 clusters Score: Raw -3034346.505033 + Penalty 2013.925010 = -3032332.580023 nChanged 317 SP:Iteration 45Q (3700.182721 sec): 3 clusters Score: Raw -3034408.913325 + Penalty 2013.925010 = -3032394.988315 nChanged 344 SP:Iteration 46Q (3700.240803 sec): 3 clusters Score: Raw -3034480.331628 + Penalty 2013.925010 = -3032466.406618 nChanged 356 SP:Iteration 47Q (3700.298736 sec): 3 clusters Score: Raw -3034555.139469 + Penalty 2013.925010 = -3032541.214459 nChanged 379 SP:Iteration 48Q (3700.355854 sec): 3 clusters Score: Raw -3034635.161056 + Penalty 2013.925010 = -3032621.236046 nChanged 394 SP:Iteration 49Q (3700.439635 sec): 3 clusters Score: Raw -3034717.913684 + Penalty 2013.925010 = -3032703.988674 nChanged 385 SP:Iteration 50Q (3700.500828 sec): 3 clusters Score: Raw -3034799.933315 + Penalty 2013.925010 = -3032786.008305 nChanged 405 SP:Iteration 51Q (3700.559147 sec): 3 clusters Score: Raw -3034898.007000 + Penalty 2013.925010 = -3032884.081990 nChanged 418 SP:Iteration 52Q (3700.617271 sec): 3 clusters Score: Raw -3035005.551998 + Penalty 2013.925010 = -3032991.626987 nChanged 434 SP:Iteration 53Q (3700.675373 sec): 3 clusters Score: Raw -3035126.661253 + Penalty 2013.925010 = -3033112.736242 nChanged 467 SP:Iteration 54Q (3700.740488 sec): 3 clusters Score: Raw -3035264.413623 + Penalty 2013.925010 = -3033250.488613 nChanged 483 SP:Iteration 55Q (3700.828216 sec): 3 clusters Score: Raw -3035402.503244 + Penalty 2013.925010 = -3033388.578234 nChanged 481 SP:Iteration 56Q (3700.926903 sec): 3 clusters Score: Raw -3035554.398103 + Penalty 2013.925010 = -3033540.473093 nChanged 506 SP:Iteration 57Q (3701.007654 sec): 3 clusters Score: Raw -3035726.719313 + Penalty 2013.925010 = -3033712.794303 nChanged 516 SP:Iteration 58Q (3701.095509 sec): 3 clusters Score: Raw -3035909.796453 + Penalty 2013.925010 = -3033895.871443 nChanged 503 SP:Iteration 59Q (3701.184670 sec): 3 clusters Score: Raw -3036093.223907 + Penalty 2013.925010 = -3034079.298897 nChanged 488 SP:Iteration 60F (3701.274583 sec): 3 clusters Score: Raw -3036273.704262 + Penalty 2013.925010 = -3034259.779252 nChanged 458 SP:Iteration 61Q (3701.362373 sec): 3 clusters Score: Raw -3036451.186201 + Penalty 2013.925010 = -3034437.261191 nChanged 435 SP:Iteration 62Q (3701.448829 sec): 3 clusters Score: Raw -3036623.553309 + Penalty 2013.925010 = -3034609.628299 nChanged 381 SP:Iteration 63Q (3701.534507 sec): 3 clusters Score: Raw -3036760.612478 + Penalty 2013.925010 = -3034746.687468 nChanged 361 SP:Iteration 64Q (3701.631547 sec): 3 clusters Score: Raw -3036884.802219 + Penalty 2013.925010 = -3034870.877209 nChanged 335 SP:Iteration 65Q (3701.687629 sec): 3 clusters Score: Raw -3037000.573792 + Penalty 2013.925010 = -3034986.648782 nChanged 279 SP:Iteration 66Q (3701.772466 sec): 3 clusters Score: Raw -3037090.437797 + Penalty 2013.925010 = -3035076.512787 nChanged 248 SP:Iteration 67Q (3701.848536 sec): 3 clusters Score: Raw -3037169.698586 + Penalty 2013.925010 = -3035155.773576 nChanged 224 SP:Iteration 68Q (3701.929431 sec): 3 clusters Score: Raw -3037240.922234 + Penalty 2013.925010 = -3035226.997224 nChanged 180 SP:Iteration 69Q (3702.002863 sec): 3 clusters Score: Raw -3037299.911192 + Penalty 2013.925010 = -3035285.986182 nChanged 166 SP:Iteration 70Q (3702.085840 sec): 3 clusters Score: Raw -3037357.241998 + Penalty 2013.925010 = -3035343.316988 nChanged 151 SP:Iteration 71Q (3702.171097 sec): 3 clusters Score: Raw -3037405.057695 + Penalty 2013.925010 = -3035391.132685 nChanged 124 SP:Iteration 72Q (3702.264327 sec): 3 clusters Score: Raw -3037444.257879 + Penalty 2013.925010 = -3035430.332869 nChanged 116 SP:Iteration 73Q (3702.343301 sec): 3 clusters Score: Raw -3037481.199137 + Penalty 2013.925010 = -3035467.274127 nChanged 77 SP:Iteration 74Q (3702.438271 sec): 3 clusters Score: Raw -3037501.788563 + Penalty 2013.925010 = -3035487.863552 nChanged 77 SP:Iteration 75Q (3702.517371 sec): 3 clusters Score: Raw -3037524.135600 + Penalty 2013.925010 = -3035510.210590 nChanged 67 SP:Iteration 76Q (3702.602378 sec): 3 clusters Score: Raw -3037544.387193 + Penalty 2013.925010 = -3035530.462183 nChanged 48 SP:Iteration 77Q (3702.685049 sec): 3 clusters Score: Raw -3037557.514408 + Penalty 2013.925010 = -3035543.589398 nChanged 48 SP:Iteration 78Q (3702.776999 sec): 3 clusters Score: Raw -3037569.861832 + Penalty 2013.925010 = -3035555.936821 nChanged 41 SP:Iteration 79Q (3702.870964 sec): 3 clusters Score: Raw -3037581.797982 + Penalty 2013.925010 = -3035567.872972 nChanged 36 SP:Iteration 80F (3702.953446 sec): 3 clusters Score: Raw -3037591.988393 + Penalty 2013.925010 = -3035578.063383 nChanged 36 SP:Iteration 81Q (3703.036570 sec): 3 clusters Score: Raw -3037602.379538 + Penalty 2013.925010 = -3035588.454528 nChanged 37 SP:Iteration 82Q (3703.120456 sec): 3 clusters Score: Raw -3037615.665426 + Penalty 2013.925010 = -3035601.740416 nChanged 31 SP:Iteration 83Q (3703.210856 sec): 3 clusters Score: Raw -3037625.023948 + Penalty 2013.925010 = -3035611.098938 nChanged 33 SP:Iteration 84Q (3703.299047 sec): 3 clusters Score: Raw -3037634.592118 + Penalty 2013.925010 = -3035620.667108 nChanged 30 SP:Iteration 85Q (3703.388714 sec): 3 clusters Score: Raw -3037644.941961 + Penalty 2013.925010 = -3035631.016951 nChanged 30 SP:Iteration 86Q (3703.469837 sec): 3 clusters Score: Raw -3037656.951171 + Penalty 2013.925010 = -3035643.026161 nChanged 31 SP:Iteration 87Q (3703.556773 sec): 3 clusters Score: Raw -3037670.224086 + Penalty 2013.925010 = -3035656.299076 nChanged 28 SP:Iteration 88Q (3703.651925 sec): 3 clusters Score: Raw -3037678.304085 + Penalty 2013.925010 = -3035664.379075 nChanged 22 SP:Iteration 89Q (3703.733245 sec): 3 clusters Score: Raw -3037686.098923 + Penalty 2013.925010 = -3035672.173913 nChanged 28 SP:Iteration 90Q (3703.785116 sec): 3 clusters Score: Raw -3037695.504946 + Penalty 2013.925010 = -3035681.579936 nChanged 24 SP:Iteration 91Q (3703.837363 sec): 3 clusters Score: Raw -3037702.832699 + Penalty 2013.925010 = -3035688.907689 nChanged 21 SP:Iteration 92Q (3703.890240 sec): 3 clusters Score: Raw -3037710.777358 + Penalty 2013.925010 = -3035696.852348 nChanged 19 SP:Iteration 93Q (3703.942897 sec): 3 clusters Score: Raw -3037716.470436 + Penalty 2013.925010 = -3035702.545426 nChanged 16 SP:Iteration 94Q (3704.030247 sec): 3 clusters Score: Raw -3037720.552945 + Penalty 2013.925010 = -3035706.627935 nChanged 11 SP:Iteration 95Q (3704.102373 sec): 3 clusters Score: Raw -3037723.768516 + Penalty 2013.925010 = -3035709.843506 nChanged 12 SP:Iteration 96Q (3704.179635 sec): 3 clusters Score: Raw -3037727.351178 + Penalty 2013.925010 = -3035713.426168 nChanged 9 SP:Iteration 97Q (3704.266918 sec): 3 clusters Score: Raw -3037729.185468 + Penalty 2013.925010 = -3035715.260458 nChanged 4 SP:Iteration 98Q (3704.327088 sec): 3 clusters Score: Raw -3037730.084789 + Penalty 2013.925010 = -3035716.159779 nChanged 3 SP:Iteration 99Q (3704.401875 sec): 3 clusters Score: Raw -3037730.820036 + Penalty 2013.925010 = -3035716.895025 nChanged 4 SP:Iteration 100F (3704.495348 sec): 3 clusters Score: Raw -3037732.092355 + Penalty 2013.925010 = -3035718.167345 nChanged 6 SP:Iteration 101Q (3704.570506 sec): 3 clusters Score: Raw -3037733.659506 + Penalty 2013.925010 = -3035719.734496 nChanged 6 SP:Iteration 102Q (3704.645430 sec): 3 clusters Score: Raw -3037735.323244 + Penalty 2013.925010 = -3035721.398234 nChanged 7 SP:Iteration 103Q (3704.735194 sec): 3 clusters Score: Raw -3037737.194683 + Penalty 2013.925010 = -3035723.269673 nChanged 5 SP:Iteration 104Q (3704.817298 sec): 3 clusters Score: Raw -3037738.713826 + Penalty 2013.925010 = -3035724.788816 nChanged 7 SP:Iteration 105Q (3704.899148 sec): 3 clusters Score: Raw -3037741.628351 + Penalty 2013.925010 = -3035727.703341 nChanged 7 SP:Iteration 106Q (3704.991587 sec): 3 clusters Score: Raw -3037743.928771 + Penalty 2013.925010 = -3035730.003761 nChanged 9 SP:Iteration 107Q (3705.070427 sec): 3 clusters Score: Raw -3037746.444858 + Penalty 2013.925010 = -3035732.519848 nChanged 2 SP:Iteration 108Q (3705.150629 sec): 3 clusters Score: Raw -3037746.860225 + Penalty 2013.925010 = -3035732.935214 nChanged 1 SP:Iteration 109Q (3705.240413 sec): 3 clusters Score: Raw -3037747.142180 + Penalty 2013.925010 = -3035733.217170 nChanged 2 SP:Iteration 110Q (3705.309760 sec): 3 clusters Score: Raw -3037747.510572 + Penalty 2013.925010 = -3035733.585561 nChanged 1 SP:Iteration 111Q (3705.358309 sec): 3 clusters Score: Raw -3037747.801360 + Penalty 2013.925010 = -3035733.876350 nChanged 0 SP:Iteration 112F (3705.440981 sec): 3 clusters Score: Raw -3037747.801360 + Penalty 2013.925010 = -3035733.876350 nChanged 0 Trying to split cluster 21 (3057 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3705.471097 sec): 2 clusters Score: Raw -222147.005938 + Penalty 762.392986 = -221384.612952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3705.512291 sec): 3 clusters Score: Raw -220609.505965 + Penalty 1524.785971 = -219084.719994 nChanged 1208 SP:Iteration 1F (3705.558401 sec): 3 clusters Score: Raw -221223.051918 + Penalty 1524.785971 = -219698.265947 nChanged 193 SP:Iteration 2F (3705.605178 sec): 3 clusters Score: Raw -221304.024161 + Penalty 1524.785971 = -219779.238190 nChanged 130 SP:Iteration 3Q (3705.638892 sec): 3 clusters Score: Raw -221355.914289 + Penalty 1524.785971 = -219831.128317 nChanged 110 SP:Iteration 4Q (3705.694182 sec): 3 clusters Score: Raw -221407.105698 + Penalty 1524.785971 = -219882.319727 nChanged 99 SP:Iteration 5Q (3705.732892 sec): 3 clusters Score: Raw -221453.470196 + Penalty 1524.785971 = -219928.684225 nChanged 92 SP:Iteration 6Q (3705.773725 sec): 3 clusters Score: Raw -221499.538482 + Penalty 1524.785971 = -219974.752511 nChanged 93 SP:Iteration 7Q (3705.820511 sec): 3 clusters Score: Raw -221551.054326 + Penalty 1524.785971 = -220026.268355 nChanged 110 SP:Iteration 8Q (3705.875547 sec): 3 clusters Score: Raw -221618.107242 + Penalty 1524.785971 = -220093.321271 nChanged 114 SP:Iteration 9Q (3705.913722 sec): 3 clusters Score: Raw -221674.282702 + Penalty 1524.785971 = -220149.496730 nChanged 88 SP:Iteration 10Q (3705.952848 sec): 3 clusters Score: Raw -221725.788194 + Penalty 1524.785971 = -220201.002223 nChanged 93 SP:Iteration 11Q (3705.992549 sec): 3 clusters Score: Raw -221780.243799 + Penalty 1524.785971 = -220255.457828 nChanged 83 SP:Iteration 12Q (3706.020010 sec): 3 clusters Score: Raw -221822.207664 + Penalty 1524.785971 = -220297.421693 nChanged 75 SP:Iteration 13Q (3706.057594 sec): 3 clusters Score: Raw -221863.357919 + Penalty 1524.785971 = -220338.571948 nChanged 85 SP:Iteration 14Q (3706.114152 sec): 3 clusters Score: Raw -221909.613736 + Penalty 1524.785971 = -220384.827765 nChanged 76 SP:Iteration 15Q (3706.160276 sec): 3 clusters Score: Raw -221948.674106 + Penalty 1524.785971 = -220423.888135 nChanged 58 SP:Iteration 16Q (3706.192280 sec): 3 clusters Score: Raw -221975.820128 + Penalty 1524.785971 = -220451.034157 nChanged 50 SP:Iteration 17Q (3706.238914 sec): 3 clusters Score: Raw -221994.439800 + Penalty 1524.785971 = -220469.653829 nChanged 46 SP:Iteration 18Q (3706.285455 sec): 3 clusters Score: Raw -222013.774503 + Penalty 1524.785971 = -220488.988532 nChanged 54 SP:Iteration 19Q (3706.321903 sec): 3 clusters Score: Raw -222040.723726 + Penalty 1524.785971 = -220515.937755 nChanged 39 SP:Iteration 20F (3706.366931 sec): 3 clusters Score: Raw -222058.496302 + Penalty 1524.785971 = -220533.710330 nChanged 31 SP:Iteration 21Q (3706.423895 sec): 3 clusters Score: Raw -222068.973863 + Penalty 1524.785971 = -220544.187892 nChanged 29 SP:Iteration 22Q (3706.458338 sec): 3 clusters Score: Raw -222080.352749 + Penalty 1524.785971 = -220555.566778 nChanged 34 SP:Iteration 23Q (3706.509886 sec): 3 clusters Score: Raw -222094.694975 + Penalty 1524.785971 = -220569.909004 nChanged 43 SP:Iteration 24Q (3706.548283 sec): 3 clusters Score: Raw -222118.755080 + Penalty 1524.785971 = -220593.969109 nChanged 55 SP:Iteration 25Q (3706.579448 sec): 3 clusters Score: Raw -222141.990157 + Penalty 1524.785971 = -220617.204186 nChanged 40 SP:Iteration 26Q (3706.626014 sec): 3 clusters Score: Raw -222157.259849 + Penalty 1524.785971 = -220632.473878 nChanged 23 SP:Iteration 27Q (3706.662463 sec): 3 clusters Score: Raw -222164.649617 + Penalty 1524.785971 = -220639.863646 nChanged 24 SP:Iteration 28Q (3706.709391 sec): 3 clusters Score: Raw -222172.179254 + Penalty 1524.785971 = -220647.393283 nChanged 14 SP:Iteration 29Q (3706.750615 sec): 3 clusters Score: Raw -222176.397586 + Penalty 1524.785971 = -220651.611615 nChanged 16 SP:Iteration 30Q (3706.787308 sec): 3 clusters Score: Raw -222183.113070 + Penalty 1524.785971 = -220658.327099 nChanged 18 SP:Iteration 31Q (3706.837682 sec): 3 clusters Score: Raw -222189.218475 + Penalty 1524.785971 = -220664.432504 nChanged 14 SP:Iteration 32Q (3706.876083 sec): 3 clusters Score: Raw -222194.921185 + Penalty 1524.785971 = -220670.135214 nChanged 10 SP:Iteration 33Q (3706.917757 sec): 3 clusters Score: Raw -222199.285760 + Penalty 1524.785971 = -220674.499789 nChanged 16 SP:Iteration 34Q (3706.965782 sec): 3 clusters Score: Raw -222205.983836 + Penalty 1524.785971 = -220681.197865 nChanged 21 SP:Iteration 35Q (3707.007909 sec): 3 clusters Score: Raw -222215.109025 + Penalty 1524.785971 = -220690.323054 nChanged 16 SP:Iteration 36Q (3707.065606 sec): 3 clusters Score: Raw -222221.041796 + Penalty 1524.785971 = -220696.255825 nChanged 12 SP:Iteration 37Q (3707.105299 sec): 3 clusters Score: Raw -222224.269482 + Penalty 1524.785971 = -220699.483510 nChanged 15 SP:Iteration 38Q (3707.152448 sec): 3 clusters Score: Raw -222229.348959 + Penalty 1524.785971 = -220704.562988 nChanged 10 SP:Iteration 39Q (3707.198398 sec): 3 clusters Score: Raw -222232.622073 + Penalty 1524.785971 = -220707.836102 nChanged 7 SP:Iteration 40F (3707.234474 sec): 3 clusters Score: Raw -222234.564750 + Penalty 1524.785971 = -220709.778779 nChanged 5 SP:Iteration 41Q (3707.271754 sec): 3 clusters Score: Raw -222235.503679 + Penalty 1524.785971 = -220710.717708 nChanged 3 SP:Iteration 42Q (3707.308973 sec): 3 clusters Score: Raw -222236.265505 + Penalty 1524.785971 = -220711.479534 nChanged 5 SP:Iteration 43Q (3707.362898 sec): 3 clusters Score: Raw -222237.547077 + Penalty 1524.785971 = -220712.761105 nChanged 5 SP:Iteration 44Q (3707.391240 sec): 3 clusters Score: Raw -222238.477379 + Penalty 1524.785971 = -220713.691408 nChanged 2 SP:Iteration 45Q (3707.440637 sec): 3 clusters Score: Raw -222239.082656 + Penalty 1524.785971 = -220714.296684 nChanged 1 SP:Iteration 46Q (3707.488465 sec): 3 clusters Score: Raw -222239.706268 + Penalty 1524.785971 = -220714.920297 nChanged 3 SP:Iteration 47Q (3707.516268 sec): 3 clusters Score: Raw -222240.148441 + Penalty 1524.785971 = -220715.362470 nChanged 2 SP:Iteration 48Q (3707.557529 sec): 3 clusters Score: Raw -222241.295643 + Penalty 1524.785971 = -220716.509672 nChanged 1 SP:Iteration 49Q (3707.606186 sec): 3 clusters Score: Raw -222241.467291 + Penalty 1524.785971 = -220716.681320 nChanged 1 SP:Iteration 50Q (3707.641957 sec): 3 clusters Score: Raw -222241.826017 + Penalty 1524.785971 = -220717.040046 nChanged 1 SP:Iteration 51Q (3707.687846 sec): 3 clusters Score: Raw -222242.143145 + Penalty 1524.785971 = -220717.357174 nChanged 0 SP:Iteration 52F (3707.730170 sec): 3 clusters Score: Raw -222242.143145 + Penalty 1524.785971 = -220717.357174 nChanged 0 Trying to split cluster 22 (32971 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3707.793497 sec): 2 clusters Score: Raw -2499514.168420 + Penalty 988.321448 = -2498525.846971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3707.859753 sec): 3 clusters Score: Raw -2478656.812234 + Penalty 1976.642897 = -2476680.169337 nChanged 15459 SP:Iteration 1F (3707.949715 sec): 3 clusters Score: Raw -2487563.393351 + Penalty 1976.642897 = -2485586.750455 nChanged 1417 SP:Iteration 2Q (3708.009837 sec): 3 clusters Score: Raw -2488068.090037 + Penalty 1976.642897 = -2486091.447141 nChanged 1480 SP:Iteration 3Q (3708.090073 sec): 3 clusters Score: Raw -2488693.251637 + Penalty 1976.642897 = -2486716.608741 nChanged 1572 SP:Iteration 4Q (3708.170146 sec): 3 clusters Score: Raw -2489427.264369 + Penalty 1976.642897 = -2487450.621472 nChanged 1724 SP:Iteration 5F (3708.252002 sec): 3 clusters Score: Raw -2490356.020905 + Penalty 1976.642897 = -2488379.378009 nChanged 1811 SP:Iteration 6F (3708.315434 sec): 3 clusters Score: Raw -2491494.023460 + Penalty 1976.642897 = -2489517.380563 nChanged 1873 SP:Iteration 7F (3708.370410 sec): 3 clusters Score: Raw -2492784.410061 + Penalty 1976.642897 = -2490807.767164 nChanged 1801 SP:Iteration 8F (3708.427842 sec): 3 clusters Score: Raw -2494048.378874 + Penalty 1976.642897 = -2492071.735978 nChanged 1566 SP:Iteration 9Q (3708.522511 sec): 3 clusters Score: Raw -2495037.999159 + Penalty 1976.642897 = -2493061.356262 nChanged 1251 SP:Iteration 10Q (3708.609468 sec): 3 clusters Score: Raw -2495705.413971 + Penalty 1976.642897 = -2493728.771074 nChanged 973 SP:Iteration 11Q (3708.689068 sec): 3 clusters Score: Raw -2496162.973952 + Penalty 1976.642897 = -2494186.331055 nChanged 787 SP:Iteration 12Q (3708.746628 sec): 3 clusters Score: Raw -2496505.172276 + Penalty 1976.642897 = -2494528.529380 nChanged 665 SP:Iteration 13Q (3708.798856 sec): 3 clusters Score: Raw -2496772.762674 + Penalty 1976.642897 = -2494796.119778 nChanged 606 SP:Iteration 14Q (3708.862535 sec): 3 clusters Score: Raw -2496998.518528 + Penalty 1976.642897 = -2495021.875632 nChanged 522 SP:Iteration 15Q (3708.944452 sec): 3 clusters Score: Raw -2497183.945062 + Penalty 1976.642897 = -2495207.302166 nChanged 476 SP:Iteration 16Q (3708.985503 sec): 3 clusters Score: Raw -2497348.166278 + Penalty 1976.642897 = -2495371.523381 nChanged 467 SP:Iteration 17Q (3709.076923 sec): 3 clusters Score: Raw -2497527.486771 + Penalty 1976.642897 = -2495550.843874 nChanged 461 SP:Iteration 18Q (3709.164733 sec): 3 clusters Score: Raw -2497697.806797 + Penalty 1976.642897 = -2495721.163901 nChanged 445 SP:Iteration 19Q (3709.216384 sec): 3 clusters Score: Raw -2497866.107756 + Penalty 1976.642897 = -2495889.464859 nChanged 445 SP:Iteration 20F (3709.304385 sec): 3 clusters Score: Raw -2498027.543108 + Penalty 1976.642897 = -2496050.900211 nChanged 417 SP:Iteration 21Q (3709.387107 sec): 3 clusters Score: Raw -2498178.179734 + Penalty 1976.642897 = -2496201.536837 nChanged 379 SP:Iteration 22Q (3709.462034 sec): 3 clusters Score: Raw -2498320.288224 + Penalty 1976.642897 = -2496343.645328 nChanged 386 SP:Iteration 23Q (3709.539645 sec): 3 clusters Score: Raw -2498471.249755 + Penalty 1976.642897 = -2496494.606858 nChanged 351 SP:Iteration 24Q (3709.617329 sec): 3 clusters Score: Raw -2498601.681749 + Penalty 1976.642897 = -2496625.038853 nChanged 338 SP:Iteration 25Q (3709.693715 sec): 3 clusters Score: Raw -2498730.367128 + Penalty 1976.642897 = -2496753.724232 nChanged 299 SP:Iteration 26Q (3709.775575 sec): 3 clusters Score: Raw -2498853.202993 + Penalty 1976.642897 = -2496876.560097 nChanged 296 SP:Iteration 27Q (3709.852157 sec): 3 clusters Score: Raw -2498961.841516 + Penalty 1976.642897 = -2496985.198619 nChanged 284 SP:Iteration 28Q (3709.927951 sec): 3 clusters Score: Raw -2499074.214300 + Penalty 1976.642897 = -2497097.571403 nChanged 286 SP:Iteration 29Q (3709.996696 sec): 3 clusters Score: Raw -2499186.449709 + Penalty 1976.642897 = -2497209.806812 nChanged 256 SP:Iteration 30Q (3710.086444 sec): 3 clusters Score: Raw -2499277.244889 + Penalty 1976.642897 = -2497300.601993 nChanged 236 SP:Iteration 31Q (3710.174315 sec): 3 clusters Score: Raw -2499361.339017 + Penalty 1976.642897 = -2497384.696121 nChanged 199 SP:Iteration 32Q (3710.246575 sec): 3 clusters Score: Raw -2499426.686050 + Penalty 1976.642897 = -2497450.043153 nChanged 188 SP:Iteration 33Q (3710.337094 sec): 3 clusters Score: Raw -2499491.299434 + Penalty 1976.642897 = -2497514.656538 nChanged 169 SP:Iteration 34Q (3710.396966 sec): 3 clusters Score: Raw -2499550.003787 + Penalty 1976.642897 = -2497573.360890 nChanged 139 SP:Iteration 35Q (3710.481835 sec): 3 clusters Score: Raw -2499591.850332 + Penalty 1976.642897 = -2497615.207436 nChanged 116 SP:Iteration 36Q (3710.553773 sec): 3 clusters Score: Raw -2499625.250071 + Penalty 1976.642897 = -2497648.607174 nChanged 83 SP:Iteration 37Q (3710.639449 sec): 3 clusters Score: Raw -2499649.186572 + Penalty 1976.642897 = -2497672.543676 nChanged 88 SP:Iteration 38Q (3710.717384 sec): 3 clusters Score: Raw -2499673.772188 + Penalty 1976.642897 = -2497697.129291 nChanged 65 SP:Iteration 39Q (3710.797149 sec): 3 clusters Score: Raw -2499690.862598 + Penalty 1976.642897 = -2497714.219701 nChanged 64 SP:Iteration 40F (3710.892798 sec): 3 clusters Score: Raw -2499705.327133 + Penalty 1976.642897 = -2497728.684237 nChanged 45 SP:Iteration 41Q (3710.943935 sec): 3 clusters Score: Raw -2499716.146288 + Penalty 1976.642897 = -2497739.503391 nChanged 38 SP:Iteration 42Q (3711.010332 sec): 3 clusters Score: Raw -2499725.322590 + Penalty 1976.642897 = -2497748.679693 nChanged 36 SP:Iteration 43Q (3711.092681 sec): 3 clusters Score: Raw -2499734.304866 + Penalty 1976.642897 = -2497757.661970 nChanged 35 SP:Iteration 44Q (3711.152789 sec): 3 clusters Score: Raw -2499745.317301 + Penalty 1976.642897 = -2497768.674404 nChanged 40 SP:Iteration 45Q (3711.237904 sec): 3 clusters Score: Raw -2499757.479430 + Penalty 1976.642897 = -2497780.836533 nChanged 45 SP:Iteration 46Q (3711.316892 sec): 3 clusters Score: Raw -2499768.782389 + Penalty 1976.642897 = -2497792.139492 nChanged 42 SP:Iteration 47Q (3711.364555 sec): 3 clusters Score: Raw -2499779.261036 + Penalty 1976.642897 = -2497802.618139 nChanged 36 SP:Iteration 48Q (3711.443053 sec): 3 clusters Score: Raw -2499787.736217 + Penalty 1976.642897 = -2497811.093320 nChanged 27 SP:Iteration 49Q (3711.502131 sec): 3 clusters Score: Raw -2499794.789758 + Penalty 1976.642897 = -2497818.146861 nChanged 25 SP:Iteration 50Q (3711.547304 sec): 3 clusters Score: Raw -2499800.824409 + Penalty 1976.642897 = -2497824.181513 nChanged 14 SP:Iteration 51Q (3711.624619 sec): 3 clusters Score: Raw -2499803.459597 + Penalty 1976.642897 = -2497826.816700 nChanged 9 SP:Iteration 52Q (3711.697866 sec): 3 clusters Score: Raw -2499805.022484 + Penalty 1976.642897 = -2497828.379587 nChanged 13 SP:Iteration 53Q (3711.771791 sec): 3 clusters Score: Raw -2499807.665454 + Penalty 1976.642897 = -2497831.022557 nChanged 10 SP:Iteration 54Q (3711.851597 sec): 3 clusters Score: Raw -2499809.298122 + Penalty 1976.642897 = -2497832.655225 nChanged 8 SP:Iteration 55Q (3711.929811 sec): 3 clusters Score: Raw -2499810.430359 + Penalty 1976.642897 = -2497833.787462 nChanged 6 SP:Iteration 56Q (3712.018787 sec): 3 clusters Score: Raw -2499811.256088 + Penalty 1976.642897 = -2497834.613192 nChanged 6 SP:Iteration 57Q (3712.087911 sec): 3 clusters Score: Raw -2499812.414420 + Penalty 1976.642897 = -2497835.771523 nChanged 9 SP:Iteration 58Q (3712.175017 sec): 3 clusters Score: Raw -2499814.954479 + Penalty 1976.642897 = -2497838.311582 nChanged 7 SP:Iteration 59Q (3712.246937 sec): 3 clusters Score: Raw -2499815.968630 + Penalty 1976.642897 = -2497839.325733 nChanged 5 SP:Iteration 60F (3712.326519 sec): 3 clusters Score: Raw -2499817.039952 + Penalty 1976.642897 = -2497840.397055 nChanged 2 SP:Iteration 61Q (3712.405383 sec): 3 clusters Score: Raw -2499817.236515 + Penalty 1976.642897 = -2497840.593619 nChanged 1 SP:Iteration 62Q (3712.478114 sec): 3 clusters Score: Raw -2499817.598246 + Penalty 1976.642897 = -2497840.955350 nChanged 2 SP:Iteration 63Q (3712.554465 sec): 3 clusters Score: Raw -2499818.573521 + Penalty 1976.642897 = -2497841.930625 nChanged 4 SP:Iteration 64Q (3712.632663 sec): 3 clusters Score: Raw -2499820.207897 + Penalty 1976.642897 = -2497843.565001 nChanged 8 SP:Iteration 65Q (3712.699276 sec): 3 clusters Score: Raw -2499821.734944 + Penalty 1976.642897 = -2497845.092048 nChanged 6 SP:Iteration 66Q (3712.777147 sec): 3 clusters Score: Raw -2499822.587305 + Penalty 1976.642897 = -2497845.944409 nChanged 7 SP:Iteration 67Q (3712.852195 sec): 3 clusters Score: Raw -2499823.442111 + Penalty 1976.642897 = -2497846.799214 nChanged 4 SP:Iteration 68Q (3712.917968 sec): 3 clusters Score: Raw -2499823.867141 + Penalty 1976.642897 = -2497847.224244 nChanged 4 SP:Iteration 69Q (3713.003395 sec): 3 clusters Score: Raw -2499824.383048 + Penalty 1976.642897 = -2497847.740151 nChanged 4 SP:Iteration 70Q (3713.077876 sec): 3 clusters Score: Raw -2499825.303491 + Penalty 1976.642897 = -2497848.660594 nChanged 4 SP:Iteration 71Q (3713.158894 sec): 3 clusters Score: Raw -2499826.085745 + Penalty 1976.642897 = -2497849.442848 nChanged 6 SP:Iteration 72Q (3713.239328 sec): 3 clusters Score: Raw -2499827.136214 + Penalty 1976.642897 = -2497850.493318 nChanged 3 SP:Iteration 73Q (3713.317483 sec): 3 clusters Score: Raw -2499827.727656 + Penalty 1976.642897 = -2497851.084760 nChanged 3 SP:Iteration 74Q (3713.383106 sec): 3 clusters Score: Raw -2499828.359603 + Penalty 1976.642897 = -2497851.716707 nChanged 1 SP:Iteration 75Q (3713.465265 sec): 3 clusters Score: Raw -2499828.665123 + Penalty 1976.642897 = -2497852.022226 nChanged 1 SP:Iteration 76Q (3713.544125 sec): 3 clusters Score: Raw -2499829.019664 + Penalty 1976.642897 = -2497852.376768 nChanged 2 SP:Iteration 77Q (3713.620385 sec): 3 clusters Score: Raw -2499829.350829 + Penalty 1976.642897 = -2497852.707932 nChanged 2 SP:Iteration 78Q (3713.699130 sec): 3 clusters Score: Raw -2499829.722088 + Penalty 1976.642897 = -2497853.079191 nChanged 5 SP:Iteration 79Q (3713.786995 sec): 3 clusters Score: Raw -2499830.748079 + Penalty 1976.642897 = -2497854.105182 nChanged 1 SP:Iteration 80F (3713.832698 sec): 3 clusters Score: Raw -2499830.806653 + Penalty 1976.642897 = -2497854.163756 nChanged 0 Trying to split cluster 23 (1343 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3713.843518 sec): 2 clusters Score: Raw -91870.839217 + Penalty 684.252814 = -91186.586404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3713.849295 sec): 3 clusters Score: Raw -91290.696838 + Penalty 1368.505627 = -89922.191211 nChanged 489 SP:Iteration 1F (3713.854581 sec): 3 clusters Score: Raw -91633.002122 + Penalty 1368.505627 = -90264.496495 nChanged 105 SP:Iteration 2F (3713.859850 sec): 3 clusters Score: Raw -91703.819266 + Penalty 1368.505627 = -90335.313639 nChanged 59 SP:Iteration 3Q (3713.865084 sec): 3 clusters Score: Raw -91757.450103 + Penalty 1368.505627 = -90388.944476 nChanged 49 SP:Iteration 4Q (3713.870387 sec): 3 clusters Score: Raw -91798.840012 + Penalty 1368.505627 = -90430.334385 nChanged 36 SP:Iteration 5Q (3713.875602 sec): 3 clusters Score: Raw -91826.445755 + Penalty 1368.505627 = -90457.940127 nChanged 35 SP:Iteration 6Q (3713.880794 sec): 3 clusters Score: Raw -91851.072155 + Penalty 1368.505627 = -90482.566527 nChanged 29 SP:Iteration 7Q (3713.886005 sec): 3 clusters Score: Raw -91866.836010 + Penalty 1368.505627 = -90498.330382 nChanged 14 SP:Iteration 8Q (3713.891158 sec): 3 clusters Score: Raw -91875.477224 + Penalty 1368.505627 = -90506.971597 nChanged 18 SP:Iteration 9Q (3713.896365 sec): 3 clusters Score: Raw -91885.217184 + Penalty 1368.505627 = -90516.711557 nChanged 15 SP:Iteration 10Q (3713.901515 sec): 3 clusters Score: Raw -91891.441627 + Penalty 1368.505627 = -90522.936000 nChanged 10 SP:Iteration 11Q (3713.906782 sec): 3 clusters Score: Raw -91893.880573 + Penalty 1368.505627 = -90525.374946 nChanged 4 SP:Iteration 12Q (3713.911942 sec): 3 clusters Score: Raw -91894.851846 + Penalty 1368.505627 = -90526.346218 nChanged 3 SP:Iteration 13Q (3713.945176 sec): 3 clusters Score: Raw -91896.202496 + Penalty 1368.505627 = -90527.696869 nChanged 2 SP:Iteration 14Q (3713.992875 sec): 3 clusters Score: Raw -91897.255028 + Penalty 1368.505627 = -90528.749401 nChanged 4 SP:Iteration 15Q (3714.034173 sec): 3 clusters Score: Raw -91898.590754 + Penalty 1368.505627 = -90530.085126 nChanged 4 SP:Iteration 16Q (3714.075110 sec): 3 clusters Score: Raw -91899.273341 + Penalty 1368.505627 = -90530.767713 nChanged 3 SP:Iteration 17Q (3714.117179 sec): 3 clusters Score: Raw -91900.292959 + Penalty 1368.505627 = -90531.787332 nChanged 4 SP:Iteration 18Q (3714.156719 sec): 3 clusters Score: Raw -91901.951763 + Penalty 1368.505627 = -90533.446136 nChanged 1 SP:Iteration 19Q (3714.207644 sec): 3 clusters Score: Raw -91902.242249 + Penalty 1368.505627 = -90533.736622 nChanged 2 SP:Iteration 20F (3714.242809 sec): 3 clusters Score: Raw -91904.593815 + Penalty 1368.505627 = -90536.088187 nChanged 7 SP:Iteration 21Q (3714.270736 sec): 3 clusters Score: Raw -91908.118273 + Penalty 1368.505627 = -90539.612646 nChanged 8 SP:Iteration 22Q (3714.310836 sec): 3 clusters Score: Raw -91911.964047 + Penalty 1368.505627 = -90543.458420 nChanged 9 SP:Iteration 23Q (3714.351483 sec): 3 clusters Score: Raw -91917.558729 + Penalty 1368.505627 = -90549.053102 nChanged 15 SP:Iteration 24Q (3714.384990 sec): 3 clusters Score: Raw -91924.058125 + Penalty 1368.505627 = -90555.552498 nChanged 14 SP:Iteration 25Q (3714.416695 sec): 3 clusters Score: Raw -91933.431273 + Penalty 1368.505627 = -90564.925645 nChanged 18 SP:Iteration 26Q (3714.458656 sec): 3 clusters Score: Raw -91944.594143 + Penalty 1368.505627 = -90576.088516 nChanged 15 SP:Iteration 27Q (3714.502064 sec): 3 clusters Score: Raw -91951.332741 + Penalty 1368.505627 = -90582.827114 nChanged 11 SP:Iteration 28Q (3714.545555 sec): 3 clusters Score: Raw -91956.434429 + Penalty 1368.505627 = -90587.928802 nChanged 9 SP:Iteration 29Q (3714.581015 sec): 3 clusters Score: Raw -91959.524556 + Penalty 1368.505627 = -90591.018928 nChanged 8 SP:Iteration 30Q (3714.621521 sec): 3 clusters Score: Raw -91965.187552 + Penalty 1368.505627 = -90596.681925 nChanged 11 SP:Iteration 31Q (3714.656133 sec): 3 clusters Score: Raw -91972.820651 + Penalty 1368.505627 = -90604.315024 nChanged 8 SP:Iteration 32Q (3714.690347 sec): 3 clusters Score: Raw -91976.117634 + Penalty 1368.505627 = -90607.612006 nChanged 5 SP:Iteration 33Q (3714.723711 sec): 3 clusters Score: Raw -91978.031669 + Penalty 1368.505627 = -90609.526041 nChanged 6 SP:Iteration 34Q (3714.756640 sec): 3 clusters Score: Raw -91980.568268 + Penalty 1368.505627 = -90612.062640 nChanged 8 SP:Iteration 35Q (3714.796666 sec): 3 clusters Score: Raw -91984.473601 + Penalty 1368.505627 = -90615.967974 nChanged 7 SP:Iteration 36Q (3714.844806 sec): 3 clusters Score: Raw -91987.228090 + Penalty 1368.505627 = -90618.722463 nChanged 5 SP:Iteration 37Q (3714.880521 sec): 3 clusters Score: Raw -91991.091703 + Penalty 1368.505627 = -90622.586075 nChanged 5 SP:Iteration 38Q (3714.913924 sec): 3 clusters Score: Raw -91992.736844 + Penalty 1368.505627 = -90624.231216 nChanged 2 SP:Iteration 39Q (3714.959360 sec): 3 clusters Score: Raw -91993.476621 + Penalty 1368.505627 = -90624.970993 nChanged 3 SP:Iteration 40F (3715.003851 sec): 3 clusters Score: Raw -91994.416106 + Penalty 1368.505627 = -90625.910479 nChanged 2 SP:Iteration 41Q (3715.045590 sec): 3 clusters Score: Raw -91995.043801 + Penalty 1368.505627 = -90626.538174 nChanged 2 SP:Iteration 42Q (3715.085759 sec): 3 clusters Score: Raw -91996.233935 + Penalty 1368.505627 = -90627.728308 nChanged 2 SP:Iteration 43Q (3715.125136 sec): 3 clusters Score: Raw -91996.857890 + Penalty 1368.505627 = -90628.352263 nChanged 4 SP:Iteration 44Q (3715.158921 sec): 3 clusters Score: Raw -91998.825247 + Penalty 1368.505627 = -90630.319619 nChanged 6 SP:Iteration 45Q (3715.201830 sec): 3 clusters Score: Raw -92001.485398 + Penalty 1368.505627 = -90632.979770 nChanged 4 SP:Iteration 46Q (3715.235827 sec): 3 clusters Score: Raw -92003.134796 + Penalty 1368.505627 = -90634.629169 nChanged 6 SP:Iteration 47Q (3715.275574 sec): 3 clusters Score: Raw -92005.962535 + Penalty 1368.505627 = -90637.456907 nChanged 5 SP:Iteration 48Q (3715.317342 sec): 3 clusters Score: Raw -92009.339416 + Penalty 1368.505627 = -90640.833789 nChanged 5 SP:Iteration 49Q (3715.364366 sec): 3 clusters Score: Raw -92011.431734 + Penalty 1368.505627 = -90642.926106 nChanged 5 SP:Iteration 50Q (3715.392629 sec): 3 clusters Score: Raw -92015.277264 + Penalty 1368.505627 = -90646.771636 nChanged 7 SP:Iteration 51Q (3715.433399 sec): 3 clusters Score: Raw -92019.410649 + Penalty 1368.505627 = -90650.905021 nChanged 7 SP:Iteration 52Q (3715.473813 sec): 3 clusters Score: Raw -92022.523433 + Penalty 1368.505627 = -90654.017806 nChanged 5 SP:Iteration 53Q (3715.530047 sec): 3 clusters Score: Raw -92024.283412 + Penalty 1368.505627 = -90655.777785 nChanged 4 SP:Iteration 54Q (3715.565299 sec): 3 clusters Score: Raw -92026.512732 + Penalty 1368.505627 = -90658.007105 nChanged 4 SP:Iteration 55Q (3715.598808 sec): 3 clusters Score: Raw -92028.476978 + Penalty 1368.505627 = -90659.971350 nChanged 3 SP:Iteration 56Q (3715.648516 sec): 3 clusters Score: Raw -92029.602604 + Penalty 1368.505627 = -90661.096977 nChanged 4 SP:Iteration 57Q (3715.691566 sec): 3 clusters Score: Raw -92031.862373 + Penalty 1368.505627 = -90663.356745 nChanged 0 SP:Iteration 58F (3715.730523 sec): 3 clusters Score: Raw -92031.862373 + Penalty 1368.505627 = -90663.356745 nChanged 0 Trying to split cluster 24 (3537 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3715.755940 sec): 2 clusters Score: Raw -259955.818994 + Penalty 776.248248 = -259179.570746 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3715.796891 sec): 3 clusters Score: Raw -258106.144732 + Penalty 1552.496496 = -256553.648236 nChanged 1466 SP:Iteration 1F (3715.840542 sec): 3 clusters Score: Raw -259030.251815 + Penalty 1552.496496 = -257477.755319 nChanged 316 SP:Iteration 2F (3715.887859 sec): 3 clusters Score: Raw -259265.848700 + Penalty 1552.496496 = -257713.352204 nChanged 249 SP:Iteration 3F (3715.930900 sec): 3 clusters Score: Raw -259438.226323 + Penalty 1552.496496 = -257885.729827 nChanged 171 SP:Iteration 4Q (3715.984887 sec): 3 clusters Score: Raw -259559.559668 + Penalty 1552.496496 = -258007.063172 nChanged 162 SP:Iteration 5Q (3716.023867 sec): 3 clusters Score: Raw -259648.774444 + Penalty 1552.496496 = -258096.277949 nChanged 126 SP:Iteration 6Q (3716.070263 sec): 3 clusters Score: Raw -259715.223939 + Penalty 1552.496496 = -258162.727443 nChanged 123 SP:Iteration 7Q (3716.117727 sec): 3 clusters Score: Raw -259777.060721 + Penalty 1552.496496 = -258224.564225 nChanged 92 SP:Iteration 8Q (3716.168254 sec): 3 clusters Score: Raw -259821.686802 + Penalty 1552.496496 = -258269.190306 nChanged 71 SP:Iteration 9Q (3716.209672 sec): 3 clusters Score: Raw -259848.211248 + Penalty 1552.496496 = -258295.714752 nChanged 52 SP:Iteration 10Q (3716.245977 sec): 3 clusters Score: Raw -259868.033597 + Penalty 1552.496496 = -258315.537101 nChanged 46 SP:Iteration 11Q (3716.289707 sec): 3 clusters Score: Raw -259880.840749 + Penalty 1552.496496 = -258328.344253 nChanged 26 SP:Iteration 12Q (3716.343332 sec): 3 clusters Score: Raw -259889.643842 + Penalty 1552.496496 = -258337.147346 nChanged 27 SP:Iteration 13Q (3716.389673 sec): 3 clusters Score: Raw -259899.014782 + Penalty 1552.496496 = -258346.518286 nChanged 28 SP:Iteration 14Q (3716.437522 sec): 3 clusters Score: Raw -259908.752390 + Penalty 1552.496496 = -258356.255894 nChanged 31 SP:Iteration 15Q (3716.475594 sec): 3 clusters Score: Raw -259923.620176 + Penalty 1552.496496 = -258371.123680 nChanged 36 SP:Iteration 16Q (3716.524775 sec): 3 clusters Score: Raw -259943.251131 + Penalty 1552.496496 = -258390.754635 nChanged 41 SP:Iteration 17Q (3716.574862 sec): 3 clusters Score: Raw -259959.558342 + Penalty 1552.496496 = -258407.061846 nChanged 36 SP:Iteration 18Q (3716.618257 sec): 3 clusters Score: Raw -259972.887752 + Penalty 1552.496496 = -258420.391256 nChanged 24 SP:Iteration 19Q (3716.655836 sec): 3 clusters Score: Raw -259978.870659 + Penalty 1552.496496 = -258426.374163 nChanged 23 SP:Iteration 20F (3716.696920 sec): 3 clusters Score: Raw -259984.532759 + Penalty 1552.496496 = -258432.036263 nChanged 21 SP:Iteration 21Q (3716.738759 sec): 3 clusters Score: Raw -259992.205252 + Penalty 1552.496496 = -258439.708756 nChanged 25 SP:Iteration 22Q (3716.784599 sec): 3 clusters Score: Raw -259999.268354 + Penalty 1552.496496 = -258446.771858 nChanged 23 SP:Iteration 23Q (3716.816829 sec): 3 clusters Score: Raw -260005.786061 + Penalty 1552.496496 = -258453.289565 nChanged 16 SP:Iteration 24Q (3716.861788 sec): 3 clusters Score: Raw -260008.787603 + Penalty 1552.496496 = -258456.291107 nChanged 12 SP:Iteration 25Q (3716.915947 sec): 3 clusters Score: Raw -260011.323790 + Penalty 1552.496496 = -258458.827294 nChanged 11 SP:Iteration 26Q (3716.962965 sec): 3 clusters Score: Raw -260013.435731 + Penalty 1552.496496 = -258460.939235 nChanged 12 SP:Iteration 27Q (3716.999192 sec): 3 clusters Score: Raw -260016.117817 + Penalty 1552.496496 = -258463.621321 nChanged 10 SP:Iteration 28Q (3717.052401 sec): 3 clusters Score: Raw -260018.576984 + Penalty 1552.496496 = -258466.080488 nChanged 10 SP:Iteration 29Q (3717.093455 sec): 3 clusters Score: Raw -260021.600146 + Penalty 1552.496496 = -258469.103650 nChanged 12 SP:Iteration 30Q (3717.138176 sec): 3 clusters Score: Raw -260025.016129 + Penalty 1552.496496 = -258472.519633 nChanged 10 SP:Iteration 31Q (3717.197527 sec): 3 clusters Score: Raw -260027.099245 + Penalty 1552.496496 = -258474.602750 nChanged 10 SP:Iteration 32Q (3717.240713 sec): 3 clusters Score: Raw -260029.363395 + Penalty 1552.496496 = -258476.866899 nChanged 9 SP:Iteration 33Q (3717.274677 sec): 3 clusters Score: Raw -260031.842738 + Penalty 1552.496496 = -258479.346242 nChanged 9 SP:Iteration 34Q (3717.291746 sec): 3 clusters Score: Raw -260033.636309 + Penalty 1552.496496 = -258481.139813 nChanged 6 SP:Iteration 35Q (3717.340247 sec): 3 clusters Score: Raw -260035.638226 + Penalty 1552.496496 = -258483.141730 nChanged 4 SP:Iteration 36Q (3717.383211 sec): 3 clusters Score: Raw -260036.287480 + Penalty 1552.496496 = -258483.790984 nChanged 1 SP:Iteration 37Q (3717.431143 sec): 3 clusters Score: Raw -260036.372808 + Penalty 1552.496496 = -258483.876312 nChanged 0 SP:Iteration 38F (3717.478004 sec): 3 clusters Score: Raw -260036.372808 + Penalty 1552.496496 = -258483.876312 nChanged 0 Iteration 179Q (3719.955354 sec): 25 clusters Score: Raw -25400771.936646 + Penalty 29149.392721 = -25371622.543925 nChanged 315 Iteration 180F (3724.224325 sec): 25 clusters Score: Raw -25400785.544757 + Penalty 29149.392721 = -25371636.152036 nChanged 307 Iteration 181Q (3726.798687 sec): 25 clusters Score: Raw -25400799.186893 + Penalty 29149.392721 = -25371649.794173 nChanged 281 Iteration 182Q (3729.374968 sec): 25 clusters Score: Raw -25400811.536978 + Penalty 29149.392721 = -25371662.144257 nChanged 305 Iteration 183Q (3731.967468 sec): 25 clusters Score: Raw -25400825.638511 + Penalty 29149.392721 = -25371676.245791 nChanged 302 Iteration 184Q (3734.597788 sec): 25 clusters Score: Raw -25400838.297202 + Penalty 29149.392721 = -25371688.904481 nChanged 292 Iteration 185Q (3737.208685 sec): 25 clusters Score: Raw -25400850.062592 + Penalty 29149.392721 = -25371700.669871 nChanged 280 Iteration 186Q (3739.846401 sec): 25 clusters Score: Raw -25400861.873120 + Penalty 29149.392721 = -25371712.480399 nChanged 310 Iteration 187Q (3742.333356 sec): 25 clusters Score: Raw -25400876.253817 + Penalty 29149.392721 = -25371726.861096 nChanged 325 Iteration 188Q (3744.952525 sec): 25 clusters Score: Raw -25400891.750329 + Penalty 29149.392721 = -25371742.357608 nChanged 332 Iteration 189Q (3747.586831 sec): 25 clusters Score: Raw -25400906.789952 + Penalty 29149.392721 = -25371757.397231 nChanged 345 Iteration 190Q (3750.180706 sec): 25 clusters Score: Raw -25400920.071313 + Penalty 29149.392721 = -25371770.678592 nChanged 292 Iteration 191Q (3752.712111 sec): 25 clusters Score: Raw -25400931.792103 + Penalty 29149.392721 = -25371782.399382 nChanged 312 Iteration 192Q (3755.205014 sec): 25 clusters Score: Raw -25400944.216983 + Penalty 29149.392721 = -25371794.824262 nChanged 303 Iteration 193Q (3757.823414 sec): 25 clusters Score: Raw -25400956.060991 + Penalty 29149.392721 = -25371806.668270 nChanged 303 Iteration 194Q (3760.401505 sec): 25 clusters Score: Raw -25400968.347016 + Penalty 29149.392721 = -25371818.954295 nChanged 297 Iteration 195Q (3762.996085 sec): 25 clusters Score: Raw -25400979.421210 + Penalty 29149.392721 = -25371830.028489 nChanged 298 Iteration 196Q (3765.589861 sec): 25 clusters Score: Raw -25400991.141519 + Penalty 29149.392721 = -25371841.748798 nChanged 276 Iteration 197Q (3768.207886 sec): 25 clusters Score: Raw -25401001.836446 + Penalty 29149.392721 = -25371852.443725 nChanged 279 Iteration 198Q (3770.751707 sec): 25 clusters Score: Raw -25401013.323406 + Penalty 29149.392721 = -25371863.930685 nChanged 269 Iteration 199Q (3773.372226 sec): 25 clusters Score: Raw -25401025.130437 + Penalty 29149.392721 = -25371875.737717 nChanged 286 Iteration 200F (3777.735648 sec): 25 clusters Score: Raw -25401036.830029 + Penalty 29149.392721 = -25371887.437308 nChanged 280 Iteration 201Q (3780.396346 sec): 25 clusters Score: Raw -25401048.623621 + Penalty 29149.392721 = -25371899.230901 nChanged 259 Iteration 202Q (3782.981121 sec): 25 clusters Score: Raw -25401059.087420 + Penalty 29149.392721 = -25371909.694699 nChanged 249 Iteration 203Q (3785.496467 sec): 25 clusters Score: Raw -25401070.218511 + Penalty 29149.392721 = -25371920.825790 nChanged 209 Iteration 204Q (3788.086381 sec): 25 clusters Score: Raw -25401079.164612 + Penalty 29149.392721 = -25371929.771891 nChanged 217 Iteration 205Q (3790.668740 sec): 25 clusters Score: Raw -25401089.107651 + Penalty 29149.392721 = -25371939.714930 nChanged 235 Iteration 206Q (3793.292647 sec): 25 clusters Score: Raw -25401098.983047 + Penalty 29149.392721 = -25371949.590326 nChanged 211 Iteration 207Q (3795.815348 sec): 25 clusters Score: Raw -25401107.502940 + Penalty 29149.392721 = -25371958.110219 nChanged 205 Iteration 208Q (3798.372998 sec): 25 clusters Score: Raw -25401115.949357 + Penalty 29149.392721 = -25371966.556637 nChanged 238 Iteration 209Q (3800.968053 sec): 25 clusters Score: Raw -25401125.911709 + Penalty 29149.392721 = -25371976.518988 nChanged 262 Iteration 210Q (3803.536630 sec): 25 clusters Score: Raw -25401136.003413 + Penalty 29149.392721 = -25371986.610692 nChanged 227 Iteration 211Q (3806.156379 sec): 25 clusters Score: Raw -25401144.621623 + Penalty 29149.392721 = -25371995.228903 nChanged 215 Iteration 212Q (3808.741359 sec): 25 clusters Score: Raw -25401152.369636 + Penalty 29149.392721 = -25372002.976916 nChanged 240 Iteration 213Q (3811.332205 sec): 25 clusters Score: Raw -25401161.394110 + Penalty 29149.392721 = -25372012.001389 nChanged 251 Iteration 214Q (3813.844746 sec): 25 clusters Score: Raw -25401171.025145 + Penalty 29149.392721 = -25372021.632424 nChanged 258 Iteration 215Q (3816.440427 sec): 25 clusters Score: Raw -25401180.539877 + Penalty 29149.392721 = -25372031.147156 nChanged 239 Iteration 216Q (3818.969897 sec): 25 clusters Score: Raw -25401188.188258 + Penalty 29149.392721 = -25372038.795537 nChanged 215 Iteration 217Q (3821.540657 sec): 25 clusters Score: Raw -25401194.443471 + Penalty 29149.392721 = -25372045.050750 nChanged 201 Iteration 218Q (3824.132224 sec): 25 clusters Score: Raw -25401201.736344 + Penalty 29149.392721 = -25372052.343624 nChanged 224 Writing temp clu file Because OldScore, -25372045.050750, is greater than current (better) Score,-25372052.343624 Compute initial score before splitting: Score: Raw -25401201.736344 + Penalty 29149.392721 = -25372052.343624 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3824.247236 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3824.296240 sec): 3 clusters Score: Raw -170931.236644 + Penalty 1457.912393 = -169473.324250 nChanged 861 SP:Iteration 1F (3824.337374 sec): 3 clusters Score: Raw -171501.270749 + Penalty 1457.912393 = -170043.358356 nChanged 221 SP:Iteration 2F (3824.378176 sec): 3 clusters Score: Raw -171708.866448 + Penalty 1457.912393 = -170250.954055 nChanged 158 SP:Iteration 3F (3824.419019 sec): 3 clusters Score: Raw -171837.267881 + Penalty 1457.912393 = -170379.355488 nChanged 98 SP:Iteration 4Q (3824.459562 sec): 3 clusters Score: Raw -171924.950140 + Penalty 1457.912393 = -170467.037747 nChanged 89 SP:Iteration 5Q (3824.509502 sec): 3 clusters Score: Raw -172007.019391 + Penalty 1457.912393 = -170549.106998 nChanged 89 SP:Iteration 6Q (3824.561311 sec): 3 clusters Score: Raw -172090.953950 + Penalty 1457.912393 = -170633.041557 nChanged 71 SP:Iteration 7Q (3824.608103 sec): 3 clusters Score: Raw -172139.145423 + Penalty 1457.912393 = -170681.233030 nChanged 46 SP:Iteration 8Q (3824.659282 sec): 3 clusters Score: Raw -172171.576992 + Penalty 1457.912393 = -170713.664599 nChanged 38 SP:Iteration 9Q (3824.699619 sec): 3 clusters Score: Raw -172200.481254 + Penalty 1457.912393 = -170742.568861 nChanged 27 SP:Iteration 10Q (3824.732058 sec): 3 clusters Score: Raw -172216.518709 + Penalty 1457.912393 = -170758.606316 nChanged 16 SP:Iteration 11Q (3824.772098 sec): 3 clusters Score: Raw -172225.231832 + Penalty 1457.912393 = -170767.319439 nChanged 23 SP:Iteration 12Q (3824.814975 sec): 3 clusters Score: Raw -172238.640424 + Penalty 1457.912393 = -170780.728031 nChanged 15 SP:Iteration 13Q (3824.859202 sec): 3 clusters Score: Raw -172244.570939 + Penalty 1457.912393 = -170786.658546 nChanged 11 SP:Iteration 14Q (3824.902232 sec): 3 clusters Score: Raw -172250.597923 + Penalty 1457.912393 = -170792.685530 nChanged 16 SP:Iteration 15Q (3824.944491 sec): 3 clusters Score: Raw -172259.462908 + Penalty 1457.912393 = -170801.550515 nChanged 14 SP:Iteration 16Q (3824.986731 sec): 3 clusters Score: Raw -172265.452135 + Penalty 1457.912393 = -170807.539742 nChanged 9 SP:Iteration 17Q (3825.033446 sec): 3 clusters Score: Raw -172269.681779 + Penalty 1457.912393 = -170811.769386 nChanged 7 SP:Iteration 18Q (3825.083939 sec): 3 clusters Score: Raw -172274.039746 + Penalty 1457.912393 = -170816.127353 nChanged 13 SP:Iteration 19Q (3825.125067 sec): 3 clusters Score: Raw -172279.858863 + Penalty 1457.912393 = -170821.946470 nChanged 9 SP:Iteration 20F (3825.164429 sec): 3 clusters Score: Raw -172282.857285 + Penalty 1457.912393 = -170824.944892 nChanged 7 SP:Iteration 21Q (3825.215121 sec): 3 clusters Score: Raw -172286.297535 + Penalty 1457.912393 = -170828.385142 nChanged 7 SP:Iteration 22Q (3825.259847 sec): 3 clusters Score: Raw -172290.009307 + Penalty 1457.912393 = -170832.096914 nChanged 5 SP:Iteration 23Q (3825.297834 sec): 3 clusters Score: Raw -172292.613092 + Penalty 1457.912393 = -170834.700699 nChanged 3 SP:Iteration 24Q (3825.347995 sec): 3 clusters Score: Raw -172293.690266 + Penalty 1457.912393 = -170835.777873 nChanged 2 SP:Iteration 25Q (3825.398635 sec): 3 clusters Score: Raw -172294.748665 + Penalty 1457.912393 = -170836.836272 nChanged 1 SP:Iteration 26Q (3825.441722 sec): 3 clusters Score: Raw -172295.075714 + Penalty 1457.912393 = -170837.163321 nChanged 2 SP:Iteration 27Q (3825.492713 sec): 3 clusters Score: Raw -172295.454940 + Penalty 1457.912393 = -170837.542547 nChanged 2 SP:Iteration 28Q (3825.544028 sec): 3 clusters Score: Raw -172296.064854 + Penalty 1457.912393 = -170838.152461 nChanged 4 SP:Iteration 29Q (3825.597537 sec): 3 clusters Score: Raw -172297.013493 + Penalty 1457.912393 = -170839.101100 nChanged 3 SP:Iteration 30Q (3825.637044 sec): 3 clusters Score: Raw -172297.530003 + Penalty 1457.912393 = -170839.617610 nChanged 2 SP:Iteration 31Q (3825.687417 sec): 3 clusters Score: Raw -172297.784159 + Penalty 1457.912393 = -170839.871766 nChanged 1 SP:Iteration 32Q (3825.725754 sec): 3 clusters Score: Raw -172297.963452 + Penalty 1457.912393 = -170840.051059 nChanged 0 SP:Iteration 33F (3825.776732 sec): 3 clusters Score: Raw -172297.963452 + Penalty 1457.912393 = -170840.051059 nChanged 0 Trying to split cluster 2 (27794 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3825.833287 sec): 2 clusters Score: Raw -2040386.387701 + Penalty 972.094668 = -2039414.293033 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3825.901350 sec): 3 clusters Score: Raw -2022831.642676 + Penalty 1944.189335 = -2020887.453341 nChanged 13061 SP:Iteration 1F (3825.951873 sec): 3 clusters Score: Raw -2030838.046076 + Penalty 1944.189335 = -2028893.856741 nChanged 1777 SP:Iteration 2F (3826.033746 sec): 3 clusters Score: Raw -2031888.332832 + Penalty 1944.189335 = -2029944.143497 nChanged 1929 SP:Iteration 3F (3826.109921 sec): 3 clusters Score: Raw -2033150.616516 + Penalty 1944.189335 = -2031206.427181 nChanged 1905 SP:Iteration 4F (3826.186287 sec): 3 clusters Score: Raw -2034358.775244 + Penalty 1944.189335 = -2032414.585908 nChanged 1708 SP:Iteration 5F (3826.248083 sec): 3 clusters Score: Raw -2035388.063163 + Penalty 1944.189335 = -2033443.873828 nChanged 1528 SP:Iteration 6F (3826.320226 sec): 3 clusters Score: Raw -2036288.082917 + Penalty 1944.189335 = -2034343.893582 nChanged 1189 SP:Iteration 7Q (3826.390325 sec): 3 clusters Score: Raw -2036995.212463 + Penalty 1944.189335 = -2035051.023127 nChanged 912 SP:Iteration 8Q (3826.465826 sec): 3 clusters Score: Raw -2037483.803634 + Penalty 1944.189335 = -2035539.614298 nChanged 743 SP:Iteration 9Q (3826.538975 sec): 3 clusters Score: Raw -2037837.249888 + Penalty 1944.189335 = -2035893.060552 nChanged 623 SP:Iteration 10Q (3826.612966 sec): 3 clusters Score: Raw -2038095.696684 + Penalty 1944.189335 = -2036151.507348 nChanged 476 SP:Iteration 11Q (3826.693786 sec): 3 clusters Score: Raw -2038254.255113 + Penalty 1944.189335 = -2036310.065777 nChanged 387 SP:Iteration 12Q (3826.767029 sec): 3 clusters Score: Raw -2038375.510563 + Penalty 1944.189335 = -2036431.321227 nChanged 399 SP:Iteration 13Q (3826.841837 sec): 3 clusters Score: Raw -2038514.687665 + Penalty 1944.189335 = -2036570.498329 nChanged 382 SP:Iteration 14Q (3826.922761 sec): 3 clusters Score: Raw -2038643.558464 + Penalty 1944.189335 = -2036699.369129 nChanged 347 SP:Iteration 15Q (3827.006897 sec): 3 clusters Score: Raw -2038755.399777 + Penalty 1944.189335 = -2036811.210442 nChanged 330 SP:Iteration 16Q (3827.080099 sec): 3 clusters Score: Raw -2038859.455815 + Penalty 1944.189335 = -2036915.266480 nChanged 357 SP:Iteration 17Q (3827.151722 sec): 3 clusters Score: Raw -2038977.985446 + Penalty 1944.189335 = -2037033.796111 nChanged 356 SP:Iteration 18Q (3827.231872 sec): 3 clusters Score: Raw -2039092.174337 + Penalty 1944.189335 = -2037147.985001 nChanged 334 SP:Iteration 19Q (3827.301408 sec): 3 clusters Score: Raw -2039200.237910 + Penalty 1944.189335 = -2037256.048575 nChanged 307 SP:Iteration 20F (3827.378822 sec): 3 clusters Score: Raw -2039308.280133 + Penalty 1944.189335 = -2037364.090797 nChanged 304 SP:Iteration 21Q (3827.457680 sec): 3 clusters Score: Raw -2039424.389438 + Penalty 1944.189335 = -2037480.200102 nChanged 299 SP:Iteration 22Q (3827.534071 sec): 3 clusters Score: Raw -2039546.853923 + Penalty 1944.189335 = -2037602.664588 nChanged 293 SP:Iteration 23Q (3827.614506 sec): 3 clusters Score: Raw -2039666.034614 + Penalty 1944.189335 = -2037721.845279 nChanged 296 SP:Iteration 24Q (3827.683311 sec): 3 clusters Score: Raw -2039778.097896 + Penalty 1944.189335 = -2037833.908561 nChanged 264 SP:Iteration 25Q (3827.753740 sec): 3 clusters Score: Raw -2039863.100397 + Penalty 1944.189335 = -2037918.911062 nChanged 235 SP:Iteration 26Q (3827.834181 sec): 3 clusters Score: Raw -2039936.696620 + Penalty 1944.189335 = -2037992.507285 nChanged 217 SP:Iteration 27Q (3827.905058 sec): 3 clusters Score: Raw -2039999.809497 + Penalty 1944.189335 = -2038055.620162 nChanged 194 SP:Iteration 28Q (3827.973034 sec): 3 clusters Score: Raw -2040055.956234 + Penalty 1944.189335 = -2038111.766899 nChanged 175 SP:Iteration 29Q (3828.045357 sec): 3 clusters Score: Raw -2040114.357517 + Penalty 1944.189335 = -2038170.168182 nChanged 204 SP:Iteration 30Q (3828.122658 sec): 3 clusters Score: Raw -2040164.431941 + Penalty 1944.189335 = -2038220.242605 nChanged 162 SP:Iteration 31Q (3828.196523 sec): 3 clusters Score: Raw -2040206.943406 + Penalty 1944.189335 = -2038262.754071 nChanged 137 SP:Iteration 32Q (3828.261346 sec): 3 clusters Score: Raw -2040241.495295 + Penalty 1944.189335 = -2038297.305960 nChanged 145 SP:Iteration 33Q (3828.329311 sec): 3 clusters Score: Raw -2040273.023761 + Penalty 1944.189335 = -2038328.834426 nChanged 134 SP:Iteration 34Q (3828.402270 sec): 3 clusters Score: Raw -2040305.259292 + Penalty 1944.189335 = -2038361.069957 nChanged 152 SP:Iteration 35Q (3828.481518 sec): 3 clusters Score: Raw -2040338.835868 + Penalty 1944.189335 = -2038394.646533 nChanged 119 SP:Iteration 36Q (3828.552824 sec): 3 clusters Score: Raw -2040360.509173 + Penalty 1944.189335 = -2038416.319838 nChanged 111 SP:Iteration 37Q (3828.623025 sec): 3 clusters Score: Raw -2040379.048854 + Penalty 1944.189335 = -2038434.859519 nChanged 98 SP:Iteration 38Q (3828.696061 sec): 3 clusters Score: Raw -2040395.917202 + Penalty 1944.189335 = -2038451.727866 nChanged 88 SP:Iteration 39Q (3828.771332 sec): 3 clusters Score: Raw -2040409.816094 + Penalty 1944.189335 = -2038465.626759 nChanged 75 SP:Iteration 40F (3828.851096 sec): 3 clusters Score: Raw -2040422.209747 + Penalty 1944.189335 = -2038478.020411 nChanged 80 SP:Iteration 41Q (3828.923161 sec): 3 clusters Score: Raw -2040435.511369 + Penalty 1944.189335 = -2038491.322034 nChanged 60 SP:Iteration 42Q (3829.008528 sec): 3 clusters Score: Raw -2040444.364990 + Penalty 1944.189335 = -2038500.175655 nChanged 62 SP:Iteration 43Q (3829.080897 sec): 3 clusters Score: Raw -2040452.190408 + Penalty 1944.189335 = -2038508.001073 nChanged 47 SP:Iteration 44Q (3829.145257 sec): 3 clusters Score: Raw -2040459.887530 + Penalty 1944.189335 = -2038515.698194 nChanged 42 SP:Iteration 45Q (3829.211802 sec): 3 clusters Score: Raw -2040466.822827 + Penalty 1944.189335 = -2038522.633492 nChanged 42 SP:Iteration 46Q (3829.290768 sec): 3 clusters Score: Raw -2040473.164328 + Penalty 1944.189335 = -2038528.974993 nChanged 38 SP:Iteration 47Q (3829.366628 sec): 3 clusters Score: Raw -2040479.607224 + Penalty 1944.189335 = -2038535.417888 nChanged 46 SP:Iteration 48Q (3829.452285 sec): 3 clusters Score: Raw -2040488.409606 + Penalty 1944.189335 = -2038544.220271 nChanged 48 SP:Iteration 49Q (3829.520656 sec): 3 clusters Score: Raw -2040497.360893 + Penalty 1944.189335 = -2038553.171558 nChanged 50 SP:Iteration 50Q (3829.594199 sec): 3 clusters Score: Raw -2040506.989400 + Penalty 1944.189335 = -2038562.800064 nChanged 41 SP:Iteration 51Q (3829.661435 sec): 3 clusters Score: Raw -2040515.865937 + Penalty 1944.189335 = -2038571.676601 nChanged 50 SP:Iteration 52Q (3829.735939 sec): 3 clusters Score: Raw -2040528.495594 + Penalty 1944.189335 = -2038584.306258 nChanged 64 SP:Iteration 53Q (3829.807083 sec): 3 clusters Score: Raw -2040542.629759 + Penalty 1944.189335 = -2038598.440423 nChanged 68 SP:Iteration 54Q (3829.876474 sec): 3 clusters Score: Raw -2040555.711077 + Penalty 1944.189335 = -2038611.521741 nChanged 60 SP:Iteration 55Q (3829.950263 sec): 3 clusters Score: Raw -2040570.178710 + Penalty 1944.189335 = -2038625.989374 nChanged 61 SP:Iteration 56Q (3830.029821 sec): 3 clusters Score: Raw -2040584.187260 + Penalty 1944.189335 = -2038639.997925 nChanged 66 SP:Iteration 57Q (3830.101873 sec): 3 clusters Score: Raw -2040603.824407 + Penalty 1944.189335 = -2038659.635072 nChanged 65 SP:Iteration 58Q (3830.176968 sec): 3 clusters Score: Raw -2040622.011280 + Penalty 1944.189335 = -2038677.821945 nChanged 51 SP:Iteration 59Q (3830.240148 sec): 3 clusters Score: Raw -2040633.152239 + Penalty 1944.189335 = -2038688.962903 nChanged 50 SP:Iteration 60F (3830.315654 sec): 3 clusters Score: Raw -2040644.554186 + Penalty 1944.189335 = -2038700.364851 nChanged 58 SP:Iteration 61Q (3830.368588 sec): 3 clusters Score: Raw -2040656.344206 + Penalty 1944.189335 = -2038712.154871 nChanged 41 SP:Iteration 62Q (3830.438778 sec): 3 clusters Score: Raw -2040664.252323 + Penalty 1944.189335 = -2038720.062987 nChanged 37 SP:Iteration 63Q (3830.521369 sec): 3 clusters Score: Raw -2040670.833901 + Penalty 1944.189335 = -2038726.644565 nChanged 40 SP:Iteration 64Q (3830.587874 sec): 3 clusters Score: Raw -2040679.469819 + Penalty 1944.189335 = -2038735.280484 nChanged 44 SP:Iteration 65Q (3830.644902 sec): 3 clusters Score: Raw -2040689.189624 + Penalty 1944.189335 = -2038745.000288 nChanged 32 SP:Iteration 66Q (3830.721682 sec): 3 clusters Score: Raw -2040694.173064 + Penalty 1944.189335 = -2038749.983729 nChanged 21 SP:Iteration 67Q (3830.788324 sec): 3 clusters Score: Raw -2040697.702389 + Penalty 1944.189335 = -2038753.513053 nChanged 19 SP:Iteration 68Q (3830.847019 sec): 3 clusters Score: Raw -2040701.434184 + Penalty 1944.189335 = -2038757.244849 nChanged 24 SP:Iteration 69Q (3830.929543 sec): 3 clusters Score: Raw -2040705.659372 + Penalty 1944.189335 = -2038761.470036 nChanged 26 SP:Iteration 70Q (3831.002283 sec): 3 clusters Score: Raw -2040711.102473 + Penalty 1944.189335 = -2038766.913138 nChanged 30 SP:Iteration 71Q (3831.057724 sec): 3 clusters Score: Raw -2040718.445272 + Penalty 1944.189335 = -2038774.255937 nChanged 25 SP:Iteration 72Q (3831.124756 sec): 3 clusters Score: Raw -2040724.381202 + Penalty 1944.189335 = -2038780.191867 nChanged 29 SP:Iteration 73Q (3831.199497 sec): 3 clusters Score: Raw -2040730.177460 + Penalty 1944.189335 = -2038785.988124 nChanged 20 SP:Iteration 74Q (3831.276321 sec): 3 clusters Score: Raw -2040735.539802 + Penalty 1944.189335 = -2038791.350467 nChanged 26 SP:Iteration 75Q (3831.352627 sec): 3 clusters Score: Raw -2040742.832481 + Penalty 1944.189335 = -2038798.643145 nChanged 25 SP:Iteration 76Q (3831.418451 sec): 3 clusters Score: Raw -2040749.897079 + Penalty 1944.189335 = -2038805.707744 nChanged 18 SP:Iteration 77Q (3831.495288 sec): 3 clusters Score: Raw -2040754.273209 + Penalty 1944.189335 = -2038810.083874 nChanged 13 SP:Iteration 78Q (3831.563452 sec): 3 clusters Score: Raw -2040756.558246 + Penalty 1944.189335 = -2038812.368910 nChanged 15 SP:Iteration 79Q (3831.636043 sec): 3 clusters Score: Raw -2040760.155996 + Penalty 1944.189335 = -2038815.966661 nChanged 18 SP:Iteration 80F (3831.718910 sec): 3 clusters Score: Raw -2040763.137397 + Penalty 1944.189335 = -2038818.948062 nChanged 11 SP:Iteration 81Q (3831.785799 sec): 3 clusters Score: Raw -2040765.470051 + Penalty 1944.189335 = -2038821.280716 nChanged 10 SP:Iteration 82Q (3831.850916 sec): 3 clusters Score: Raw -2040767.447462 + Penalty 1944.189335 = -2038823.258126 nChanged 14 SP:Iteration 83Q (3831.925796 sec): 3 clusters Score: Raw -2040771.127646 + Penalty 1944.189335 = -2038826.938311 nChanged 20 SP:Iteration 84Q (3832.005873 sec): 3 clusters Score: Raw -2040776.160949 + Penalty 1944.189335 = -2038831.971614 nChanged 23 SP:Iteration 85Q (3832.070178 sec): 3 clusters Score: Raw -2040781.250331 + Penalty 1944.189335 = -2038837.060996 nChanged 24 SP:Iteration 86Q (3832.137446 sec): 3 clusters Score: Raw -2040787.171239 + Penalty 1944.189335 = -2038842.981904 nChanged 16 SP:Iteration 87Q (3832.220524 sec): 3 clusters Score: Raw -2040790.811785 + Penalty 1944.189335 = -2038846.622449 nChanged 25 SP:Iteration 88Q (3832.291717 sec): 3 clusters Score: Raw -2040798.119897 + Penalty 1944.189335 = -2038853.930562 nChanged 22 SP:Iteration 89Q (3832.352204 sec): 3 clusters Score: Raw -2040802.675241 + Penalty 1944.189335 = -2038858.485906 nChanged 16 SP:Iteration 90Q (3832.428830 sec): 3 clusters Score: Raw -2040805.666533 + Penalty 1944.189335 = -2038861.477198 nChanged 14 SP:Iteration 91Q (3832.502916 sec): 3 clusters Score: Raw -2040807.703087 + Penalty 1944.189335 = -2038863.513751 nChanged 11 SP:Iteration 92Q (3832.568124 sec): 3 clusters Score: Raw -2040809.713550 + Penalty 1944.189335 = -2038865.524215 nChanged 6 SP:Iteration 93Q (3832.640078 sec): 3 clusters Score: Raw -2040810.428223 + Penalty 1944.189335 = -2038866.238888 nChanged 3 SP:Iteration 94Q (3832.713440 sec): 3 clusters Score: Raw -2040810.957232 + Penalty 1944.189335 = -2038866.767896 nChanged 3 SP:Iteration 95Q (3832.776723 sec): 3 clusters Score: Raw -2040811.399149 + Penalty 1944.189335 = -2038867.209813 nChanged 3 SP:Iteration 96Q (3832.858496 sec): 3 clusters Score: Raw -2040812.459568 + Penalty 1944.189335 = -2038868.270233 nChanged 7 SP:Iteration 97Q (3832.924399 sec): 3 clusters Score: Raw -2040813.522401 + Penalty 1944.189335 = -2038869.333066 nChanged 4 SP:Iteration 98Q (3832.986659 sec): 3 clusters Score: Raw -2040814.146295 + Penalty 1944.189335 = -2038869.956960 nChanged 6 SP:Iteration 99Q (3833.063006 sec): 3 clusters Score: Raw -2040814.904158 + Penalty 1944.189335 = -2038870.714823 nChanged 6 SP:Iteration 100F (3833.146151 sec): 3 clusters Score: Raw -2040815.611112 + Penalty 1944.189335 = -2038871.421777 nChanged 4 SP:Iteration 101Q (3833.226477 sec): 3 clusters Score: Raw -2040816.296373 + Penalty 1944.189335 = -2038872.107038 nChanged 7 SP:Iteration 102Q (3833.291722 sec): 3 clusters Score: Raw -2040817.538732 + Penalty 1944.189335 = -2038873.349397 nChanged 4 SP:Iteration 103Q (3833.361524 sec): 3 clusters Score: Raw -2040818.381470 + Penalty 1944.189335 = -2038874.192134 nChanged 6 SP:Iteration 104Q (3833.431923 sec): 3 clusters Score: Raw -2040819.398442 + Penalty 1944.189335 = -2038875.209107 nChanged 3 SP:Iteration 105Q (3833.502586 sec): 3 clusters Score: Raw -2040819.943874 + Penalty 1944.189335 = -2038875.754539 nChanged 3 SP:Iteration 106Q (3833.569103 sec): 3 clusters Score: Raw -2040820.374460 + Penalty 1944.189335 = -2038876.185125 nChanged 1 SP:Iteration 107Q (3833.644719 sec): 3 clusters Score: Raw -2040820.471988 + Penalty 1944.189335 = -2038876.282652 nChanged 1 SP:Iteration 108Q (3833.718631 sec): 3 clusters Score: Raw -2040820.524408 + Penalty 1944.189335 = -2038876.335073 nChanged 1 SP:Iteration 109Q (3833.786645 sec): 3 clusters Score: Raw -2040820.705329 + Penalty 1944.189335 = -2038876.515994 nChanged 1 SP:Iteration 110Q (3833.850955 sec): 3 clusters Score: Raw -2040820.769974 + Penalty 1944.189335 = -2038876.580639 nChanged 0 SP:Iteration 111F (3833.935899 sec): 3 clusters Score: Raw -2040820.769974 + Penalty 1944.189335 = -2038876.580639 nChanged 0 Trying to split cluster 3 (5316 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3833.966415 sec): 2 clusters Score: Raw -397286.785191 + Penalty 814.955260 = -396471.829931 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3834.012557 sec): 3 clusters Score: Raw -394311.317470 + Penalty 1629.910520 = -392681.406950 nChanged 2288 SP:Iteration 1F (3834.057337 sec): 3 clusters Score: Raw -395619.129682 + Penalty 1629.910520 = -393989.219163 nChanged 347 SP:Iteration 2F (3834.109742 sec): 3 clusters Score: Raw -395805.337727 + Penalty 1629.910520 = -394175.427207 nChanged 290 SP:Iteration 3F (3834.156198 sec): 3 clusters Score: Raw -395948.160141 + Penalty 1629.910520 = -394318.249621 nChanged 246 SP:Iteration 4Q (3834.202679 sec): 3 clusters Score: Raw -396071.673545 + Penalty 1629.910520 = -394441.763025 nChanged 243 SP:Iteration 5Q (3834.252198 sec): 3 clusters Score: Raw -396208.015500 + Penalty 1629.910520 = -394578.104980 nChanged 240 SP:Iteration 6Q (3834.288530 sec): 3 clusters Score: Raw -396354.258047 + Penalty 1629.910520 = -394724.347528 nChanged 239 SP:Iteration 7Q (3834.334979 sec): 3 clusters Score: Raw -396493.162125 + Penalty 1629.910520 = -394863.251605 nChanged 235 SP:Iteration 8Q (3834.374670 sec): 3 clusters Score: Raw -396644.102837 + Penalty 1629.910520 = -395014.192317 nChanged 238 SP:Iteration 9Q (3834.424211 sec): 3 clusters Score: Raw -396812.286887 + Penalty 1629.910520 = -395182.376367 nChanged 247 SP:Iteration 10Q (3834.456882 sec): 3 clusters Score: Raw -396992.925498 + Penalty 1629.910520 = -395363.014978 nChanged 196 SP:Iteration 11Q (3834.502181 sec): 3 clusters Score: Raw -397132.769504 + Penalty 1629.910520 = -395502.858984 nChanged 164 SP:Iteration 12Q (3834.540810 sec): 3 clusters Score: Raw -397243.573309 + Penalty 1629.910520 = -395613.662790 nChanged 110 SP:Iteration 13Q (3834.568736 sec): 3 clusters Score: Raw -397300.559766 + Penalty 1629.910520 = -395670.649246 nChanged 61 SP:Iteration 14Q (3834.625428 sec): 3 clusters Score: Raw -397329.251332 + Penalty 1629.910520 = -395699.340813 nChanged 54 SP:Iteration 15Q (3834.660943 sec): 3 clusters Score: Raw -397350.780948 + Penalty 1629.910520 = -395720.870428 nChanged 49 SP:Iteration 16Q (3834.706835 sec): 3 clusters Score: Raw -397366.756319 + Penalty 1629.910520 = -395736.845799 nChanged 36 SP:Iteration 17Q (3834.743144 sec): 3 clusters Score: Raw -397376.555663 + Penalty 1629.910520 = -395746.645144 nChanged 28 SP:Iteration 18Q (3834.782476 sec): 3 clusters Score: Raw -397385.980856 + Penalty 1629.910520 = -395756.070336 nChanged 28 SP:Iteration 19Q (3834.844601 sec): 3 clusters Score: Raw -397392.696757 + Penalty 1629.910520 = -395762.786237 nChanged 29 SP:Iteration 20F (3834.881782 sec): 3 clusters Score: Raw -397398.205795 + Penalty 1629.910520 = -395768.295275 nChanged 19 SP:Iteration 21Q (3834.930730 sec): 3 clusters Score: Raw -397402.101185 + Penalty 1629.910520 = -395772.190665 nChanged 17 SP:Iteration 22Q (3834.980663 sec): 3 clusters Score: Raw -397405.303427 + Penalty 1629.910520 = -395775.392908 nChanged 18 SP:Iteration 23Q (3835.014597 sec): 3 clusters Score: Raw -397410.215653 + Penalty 1629.910520 = -395780.305133 nChanged 21 SP:Iteration 24Q (3835.056866 sec): 3 clusters Score: Raw -397415.726041 + Penalty 1629.910520 = -395785.815522 nChanged 24 SP:Iteration 25Q (3835.092837 sec): 3 clusters Score: Raw -397423.206511 + Penalty 1629.910520 = -395793.295992 nChanged 22 SP:Iteration 26Q (3835.140278 sec): 3 clusters Score: Raw -397429.511584 + Penalty 1629.910520 = -395799.601064 nChanged 17 SP:Iteration 27Q (3835.187149 sec): 3 clusters Score: Raw -397433.624651 + Penalty 1629.910520 = -395803.714131 nChanged 9 SP:Iteration 28Q (3835.230912 sec): 3 clusters Score: Raw -397436.040480 + Penalty 1629.910520 = -395806.129960 nChanged 4 SP:Iteration 29Q (3835.286182 sec): 3 clusters Score: Raw -397436.562891 + Penalty 1629.910520 = -395806.652371 nChanged 5 SP:Iteration 30Q (3835.339660 sec): 3 clusters Score: Raw -397437.537246 + Penalty 1629.910520 = -395807.626726 nChanged 6 SP:Iteration 31Q (3835.398838 sec): 3 clusters Score: Raw -397438.924350 + Penalty 1629.910520 = -395809.013831 nChanged 8 SP:Iteration 32Q (3835.457273 sec): 3 clusters Score: Raw -397440.161783 + Penalty 1629.910520 = -395810.251263 nChanged 6 SP:Iteration 33Q (3835.488085 sec): 3 clusters Score: Raw -397441.339459 + Penalty 1629.910520 = -395811.428939 nChanged 4 SP:Iteration 34Q (3835.529208 sec): 3 clusters Score: Raw -397442.191979 + Penalty 1629.910520 = -395812.281459 nChanged 2 SP:Iteration 35Q (3835.583352 sec): 3 clusters Score: Raw -397442.365920 + Penalty 1629.910520 = -395812.455400 nChanged 1 SP:Iteration 36Q (3835.626204 sec): 3 clusters Score: Raw -397442.454352 + Penalty 1629.910520 = -395812.543832 nChanged 1 SP:Iteration 37Q (3835.670184 sec): 3 clusters Score: Raw -397442.557730 + Penalty 1629.910520 = -395812.647210 nChanged 0 SP:Iteration 38F (3835.722315 sec): 3 clusters Score: Raw -397442.557730 + Penalty 1629.910520 = -395812.647210 nChanged 0 Trying to split cluster 4 (3468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3835.753129 sec): 2 clusters Score: Raw -253885.313898 + Penalty 774.376667 = -253110.937231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3835.794283 sec): 3 clusters Score: Raw -252086.432573 + Penalty 1548.753334 = -250537.679239 nChanged 1433 SP:Iteration 1F (3835.847210 sec): 3 clusters Score: Raw -252951.668660 + Penalty 1548.753334 = -251402.915326 nChanged 293 SP:Iteration 2F (3835.892132 sec): 3 clusters Score: Raw -253156.425102 + Penalty 1548.753334 = -251607.671768 nChanged 233 SP:Iteration 3F (3835.929599 sec): 3 clusters Score: Raw -253304.212386 + Penalty 1548.753334 = -251755.459051 nChanged 170 SP:Iteration 4Q (3835.975581 sec): 3 clusters Score: Raw -253413.612645 + Penalty 1548.753334 = -251864.859311 nChanged 161 SP:Iteration 5Q (3836.019812 sec): 3 clusters Score: Raw -253515.379059 + Penalty 1548.753334 = -251966.625725 nChanged 146 SP:Iteration 6Q (3836.065445 sec): 3 clusters Score: Raw -253591.487908 + Penalty 1548.753334 = -252042.734573 nChanged 96 SP:Iteration 7Q (3836.107605 sec): 3 clusters Score: Raw -253641.580642 + Penalty 1548.753334 = -252092.827308 nChanged 89 SP:Iteration 8Q (3836.128455 sec): 3 clusters Score: Raw -253681.463243 + Penalty 1548.753334 = -252132.709909 nChanged 73 SP:Iteration 9Q (3836.140865 sec): 3 clusters Score: Raw -253704.922160 + Penalty 1548.753334 = -252156.168826 nChanged 55 SP:Iteration 10Q (3836.153268 sec): 3 clusters Score: Raw -253722.787248 + Penalty 1548.753334 = -252174.033914 nChanged 46 SP:Iteration 11Q (3836.165726 sec): 3 clusters Score: Raw -253735.297874 + Penalty 1548.753334 = -252186.544540 nChanged 32 SP:Iteration 12Q (3836.178192 sec): 3 clusters Score: Raw -253747.332172 + Penalty 1548.753334 = -252198.578837 nChanged 40 SP:Iteration 13Q (3836.216252 sec): 3 clusters Score: Raw -253763.595354 + Penalty 1548.753334 = -252214.842020 nChanged 43 SP:Iteration 14Q (3836.262589 sec): 3 clusters Score: Raw -253780.929685 + Penalty 1548.753334 = -252232.176351 nChanged 47 SP:Iteration 15Q (3836.305515 sec): 3 clusters Score: Raw -253799.239107 + Penalty 1548.753334 = -252250.485773 nChanged 51 SP:Iteration 16Q (3836.349931 sec): 3 clusters Score: Raw -253826.654777 + Penalty 1548.753334 = -252277.901443 nChanged 60 SP:Iteration 17Q (3836.390731 sec): 3 clusters Score: Raw -253855.749314 + Penalty 1548.753334 = -252306.995980 nChanged 73 SP:Iteration 18Q (3836.440714 sec): 3 clusters Score: Raw -253894.648416 + Penalty 1548.753334 = -252345.895082 nChanged 69 SP:Iteration 19Q (3836.478645 sec): 3 clusters Score: Raw -253927.581141 + Penalty 1548.753334 = -252378.827807 nChanged 59 SP:Iteration 20F (3836.528043 sec): 3 clusters Score: Raw -253957.774903 + Penalty 1548.753334 = -252409.021569 nChanged 50 SP:Iteration 21Q (3836.571118 sec): 3 clusters Score: Raw -253981.749953 + Penalty 1548.753334 = -252432.996619 nChanged 53 SP:Iteration 22Q (3836.623623 sec): 3 clusters Score: Raw -254010.723115 + Penalty 1548.753334 = -252461.969781 nChanged 45 SP:Iteration 23Q (3836.663800 sec): 3 clusters Score: Raw -254033.246600 + Penalty 1548.753334 = -252484.493265 nChanged 31 SP:Iteration 24Q (3836.708484 sec): 3 clusters Score: Raw -254050.301765 + Penalty 1548.753334 = -252501.548431 nChanged 33 SP:Iteration 25Q (3836.756159 sec): 3 clusters Score: Raw -254072.912407 + Penalty 1548.753334 = -252524.159073 nChanged 30 SP:Iteration 26Q (3836.795879 sec): 3 clusters Score: Raw -254086.574841 + Penalty 1548.753334 = -252537.821507 nChanged 22 SP:Iteration 27Q (3836.829618 sec): 3 clusters Score: Raw -254096.225152 + Penalty 1548.753334 = -252547.471817 nChanged 22 SP:Iteration 28Q (3836.858563 sec): 3 clusters Score: Raw -254104.893749 + Penalty 1548.753334 = -252556.140415 nChanged 20 SP:Iteration 29Q (3836.871063 sec): 3 clusters Score: Raw -254111.137058 + Penalty 1548.753334 = -252562.383724 nChanged 13 SP:Iteration 30Q (3836.883142 sec): 3 clusters Score: Raw -254113.870290 + Penalty 1548.753334 = -252565.116956 nChanged 11 SP:Iteration 31Q (3836.895236 sec): 3 clusters Score: Raw -254116.302477 + Penalty 1548.753334 = -252567.549143 nChanged 12 SP:Iteration 32Q (3836.907300 sec): 3 clusters Score: Raw -254121.336342 + Penalty 1548.753334 = -252572.583008 nChanged 13 SP:Iteration 33Q (3836.919407 sec): 3 clusters Score: Raw -254125.904807 + Penalty 1548.753334 = -252577.151473 nChanged 10 SP:Iteration 34Q (3836.931464 sec): 3 clusters Score: Raw -254128.834734 + Penalty 1548.753334 = -252580.081400 nChanged 15 SP:Iteration 35Q (3836.943531 sec): 3 clusters Score: Raw -254131.929477 + Penalty 1548.753334 = -252583.176143 nChanged 6 SP:Iteration 36Q (3836.992144 sec): 3 clusters Score: Raw -254133.386151 + Penalty 1548.753334 = -252584.632817 nChanged 6 SP:Iteration 37Q (3837.041229 sec): 3 clusters Score: Raw -254134.912120 + Penalty 1548.753334 = -252586.158786 nChanged 8 SP:Iteration 38Q (3837.089666 sec): 3 clusters Score: Raw -254137.019107 + Penalty 1548.753334 = -252588.265773 nChanged 7 SP:Iteration 39Q (3837.127252 sec): 3 clusters Score: Raw -254139.010001 + Penalty 1548.753334 = -252590.256667 nChanged 5 SP:Iteration 40F (3837.173953 sec): 3 clusters Score: Raw -254140.735202 + Penalty 1548.753334 = -252591.981868 nChanged 7 SP:Iteration 41Q (3837.220702 sec): 3 clusters Score: Raw -254142.258550 + Penalty 1548.753334 = -252593.505216 nChanged 6 SP:Iteration 42Q (3837.253196 sec): 3 clusters Score: Raw -254143.549513 + Penalty 1548.753334 = -252594.796178 nChanged 6 SP:Iteration 43Q (3837.306191 sec): 3 clusters Score: Raw -254145.074609 + Penalty 1548.753334 = -252596.321275 nChanged 4 SP:Iteration 44Q (3837.352949 sec): 3 clusters Score: Raw -254146.274382 + Penalty 1548.753334 = -252597.521048 nChanged 8 SP:Iteration 45Q (3837.385368 sec): 3 clusters Score: Raw -254150.606745 + Penalty 1548.753334 = -252601.853410 nChanged 14 SP:Iteration 46Q (3837.428546 sec): 3 clusters Score: Raw -254156.353424 + Penalty 1548.753334 = -252607.600090 nChanged 8 SP:Iteration 47Q (3837.478413 sec): 3 clusters Score: Raw -254158.539766 + Penalty 1548.753334 = -252609.786432 nChanged 7 SP:Iteration 48Q (3837.520054 sec): 3 clusters Score: Raw -254161.738379 + Penalty 1548.753334 = -252612.985044 nChanged 9 SP:Iteration 49Q (3837.557616 sec): 3 clusters Score: Raw -254164.809662 + Penalty 1548.753334 = -252616.056328 nChanged 7 SP:Iteration 50Q (3837.609922 sec): 3 clusters Score: Raw -254169.062051 + Penalty 1548.753334 = -252620.308717 nChanged 7 SP:Iteration 51Q (3837.649664 sec): 3 clusters Score: Raw -254171.633477 + Penalty 1548.753334 = -252622.880142 nChanged 7 SP:Iteration 52Q (3837.665908 sec): 3 clusters Score: Raw -254173.250762 + Penalty 1548.753334 = -252624.497428 nChanged 7 SP:Iteration 53Q (3837.678080 sec): 3 clusters Score: Raw -254175.254370 + Penalty 1548.753334 = -252626.501036 nChanged 3 SP:Iteration 54Q (3837.690239 sec): 3 clusters Score: Raw -254176.207287 + Penalty 1548.753334 = -252627.453953 nChanged 4 SP:Iteration 55Q (3837.741905 sec): 3 clusters Score: Raw -254178.148029 + Penalty 1548.753334 = -252629.394695 nChanged 7 SP:Iteration 56Q (3837.773070 sec): 3 clusters Score: Raw -254179.059667 + Penalty 1548.753334 = -252630.306332 nChanged 3 SP:Iteration 57Q (3837.824100 sec): 3 clusters Score: Raw -254179.852015 + Penalty 1548.753334 = -252631.098681 nChanged 3 SP:Iteration 58Q (3837.868115 sec): 3 clusters Score: Raw -254181.188301 + Penalty 1548.753334 = -252632.434967 nChanged 2 SP:Iteration 59Q (3837.912082 sec): 3 clusters Score: Raw -254181.591596 + Penalty 1548.753334 = -252632.838262 nChanged 3 SP:Iteration 60F (3837.943898 sec): 3 clusters Score: Raw -254181.907898 + Penalty 1548.753334 = -252633.154564 nChanged 0 Trying to split cluster 5 (22272 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3837.990362 sec): 2 clusters Score: Raw -1621149.098926 + Penalty 951.053128 = -1620198.045797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3838.061014 sec): 3 clusters Score: Raw -1607168.488754 + Penalty 1902.106257 = -1605266.382497 nChanged 10343 SP:Iteration 1F (3838.110136 sec): 3 clusters Score: Raw -1613265.984942 + Penalty 1902.106257 = -1611363.878685 nChanged 1177 SP:Iteration 2F (3838.165045 sec): 3 clusters Score: Raw -1613735.197811 + Penalty 1902.106257 = -1611833.091554 nChanged 1198 SP:Iteration 3F (3838.233883 sec): 3 clusters Score: Raw -1614286.306496 + Penalty 1902.106257 = -1612384.200239 nChanged 1241 SP:Iteration 4F (3838.306013 sec): 3 clusters Score: Raw -1614993.287389 + Penalty 1902.106257 = -1613091.181132 nChanged 1316 SP:Iteration 5F (3838.368954 sec): 3 clusters Score: Raw -1615949.010530 + Penalty 1902.106257 = -1614046.904273 nChanged 1327 SP:Iteration 6F (3838.438030 sec): 3 clusters Score: Raw -1617058.031859 + Penalty 1902.106257 = -1615155.925602 nChanged 1242 SP:Iteration 7F (3838.505986 sec): 3 clusters Score: Raw -1618117.649692 + Penalty 1902.106257 = -1616215.543435 nChanged 994 SP:Iteration 8Q (3838.572270 sec): 3 clusters Score: Raw -1618890.004847 + Penalty 1902.106257 = -1616987.898590 nChanged 763 SP:Iteration 9Q (3838.640968 sec): 3 clusters Score: Raw -1619366.600388 + Penalty 1902.106257 = -1617464.494131 nChanged 575 SP:Iteration 10Q (3838.719379 sec): 3 clusters Score: Raw -1619715.055129 + Penalty 1902.106257 = -1617812.948872 nChanged 499 SP:Iteration 11Q (3838.784619 sec): 3 clusters Score: Raw -1619986.433255 + Penalty 1902.106257 = -1618084.326998 nChanged 391 SP:Iteration 12Q (3838.845745 sec): 3 clusters Score: Raw -1620201.513427 + Penalty 1902.106257 = -1618299.407170 nChanged 354 SP:Iteration 13Q (3838.926263 sec): 3 clusters Score: Raw -1620394.102640 + Penalty 1902.106257 = -1618491.996383 nChanged 304 SP:Iteration 14Q (3839.001071 sec): 3 clusters Score: Raw -1620561.041489 + Penalty 1902.106257 = -1618658.935232 nChanged 285 SP:Iteration 15Q (3839.064952 sec): 3 clusters Score: Raw -1620718.216623 + Penalty 1902.106257 = -1618816.110366 nChanged 225 SP:Iteration 16Q (3839.134474 sec): 3 clusters Score: Raw -1620847.019849 + Penalty 1902.106257 = -1618944.913592 nChanged 194 SP:Iteration 17Q (3839.199990 sec): 3 clusters Score: Raw -1620969.871099 + Penalty 1902.106257 = -1619067.764842 nChanged 163 SP:Iteration 18Q (3839.269401 sec): 3 clusters Score: Raw -1621076.127425 + Penalty 1902.106257 = -1619174.021168 nChanged 120 SP:Iteration 19Q (3839.338438 sec): 3 clusters Score: Raw -1621142.905667 + Penalty 1902.106257 = -1619240.799410 nChanged 88 SP:Iteration 20F (3839.409454 sec): 3 clusters Score: Raw -1621184.627761 + Penalty 1902.106257 = -1619282.521504 nChanged 73 SP:Iteration 21Q (3839.470981 sec): 3 clusters Score: Raw -1621216.294800 + Penalty 1902.106257 = -1619314.188543 nChanged 66 SP:Iteration 22Q (3839.541338 sec): 3 clusters Score: Raw -1621248.729712 + Penalty 1902.106257 = -1619346.623455 nChanged 64 SP:Iteration 23Q (3839.610803 sec): 3 clusters Score: Raw -1621288.772709 + Penalty 1902.106257 = -1619386.666452 nChanged 54 SP:Iteration 24Q (3839.678034 sec): 3 clusters Score: Raw -1621308.919999 + Penalty 1902.106257 = -1619406.813742 nChanged 28 SP:Iteration 25Q (3839.742082 sec): 3 clusters Score: Raw -1621319.110537 + Penalty 1902.106257 = -1619417.004280 nChanged 20 SP:Iteration 26Q (3839.800757 sec): 3 clusters Score: Raw -1621329.907349 + Penalty 1902.106257 = -1619427.801092 nChanged 24 SP:Iteration 27Q (3839.859381 sec): 3 clusters Score: Raw -1621345.236178 + Penalty 1902.106257 = -1619443.129921 nChanged 28 SP:Iteration 28Q (3839.922544 sec): 3 clusters Score: Raw -1621355.545299 + Penalty 1902.106257 = -1619453.439042 nChanged 22 SP:Iteration 29Q (3839.982351 sec): 3 clusters Score: Raw -1621361.812791 + Penalty 1902.106257 = -1619459.706534 nChanged 10 SP:Iteration 30Q (3840.044766 sec): 3 clusters Score: Raw -1621364.247900 + Penalty 1902.106257 = -1619462.141643 nChanged 4 SP:Iteration 31Q (3840.106814 sec): 3 clusters Score: Raw -1621365.314194 + Penalty 1902.106257 = -1619463.207937 nChanged 5 SP:Iteration 32Q (3840.173320 sec): 3 clusters Score: Raw -1621366.890852 + Penalty 1902.106257 = -1619464.784595 nChanged 3 SP:Iteration 33Q (3840.231387 sec): 3 clusters Score: Raw -1621367.810042 + Penalty 1902.106257 = -1619465.703785 nChanged 1 SP:Iteration 34Q (3840.285160 sec): 3 clusters Score: Raw -1621367.933434 + Penalty 1902.106257 = -1619465.827177 nChanged 0 SP:Iteration 35F (3840.360251 sec): 3 clusters Score: Raw -1621367.933434 + Penalty 1902.106257 = -1619465.827177 nChanged 0 Trying to split cluster 6 (256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3840.381521 sec): 2 clusters Score: Raw -14462.522197 + Penalty 526.791857 = -13935.730340 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3840.422475 sec): 3 clusters Score: Raw -14467.677834 + Penalty 1053.583714 = -13414.094120 nChanged 71 SP:Iteration 1F (3840.469342 sec): 3 clusters Score: Raw -14623.485362 + Penalty 1053.583714 = -13569.901648 nChanged 21 SP:Iteration 2F (3840.513871 sec): 3 clusters Score: Raw -14668.815403 + Penalty 1053.583714 = -13615.231689 nChanged 8 SP:Iteration 3Q (3840.556194 sec): 3 clusters Score: Raw -14681.846256 + Penalty 1053.583714 = -13628.262542 nChanged 9 SP:Iteration 4Q (3840.605410 sec): 3 clusters Score: Raw -14694.215985 + Penalty 1053.583714 = -13640.632270 nChanged 7 SP:Iteration 5Q (3840.648543 sec): 3 clusters Score: Raw -14703.737261 + Penalty 1053.583714 = -13650.153547 nChanged 3 SP:Iteration 6Q (3840.697563 sec): 3 clusters Score: Raw -14707.652376 + Penalty 1053.583714 = -13654.068662 nChanged 4 SP:Iteration 7Q (3840.742909 sec): 3 clusters Score: Raw -14711.419742 + Penalty 1053.583714 = -13657.836028 nChanged 3 SP:Iteration 8Q (3840.779100 sec): 3 clusters Score: Raw -14714.789998 + Penalty 1053.583714 = -13661.206283 nChanged 2 SP:Iteration 9Q (3840.829837 sec): 3 clusters Score: Raw -14719.294768 + Penalty 1053.583714 = -13665.711054 nChanged 0 SP:Iteration 10F (3840.862633 sec): 3 clusters Score: Raw -14719.294768 + Penalty 1053.583714 = -13665.711054 nChanged 0 Trying to split cluster 7 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3840.893838 sec): 2 clusters Score: Raw -29199.224504 + Penalty 592.269019 = -28606.955485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3840.925144 sec): 3 clusters Score: Raw -29108.209203 + Penalty 1184.538038 = -27923.671165 nChanged 149 SP:Iteration 1F (3840.972179 sec): 3 clusters Score: Raw -29304.214801 + Penalty 1184.538038 = -28119.676764 nChanged 44 SP:Iteration 2F (3841.031443 sec): 3 clusters Score: Raw -29391.138672 + Penalty 1184.538038 = -28206.600634 nChanged 48 SP:Iteration 3F (3841.073228 sec): 3 clusters Score: Raw -29546.597204 + Penalty 1184.538038 = -28362.059167 nChanged 41 SP:Iteration 4F (3841.110690 sec): 3 clusters Score: Raw -29661.592820 + Penalty 1184.538038 = -28477.054782 nChanged 25 SP:Iteration 5Q (3841.159927 sec): 3 clusters Score: Raw -29719.829627 + Penalty 1184.538038 = -28535.291589 nChanged 11 SP:Iteration 6Q (3841.206152 sec): 3 clusters Score: Raw -29742.796359 + Penalty 1184.538038 = -28558.258321 nChanged 7 SP:Iteration 7Q (3841.245994 sec): 3 clusters Score: Raw -29747.087484 + Penalty 1184.538038 = -28562.549446 nChanged 1 SP:Iteration 8Q (3841.293287 sec): 3 clusters Score: Raw -29748.372018 + Penalty 1184.538038 = -28563.833981 nChanged 0 SP:Iteration 9F (3841.346534 sec): 3 clusters Score: Raw -29748.372018 + Penalty 1184.538038 = -28563.833981 nChanged 0 Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3841.377528 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3841.417534 sec): 3 clusters Score: Raw -141582.367583 + Penalty 1423.730277 = -140158.637306 nChanged 691 SP:Iteration 1F (3841.472387 sec): 3 clusters Score: Raw -142027.726123 + Penalty 1423.730277 = -140603.995846 nChanged 160 SP:Iteration 2F (3841.518215 sec): 3 clusters Score: Raw -142158.014965 + Penalty 1423.730277 = -140734.284688 nChanged 114 SP:Iteration 3F (3841.552410 sec): 3 clusters Score: Raw -142246.925525 + Penalty 1423.730277 = -140823.195248 nChanged 90 SP:Iteration 4F (3841.602166 sec): 3 clusters Score: Raw -142317.268728 + Penalty 1423.730277 = -140893.538451 nChanged 68 SP:Iteration 5Q (3841.651344 sec): 3 clusters Score: Raw -142363.836043 + Penalty 1423.730277 = -140940.105765 nChanged 45 SP:Iteration 6Q (3841.697753 sec): 3 clusters Score: Raw -142392.707667 + Penalty 1423.730277 = -140968.977389 nChanged 55 SP:Iteration 7Q (3841.747123 sec): 3 clusters Score: Raw -142427.436251 + Penalty 1423.730277 = -141003.705974 nChanged 41 SP:Iteration 8Q (3841.796406 sec): 3 clusters Score: Raw -142455.400858 + Penalty 1423.730277 = -141031.670580 nChanged 40 SP:Iteration 9Q (3841.807607 sec): 3 clusters Score: Raw -142475.226465 + Penalty 1423.730277 = -141051.496188 nChanged 28 SP:Iteration 10Q (3841.814343 sec): 3 clusters Score: Raw -142490.298978 + Penalty 1423.730277 = -141066.568701 nChanged 29 SP:Iteration 11Q (3841.821042 sec): 3 clusters Score: Raw -142506.193424 + Penalty 1423.730277 = -141082.463146 nChanged 25 SP:Iteration 12Q (3841.827742 sec): 3 clusters Score: Raw -142519.838250 + Penalty 1423.730277 = -141096.107972 nChanged 27 SP:Iteration 13Q (3841.834480 sec): 3 clusters Score: Raw -142533.539644 + Penalty 1423.730277 = -141109.809367 nChanged 23 SP:Iteration 14Q (3841.841181 sec): 3 clusters Score: Raw -142543.123267 + Penalty 1423.730277 = -141119.392990 nChanged 21 SP:Iteration 15Q (3841.847803 sec): 3 clusters Score: Raw -142553.870246 + Penalty 1423.730277 = -141130.139969 nChanged 23 SP:Iteration 16Q (3841.854471 sec): 3 clusters Score: Raw -142565.831764 + Penalty 1423.730277 = -141142.101487 nChanged 15 SP:Iteration 17Q (3841.861079 sec): 3 clusters Score: Raw -142572.703301 + Penalty 1423.730277 = -141148.973024 nChanged 9 SP:Iteration 18Q (3841.867766 sec): 3 clusters Score: Raw -142577.488923 + Penalty 1423.730277 = -141153.758646 nChanged 9 SP:Iteration 19Q (3841.874373 sec): 3 clusters Score: Raw -142580.975160 + Penalty 1423.730277 = -141157.244883 nChanged 8 SP:Iteration 20F (3841.881132 sec): 3 clusters Score: Raw -142584.491782 + Penalty 1423.730277 = -141160.761505 nChanged 6 SP:Iteration 21Q (3841.887804 sec): 3 clusters Score: Raw -142587.222528 + Penalty 1423.730277 = -141163.492251 nChanged 5 SP:Iteration 22Q (3841.894463 sec): 3 clusters Score: Raw -142588.700570 + Penalty 1423.730277 = -141164.970292 nChanged 2 SP:Iteration 23Q (3841.901168 sec): 3 clusters Score: Raw -142589.071441 + Penalty 1423.730277 = -141165.341164 nChanged 2 SP:Iteration 24Q (3841.907764 sec): 3 clusters Score: Raw -142589.744218 + Penalty 1423.730277 = -141166.013941 nChanged 1 SP:Iteration 25Q (3841.914410 sec): 3 clusters Score: Raw -142589.928657 + Penalty 1423.730277 = -141166.198379 nChanged 2 SP:Iteration 26Q (3841.921005 sec): 3 clusters Score: Raw -142590.277788 + Penalty 1423.730277 = -141166.547511 nChanged 2 SP:Iteration 27Q (3841.941811 sec): 3 clusters Score: Raw -142590.468858 + Penalty 1423.730277 = -141166.738580 nChanged 1 SP:Iteration 28Q (3841.948924 sec): 3 clusters Score: Raw -142590.898706 + Penalty 1423.730277 = -141167.168429 nChanged 3 SP:Iteration 29Q (3841.955609 sec): 3 clusters Score: Raw -142593.875443 + Penalty 1423.730277 = -141170.145165 nChanged 6 SP:Iteration 30Q (3841.962274 sec): 3 clusters Score: Raw -142599.043991 + Penalty 1423.730277 = -141175.313713 nChanged 10 SP:Iteration 31Q (3841.968871 sec): 3 clusters Score: Raw -142603.773092 + Penalty 1423.730277 = -141180.042815 nChanged 9 SP:Iteration 32Q (3841.975555 sec): 3 clusters Score: Raw -142608.070011 + Penalty 1423.730277 = -141184.339734 nChanged 11 SP:Iteration 33Q (3841.982149 sec): 3 clusters Score: Raw -142614.496051 + Penalty 1423.730277 = -141190.765774 nChanged 12 SP:Iteration 34Q (3841.988743 sec): 3 clusters Score: Raw -142618.932937 + Penalty 1423.730277 = -141195.202659 nChanged 12 SP:Iteration 35Q (3841.995331 sec): 3 clusters Score: Raw -142623.754354 + Penalty 1423.730277 = -141200.024077 nChanged 11 SP:Iteration 36Q (3842.001971 sec): 3 clusters Score: Raw -142630.226555 + Penalty 1423.730277 = -141206.496277 nChanged 12 SP:Iteration 37Q (3842.008582 sec): 3 clusters Score: Raw -142633.692151 + Penalty 1423.730277 = -141209.961874 nChanged 7 SP:Iteration 38Q (3842.015226 sec): 3 clusters Score: Raw -142639.603574 + Penalty 1423.730277 = -141215.873297 nChanged 6 SP:Iteration 39Q (3842.021875 sec): 3 clusters Score: Raw -142643.906014 + Penalty 1423.730277 = -141220.175736 nChanged 6 SP:Iteration 40F (3842.028596 sec): 3 clusters Score: Raw -142647.592975 + Penalty 1423.730277 = -141223.862698 nChanged 15 SP:Iteration 41Q (3842.035248 sec): 3 clusters Score: Raw -142658.332884 + Penalty 1423.730277 = -141234.602606 nChanged 14 SP:Iteration 42Q (3842.051211 sec): 3 clusters Score: Raw -142670.359588 + Penalty 1423.730277 = -141246.629311 nChanged 16 SP:Iteration 43Q (3842.058298 sec): 3 clusters Score: Raw -142678.076424 + Penalty 1423.730277 = -141254.346147 nChanged 9 SP:Iteration 44Q (3842.064951 sec): 3 clusters Score: Raw -142682.788275 + Penalty 1423.730277 = -141259.057998 nChanged 13 SP:Iteration 45Q (3842.071607 sec): 3 clusters Score: Raw -142692.564230 + Penalty 1423.730277 = -141268.833953 nChanged 19 SP:Iteration 46Q (3842.078168 sec): 3 clusters Score: Raw -142703.367081 + Penalty 1423.730277 = -141279.636804 nChanged 13 SP:Iteration 47Q (3842.084846 sec): 3 clusters Score: Raw -142712.578952 + Penalty 1423.730277 = -141288.848674 nChanged 16 SP:Iteration 48Q (3842.091471 sec): 3 clusters Score: Raw -142722.625634 + Penalty 1423.730277 = -141298.895357 nChanged 17 SP:Iteration 49Q (3842.100592 sec): 3 clusters Score: Raw -142729.341471 + Penalty 1423.730277 = -141305.611194 nChanged 13 SP:Iteration 50Q (3842.107236 sec): 3 clusters Score: Raw -142734.754776 + Penalty 1423.730277 = -141311.024499 nChanged 15 SP:Iteration 51Q (3842.113816 sec): 3 clusters Score: Raw -142740.943222 + Penalty 1423.730277 = -141317.212944 nChanged 14 SP:Iteration 52Q (3842.120438 sec): 3 clusters Score: Raw -142749.383729 + Penalty 1423.730277 = -141325.653452 nChanged 16 SP:Iteration 53Q (3842.127047 sec): 3 clusters Score: Raw -142761.722480 + Penalty 1423.730277 = -141337.992202 nChanged 25 SP:Iteration 54Q (3842.133655 sec): 3 clusters Score: Raw -142774.513920 + Penalty 1423.730277 = -141350.783643 nChanged 17 SP:Iteration 55Q (3842.140252 sec): 3 clusters Score: Raw -142786.251682 + Penalty 1423.730277 = -141362.521404 nChanged 11 SP:Iteration 56Q (3842.147154 sec): 3 clusters Score: Raw -142792.565346 + Penalty 1423.730277 = -141368.835069 nChanged 11 SP:Iteration 57Q (3842.154147 sec): 3 clusters Score: Raw -142798.570108 + Penalty 1423.730277 = -141374.839831 nChanged 7 SP:Iteration 58Q (3842.160743 sec): 3 clusters Score: Raw -142802.253013 + Penalty 1423.730277 = -141378.522736 nChanged 5 SP:Iteration 59Q (3842.167328 sec): 3 clusters Score: Raw -142803.623792 + Penalty 1423.730277 = -141379.893515 nChanged 3 SP:Iteration 60F (3842.174109 sec): 3 clusters Score: Raw -142804.115507 + Penalty 1423.730277 = -141380.385230 nChanged 2 SP:Iteration 61Q (3842.180744 sec): 3 clusters Score: Raw -142804.358403 + Penalty 1423.730277 = -141380.628126 nChanged 0 SP:Iteration 62F (3842.187412 sec): 3 clusters Score: Raw -142804.358403 + Penalty 1423.730277 = -141380.628126 nChanged 0 Trying to split cluster 9 (62986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3842.272652 sec): 2 clusters Score: Raw -4753188.002525 + Penalty 1049.813437 = -4752138.189087 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3842.395403 sec): 3 clusters Score: Raw -4712105.577910 + Penalty 2099.626874 = -4710005.951036 nChanged 30157 SP:Iteration 1F (3842.535169 sec): 3 clusters Score: Raw -4729741.641579 + Penalty 2099.626874 = -4727642.014705 nChanged 2532 SP:Iteration 2Q (3842.660847 sec): 3 clusters Score: Raw -4730569.175316 + Penalty 2099.626874 = -4728469.548442 nChanged 2903 SP:Iteration 3Q (3842.783799 sec): 3 clusters Score: Raw -4731650.592714 + Penalty 2099.626874 = -4729550.965840 nChanged 3117 SP:Iteration 4Q (3842.913620 sec): 3 clusters Score: Raw -4732957.963103 + Penalty 2099.626874 = -4730858.336229 nChanged 3209 SP:Iteration 5F (3843.034046 sec): 3 clusters Score: Raw -4734555.892413 + Penalty 2099.626874 = -4732456.265539 nChanged 3394 SP:Iteration 6F (3843.160645 sec): 3 clusters Score: Raw -4736272.761812 + Penalty 2099.626874 = -4734173.134938 nChanged 3243 SP:Iteration 7F (3843.273559 sec): 3 clusters Score: Raw -4737960.869826 + Penalty 2099.626874 = -4735861.242952 nChanged 2976 SP:Iteration 8Q (3843.406981 sec): 3 clusters Score: Raw -4739464.040284 + Penalty 2099.626874 = -4737364.413410 nChanged 2714 SP:Iteration 9Q (3843.539356 sec): 3 clusters Score: Raw -4740773.926510 + Penalty 2099.626874 = -4738674.299636 nChanged 2436 SP:Iteration 10Q (3843.662304 sec): 3 clusters Score: Raw -4741810.289674 + Penalty 2099.626874 = -4739710.662800 nChanged 2009 SP:Iteration 11Q (3843.783888 sec): 3 clusters Score: Raw -4742538.234588 + Penalty 2099.626874 = -4740438.607714 nChanged 1546 SP:Iteration 12Q (3843.911146 sec): 3 clusters Score: Raw -4742955.575806 + Penalty 2099.626874 = -4740855.948932 nChanged 1157 SP:Iteration 13Q (3844.049782 sec): 3 clusters Score: Raw -4743204.473007 + Penalty 2099.626874 = -4741104.846133 nChanged 879 SP:Iteration 14Q (3844.172541 sec): 3 clusters Score: Raw -4743383.321716 + Penalty 2099.626874 = -4741283.694842 nChanged 823 SP:Iteration 15Q (3844.303164 sec): 3 clusters Score: Raw -4743540.996177 + Penalty 2099.626874 = -4741441.369303 nChanged 703 SP:Iteration 16Q (3844.434697 sec): 3 clusters Score: Raw -4743676.866288 + Penalty 2099.626874 = -4741577.239414 nChanged 702 SP:Iteration 17Q (3844.568586 sec): 3 clusters Score: Raw -4743815.064223 + Penalty 2099.626874 = -4741715.437349 nChanged 761 SP:Iteration 18Q (3844.676182 sec): 3 clusters Score: Raw -4743987.246363 + Penalty 2099.626874 = -4741887.619489 nChanged 820 SP:Iteration 19Q (3844.801019 sec): 3 clusters Score: Raw -4744190.685525 + Penalty 2099.626874 = -4742091.058651 nChanged 872 SP:Iteration 20F (3844.921575 sec): 3 clusters Score: Raw -4744429.139923 + Penalty 2099.626874 = -4742329.513049 nChanged 917 SP:Iteration 21Q (3845.049457 sec): 3 clusters Score: Raw -4744684.881617 + Penalty 2099.626874 = -4742585.254743 nChanged 922 SP:Iteration 22Q (3845.166034 sec): 3 clusters Score: Raw -4744947.675306 + Penalty 2099.626874 = -4742848.048432 nChanged 990 SP:Iteration 23Q (3845.298589 sec): 3 clusters Score: Raw -4745259.631206 + Penalty 2099.626874 = -4743160.004332 nChanged 1049 SP:Iteration 24Q (3845.412160 sec): 3 clusters Score: Raw -4745637.817774 + Penalty 2099.626874 = -4743538.190900 nChanged 1131 SP:Iteration 25Q (3845.529236 sec): 3 clusters Score: Raw -4746087.063150 + Penalty 2099.626874 = -4743987.436276 nChanged 1170 SP:Iteration 26Q (3845.650794 sec): 3 clusters Score: Raw -4746593.405209 + Penalty 2099.626874 = -4744493.778335 nChanged 1183 SP:Iteration 27Q (3845.772624 sec): 3 clusters Score: Raw -4747169.000344 + Penalty 2099.626874 = -4745069.373470 nChanged 1243 SP:Iteration 28Q (3845.893749 sec): 3 clusters Score: Raw -4747829.583675 + Penalty 2099.626874 = -4745729.956800 nChanged 1222 SP:Iteration 29Q (3846.014763 sec): 3 clusters Score: Raw -4748518.137581 + Penalty 2099.626874 = -4746418.510707 nChanged 1234 SP:Iteration 30Q (3846.135992 sec): 3 clusters Score: Raw -4749233.989483 + Penalty 2099.626874 = -4747134.362609 nChanged 1157 SP:Iteration 31Q (3846.255041 sec): 3 clusters Score: Raw -4749870.896937 + Penalty 2099.626874 = -4747771.270063 nChanged 991 SP:Iteration 32Q (3846.373272 sec): 3 clusters Score: Raw -4750376.026363 + Penalty 2099.626874 = -4748276.399489 nChanged 856 SP:Iteration 33Q (3846.489769 sec): 3 clusters Score: Raw -4750763.559164 + Penalty 2099.626874 = -4748663.932290 nChanged 721 SP:Iteration 34Q (3846.614029 sec): 3 clusters Score: Raw -4751060.873715 + Penalty 2099.626874 = -4748961.246841 nChanged 610 SP:Iteration 35Q (3846.730696 sec): 3 clusters Score: Raw -4751278.451058 + Penalty 2099.626874 = -4749178.824184 nChanged 476 SP:Iteration 36Q (3846.847066 sec): 3 clusters Score: Raw -4751413.640810 + Penalty 2099.626874 = -4749314.013936 nChanged 398 SP:Iteration 37Q (3846.970596 sec): 3 clusters Score: Raw -4751523.696003 + Penalty 2099.626874 = -4749424.069129 nChanged 378 SP:Iteration 38Q (3847.095581 sec): 3 clusters Score: Raw -4751615.063470 + Penalty 2099.626874 = -4749515.436596 nChanged 348 SP:Iteration 39Q (3847.228809 sec): 3 clusters Score: Raw -4751700.274001 + Penalty 2099.626874 = -4749600.647127 nChanged 287 SP:Iteration 40F (3847.344975 sec): 3 clusters Score: Raw -4751806.820310 + Penalty 2099.626874 = -4749707.193436 nChanged 290 SP:Iteration 41Q (3847.472361 sec): 3 clusters Score: Raw -4751871.401894 + Penalty 2099.626874 = -4749771.775019 nChanged 275 SP:Iteration 42Q (3847.593808 sec): 3 clusters Score: Raw -4751923.578783 + Penalty 2099.626874 = -4749823.951909 nChanged 275 SP:Iteration 43Q (3847.707380 sec): 3 clusters Score: Raw -4751971.617316 + Penalty 2099.626874 = -4749871.990442 nChanged 264 SP:Iteration 44Q (3847.830407 sec): 3 clusters Score: Raw -4752017.060692 + Penalty 2099.626874 = -4749917.433818 nChanged 263 SP:Iteration 45Q (3847.927418 sec): 3 clusters Score: Raw -4752057.090353 + Penalty 2099.626874 = -4749957.463478 nChanged 251 SP:Iteration 46Q (3848.025102 sec): 3 clusters Score: Raw -4752094.277083 + Penalty 2099.626874 = -4749994.650209 nChanged 239 SP:Iteration 47Q (3848.108922 sec): 3 clusters Score: Raw -4752130.068591 + Penalty 2099.626874 = -4750030.441717 nChanged 220 SP:Iteration 48Q (3848.223380 sec): 3 clusters Score: Raw -4752162.399661 + Penalty 2099.626874 = -4750062.772787 nChanged 211 SP:Iteration 49Q (3848.351089 sec): 3 clusters Score: Raw -4752191.665798 + Penalty 2099.626874 = -4750092.038924 nChanged 194 SP:Iteration 50Q (3848.468285 sec): 3 clusters Score: Raw -4752218.603181 + Penalty 2099.626874 = -4750118.976307 nChanged 181 SP:Iteration 51Q (3848.592292 sec): 3 clusters Score: Raw -4752243.257916 + Penalty 2099.626874 = -4750143.631042 nChanged 188 SP:Iteration 52Q (3848.712116 sec): 3 clusters Score: Raw -4752272.386150 + Penalty 2099.626874 = -4750172.759276 nChanged 170 SP:Iteration 53Q (3848.825972 sec): 3 clusters Score: Raw -4752294.479536 + Penalty 2099.626874 = -4750194.852662 nChanged 157 SP:Iteration 54Q (3848.951451 sec): 3 clusters Score: Raw -4752311.830705 + Penalty 2099.626874 = -4750212.203831 nChanged 157 SP:Iteration 55Q (3849.071112 sec): 3 clusters Score: Raw -4752328.510314 + Penalty 2099.626874 = -4750228.883439 nChanged 136 SP:Iteration 56Q (3849.189419 sec): 3 clusters Score: Raw -4752341.923989 + Penalty 2099.626874 = -4750242.297115 nChanged 126 SP:Iteration 57Q (3849.309299 sec): 3 clusters Score: Raw -4752353.267723 + Penalty 2099.626874 = -4750253.640848 nChanged 103 SP:Iteration 58Q (3849.392091 sec): 3 clusters Score: Raw -4752361.332453 + Penalty 2099.626874 = -4750261.705578 nChanged 89 SP:Iteration 59Q (3849.474364 sec): 3 clusters Score: Raw -4752368.545572 + Penalty 2099.626874 = -4750268.918698 nChanged 98 SP:Iteration 60F (3849.565626 sec): 3 clusters Score: Raw -4752377.387187 + Penalty 2099.626874 = -4750277.760313 nChanged 103 SP:Iteration 61Q (3849.647969 sec): 3 clusters Score: Raw -4752386.995925 + Penalty 2099.626874 = -4750287.369050 nChanged 115 SP:Iteration 62Q (3849.730001 sec): 3 clusters Score: Raw -4752398.259974 + Penalty 2099.626874 = -4750298.633100 nChanged 106 SP:Iteration 63Q (3849.814811 sec): 3 clusters Score: Raw -4752409.634051 + Penalty 2099.626874 = -4750310.007177 nChanged 121 SP:Iteration 64Q (3849.896854 sec): 3 clusters Score: Raw -4752423.075240 + Penalty 2099.626874 = -4750323.448366 nChanged 135 SP:Iteration 65Q (3849.992137 sec): 3 clusters Score: Raw -4752439.266238 + Penalty 2099.626874 = -4750339.639364 nChanged 124 SP:Iteration 66Q (3850.074445 sec): 3 clusters Score: Raw -4752452.702205 + Penalty 2099.626874 = -4750353.075331 nChanged 103 SP:Iteration 67Q (3850.168662 sec): 3 clusters Score: Raw -4752463.445574 + Penalty 2099.626874 = -4750363.818700 nChanged 107 SP:Iteration 68Q (3850.263975 sec): 3 clusters Score: Raw -4752476.135697 + Penalty 2099.626874 = -4750376.508823 nChanged 102 SP:Iteration 69Q (3850.346028 sec): 3 clusters Score: Raw -4752489.770593 + Penalty 2099.626874 = -4750390.143718 nChanged 116 SP:Iteration 70Q (3850.426343 sec): 3 clusters Score: Raw -4752504.683288 + Penalty 2099.626874 = -4750405.056414 nChanged 120 SP:Iteration 71Q (3850.521398 sec): 3 clusters Score: Raw -4752521.370479 + Penalty 2099.626874 = -4750421.743605 nChanged 120 SP:Iteration 72Q (3850.603166 sec): 3 clusters Score: Raw -4752536.674321 + Penalty 2099.626874 = -4750437.047447 nChanged 121 SP:Iteration 73Q (3850.697078 sec): 3 clusters Score: Raw -4752553.656704 + Penalty 2099.626874 = -4750454.029830 nChanged 133 SP:Iteration 74Q (3850.791283 sec): 3 clusters Score: Raw -4752571.123312 + Penalty 2099.626874 = -4750471.496437 nChanged 117 SP:Iteration 75Q (3850.902877 sec): 3 clusters Score: Raw -4752585.650101 + Penalty 2099.626874 = -4750486.023227 nChanged 108 SP:Iteration 76Q (3851.023880 sec): 3 clusters Score: Raw -4752599.710401 + Penalty 2099.626874 = -4750500.083527 nChanged 123 SP:Iteration 77Q (3851.137426 sec): 3 clusters Score: Raw -4752616.637434 + Penalty 2099.626874 = -4750517.010560 nChanged 114 SP:Iteration 78Q (3851.259900 sec): 3 clusters Score: Raw -4752632.096676 + Penalty 2099.626874 = -4750532.469802 nChanged 109 SP:Iteration 79Q (3851.377085 sec): 3 clusters Score: Raw -4752646.341472 + Penalty 2099.626874 = -4750546.714598 nChanged 104 SP:Iteration 80F (3851.503866 sec): 3 clusters Score: Raw -4752660.210607 + Penalty 2099.626874 = -4750560.583733 nChanged 110 SP:Iteration 81Q (3851.624070 sec): 3 clusters Score: Raw -4752678.590232 + Penalty 2099.626874 = -4750578.963358 nChanged 95 SP:Iteration 82Q (3851.733215 sec): 3 clusters Score: Raw -4752691.650893 + Penalty 2099.626874 = -4750592.024019 nChanged 76 SP:Iteration 83Q (3851.862568 sec): 3 clusters Score: Raw -4752699.226970 + Penalty 2099.626874 = -4750599.600096 nChanged 59 SP:Iteration 84Q (3851.959141 sec): 3 clusters Score: Raw -4752704.513666 + Penalty 2099.626874 = -4750604.886792 nChanged 55 SP:Iteration 85Q (3852.073923 sec): 3 clusters Score: Raw -4752709.432605 + Penalty 2099.626874 = -4750609.805731 nChanged 57 SP:Iteration 86Q (3852.199643 sec): 3 clusters Score: Raw -4752715.124869 + Penalty 2099.626874 = -4750615.497995 nChanged 71 SP:Iteration 87Q (3852.317776 sec): 3 clusters Score: Raw -4752721.435664 + Penalty 2099.626874 = -4750621.808790 nChanged 64 SP:Iteration 88Q (3852.436532 sec): 3 clusters Score: Raw -4752727.507533 + Penalty 2099.626874 = -4750627.880659 nChanged 65 SP:Iteration 89Q (3852.551000 sec): 3 clusters Score: Raw -4752734.101773 + Penalty 2099.626874 = -4750634.474899 nChanged 59 SP:Iteration 90Q (3852.667776 sec): 3 clusters Score: Raw -4752739.194416 + Penalty 2099.626874 = -4750639.567542 nChanged 53 SP:Iteration 91Q (3852.784292 sec): 3 clusters Score: Raw -4752744.187326 + Penalty 2099.626874 = -4750644.560452 nChanged 56 SP:Iteration 92Q (3852.903468 sec): 3 clusters Score: Raw -4752750.017045 + Penalty 2099.626874 = -4750650.390171 nChanged 53 SP:Iteration 93Q (3853.021974 sec): 3 clusters Score: Raw -4752755.714686 + Penalty 2099.626874 = -4750656.087812 nChanged 52 SP:Iteration 94Q (3853.133943 sec): 3 clusters Score: Raw -4752761.329772 + Penalty 2099.626874 = -4750661.702898 nChanged 62 SP:Iteration 95Q (3853.257559 sec): 3 clusters Score: Raw -4752767.340735 + Penalty 2099.626874 = -4750667.713861 nChanged 51 SP:Iteration 96Q (3853.370617 sec): 3 clusters Score: Raw -4752771.699208 + Penalty 2099.626874 = -4750672.072334 nChanged 44 SP:Iteration 97Q (3853.477780 sec): 3 clusters Score: Raw -4752774.762812 + Penalty 2099.626874 = -4750675.135938 nChanged 46 SP:Iteration 98Q (3853.601184 sec): 3 clusters Score: Raw -4752778.952009 + Penalty 2099.626874 = -4750679.325135 nChanged 50 SP:Iteration 99Q (3853.718439 sec): 3 clusters Score: Raw -4752784.088084 + Penalty 2099.626874 = -4750684.461210 nChanged 43 SP:Iteration 100F (3853.835136 sec): 3 clusters Score: Raw -4752787.964306 + Penalty 2099.626874 = -4750688.337432 nChanged 44 SP:Iteration 101Q (3853.965065 sec): 3 clusters Score: Raw -4752791.556591 + Penalty 2099.626874 = -4750691.929717 nChanged 32 SP:Iteration 102Q (3854.083097 sec): 3 clusters Score: Raw -4752793.982340 + Penalty 2099.626874 = -4750694.355466 nChanged 29 SP:Iteration 103Q (3854.200601 sec): 3 clusters Score: Raw -4752795.827450 + Penalty 2099.626874 = -4750696.200576 nChanged 27 SP:Iteration 104Q (3854.318495 sec): 3 clusters Score: Raw -4752797.350674 + Penalty 2099.626874 = -4750697.723800 nChanged 24 SP:Iteration 105Q (3854.436026 sec): 3 clusters Score: Raw -4752798.652879 + Penalty 2099.626874 = -4750699.026005 nChanged 22 SP:Iteration 106Q (3854.548474 sec): 3 clusters Score: Raw -4752799.867373 + Penalty 2099.626874 = -4750700.240499 nChanged 21 SP:Iteration 107Q (3854.667992 sec): 3 clusters Score: Raw -4752801.084990 + Penalty 2099.626874 = -4750701.458116 nChanged 23 SP:Iteration 108Q (3854.785651 sec): 3 clusters Score: Raw -4752802.779571 + Penalty 2099.626874 = -4750703.152697 nChanged 24 SP:Iteration 109Q (3854.894667 sec): 3 clusters Score: Raw -4752804.685220 + Penalty 2099.626874 = -4750705.058346 nChanged 25 SP:Iteration 110Q (3855.011495 sec): 3 clusters Score: Raw -4752806.780208 + Penalty 2099.626874 = -4750707.153333 nChanged 22 SP:Iteration 111Q (3855.118449 sec): 3 clusters Score: Raw -4752808.445433 + Penalty 2099.626874 = -4750708.818559 nChanged 20 SP:Iteration 112Q (3855.236514 sec): 3 clusters Score: Raw -4752809.843151 + Penalty 2099.626874 = -4750710.216277 nChanged 26 SP:Iteration 113Q (3855.346101 sec): 3 clusters Score: Raw -4752811.583914 + Penalty 2099.626874 = -4750711.957040 nChanged 24 SP:Iteration 114Q (3855.453353 sec): 3 clusters Score: Raw -4752813.315568 + Penalty 2099.626874 = -4750713.688693 nChanged 22 SP:Iteration 115Q (3855.563689 sec): 3 clusters Score: Raw -4752814.916884 + Penalty 2099.626874 = -4750715.290010 nChanged 24 SP:Iteration 116Q (3855.672140 sec): 3 clusters Score: Raw -4752816.786698 + Penalty 2099.626874 = -4750717.159823 nChanged 21 SP:Iteration 117Q (3855.779619 sec): 3 clusters Score: Raw -4752818.319588 + Penalty 2099.626874 = -4750718.692714 nChanged 24 SP:Iteration 118Q (3855.897788 sec): 3 clusters Score: Raw -4752819.909301 + Penalty 2099.626874 = -4750720.282427 nChanged 19 SP:Iteration 119Q (3856.013959 sec): 3 clusters Score: Raw -4752821.198644 + Penalty 2099.626874 = -4750721.571770 nChanged 21 SP:Iteration 120F (3856.140228 sec): 3 clusters Score: Raw -4752823.039732 + Penalty 2099.626874 = -4750723.412858 nChanged 22 SP:Iteration 121Q (3856.255826 sec): 3 clusters Score: Raw -4752825.058312 + Penalty 2099.626874 = -4750725.431438 nChanged 25 SP:Iteration 122Q (3856.362711 sec): 3 clusters Score: Raw -4752827.968429 + Penalty 2099.626874 = -4750728.341555 nChanged 34 SP:Iteration 123Q (3856.478648 sec): 3 clusters Score: Raw -4752831.168435 + Penalty 2099.626874 = -4750731.541561 nChanged 33 SP:Iteration 124Q (3856.594825 sec): 3 clusters Score: Raw -4752834.539729 + Penalty 2099.626874 = -4750734.912855 nChanged 28 SP:Iteration 125Q (3856.709355 sec): 3 clusters Score: Raw -4752837.150469 + Penalty 2099.626874 = -4750737.523595 nChanged 25 SP:Iteration 126Q (3856.825449 sec): 3 clusters Score: Raw -4752839.110613 + Penalty 2099.626874 = -4750739.483739 nChanged 27 SP:Iteration 127Q (3856.941980 sec): 3 clusters Score: Raw -4752841.691320 + Penalty 2099.626874 = -4750742.064445 nChanged 30 SP:Iteration 128Q (3857.056630 sec): 3 clusters Score: Raw -4752844.543406 + Penalty 2099.626874 = -4750744.916532 nChanged 27 SP:Iteration 129Q (3857.175268 sec): 3 clusters Score: Raw -4752846.683327 + Penalty 2099.626874 = -4750747.056453 nChanged 34 SP:Iteration 130Q (3857.283777 sec): 3 clusters Score: Raw -4752849.372795 + Penalty 2099.626874 = -4750749.745921 nChanged 33 SP:Iteration 131Q (3857.391890 sec): 3 clusters Score: Raw -4752852.782577 + Penalty 2099.626874 = -4750753.155703 nChanged 27 SP:Iteration 132Q (3857.520845 sec): 3 clusters Score: Raw -4752855.154890 + Penalty 2099.626874 = -4750755.528016 nChanged 15 SP:Iteration 133Q (3857.636972 sec): 3 clusters Score: Raw -4752856.351944 + Penalty 2099.626874 = -4750756.725070 nChanged 19 SP:Iteration 134Q (3857.745644 sec): 3 clusters Score: Raw -4752858.205658 + Penalty 2099.626874 = -4750758.578784 nChanged 29 SP:Iteration 135Q (3857.850342 sec): 3 clusters Score: Raw -4752861.015592 + Penalty 2099.626874 = -4750761.388718 nChanged 27 SP:Iteration 136Q (3857.942112 sec): 3 clusters Score: Raw -4752864.223018 + Penalty 2099.626874 = -4750764.596144 nChanged 33 SP:Iteration 137Q (3858.044204 sec): 3 clusters Score: Raw -4752868.119858 + Penalty 2099.626874 = -4750768.492984 nChanged 30 SP:Iteration 138Q (3858.156792 sec): 3 clusters Score: Raw -4752871.178868 + Penalty 2099.626874 = -4750771.551994 nChanged 38 SP:Iteration 139Q (3858.269867 sec): 3 clusters Score: Raw -4752875.747763 + Penalty 2099.626874 = -4750776.120889 nChanged 35 SP:Iteration 140F (3858.391706 sec): 3 clusters Score: Raw -4752879.518673 + Penalty 2099.626874 = -4750779.891799 nChanged 32 SP:Iteration 141Q (3858.505832 sec): 3 clusters Score: Raw -4752882.337578 + Penalty 2099.626874 = -4750782.710704 nChanged 29 SP:Iteration 142Q (3858.619722 sec): 3 clusters Score: Raw -4752884.897226 + Penalty 2099.626874 = -4750785.270352 nChanged 36 SP:Iteration 143Q (3858.733870 sec): 3 clusters Score: Raw -4752888.669647 + Penalty 2099.626874 = -4750789.042773 nChanged 36 SP:Iteration 144Q (3858.853284 sec): 3 clusters Score: Raw -4752893.361136 + Penalty 2099.626874 = -4750793.734261 nChanged 39 SP:Iteration 145Q (3858.939851 sec): 3 clusters Score: Raw -4752898.082224 + Penalty 2099.626874 = -4750798.455350 nChanged 36 SP:Iteration 146Q (3859.053801 sec): 3 clusters Score: Raw -4752902.029023 + Penalty 2099.626874 = -4750802.402149 nChanged 39 SP:Iteration 147Q (3859.165786 sec): 3 clusters Score: Raw -4752907.625602 + Penalty 2099.626874 = -4750807.998728 nChanged 46 SP:Iteration 148Q (3859.286322 sec): 3 clusters Score: Raw -4752914.128635 + Penalty 2099.626874 = -4750814.501761 nChanged 51 SP:Iteration 149Q (3859.395664 sec): 3 clusters Score: Raw -4752921.510679 + Penalty 2099.626874 = -4750821.883805 nChanged 46 SP:Iteration 150Q (3859.510854 sec): 3 clusters Score: Raw -4752928.351634 + Penalty 2099.626874 = -4750828.724760 nChanged 53 SP:Iteration 151Q (3859.615155 sec): 3 clusters Score: Raw -4752935.056000 + Penalty 2099.626874 = -4750835.429126 nChanged 45 SP:Iteration 152Q (3859.738575 sec): 3 clusters Score: Raw -4752941.976594 + Penalty 2099.626874 = -4750842.349720 nChanged 47 SP:Iteration 153Q (3859.854196 sec): 3 clusters Score: Raw -4752948.492876 + Penalty 2099.626874 = -4750848.866002 nChanged 45 SP:Iteration 154Q (3859.960802 sec): 3 clusters Score: Raw -4752954.424447 + Penalty 2099.626874 = -4750854.797573 nChanged 37 SP:Iteration 155Q (3860.068665 sec): 3 clusters Score: Raw -4752958.877467 + Penalty 2099.626874 = -4750859.250593 nChanged 35 SP:Iteration 156Q (3860.185679 sec): 3 clusters Score: Raw -4752963.573685 + Penalty 2099.626874 = -4750863.946811 nChanged 34 SP:Iteration 157Q (3860.298850 sec): 3 clusters Score: Raw -4752968.175822 + Penalty 2099.626874 = -4750868.548948 nChanged 41 SP:Iteration 158Q (3860.418179 sec): 3 clusters Score: Raw -4752974.568092 + Penalty 2099.626874 = -4750874.941217 nChanged 41 SP:Iteration 159Q (3860.534541 sec): 3 clusters Score: Raw -4752980.149141 + Penalty 2099.626874 = -4750880.522267 nChanged 33 SP:Iteration 160F (3860.662324 sec): 3 clusters Score: Raw -4752984.312280 + Penalty 2099.626874 = -4750884.685406 nChanged 28 SP:Iteration 161Q (3860.779400 sec): 3 clusters Score: Raw -4752987.356890 + Penalty 2099.626874 = -4750887.730016 nChanged 28 SP:Iteration 162Q (3860.896831 sec): 3 clusters Score: Raw -4752990.601225 + Penalty 2099.626874 = -4750890.974351 nChanged 27 SP:Iteration 163Q (3861.004579 sec): 3 clusters Score: Raw -4752995.103129 + Penalty 2099.626874 = -4750895.476255 nChanged 28 SP:Iteration 164Q (3861.126111 sec): 3 clusters Score: Raw -4752998.773208 + Penalty 2099.626874 = -4750899.146334 nChanged 31 SP:Iteration 165Q (3861.239205 sec): 3 clusters Score: Raw -4753002.639169 + Penalty 2099.626874 = -4750903.012295 nChanged 29 SP:Iteration 166Q (3861.358058 sec): 3 clusters Score: Raw -4753006.111267 + Penalty 2099.626874 = -4750906.484392 nChanged 26 SP:Iteration 167Q (3861.472156 sec): 3 clusters Score: Raw -4753010.242558 + Penalty 2099.626874 = -4750910.615684 nChanged 35 SP:Iteration 168Q (3861.576776 sec): 3 clusters Score: Raw -4753014.990770 + Penalty 2099.626874 = -4750915.363896 nChanged 25 SP:Iteration 169Q (3861.692895 sec): 3 clusters Score: Raw -4753018.724456 + Penalty 2099.626874 = -4750919.097582 nChanged 31 SP:Iteration 170Q (3861.796295 sec): 3 clusters Score: Raw -4753023.226169 + Penalty 2099.626874 = -4750923.599295 nChanged 21 SP:Iteration 171Q (3861.911340 sec): 3 clusters Score: Raw -4753025.435884 + Penalty 2099.626874 = -4750925.809010 nChanged 22 SP:Iteration 172Q (3862.020051 sec): 3 clusters Score: Raw -4753027.983229 + Penalty 2099.626874 = -4750928.356355 nChanged 26 SP:Iteration 173Q (3862.135318 sec): 3 clusters Score: Raw -4753030.864133 + Penalty 2099.626874 = -4750931.237259 nChanged 21 SP:Iteration 174Q (3862.250518 sec): 3 clusters Score: Raw -4753033.071811 + Penalty 2099.626874 = -4750933.444937 nChanged 15 SP:Iteration 175Q (3862.361026 sec): 3 clusters Score: Raw -4753034.510552 + Penalty 2099.626874 = -4750934.883677 nChanged 12 SP:Iteration 176Q (3862.477346 sec): 3 clusters Score: Raw -4753035.838384 + Penalty 2099.626874 = -4750936.211510 nChanged 10 SP:Iteration 177Q (3862.586014 sec): 3 clusters Score: Raw -4753036.571354 + Penalty 2099.626874 = -4750936.944480 nChanged 9 SP:Iteration 178Q (3862.710117 sec): 3 clusters Score: Raw -4753037.465260 + Penalty 2099.626874 = -4750937.838386 nChanged 6 SP:Iteration 179Q (3862.818522 sec): 3 clusters Score: Raw -4753038.075376 + Penalty 2099.626874 = -4750938.448502 nChanged 9 SP:Iteration 180F (3862.947261 sec): 3 clusters Score: Raw -4753039.080512 + Penalty 2099.626874 = -4750939.453638 nChanged 10 SP:Iteration 181Q (3863.052849 sec): 3 clusters Score: Raw -4753039.910514 + Penalty 2099.626874 = -4750940.283640 nChanged 8 SP:Iteration 182Q (3863.169181 sec): 3 clusters Score: Raw -4753040.661159 + Penalty 2099.626874 = -4750941.034285 nChanged 8 SP:Iteration 183Q (3863.285501 sec): 3 clusters Score: Raw -4753041.242050 + Penalty 2099.626874 = -4750941.615176 nChanged 4 SP:Iteration 184Q (3863.401432 sec): 3 clusters Score: Raw -4753041.488930 + Penalty 2099.626874 = -4750941.862056 nChanged 5 SP:Iteration 185Q (3863.510111 sec): 3 clusters Score: Raw -4753041.886488 + Penalty 2099.626874 = -4750942.259614 nChanged 8 SP:Iteration 186Q (3863.623704 sec): 3 clusters Score: Raw -4753042.520981 + Penalty 2099.626874 = -4750942.894107 nChanged 8 SP:Iteration 187Q (3863.737435 sec): 3 clusters Score: Raw -4753043.211091 + Penalty 2099.626874 = -4750943.584217 nChanged 6 SP:Iteration 188Q (3863.835839 sec): 3 clusters Score: Raw -4753043.695212 + Penalty 2099.626874 = -4750944.068337 nChanged 6 SP:Iteration 189Q (3863.950657 sec): 3 clusters Score: Raw -4753044.148702 + Penalty 2099.626874 = -4750944.521828 nChanged 6 SP:Iteration 190Q (3864.067106 sec): 3 clusters Score: Raw -4753044.539459 + Penalty 2099.626874 = -4750944.912585 nChanged 5 SP:Iteration 191Q (3864.169364 sec): 3 clusters Score: Raw -4753045.131915 + Penalty 2099.626874 = -4750945.505041 nChanged 6 SP:Iteration 192Q (3864.292796 sec): 3 clusters Score: Raw -4753045.775079 + Penalty 2099.626874 = -4750946.148205 nChanged 7 SP:Iteration 193Q (3864.405220 sec): 3 clusters Score: Raw -4753046.421495 + Penalty 2099.626874 = -4750946.794621 nChanged 11 SP:Iteration 194Q (3864.515873 sec): 3 clusters Score: Raw -4753047.339221 + Penalty 2099.626874 = -4750947.712347 nChanged 4 SP:Iteration 195Q (3864.631018 sec): 3 clusters Score: Raw -4753047.636217 + Penalty 2099.626874 = -4750948.009343 nChanged 3 SP:Iteration 196Q (3864.739476 sec): 3 clusters Score: Raw -4753047.786768 + Penalty 2099.626874 = -4750948.159893 nChanged 1 SP:Iteration 197Q (3864.845522 sec): 3 clusters Score: Raw -4753047.800625 + Penalty 2099.626874 = -4750948.173751 nChanged 0 SP:Iteration 198F (3864.971071 sec): 3 clusters Score: Raw -4753047.800625 + Penalty 2099.626874 = -4750948.173751 nChanged 0 Trying to split cluster 10 (5000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3865.005687 sec): 2 clusters Score: Raw -327852.781165 + Penalty 809.133353 = -327043.647812 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3865.058657 sec): 3 clusters Score: Raw -325057.877754 + Penalty 1618.266706 = -323439.611048 nChanged 2162 SP:Iteration 1F (3865.114393 sec): 3 clusters Score: Raw -326435.696615 + Penalty 1618.266706 = -324817.429908 nChanged 418 SP:Iteration 2F (3865.157741 sec): 3 clusters Score: Raw -326757.083232 + Penalty 1618.266706 = -325138.816526 nChanged 331 SP:Iteration 3F (3865.209916 sec): 3 clusters Score: Raw -327010.444120 + Penalty 1618.266706 = -325392.177413 nChanged 298 SP:Iteration 4F (3865.264296 sec): 3 clusters Score: Raw -327217.362566 + Penalty 1618.266706 = -325599.095860 nChanged 259 SP:Iteration 5F (3865.316920 sec): 3 clusters Score: Raw -327399.891541 + Penalty 1618.266706 = -325781.624835 nChanged 228 SP:Iteration 6Q (3865.361652 sec): 3 clusters Score: Raw -327565.059066 + Penalty 1618.266706 = -325946.792359 nChanged 211 SP:Iteration 7Q (3865.404654 sec): 3 clusters Score: Raw -327725.400632 + Penalty 1618.266706 = -326107.133926 nChanged 168 SP:Iteration 8Q (3865.456189 sec): 3 clusters Score: Raw -327853.348318 + Penalty 1618.266706 = -326235.081612 nChanged 167 SP:Iteration 9Q (3865.505419 sec): 3 clusters Score: Raw -327969.168081 + Penalty 1618.266706 = -326350.901374 nChanged 137 SP:Iteration 10Q (3865.562157 sec): 3 clusters Score: Raw -328049.555108 + Penalty 1618.266706 = -326431.288402 nChanged 118 SP:Iteration 11Q (3865.606420 sec): 3 clusters Score: Raw -328118.447277 + Penalty 1618.266706 = -326500.180570 nChanged 111 SP:Iteration 12Q (3865.659559 sec): 3 clusters Score: Raw -328193.862815 + Penalty 1618.266706 = -326575.596108 nChanged 121 SP:Iteration 13Q (3865.701853 sec): 3 clusters Score: Raw -328281.905655 + Penalty 1618.266706 = -326663.638949 nChanged 109 SP:Iteration 14Q (3865.756734 sec): 3 clusters Score: Raw -328360.337999 + Penalty 1618.266706 = -326742.071293 nChanged 93 SP:Iteration 15Q (3865.811655 sec): 3 clusters Score: Raw -328438.831616 + Penalty 1618.266706 = -326820.564910 nChanged 80 SP:Iteration 16Q (3865.874291 sec): 3 clusters Score: Raw -328500.754367 + Penalty 1618.266706 = -326882.487661 nChanged 61 SP:Iteration 17Q (3865.925291 sec): 3 clusters Score: Raw -328534.595417 + Penalty 1618.266706 = -326916.328711 nChanged 42 SP:Iteration 18Q (3865.979211 sec): 3 clusters Score: Raw -328554.079052 + Penalty 1618.266706 = -326935.812346 nChanged 28 SP:Iteration 19Q (3866.029995 sec): 3 clusters Score: Raw -328569.323666 + Penalty 1618.266706 = -326951.056959 nChanged 31 SP:Iteration 20F (3866.080875 sec): 3 clusters Score: Raw -328586.519520 + Penalty 1618.266706 = -326968.252814 nChanged 21 SP:Iteration 21Q (3866.118834 sec): 3 clusters Score: Raw -328595.794545 + Penalty 1618.266706 = -326977.527838 nChanged 19 SP:Iteration 22Q (3866.158201 sec): 3 clusters Score: Raw -328605.137355 + Penalty 1618.266706 = -326986.870648 nChanged 16 SP:Iteration 23Q (3866.209591 sec): 3 clusters Score: Raw -328612.105893 + Penalty 1618.266706 = -326993.839187 nChanged 10 SP:Iteration 24Q (3866.263082 sec): 3 clusters Score: Raw -328617.982437 + Penalty 1618.266706 = -326999.715730 nChanged 9 SP:Iteration 25Q (3866.308827 sec): 3 clusters Score: Raw -328622.327231 + Penalty 1618.266706 = -327004.060525 nChanged 6 SP:Iteration 26Q (3866.362073 sec): 3 clusters Score: Raw -328625.930520 + Penalty 1618.266706 = -327007.663813 nChanged 6 SP:Iteration 27Q (3866.415263 sec): 3 clusters Score: Raw -328627.865160 + Penalty 1618.266706 = -327009.598454 nChanged 6 SP:Iteration 28Q (3866.459966 sec): 3 clusters Score: Raw -328630.219531 + Penalty 1618.266706 = -327011.952824 nChanged 4 SP:Iteration 29Q (3866.513360 sec): 3 clusters Score: Raw -328634.072804 + Penalty 1618.266706 = -327015.806098 nChanged 8 SP:Iteration 30Q (3866.566669 sec): 3 clusters Score: Raw -328638.045521 + Penalty 1618.266706 = -327019.778814 nChanged 7 SP:Iteration 31Q (3866.609148 sec): 3 clusters Score: Raw -328641.400741 + Penalty 1618.266706 = -327023.134034 nChanged 8 SP:Iteration 32Q (3866.664009 sec): 3 clusters Score: Raw -328645.814368 + Penalty 1618.266706 = -327027.547662 nChanged 8 SP:Iteration 33Q (3866.718187 sec): 3 clusters Score: Raw -328650.923452 + Penalty 1618.266706 = -327032.656746 nChanged 11 SP:Iteration 34Q (3866.771001 sec): 3 clusters Score: Raw -328657.713666 + Penalty 1618.266706 = -327039.446959 nChanged 6 SP:Iteration 35Q (3866.824752 sec): 3 clusters Score: Raw -328659.856383 + Penalty 1618.266706 = -327041.589677 nChanged 3 SP:Iteration 36Q (3866.878243 sec): 3 clusters Score: Raw -328660.546989 + Penalty 1618.266706 = -327042.280282 nChanged 5 SP:Iteration 37Q (3866.924010 sec): 3 clusters Score: Raw -328662.205041 + Penalty 1618.266706 = -327043.938335 nChanged 5 SP:Iteration 38Q (3866.977380 sec): 3 clusters Score: Raw -328664.654632 + Penalty 1618.266706 = -327046.387925 nChanged 7 SP:Iteration 39Q (3867.030410 sec): 3 clusters Score: Raw -328667.606816 + Penalty 1618.266706 = -327049.340110 nChanged 3 SP:Iteration 40F (3867.083468 sec): 3 clusters Score: Raw -328668.673494 + Penalty 1618.266706 = -327050.406787 nChanged 3 SP:Iteration 41Q (3867.137713 sec): 3 clusters Score: Raw -328669.761189 + Penalty 1618.266706 = -327051.494483 nChanged 5 SP:Iteration 42Q (3867.194953 sec): 3 clusters Score: Raw -328671.595593 + Penalty 1618.266706 = -327053.328887 nChanged 4 SP:Iteration 43Q (3867.249269 sec): 3 clusters Score: Raw -328673.530664 + Penalty 1618.266706 = -327055.263958 nChanged 6 SP:Iteration 44Q (3867.303406 sec): 3 clusters Score: Raw -328675.983989 + Penalty 1618.266706 = -327057.717283 nChanged 6 SP:Iteration 45Q (3867.355562 sec): 3 clusters Score: Raw -328679.539553 + Penalty 1618.266706 = -327061.272846 nChanged 6 SP:Iteration 46Q (3867.400583 sec): 3 clusters Score: Raw -328681.225952 + Penalty 1618.266706 = -327062.959246 nChanged 2 SP:Iteration 47Q (3867.453355 sec): 3 clusters Score: Raw -328681.527033 + Penalty 1618.266706 = -327063.260326 nChanged 0 SP:Iteration 48F (3867.507000 sec): 3 clusters Score: Raw -328681.527033 + Penalty 1618.266706 = -327063.260326 nChanged 0 Score: Raw -25402035.549074 + Penalty 30363.950751 = -25371671.598323 Splitting cluster 10 changes total score from -25372052.343624 to -25371671.598323 So it's not getting split. Trying to split cluster 11 (19784 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3872.004191 sec): 2 clusters Score: Raw -1470991.286395 + Penalty 939.799737 = -1470051.486658 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3872.064740 sec): 3 clusters Score: Raw -1458701.549200 + Penalty 1879.599474 = -1456821.949726 nChanged 9166 SP:Iteration 1F (3872.144430 sec): 3 clusters Score: Raw -1463880.509001 + Penalty 1879.599474 = -1462000.909527 nChanged 928 SP:Iteration 2Q (3872.209760 sec): 3 clusters Score: Raw -1464199.122847 + Penalty 1879.599474 = -1462319.523374 nChanged 836 SP:Iteration 3Q (3872.286462 sec): 3 clusters Score: Raw -1464524.221768 + Penalty 1879.599474 = -1462644.622294 nChanged 927 SP:Iteration 4Q (3872.322583 sec): 3 clusters Score: Raw -1464958.906747 + Penalty 1879.599474 = -1463079.307273 nChanged 1043 SP:Iteration 5F (3872.405595 sec): 3 clusters Score: Raw -1465554.904567 + Penalty 1879.599474 = -1463675.305093 nChanged 1154 SP:Iteration 6F (3872.466114 sec): 3 clusters Score: Raw -1466350.451448 + Penalty 1879.599474 = -1464470.851975 nChanged 1170 SP:Iteration 7F (3872.546460 sec): 3 clusters Score: Raw -1467212.354349 + Penalty 1879.599474 = -1465332.754875 nChanged 1125 SP:Iteration 8F (3872.618096 sec): 3 clusters Score: Raw -1468096.161411 + Penalty 1879.599474 = -1466216.561937 nChanged 951 SP:Iteration 9Q (3872.676313 sec): 3 clusters Score: Raw -1468821.730558 + Penalty 1879.599474 = -1466942.131084 nChanged 751 SP:Iteration 10Q (3872.756438 sec): 3 clusters Score: Raw -1469373.108877 + Penalty 1879.599474 = -1467493.509403 nChanged 597 SP:Iteration 11Q (3872.823061 sec): 3 clusters Score: Raw -1469755.822295 + Penalty 1879.599474 = -1467876.222822 nChanged 463 SP:Iteration 12Q (3872.887279 sec): 3 clusters Score: Raw -1470040.385418 + Penalty 1879.599474 = -1468160.785945 nChanged 388 SP:Iteration 13Q (3872.954242 sec): 3 clusters Score: Raw -1470292.876418 + Penalty 1879.599474 = -1468413.276944 nChanged 340 SP:Iteration 14Q (3873.032634 sec): 3 clusters Score: Raw -1470545.723581 + Penalty 1879.599474 = -1468666.124107 nChanged 274 SP:Iteration 15Q (3873.097781 sec): 3 clusters Score: Raw -1470748.855746 + Penalty 1879.599474 = -1468869.256273 nChanged 191 SP:Iteration 16Q (3873.173331 sec): 3 clusters Score: Raw -1470897.826087 + Penalty 1879.599474 = -1469018.226613 nChanged 146 SP:Iteration 17Q (3873.237588 sec): 3 clusters Score: Raw -1471007.839213 + Penalty 1879.599474 = -1469128.239739 nChanged 115 SP:Iteration 18Q (3873.315998 sec): 3 clusters Score: Raw -1471085.194740 + Penalty 1879.599474 = -1469205.595266 nChanged 104 SP:Iteration 19Q (3873.387893 sec): 3 clusters Score: Raw -1471146.535114 + Penalty 1879.599474 = -1469266.935640 nChanged 81 SP:Iteration 20F (3873.452739 sec): 3 clusters Score: Raw -1471191.009248 + Penalty 1879.599474 = -1469311.409775 nChanged 70 SP:Iteration 21Q (3873.530254 sec): 3 clusters Score: Raw -1471222.847193 + Penalty 1879.599474 = -1469343.247719 nChanged 54 SP:Iteration 22Q (3873.591027 sec): 3 clusters Score: Raw -1471241.858318 + Penalty 1879.599474 = -1469362.258844 nChanged 40 SP:Iteration 23Q (3873.668325 sec): 3 clusters Score: Raw -1471251.841299 + Penalty 1879.599474 = -1469372.241825 nChanged 32 SP:Iteration 24Q (3873.737175 sec): 3 clusters Score: Raw -1471260.044159 + Penalty 1879.599474 = -1469380.444686 nChanged 25 SP:Iteration 25Q (3873.805607 sec): 3 clusters Score: Raw -1471267.382786 + Penalty 1879.599474 = -1469387.783312 nChanged 20 SP:Iteration 26Q (3873.874161 sec): 3 clusters Score: Raw -1471274.669705 + Penalty 1879.599474 = -1469395.070232 nChanged 16 SP:Iteration 27Q (3873.933575 sec): 3 clusters Score: Raw -1471278.729992 + Penalty 1879.599474 = -1469399.130518 nChanged 16 SP:Iteration 28Q (3874.013916 sec): 3 clusters Score: Raw -1471281.498036 + Penalty 1879.599474 = -1469401.898562 nChanged 7 SP:Iteration 29Q (3874.076829 sec): 3 clusters Score: Raw -1471282.817700 + Penalty 1879.599474 = -1469403.218226 nChanged 6 SP:Iteration 30Q (3874.147208 sec): 3 clusters Score: Raw -1471283.956035 + Penalty 1879.599474 = -1469404.356561 nChanged 7 SP:Iteration 31Q (3874.214430 sec): 3 clusters Score: Raw -1471284.932149 + Penalty 1879.599474 = -1469405.332675 nChanged 4 SP:Iteration 32Q (3874.283262 sec): 3 clusters Score: Raw -1471285.437479 + Penalty 1879.599474 = -1469405.838005 nChanged 0 SP:Iteration 33F (3874.355817 sec): 3 clusters Score: Raw -1471285.437479 + Penalty 1879.599474 = -1469405.838005 nChanged 0 Trying to split cluster 12 (52729 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3874.431579 sec): 2 clusters Score: Raw -3674900.562092 + Penalty 1032.927482 = -3673867.634610 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3874.543466 sec): 3 clusters Score: Raw -3640626.772881 + Penalty 2065.854965 = -3638560.917917 nChanged 25220 SP:Iteration 1F (3874.655678 sec): 3 clusters Score: Raw -3655821.121954 + Penalty 2065.854965 = -3653755.266989 nChanged 2900 SP:Iteration 2F (3874.764271 sec): 3 clusters Score: Raw -3657337.388835 + Penalty 2065.854965 = -3655271.533870 nChanged 3201 SP:Iteration 3F (3874.873285 sec): 3 clusters Score: Raw -3659307.039165 + Penalty 2065.854965 = -3657241.184200 nChanged 3515 SP:Iteration 4F (3874.982952 sec): 3 clusters Score: Raw -3661760.972419 + Penalty 2065.854965 = -3659695.117454 nChanged 3460 SP:Iteration 5F (3875.090797 sec): 3 clusters Score: Raw -3664260.219523 + Penalty 2065.854965 = -3662194.364558 nChanged 3092 SP:Iteration 6F (3875.195935 sec): 3 clusters Score: Raw -3666208.180147 + Penalty 2065.854965 = -3664142.325182 nChanged 2459 SP:Iteration 7Q (3875.313966 sec): 3 clusters Score: Raw -3667505.137116 + Penalty 2065.854965 = -3665439.282151 nChanged 1790 SP:Iteration 8Q (3875.429946 sec): 3 clusters Score: Raw -3668275.519849 + Penalty 2065.854965 = -3666209.664884 nChanged 1349 SP:Iteration 9Q (3875.535031 sec): 3 clusters Score: Raw -3668748.661528 + Penalty 2065.854965 = -3666682.806563 nChanged 1024 SP:Iteration 10Q (3875.643629 sec): 3 clusters Score: Raw -3669078.189911 + Penalty 2065.854965 = -3667012.334946 nChanged 912 SP:Iteration 11Q (3875.747795 sec): 3 clusters Score: Raw -3669367.889726 + Penalty 2065.854965 = -3667302.034761 nChanged 883 SP:Iteration 12Q (3875.844891 sec): 3 clusters Score: Raw -3669653.324687 + Penalty 2065.854965 = -3667587.469722 nChanged 892 SP:Iteration 13Q (3875.942729 sec): 3 clusters Score: Raw -3669941.713462 + Penalty 2065.854965 = -3667875.858497 nChanged 841 SP:Iteration 14Q (3876.040211 sec): 3 clusters Score: Raw -3670222.466107 + Penalty 2065.854965 = -3668156.611142 nChanged 848 SP:Iteration 15Q (3876.146341 sec): 3 clusters Score: Raw -3670533.650937 + Penalty 2065.854965 = -3668467.795972 nChanged 892 SP:Iteration 16Q (3876.246778 sec): 3 clusters Score: Raw -3670893.795583 + Penalty 2065.854965 = -3668827.940618 nChanged 920 SP:Iteration 17Q (3876.342188 sec): 3 clusters Score: Raw -3671292.442823 + Penalty 2065.854965 = -3669226.587859 nChanged 882 SP:Iteration 18Q (3876.449830 sec): 3 clusters Score: Raw -3671692.401489 + Penalty 2065.854965 = -3669626.546524 nChanged 861 SP:Iteration 19Q (3876.555657 sec): 3 clusters Score: Raw -3672083.014533 + Penalty 2065.854965 = -3670017.159568 nChanged 829 SP:Iteration 20F (3876.658977 sec): 3 clusters Score: Raw -3672491.662496 + Penalty 2065.854965 = -3670425.807531 nChanged 751 SP:Iteration 21Q (3876.765703 sec): 3 clusters Score: Raw -3672887.520997 + Penalty 2065.854965 = -3670821.666033 nChanged 745 SP:Iteration 22Q (3876.867560 sec): 3 clusters Score: Raw -3673308.389284 + Penalty 2065.854965 = -3671242.534319 nChanged 653 SP:Iteration 23Q (3876.972981 sec): 3 clusters Score: Raw -3673722.831662 + Penalty 2065.854965 = -3671656.976697 nChanged 577 SP:Iteration 24Q (3877.081319 sec): 3 clusters Score: Raw -3674117.185435 + Penalty 2065.854965 = -3672051.330470 nChanged 473 SP:Iteration 25Q (3877.196889 sec): 3 clusters Score: Raw -3674416.521805 + Penalty 2065.854965 = -3672350.666841 nChanged 371 SP:Iteration 26Q (3877.310051 sec): 3 clusters Score: Raw -3674659.551494 + Penalty 2065.854965 = -3672593.696529 nChanged 348 SP:Iteration 27Q (3877.416862 sec): 3 clusters Score: Raw -3674881.579134 + Penalty 2065.854965 = -3672815.724169 nChanged 291 SP:Iteration 28Q (3877.524424 sec): 3 clusters Score: Raw -3675035.632663 + Penalty 2065.854965 = -3672969.777698 nChanged 216 SP:Iteration 29Q (3877.632076 sec): 3 clusters Score: Raw -3675122.702397 + Penalty 2065.854965 = -3673056.847432 nChanged 150 SP:Iteration 30Q (3877.740246 sec): 3 clusters Score: Raw -3675173.861851 + Penalty 2065.854965 = -3673108.006887 nChanged 134 SP:Iteration 31Q (3877.847826 sec): 3 clusters Score: Raw -3675215.656809 + Penalty 2065.854965 = -3673149.801844 nChanged 116 SP:Iteration 32Q (3877.949194 sec): 3 clusters Score: Raw -3675252.631252 + Penalty 2065.854965 = -3673186.776287 nChanged 90 SP:Iteration 33Q (3878.049368 sec): 3 clusters Score: Raw -3675280.127723 + Penalty 2065.854965 = -3673214.272758 nChanged 102 SP:Iteration 34Q (3878.153228 sec): 3 clusters Score: Raw -3675310.334906 + Penalty 2065.854965 = -3673244.479941 nChanged 98 SP:Iteration 35Q (3878.256910 sec): 3 clusters Score: Raw -3675339.012027 + Penalty 2065.854965 = -3673273.157062 nChanged 70 SP:Iteration 36Q (3878.365248 sec): 3 clusters Score: Raw -3675362.890174 + Penalty 2065.854965 = -3673297.035210 nChanged 68 SP:Iteration 37Q (3878.472274 sec): 3 clusters Score: Raw -3675378.422717 + Penalty 2065.854965 = -3673312.567752 nChanged 45 SP:Iteration 38Q (3878.571286 sec): 3 clusters Score: Raw -3675387.484387 + Penalty 2065.854965 = -3673321.629422 nChanged 37 SP:Iteration 39Q (3878.674052 sec): 3 clusters Score: Raw -3675394.269957 + Penalty 2065.854965 = -3673328.414993 nChanged 31 SP:Iteration 40F (3878.788458 sec): 3 clusters Score: Raw -3675405.914888 + Penalty 2065.854965 = -3673340.059923 nChanged 29 SP:Iteration 41Q (3878.906965 sec): 3 clusters Score: Raw -3675411.737320 + Penalty 2065.854965 = -3673345.882355 nChanged 22 SP:Iteration 42Q (3879.004471 sec): 3 clusters Score: Raw -3675416.163344 + Penalty 2065.854965 = -3673350.308379 nChanged 28 SP:Iteration 43Q (3879.117301 sec): 3 clusters Score: Raw -3675421.156790 + Penalty 2065.854965 = -3673355.301825 nChanged 21 SP:Iteration 44Q (3879.220478 sec): 3 clusters Score: Raw -3675425.262833 + Penalty 2065.854965 = -3673359.407868 nChanged 18 SP:Iteration 45Q (3879.311982 sec): 3 clusters Score: Raw -3675428.020752 + Penalty 2065.854965 = -3673362.165787 nChanged 14 SP:Iteration 46Q (3879.419594 sec): 3 clusters Score: Raw -3675429.691564 + Penalty 2065.854965 = -3673363.836599 nChanged 6 SP:Iteration 47Q (3879.524426 sec): 3 clusters Score: Raw -3675430.310812 + Penalty 2065.854965 = -3673364.455847 nChanged 2 SP:Iteration 48Q (3879.627315 sec): 3 clusters Score: Raw -3675430.522291 + Penalty 2065.854965 = -3673364.667326 nChanged 3 SP:Iteration 49Q (3879.732202 sec): 3 clusters Score: Raw -3675430.780396 + Penalty 2065.854965 = -3673364.925431 nChanged 4 SP:Iteration 50Q (3879.836278 sec): 3 clusters Score: Raw -3675431.145027 + Penalty 2065.854965 = -3673365.290062 nChanged 0 SP:Iteration 51F (3879.946533 sec): 3 clusters Score: Raw -3675431.145027 + Penalty 2065.854965 = -3673365.290062 nChanged 0 Trying to split cluster 13 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3879.978344 sec): 2 clusters Score: Raw -43785.125732 + Penalty 612.644492 = -43172.481240 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3880.020144 sec): 3 clusters Score: Raw -43585.950097 + Penalty 1225.288985 = -42360.661112 nChanged 215 SP:Iteration 1F (3880.064192 sec): 3 clusters Score: Raw -43801.642681 + Penalty 1225.288985 = -42576.353697 nChanged 49 SP:Iteration 2F (3880.103782 sec): 3 clusters Score: Raw -43858.666734 + Penalty 1225.288985 = -42633.377750 nChanged 23 SP:Iteration 3Q (3880.140394 sec): 3 clusters Score: Raw -43879.072873 + Penalty 1225.288985 = -42653.783888 nChanged 16 SP:Iteration 4Q (3880.186907 sec): 3 clusters Score: Raw -43894.757275 + Penalty 1225.288985 = -42669.468290 nChanged 19 SP:Iteration 5Q (3880.236487 sec): 3 clusters Score: Raw -43913.080133 + Penalty 1225.288985 = -42687.791148 nChanged 19 SP:Iteration 6Q (3880.285609 sec): 3 clusters Score: Raw -43934.201667 + Penalty 1225.288985 = -42708.912682 nChanged 10 SP:Iteration 7Q (3880.334927 sec): 3 clusters Score: Raw -43942.450583 + Penalty 1225.288985 = -42717.161598 nChanged 5 SP:Iteration 8Q (3880.382387 sec): 3 clusters Score: Raw -43946.973751 + Penalty 1225.288985 = -42721.684766 nChanged 2 SP:Iteration 9Q (3880.428481 sec): 3 clusters Score: Raw -43950.701837 + Penalty 1225.288985 = -42725.412852 nChanged 5 SP:Iteration 10Q (3880.476479 sec): 3 clusters Score: Raw -43956.660074 + Penalty 1225.288985 = -42731.371089 nChanged 5 SP:Iteration 11Q (3880.522259 sec): 3 clusters Score: Raw -43964.482346 + Penalty 1225.288985 = -42739.193361 nChanged 4 SP:Iteration 12Q (3880.562326 sec): 3 clusters Score: Raw -43969.588079 + Penalty 1225.288985 = -42744.299094 nChanged 3 SP:Iteration 13Q (3880.608258 sec): 3 clusters Score: Raw -43973.069489 + Penalty 1225.288985 = -42747.780505 nChanged 3 SP:Iteration 14Q (3880.660615 sec): 3 clusters Score: Raw -43975.812195 + Penalty 1225.288985 = -42750.523210 nChanged 0 SP:Iteration 15F (3880.698551 sec): 3 clusters Score: Raw -43975.812195 + Penalty 1225.288985 = -42750.523210 nChanged 0 Trying to split cluster 14 (6614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3880.742165 sec): 2 clusters Score: Raw -472966.120293 + Penalty 835.709670 = -472130.410623 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3880.788062 sec): 3 clusters Score: Raw -469171.975588 + Penalty 1671.419340 = -467500.556248 nChanged 2894 SP:Iteration 1F (3880.854747 sec): 3 clusters Score: Raw -470804.651491 + Penalty 1671.419340 = -469133.232151 nChanged 455 SP:Iteration 2F (3880.901010 sec): 3 clusters Score: Raw -471096.389593 + Penalty 1671.419340 = -469424.970253 nChanged 485 SP:Iteration 3F (3880.952937 sec): 3 clusters Score: Raw -471423.986230 + Penalty 1671.419340 = -469752.566891 nChanged 500 SP:Iteration 4F (3881.006970 sec): 3 clusters Score: Raw -471802.994114 + Penalty 1671.419340 = -470131.574775 nChanged 471 SP:Iteration 5F (3881.064405 sec): 3 clusters Score: Raw -472188.478559 + Penalty 1671.419340 = -470517.059219 nChanged 434 SP:Iteration 6F (3881.120513 sec): 3 clusters Score: Raw -472596.213309 + Penalty 1671.419340 = -470924.793969 nChanged 360 SP:Iteration 7F (3881.173881 sec): 3 clusters Score: Raw -472909.130981 + Penalty 1671.419340 = -471237.711641 nChanged 250 SP:Iteration 8Q (3881.230134 sec): 3 clusters Score: Raw -473086.369966 + Penalty 1671.419340 = -471414.950626 nChanged 168 SP:Iteration 9Q (3881.287657 sec): 3 clusters Score: Raw -473180.403753 + Penalty 1671.419340 = -471508.984413 nChanged 121 SP:Iteration 10Q (3881.342173 sec): 3 clusters Score: Raw -473244.494829 + Penalty 1671.419340 = -471573.075489 nChanged 103 SP:Iteration 11Q (3881.398953 sec): 3 clusters Score: Raw -473303.828665 + Penalty 1671.419340 = -471632.409325 nChanged 93 SP:Iteration 12Q (3881.456206 sec): 3 clusters Score: Raw -473354.136395 + Penalty 1671.419340 = -471682.717055 nChanged 87 SP:Iteration 13Q (3881.512424 sec): 3 clusters Score: Raw -473405.742041 + Penalty 1671.419340 = -471734.322701 nChanged 65 SP:Iteration 14Q (3881.548040 sec): 3 clusters Score: Raw -473438.411074 + Penalty 1671.419340 = -471766.991734 nChanged 44 SP:Iteration 15Q (3881.607075 sec): 3 clusters Score: Raw -473452.301757 + Penalty 1671.419340 = -471780.882417 nChanged 29 SP:Iteration 16Q (3881.655666 sec): 3 clusters Score: Raw -473462.060044 + Penalty 1671.419340 = -471790.640704 nChanged 23 SP:Iteration 17Q (3881.706582 sec): 3 clusters Score: Raw -473472.839099 + Penalty 1671.419340 = -471801.419759 nChanged 27 SP:Iteration 18Q (3881.765445 sec): 3 clusters Score: Raw -473482.684955 + Penalty 1671.419340 = -471811.265616 nChanged 16 SP:Iteration 19Q (3881.807496 sec): 3 clusters Score: Raw -473487.766423 + Penalty 1671.419340 = -471816.347083 nChanged 17 SP:Iteration 20F (3881.858633 sec): 3 clusters Score: Raw -473493.063271 + Penalty 1671.419340 = -471821.643931 nChanged 17 SP:Iteration 21Q (3881.924742 sec): 3 clusters Score: Raw -473498.380764 + Penalty 1671.419340 = -471826.961424 nChanged 9 SP:Iteration 22Q (3881.957154 sec): 3 clusters Score: Raw -473501.812647 + Penalty 1671.419340 = -471830.393307 nChanged 12 SP:Iteration 23Q (3882.004938 sec): 3 clusters Score: Raw -473506.994007 + Penalty 1671.419340 = -471835.574668 nChanged 13 SP:Iteration 24Q (3882.059754 sec): 3 clusters Score: Raw -473512.194768 + Penalty 1671.419340 = -471840.775428 nChanged 7 SP:Iteration 25Q (3882.114781 sec): 3 clusters Score: Raw -473513.888245 + Penalty 1671.419340 = -471842.468906 nChanged 7 SP:Iteration 26Q (3882.169759 sec): 3 clusters Score: Raw -473515.592676 + Penalty 1671.419340 = -471844.173336 nChanged 7 SP:Iteration 27Q (3882.224828 sec): 3 clusters Score: Raw -473516.926767 + Penalty 1671.419340 = -471845.507427 nChanged 6 SP:Iteration 28Q (3882.290232 sec): 3 clusters Score: Raw -473518.058293 + Penalty 1671.419340 = -471846.638953 nChanged 3 SP:Iteration 29Q (3882.338593 sec): 3 clusters Score: Raw -473519.542325 + Penalty 1671.419340 = -471848.122985 nChanged 2 SP:Iteration 30Q (3882.374413 sec): 3 clusters Score: Raw -473519.855349 + Penalty 1671.419340 = -471848.436010 nChanged 1 SP:Iteration 31Q (3882.426190 sec): 3 clusters Score: Raw -473520.221564 + Penalty 1671.419340 = -471848.802224 nChanged 2 SP:Iteration 32Q (3882.480876 sec): 3 clusters Score: Raw -473520.888317 + Penalty 1671.419340 = -471849.468978 nChanged 2 SP:Iteration 33Q (3882.535441 sec): 3 clusters Score: Raw -473521.408925 + Penalty 1671.419340 = -471849.989585 nChanged 2 SP:Iteration 34Q (3882.588400 sec): 3 clusters Score: Raw -473521.668087 + Penalty 1671.419340 = -471850.248747 nChanged 1 SP:Iteration 35Q (3882.644174 sec): 3 clusters Score: Raw -473521.720282 + Penalty 1671.419340 = -471850.300943 nChanged 1 SP:Iteration 36Q (3882.698564 sec): 3 clusters Score: Raw -473522.101018 + Penalty 1671.419340 = -471850.681678 nChanged 0 SP:Iteration 37F (3882.750903 sec): 3 clusters Score: Raw -473522.101018 + Penalty 1671.419340 = -471850.681678 nChanged 0 Trying to split cluster 15 (6257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3882.793216 sec): 2 clusters Score: Raw -432329.457983 + Penalty 830.438331 = -431499.019652 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3882.830565 sec): 3 clusters Score: Raw -428822.086789 + Penalty 1660.876662 = -427161.210127 nChanged 2713 SP:Iteration 1F (3882.885361 sec): 3 clusters Score: Raw -430329.737684 + Penalty 1660.876662 = -428668.861022 nChanged 365 SP:Iteration 2F (3882.940712 sec): 3 clusters Score: Raw -430486.968703 + Penalty 1660.876662 = -428826.092041 nChanged 285 SP:Iteration 3Q (3882.995971 sec): 3 clusters Score: Raw -430620.090265 + Penalty 1660.876662 = -428959.213603 nChanged 284 SP:Iteration 4Q (3883.060462 sec): 3 clusters Score: Raw -430775.466593 + Penalty 1660.876662 = -429114.589931 nChanged 303 SP:Iteration 5Q (3883.095619 sec): 3 clusters Score: Raw -430960.770826 + Penalty 1660.876662 = -429299.894164 nChanged 325 SP:Iteration 6F (3883.150938 sec): 3 clusters Score: Raw -431184.996205 + Penalty 1660.876662 = -429524.119543 nChanged 328 SP:Iteration 7F (3883.203674 sec): 3 clusters Score: Raw -431448.458221 + Penalty 1660.876662 = -429787.581559 nChanged 333 SP:Iteration 8F (3883.270195 sec): 3 clusters Score: Raw -431696.569390 + Penalty 1660.876662 = -430035.692728 nChanged 297 SP:Iteration 9Q (3883.314801 sec): 3 clusters Score: Raw -431862.533129 + Penalty 1660.876662 = -430201.656467 nChanged 200 SP:Iteration 10Q (3883.359458 sec): 3 clusters Score: Raw -431957.577251 + Penalty 1660.876662 = -430296.700589 nChanged 144 SP:Iteration 11Q (3883.416159 sec): 3 clusters Score: Raw -432011.603734 + Penalty 1660.876662 = -430350.727072 nChanged 119 SP:Iteration 12Q (3883.469676 sec): 3 clusters Score: Raw -432062.887847 + Penalty 1660.876662 = -430402.011185 nChanged 109 SP:Iteration 13Q (3883.524920 sec): 3 clusters Score: Raw -432103.087667 + Penalty 1660.876662 = -430442.211005 nChanged 91 SP:Iteration 14Q (3883.579682 sec): 3 clusters Score: Raw -432134.306474 + Penalty 1660.876662 = -430473.429812 nChanged 75 SP:Iteration 15Q (3883.646011 sec): 3 clusters Score: Raw -432159.880168 + Penalty 1660.876662 = -430499.003506 nChanged 79 SP:Iteration 16Q (3883.690560 sec): 3 clusters Score: Raw -432184.613991 + Penalty 1660.876662 = -430523.737329 nChanged 67 SP:Iteration 17Q (3883.741874 sec): 3 clusters Score: Raw -432202.783221 + Penalty 1660.876662 = -430541.906559 nChanged 60 SP:Iteration 18Q (3883.796277 sec): 3 clusters Score: Raw -432217.044861 + Penalty 1660.876662 = -430556.168199 nChanged 48 SP:Iteration 19Q (3883.851786 sec): 3 clusters Score: Raw -432227.844195 + Penalty 1660.876662 = -430566.967533 nChanged 46 SP:Iteration 20F (3883.906978 sec): 3 clusters Score: Raw -432240.514155 + Penalty 1660.876662 = -430579.637493 nChanged 41 SP:Iteration 21Q (3883.949666 sec): 3 clusters Score: Raw -432250.978898 + Penalty 1660.876662 = -430590.102236 nChanged 45 SP:Iteration 22Q (3884.003899 sec): 3 clusters Score: Raw -432264.009507 + Penalty 1660.876662 = -430603.132845 nChanged 43 SP:Iteration 23Q (3884.051692 sec): 3 clusters Score: Raw -432275.161469 + Penalty 1660.876662 = -430614.284807 nChanged 41 SP:Iteration 24Q (3884.115696 sec): 3 clusters Score: Raw -432284.707907 + Penalty 1660.876662 = -430623.831245 nChanged 39 SP:Iteration 25Q (3884.171937 sec): 3 clusters Score: Raw -432291.749988 + Penalty 1660.876662 = -430630.873326 nChanged 30 SP:Iteration 26Q (3884.218815 sec): 3 clusters Score: Raw -432296.600416 + Penalty 1660.876662 = -430635.723754 nChanged 19 SP:Iteration 27Q (3884.283865 sec): 3 clusters Score: Raw -432299.898061 + Penalty 1660.876662 = -430639.021399 nChanged 18 SP:Iteration 28Q (3884.340354 sec): 3 clusters Score: Raw -432303.063776 + Penalty 1660.876662 = -430642.187114 nChanged 18 SP:Iteration 29Q (3884.390432 sec): 3 clusters Score: Raw -432306.193351 + Penalty 1660.876662 = -430645.316689 nChanged 17 SP:Iteration 30Q (3884.436521 sec): 3 clusters Score: Raw -432308.472114 + Penalty 1660.876662 = -430647.595452 nChanged 12 SP:Iteration 31Q (3884.494104 sec): 3 clusters Score: Raw -432310.111505 + Penalty 1660.876662 = -430649.234843 nChanged 10 SP:Iteration 32Q (3884.545431 sec): 3 clusters Score: Raw -432311.929310 + Penalty 1660.876662 = -430651.052648 nChanged 14 SP:Iteration 33Q (3884.599137 sec): 3 clusters Score: Raw -432313.846624 + Penalty 1660.876662 = -430652.969962 nChanged 12 SP:Iteration 34Q (3884.654191 sec): 3 clusters Score: Raw -432315.298317 + Penalty 1660.876662 = -430654.421655 nChanged 14 SP:Iteration 35Q (3884.694215 sec): 3 clusters Score: Raw -432317.619160 + Penalty 1660.876662 = -430656.742498 nChanged 13 SP:Iteration 36Q (3884.753396 sec): 3 clusters Score: Raw -432319.110347 + Penalty 1660.876662 = -430658.233685 nChanged 6 SP:Iteration 37Q (3884.795523 sec): 3 clusters Score: Raw -432319.824822 + Penalty 1660.876662 = -430658.948160 nChanged 9 SP:Iteration 38Q (3884.838998 sec): 3 clusters Score: Raw -432320.650220 + Penalty 1660.876662 = -430659.773558 nChanged 6 SP:Iteration 39Q (3884.897415 sec): 3 clusters Score: Raw -432321.161975 + Penalty 1660.876662 = -430660.285313 nChanged 5 SP:Iteration 40F (3884.939310 sec): 3 clusters Score: Raw -432321.517029 + Penalty 1660.876662 = -430660.640367 nChanged 3 SP:Iteration 41Q (3884.998141 sec): 3 clusters Score: Raw -432321.715122 + Penalty 1660.876662 = -430660.838460 nChanged 2 SP:Iteration 42Q (3885.046422 sec): 3 clusters Score: Raw -432321.930186 + Penalty 1660.876662 = -430661.053524 nChanged 1 SP:Iteration 43Q (3885.099807 sec): 3 clusters Score: Raw -432322.239941 + Penalty 1660.876662 = -430661.363279 nChanged 1 SP:Iteration 44Q (3885.156456 sec): 3 clusters Score: Raw -432322.353472 + Penalty 1660.876662 = -430661.476810 nChanged 1 SP:Iteration 45Q (3885.209716 sec): 3 clusters Score: Raw -432322.392799 + Penalty 1660.876662 = -430661.516137 nChanged 1 SP:Iteration 46Q (3885.265107 sec): 3 clusters Score: Raw -432322.455152 + Penalty 1660.876662 = -430661.578490 nChanged 0 SP:Iteration 47F (3885.315305 sec): 3 clusters Score: Raw -432322.455152 + Penalty 1660.876662 = -430661.578490 nChanged 0 Trying to split cluster 16 (17947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3885.359315 sec): 2 clusters Score: Raw -1337540.664525 + Penalty 930.541934 = -1336610.122591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3885.430894 sec): 3 clusters Score: Raw -1326523.092283 + Penalty 1861.083867 = -1324662.008416 nChanged 8214 SP:Iteration 1F (3885.489989 sec): 3 clusters Score: Raw -1330978.717462 + Penalty 1861.083867 = -1329117.633595 nChanged 828 SP:Iteration 2Q (3885.555153 sec): 3 clusters Score: Raw -1331245.940450 + Penalty 1861.083867 = -1329384.856582 nChanged 791 SP:Iteration 3Q (3885.623032 sec): 3 clusters Score: Raw -1331516.380487 + Penalty 1861.083867 = -1329655.296619 nChanged 832 SP:Iteration 4Q (3885.692889 sec): 3 clusters Score: Raw -1331866.074446 + Penalty 1861.083867 = -1330004.990579 nChanged 926 SP:Iteration 5F (3885.762934 sec): 3 clusters Score: Raw -1332324.159259 + Penalty 1861.083867 = -1330463.075391 nChanged 1012 SP:Iteration 6F (3885.830331 sec): 3 clusters Score: Raw -1332946.900335 + Penalty 1861.083867 = -1331085.816467 nChanged 1095 SP:Iteration 7F (3885.899551 sec): 3 clusters Score: Raw -1333711.314000 + Penalty 1861.083867 = -1331850.230132 nChanged 1019 SP:Iteration 8F (3885.958665 sec): 3 clusters Score: Raw -1334476.746145 + Penalty 1861.083867 = -1332615.662277 nChanged 886 SP:Iteration 9Q (3886.037807 sec): 3 clusters Score: Raw -1335166.270639 + Penalty 1861.083867 = -1333305.186772 nChanged 747 SP:Iteration 10Q (3886.096967 sec): 3 clusters Score: Raw -1335711.721772 + Penalty 1861.083867 = -1333850.637905 nChanged 596 SP:Iteration 11Q (3886.174428 sec): 3 clusters Score: Raw -1336098.180629 + Penalty 1861.083867 = -1334237.096762 nChanged 401 SP:Iteration 12Q (3886.239037 sec): 3 clusters Score: Raw -1336333.170520 + Penalty 1861.083867 = -1334472.086653 nChanged 362 SP:Iteration 13Q (3886.308365 sec): 3 clusters Score: Raw -1336538.276579 + Penalty 1861.083867 = -1334677.192711 nChanged 306 SP:Iteration 14Q (3886.371858 sec): 3 clusters Score: Raw -1336718.713435 + Penalty 1861.083867 = -1334857.629568 nChanged 267 SP:Iteration 15Q (3886.436918 sec): 3 clusters Score: Raw -1336873.635667 + Penalty 1861.083867 = -1335012.551799 nChanged 272 SP:Iteration 16Q (3886.506949 sec): 3 clusters Score: Raw -1337042.582016 + Penalty 1861.083867 = -1335181.498149 nChanged 227 SP:Iteration 17Q (3886.556293 sec): 3 clusters Score: Raw -1337173.262353 + Penalty 1861.083867 = -1335312.178486 nChanged 184 SP:Iteration 18Q (3886.612869 sec): 3 clusters Score: Raw -1337266.096117 + Penalty 1861.083867 = -1335405.012250 nChanged 138 SP:Iteration 19Q (3886.679169 sec): 3 clusters Score: Raw -1337334.325702 + Penalty 1861.083867 = -1335473.241835 nChanged 127 SP:Iteration 20F (3886.742002 sec): 3 clusters Score: Raw -1337395.817469 + Penalty 1861.083867 = -1335534.733602 nChanged 112 SP:Iteration 21Q (3886.797589 sec): 3 clusters Score: Raw -1337452.586361 + Penalty 1861.083867 = -1335591.502494 nChanged 100 SP:Iteration 22Q (3886.857168 sec): 3 clusters Score: Raw -1337500.404223 + Penalty 1861.083867 = -1335639.320356 nChanged 77 SP:Iteration 23Q (3886.919101 sec): 3 clusters Score: Raw -1337540.084342 + Penalty 1861.083867 = -1335679.000474 nChanged 75 SP:Iteration 24Q (3886.992525 sec): 3 clusters Score: Raw -1337582.102307 + Penalty 1861.083867 = -1335721.018440 nChanged 67 SP:Iteration 25Q (3887.061155 sec): 3 clusters Score: Raw -1337618.920774 + Penalty 1861.083867 = -1335757.836907 nChanged 63 SP:Iteration 26Q (3887.120859 sec): 3 clusters Score: Raw -1337648.996902 + Penalty 1861.083867 = -1335787.913034 nChanged 42 SP:Iteration 27Q (3887.189791 sec): 3 clusters Score: Raw -1337668.650112 + Penalty 1861.083867 = -1335807.566244 nChanged 32 SP:Iteration 28Q (3887.261543 sec): 3 clusters Score: Raw -1337688.983184 + Penalty 1861.083867 = -1335827.899316 nChanged 35 SP:Iteration 29Q (3887.329066 sec): 3 clusters Score: Raw -1337712.616726 + Penalty 1861.083867 = -1335851.532859 nChanged 23 SP:Iteration 30Q (3887.389011 sec): 3 clusters Score: Raw -1337729.475677 + Penalty 1861.083867 = -1335868.391809 nChanged 27 SP:Iteration 31Q (3887.415713 sec): 3 clusters Score: Raw -1337752.186335 + Penalty 1861.083867 = -1335891.102468 nChanged 27 SP:Iteration 32Q (3887.445829 sec): 3 clusters Score: Raw -1337770.060788 + Penalty 1861.083867 = -1335908.976921 nChanged 18 SP:Iteration 33Q (3887.475836 sec): 3 clusters Score: Raw -1337784.909051 + Penalty 1861.083867 = -1335923.825183 nChanged 19 SP:Iteration 34Q (3887.521175 sec): 3 clusters Score: Raw -1337798.382644 + Penalty 1861.083867 = -1335937.298776 nChanged 16 SP:Iteration 35Q (3887.548502 sec): 3 clusters Score: Raw -1337808.619053 + Penalty 1861.083867 = -1335947.535186 nChanged 13 SP:Iteration 36Q (3887.578418 sec): 3 clusters Score: Raw -1337815.180667 + Penalty 1861.083867 = -1335954.096800 nChanged 10 SP:Iteration 37Q (3887.608497 sec): 3 clusters Score: Raw -1337825.224831 + Penalty 1861.083867 = -1335964.140964 nChanged 8 SP:Iteration 38Q (3887.638541 sec): 3 clusters Score: Raw -1337828.312700 + Penalty 1861.083867 = -1335967.228833 nChanged 3 SP:Iteration 39Q (3887.707795 sec): 3 clusters Score: Raw -1337829.655136 + Penalty 1861.083867 = -1335968.571269 nChanged 5 SP:Iteration 40F (3887.785953 sec): 3 clusters Score: Raw -1337832.557065 + Penalty 1861.083867 = -1335971.473198 nChanged 3 SP:Iteration 41Q (3887.845089 sec): 3 clusters Score: Raw -1337836.940453 + Penalty 1861.083867 = -1335975.856586 nChanged 1 SP:Iteration 42Q (3887.903361 sec): 3 clusters Score: Raw -1337837.044402 + Penalty 1861.083867 = -1335975.960535 nChanged 0 SP:Iteration 43F (3887.976241 sec): 3 clusters Score: Raw -1337837.044402 + Penalty 1861.083867 = -1335975.960535 nChanged 0 Trying to split cluster 17 (15570 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3888.013948 sec): 2 clusters Score: Raw -1162677.651018 + Penalty 917.044620 = -1161760.606398 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3888.073037 sec): 3 clusters Score: Raw -1153117.673312 + Penalty 1834.089240 = -1151283.584072 nChanged 7178 SP:Iteration 1F (3888.135585 sec): 3 clusters Score: Raw -1157165.220860 + Penalty 1834.089240 = -1155331.131620 nChanged 887 SP:Iteration 2F (3888.210930 sec): 3 clusters Score: Raw -1157578.573693 + Penalty 1834.089240 = -1155744.484453 nChanged 977 SP:Iteration 3F (3888.247589 sec): 3 clusters Score: Raw -1158098.210335 + Penalty 1834.089240 = -1156264.121095 nChanged 1087 SP:Iteration 4F (3888.315510 sec): 3 clusters Score: Raw -1158809.493098 + Penalty 1834.089240 = -1156975.403857 nChanged 1110 SP:Iteration 5F (3888.382453 sec): 3 clusters Score: Raw -1159666.924884 + Penalty 1834.089240 = -1157832.835644 nChanged 1021 SP:Iteration 6F (3888.442350 sec): 3 clusters Score: Raw -1160593.457057 + Penalty 1834.089240 = -1158759.367817 nChanged 822 SP:Iteration 7F (3888.509222 sec): 3 clusters Score: Raw -1161377.827114 + Penalty 1834.089240 = -1159543.737873 nChanged 587 SP:Iteration 8Q (3888.563062 sec): 3 clusters Score: Raw -1161846.834812 + Penalty 1834.089240 = -1160012.745571 nChanged 401 SP:Iteration 9Q (3888.630482 sec): 3 clusters Score: Raw -1162088.719394 + Penalty 1834.089240 = -1160254.630153 nChanged 244 SP:Iteration 10Q (3888.695800 sec): 3 clusters Score: Raw -1162224.763359 + Penalty 1834.089240 = -1160390.674119 nChanged 194 SP:Iteration 11Q (3888.760244 sec): 3 clusters Score: Raw -1162334.322805 + Penalty 1834.089240 = -1160500.233565 nChanged 148 SP:Iteration 12Q (3888.825063 sec): 3 clusters Score: Raw -1162408.225699 + Penalty 1834.089240 = -1160574.136459 nChanged 144 SP:Iteration 13Q (3888.895115 sec): 3 clusters Score: Raw -1162483.549754 + Penalty 1834.089240 = -1160649.460514 nChanged 123 SP:Iteration 14Q (3888.945203 sec): 3 clusters Score: Raw -1162546.409602 + Penalty 1834.089240 = -1160712.320362 nChanged 117 SP:Iteration 15Q (3889.005409 sec): 3 clusters Score: Raw -1162596.598093 + Penalty 1834.089240 = -1160762.508852 nChanged 99 SP:Iteration 16Q (3889.061407 sec): 3 clusters Score: Raw -1162634.546168 + Penalty 1834.089240 = -1160800.456927 nChanged 84 SP:Iteration 17Q (3889.103464 sec): 3 clusters Score: Raw -1162657.363762 + Penalty 1834.089240 = -1160823.274521 nChanged 56 SP:Iteration 18Q (3889.160424 sec): 3 clusters Score: Raw -1162668.591855 + Penalty 1834.089240 = -1160834.502615 nChanged 42 SP:Iteration 19Q (3889.218339 sec): 3 clusters Score: Raw -1162677.694716 + Penalty 1834.089240 = -1160843.605475 nChanged 42 SP:Iteration 20F (3889.294882 sec): 3 clusters Score: Raw -1162687.099190 + Penalty 1834.089240 = -1160853.009950 nChanged 40 SP:Iteration 21Q (3889.348833 sec): 3 clusters Score: Raw -1162695.733499 + Penalty 1834.089240 = -1160861.644258 nChanged 35 SP:Iteration 22Q (3889.412953 sec): 3 clusters Score: Raw -1162702.127991 + Penalty 1834.089240 = -1160868.038751 nChanged 31 SP:Iteration 23Q (3889.475187 sec): 3 clusters Score: Raw -1162707.767595 + Penalty 1834.089240 = -1160873.678355 nChanged 31 SP:Iteration 24Q (3889.531391 sec): 3 clusters Score: Raw -1162713.099165 + Penalty 1834.089240 = -1160879.009925 nChanged 22 SP:Iteration 25Q (3889.587574 sec): 3 clusters Score: Raw -1162717.450274 + Penalty 1834.089240 = -1160883.361034 nChanged 20 SP:Iteration 26Q (3889.647384 sec): 3 clusters Score: Raw -1162720.006570 + Penalty 1834.089240 = -1160885.917330 nChanged 9 SP:Iteration 27Q (3889.710782 sec): 3 clusters Score: Raw -1162720.818675 + Penalty 1834.089240 = -1160886.729435 nChanged 7 SP:Iteration 28Q (3889.776187 sec): 3 clusters Score: Raw -1162721.369275 + Penalty 1834.089240 = -1160887.280034 nChanged 10 SP:Iteration 29Q (3889.840203 sec): 3 clusters Score: Raw -1162722.382170 + Penalty 1834.089240 = -1160888.292929 nChanged 9 SP:Iteration 30Q (3889.911236 sec): 3 clusters Score: Raw -1162723.669616 + Penalty 1834.089240 = -1160889.580376 nChanged 11 SP:Iteration 31Q (3889.966089 sec): 3 clusters Score: Raw -1162724.943625 + Penalty 1834.089240 = -1160890.854385 nChanged 10 SP:Iteration 32Q (3890.030117 sec): 3 clusters Score: Raw -1162726.095730 + Penalty 1834.089240 = -1160892.006489 nChanged 7 SP:Iteration 33Q (3890.093801 sec): 3 clusters Score: Raw -1162726.831581 + Penalty 1834.089240 = -1160892.742341 nChanged 7 SP:Iteration 34Q (3890.151453 sec): 3 clusters Score: Raw -1162727.548195 + Penalty 1834.089240 = -1160893.458955 nChanged 7 SP:Iteration 35Q (3890.225277 sec): 3 clusters Score: Raw -1162728.514384 + Penalty 1834.089240 = -1160894.425144 nChanged 8 SP:Iteration 36Q (3890.278901 sec): 3 clusters Score: Raw -1162729.266048 + Penalty 1834.089240 = -1160895.176808 nChanged 6 SP:Iteration 37Q (3890.331778 sec): 3 clusters Score: Raw -1162729.978427 + Penalty 1834.089240 = -1160895.889187 nChanged 9 SP:Iteration 38Q (3890.390823 sec): 3 clusters Score: Raw -1162731.011993 + Penalty 1834.089240 = -1160896.922752 nChanged 8 SP:Iteration 39Q (3890.454856 sec): 3 clusters Score: Raw -1162732.110132 + Penalty 1834.089240 = -1160898.020892 nChanged 9 SP:Iteration 40F (3890.516803 sec): 3 clusters Score: Raw -1162733.068270 + Penalty 1834.089240 = -1160898.979029 nChanged 3 SP:Iteration 41Q (3890.579807 sec): 3 clusters Score: Raw -1162733.242447 + Penalty 1834.089240 = -1160899.153207 nChanged 2 SP:Iteration 42Q (3890.654248 sec): 3 clusters Score: Raw -1162733.546534 + Penalty 1834.089240 = -1160899.457294 nChanged 3 SP:Iteration 43Q (3890.718695 sec): 3 clusters Score: Raw -1162733.699321 + Penalty 1834.089240 = -1160899.610081 nChanged 3 SP:Iteration 44Q (3890.776207 sec): 3 clusters Score: Raw -1162733.975761 + Penalty 1834.089240 = -1160899.886521 nChanged 5 SP:Iteration 45Q (3890.839975 sec): 3 clusters Score: Raw -1162735.001683 + Penalty 1834.089240 = -1160900.912442 nChanged 11 SP:Iteration 46Q (3890.894243 sec): 3 clusters Score: Raw -1162737.185244 + Penalty 1834.089240 = -1160903.096003 nChanged 15 SP:Iteration 47Q (3890.957393 sec): 3 clusters Score: Raw -1162739.324513 + Penalty 1834.089240 = -1160905.235273 nChanged 12 SP:Iteration 48Q (3891.033664 sec): 3 clusters Score: Raw -1162740.927519 + Penalty 1834.089240 = -1160906.838279 nChanged 18 SP:Iteration 49Q (3891.089247 sec): 3 clusters Score: Raw -1162744.064903 + Penalty 1834.089240 = -1160909.975663 nChanged 20 SP:Iteration 50Q (3891.147815 sec): 3 clusters Score: Raw -1162747.593803 + Penalty 1834.089240 = -1160913.504562 nChanged 21 SP:Iteration 51Q (3891.223305 sec): 3 clusters Score: Raw -1162750.996822 + Penalty 1834.089240 = -1160916.907582 nChanged 16 SP:Iteration 52Q (3891.289684 sec): 3 clusters Score: Raw -1162752.905456 + Penalty 1834.089240 = -1160918.816215 nChanged 15 SP:Iteration 53Q (3891.347113 sec): 3 clusters Score: Raw -1162754.761802 + Penalty 1834.089240 = -1160920.672562 nChanged 12 SP:Iteration 54Q (3891.415390 sec): 3 clusters Score: Raw -1162756.426967 + Penalty 1834.089240 = -1160922.337727 nChanged 8 SP:Iteration 55Q (3891.477573 sec): 3 clusters Score: Raw -1162757.171774 + Penalty 1834.089240 = -1160923.082533 nChanged 5 SP:Iteration 56Q (3891.533085 sec): 3 clusters Score: Raw -1162757.489631 + Penalty 1834.089240 = -1160923.400390 nChanged 5 SP:Iteration 57Q (3891.605023 sec): 3 clusters Score: Raw -1162758.065284 + Penalty 1834.089240 = -1160923.976044 nChanged 5 SP:Iteration 58Q (3891.669158 sec): 3 clusters Score: Raw -1162758.691291 + Penalty 1834.089240 = -1160924.602050 nChanged 7 SP:Iteration 59Q (3891.719217 sec): 3 clusters Score: Raw -1162759.803520 + Penalty 1834.089240 = -1160925.714280 nChanged 4 SP:Iteration 60F (3891.792635 sec): 3 clusters Score: Raw -1162760.278184 + Penalty 1834.089240 = -1160926.188944 nChanged 3 SP:Iteration 61Q (3891.846604 sec): 3 clusters Score: Raw -1162760.537468 + Penalty 1834.089240 = -1160926.448228 nChanged 3 SP:Iteration 62Q (3891.920395 sec): 3 clusters Score: Raw -1162760.757265 + Penalty 1834.089240 = -1160926.668025 nChanged 2 SP:Iteration 63Q (3891.980373 sec): 3 clusters Score: Raw -1162761.004810 + Penalty 1834.089240 = -1160926.915569 nChanged 3 SP:Iteration 64Q (3892.037915 sec): 3 clusters Score: Raw -1162761.283088 + Penalty 1834.089240 = -1160927.193848 nChanged 1 SP:Iteration 65Q (3892.104035 sec): 3 clusters Score: Raw -1162761.459707 + Penalty 1834.089240 = -1160927.370467 nChanged 0 SP:Iteration 66F (3892.167899 sec): 3 clusters Score: Raw -1162761.459707 + Penalty 1834.089240 = -1160927.370467 nChanged 0 Trying to split cluster 18 (3482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3892.207330 sec): 2 clusters Score: Raw -259671.798066 + Penalty 774.759401 = -258897.038665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3892.259385 sec): 3 clusters Score: Raw -257827.391662 + Penalty 1549.518803 = -256277.872859 nChanged 1449 SP:Iteration 1F (3892.309195 sec): 3 clusters Score: Raw -258662.903671 + Penalty 1549.518803 = -257113.384868 nChanged 208 SP:Iteration 2F (3892.349812 sec): 3 clusters Score: Raw -258760.971637 + Penalty 1549.518803 = -257211.452834 nChanged 158 SP:Iteration 3Q (3892.392001 sec): 3 clusters Score: Raw -258829.234614 + Penalty 1549.518803 = -257279.715811 nChanged 122 SP:Iteration 4Q (3892.441689 sec): 3 clusters Score: Raw -258881.175527 + Penalty 1549.518803 = -257331.656724 nChanged 86 SP:Iteration 5Q (3892.502046 sec): 3 clusters Score: Raw -258913.451534 + Penalty 1549.518803 = -257363.932731 nChanged 78 SP:Iteration 6Q (3892.541847 sec): 3 clusters Score: Raw -258945.463163 + Penalty 1549.518803 = -257395.944360 nChanged 86 SP:Iteration 7Q (3892.599046 sec): 3 clusters Score: Raw -258981.451326 + Penalty 1549.518803 = -257431.932523 nChanged 78 SP:Iteration 8Q (3892.639203 sec): 3 clusters Score: Raw -259018.101322 + Penalty 1549.518803 = -257468.582519 nChanged 88 SP:Iteration 9Q (3892.700759 sec): 3 clusters Score: Raw -259059.592725 + Penalty 1549.518803 = -257510.073922 nChanged 85 SP:Iteration 10Q (3892.741960 sec): 3 clusters Score: Raw -259109.669050 + Penalty 1549.518803 = -257560.150247 nChanged 105 SP:Iteration 11Q (3892.796059 sec): 3 clusters Score: Raw -259184.419110 + Penalty 1549.518803 = -257634.900307 nChanged 101 SP:Iteration 12Q (3892.837638 sec): 3 clusters Score: Raw -259261.225789 + Penalty 1549.518803 = -257711.706987 nChanged 97 SP:Iteration 13Q (3892.874296 sec): 3 clusters Score: Raw -259329.513689 + Penalty 1549.518803 = -257779.994886 nChanged 85 SP:Iteration 14Q (3892.929464 sec): 3 clusters Score: Raw -259393.270076 + Penalty 1549.518803 = -257843.751273 nChanged 73 SP:Iteration 15Q (3892.973446 sec): 3 clusters Score: Raw -259444.545200 + Penalty 1549.518803 = -257895.026397 nChanged 63 SP:Iteration 16Q (3893.024130 sec): 3 clusters Score: Raw -259493.102836 + Penalty 1549.518803 = -257943.584033 nChanged 49 SP:Iteration 17Q (3893.075268 sec): 3 clusters Score: Raw -259528.360380 + Penalty 1549.518803 = -257978.841577 nChanged 43 SP:Iteration 18Q (3893.127073 sec): 3 clusters Score: Raw -259552.640596 + Penalty 1549.518803 = -258003.121793 nChanged 38 SP:Iteration 19Q (3893.182190 sec): 3 clusters Score: Raw -259572.651762 + Penalty 1549.518803 = -258023.132959 nChanged 30 SP:Iteration 20F (3893.234144 sec): 3 clusters Score: Raw -259590.075700 + Penalty 1549.518803 = -258040.556897 nChanged 23 SP:Iteration 21Q (3893.273301 sec): 3 clusters Score: Raw -259603.972001 + Penalty 1549.518803 = -258054.453198 nChanged 24 SP:Iteration 22Q (3893.319166 sec): 3 clusters Score: Raw -259620.303354 + Penalty 1549.518803 = -258070.784551 nChanged 12 SP:Iteration 23Q (3893.378863 sec): 3 clusters Score: Raw -259624.781420 + Penalty 1549.518803 = -258075.262617 nChanged 13 SP:Iteration 24Q (3893.416603 sec): 3 clusters Score: Raw -259630.856490 + Penalty 1549.518803 = -258081.337687 nChanged 8 SP:Iteration 25Q (3893.469422 sec): 3 clusters Score: Raw -259634.973691 + Penalty 1549.518803 = -258085.454888 nChanged 4 SP:Iteration 26Q (3893.510140 sec): 3 clusters Score: Raw -259637.127765 + Penalty 1549.518803 = -258087.608962 nChanged 8 SP:Iteration 27Q (3893.559327 sec): 3 clusters Score: Raw -259640.840990 + Penalty 1549.518803 = -258091.322187 nChanged 6 SP:Iteration 28Q (3893.601064 sec): 3 clusters Score: Raw -259643.609126 + Penalty 1549.518803 = -258094.090323 nChanged 9 SP:Iteration 29Q (3893.659049 sec): 3 clusters Score: Raw -259648.298415 + Penalty 1549.518803 = -258098.779612 nChanged 7 SP:Iteration 30Q (3893.695666 sec): 3 clusters Score: Raw -259650.539797 + Penalty 1549.518803 = -258101.020994 nChanged 4 SP:Iteration 31Q (3893.752818 sec): 3 clusters Score: Raw -259652.031300 + Penalty 1549.518803 = -258102.512498 nChanged 3 SP:Iteration 32Q (3893.797846 sec): 3 clusters Score: Raw -259653.136963 + Penalty 1549.518803 = -258103.618160 nChanged 7 SP:Iteration 33Q (3893.836274 sec): 3 clusters Score: Raw -259656.348644 + Penalty 1549.518803 = -258106.829841 nChanged 11 SP:Iteration 34Q (3893.885011 sec): 3 clusters Score: Raw -259661.671046 + Penalty 1549.518803 = -258112.152243 nChanged 10 SP:Iteration 35Q (3893.940191 sec): 3 clusters Score: Raw -259666.752758 + Penalty 1549.518803 = -258117.233955 nChanged 9 SP:Iteration 36Q (3893.981969 sec): 3 clusters Score: Raw -259670.987060 + Penalty 1549.518803 = -258121.468257 nChanged 11 SP:Iteration 37Q (3894.032221 sec): 3 clusters Score: Raw -259677.035475 + Penalty 1549.518803 = -258127.516672 nChanged 15 SP:Iteration 38Q (3894.077847 sec): 3 clusters Score: Raw -259683.489604 + Penalty 1549.518803 = -258133.970801 nChanged 9 SP:Iteration 39Q (3894.125776 sec): 3 clusters Score: Raw -259688.320877 + Penalty 1549.518803 = -258138.802074 nChanged 7 SP:Iteration 40F (3894.174121 sec): 3 clusters Score: Raw -259692.785185 + Penalty 1549.518803 = -258143.266382 nChanged 9 SP:Iteration 41Q (3894.222604 sec): 3 clusters Score: Raw -259699.910846 + Penalty 1549.518803 = -258150.392043 nChanged 14 SP:Iteration 42Q (3894.270106 sec): 3 clusters Score: Raw -259707.997584 + Penalty 1549.518803 = -258158.478781 nChanged 5 SP:Iteration 43Q (3894.327177 sec): 3 clusters Score: Raw -259710.821717 + Penalty 1549.518803 = -258161.302914 nChanged 4 SP:Iteration 44Q (3894.370184 sec): 3 clusters Score: Raw -259713.479490 + Penalty 1549.518803 = -258163.960687 nChanged 4 SP:Iteration 45Q (3894.414758 sec): 3 clusters Score: Raw -259715.705593 + Penalty 1549.518803 = -258166.186791 nChanged 2 SP:Iteration 46Q (3894.458901 sec): 3 clusters Score: Raw -259716.903197 + Penalty 1549.518803 = -258167.384394 nChanged 1 SP:Iteration 47Q (3894.502312 sec): 3 clusters Score: Raw -259717.267461 + Penalty 1549.518803 = -258167.748658 nChanged 1 SP:Iteration 48Q (3894.553646 sec): 3 clusters Score: Raw -259718.636154 + Penalty 1549.518803 = -258169.117351 nChanged 3 SP:Iteration 49Q (3894.603812 sec): 3 clusters Score: Raw -259720.228164 + Penalty 1549.518803 = -258170.709361 nChanged 5 SP:Iteration 50Q (3894.660884 sec): 3 clusters Score: Raw -259724.676988 + Penalty 1549.518803 = -258175.158185 nChanged 8 SP:Iteration 51Q (3894.714233 sec): 3 clusters Score: Raw -259728.372953 + Penalty 1549.518803 = -258178.854150 nChanged 5 SP:Iteration 52Q (3894.767540 sec): 3 clusters Score: Raw -259731.825340 + Penalty 1549.518803 = -258182.306537 nChanged 4 SP:Iteration 53Q (3894.801611 sec): 3 clusters Score: Raw -259735.393815 + Penalty 1549.518803 = -258185.875013 nChanged 6 SP:Iteration 54Q (3894.854065 sec): 3 clusters Score: Raw -259740.622215 + Penalty 1549.518803 = -258191.103412 nChanged 6 SP:Iteration 55Q (3894.905877 sec): 3 clusters Score: Raw -259744.030015 + Penalty 1549.518803 = -258194.511212 nChanged 2 SP:Iteration 56Q (3894.957513 sec): 3 clusters Score: Raw -259744.617503 + Penalty 1549.518803 = -258195.098701 nChanged 1 SP:Iteration 57Q (3895.004583 sec): 3 clusters Score: Raw -259745.244158 + Penalty 1549.518803 = -258195.725355 nChanged 1 SP:Iteration 58Q (3895.055972 sec): 3 clusters Score: Raw -259745.543007 + Penalty 1549.518803 = -258196.024205 nChanged 0 SP:Iteration 59F (3895.099876 sec): 3 clusters Score: Raw -259745.543007 + Penalty 1549.518803 = -258196.024205 nChanged 0 Trying to split cluster 19 (21739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3895.157136 sec): 2 clusters Score: Raw -1650328.981576 + Penalty 948.752000 = -1649380.229576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3895.218201 sec): 3 clusters Score: Raw -1636726.476851 + Penalty 1897.504001 = -1634828.972850 nChanged 10092 SP:Iteration 1F (3895.295268 sec): 3 clusters Score: Raw -1642485.650932 + Penalty 1897.504001 = -1640588.146931 nChanged 1085 SP:Iteration 2Q (3895.369548 sec): 3 clusters Score: Raw -1642925.221449 + Penalty 1897.504001 = -1641027.717448 nChanged 1073 SP:Iteration 3Q (3895.438392 sec): 3 clusters Score: Raw -1643454.779534 + Penalty 1897.504001 = -1641557.275534 nChanged 1162 SP:Iteration 4F (3895.470926 sec): 3 clusters Score: Raw -1644205.866510 + Penalty 1897.504001 = -1642308.362509 nChanged 1333 SP:Iteration 5F (3895.507005 sec): 3 clusters Score: Raw -1645212.289696 + Penalty 1897.504001 = -1643314.785696 nChanged 1483 SP:Iteration 6F (3895.543186 sec): 3 clusters Score: Raw -1646381.159520 + Penalty 1897.504001 = -1644483.655519 nChanged 1345 SP:Iteration 7F (3895.579266 sec): 3 clusters Score: Raw -1647258.901717 + Penalty 1897.504001 = -1645361.397716 nChanged 997 SP:Iteration 8Q (3895.615303 sec): 3 clusters Score: Raw -1647688.398379 + Penalty 1897.504001 = -1645790.894378 nChanged 605 SP:Iteration 9Q (3895.651352 sec): 3 clusters Score: Raw -1647838.663761 + Penalty 1897.504001 = -1645941.159760 nChanged 357 SP:Iteration 10Q (3895.687285 sec): 3 clusters Score: Raw -1647901.968515 + Penalty 1897.504001 = -1646004.464514 nChanged 208 SP:Iteration 11Q (3895.722780 sec): 3 clusters Score: Raw -1647937.043765 + Penalty 1897.504001 = -1646039.539765 nChanged 170 SP:Iteration 12Q (3895.797656 sec): 3 clusters Score: Raw -1647966.078760 + Penalty 1897.504001 = -1646068.574759 nChanged 158 SP:Iteration 13Q (3895.862124 sec): 3 clusters Score: Raw -1647991.259931 + Penalty 1897.504001 = -1646093.755930 nChanged 160 SP:Iteration 14Q (3895.925086 sec): 3 clusters Score: Raw -1648017.673814 + Penalty 1897.504001 = -1646120.169813 nChanged 155 SP:Iteration 15Q (3895.997943 sec): 3 clusters Score: Raw -1648040.868691 + Penalty 1897.504001 = -1646143.364691 nChanged 145 SP:Iteration 16Q (3896.062927 sec): 3 clusters Score: Raw -1648063.659577 + Penalty 1897.504001 = -1646166.155576 nChanged 134 SP:Iteration 17Q (3896.137542 sec): 3 clusters Score: Raw -1648081.442170 + Penalty 1897.504001 = -1646183.938169 nChanged 109 SP:Iteration 18Q (3896.208311 sec): 3 clusters Score: Raw -1648094.976859 + Penalty 1897.504001 = -1646197.472858 nChanged 107 SP:Iteration 19Q (3896.280758 sec): 3 clusters Score: Raw -1648106.076487 + Penalty 1897.504001 = -1646208.572486 nChanged 88 SP:Iteration 20F (3896.353182 sec): 3 clusters Score: Raw -1648115.001599 + Penalty 1897.504001 = -1646217.497598 nChanged 77 SP:Iteration 21Q (3896.416153 sec): 3 clusters Score: Raw -1648121.619978 + Penalty 1897.504001 = -1646224.115977 nChanged 66 SP:Iteration 22Q (3896.493406 sec): 3 clusters Score: Raw -1648127.280438 + Penalty 1897.504001 = -1646229.776437 nChanged 62 SP:Iteration 23Q (3896.565321 sec): 3 clusters Score: Raw -1648132.372067 + Penalty 1897.504001 = -1646234.868066 nChanged 59 SP:Iteration 24Q (3896.629856 sec): 3 clusters Score: Raw -1648137.125710 + Penalty 1897.504001 = -1646239.621710 nChanged 58 SP:Iteration 25Q (3896.702833 sec): 3 clusters Score: Raw -1648141.914961 + Penalty 1897.504001 = -1646244.410961 nChanged 57 SP:Iteration 26Q (3896.777614 sec): 3 clusters Score: Raw -1648145.701910 + Penalty 1897.504001 = -1646248.197909 nChanged 45 SP:Iteration 27Q (3896.844691 sec): 3 clusters Score: Raw -1648148.351486 + Penalty 1897.504001 = -1646250.847485 nChanged 33 SP:Iteration 28Q (3896.905694 sec): 3 clusters Score: Raw -1648150.316241 + Penalty 1897.504001 = -1646252.812240 nChanged 36 SP:Iteration 29Q (3896.980338 sec): 3 clusters Score: Raw -1648152.312463 + Penalty 1897.504001 = -1646254.808463 nChanged 31 SP:Iteration 30Q (3897.054085 sec): 3 clusters Score: Raw -1648154.094307 + Penalty 1897.504001 = -1646256.590307 nChanged 35 SP:Iteration 31Q (3897.124999 sec): 3 clusters Score: Raw -1648155.947135 + Penalty 1897.504001 = -1646258.443134 nChanged 36 SP:Iteration 32Q (3897.197253 sec): 3 clusters Score: Raw -1648158.521968 + Penalty 1897.504001 = -1646261.017967 nChanged 48 SP:Iteration 33Q (3897.264329 sec): 3 clusters Score: Raw -1648162.511491 + Penalty 1897.504001 = -1646265.007490 nChanged 51 SP:Iteration 34Q (3897.339530 sec): 3 clusters Score: Raw -1648165.885646 + Penalty 1897.504001 = -1646268.381645 nChanged 41 SP:Iteration 35Q (3897.414076 sec): 3 clusters Score: Raw -1648168.812644 + Penalty 1897.504001 = -1646271.308643 nChanged 42 SP:Iteration 36Q (3897.497375 sec): 3 clusters Score: Raw -1648171.960249 + Penalty 1897.504001 = -1646274.456248 nChanged 44 SP:Iteration 37Q (3897.561311 sec): 3 clusters Score: Raw -1648174.949863 + Penalty 1897.504001 = -1646277.445863 nChanged 60 SP:Iteration 38Q (3897.644795 sec): 3 clusters Score: Raw -1648179.160760 + Penalty 1897.504001 = -1646281.656760 nChanged 56 SP:Iteration 39Q (3897.719208 sec): 3 clusters Score: Raw -1648183.587469 + Penalty 1897.504001 = -1646286.083468 nChanged 54 SP:Iteration 40F (3897.793756 sec): 3 clusters Score: Raw -1648187.038510 + Penalty 1897.504001 = -1646289.534510 nChanged 45 SP:Iteration 41Q (3897.865665 sec): 3 clusters Score: Raw -1648189.767887 + Penalty 1897.504001 = -1646292.263886 nChanged 40 SP:Iteration 42Q (3897.933649 sec): 3 clusters Score: Raw -1648191.903602 + Penalty 1897.504001 = -1646294.399602 nChanged 36 SP:Iteration 43Q (3898.009493 sec): 3 clusters Score: Raw -1648193.813889 + Penalty 1897.504001 = -1646296.309889 nChanged 32 SP:Iteration 44Q (3898.081177 sec): 3 clusters Score: Raw -1648195.390406 + Penalty 1897.504001 = -1646297.886406 nChanged 30 SP:Iteration 45Q (3898.164337 sec): 3 clusters Score: Raw -1648196.958766 + Penalty 1897.504001 = -1646299.454765 nChanged 30 SP:Iteration 46Q (3898.242929 sec): 3 clusters Score: Raw -1648198.418878 + Penalty 1897.504001 = -1646300.914877 nChanged 22 SP:Iteration 47Q (3898.319004 sec): 3 clusters Score: Raw -1648199.440756 + Penalty 1897.504001 = -1646301.936755 nChanged 27 SP:Iteration 48Q (3898.394028 sec): 3 clusters Score: Raw -1648201.033010 + Penalty 1897.504001 = -1646303.529009 nChanged 27 SP:Iteration 49Q (3898.470226 sec): 3 clusters Score: Raw -1648203.033998 + Penalty 1897.504001 = -1646305.529998 nChanged 28 SP:Iteration 50Q (3898.545901 sec): 3 clusters Score: Raw -1648204.821159 + Penalty 1897.504001 = -1646307.317158 nChanged 30 SP:Iteration 51Q (3898.621052 sec): 3 clusters Score: Raw -1648206.574037 + Penalty 1897.504001 = -1646309.070036 nChanged 29 SP:Iteration 52Q (3898.697610 sec): 3 clusters Score: Raw -1648208.206434 + Penalty 1897.504001 = -1646310.702433 nChanged 31 SP:Iteration 53Q (3898.772913 sec): 3 clusters Score: Raw -1648209.837594 + Penalty 1897.504001 = -1646312.333593 nChanged 26 SP:Iteration 54Q (3898.834175 sec): 3 clusters Score: Raw -1648211.544820 + Penalty 1897.504001 = -1646314.040819 nChanged 30 SP:Iteration 55Q (3898.914060 sec): 3 clusters Score: Raw -1648213.068112 + Penalty 1897.504001 = -1646315.564111 nChanged 31 SP:Iteration 56Q (3898.978059 sec): 3 clusters Score: Raw -1648214.270709 + Penalty 1897.504001 = -1646316.766708 nChanged 19 SP:Iteration 57Q (3899.054568 sec): 3 clusters Score: Raw -1648215.204620 + Penalty 1897.504001 = -1646317.700619 nChanged 17 SP:Iteration 58Q (3899.134367 sec): 3 clusters Score: Raw -1648215.919657 + Penalty 1897.504001 = -1646318.415657 nChanged 17 SP:Iteration 59Q (3899.203748 sec): 3 clusters Score: Raw -1648216.645710 + Penalty 1897.504001 = -1646319.141709 nChanged 21 SP:Iteration 60F (3899.273910 sec): 3 clusters Score: Raw -1648217.623321 + Penalty 1897.504001 = -1646320.119320 nChanged 23 SP:Iteration 61Q (3899.358780 sec): 3 clusters Score: Raw -1648218.635253 + Penalty 1897.504001 = -1646321.131252 nChanged 21 SP:Iteration 62Q (3899.435247 sec): 3 clusters Score: Raw -1648219.996602 + Penalty 1897.504001 = -1646322.492601 nChanged 29 SP:Iteration 63Q (3899.511679 sec): 3 clusters Score: Raw -1648221.648164 + Penalty 1897.504001 = -1646324.144163 nChanged 29 SP:Iteration 64Q (3899.586655 sec): 3 clusters Score: Raw -1648223.386504 + Penalty 1897.504001 = -1646325.882503 nChanged 28 SP:Iteration 65Q (3899.664679 sec): 3 clusters Score: Raw -1648225.110185 + Penalty 1897.504001 = -1646327.606185 nChanged 25 SP:Iteration 66Q (3899.730576 sec): 3 clusters Score: Raw -1648226.234436 + Penalty 1897.504001 = -1646328.730435 nChanged 14 SP:Iteration 67Q (3899.807938 sec): 3 clusters Score: Raw -1648226.962872 + Penalty 1897.504001 = -1646329.458871 nChanged 21 SP:Iteration 68Q (3899.889744 sec): 3 clusters Score: Raw -1648227.870390 + Penalty 1897.504001 = -1646330.366389 nChanged 22 SP:Iteration 69Q (3899.955249 sec): 3 clusters Score: Raw -1648228.810051 + Penalty 1897.504001 = -1646331.306050 nChanged 19 SP:Iteration 70Q (3900.036244 sec): 3 clusters Score: Raw -1648229.722080 + Penalty 1897.504001 = -1646332.218079 nChanged 21 SP:Iteration 71Q (3900.108937 sec): 3 clusters Score: Raw -1648230.788777 + Penalty 1897.504001 = -1646333.284776 nChanged 19 SP:Iteration 72Q (3900.185326 sec): 3 clusters Score: Raw -1648231.724605 + Penalty 1897.504001 = -1646334.220605 nChanged 18 SP:Iteration 73Q (3900.260107 sec): 3 clusters Score: Raw -1648232.760618 + Penalty 1897.504001 = -1646335.256617 nChanged 21 SP:Iteration 74Q (3900.331497 sec): 3 clusters Score: Raw -1648233.978121 + Penalty 1897.504001 = -1646336.474121 nChanged 21 SP:Iteration 75Q (3900.392290 sec): 3 clusters Score: Raw -1648235.005147 + Penalty 1897.504001 = -1646337.501146 nChanged 16 SP:Iteration 76Q (3900.466605 sec): 3 clusters Score: Raw -1648235.694550 + Penalty 1897.504001 = -1646338.190549 nChanged 17 SP:Iteration 77Q (3900.538480 sec): 3 clusters Score: Raw -1648236.380519 + Penalty 1897.504001 = -1646338.876518 nChanged 18 SP:Iteration 78Q (3900.605203 sec): 3 clusters Score: Raw -1648237.202594 + Penalty 1897.504001 = -1646339.698593 nChanged 18 SP:Iteration 79Q (3900.671141 sec): 3 clusters Score: Raw -1648238.141096 + Penalty 1897.504001 = -1646340.637095 nChanged 18 SP:Iteration 80F (3900.754880 sec): 3 clusters Score: Raw -1648238.847343 + Penalty 1897.504001 = -1646341.343342 nChanged 16 SP:Iteration 81Q (3900.828163 sec): 3 clusters Score: Raw -1648239.448318 + Penalty 1897.504001 = -1646341.944318 nChanged 12 SP:Iteration 82Q (3900.906888 sec): 3 clusters Score: Raw -1648239.888629 + Penalty 1897.504001 = -1646342.384629 nChanged 11 SP:Iteration 83Q (3900.973230 sec): 3 clusters Score: Raw -1648240.303778 + Penalty 1897.504001 = -1646342.799777 nChanged 12 SP:Iteration 84Q (3901.051048 sec): 3 clusters Score: Raw -1648240.720052 + Penalty 1897.504001 = -1646343.216051 nChanged 14 SP:Iteration 85Q (3901.124640 sec): 3 clusters Score: Raw -1648241.200151 + Penalty 1897.504001 = -1646343.696151 nChanged 14 SP:Iteration 86Q (3901.201291 sec): 3 clusters Score: Raw -1648241.704906 + Penalty 1897.504001 = -1646344.200906 nChanged 8 SP:Iteration 87Q (3901.276109 sec): 3 clusters Score: Raw -1648242.038428 + Penalty 1897.504001 = -1646344.534427 nChanged 10 SP:Iteration 88Q (3901.352675 sec): 3 clusters Score: Raw -1648242.369605 + Penalty 1897.504001 = -1646344.865605 nChanged 9 SP:Iteration 89Q (3901.416004 sec): 3 clusters Score: Raw -1648242.663420 + Penalty 1897.504001 = -1646345.159420 nChanged 8 SP:Iteration 90Q (3901.492727 sec): 3 clusters Score: Raw -1648242.992596 + Penalty 1897.504001 = -1646345.488595 nChanged 12 SP:Iteration 91Q (3901.558583 sec): 3 clusters Score: Raw -1648243.463757 + Penalty 1897.504001 = -1646345.959756 nChanged 17 SP:Iteration 92Q (3901.636650 sec): 3 clusters Score: Raw -1648244.184005 + Penalty 1897.504001 = -1646346.680004 nChanged 16 SP:Iteration 93Q (3901.711862 sec): 3 clusters Score: Raw -1648244.857441 + Penalty 1897.504001 = -1646347.353440 nChanged 13 SP:Iteration 94Q (3901.793511 sec): 3 clusters Score: Raw -1648245.360828 + Penalty 1897.504001 = -1646347.856828 nChanged 12 SP:Iteration 95Q (3901.856857 sec): 3 clusters Score: Raw -1648245.966662 + Penalty 1897.504001 = -1646348.462661 nChanged 12 SP:Iteration 96Q (3901.932683 sec): 3 clusters Score: Raw -1648246.481505 + Penalty 1897.504001 = -1646348.977504 nChanged 13 SP:Iteration 97Q (3902.010178 sec): 3 clusters Score: Raw -1648246.841139 + Penalty 1897.504001 = -1646349.337138 nChanged 9 SP:Iteration 98Q (3902.087395 sec): 3 clusters Score: Raw -1648247.062908 + Penalty 1897.504001 = -1646349.558907 nChanged 3 SP:Iteration 99Q (3902.165796 sec): 3 clusters Score: Raw -1648247.140625 + Penalty 1897.504001 = -1646349.636625 nChanged 3 SP:Iteration 100F (3902.237149 sec): 3 clusters Score: Raw -1648247.211760 + Penalty 1897.504001 = -1646349.707760 nChanged 3 SP:Iteration 101Q (3902.313507 sec): 3 clusters Score: Raw -1648247.289505 + Penalty 1897.504001 = -1646349.785504 nChanged 2 SP:Iteration 102Q (3902.375786 sec): 3 clusters Score: Raw -1648247.378249 + Penalty 1897.504001 = -1646349.874248 nChanged 4 SP:Iteration 103Q (3902.442654 sec): 3 clusters Score: Raw -1648247.502001 + Penalty 1897.504001 = -1646349.998000 nChanged 4 SP:Iteration 104Q (3902.511907 sec): 3 clusters Score: Raw -1648247.592281 + Penalty 1897.504001 = -1646350.088281 nChanged 4 SP:Iteration 105Q (3902.588710 sec): 3 clusters Score: Raw -1648247.686170 + Penalty 1897.504001 = -1646350.182170 nChanged 4 SP:Iteration 106Q (3902.663967 sec): 3 clusters Score: Raw -1648247.800981 + Penalty 1897.504001 = -1646350.296980 nChanged 2 SP:Iteration 107Q (3902.731297 sec): 3 clusters Score: Raw -1648247.887528 + Penalty 1897.504001 = -1646350.383527 nChanged 4 SP:Iteration 108Q (3902.807998 sec): 3 clusters Score: Raw -1648248.010154 + Penalty 1897.504001 = -1646350.506154 nChanged 0 SP:Iteration 109F (3902.889562 sec): 3 clusters Score: Raw -1648248.010154 + Penalty 1897.504001 = -1646350.506154 nChanged 0 Trying to split cluster 20 (39767 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3902.938393 sec): 2 clusters Score: Raw -3011346.789565 + Penalty 1006.125307 = -3010340.664259 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3903.045094 sec): 3 clusters Score: Raw -2985748.869823 + Penalty 2012.250613 = -2983736.619210 nChanged 18816 SP:Iteration 1F (3903.143855 sec): 3 clusters Score: Raw -2996966.325609 + Penalty 2012.250613 = -2994954.074996 nChanged 1593 SP:Iteration 2Q (3903.241532 sec): 3 clusters Score: Raw -2997481.778406 + Penalty 2012.250613 = -2995469.527793 nChanged 1654 SP:Iteration 3Q (3903.334134 sec): 3 clusters Score: Raw -2998139.694081 + Penalty 2012.250613 = -2996127.443467 nChanged 1813 SP:Iteration 4Q (3903.428655 sec): 3 clusters Score: Raw -2998992.799438 + Penalty 2012.250613 = -2996980.548825 nChanged 2029 SP:Iteration 5F (3903.519107 sec): 3 clusters Score: Raw -3000218.373314 + Penalty 2012.250613 = -2998206.122701 nChanged 2348 SP:Iteration 6F (3903.614815 sec): 3 clusters Score: Raw -3001938.795294 + Penalty 2012.250613 = -2999926.544681 nChanged 2475 SP:Iteration 7F (3903.708653 sec): 3 clusters Score: Raw -3003738.948565 + Penalty 2012.250613 = -3001726.697952 nChanged 2098 SP:Iteration 8F (3903.801455 sec): 3 clusters Score: Raw -3005016.094895 + Penalty 2012.250613 = -3003003.844281 nChanged 1562 SP:Iteration 9Q (3903.895443 sec): 3 clusters Score: Raw -3005695.815213 + Penalty 2012.250613 = -3003683.564600 nChanged 1043 SP:Iteration 10Q (3903.990052 sec): 3 clusters Score: Raw -3006052.666113 + Penalty 2012.250613 = -3004040.415500 nChanged 778 SP:Iteration 11Q (3904.086674 sec): 3 clusters Score: Raw -3006286.257965 + Penalty 2012.250613 = -3004274.007352 nChanged 626 SP:Iteration 12Q (3904.174054 sec): 3 clusters Score: Raw -3006478.974161 + Penalty 2012.250613 = -3004466.723548 nChanged 595 SP:Iteration 13Q (3904.267863 sec): 3 clusters Score: Raw -3006654.790214 + Penalty 2012.250613 = -3004642.539601 nChanged 585 SP:Iteration 14Q (3904.359546 sec): 3 clusters Score: Raw -3006825.245829 + Penalty 2012.250613 = -3004812.995215 nChanged 603 SP:Iteration 15Q (3904.453193 sec): 3 clusters Score: Raw -3007000.131802 + Penalty 2012.250613 = -3004987.881188 nChanged 575 SP:Iteration 16Q (3904.537282 sec): 3 clusters Score: Raw -3007165.681119 + Penalty 2012.250613 = -3005153.430505 nChanged 586 SP:Iteration 17Q (3904.636979 sec): 3 clusters Score: Raw -3007359.753665 + Penalty 2012.250613 = -3005347.503052 nChanged 653 SP:Iteration 18Q (3904.736837 sec): 3 clusters Score: Raw -3007581.284847 + Penalty 2012.250613 = -3005569.034233 nChanged 591 SP:Iteration 19Q (3904.833729 sec): 3 clusters Score: Raw -3007769.313177 + Penalty 2012.250613 = -3005757.062564 nChanged 584 SP:Iteration 20F (3904.890537 sec): 3 clusters Score: Raw -3007966.158706 + Penalty 2012.250613 = -3005953.908093 nChanged 635 SP:Iteration 21Q (3904.964735 sec): 3 clusters Score: Raw -3008206.823902 + Penalty 2012.250613 = -3006194.573289 nChanged 664 SP:Iteration 22Q (3905.023421 sec): 3 clusters Score: Raw -3008461.977676 + Penalty 2012.250613 = -3006449.727062 nChanged 632 SP:Iteration 23Q (3905.085052 sec): 3 clusters Score: Raw -3008710.219509 + Penalty 2012.250613 = -3006697.968896 nChanged 644 SP:Iteration 24Q (3905.143474 sec): 3 clusters Score: Raw -3009002.785009 + Penalty 2012.250613 = -3006990.534396 nChanged 679 SP:Iteration 25Q (3905.221298 sec): 3 clusters Score: Raw -3009330.253956 + Penalty 2012.250613 = -3007318.003342 nChanged 649 SP:Iteration 26Q (3905.309844 sec): 3 clusters Score: Raw -3009649.835499 + Penalty 2012.250613 = -3007637.584886 nChanged 601 SP:Iteration 27Q (3905.418011 sec): 3 clusters Score: Raw -3009946.942206 + Penalty 2012.250613 = -3007934.691593 nChanged 556 SP:Iteration 28Q (3905.503953 sec): 3 clusters Score: Raw -3010240.496538 + Penalty 2012.250613 = -3008228.245925 nChanged 525 SP:Iteration 29Q (3905.599277 sec): 3 clusters Score: Raw -3010527.823092 + Penalty 2012.250613 = -3008515.572479 nChanged 469 SP:Iteration 30Q (3905.694301 sec): 3 clusters Score: Raw -3010780.825290 + Penalty 2012.250613 = -3008768.574677 nChanged 372 SP:Iteration 31Q (3905.781122 sec): 3 clusters Score: Raw -3010972.950098 + Penalty 2012.250613 = -3008960.699485 nChanged 281 SP:Iteration 32Q (3905.869062 sec): 3 clusters Score: Raw -3011112.483182 + Penalty 2012.250613 = -3009100.232569 nChanged 199 SP:Iteration 33Q (3905.962515 sec): 3 clusters Score: Raw -3011211.777421 + Penalty 2012.250613 = -3009199.526807 nChanged 147 SP:Iteration 34Q (3906.053904 sec): 3 clusters Score: Raw -3011278.728335 + Penalty 2012.250613 = -3009266.477721 nChanged 107 SP:Iteration 35Q (3906.150548 sec): 3 clusters Score: Raw -3011322.875437 + Penalty 2012.250613 = -3009310.624823 nChanged 91 SP:Iteration 36Q (3906.240620 sec): 3 clusters Score: Raw -3011360.509042 + Penalty 2012.250613 = -3009348.258428 nChanged 69 SP:Iteration 37Q (3906.315305 sec): 3 clusters Score: Raw -3011392.432233 + Penalty 2012.250613 = -3009380.181620 nChanged 55 SP:Iteration 38Q (3906.398241 sec): 3 clusters Score: Raw -3011417.977306 + Penalty 2012.250613 = -3009405.726693 nChanged 41 SP:Iteration 39Q (3906.491129 sec): 3 clusters Score: Raw -3011436.068082 + Penalty 2012.250613 = -3009423.817468 nChanged 29 SP:Iteration 40F (3906.579328 sec): 3 clusters Score: Raw -3011452.378084 + Penalty 2012.250613 = -3009440.127471 nChanged 33 SP:Iteration 41Q (3906.666006 sec): 3 clusters Score: Raw -3011464.733105 + Penalty 2012.250613 = -3009452.482491 nChanged 26 SP:Iteration 42Q (3906.753375 sec): 3 clusters Score: Raw -3011474.647022 + Penalty 2012.250613 = -3009462.396408 nChanged 13 SP:Iteration 43Q (3906.843469 sec): 3 clusters Score: Raw -3011479.301285 + Penalty 2012.250613 = -3009467.050672 nChanged 14 SP:Iteration 44Q (3906.918764 sec): 3 clusters Score: Raw -3011483.037259 + Penalty 2012.250613 = -3009470.786646 nChanged 7 SP:Iteration 45Q (3907.007388 sec): 3 clusters Score: Raw -3011485.100501 + Penalty 2012.250613 = -3009472.849888 nChanged 4 SP:Iteration 46Q (3907.089483 sec): 3 clusters Score: Raw -3011486.653200 + Penalty 2012.250613 = -3009474.402587 nChanged 4 SP:Iteration 47Q (3907.175669 sec): 3 clusters Score: Raw -3011488.303038 + Penalty 2012.250613 = -3009476.052425 nChanged 1 SP:Iteration 48Q (3907.268247 sec): 3 clusters Score: Raw -3011488.486009 + Penalty 2012.250613 = -3009476.235395 nChanged 3 SP:Iteration 49Q (3907.360684 sec): 3 clusters Score: Raw -3011489.805611 + Penalty 2012.250613 = -3009477.554998 nChanged 7 SP:Iteration 50Q (3907.447525 sec): 3 clusters Score: Raw -3011492.166352 + Penalty 2012.250613 = -3009479.915739 nChanged 6 SP:Iteration 51Q (3907.551333 sec): 3 clusters Score: Raw -3011494.659770 + Penalty 2012.250613 = -3009482.409156 nChanged 9 SP:Iteration 52Q (3907.631915 sec): 3 clusters Score: Raw -3011497.021500 + Penalty 2012.250613 = -3009484.770887 nChanged 9 SP:Iteration 53Q (3907.723358 sec): 3 clusters Score: Raw -3011500.647196 + Penalty 2012.250613 = -3009488.396583 nChanged 12 SP:Iteration 54Q (3907.811859 sec): 3 clusters Score: Raw -3011504.899919 + Penalty 2012.250613 = -3009492.649305 nChanged 16 SP:Iteration 55Q (3907.901625 sec): 3 clusters Score: Raw -3011512.622165 + Penalty 2012.250613 = -3009500.371551 nChanged 13 SP:Iteration 56Q (3907.989282 sec): 3 clusters Score: Raw -3011518.319676 + Penalty 2012.250613 = -3009506.069063 nChanged 12 SP:Iteration 57Q (3908.077660 sec): 3 clusters Score: Raw -3011523.828124 + Penalty 2012.250613 = -3009511.577510 nChanged 10 SP:Iteration 58Q (3908.169127 sec): 3 clusters Score: Raw -3011527.663017 + Penalty 2012.250613 = -3009515.412403 nChanged 6 SP:Iteration 59Q (3908.261205 sec): 3 clusters Score: Raw -3011530.560323 + Penalty 2012.250613 = -3009518.309709 nChanged 5 SP:Iteration 60F (3908.361823 sec): 3 clusters Score: Raw -3011532.177046 + Penalty 2012.250613 = -3009519.926433 nChanged 3 SP:Iteration 61Q (3908.444372 sec): 3 clusters Score: Raw -3011533.060380 + Penalty 2012.250613 = -3009520.809767 nChanged 3 SP:Iteration 62Q (3908.528920 sec): 3 clusters Score: Raw -3011533.673903 + Penalty 2012.250613 = -3009521.423290 nChanged 3 SP:Iteration 63Q (3908.610219 sec): 3 clusters Score: Raw -3011534.337835 + Penalty 2012.250613 = -3009522.087222 nChanged 1 SP:Iteration 64Q (3908.699224 sec): 3 clusters Score: Raw -3011534.717706 + Penalty 2012.250613 = -3009522.467092 nChanged 3 SP:Iteration 65Q (3908.786528 sec): 3 clusters Score: Raw -3011536.526958 + Penalty 2012.250613 = -3009524.276345 nChanged 1 SP:Iteration 66Q (3908.857436 sec): 3 clusters Score: Raw -3011536.954242 + Penalty 2012.250613 = -3009524.703629 nChanged 1 SP:Iteration 67Q (3908.944102 sec): 3 clusters Score: Raw -3011537.048530 + Penalty 2012.250613 = -3009524.797917 nChanged 0 SP:Iteration 68F (3909.027290 sec): 3 clusters Score: Raw -3011537.048530 + Penalty 2012.250613 = -3009524.797917 nChanged 0 Trying to split cluster 21 (2883 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3909.049147 sec): 2 clusters Score: Raw -209567.756241 + Penalty 756.825736 = -208810.930505 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3909.084726 sec): 3 clusters Score: Raw -208103.683964 + Penalty 1513.651473 = -206590.032491 nChanged 1166 SP:Iteration 1F (3909.137328 sec): 3 clusters Score: Raw -208773.586613 + Penalty 1513.651473 = -207259.935141 nChanged 202 SP:Iteration 2F (3909.201973 sec): 3 clusters Score: Raw -208868.556340 + Penalty 1513.651473 = -207354.904867 nChanged 137 SP:Iteration 3Q (3909.236636 sec): 3 clusters Score: Raw -208934.144856 + Penalty 1513.651473 = -207420.493383 nChanged 117 SP:Iteration 4Q (3909.288199 sec): 3 clusters Score: Raw -208992.317374 + Penalty 1513.651473 = -207478.665902 nChanged 92 SP:Iteration 5Q (3909.351746 sec): 3 clusters Score: Raw -209031.327901 + Penalty 1513.651473 = -207517.676429 nChanged 64 SP:Iteration 6Q (3909.391908 sec): 3 clusters Score: Raw -209056.208987 + Penalty 1513.651473 = -207542.557515 nChanged 51 SP:Iteration 7Q (3909.440514 sec): 3 clusters Score: Raw -209072.965685 + Penalty 1513.651473 = -207559.314213 nChanged 36 SP:Iteration 8Q (3909.482580 sec): 3 clusters Score: Raw -209086.268405 + Penalty 1513.651473 = -207572.616932 nChanged 37 SP:Iteration 9Q (3909.530595 sec): 3 clusters Score: Raw -209098.398474 + Penalty 1513.651473 = -207584.747001 nChanged 32 SP:Iteration 10Q (3909.582686 sec): 3 clusters Score: Raw -209106.396869 + Penalty 1513.651473 = -207592.745396 nChanged 25 SP:Iteration 11Q (3909.635801 sec): 3 clusters Score: Raw -209113.233928 + Penalty 1513.651473 = -207599.582456 nChanged 20 SP:Iteration 12Q (3909.689898 sec): 3 clusters Score: Raw -209122.297495 + Penalty 1513.651473 = -207608.646023 nChanged 33 SP:Iteration 13Q (3909.742632 sec): 3 clusters Score: Raw -209135.390698 + Penalty 1513.651473 = -207621.739226 nChanged 36 SP:Iteration 14Q (3909.795443 sec): 3 clusters Score: Raw -209146.790665 + Penalty 1513.651473 = -207633.139193 nChanged 27 SP:Iteration 15Q (3909.847356 sec): 3 clusters Score: Raw -209153.534130 + Penalty 1513.651473 = -207639.882657 nChanged 18 SP:Iteration 16Q (3909.889656 sec): 3 clusters Score: Raw -209158.352665 + Penalty 1513.651473 = -207644.701193 nChanged 13 SP:Iteration 17Q (3909.939266 sec): 3 clusters Score: Raw -209163.560396 + Penalty 1513.651473 = -207649.908923 nChanged 26 SP:Iteration 18Q (3909.981999 sec): 3 clusters Score: Raw -209169.859592 + Penalty 1513.651473 = -207656.208119 nChanged 25 SP:Iteration 19Q (3910.029034 sec): 3 clusters Score: Raw -209176.769377 + Penalty 1513.651473 = -207663.117905 nChanged 24 SP:Iteration 20F (3910.078448 sec): 3 clusters Score: Raw -209184.964715 + Penalty 1513.651473 = -207671.313243 nChanged 27 SP:Iteration 21Q (3910.131027 sec): 3 clusters Score: Raw -209193.115502 + Penalty 1513.651473 = -207679.464030 nChanged 27 SP:Iteration 22Q (3910.183553 sec): 3 clusters Score: Raw -209201.401935 + Penalty 1513.651473 = -207687.750462 nChanged 24 SP:Iteration 23Q (3910.235512 sec): 3 clusters Score: Raw -209208.851966 + Penalty 1513.651473 = -207695.200494 nChanged 30 SP:Iteration 24Q (3910.277841 sec): 3 clusters Score: Raw -209220.117718 + Penalty 1513.651473 = -207706.466246 nChanged 30 SP:Iteration 25Q (3910.329097 sec): 3 clusters Score: Raw -209233.357134 + Penalty 1513.651473 = -207719.705661 nChanged 38 SP:Iteration 26Q (3910.380341 sec): 3 clusters Score: Raw -209252.433203 + Penalty 1513.651473 = -207738.781731 nChanged 52 SP:Iteration 27Q (3910.431582 sec): 3 clusters Score: Raw -209279.584592 + Penalty 1513.651473 = -207765.933119 nChanged 48 SP:Iteration 28Q (3910.482413 sec): 3 clusters Score: Raw -209296.766545 + Penalty 1513.651473 = -207783.115072 nChanged 37 SP:Iteration 29Q (3910.528138 sec): 3 clusters Score: Raw -209308.179097 + Penalty 1513.651473 = -207794.527624 nChanged 27 SP:Iteration 30Q (3910.579212 sec): 3 clusters Score: Raw -209320.355819 + Penalty 1513.651473 = -207806.704346 nChanged 40 SP:Iteration 31Q (3910.625926 sec): 3 clusters Score: Raw -209339.878061 + Penalty 1513.651473 = -207826.226588 nChanged 36 SP:Iteration 32Q (3910.668892 sec): 3 clusters Score: Raw -209355.891999 + Penalty 1513.651473 = -207842.240526 nChanged 29 SP:Iteration 33Q (3910.720071 sec): 3 clusters Score: Raw -209366.007367 + Penalty 1513.651473 = -207852.355895 nChanged 29 SP:Iteration 34Q (3910.766073 sec): 3 clusters Score: Raw -209376.263708 + Penalty 1513.651473 = -207862.612235 nChanged 32 SP:Iteration 35Q (3910.817123 sec): 3 clusters Score: Raw -209388.403535 + Penalty 1513.651473 = -207874.752063 nChanged 24 SP:Iteration 36Q (3910.861616 sec): 3 clusters Score: Raw -209398.977190 + Penalty 1513.651473 = -207885.325717 nChanged 24 SP:Iteration 37Q (3910.912738 sec): 3 clusters Score: Raw -209408.557861 + Penalty 1513.651473 = -207894.906389 nChanged 23 SP:Iteration 38Q (3910.958503 sec): 3 clusters Score: Raw -209418.472241 + Penalty 1513.651473 = -207904.820769 nChanged 24 SP:Iteration 39Q (3911.003133 sec): 3 clusters Score: Raw -209425.877973 + Penalty 1513.651473 = -207912.226501 nChanged 23 SP:Iteration 40F (3911.054225 sec): 3 clusters Score: Raw -209433.974737 + Penalty 1513.651473 = -207920.323264 nChanged 25 SP:Iteration 41Q (3911.105139 sec): 3 clusters Score: Raw -209442.487212 + Penalty 1513.651473 = -207928.835739 nChanged 28 SP:Iteration 42Q (3911.156342 sec): 3 clusters Score: Raw -209451.493146 + Penalty 1513.651473 = -207937.841674 nChanged 19 SP:Iteration 43Q (3911.195445 sec): 3 clusters Score: Raw -209456.691969 + Penalty 1513.651473 = -207943.040496 nChanged 18 SP:Iteration 44Q (3911.246596 sec): 3 clusters Score: Raw -209461.572507 + Penalty 1513.651473 = -207947.921035 nChanged 20 SP:Iteration 45Q (3911.281698 sec): 3 clusters Score: Raw -209470.416913 + Penalty 1513.651473 = -207956.765440 nChanged 25 SP:Iteration 46Q (3911.332723 sec): 3 clusters Score: Raw -209479.330779 + Penalty 1513.651473 = -207965.679307 nChanged 25 SP:Iteration 47Q (3911.379245 sec): 3 clusters Score: Raw -209487.553140 + Penalty 1513.651473 = -207973.901668 nChanged 21 SP:Iteration 48Q (3911.430193 sec): 3 clusters Score: Raw -209494.315419 + Penalty 1513.651473 = -207980.663947 nChanged 24 SP:Iteration 49Q (3911.481260 sec): 3 clusters Score: Raw -209502.935579 + Penalty 1513.651473 = -207989.284106 nChanged 22 SP:Iteration 50Q (3911.530491 sec): 3 clusters Score: Raw -209511.870015 + Penalty 1513.651473 = -207998.218543 nChanged 18 SP:Iteration 51Q (3911.565121 sec): 3 clusters Score: Raw -209519.311742 + Penalty 1513.651473 = -208005.660270 nChanged 17 SP:Iteration 52Q (3911.613901 sec): 3 clusters Score: Raw -209527.535030 + Penalty 1513.651473 = -208013.883558 nChanged 24 SP:Iteration 53Q (3911.660484 sec): 3 clusters Score: Raw -209538.956850 + Penalty 1513.651473 = -208025.305378 nChanged 22 SP:Iteration 54Q (3911.711158 sec): 3 clusters Score: Raw -209548.549582 + Penalty 1513.651473 = -208034.898110 nChanged 15 SP:Iteration 55Q (3911.751246 sec): 3 clusters Score: Raw -209554.283810 + Penalty 1513.651473 = -208040.632337 nChanged 12 SP:Iteration 56Q (3911.802121 sec): 3 clusters Score: Raw -209559.439817 + Penalty 1513.651473 = -208045.788345 nChanged 17 SP:Iteration 57Q (3911.848152 sec): 3 clusters Score: Raw -209566.118415 + Penalty 1513.651473 = -208052.466942 nChanged 21 SP:Iteration 58Q (3911.898881 sec): 3 clusters Score: Raw -209574.595615 + Penalty 1513.651473 = -208060.944143 nChanged 21 SP:Iteration 59Q (3911.944193 sec): 3 clusters Score: Raw -209582.775689 + Penalty 1513.651473 = -208069.124217 nChanged 12 SP:Iteration 60F (3911.995257 sec): 3 clusters Score: Raw -209585.495603 + Penalty 1513.651473 = -208071.844130 nChanged 9 SP:Iteration 61Q (3912.041581 sec): 3 clusters Score: Raw -209587.325195 + Penalty 1513.651473 = -208073.673722 nChanged 8 SP:Iteration 62Q (3912.092686 sec): 3 clusters Score: Raw -209589.277151 + Penalty 1513.651473 = -208075.625679 nChanged 5 SP:Iteration 63Q (3912.139896 sec): 3 clusters Score: Raw -209590.338685 + Penalty 1513.651473 = -208076.687212 nChanged 5 SP:Iteration 64Q (3912.183101 sec): 3 clusters Score: Raw -209591.917873 + Penalty 1513.651473 = -208078.266401 nChanged 8 SP:Iteration 65Q (3912.224597 sec): 3 clusters Score: Raw -209594.028798 + Penalty 1513.651473 = -208080.377325 nChanged 6 SP:Iteration 66Q (3912.275578 sec): 3 clusters Score: Raw -209595.565015 + Penalty 1513.651473 = -208081.913543 nChanged 8 SP:Iteration 67Q (3912.318683 sec): 3 clusters Score: Raw -209597.706701 + Penalty 1513.651473 = -208084.055228 nChanged 6 SP:Iteration 68Q (3912.370052 sec): 3 clusters Score: Raw -209599.567528 + Penalty 1513.651473 = -208085.916056 nChanged 8 SP:Iteration 69Q (3912.421201 sec): 3 clusters Score: Raw -209601.854406 + Penalty 1513.651473 = -208088.202934 nChanged 7 SP:Iteration 70Q (3912.472456 sec): 3 clusters Score: Raw -209604.375535 + Penalty 1513.651473 = -208090.724062 nChanged 7 SP:Iteration 71Q (3912.532521 sec): 3 clusters Score: Raw -209606.343265 + Penalty 1513.651473 = -208092.691793 nChanged 9 SP:Iteration 72Q (3912.582682 sec): 3 clusters Score: Raw -209609.052602 + Penalty 1513.651473 = -208095.401129 nChanged 10 SP:Iteration 73Q (3912.633767 sec): 3 clusters Score: Raw -209611.987873 + Penalty 1513.651473 = -208098.336401 nChanged 10 SP:Iteration 74Q (3912.685182 sec): 3 clusters Score: Raw -209615.231064 + Penalty 1513.651473 = -208101.579592 nChanged 16 SP:Iteration 75Q (3912.729932 sec): 3 clusters Score: Raw -209623.494120 + Penalty 1513.651473 = -208109.842648 nChanged 17 SP:Iteration 76Q (3912.782098 sec): 3 clusters Score: Raw -209631.993648 + Penalty 1513.651473 = -208118.342175 nChanged 19 SP:Iteration 77Q (3912.828179 sec): 3 clusters Score: Raw -209641.759441 + Penalty 1513.651473 = -208128.107968 nChanged 15 SP:Iteration 78Q (3912.872116 sec): 3 clusters Score: Raw -209648.216588 + Penalty 1513.651473 = -208134.565115 nChanged 7 SP:Iteration 79Q (3912.924919 sec): 3 clusters Score: Raw -209649.662294 + Penalty 1513.651473 = -208136.010822 nChanged 6 SP:Iteration 80F (3912.973716 sec): 3 clusters Score: Raw -209651.196580 + Penalty 1513.651473 = -208137.545107 nChanged 5 SP:Iteration 81Q (3913.010629 sec): 3 clusters Score: Raw -209654.505995 + Penalty 1513.651473 = -208140.854522 nChanged 11 SP:Iteration 82Q (3913.064323 sec): 3 clusters Score: Raw -209660.967549 + Penalty 1513.651473 = -208147.316077 nChanged 16 SP:Iteration 83Q (3913.112552 sec): 3 clusters Score: Raw -209670.289693 + Penalty 1513.651473 = -208156.638221 nChanged 12 SP:Iteration 84Q (3913.157741 sec): 3 clusters Score: Raw -209674.454745 + Penalty 1513.651473 = -208160.803272 nChanged 9 SP:Iteration 85Q (3913.196584 sec): 3 clusters Score: Raw -209678.785741 + Penalty 1513.651473 = -208165.134268 nChanged 8 SP:Iteration 86Q (3913.238749 sec): 3 clusters Score: Raw -209681.187882 + Penalty 1513.651473 = -208167.536409 nChanged 6 SP:Iteration 87Q (3913.284082 sec): 3 clusters Score: Raw -209682.924870 + Penalty 1513.651473 = -208169.273398 nChanged 7 SP:Iteration 88Q (3913.322987 sec): 3 clusters Score: Raw -209685.898077 + Penalty 1513.651473 = -208172.246604 nChanged 3 SP:Iteration 89Q (3913.364568 sec): 3 clusters Score: Raw -209687.238745 + Penalty 1513.651473 = -208173.587273 nChanged 5 SP:Iteration 90Q (3913.418975 sec): 3 clusters Score: Raw -209689.035765 + Penalty 1513.651473 = -208175.384292 nChanged 2 SP:Iteration 91Q (3913.463525 sec): 3 clusters Score: Raw -209689.663524 + Penalty 1513.651473 = -208176.012052 nChanged 2 SP:Iteration 92Q (3913.510046 sec): 3 clusters Score: Raw -209690.355074 + Penalty 1513.651473 = -208176.703601 nChanged 0 SP:Iteration 93F (3913.561822 sec): 3 clusters Score: Raw -209690.355074 + Penalty 1513.651473 = -208176.703601 nChanged 0 Trying to split cluster 22 (32845 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3913.621006 sec): 2 clusters Score: Raw -2490248.382425 + Penalty 987.957707 = -2489260.424718 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3913.697329 sec): 3 clusters Score: Raw -2469351.728304 + Penalty 1975.915413 = -2467375.812891 nChanged 15461 SP:Iteration 1F (3913.791421 sec): 3 clusters Score: Raw -2478136.215007 + Penalty 1975.915413 = -2476160.299594 nChanged 1330 SP:Iteration 2Q (3913.883859 sec): 3 clusters Score: Raw -2478519.622626 + Penalty 1975.915413 = -2476543.707213 nChanged 1391 SP:Iteration 3Q (3913.980554 sec): 3 clusters Score: Raw -2478951.490162 + Penalty 1975.915413 = -2476975.574749 nChanged 1331 SP:Iteration 4Q (3914.069163 sec): 3 clusters Score: Raw -2479413.414437 + Penalty 1975.915413 = -2477437.499024 nChanged 1409 SP:Iteration 5Q (3914.155778 sec): 3 clusters Score: Raw -2479976.852059 + Penalty 1975.915413 = -2478000.936646 nChanged 1462 SP:Iteration 6Q (3914.245727 sec): 3 clusters Score: Raw -2480596.227802 + Penalty 1975.915413 = -2478620.312389 nChanged 1530 SP:Iteration 7Q (3914.341862 sec): 3 clusters Score: Raw -2481332.827763 + Penalty 1975.915413 = -2479356.912350 nChanged 1619 SP:Iteration 8Q (3914.421398 sec): 3 clusters Score: Raw -2482242.513327 + Penalty 1975.915413 = -2480266.597914 nChanged 1683 SP:Iteration 9F (3914.510874 sec): 3 clusters Score: Raw -2483360.325210 + Penalty 1975.915413 = -2481384.409797 nChanged 1624 SP:Iteration 10Q (3914.603585 sec): 3 clusters Score: Raw -2484678.911820 + Penalty 1975.915413 = -2482702.996407 nChanged 1530 SP:Iteration 11Q (3914.695841 sec): 3 clusters Score: Raw -2485861.158528 + Penalty 1975.915413 = -2483885.243115 nChanged 1187 SP:Iteration 12Q (3914.785435 sec): 3 clusters Score: Raw -2486582.546463 + Penalty 1975.915413 = -2484606.631050 nChanged 851 SP:Iteration 13Q (3914.863945 sec): 3 clusters Score: Raw -2486966.423330 + Penalty 1975.915413 = -2484990.507917 nChanged 653 SP:Iteration 14Q (3914.944355 sec): 3 clusters Score: Raw -2487254.310022 + Penalty 1975.915413 = -2485278.394609 nChanged 581 SP:Iteration 15Q (3915.030326 sec): 3 clusters Score: Raw -2487497.287848 + Penalty 1975.915413 = -2485521.372435 nChanged 555 SP:Iteration 16Q (3915.119582 sec): 3 clusters Score: Raw -2487737.632798 + Penalty 1975.915413 = -2485761.717385 nChanged 559 SP:Iteration 17Q (3915.207604 sec): 3 clusters Score: Raw -2487993.306002 + Penalty 1975.915413 = -2486017.390589 nChanged 549 SP:Iteration 18Q (3915.294175 sec): 3 clusters Score: Raw -2488262.215272 + Penalty 1975.915413 = -2486286.299859 nChanged 526 SP:Iteration 19Q (3915.380141 sec): 3 clusters Score: Raw -2488525.625181 + Penalty 1975.915413 = -2486549.709768 nChanged 483 SP:Iteration 20F (3915.471611 sec): 3 clusters Score: Raw -2488766.111123 + Penalty 1975.915413 = -2486790.195710 nChanged 462 SP:Iteration 21Q (3915.549305 sec): 3 clusters Score: Raw -2488990.440457 + Penalty 1975.915413 = -2487014.525044 nChanged 424 SP:Iteration 22Q (3915.638608 sec): 3 clusters Score: Raw -2489186.387467 + Penalty 1975.915413 = -2487210.472054 nChanged 345 SP:Iteration 23Q (3915.723883 sec): 3 clusters Score: Raw -2489339.447549 + Penalty 1975.915413 = -2487363.532136 nChanged 320 SP:Iteration 24Q (3915.821971 sec): 3 clusters Score: Raw -2489483.962772 + Penalty 1975.915413 = -2487508.047359 nChanged 281 SP:Iteration 25Q (3915.906670 sec): 3 clusters Score: Raw -2489609.277827 + Penalty 1975.915413 = -2487633.362414 nChanged 249 SP:Iteration 26Q (3915.982021 sec): 3 clusters Score: Raw -2489713.135459 + Penalty 1975.915413 = -2487737.220046 nChanged 231 SP:Iteration 27Q (3916.068921 sec): 3 clusters Score: Raw -2489822.999517 + Penalty 1975.915413 = -2487847.084104 nChanged 232 SP:Iteration 28Q (3916.154502 sec): 3 clusters Score: Raw -2489951.479678 + Penalty 1975.915413 = -2487975.564265 nChanged 210 SP:Iteration 29Q (3916.245921 sec): 3 clusters Score: Raw -2490070.172854 + Penalty 1975.915413 = -2488094.257441 nChanged 183 SP:Iteration 30Q (3916.324449 sec): 3 clusters Score: Raw -2490173.316287 + Penalty 1975.915413 = -2488197.400874 nChanged 123 SP:Iteration 31Q (3916.421365 sec): 3 clusters Score: Raw -2490234.982962 + Penalty 1975.915413 = -2488259.067549 nChanged 111 SP:Iteration 32Q (3916.504112 sec): 3 clusters Score: Raw -2490294.255771 + Penalty 1975.915413 = -2488318.340358 nChanged 87 SP:Iteration 33Q (3916.576015 sec): 3 clusters Score: Raw -2490346.213014 + Penalty 1975.915413 = -2488370.297601 nChanged 75 SP:Iteration 34Q (3916.661582 sec): 3 clusters Score: Raw -2490388.702414 + Penalty 1975.915413 = -2488412.787001 nChanged 71 SP:Iteration 35Q (3916.738475 sec): 3 clusters Score: Raw -2490431.504191 + Penalty 1975.915413 = -2488455.588778 nChanged 51 SP:Iteration 36Q (3916.811935 sec): 3 clusters Score: Raw -2490461.360768 + Penalty 1975.915413 = -2488485.445355 nChanged 56 SP:Iteration 37Q (3916.893545 sec): 3 clusters Score: Raw -2490497.283659 + Penalty 1975.915413 = -2488521.368246 nChanged 38 SP:Iteration 38Q (3916.974783 sec): 3 clusters Score: Raw -2490518.815452 + Penalty 1975.915413 = -2488542.900039 nChanged 29 SP:Iteration 39Q (3917.056698 sec): 3 clusters Score: Raw -2490528.294993 + Penalty 1975.915413 = -2488552.379580 nChanged 20 SP:Iteration 40F (3917.140232 sec): 3 clusters Score: Raw -2490535.744559 + Penalty 1975.915413 = -2488559.829146 nChanged 16 SP:Iteration 41Q (3917.215937 sec): 3 clusters Score: Raw -2490542.503142 + Penalty 1975.915413 = -2488566.587729 nChanged 14 SP:Iteration 42Q (3917.303182 sec): 3 clusters Score: Raw -2490545.815223 + Penalty 1975.915413 = -2488569.899810 nChanged 6 SP:Iteration 43Q (3917.382626 sec): 3 clusters Score: Raw -2490547.358055 + Penalty 1975.915413 = -2488571.442642 nChanged 6 SP:Iteration 44Q (3917.459406 sec): 3 clusters Score: Raw -2490549.469813 + Penalty 1975.915413 = -2488573.554400 nChanged 7 SP:Iteration 45Q (3917.538864 sec): 3 clusters Score: Raw -2490550.580120 + Penalty 1975.915413 = -2488574.664707 nChanged 4 SP:Iteration 46Q (3917.618431 sec): 3 clusters Score: Raw -2490551.323063 + Penalty 1975.915413 = -2488575.407650 nChanged 2 SP:Iteration 47Q (3917.695332 sec): 3 clusters Score: Raw -2490551.964103 + Penalty 1975.915413 = -2488576.048690 nChanged 1 SP:Iteration 48Q (3917.766962 sec): 3 clusters Score: Raw -2490552.140374 + Penalty 1975.915413 = -2488576.224961 nChanged 1 SP:Iteration 49Q (3917.840304 sec): 3 clusters Score: Raw -2490552.710481 + Penalty 1975.915413 = -2488576.795068 nChanged 4 SP:Iteration 50Q (3917.915304 sec): 3 clusters Score: Raw -2490554.832690 + Penalty 1975.915413 = -2488578.917277 nChanged 4 SP:Iteration 51Q (3917.988798 sec): 3 clusters Score: Raw -2490557.070227 + Penalty 1975.915413 = -2488581.154814 nChanged 7 SP:Iteration 52Q (3918.060919 sec): 3 clusters Score: Raw -2490559.216901 + Penalty 1975.915413 = -2488583.301487 nChanged 5 SP:Iteration 53Q (3918.134369 sec): 3 clusters Score: Raw -2490560.102610 + Penalty 1975.915413 = -2488584.187197 nChanged 3 SP:Iteration 54Q (3918.208544 sec): 3 clusters Score: Raw -2490560.744408 + Penalty 1975.915413 = -2488584.828995 nChanged 1 SP:Iteration 55Q (3918.267938 sec): 3 clusters Score: Raw -2490560.888645 + Penalty 1975.915413 = -2488584.973232 nChanged 0 SP:Iteration 56F (3918.352620 sec): 3 clusters Score: Raw -2490560.888645 + Penalty 1975.915413 = -2488584.973232 nChanged 0 Trying to split cluster 23 (1415 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3918.373785 sec): 2 clusters Score: Raw -96834.734638 + Penalty 689.214057 = -96145.520581 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3918.423883 sec): 3 clusters Score: Raw -96174.214945 + Penalty 1378.428114 = -94795.786831 nChanged 543 SP:Iteration 1F (3918.485869 sec): 3 clusters Score: Raw -96503.346005 + Penalty 1378.428114 = -95124.917891 nChanged 120 SP:Iteration 2F (3918.524944 sec): 3 clusters Score: Raw -96596.033434 + Penalty 1378.428114 = -95217.605320 nChanged 87 SP:Iteration 3F (3918.574875 sec): 3 clusters Score: Raw -96667.385455 + Penalty 1378.428114 = -95288.957341 nChanged 63 SP:Iteration 4Q (3918.616748 sec): 3 clusters Score: Raw -96707.173331 + Penalty 1378.428114 = -95328.745217 nChanged 45 SP:Iteration 5Q (3918.666722 sec): 3 clusters Score: Raw -96735.899115 + Penalty 1378.428114 = -95357.471002 nChanged 31 SP:Iteration 6Q (3918.716720 sec): 3 clusters Score: Raw -96757.601297 + Penalty 1378.428114 = -95379.173183 nChanged 29 SP:Iteration 7Q (3918.752601 sec): 3 clusters Score: Raw -96785.992562 + Penalty 1378.428114 = -95407.564448 nChanged 30 SP:Iteration 8Q (3918.798516 sec): 3 clusters Score: Raw -96816.715434 + Penalty 1378.428114 = -95438.287320 nChanged 27 SP:Iteration 9Q (3918.848503 sec): 3 clusters Score: Raw -96830.945795 + Penalty 1378.428114 = -95452.517681 nChanged 16 SP:Iteration 10Q (3918.898534 sec): 3 clusters Score: Raw -96839.050712 + Penalty 1378.428114 = -95460.622598 nChanged 14 SP:Iteration 11Q (3918.948775 sec): 3 clusters Score: Raw -96846.455443 + Penalty 1378.428114 = -95468.027329 nChanged 14 SP:Iteration 12Q (3919.005470 sec): 3 clusters Score: Raw -96855.143885 + Penalty 1378.428114 = -95476.715771 nChanged 14 SP:Iteration 13Q (3919.049944 sec): 3 clusters Score: Raw -96859.929626 + Penalty 1378.428114 = -95481.501512 nChanged 8 SP:Iteration 14Q (3919.097657 sec): 3 clusters Score: Raw -96861.839359 + Penalty 1378.428114 = -95483.411245 nChanged 2 SP:Iteration 15Q (3919.130896 sec): 3 clusters Score: Raw -96863.964690 + Penalty 1378.428114 = -95485.536576 nChanged 0 SP:Iteration 16F (3919.184579 sec): 3 clusters Score: Raw -96863.964690 + Penalty 1378.428114 = -95485.536576 nChanged 0 Trying to split cluster 24 (3542 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (3919.199646 sec): 2 clusters Score: Raw -260284.982822 + Penalty 776.382448 = -259508.600374 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (3919.260653 sec): 3 clusters Score: Raw -258373.207060 + Penalty 1552.764895 = -256820.442165 nChanged 1493 SP:Iteration 1F (3919.310770 sec): 3 clusters Score: Raw -259204.212393 + Penalty 1552.764895 = -257651.447498 nChanged 299 SP:Iteration 2F (3919.361079 sec): 3 clusters Score: Raw -259417.664577 + Penalty 1552.764895 = -257864.899681 nChanged 251 SP:Iteration 3F (3919.411726 sec): 3 clusters Score: Raw -259611.168820 + Penalty 1552.764895 = -258058.403924 nChanged 252 SP:Iteration 4F (3919.459403 sec): 3 clusters Score: Raw -259796.165247 + Penalty 1552.764895 = -258243.400351 nChanged 220 SP:Iteration 5F (3919.505453 sec): 3 clusters Score: Raw -259949.162715 + Penalty 1552.764895 = -258396.397819 nChanged 182 SP:Iteration 6F (3919.548214 sec): 3 clusters Score: Raw -260075.138037 + Penalty 1552.764895 = -258522.373142 nChanged 144 SP:Iteration 7Q (3919.592567 sec): 3 clusters Score: Raw -260181.285766 + Penalty 1552.764895 = -258628.520870 nChanged 114 SP:Iteration 8Q (3919.648143 sec): 3 clusters Score: Raw -260257.810425 + Penalty 1552.764895 = -258705.045529 nChanged 90 SP:Iteration 9Q (3919.684579 sec): 3 clusters Score: Raw -260319.434754 + Penalty 1552.764895 = -258766.669858 nChanged 75 SP:Iteration 10Q (3919.734861 sec): 3 clusters Score: Raw -260365.537413 + Penalty 1552.764895 = -258812.772518 nChanged 62 SP:Iteration 11Q (3919.778740 sec): 3 clusters Score: Raw -260399.169210 + Penalty 1552.764895 = -258846.404314 nChanged 39 SP:Iteration 12Q (3919.828588 sec): 3 clusters Score: Raw -260413.317391 + Penalty 1552.764895 = -258860.552495 nChanged 30 SP:Iteration 13Q (3919.880589 sec): 3 clusters Score: Raw -260427.504160 + Penalty 1552.764895 = -258874.739264 nChanged 25 SP:Iteration 14Q (3919.932123 sec): 3 clusters Score: Raw -260436.507172 + Penalty 1552.764895 = -258883.742277 nChanged 22 SP:Iteration 15Q (3919.991301 sec): 3 clusters Score: Raw -260446.428386 + Penalty 1552.764895 = -258893.663491 nChanged 25 SP:Iteration 16Q (3920.032452 sec): 3 clusters Score: Raw -260462.318636 + Penalty 1552.764895 = -258909.553740 nChanged 25 SP:Iteration 17Q (3920.086413 sec): 3 clusters Score: Raw -260476.101430 + Penalty 1552.764895 = -258923.336535 nChanged 17 SP:Iteration 18Q (3920.141366 sec): 3 clusters Score: Raw -260484.580673 + Penalty 1552.764895 = -258931.815778 nChanged 14 SP:Iteration 19Q (3920.184807 sec): 3 clusters Score: Raw -260492.064450 + Penalty 1552.764895 = -258939.299555 nChanged 19 SP:Iteration 20F (3920.230608 sec): 3 clusters Score: Raw -260501.806184 + Penalty 1552.764895 = -258949.041289 nChanged 15 SP:Iteration 21Q (3920.277726 sec): 3 clusters Score: Raw -260507.518160 + Penalty 1552.764895 = -258954.753264 nChanged 15 SP:Iteration 22Q (3920.322016 sec): 3 clusters Score: Raw -260511.940196 + Penalty 1552.764895 = -258959.175300 nChanged 13 SP:Iteration 23Q (3920.367459 sec): 3 clusters Score: Raw -260516.911107 + Penalty 1552.764895 = -258964.146211 nChanged 12 SP:Iteration 24Q (3920.422573 sec): 3 clusters Score: Raw -260521.703685 + Penalty 1552.764895 = -258968.938790 nChanged 11 SP:Iteration 25Q (3920.463195 sec): 3 clusters Score: Raw -260524.313357 + Penalty 1552.764895 = -258971.548462 nChanged 6 SP:Iteration 26Q (3920.510219 sec): 3 clusters Score: Raw -260532.185134 + Penalty 1552.764895 = -258979.420239 nChanged 11 SP:Iteration 27Q (3920.561958 sec): 3 clusters Score: Raw -260543.219521 + Penalty 1552.764895 = -258990.454625 nChanged 11 SP:Iteration 28Q (3920.612783 sec): 3 clusters Score: Raw -260547.361539 + Penalty 1552.764895 = -258994.596644 nChanged 7 SP:Iteration 29Q (3920.661465 sec): 3 clusters Score: Raw -260552.048354 + Penalty 1552.764895 = -258999.283459 nChanged 9 SP:Iteration 30Q (3920.711604 sec): 3 clusters Score: Raw -260556.305207 + Penalty 1552.764895 = -259003.540311 nChanged 6 SP:Iteration 31Q (3920.761438 sec): 3 clusters Score: Raw -260558.934691 + Penalty 1552.764895 = -259006.169796 nChanged 8 SP:Iteration 32Q (3920.811717 sec): 3 clusters Score: Raw -260562.793525 + Penalty 1552.764895 = -259010.028629 nChanged 4 SP:Iteration 33Q (3920.858291 sec): 3 clusters Score: Raw -260564.735426 + Penalty 1552.764895 = -259011.970530 nChanged 3 SP:Iteration 34Q (3920.910294 sec): 3 clusters Score: Raw -260565.909553 + Penalty 1552.764895 = -259013.144658 nChanged 3 SP:Iteration 35Q (3920.959007 sec): 3 clusters Score: Raw -260566.862946 + Penalty 1552.764895 = -259014.098050 nChanged 4 SP:Iteration 36Q (3921.011271 sec): 3 clusters Score: Raw -260568.589476 + Penalty 1552.764895 = -259015.824581 nChanged 4 SP:Iteration 37Q (3921.059804 sec): 3 clusters Score: Raw -260570.401713 + Penalty 1552.764895 = -259017.636818 nChanged 3 SP:Iteration 38Q (3921.111839 sec): 3 clusters Score: Raw -260572.399110 + Penalty 1552.764895 = -259019.634215 nChanged 1 SP:Iteration 39Q (3921.160043 sec): 3 clusters Score: Raw -260572.726078 + Penalty 1552.764895 = -259019.961183 nChanged 0 SP:Iteration 40F (3921.207993 sec): 3 clusters Score: Raw -260572.726078 + Penalty 1552.764895 = -259019.961183 nChanged 0 Iteration 219Q (3923.894949 sec): 25 clusters Score: Raw -25401209.117890 + Penalty 29149.392721 = -25372059.725170 nChanged 198 Iteration 220F (3928.118241 sec): 25 clusters Score: Raw -25401215.276569 + Penalty 29149.392721 = -25372065.883848 nChanged 198 Iteration 221Q (3930.535379 sec): 25 clusters Score: Raw -25401221.349288 + Penalty 29149.392721 = -25372071.956567 nChanged 196 Iteration 222Q (3933.255767 sec): 25 clusters Score: Raw -25401227.109749 + Penalty 29149.392721 = -25372077.717028 nChanged 184 Iteration 223Q (3935.660931 sec): 25 clusters Score: Raw -25401232.554027 + Penalty 29149.392721 = -25372083.161306 nChanged 155 Iteration 224Q (3938.118306 sec): 25 clusters Score: Raw -25401236.889951 + Penalty 29149.392721 = -25372087.497230 nChanged 150 Iteration 225Q (3940.654761 sec): 25 clusters Score: Raw -25401240.805363 + Penalty 29149.392721 = -25372091.412642 nChanged 123 Iteration 226Q (3943.138408 sec): 25 clusters Score: Raw -25401243.802646 + Penalty 29149.392721 = -25372094.409925 nChanged 123 Iteration 227Q (3945.544761 sec): 25 clusters Score: Raw -25401247.309422 + Penalty 29149.392721 = -25372097.916702 nChanged 128 Iteration 228Q (3948.243836 sec): 25 clusters Score: Raw -25401250.861985 + Penalty 29149.392721 = -25372101.469264 nChanged 144 Iteration 229Q (3950.766672 sec): 25 clusters Score: Raw -25401255.163993 + Penalty 29149.392721 = -25372105.771272 nChanged 138 Iteration 230Q (3953.161545 sec): 25 clusters Score: Raw -25401259.211176 + Penalty 29149.392721 = -25372109.818455 nChanged 134 Iteration 231Q (3955.739402 sec): 25 clusters Score: Raw -25401263.249352 + Penalty 29149.392721 = -25372113.856631 nChanged 142 Iteration 232Q (3958.238643 sec): 25 clusters Score: Raw -25401267.689862 + Penalty 29149.392721 = -25372118.297141 nChanged 142 Iteration 233Q (3960.728357 sec): 25 clusters Score: Raw -25401272.813490 + Penalty 29149.392721 = -25372123.420770 nChanged 156 Iteration 234Q (3963.421153 sec): 25 clusters Score: Raw -25401278.286775 + Penalty 29149.392721 = -25372128.894054 nChanged 161 Iteration 235Q (3965.920703 sec): 25 clusters Score: Raw -25401283.990466 + Penalty 29149.392721 = -25372134.597745 nChanged 176 Iteration 236Q (3968.369178 sec): 25 clusters Score: Raw -25401289.813614 + Penalty 29149.392721 = -25372140.420893 nChanged 164 Iteration 237Q (3971.127781 sec): 25 clusters Score: Raw -25401295.120629 + Penalty 29149.392721 = -25372145.727908 nChanged 160 Iteration 238Q (3973.598569 sec): 25 clusters Score: Raw -25401300.081777 + Penalty 29149.392721 = -25372150.689057 nChanged 158 Iteration 239Q (3976.070083 sec): 25 clusters Score: Raw -25401304.530884 + Penalty 29149.392721 = -25372155.138163 nChanged 138 Iteration 240F (3980.392243 sec): 25 clusters Score: Raw -25401308.868816 + Penalty 29149.392721 = -25372159.476095 nChanged 118 Iteration 241Q (3982.866488 sec): 25 clusters Score: Raw -25401311.903384 + Penalty 29149.392721 = -25372162.510663 nChanged 116 Iteration 242Q (3985.346289 sec): 25 clusters Score: Raw -25401315.341187 + Penalty 29149.392721 = -25372165.948466 nChanged 104 Iteration 243Q (3988.038870 sec): 25 clusters Score: Raw -25401318.150303 + Penalty 29149.392721 = -25372168.757582 nChanged 96 Iteration 244Q (3990.555184 sec): 25 clusters Score: Raw -25401321.030360 + Penalty 29149.392721 = -25372171.637639 nChanged 104 Iteration 245Q (3993.014168 sec): 25 clusters Score: Raw -25401324.513734 + Penalty 29149.392721 = -25372175.121013 nChanged 105 Iteration 246Q (3995.692347 sec): 25 clusters Score: Raw -25401328.812728 + Penalty 29149.392721 = -25372179.420007 nChanged 104 Iteration 247Q (3998.123883 sec): 25 clusters Score: Raw -25401333.313663 + Penalty 29149.392721 = -25372183.920942 nChanged 119 Iteration 248Q (4000.513205 sec): 25 clusters Score: Raw -25401337.787211 + Penalty 29149.392721 = -25372188.394490 nChanged 122 Iteration 249Q (4002.963460 sec): 25 clusters Score: Raw -25401342.383941 + Penalty 29149.392721 = -25372192.991220 nChanged 125 Iteration 250Q (4005.360121 sec): 25 clusters Score: Raw -25401346.618896 + Penalty 29149.392721 = -25372197.226175 nChanged 117 Iteration 251Q (4008.103492 sec): 25 clusters Score: Raw -25401350.098249 + Penalty 29149.392721 = -25372200.705528 nChanged 111 Iteration 252Q (4010.514424 sec): 25 clusters Score: Raw -25401352.840088 + Penalty 29149.392721 = -25372203.447368 nChanged 92 Iteration 253Q (4012.975162 sec): 25 clusters Score: Raw -25401355.378070 + Penalty 29149.392721 = -25372205.985349 nChanged 75 Iteration 254Q (4015.706017 sec): 25 clusters Score: Raw -25401357.079465 + Penalty 29149.392721 = -25372207.686744 nChanged 68 Iteration 255Q (4018.113015 sec): 25 clusters Score: Raw -25401358.511852 + Penalty 29149.392721 = -25372209.119131 nChanged 64 Iteration 256Q (4020.542116 sec): 25 clusters Score: Raw -25401359.820721 + Penalty 29149.392721 = -25372210.428001 nChanged 64 Iteration 257Q (4023.259239 sec): 25 clusters Score: Raw -25401360.933306 + Penalty 29149.392721 = -25372211.540585 nChanged 64 Iteration 258Q (4025.696184 sec): 25 clusters Score: Raw -25401362.279206 + Penalty 29149.392721 = -25372212.886485 nChanged 82 Writing temp clu file Because OldScore, -25372211.540585, is greater than current (better) Score,-25372212.886485 Compute initial score before splitting: Score: Raw -25401362.279206 + Penalty 29149.392721 = -25372212.886485 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4025.817489 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4025.858352 sec): 3 clusters Score: Raw -171015.989860 + Penalty 1457.912393 = -169558.077467 nChanged 811 SP:Iteration 1F (4025.904060 sec): 3 clusters Score: Raw -171523.784825 + Penalty 1457.912393 = -170065.872432 nChanged 166 SP:Iteration 2F (4025.951897 sec): 3 clusters Score: Raw -171637.514111 + Penalty 1457.912393 = -170179.601718 nChanged 125 SP:Iteration 3F (4025.993325 sec): 3 clusters Score: Raw -171718.453596 + Penalty 1457.912393 = -170260.541203 nChanged 94 SP:Iteration 4Q (4026.039524 sec): 3 clusters Score: Raw -171776.627459 + Penalty 1457.912393 = -170318.715066 nChanged 83 SP:Iteration 5Q (4026.089239 sec): 3 clusters Score: Raw -171828.206536 + Penalty 1457.912393 = -170370.294143 nChanged 68 SP:Iteration 6Q (4026.137192 sec): 3 clusters Score: Raw -171875.231291 + Penalty 1457.912393 = -170417.318898 nChanged 59 SP:Iteration 7Q (4026.185215 sec): 3 clusters Score: Raw -171917.347893 + Penalty 1457.912393 = -170459.435500 nChanged 58 SP:Iteration 8Q (4026.235003 sec): 3 clusters Score: Raw -171956.976052 + Penalty 1457.912393 = -170499.063659 nChanged 53 SP:Iteration 9Q (4026.280394 sec): 3 clusters Score: Raw -171988.923661 + Penalty 1457.912393 = -170531.011268 nChanged 56 SP:Iteration 10Q (4026.328398 sec): 3 clusters Score: Raw -172038.553388 + Penalty 1457.912393 = -170580.640995 nChanged 62 SP:Iteration 11Q (4026.380181 sec): 3 clusters Score: Raw -172083.003618 + Penalty 1457.912393 = -170625.091225 nChanged 46 SP:Iteration 12Q (4026.431523 sec): 3 clusters Score: Raw -172111.238410 + Penalty 1457.912393 = -170653.326017 nChanged 42 SP:Iteration 13Q (4026.483198 sec): 3 clusters Score: Raw -172130.747007 + Penalty 1457.912393 = -170672.834614 nChanged 33 SP:Iteration 14Q (4026.544657 sec): 3 clusters Score: Raw -172147.095297 + Penalty 1457.912393 = -170689.182904 nChanged 35 SP:Iteration 15Q (4026.572351 sec): 3 clusters Score: Raw -172163.850662 + Penalty 1457.912393 = -170705.938269 nChanged 31 SP:Iteration 16Q (4026.580730 sec): 3 clusters Score: Raw -172181.174853 + Penalty 1457.912393 = -170723.262460 nChanged 30 SP:Iteration 17Q (4026.588675 sec): 3 clusters Score: Raw -172198.756893 + Penalty 1457.912393 = -170740.844500 nChanged 21 SP:Iteration 18Q (4026.596601 sec): 3 clusters Score: Raw -172208.381423 + Penalty 1457.912393 = -170750.469030 nChanged 12 SP:Iteration 19Q (4026.604635 sec): 3 clusters Score: Raw -172213.118754 + Penalty 1457.912393 = -170755.206361 nChanged 17 SP:Iteration 20F (4026.612840 sec): 3 clusters Score: Raw -172218.396249 + Penalty 1457.912393 = -170760.483856 nChanged 12 SP:Iteration 21Q (4026.620777 sec): 3 clusters Score: Raw -172222.229587 + Penalty 1457.912393 = -170764.317194 nChanged 10 SP:Iteration 22Q (4026.628747 sec): 3 clusters Score: Raw -172226.256800 + Penalty 1457.912393 = -170768.344407 nChanged 8 SP:Iteration 23Q (4026.636999 sec): 3 clusters Score: Raw -172227.937322 + Penalty 1457.912393 = -170770.024929 nChanged 3 SP:Iteration 24Q (4026.645009 sec): 3 clusters Score: Raw -172228.269841 + Penalty 1457.912393 = -170770.357448 nChanged 1 SP:Iteration 25Q (4026.652971 sec): 3 clusters Score: Raw -172228.501599 + Penalty 1457.912393 = -170770.589206 nChanged 1 SP:Iteration 26Q (4026.660850 sec): 3 clusters Score: Raw -172229.027179 + Penalty 1457.912393 = -170771.114786 nChanged 2 SP:Iteration 27Q (4026.668770 sec): 3 clusters Score: Raw -172230.133741 + Penalty 1457.912393 = -170772.221348 nChanged 2 SP:Iteration 28Q (4026.676750 sec): 3 clusters Score: Raw -172230.669590 + Penalty 1457.912393 = -170772.757197 nChanged 2 SP:Iteration 29Q (4026.684704 sec): 3 clusters Score: Raw -172231.162635 + Penalty 1457.912393 = -170773.250242 nChanged 1 SP:Iteration 30Q (4026.692874 sec): 3 clusters Score: Raw -172232.041129 + Penalty 1457.912393 = -170774.128736 nChanged 2 SP:Iteration 31Q (4026.700898 sec): 3 clusters Score: Raw -172232.432669 + Penalty 1457.912393 = -170774.520276 nChanged 2 SP:Iteration 32Q (4026.708780 sec): 3 clusters Score: Raw -172233.184303 + Penalty 1457.912393 = -170775.271910 nChanged 4 SP:Iteration 33Q (4026.716931 sec): 3 clusters Score: Raw -172235.426974 + Penalty 1457.912393 = -170777.514581 nChanged 7 SP:Iteration 34Q (4026.724902 sec): 3 clusters Score: Raw -172238.775355 + Penalty 1457.912393 = -170780.862962 nChanged 9 SP:Iteration 35Q (4026.775684 sec): 3 clusters Score: Raw -172241.204040 + Penalty 1457.912393 = -170783.291647 nChanged 5 SP:Iteration 36Q (4026.825950 sec): 3 clusters Score: Raw -172241.755236 + Penalty 1457.912393 = -170783.842843 nChanged 2 SP:Iteration 37Q (4026.872506 sec): 3 clusters Score: Raw -172242.024829 + Penalty 1457.912393 = -170784.112436 nChanged 2 SP:Iteration 38Q (4026.930110 sec): 3 clusters Score: Raw -172242.672179 + Penalty 1457.912393 = -170784.759786 nChanged 2 SP:Iteration 39Q (4026.976835 sec): 3 clusters Score: Raw -172243.398786 + Penalty 1457.912393 = -170785.486393 nChanged 0 SP:Iteration 40F (4027.015674 sec): 3 clusters Score: Raw -172243.398786 + Penalty 1457.912393 = -170785.486393 nChanged 0 Trying to split cluster 2 (27818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4027.079875 sec): 2 clusters Score: Raw -2042320.533984 + Penalty 972.176664 = -2041348.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4027.161169 sec): 3 clusters Score: Raw -2024831.525205 + Penalty 1944.353329 = -2022887.171877 nChanged 13077 SP:Iteration 1F (4027.243343 sec): 3 clusters Score: Raw -2032548.535800 + Penalty 1944.353329 = -2030604.182471 nChanged 1507 SP:Iteration 2F (4027.324208 sec): 3 clusters Score: Raw -2033351.955757 + Penalty 1944.353329 = -2031407.602428 nChanged 1756 SP:Iteration 3F (4027.404695 sec): 3 clusters Score: Raw -2034548.923122 + Penalty 1944.353329 = -2032604.569793 nChanged 2023 SP:Iteration 4F (4027.483364 sec): 3 clusters Score: Raw -2036170.879163 + Penalty 1944.353329 = -2034226.525835 nChanged 2169 SP:Iteration 5F (4027.554343 sec): 3 clusters Score: Raw -2038007.922446 + Penalty 1944.353329 = -2036063.569117 nChanged 1928 SP:Iteration 6F (4027.643715 sec): 3 clusters Score: Raw -2039460.819441 + Penalty 1944.353329 = -2037516.466113 nChanged 1489 SP:Iteration 7F (4027.725556 sec): 3 clusters Score: Raw -2040377.077132 + Penalty 1944.353329 = -2038432.723804 nChanged 1016 SP:Iteration 8Q (4027.800755 sec): 3 clusters Score: Raw -2040872.580999 + Penalty 1944.353329 = -2038928.227670 nChanged 669 SP:Iteration 9Q (4027.886574 sec): 3 clusters Score: Raw -2041108.873386 + Penalty 1944.353329 = -2039164.520058 nChanged 458 SP:Iteration 10Q (4027.970413 sec): 3 clusters Score: Raw -2041240.478762 + Penalty 1944.353329 = -2039296.125433 nChanged 350 SP:Iteration 11Q (4028.056660 sec): 3 clusters Score: Raw -2041327.104562 + Penalty 1944.353329 = -2039382.751233 nChanged 284 SP:Iteration 12Q (4028.130486 sec): 3 clusters Score: Raw -2041386.881018 + Penalty 1944.353329 = -2039442.527689 nChanged 241 SP:Iteration 13Q (4028.213738 sec): 3 clusters Score: Raw -2041430.717379 + Penalty 1944.353329 = -2039486.364050 nChanged 215 SP:Iteration 14Q (4028.289745 sec): 3 clusters Score: Raw -2041469.742766 + Penalty 1944.353329 = -2039525.389437 nChanged 209 SP:Iteration 15Q (4028.372197 sec): 3 clusters Score: Raw -2041506.252722 + Penalty 1944.353329 = -2039561.899393 nChanged 179 SP:Iteration 16Q (4028.453662 sec): 3 clusters Score: Raw -2041536.191574 + Penalty 1944.353329 = -2039591.838246 nChanged 148 SP:Iteration 17Q (4028.529384 sec): 3 clusters Score: Raw -2041556.115386 + Penalty 1944.353329 = -2039611.762057 nChanged 124 SP:Iteration 18Q (4028.615226 sec): 3 clusters Score: Raw -2041573.187229 + Penalty 1944.353329 = -2039628.833900 nChanged 135 SP:Iteration 19Q (4028.685437 sec): 3 clusters Score: Raw -2041592.121202 + Penalty 1944.353329 = -2039647.767874 nChanged 120 SP:Iteration 20F (4028.763297 sec): 3 clusters Score: Raw -2041608.543684 + Penalty 1944.353329 = -2039664.190355 nChanged 118 SP:Iteration 21Q (4028.840101 sec): 3 clusters Score: Raw -2041621.732251 + Penalty 1944.353329 = -2039677.378923 nChanged 106 SP:Iteration 22Q (4028.930345 sec): 3 clusters Score: Raw -2041632.419088 + Penalty 1944.353329 = -2039688.065759 nChanged 94 SP:Iteration 23Q (4029.001730 sec): 3 clusters Score: Raw -2041643.291929 + Penalty 1944.353329 = -2039698.938600 nChanged 119 SP:Iteration 24Q (4029.079060 sec): 3 clusters Score: Raw -2041657.422324 + Penalty 1944.353329 = -2039713.068996 nChanged 99 SP:Iteration 25Q (4029.153188 sec): 3 clusters Score: Raw -2041669.381171 + Penalty 1944.353329 = -2039725.027843 nChanged 105 SP:Iteration 26Q (4029.233624 sec): 3 clusters Score: Raw -2041682.610604 + Penalty 1944.353329 = -2039738.257275 nChanged 109 SP:Iteration 27Q (4029.314764 sec): 3 clusters Score: Raw -2041696.308321 + Penalty 1944.353329 = -2039751.954993 nChanged 111 SP:Iteration 28Q (4029.394524 sec): 3 clusters Score: Raw -2041708.833880 + Penalty 1944.353329 = -2039764.480552 nChanged 105 SP:Iteration 29Q (4029.472877 sec): 3 clusters Score: Raw -2041718.359314 + Penalty 1944.353329 = -2039774.005985 nChanged 87 SP:Iteration 30Q (4029.552303 sec): 3 clusters Score: Raw -2041726.957355 + Penalty 1944.353329 = -2039782.604026 nChanged 80 SP:Iteration 31Q (4029.632258 sec): 3 clusters Score: Raw -2041734.741676 + Penalty 1944.353329 = -2039790.388347 nChanged 92 SP:Iteration 32Q (4029.718503 sec): 3 clusters Score: Raw -2041744.579637 + Penalty 1944.353329 = -2039800.226308 nChanged 88 SP:Iteration 33Q (4029.790969 sec): 3 clusters Score: Raw -2041754.507158 + Penalty 1944.353329 = -2039810.153830 nChanged 86 SP:Iteration 34Q (4029.866862 sec): 3 clusters Score: Raw -2041764.459458 + Penalty 1944.353329 = -2039820.106129 nChanged 87 SP:Iteration 35Q (4029.947654 sec): 3 clusters Score: Raw -2041774.026536 + Penalty 1944.353329 = -2039829.673207 nChanged 92 SP:Iteration 36Q (4030.026461 sec): 3 clusters Score: Raw -2041783.750214 + Penalty 1944.353329 = -2039839.396885 nChanged 94 SP:Iteration 37Q (4030.101384 sec): 3 clusters Score: Raw -2041793.628283 + Penalty 1944.353329 = -2039849.274954 nChanged 95 SP:Iteration 38Q (4030.170168 sec): 3 clusters Score: Raw -2041804.933020 + Penalty 1944.353329 = -2039860.579691 nChanged 100 SP:Iteration 39Q (4030.251314 sec): 3 clusters Score: Raw -2041815.717873 + Penalty 1944.353329 = -2039871.364544 nChanged 102 SP:Iteration 40F (4030.333385 sec): 3 clusters Score: Raw -2041825.313094 + Penalty 1944.353329 = -2039880.959765 nChanged 94 SP:Iteration 41Q (4030.415013 sec): 3 clusters Score: Raw -2041833.447930 + Penalty 1944.353329 = -2039889.094601 nChanged 90 SP:Iteration 42Q (4030.482797 sec): 3 clusters Score: Raw -2041843.034190 + Penalty 1944.353329 = -2039898.680861 nChanged 91 SP:Iteration 43Q (4030.568082 sec): 3 clusters Score: Raw -2041854.616102 + Penalty 1944.353329 = -2039910.262773 nChanged 117 SP:Iteration 44Q (4030.642510 sec): 3 clusters Score: Raw -2041867.864343 + Penalty 1944.353329 = -2039923.511014 nChanged 122 SP:Iteration 45Q (4030.705947 sec): 3 clusters Score: Raw -2041881.694543 + Penalty 1944.353329 = -2039937.341214 nChanged 127 SP:Iteration 46Q (4030.795614 sec): 3 clusters Score: Raw -2041896.442330 + Penalty 1944.353329 = -2039952.089001 nChanged 119 SP:Iteration 47Q (4030.873064 sec): 3 clusters Score: Raw -2041910.973173 + Penalty 1944.353329 = -2039966.619844 nChanged 114 SP:Iteration 48Q (4030.952540 sec): 3 clusters Score: Raw -2041923.979022 + Penalty 1944.353329 = -2039979.625693 nChanged 123 SP:Iteration 49Q (4031.043649 sec): 3 clusters Score: Raw -2041937.708734 + Penalty 1944.353329 = -2039993.355406 nChanged 126 SP:Iteration 50Q (4031.127887 sec): 3 clusters Score: Raw -2041950.925649 + Penalty 1944.353329 = -2040006.572321 nChanged 131 SP:Iteration 51Q (4031.211962 sec): 3 clusters Score: Raw -2041965.929033 + Penalty 1944.353329 = -2040021.575704 nChanged 127 SP:Iteration 52Q (4031.291280 sec): 3 clusters Score: Raw -2041981.851890 + Penalty 1944.353329 = -2040037.498561 nChanged 121 SP:Iteration 53Q (4031.367481 sec): 3 clusters Score: Raw -2041997.722190 + Penalty 1944.353329 = -2040053.368861 nChanged 138 SP:Iteration 54Q (4031.444955 sec): 3 clusters Score: Raw -2042015.172239 + Penalty 1944.353329 = -2040070.818910 nChanged 114 SP:Iteration 55Q (4031.539817 sec): 3 clusters Score: Raw -2042029.141281 + Penalty 1944.353329 = -2040084.787952 nChanged 102 SP:Iteration 56Q (4031.619065 sec): 3 clusters Score: Raw -2042039.485830 + Penalty 1944.353329 = -2040095.132501 nChanged 85 SP:Iteration 57Q (4031.699829 sec): 3 clusters Score: Raw -2042048.619867 + Penalty 1944.353329 = -2040104.266538 nChanged 101 SP:Iteration 58Q (4031.778509 sec): 3 clusters Score: Raw -2042061.621952 + Penalty 1944.353329 = -2040117.268623 nChanged 101 SP:Iteration 59Q (4031.861297 sec): 3 clusters Score: Raw -2042072.759897 + Penalty 1944.353329 = -2040128.406568 nChanged 99 SP:Iteration 60F (4031.944688 sec): 3 clusters Score: Raw -2042082.591171 + Penalty 1944.353329 = -2040138.237843 nChanged 82 SP:Iteration 61Q (4032.027688 sec): 3 clusters Score: Raw -2042091.129493 + Penalty 1944.353329 = -2040146.776164 nChanged 81 SP:Iteration 62Q (4032.110295 sec): 3 clusters Score: Raw -2042098.464936 + Penalty 1944.353329 = -2040154.111607 nChanged 78 SP:Iteration 63Q (4032.193107 sec): 3 clusters Score: Raw -2042106.689502 + Penalty 1944.353329 = -2040162.336173 nChanged 99 SP:Iteration 64Q (4032.270199 sec): 3 clusters Score: Raw -2042117.622000 + Penalty 1944.353329 = -2040173.268671 nChanged 82 SP:Iteration 65Q (4032.348016 sec): 3 clusters Score: Raw -2042128.993437 + Penalty 1944.353329 = -2040184.640109 nChanged 92 SP:Iteration 66Q (4032.432931 sec): 3 clusters Score: Raw -2042140.495987 + Penalty 1944.353329 = -2040196.142658 nChanged 97 SP:Iteration 67Q (4032.503187 sec): 3 clusters Score: Raw -2042152.227454 + Penalty 1944.353329 = -2040207.874126 nChanged 107 SP:Iteration 68Q (4032.590767 sec): 3 clusters Score: Raw -2042165.299473 + Penalty 1944.353329 = -2040220.946145 nChanged 103 SP:Iteration 69Q (4032.672945 sec): 3 clusters Score: Raw -2042176.029626 + Penalty 1944.353329 = -2040231.676297 nChanged 87 SP:Iteration 70Q (4032.748587 sec): 3 clusters Score: Raw -2042185.189382 + Penalty 1944.353329 = -2040240.836053 nChanged 94 SP:Iteration 71Q (4032.832629 sec): 3 clusters Score: Raw -2042195.450004 + Penalty 1944.353329 = -2040251.096675 nChanged 101 SP:Iteration 72Q (4032.913880 sec): 3 clusters Score: Raw -2042205.957704 + Penalty 1944.353329 = -2040261.604376 nChanged 73 SP:Iteration 73Q (4032.997305 sec): 3 clusters Score: Raw -2042214.205315 + Penalty 1944.353329 = -2040269.851987 nChanged 69 SP:Iteration 74Q (4033.080269 sec): 3 clusters Score: Raw -2042221.419785 + Penalty 1944.353329 = -2040277.066456 nChanged 64 SP:Iteration 75Q (4033.162529 sec): 3 clusters Score: Raw -2042227.296245 + Penalty 1944.353329 = -2040282.942917 nChanged 62 SP:Iteration 76Q (4033.210272 sec): 3 clusters Score: Raw -2042232.757441 + Penalty 1944.353329 = -2040288.404113 nChanged 60 SP:Iteration 77Q (4033.290653 sec): 3 clusters Score: Raw -2042237.089815 + Penalty 1944.353329 = -2040292.736486 nChanged 57 SP:Iteration 78Q (4033.371879 sec): 3 clusters Score: Raw -2042241.314357 + Penalty 1944.353329 = -2040296.961028 nChanged 49 SP:Iteration 79Q (4033.450018 sec): 3 clusters Score: Raw -2042244.605095 + Penalty 1944.353329 = -2040300.251766 nChanged 46 SP:Iteration 80F (4033.540859 sec): 3 clusters Score: Raw -2042247.795111 + Penalty 1944.353329 = -2040303.441782 nChanged 37 SP:Iteration 81Q (4033.621852 sec): 3 clusters Score: Raw -2042250.270719 + Penalty 1944.353329 = -2040305.917390 nChanged 33 SP:Iteration 82Q (4033.699892 sec): 3 clusters Score: Raw -2042252.247239 + Penalty 1944.353329 = -2040307.893911 nChanged 29 SP:Iteration 83Q (4033.778548 sec): 3 clusters Score: Raw -2042253.960511 + Penalty 1944.353329 = -2040309.607182 nChanged 29 SP:Iteration 84Q (4033.858675 sec): 3 clusters Score: Raw -2042255.713763 + Penalty 1944.353329 = -2040311.360434 nChanged 24 SP:Iteration 85Q (4033.937327 sec): 3 clusters Score: Raw -2042256.989888 + Penalty 1944.353329 = -2040312.636559 nChanged 16 SP:Iteration 86Q (4034.018626 sec): 3 clusters Score: Raw -2042257.962287 + Penalty 1944.353329 = -2040313.608958 nChanged 16 SP:Iteration 87Q (4034.097660 sec): 3 clusters Score: Raw -2042258.878027 + Penalty 1944.353329 = -2040314.524698 nChanged 20 SP:Iteration 88Q (4034.176568 sec): 3 clusters Score: Raw -2042259.905521 + Penalty 1944.353329 = -2040315.552193 nChanged 21 SP:Iteration 89Q (4034.258349 sec): 3 clusters Score: Raw -2042261.275743 + Penalty 1944.353329 = -2040316.922415 nChanged 24 SP:Iteration 90Q (4034.340492 sec): 3 clusters Score: Raw -2042262.802247 + Penalty 1944.353329 = -2040318.448918 nChanged 21 SP:Iteration 91Q (4034.415752 sec): 3 clusters Score: Raw -2042264.008372 + Penalty 1944.353329 = -2040319.655044 nChanged 21 SP:Iteration 92Q (4034.503219 sec): 3 clusters Score: Raw -2042265.466873 + Penalty 1944.353329 = -2040321.113544 nChanged 24 SP:Iteration 93Q (4034.584733 sec): 3 clusters Score: Raw -2042266.918723 + Penalty 1944.353329 = -2040322.565394 nChanged 20 SP:Iteration 94Q (4034.667101 sec): 3 clusters Score: Raw -2042267.950935 + Penalty 1944.353329 = -2040323.597606 nChanged 18 SP:Iteration 95Q (4034.749040 sec): 3 clusters Score: Raw -2042268.644377 + Penalty 1944.353329 = -2040324.291048 nChanged 15 SP:Iteration 96Q (4034.824681 sec): 3 clusters Score: Raw -2042269.359553 + Penalty 1944.353329 = -2040325.006224 nChanged 17 SP:Iteration 97Q (4034.901905 sec): 3 clusters Score: Raw -2042270.375860 + Penalty 1944.353329 = -2040326.022532 nChanged 21 SP:Iteration 98Q (4034.978226 sec): 3 clusters Score: Raw -2042272.054133 + Penalty 1944.353329 = -2040327.700804 nChanged 19 SP:Iteration 99Q (4035.062057 sec): 3 clusters Score: Raw -2042273.254933 + Penalty 1944.353329 = -2040328.901604 nChanged 16 SP:Iteration 100F (4035.139519 sec): 3 clusters Score: Raw -2042274.638482 + Penalty 1944.353329 = -2040330.285153 nChanged 21 SP:Iteration 101Q (4035.212740 sec): 3 clusters Score: Raw -2042276.272849 + Penalty 1944.353329 = -2040331.919521 nChanged 23 SP:Iteration 102Q (4035.295531 sec): 3 clusters Score: Raw -2042278.445335 + Penalty 1944.353329 = -2040334.092007 nChanged 24 SP:Iteration 103Q (4035.360498 sec): 3 clusters Score: Raw -2042280.392386 + Penalty 1944.353329 = -2040336.039057 nChanged 26 SP:Iteration 104Q (4035.436663 sec): 3 clusters Score: Raw -2042282.089069 + Penalty 1944.353329 = -2040337.735741 nChanged 15 SP:Iteration 105Q (4035.521708 sec): 3 clusters Score: Raw -2042282.707276 + Penalty 1944.353329 = -2040338.353947 nChanged 14 SP:Iteration 106Q (4035.598340 sec): 3 clusters Score: Raw -2042283.233671 + Penalty 1944.353329 = -2040338.880342 nChanged 13 SP:Iteration 107Q (4035.660713 sec): 3 clusters Score: Raw -2042283.909082 + Penalty 1944.353329 = -2040339.555754 nChanged 19 SP:Iteration 108Q (4035.733785 sec): 3 clusters Score: Raw -2042285.224515 + Penalty 1944.353329 = -2040340.871186 nChanged 24 SP:Iteration 109Q (4035.810850 sec): 3 clusters Score: Raw -2042286.736394 + Penalty 1944.353329 = -2040342.383066 nChanged 25 SP:Iteration 110Q (4035.887858 sec): 3 clusters Score: Raw -2042287.994094 + Penalty 1944.353329 = -2040343.640766 nChanged 18 SP:Iteration 111Q (4035.949363 sec): 3 clusters Score: Raw -2042288.727738 + Penalty 1944.353329 = -2040344.374409 nChanged 17 SP:Iteration 112Q (4036.034003 sec): 3 clusters Score: Raw -2042289.478215 + Penalty 1944.353329 = -2040345.124886 nChanged 21 SP:Iteration 113Q (4036.105266 sec): 3 clusters Score: Raw -2042290.736370 + Penalty 1944.353329 = -2040346.383041 nChanged 24 SP:Iteration 114Q (4036.182913 sec): 3 clusters Score: Raw -2042292.087138 + Penalty 1944.353329 = -2040347.733810 nChanged 20 SP:Iteration 115Q (4036.260457 sec): 3 clusters Score: Raw -2042292.925606 + Penalty 1944.353329 = -2040348.572278 nChanged 14 SP:Iteration 116Q (4036.337371 sec): 3 clusters Score: Raw -2042293.776422 + Penalty 1944.353329 = -2040349.423093 nChanged 14 SP:Iteration 117Q (4036.414777 sec): 3 clusters Score: Raw -2042294.593008 + Penalty 1944.353329 = -2040350.239679 nChanged 13 SP:Iteration 118Q (4036.493928 sec): 3 clusters Score: Raw -2042295.487124 + Penalty 1944.353329 = -2040351.133795 nChanged 18 SP:Iteration 119Q (4036.564792 sec): 3 clusters Score: Raw -2042296.589530 + Penalty 1944.353329 = -2040352.236201 nChanged 13 SP:Iteration 120F (4036.627918 sec): 3 clusters Score: Raw -2042297.703542 + Penalty 1944.353329 = -2040353.350214 nChanged 14 SP:Iteration 121Q (4036.706768 sec): 3 clusters Score: Raw -2042298.816679 + Penalty 1944.353329 = -2040354.463350 nChanged 14 SP:Iteration 122Q (4036.784818 sec): 3 clusters Score: Raw -2042299.780616 + Penalty 1944.353329 = -2040355.427287 nChanged 21 SP:Iteration 123Q (4036.863805 sec): 3 clusters Score: Raw -2042301.322920 + Penalty 1944.353329 = -2040356.969591 nChanged 24 SP:Iteration 124Q (4036.943902 sec): 3 clusters Score: Raw -2042302.633808 + Penalty 1944.353329 = -2040358.280479 nChanged 16 SP:Iteration 125Q (4037.023444 sec): 3 clusters Score: Raw -2042303.606896 + Penalty 1944.353329 = -2040359.253568 nChanged 16 SP:Iteration 126Q (4037.088616 sec): 3 clusters Score: Raw -2042304.314689 + Penalty 1944.353329 = -2040359.961360 nChanged 12 SP:Iteration 127Q (4037.171001 sec): 3 clusters Score: Raw -2042305.026482 + Penalty 1944.353329 = -2040360.673153 nChanged 10 SP:Iteration 128Q (4037.246953 sec): 3 clusters Score: Raw -2042305.608556 + Penalty 1944.353329 = -2040361.255228 nChanged 11 SP:Iteration 129Q (4037.330863 sec): 3 clusters Score: Raw -2042306.360666 + Penalty 1944.353329 = -2040362.007337 nChanged 17 SP:Iteration 130Q (4037.396748 sec): 3 clusters Score: Raw -2042307.615089 + Penalty 1944.353329 = -2040363.261761 nChanged 21 SP:Iteration 131Q (4037.480941 sec): 3 clusters Score: Raw -2042308.717421 + Penalty 1944.353329 = -2040364.364092 nChanged 16 SP:Iteration 132Q (4037.560881 sec): 3 clusters Score: Raw -2042309.591194 + Penalty 1944.353329 = -2040365.237866 nChanged 19 SP:Iteration 133Q (4037.641983 sec): 3 clusters Score: Raw -2042310.481594 + Penalty 1944.353329 = -2040366.128265 nChanged 20 SP:Iteration 134Q (4037.723619 sec): 3 clusters Score: Raw -2042311.690107 + Penalty 1944.353329 = -2040367.336778 nChanged 14 SP:Iteration 135Q (4037.805282 sec): 3 clusters Score: Raw -2042312.554776 + Penalty 1944.353329 = -2040368.201447 nChanged 17 SP:Iteration 136Q (4037.884738 sec): 3 clusters Score: Raw -2042313.580863 + Penalty 1944.353329 = -2040369.227535 nChanged 15 SP:Iteration 137Q (4037.950259 sec): 3 clusters Score: Raw -2042314.522350 + Penalty 1944.353329 = -2040370.169021 nChanged 21 SP:Iteration 138Q (4038.028325 sec): 3 clusters Score: Raw -2042316.044904 + Penalty 1944.353329 = -2040371.691575 nChanged 19 SP:Iteration 139Q (4038.106203 sec): 3 clusters Score: Raw -2042317.604418 + Penalty 1944.353329 = -2040373.251090 nChanged 22 SP:Iteration 140F (4038.174604 sec): 3 clusters Score: Raw -2042319.818248 + Penalty 1944.353329 = -2040375.464919 nChanged 26 SP:Iteration 141Q (4038.253670 sec): 3 clusters Score: Raw -2042321.351359 + Penalty 1944.353329 = -2040376.998031 nChanged 25 SP:Iteration 142Q (4038.341299 sec): 3 clusters Score: Raw -2042323.367944 + Penalty 1944.353329 = -2040379.014616 nChanged 24 SP:Iteration 143Q (4038.406200 sec): 3 clusters Score: Raw -2042325.541808 + Penalty 1944.353329 = -2040381.188479 nChanged 24 SP:Iteration 144Q (4038.483171 sec): 3 clusters Score: Raw -2042327.813335 + Penalty 1944.353329 = -2040383.460006 nChanged 31 SP:Iteration 145Q (4038.563013 sec): 3 clusters Score: Raw -2042330.459645 + Penalty 1944.353329 = -2040386.106317 nChanged 27 SP:Iteration 146Q (4038.645331 sec): 3 clusters Score: Raw -2042332.601486 + Penalty 1944.353329 = -2040388.248157 nChanged 32 SP:Iteration 147Q (4038.711710 sec): 3 clusters Score: Raw -2042335.811489 + Penalty 1944.353329 = -2040391.458161 nChanged 33 SP:Iteration 148Q (4038.789952 sec): 3 clusters Score: Raw -2042339.644044 + Penalty 1944.353329 = -2040395.290715 nChanged 29 SP:Iteration 149Q (4038.870346 sec): 3 clusters Score: Raw -2042343.313108 + Penalty 1944.353329 = -2040398.959780 nChanged 39 SP:Iteration 150Q (4038.963312 sec): 3 clusters Score: Raw -2042348.466098 + Penalty 1944.353329 = -2040404.112769 nChanged 47 SP:Iteration 151Q (4039.044913 sec): 3 clusters Score: Raw -2042353.234673 + Penalty 1944.353329 = -2040408.881344 nChanged 38 SP:Iteration 152Q (4039.126916 sec): 3 clusters Score: Raw -2042356.906233 + Penalty 1944.353329 = -2040412.552904 nChanged 22 SP:Iteration 153Q (4039.207620 sec): 3 clusters Score: Raw -2042358.795367 + Penalty 1944.353329 = -2040414.442038 nChanged 27 SP:Iteration 154Q (4039.288871 sec): 3 clusters Score: Raw -2042360.778383 + Penalty 1944.353329 = -2040416.425054 nChanged 24 SP:Iteration 155Q (4039.370292 sec): 3 clusters Score: Raw -2042362.970569 + Penalty 1944.353329 = -2040418.617240 nChanged 34 SP:Iteration 156Q (4039.452311 sec): 3 clusters Score: Raw -2042367.304970 + Penalty 1944.353329 = -2040422.951642 nChanged 38 SP:Iteration 157Q (4039.531757 sec): 3 clusters Score: Raw -2042370.591120 + Penalty 1944.353329 = -2040426.237791 nChanged 35 SP:Iteration 158Q (4039.613891 sec): 3 clusters Score: Raw -2042373.884500 + Penalty 1944.353329 = -2040429.531171 nChanged 36 SP:Iteration 159Q (4039.694598 sec): 3 clusters Score: Raw -2042377.374050 + Penalty 1944.353329 = -2040433.020722 nChanged 32 SP:Iteration 160F (4039.777835 sec): 3 clusters Score: Raw -2042379.813120 + Penalty 1944.353329 = -2040435.459791 nChanged 22 SP:Iteration 161Q (4039.858685 sec): 3 clusters Score: Raw -2042381.388287 + Penalty 1944.353329 = -2040437.034959 nChanged 10 SP:Iteration 162Q (4039.938338 sec): 3 clusters Score: Raw -2042382.147115 + Penalty 1944.353329 = -2040437.793786 nChanged 11 SP:Iteration 163Q (4040.006609 sec): 3 clusters Score: Raw -2042382.842452 + Penalty 1944.353329 = -2040438.489123 nChanged 12 SP:Iteration 164Q (4040.048876 sec): 3 clusters Score: Raw -2042384.182464 + Penalty 1944.353329 = -2040439.829135 nChanged 12 SP:Iteration 165Q (4040.092226 sec): 3 clusters Score: Raw -2042385.145395 + Penalty 1944.353329 = -2040440.792066 nChanged 13 SP:Iteration 166Q (4040.135647 sec): 3 clusters Score: Raw -2042386.332672 + Penalty 1944.353329 = -2040441.979343 nChanged 19 SP:Iteration 167Q (4040.187485 sec): 3 clusters Score: Raw -2042387.672851 + Penalty 1944.353329 = -2040443.319523 nChanged 16 SP:Iteration 168Q (4040.244039 sec): 3 clusters Score: Raw -2042388.721311 + Penalty 1944.353329 = -2040444.367982 nChanged 14 SP:Iteration 169Q (4040.295292 sec): 3 clusters Score: Raw -2042389.839130 + Penalty 1944.353329 = -2040445.485801 nChanged 17 SP:Iteration 170Q (4040.351332 sec): 3 clusters Score: Raw -2042391.182986 + Penalty 1944.353329 = -2040446.829657 nChanged 15 SP:Iteration 171Q (4040.407579 sec): 3 clusters Score: Raw -2042392.434670 + Penalty 1944.353329 = -2040448.081341 nChanged 12 SP:Iteration 172Q (4040.451000 sec): 3 clusters Score: Raw -2042393.392838 + Penalty 1944.353329 = -2040449.039510 nChanged 12 SP:Iteration 173Q (4040.531072 sec): 3 clusters Score: Raw -2042394.250933 + Penalty 1944.353329 = -2040449.897604 nChanged 12 SP:Iteration 174Q (4040.612387 sec): 3 clusters Score: Raw -2042395.056241 + Penalty 1944.353329 = -2040450.702912 nChanged 14 SP:Iteration 175Q (4040.702359 sec): 3 clusters Score: Raw -2042396.878128 + Penalty 1944.353329 = -2040452.524799 nChanged 20 SP:Iteration 176Q (4040.779535 sec): 3 clusters Score: Raw -2042398.972495 + Penalty 1944.353329 = -2040454.619167 nChanged 19 SP:Iteration 177Q (4040.867001 sec): 3 clusters Score: Raw -2042400.870252 + Penalty 1944.353329 = -2040456.516924 nChanged 18 SP:Iteration 178Q (4040.947954 sec): 3 clusters Score: Raw -2042402.472489 + Penalty 1944.353329 = -2040458.119160 nChanged 20 SP:Iteration 179Q (4041.028364 sec): 3 clusters Score: Raw -2042403.995565 + Penalty 1944.353329 = -2040459.642236 nChanged 21 SP:Iteration 180F (4041.103507 sec): 3 clusters Score: Raw -2042405.698977 + Penalty 1944.353329 = -2040461.345648 nChanged 18 SP:Iteration 181Q (4041.174834 sec): 3 clusters Score: Raw -2042406.607157 + Penalty 1944.353329 = -2040462.253828 nChanged 7 SP:Iteration 182Q (4041.247122 sec): 3 clusters Score: Raw -2042407.075714 + Penalty 1944.353329 = -2040462.722385 nChanged 8 SP:Iteration 183Q (4041.324232 sec): 3 clusters Score: Raw -2042407.880008 + Penalty 1944.353329 = -2040463.526679 nChanged 14 SP:Iteration 184Q (4041.402453 sec): 3 clusters Score: Raw -2042408.909402 + Penalty 1944.353329 = -2040464.556073 nChanged 9 SP:Iteration 185Q (4041.470740 sec): 3 clusters Score: Raw -2042409.550801 + Penalty 1944.353329 = -2040465.197472 nChanged 6 SP:Iteration 186Q (4041.541564 sec): 3 clusters Score: Raw -2042409.967050 + Penalty 1944.353329 = -2040465.613721 nChanged 5 SP:Iteration 187Q (4041.619049 sec): 3 clusters Score: Raw -2042410.273669 + Penalty 1944.353329 = -2040465.920340 nChanged 5 SP:Iteration 188Q (4041.704580 sec): 3 clusters Score: Raw -2042410.632461 + Penalty 1944.353329 = -2040466.279133 nChanged 5 SP:Iteration 189Q (4041.779478 sec): 3 clusters Score: Raw -2042410.947598 + Penalty 1944.353329 = -2040466.594270 nChanged 4 SP:Iteration 190Q (4041.849828 sec): 3 clusters Score: Raw -2042411.202627 + Penalty 1944.353329 = -2040466.849298 nChanged 8 SP:Iteration 191Q (4041.927915 sec): 3 clusters Score: Raw -2042411.786477 + Penalty 1944.353329 = -2040467.433148 nChanged 16 SP:Iteration 192Q (4041.998662 sec): 3 clusters Score: Raw -2042413.418009 + Penalty 1944.353329 = -2040469.064680 nChanged 18 SP:Iteration 193Q (4042.077569 sec): 3 clusters Score: Raw -2042415.082799 + Penalty 1944.353329 = -2040470.729470 nChanged 15 SP:Iteration 194Q (4042.144936 sec): 3 clusters Score: Raw -2042416.956452 + Penalty 1944.353329 = -2040472.603123 nChanged 22 SP:Iteration 195Q (4042.222903 sec): 3 clusters Score: Raw -2042418.968942 + Penalty 1944.353329 = -2040474.615613 nChanged 16 SP:Iteration 196Q (4042.306428 sec): 3 clusters Score: Raw -2042420.176743 + Penalty 1944.353329 = -2040475.823414 nChanged 12 SP:Iteration 197Q (4042.373402 sec): 3 clusters Score: Raw -2042421.452919 + Penalty 1944.353329 = -2040477.099591 nChanged 11 SP:Iteration 198Q (4042.449160 sec): 3 clusters Score: Raw -2042422.540796 + Penalty 1944.353329 = -2040478.187467 nChanged 9 SP:Iteration 199Q (4042.536948 sec): 3 clusters Score: Raw -2042423.107005 + Penalty 1944.353329 = -2040478.753677 nChanged 5 SP:Iteration 200F (4042.617288 sec): 3 clusters Score: Raw -2042423.379657 + Penalty 1944.353329 = -2040479.026328 nChanged 3 SP:Iteration 201Q (4042.699381 sec): 3 clusters Score: Raw -2042423.457187 + Penalty 1944.353329 = -2040479.103858 nChanged 2 SP:Iteration 202Q (4042.758609 sec): 3 clusters Score: Raw -2042423.685657 + Penalty 1944.353329 = -2040479.332328 nChanged 6 SP:Iteration 203Q (4042.826094 sec): 3 clusters Score: Raw -2042424.159749 + Penalty 1944.353329 = -2040479.806420 nChanged 5 SP:Iteration 204Q (4042.902909 sec): 3 clusters Score: Raw -2042424.448276 + Penalty 1944.353329 = -2040480.094947 nChanged 4 SP:Iteration 205Q (4042.986812 sec): 3 clusters Score: Raw -2042424.606803 + Penalty 1944.353329 = -2040480.253475 nChanged 1 SP:Iteration 206Q (4043.056899 sec): 3 clusters Score: Raw -2042424.646935 + Penalty 1944.353329 = -2040480.293606 nChanged 0 SP:Iteration 207F (4043.137837 sec): 3 clusters Score: Raw -2042424.646935 + Penalty 1944.353329 = -2040480.293606 nChanged 0 Trying to split cluster 3 (5092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4043.163195 sec): 2 clusters Score: Raw -380382.931180 + Penalty 810.865466 = -379572.065713 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4043.216865 sec): 3 clusters Score: Raw -377534.690940 + Penalty 1621.730932 = -375912.960007 nChanged 2158 SP:Iteration 1F (4043.270355 sec): 3 clusters Score: Raw -378755.524883 + Penalty 1621.730932 = -377133.793951 nChanged 336 SP:Iteration 2F (4043.323934 sec): 3 clusters Score: Raw -378896.728308 + Penalty 1621.730932 = -377274.997376 nChanged 254 SP:Iteration 3Q (4043.367485 sec): 3 clusters Score: Raw -379006.931658 + Penalty 1621.730932 = -377385.200726 nChanged 223 SP:Iteration 4Q (4043.421116 sec): 3 clusters Score: Raw -379122.579214 + Penalty 1621.730932 = -377500.848282 nChanged 229 SP:Iteration 5Q (4043.474655 sec): 3 clusters Score: Raw -379248.662239 + Penalty 1621.730932 = -377626.931306 nChanged 235 SP:Iteration 6Q (4043.528295 sec): 3 clusters Score: Raw -379373.853690 + Penalty 1621.730932 = -377752.122757 nChanged 219 SP:Iteration 7Q (4043.572854 sec): 3 clusters Score: Raw -379512.465529 + Penalty 1621.730932 = -377890.734597 nChanged 241 SP:Iteration 8Q (4043.617521 sec): 3 clusters Score: Raw -379677.584708 + Penalty 1621.730932 = -378055.853776 nChanged 243 SP:Iteration 9Q (4043.673056 sec): 3 clusters Score: Raw -379832.933471 + Penalty 1621.730932 = -378211.202539 nChanged 204 SP:Iteration 10Q (4043.728211 sec): 3 clusters Score: Raw -379944.473229 + Penalty 1621.730932 = -378322.742297 nChanged 152 SP:Iteration 11Q (4043.771270 sec): 3 clusters Score: Raw -380016.043892 + Penalty 1621.730932 = -378394.312960 nChanged 128 SP:Iteration 12Q (4043.817158 sec): 3 clusters Score: Raw -380068.941438 + Penalty 1621.730932 = -378447.210505 nChanged 108 SP:Iteration 13Q (4043.870660 sec): 3 clusters Score: Raw -380111.540606 + Penalty 1621.730932 = -378489.809673 nChanged 78 SP:Iteration 14Q (4043.935556 sec): 3 clusters Score: Raw -380141.211137 + Penalty 1621.730932 = -378519.480204 nChanged 77 SP:Iteration 15Q (4043.976046 sec): 3 clusters Score: Raw -380171.069399 + Penalty 1621.730932 = -378549.338466 nChanged 73 SP:Iteration 16Q (4044.023335 sec): 3 clusters Score: Raw -380197.965314 + Penalty 1621.730932 = -378576.234381 nChanged 62 SP:Iteration 17Q (4044.076648 sec): 3 clusters Score: Raw -380219.398520 + Penalty 1621.730932 = -378597.667587 nChanged 53 SP:Iteration 18Q (4044.129673 sec): 3 clusters Score: Raw -380237.484085 + Penalty 1621.730932 = -378615.753153 nChanged 49 SP:Iteration 19Q (4044.170847 sec): 3 clusters Score: Raw -380254.499103 + Penalty 1621.730932 = -378632.768170 nChanged 56 SP:Iteration 20F (4044.218531 sec): 3 clusters Score: Raw -380277.927482 + Penalty 1621.730932 = -378656.196549 nChanged 57 SP:Iteration 21Q (4044.271578 sec): 3 clusters Score: Raw -380303.240054 + Penalty 1621.730932 = -378681.509121 nChanged 70 SP:Iteration 22Q (4044.325059 sec): 3 clusters Score: Raw -380340.424269 + Penalty 1621.730932 = -378718.693337 nChanged 75 SP:Iteration 23Q (4044.373921 sec): 3 clusters Score: Raw -380380.034921 + Penalty 1621.730932 = -378758.303989 nChanged 57 SP:Iteration 24Q (4044.438709 sec): 3 clusters Score: Raw -380403.694171 + Penalty 1621.730932 = -378781.963238 nChanged 56 SP:Iteration 25Q (4044.481881 sec): 3 clusters Score: Raw -380424.618211 + Penalty 1621.730932 = -378802.887279 nChanged 44 SP:Iteration 26Q (4044.535424 sec): 3 clusters Score: Raw -380438.582768 + Penalty 1621.730932 = -378816.851836 nChanged 32 SP:Iteration 27Q (4044.587359 sec): 3 clusters Score: Raw -380447.143141 + Penalty 1621.730932 = -378825.412209 nChanged 27 SP:Iteration 28Q (4044.639319 sec): 3 clusters Score: Raw -380453.175531 + Penalty 1621.730932 = -378831.444599 nChanged 22 SP:Iteration 29Q (4044.685133 sec): 3 clusters Score: Raw -380458.915391 + Penalty 1621.730932 = -378837.184458 nChanged 24 SP:Iteration 30Q (4044.727659 sec): 3 clusters Score: Raw -380465.526943 + Penalty 1621.730932 = -378843.796011 nChanged 18 SP:Iteration 31Q (4044.789755 sec): 3 clusters Score: Raw -380470.614281 + Penalty 1621.730932 = -378848.883349 nChanged 18 SP:Iteration 32Q (4044.844880 sec): 3 clusters Score: Raw -380477.358185 + Penalty 1621.730932 = -378855.627253 nChanged 24 SP:Iteration 33Q (4044.898241 sec): 3 clusters Score: Raw -380484.976818 + Penalty 1621.730932 = -378863.245886 nChanged 25 SP:Iteration 34Q (4044.943802 sec): 3 clusters Score: Raw -380492.364866 + Penalty 1621.730932 = -378870.633934 nChanged 21 SP:Iteration 35Q (4044.998995 sec): 3 clusters Score: Raw -380499.352223 + Penalty 1621.730932 = -378877.621290 nChanged 23 SP:Iteration 36Q (4045.046621 sec): 3 clusters Score: Raw -380507.267991 + Penalty 1621.730932 = -378885.537059 nChanged 26 SP:Iteration 37Q (4045.062803 sec): 3 clusters Score: Raw -380516.817349 + Penalty 1621.730932 = -378895.086416 nChanged 24 SP:Iteration 38Q (4045.080420 sec): 3 clusters Score: Raw -380522.455606 + Penalty 1621.730932 = -378900.724674 nChanged 20 SP:Iteration 39Q (4045.098371 sec): 3 clusters Score: Raw -380527.661491 + Penalty 1621.730932 = -378905.930558 nChanged 20 SP:Iteration 40F (4045.116474 sec): 3 clusters Score: Raw -380533.646815 + Penalty 1621.730932 = -378911.915882 nChanged 22 SP:Iteration 41Q (4045.134173 sec): 3 clusters Score: Raw -380539.639312 + Penalty 1621.730932 = -378917.908379 nChanged 18 SP:Iteration 42Q (4045.151771 sec): 3 clusters Score: Raw -380544.035665 + Penalty 1621.730932 = -378922.304733 nChanged 17 SP:Iteration 43Q (4045.169391 sec): 3 clusters Score: Raw -380548.270015 + Penalty 1621.730932 = -378926.539083 nChanged 17 SP:Iteration 44Q (4045.218154 sec): 3 clusters Score: Raw -380554.673832 + Penalty 1621.730932 = -378932.942899 nChanged 22 SP:Iteration 45Q (4045.280038 sec): 3 clusters Score: Raw -380561.484848 + Penalty 1621.730932 = -378939.753916 nChanged 14 SP:Iteration 46Q (4045.332660 sec): 3 clusters Score: Raw -380564.244084 + Penalty 1621.730932 = -378942.513152 nChanged 8 SP:Iteration 47Q (4045.385321 sec): 3 clusters Score: Raw -380565.760134 + Penalty 1621.730932 = -378944.029201 nChanged 7 SP:Iteration 48Q (4045.432620 sec): 3 clusters Score: Raw -380567.501351 + Penalty 1621.730932 = -378945.770419 nChanged 5 SP:Iteration 49Q (4045.472240 sec): 3 clusters Score: Raw -380568.831900 + Penalty 1621.730932 = -378947.100968 nChanged 6 SP:Iteration 50Q (4045.525545 sec): 3 clusters Score: Raw -380570.527360 + Penalty 1621.730932 = -378948.796427 nChanged 7 SP:Iteration 51Q (4045.577558 sec): 3 clusters Score: Raw -380571.760497 + Penalty 1621.730932 = -378950.029565 nChanged 6 SP:Iteration 52Q (4045.631330 sec): 3 clusters Score: Raw -380572.881388 + Penalty 1621.730932 = -378951.150455 nChanged 5 SP:Iteration 53Q (4045.678895 sec): 3 clusters Score: Raw -380573.788935 + Penalty 1621.730932 = -378952.058003 nChanged 8 SP:Iteration 54Q (4045.727689 sec): 3 clusters Score: Raw -380575.192430 + Penalty 1621.730932 = -378953.461497 nChanged 4 SP:Iteration 55Q (4045.776302 sec): 3 clusters Score: Raw -380575.941676 + Penalty 1621.730932 = -378954.210743 nChanged 5 SP:Iteration 56Q (4045.835406 sec): 3 clusters Score: Raw -380577.016702 + Penalty 1621.730932 = -378955.285770 nChanged 6 SP:Iteration 57Q (4045.876593 sec): 3 clusters Score: Raw -380577.828956 + Penalty 1621.730932 = -378956.098024 nChanged 4 SP:Iteration 58Q (4045.928310 sec): 3 clusters Score: Raw -380578.568245 + Penalty 1621.730932 = -378956.837312 nChanged 4 SP:Iteration 59Q (4045.985772 sec): 3 clusters Score: Raw -380579.551050 + Penalty 1621.730932 = -378957.820118 nChanged 6 SP:Iteration 60F (4046.021275 sec): 3 clusters Score: Raw -380580.816222 + Penalty 1621.730932 = -378959.085289 nChanged 6 SP:Iteration 61Q (4046.072353 sec): 3 clusters Score: Raw -380581.926590 + Penalty 1621.730932 = -378960.195657 nChanged 6 SP:Iteration 62Q (4046.125044 sec): 3 clusters Score: Raw -380582.990719 + Penalty 1621.730932 = -378961.259786 nChanged 3 SP:Iteration 63Q (4046.168074 sec): 3 clusters Score: Raw -380583.341692 + Penalty 1621.730932 = -378961.610759 nChanged 2 SP:Iteration 64Q (4046.228968 sec): 3 clusters Score: Raw -380583.668582 + Penalty 1621.730932 = -378961.937649 nChanged 4 SP:Iteration 65Q (4046.271796 sec): 3 clusters Score: Raw -380584.242171 + Penalty 1621.730932 = -378962.511239 nChanged 3 SP:Iteration 66Q (4046.326221 sec): 3 clusters Score: Raw -380584.796514 + Penalty 1621.730932 = -378963.065582 nChanged 2 SP:Iteration 67Q (4046.368651 sec): 3 clusters Score: Raw -380585.111911 + Penalty 1621.730932 = -378963.380978 nChanged 1 SP:Iteration 68Q (4046.424027 sec): 3 clusters Score: Raw -380585.285339 + Penalty 1621.730932 = -378963.554406 nChanged 0 SP:Iteration 69F (4046.479235 sec): 3 clusters Score: Raw -380585.285339 + Penalty 1621.730932 = -378963.554406 nChanged 0 Trying to split cluster 4 (3483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4046.495388 sec): 2 clusters Score: Raw -254970.109944 + Penalty 774.786681 = -254195.323264 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4046.546144 sec): 3 clusters Score: Raw -253110.216218 + Penalty 1549.573361 = -251560.642856 nChanged 1418 SP:Iteration 1F (4046.602131 sec): 3 clusters Score: Raw -253918.261868 + Penalty 1549.573361 = -252368.688507 nChanged 236 SP:Iteration 2F (4046.644720 sec): 3 clusters Score: Raw -254043.453472 + Penalty 1549.573361 = -252493.880111 nChanged 191 SP:Iteration 3F (4046.689813 sec): 3 clusters Score: Raw -254158.662519 + Penalty 1549.573361 = -252609.089158 nChanged 194 SP:Iteration 4F (4046.731097 sec): 3 clusters Score: Raw -254277.691443 + Penalty 1549.573361 = -252728.118082 nChanged 178 SP:Iteration 5F (4046.787373 sec): 3 clusters Score: Raw -254409.124197 + Penalty 1549.573361 = -252859.550835 nChanged 173 SP:Iteration 6Q (4046.839256 sec): 3 clusters Score: Raw -254555.401174 + Penalty 1549.573361 = -253005.827813 nChanged 182 SP:Iteration 7F (4046.889186 sec): 3 clusters Score: Raw -254726.040925 + Penalty 1549.573361 = -253176.467564 nChanged 154 SP:Iteration 8Q (4046.937330 sec): 3 clusters Score: Raw -254852.427240 + Penalty 1549.573361 = -253302.853878 nChanged 118 SP:Iteration 9Q (4046.988167 sec): 3 clusters Score: Raw -254942.872054 + Penalty 1549.573361 = -253393.298693 nChanged 91 SP:Iteration 10Q (4047.038068 sec): 3 clusters Score: Raw -255018.776519 + Penalty 1549.573361 = -253469.203158 nChanged 76 SP:Iteration 11Q (4047.078613 sec): 3 clusters Score: Raw -255081.103146 + Penalty 1549.573361 = -253531.529785 nChanged 63 SP:Iteration 12Q (4047.130332 sec): 3 clusters Score: Raw -255136.067003 + Penalty 1549.573361 = -253586.493642 nChanged 41 SP:Iteration 13Q (4047.189985 sec): 3 clusters Score: Raw -255172.888702 + Penalty 1549.573361 = -253623.315341 nChanged 32 SP:Iteration 14Q (4047.230405 sec): 3 clusters Score: Raw -255198.433400 + Penalty 1549.573361 = -253648.860039 nChanged 19 SP:Iteration 15Q (4047.281013 sec): 3 clusters Score: Raw -255209.142594 + Penalty 1549.573361 = -253659.569233 nChanged 14 SP:Iteration 16Q (4047.330523 sec): 3 clusters Score: Raw -255221.512806 + Penalty 1549.573361 = -253671.939444 nChanged 17 SP:Iteration 17Q (4047.394942 sec): 3 clusters Score: Raw -255242.105657 + Penalty 1549.573361 = -253692.532295 nChanged 11 SP:Iteration 18Q (4047.436708 sec): 3 clusters Score: Raw -255252.039696 + Penalty 1549.573361 = -253702.466335 nChanged 4 SP:Iteration 19Q (4047.490258 sec): 3 clusters Score: Raw -255254.022125 + Penalty 1549.573361 = -253704.448763 nChanged 6 SP:Iteration 20F (4047.540183 sec): 3 clusters Score: Raw -255258.802446 + Penalty 1549.573361 = -253709.229085 nChanged 4 SP:Iteration 21Q (4047.579329 sec): 3 clusters Score: Raw -255260.153392 + Penalty 1549.573361 = -253710.580030 nChanged 1 SP:Iteration 22Q (4047.626860 sec): 3 clusters Score: Raw -255260.261251 + Penalty 1549.573361 = -253710.687890 nChanged 0 SP:Iteration 23F (4047.639690 sec): 3 clusters Score: Raw -255260.261251 + Penalty 1549.573361 = -253710.687890 nChanged 0 Trying to split cluster 5 (20463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4047.690461 sec): 2 clusters Score: Raw -1489310.905969 + Penalty 943.005497 = -1488367.900472 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4047.757762 sec): 3 clusters Score: Raw -1476524.523728 + Penalty 1886.010995 = -1474638.512733 nChanged 9497 SP:Iteration 1F (4047.834001 sec): 3 clusters Score: Raw -1482086.293184 + Penalty 1886.010995 = -1480200.282189 nChanged 978 SP:Iteration 2Q (4047.907459 sec): 3 clusters Score: Raw -1482453.878081 + Penalty 1886.010995 = -1480567.867086 nChanged 948 SP:Iteration 3Q (4047.983497 sec): 3 clusters Score: Raw -1482876.080633 + Penalty 1886.010995 = -1480990.069638 nChanged 1084 SP:Iteration 4F (4048.060101 sec): 3 clusters Score: Raw -1483485.183691 + Penalty 1886.010995 = -1481599.172696 nChanged 1314 SP:Iteration 5F (4048.132722 sec): 3 clusters Score: Raw -1484383.077294 + Penalty 1886.010995 = -1482497.066299 nChanged 1415 SP:Iteration 6F (4048.196687 sec): 3 clusters Score: Raw -1485498.414236 + Penalty 1886.010995 = -1483612.403241 nChanged 1381 SP:Iteration 7F (4048.278176 sec): 3 clusters Score: Raw -1486694.826635 + Penalty 1886.010995 = -1484808.815641 nChanged 1185 SP:Iteration 8F (4048.351238 sec): 3 clusters Score: Raw -1487789.901870 + Penalty 1886.010995 = -1485903.890876 nChanged 822 SP:Iteration 9Q (4048.419771 sec): 3 clusters Score: Raw -1488544.913875 + Penalty 1886.010995 = -1486658.902880 nChanged 470 SP:Iteration 10Q (4048.488406 sec): 3 clusters Score: Raw -1488979.246804 + Penalty 1886.010995 = -1487093.235809 nChanged 235 SP:Iteration 11Q (4048.559758 sec): 3 clusters Score: Raw -1489181.376901 + Penalty 1886.010995 = -1487295.365906 nChanged 111 SP:Iteration 12Q (4048.629179 sec): 3 clusters Score: Raw -1489287.487827 + Penalty 1886.010995 = -1487401.476832 nChanged 62 SP:Iteration 13Q (4048.688473 sec): 3 clusters Score: Raw -1489350.665144 + Penalty 1886.010995 = -1487464.654150 nChanged 32 SP:Iteration 14Q (4048.759162 sec): 3 clusters Score: Raw -1489386.903713 + Penalty 1886.010995 = -1487500.892719 nChanged 14 SP:Iteration 15Q (4048.817863 sec): 3 clusters Score: Raw -1489402.608310 + Penalty 1886.010995 = -1487516.597315 nChanged 7 SP:Iteration 16Q (4048.883438 sec): 3 clusters Score: Raw -1489410.441618 + Penalty 1886.010995 = -1487524.430624 nChanged 4 SP:Iteration 17Q (4048.944973 sec): 3 clusters Score: Raw -1489412.839684 + Penalty 1886.010995 = -1487526.828689 nChanged 4 SP:Iteration 18Q (4049.013688 sec): 3 clusters Score: Raw -1489415.049021 + Penalty 1886.010995 = -1487529.038027 nChanged 3 SP:Iteration 19Q (4049.082339 sec): 3 clusters Score: Raw -1489417.272131 + Penalty 1886.010995 = -1487531.261136 nChanged 3 SP:Iteration 20F (4049.154240 sec): 3 clusters Score: Raw -1489421.214013 + Penalty 1886.010995 = -1487535.203019 nChanged 1 SP:Iteration 21Q (4049.223090 sec): 3 clusters Score: Raw -1489423.027921 + Penalty 1886.010995 = -1487537.016927 nChanged 4 SP:Iteration 22Q (4049.291670 sec): 3 clusters Score: Raw -1489426.123995 + Penalty 1886.010995 = -1487540.113001 nChanged 2 SP:Iteration 23Q (4049.360278 sec): 3 clusters Score: Raw -1489427.707119 + Penalty 1886.010995 = -1487541.696124 nChanged 2 SP:Iteration 24Q (4049.429470 sec): 3 clusters Score: Raw -1489428.952238 + Penalty 1886.010995 = -1487542.941244 nChanged 0 SP:Iteration 25F (4049.499829 sec): 3 clusters Score: Raw -1489428.952238 + Penalty 1886.010995 = -1487542.941244 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4049.519487 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4049.558031 sec): 3 clusters Score: Raw -14538.582781 + Penalty 1054.324456 = -13484.258325 nChanged 50 SP:Iteration 1F (4049.606914 sec): 3 clusters Score: Raw -14627.534810 + Penalty 1054.324456 = -13573.210354 nChanged 23 SP:Iteration 2F (4049.656601 sec): 3 clusters Score: Raw -14693.880393 + Penalty 1054.324456 = -13639.555936 nChanged 17 SP:Iteration 3F (4049.718173 sec): 3 clusters Score: Raw -14733.559685 + Penalty 1054.324456 = -13679.235229 nChanged 12 SP:Iteration 4Q (4049.768005 sec): 3 clusters Score: Raw -14784.617904 + Penalty 1054.324456 = -13730.293448 nChanged 10 SP:Iteration 5Q (4049.806036 sec): 3 clusters Score: Raw -14833.452548 + Penalty 1054.324456 = -13779.128092 nChanged 5 SP:Iteration 6Q (4049.844125 sec): 3 clusters Score: Raw -14840.575407 + Penalty 1054.324456 = -13786.250951 nChanged 3 SP:Iteration 7Q (4049.887579 sec): 3 clusters Score: Raw -14846.036232 + Penalty 1054.324456 = -13791.711776 nChanged 2 SP:Iteration 8Q (4049.933131 sec): 3 clusters Score: Raw -14867.951905 + Penalty 1054.324456 = -13813.627449 nChanged 5 SP:Iteration 9Q (4049.982083 sec): 3 clusters Score: Raw -14891.384707 + Penalty 1054.324456 = -13837.060251 nChanged 5 SP:Iteration 10Q (4050.027682 sec): 3 clusters Score: Raw -14903.653021 + Penalty 1054.324456 = -13849.328565 nChanged 3 SP:Iteration 11Q (4050.074585 sec): 3 clusters Score: Raw -14908.525644 + Penalty 1054.324456 = -13854.201188 nChanged 0 SP:Iteration 12F (4050.123778 sec): 3 clusters Score: Raw -14908.525644 + Penalty 1054.324456 = -13854.201188 nChanged 0 Trying to split cluster 7 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4050.148539 sec): 2 clusters Score: Raw -29260.046399 + Penalty 592.455111 = -28667.591288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4050.192117 sec): 3 clusters Score: Raw -29167.719441 + Penalty 1184.910222 = -27982.809219 nChanged 158 SP:Iteration 1F (4050.219375 sec): 3 clusters Score: Raw -29340.503825 + Penalty 1184.910222 = -28155.593603 nChanged 43 SP:Iteration 2F (4050.262740 sec): 3 clusters Score: Raw -29388.965470 + Penalty 1184.910222 = -28204.055248 nChanged 17 SP:Iteration 3Q (4050.311899 sec): 3 clusters Score: Raw -29414.813813 + Penalty 1184.910222 = -28229.903591 nChanged 21 SP:Iteration 4Q (4050.358539 sec): 3 clusters Score: Raw -29443.074045 + Penalty 1184.910222 = -28258.163823 nChanged 23 SP:Iteration 5Q (4050.407597 sec): 3 clusters Score: Raw -29494.510428 + Penalty 1184.910222 = -28309.600205 nChanged 36 SP:Iteration 6F (4050.454308 sec): 3 clusters Score: Raw -29606.984230 + Penalty 1184.910222 = -28422.074008 nChanged 48 SP:Iteration 7F (4050.503413 sec): 3 clusters Score: Raw -29767.539795 + Penalty 1184.910222 = -28582.629573 nChanged 35 SP:Iteration 8F (4050.552467 sec): 3 clusters Score: Raw -29959.754187 + Penalty 1184.910222 = -28774.843965 nChanged 23 SP:Iteration 9Q (4050.613635 sec): 3 clusters Score: Raw -30074.261149 + Penalty 1184.910222 = -28889.350927 nChanged 9 SP:Iteration 10Q (4050.662829 sec): 3 clusters Score: Raw -30098.436188 + Penalty 1184.910222 = -28913.525966 nChanged 5 SP:Iteration 11Q (4050.691072 sec): 3 clusters Score: Raw -30112.880171 + Penalty 1184.910222 = -28927.969949 nChanged 3 SP:Iteration 12Q (4050.740160 sec): 3 clusters Score: Raw -30122.476835 + Penalty 1184.910222 = -28937.566613 nChanged 4 SP:Iteration 13Q (4050.787072 sec): 3 clusters Score: Raw -30130.209992 + Penalty 1184.910222 = -28945.299770 nChanged 1 SP:Iteration 14Q (4050.836599 sec): 3 clusters Score: Raw -30136.462916 + Penalty 1184.910222 = -28951.552694 nChanged 2 SP:Iteration 15Q (4050.881333 sec): 3 clusters Score: Raw -30144.573433 + Penalty 1184.910222 = -28959.663210 nChanged 0 SP:Iteration 16F (4050.927180 sec): 3 clusters Score: Raw -30144.573433 + Penalty 1184.910222 = -28959.663210 nChanged 0 Score: Raw -25402247.973853 + Penalty 30363.950751 = -25371884.023102 Splitting cluster 7 changes total score from -25372212.886485 to -25371884.023102 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4055.372703 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4055.409217 sec): 3 clusters Score: Raw -141608.138076 + Penalty 1423.730277 = -140184.407799 nChanged 694 SP:Iteration 1F (4055.458622 sec): 3 clusters Score: Raw -142047.130221 + Penalty 1423.730277 = -140623.399944 nChanged 160 SP:Iteration 2F (4055.493588 sec): 3 clusters Score: Raw -142148.880487 + Penalty 1423.730277 = -140725.150210 nChanged 97 SP:Iteration 3F (4055.537558 sec): 3 clusters Score: Raw -142210.049201 + Penalty 1423.730277 = -140786.318924 nChanged 71 SP:Iteration 4Q (4055.576041 sec): 3 clusters Score: Raw -142250.828315 + Penalty 1423.730277 = -140827.098038 nChanged 53 SP:Iteration 5Q (4055.623157 sec): 3 clusters Score: Raw -142278.262615 + Penalty 1423.730277 = -140854.532337 nChanged 37 SP:Iteration 6Q (4055.673760 sec): 3 clusters Score: Raw -142303.353878 + Penalty 1423.730277 = -140879.623600 nChanged 41 SP:Iteration 7Q (4055.722122 sec): 3 clusters Score: Raw -142327.608961 + Penalty 1423.730277 = -140903.878684 nChanged 45 SP:Iteration 8Q (4055.769305 sec): 3 clusters Score: Raw -142355.449293 + Penalty 1423.730277 = -140931.719016 nChanged 36 SP:Iteration 9Q (4055.816021 sec): 3 clusters Score: Raw -142376.010872 + Penalty 1423.730277 = -140952.280595 nChanged 27 SP:Iteration 10Q (4055.871996 sec): 3 clusters Score: Raw -142387.995438 + Penalty 1423.730277 = -140964.265161 nChanged 22 SP:Iteration 11Q (4055.911312 sec): 3 clusters Score: Raw -142404.244630 + Penalty 1423.730277 = -140980.514352 nChanged 29 SP:Iteration 12Q (4055.958697 sec): 3 clusters Score: Raw -142424.011861 + Penalty 1423.730277 = -141000.281583 nChanged 26 SP:Iteration 13Q (4056.004475 sec): 3 clusters Score: Raw -142444.691281 + Penalty 1423.730277 = -141020.961004 nChanged 29 SP:Iteration 14Q (4056.057994 sec): 3 clusters Score: Raw -142464.272438 + Penalty 1423.730277 = -141040.542161 nChanged 16 SP:Iteration 15Q (4056.100871 sec): 3 clusters Score: Raw -142471.383471 + Penalty 1423.730277 = -141047.653194 nChanged 13 SP:Iteration 16Q (4056.142300 sec): 3 clusters Score: Raw -142480.400244 + Penalty 1423.730277 = -141056.669966 nChanged 15 SP:Iteration 17Q (4056.190632 sec): 3 clusters Score: Raw -142486.566905 + Penalty 1423.730277 = -141062.836628 nChanged 12 SP:Iteration 18Q (4056.241843 sec): 3 clusters Score: Raw -142493.880002 + Penalty 1423.730277 = -141070.149725 nChanged 15 SP:Iteration 19Q (4056.297033 sec): 3 clusters Score: Raw -142502.352113 + Penalty 1423.730277 = -141078.621835 nChanged 15 SP:Iteration 20F (4056.342877 sec): 3 clusters Score: Raw -142507.755043 + Penalty 1423.730277 = -141084.024766 nChanged 9 SP:Iteration 21Q (4056.390025 sec): 3 clusters Score: Raw -142511.037769 + Penalty 1423.730277 = -141087.307492 nChanged 5 SP:Iteration 22Q (4056.423580 sec): 3 clusters Score: Raw -142513.097853 + Penalty 1423.730277 = -141089.367576 nChanged 4 SP:Iteration 23Q (4056.469616 sec): 3 clusters Score: Raw -142514.465919 + Penalty 1423.730277 = -141090.735641 nChanged 2 SP:Iteration 24Q (4056.515278 sec): 3 clusters Score: Raw -142514.981278 + Penalty 1423.730277 = -141091.251000 nChanged 1 SP:Iteration 25Q (4056.561586 sec): 3 clusters Score: Raw -142515.201173 + Penalty 1423.730277 = -141091.470895 nChanged 3 SP:Iteration 26Q (4056.605314 sec): 3 clusters Score: Raw -142517.009252 + Penalty 1423.730277 = -141093.278975 nChanged 4 SP:Iteration 27Q (4056.648971 sec): 3 clusters Score: Raw -142521.009192 + Penalty 1423.730277 = -141097.278915 nChanged 8 SP:Iteration 28Q (4056.692729 sec): 3 clusters Score: Raw -142526.114995 + Penalty 1423.730277 = -141102.384717 nChanged 12 SP:Iteration 29Q (4056.735514 sec): 3 clusters Score: Raw -142532.186848 + Penalty 1423.730277 = -141108.456571 nChanged 15 SP:Iteration 30Q (4056.779142 sec): 3 clusters Score: Raw -142536.572093 + Penalty 1423.730277 = -141112.841815 nChanged 6 SP:Iteration 31Q (4056.826771 sec): 3 clusters Score: Raw -142538.583136 + Penalty 1423.730277 = -141114.852859 nChanged 9 SP:Iteration 32Q (4056.873354 sec): 3 clusters Score: Raw -142540.593308 + Penalty 1423.730277 = -141116.863031 nChanged 7 SP:Iteration 33Q (4056.918117 sec): 3 clusters Score: Raw -142542.138582 + Penalty 1423.730277 = -141118.408304 nChanged 3 SP:Iteration 34Q (4056.960508 sec): 3 clusters Score: Raw -142542.747446 + Penalty 1423.730277 = -141119.017169 nChanged 1 SP:Iteration 35Q (4057.008947 sec): 3 clusters Score: Raw -142542.823960 + Penalty 1423.730277 = -141119.093683 nChanged 1 SP:Iteration 36Q (4057.059427 sec): 3 clusters Score: Raw -142543.274867 + Penalty 1423.730277 = -141119.544590 nChanged 3 SP:Iteration 37Q (4057.101387 sec): 3 clusters Score: Raw -142544.126697 + Penalty 1423.730277 = -141120.396419 nChanged 2 SP:Iteration 38Q (4057.154350 sec): 3 clusters Score: Raw -142544.438881 + Penalty 1423.730277 = -141120.708603 nChanged 1 SP:Iteration 39Q (4057.203496 sec): 3 clusters Score: Raw -142544.693761 + Penalty 1423.730277 = -141120.963483 nChanged 3 SP:Iteration 40F (4057.256238 sec): 3 clusters Score: Raw -142545.252379 + Penalty 1423.730277 = -141121.522102 nChanged 3 SP:Iteration 41Q (4057.294874 sec): 3 clusters Score: Raw -142545.590212 + Penalty 1423.730277 = -141121.859935 nChanged 1 SP:Iteration 42Q (4057.356331 sec): 3 clusters Score: Raw -142545.651281 + Penalty 1423.730277 = -141121.921004 nChanged 0 SP:Iteration 43F (4057.407611 sec): 3 clusters Score: Raw -142545.651281 + Penalty 1423.730277 = -141121.921004 nChanged 0 Trying to split cluster 9 (62940 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4057.490053 sec): 2 clusters Score: Raw -4749699.036780 + Penalty 1049.744031 = -4748649.292749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4057.610261 sec): 3 clusters Score: Raw -4708765.356033 + Penalty 2099.488062 = -4706665.867970 nChanged 30131 SP:Iteration 1F (4057.732691 sec): 3 clusters Score: Raw -4726633.086062 + Penalty 2099.488062 = -4724533.597999 nChanged 2340 SP:Iteration 2Q (4057.863295 sec): 3 clusters Score: Raw -4727281.511175 + Penalty 2099.488062 = -4725182.023112 nChanged 2416 SP:Iteration 3Q (4057.999955 sec): 3 clusters Score: Raw -4728079.992093 + Penalty 2099.488062 = -4725980.504031 nChanged 2669 SP:Iteration 4Q (4058.129706 sec): 3 clusters Score: Raw -4729148.992017 + Penalty 2099.488062 = -4727049.503954 nChanged 3114 SP:Iteration 5Q (4058.255786 sec): 3 clusters Score: Raw -4730743.446288 + Penalty 2099.488062 = -4728643.958225 nChanged 3513 SP:Iteration 6F (4058.369759 sec): 3 clusters Score: Raw -4732959.163017 + Penalty 2099.488062 = -4730859.674954 nChanged 3907 SP:Iteration 7F (4058.486332 sec): 3 clusters Score: Raw -4735741.940317 + Penalty 2099.488062 = -4733642.452255 nChanged 3831 SP:Iteration 8F (4058.608087 sec): 3 clusters Score: Raw -4738138.334396 + Penalty 2099.488062 = -4736038.846334 nChanged 2966 SP:Iteration 9Q (4058.732422 sec): 3 clusters Score: Raw -4739456.709372 + Penalty 2099.488062 = -4737357.221310 nChanged 1937 SP:Iteration 10Q (4058.858215 sec): 3 clusters Score: Raw -4739985.408117 + Penalty 2099.488062 = -4737885.920054 nChanged 1186 SP:Iteration 11Q (4058.984240 sec): 3 clusters Score: Raw -4740242.013877 + Penalty 2099.488062 = -4738142.525815 nChanged 840 SP:Iteration 12Q (4059.109760 sec): 3 clusters Score: Raw -4740417.430741 + Penalty 2099.488062 = -4738317.942678 nChanged 718 SP:Iteration 13Q (4059.228844 sec): 3 clusters Score: Raw -4740568.302437 + Penalty 2099.488062 = -4738468.814375 nChanged 724 SP:Iteration 14Q (4059.351050 sec): 3 clusters Score: Raw -4740708.611481 + Penalty 2099.488062 = -4738609.123419 nChanged 683 SP:Iteration 15Q (4059.484840 sec): 3 clusters Score: Raw -4740857.135989 + Penalty 2099.488062 = -4738757.647926 nChanged 755 SP:Iteration 16Q (4059.622854 sec): 3 clusters Score: Raw -4741029.729242 + Penalty 2099.488062 = -4738930.241180 nChanged 794 SP:Iteration 17Q (4059.752685 sec): 3 clusters Score: Raw -4741223.205235 + Penalty 2099.488062 = -4739123.717172 nChanged 837 SP:Iteration 18Q (4059.873513 sec): 3 clusters Score: Raw -4741435.084718 + Penalty 2099.488062 = -4739335.596656 nChanged 862 SP:Iteration 19Q (4060.014733 sec): 3 clusters Score: Raw -4741655.970570 + Penalty 2099.488062 = -4739556.482508 nChanged 868 SP:Iteration 20F (4060.142243 sec): 3 clusters Score: Raw -4741903.352502 + Penalty 2099.488062 = -4739803.864440 nChanged 919 SP:Iteration 21Q (4060.257348 sec): 3 clusters Score: Raw -4742174.803689 + Penalty 2099.488062 = -4740075.315627 nChanged 944 SP:Iteration 22Q (4060.392791 sec): 3 clusters Score: Raw -4742473.725704 + Penalty 2099.488062 = -4740374.237642 nChanged 979 SP:Iteration 23Q (4060.515754 sec): 3 clusters Score: Raw -4742805.329459 + Penalty 2099.488062 = -4740705.841397 nChanged 1020 SP:Iteration 24Q (4060.642781 sec): 3 clusters Score: Raw -4743154.212303 + Penalty 2099.488062 = -4741054.724241 nChanged 1008 SP:Iteration 25Q (4060.771925 sec): 3 clusters Score: Raw -4743508.030427 + Penalty 2099.488062 = -4741408.542364 nChanged 1030 SP:Iteration 26Q (4060.899306 sec): 3 clusters Score: Raw -4743863.226604 + Penalty 2099.488062 = -4741763.738542 nChanged 993 SP:Iteration 27Q (4061.029206 sec): 3 clusters Score: Raw -4744215.729449 + Penalty 2099.488062 = -4742116.241387 nChanged 998 SP:Iteration 28Q (4061.148955 sec): 3 clusters Score: Raw -4744580.272362 + Penalty 2099.488062 = -4742480.784299 nChanged 994 SP:Iteration 29Q (4061.284603 sec): 3 clusters Score: Raw -4744944.175044 + Penalty 2099.488062 = -4742844.686982 nChanged 919 SP:Iteration 30Q (4061.404156 sec): 3 clusters Score: Raw -4745276.018347 + Penalty 2099.488062 = -4743176.530285 nChanged 922 SP:Iteration 31Q (4061.531878 sec): 3 clusters Score: Raw -4745616.264282 + Penalty 2099.488062 = -4743516.776219 nChanged 908 SP:Iteration 32Q (4061.624305 sec): 3 clusters Score: Raw -4745949.240209 + Penalty 2099.488062 = -4743849.752146 nChanged 904 SP:Iteration 33Q (4061.715621 sec): 3 clusters Score: Raw -4746302.183167 + Penalty 2099.488062 = -4744202.695105 nChanged 892 SP:Iteration 34Q (4061.835434 sec): 3 clusters Score: Raw -4746650.452530 + Penalty 2099.488062 = -4744550.964468 nChanged 856 SP:Iteration 35Q (4061.960486 sec): 3 clusters Score: Raw -4746994.514690 + Penalty 2099.488062 = -4744895.026627 nChanged 814 SP:Iteration 36Q (4062.095668 sec): 3 clusters Score: Raw -4747345.195389 + Penalty 2099.488062 = -4745245.707327 nChanged 742 SP:Iteration 37Q (4062.207293 sec): 3 clusters Score: Raw -4747650.954603 + Penalty 2099.488062 = -4745551.466541 nChanged 635 SP:Iteration 38Q (4062.329150 sec): 3 clusters Score: Raw -4747911.022509 + Penalty 2099.488062 = -4745811.534446 nChanged 574 SP:Iteration 39Q (4062.451670 sec): 3 clusters Score: Raw -4748153.605072 + Penalty 2099.488062 = -4746054.117010 nChanged 533 SP:Iteration 40F (4062.584514 sec): 3 clusters Score: Raw -4748401.122190 + Penalty 2099.488062 = -4746301.634127 nChanged 505 SP:Iteration 41Q (4062.701635 sec): 3 clusters Score: Raw -4748624.700071 + Penalty 2099.488062 = -4746525.212008 nChanged 452 SP:Iteration 42Q (4062.820793 sec): 3 clusters Score: Raw -4748816.332431 + Penalty 2099.488062 = -4746716.844368 nChanged 383 SP:Iteration 43Q (4062.939808 sec): 3 clusters Score: Raw -4748961.743722 + Penalty 2099.488062 = -4746862.255659 nChanged 327 SP:Iteration 44Q (4063.061548 sec): 3 clusters Score: Raw -4749088.923198 + Penalty 2099.488062 = -4746989.435136 nChanged 309 SP:Iteration 45Q (4063.184493 sec): 3 clusters Score: Raw -4749206.892605 + Penalty 2099.488062 = -4747107.404543 nChanged 267 SP:Iteration 46Q (4063.290745 sec): 3 clusters Score: Raw -4749305.351545 + Penalty 2099.488062 = -4747205.863482 nChanged 224 SP:Iteration 47Q (4063.390322 sec): 3 clusters Score: Raw -4749382.870385 + Penalty 2099.488062 = -4747283.382323 nChanged 171 SP:Iteration 48Q (4063.491495 sec): 3 clusters Score: Raw -4749437.691472 + Penalty 2099.488062 = -4747338.203410 nChanged 159 SP:Iteration 49Q (4063.606174 sec): 3 clusters Score: Raw -4749488.407586 + Penalty 2099.488062 = -4747388.919524 nChanged 138 SP:Iteration 50Q (4063.720344 sec): 3 clusters Score: Raw -4749533.285265 + Penalty 2099.488062 = -4747433.797203 nChanged 125 SP:Iteration 51Q (4063.839565 sec): 3 clusters Score: Raw -4749573.535737 + Penalty 2099.488062 = -4747474.047675 nChanged 118 SP:Iteration 52Q (4063.950937 sec): 3 clusters Score: Raw -4749615.043817 + Penalty 2099.488062 = -4747515.555755 nChanged 99 SP:Iteration 53Q (4064.054161 sec): 3 clusters Score: Raw -4749647.938253 + Penalty 2099.488062 = -4747548.450191 nChanged 98 SP:Iteration 54Q (4064.165170 sec): 3 clusters Score: Raw -4749680.420830 + Penalty 2099.488062 = -4747580.932768 nChanged 83 SP:Iteration 55Q (4064.264591 sec): 3 clusters Score: Raw -4749711.350410 + Penalty 2099.488062 = -4747611.862347 nChanged 88 SP:Iteration 56Q (4064.375192 sec): 3 clusters Score: Raw -4749747.200073 + Penalty 2099.488062 = -4747647.712010 nChanged 69 SP:Iteration 57Q (4064.482544 sec): 3 clusters Score: Raw -4749774.463913 + Penalty 2099.488062 = -4747674.975851 nChanged 55 SP:Iteration 58Q (4064.603904 sec): 3 clusters Score: Raw -4749792.408696 + Penalty 2099.488062 = -4747692.920633 nChanged 48 SP:Iteration 59Q (4064.713564 sec): 3 clusters Score: Raw -4749807.526846 + Penalty 2099.488062 = -4747708.038783 nChanged 40 SP:Iteration 60F (4064.826913 sec): 3 clusters Score: Raw -4749821.676298 + Penalty 2099.488062 = -4747722.188235 nChanged 30 SP:Iteration 61Q (4064.939318 sec): 3 clusters Score: Raw -4749832.635991 + Penalty 2099.488062 = -4747733.147929 nChanged 31 SP:Iteration 62Q (4065.034886 sec): 3 clusters Score: Raw -4749846.567458 + Penalty 2099.488062 = -4747747.079396 nChanged 32 SP:Iteration 63Q (4065.151706 sec): 3 clusters Score: Raw -4749857.296701 + Penalty 2099.488062 = -4747757.808638 nChanged 26 SP:Iteration 64Q (4065.256250 sec): 3 clusters Score: Raw -4749867.260730 + Penalty 2099.488062 = -4747767.772668 nChanged 23 SP:Iteration 65Q (4065.364448 sec): 3 clusters Score: Raw -4749874.875756 + Penalty 2099.488062 = -4747775.387693 nChanged 21 SP:Iteration 66Q (4065.481385 sec): 3 clusters Score: Raw -4749881.528271 + Penalty 2099.488062 = -4747782.040209 nChanged 16 SP:Iteration 67Q (4065.576098 sec): 3 clusters Score: Raw -4749886.430902 + Penalty 2099.488062 = -4747786.942839 nChanged 12 SP:Iteration 68Q (4065.692098 sec): 3 clusters Score: Raw -4749889.377431 + Penalty 2099.488062 = -4747789.889368 nChanged 11 SP:Iteration 69Q (4065.809384 sec): 3 clusters Score: Raw -4749892.587915 + Penalty 2099.488062 = -4747793.099853 nChanged 8 SP:Iteration 70Q (4065.916861 sec): 3 clusters Score: Raw -4749894.934341 + Penalty 2099.488062 = -4747795.446278 nChanged 6 SP:Iteration 71Q (4066.040889 sec): 3 clusters Score: Raw -4749896.911621 + Penalty 2099.488062 = -4747797.423559 nChanged 7 SP:Iteration 72Q (4066.149561 sec): 3 clusters Score: Raw -4749898.328212 + Penalty 2099.488062 = -4747798.840149 nChanged 4 SP:Iteration 73Q (4066.266395 sec): 3 clusters Score: Raw -4749898.941321 + Penalty 2099.488062 = -4747799.453258 nChanged 2 SP:Iteration 74Q (4066.369173 sec): 3 clusters Score: Raw -4749899.136205 + Penalty 2099.488062 = -4747799.648143 nChanged 0 SP:Iteration 75F (4066.498593 sec): 3 clusters Score: Raw -4749899.136205 + Penalty 2099.488062 = -4747799.648143 nChanged 0 Trying to split cluster 10 (5355 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4066.545916 sec): 2 clusters Score: Raw -351311.186486 + Penalty 815.649668 = -350495.536818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4066.591178 sec): 3 clusters Score: Raw -348311.432677 + Penalty 1631.299337 = -346680.133340 nChanged 2260 SP:Iteration 1F (4066.646334 sec): 3 clusters Score: Raw -349564.497634 + Penalty 1631.299337 = -347933.198298 nChanged 328 SP:Iteration 2F (4066.701118 sec): 3 clusters Score: Raw -349727.716877 + Penalty 1631.299337 = -348096.417540 nChanged 291 SP:Iteration 3F (4066.761011 sec): 3 clusters Score: Raw -349897.396691 + Penalty 1631.299337 = -348266.097354 nChanged 268 SP:Iteration 4F (4066.814007 sec): 3 clusters Score: Raw -350081.869408 + Penalty 1631.299337 = -348450.570072 nChanged 277 SP:Iteration 5F (4066.866908 sec): 3 clusters Score: Raw -350304.401809 + Penalty 1631.299337 = -348673.102472 nChanged 311 SP:Iteration 6F (4066.917862 sec): 3 clusters Score: Raw -350599.436958 + Penalty 1631.299337 = -348968.137621 nChanged 318 SP:Iteration 7F (4066.958208 sec): 3 clusters Score: Raw -350891.612821 + Penalty 1631.299337 = -349260.313484 nChanged 284 SP:Iteration 8F (4066.984622 sec): 3 clusters Score: Raw -351104.534486 + Penalty 1631.299337 = -349473.235150 nChanged 207 SP:Iteration 9Q (4067.036336 sec): 3 clusters Score: Raw -351228.497170 + Penalty 1631.299337 = -349597.197834 nChanged 167 SP:Iteration 10Q (4067.097183 sec): 3 clusters Score: Raw -351316.997580 + Penalty 1631.299337 = -349685.698243 nChanged 135 SP:Iteration 11Q (4067.152663 sec): 3 clusters Score: Raw -351388.146344 + Penalty 1631.299337 = -349756.847007 nChanged 126 SP:Iteration 12Q (4067.196879 sec): 3 clusters Score: Raw -351458.111771 + Penalty 1631.299337 = -349826.812434 nChanged 111 SP:Iteration 13Q (4067.235710 sec): 3 clusters Score: Raw -351506.907166 + Penalty 1631.299337 = -349875.607829 nChanged 87 SP:Iteration 14Q (4067.285779 sec): 3 clusters Score: Raw -351539.896554 + Penalty 1631.299337 = -349908.597217 nChanged 72 SP:Iteration 15Q (4067.334549 sec): 3 clusters Score: Raw -351562.341530 + Penalty 1631.299337 = -349931.042193 nChanged 58 SP:Iteration 16Q (4067.387949 sec): 3 clusters Score: Raw -351578.032480 + Penalty 1631.299337 = -349946.733143 nChanged 46 SP:Iteration 17Q (4067.429673 sec): 3 clusters Score: Raw -351590.982891 + Penalty 1631.299337 = -349959.683555 nChanged 35 SP:Iteration 18Q (4067.481513 sec): 3 clusters Score: Raw -351598.747060 + Penalty 1631.299337 = -349967.447723 nChanged 23 SP:Iteration 19Q (4067.533255 sec): 3 clusters Score: Raw -351602.966901 + Penalty 1631.299337 = -349971.667564 nChanged 19 SP:Iteration 20F (4067.576630 sec): 3 clusters Score: Raw -351607.761823 + Penalty 1631.299337 = -349976.462486 nChanged 25 SP:Iteration 21Q (4067.633333 sec): 3 clusters Score: Raw -351612.057398 + Penalty 1631.299337 = -349980.758061 nChanged 21 SP:Iteration 22Q (4067.679448 sec): 3 clusters Score: Raw -351616.431541 + Penalty 1631.299337 = -349985.132204 nChanged 21 SP:Iteration 23Q (4067.725855 sec): 3 clusters Score: Raw -351619.888601 + Penalty 1631.299337 = -349988.589264 nChanged 11 SP:Iteration 24Q (4067.772140 sec): 3 clusters Score: Raw -351621.719341 + Penalty 1631.299337 = -349990.420004 nChanged 11 SP:Iteration 25Q (4067.823132 sec): 3 clusters Score: Raw -351623.212665 + Penalty 1631.299337 = -349991.913328 nChanged 4 SP:Iteration 26Q (4067.875722 sec): 3 clusters Score: Raw -351623.707523 + Penalty 1631.299337 = -349992.408186 nChanged 3 SP:Iteration 27Q (4067.913259 sec): 3 clusters Score: Raw -351624.817115 + Penalty 1631.299337 = -349993.517778 nChanged 1 SP:Iteration 28Q (4067.932246 sec): 3 clusters Score: Raw -351624.895624 + Penalty 1631.299337 = -349993.596287 nChanged 1 SP:Iteration 29Q (4067.974413 sec): 3 clusters Score: Raw -351624.932419 + Penalty 1631.299337 = -349993.633083 nChanged 1 SP:Iteration 30Q (4067.993194 sec): 3 clusters Score: Raw -351625.102217 + Penalty 1631.299337 = -349993.802880 nChanged 0 SP:Iteration 31F (4068.035624 sec): 3 clusters Score: Raw -351625.102217 + Penalty 1631.299337 = -349993.802880 nChanged 0 Trying to split cluster 11 (20211 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4068.070226 sec): 2 clusters Score: Raw -1503182.977040 + Penalty 941.828318 = -1502241.148722 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4068.110012 sec): 3 clusters Score: Raw -1490652.120057 + Penalty 1883.656635 = -1488768.463422 nChanged 9307 SP:Iteration 1F (4068.147518 sec): 3 clusters Score: Raw -1496174.395611 + Penalty 1883.656635 = -1494290.738976 nChanged 1149 SP:Iteration 2F (4068.230484 sec): 3 clusters Score: Raw -1496735.200743 + Penalty 1883.656635 = -1494851.544108 nChanged 1227 SP:Iteration 3F (4068.302188 sec): 3 clusters Score: Raw -1497488.513048 + Penalty 1883.656635 = -1495604.856413 nChanged 1303 SP:Iteration 4F (4068.357111 sec): 3 clusters Score: Raw -1498433.797846 + Penalty 1883.656635 = -1496550.141211 nChanged 1375 SP:Iteration 5F (4068.435318 sec): 3 clusters Score: Raw -1499534.459856 + Penalty 1883.656635 = -1497650.803221 nChanged 1290 SP:Iteration 6F (4068.509182 sec): 3 clusters Score: Raw -1500477.940098 + Penalty 1883.656635 = -1498594.283463 nChanged 979 SP:Iteration 7Q (4068.576209 sec): 3 clusters Score: Raw -1501020.701045 + Penalty 1883.656635 = -1499137.044410 nChanged 644 SP:Iteration 8Q (4068.651483 sec): 3 clusters Score: Raw -1501323.047885 + Penalty 1883.656635 = -1499439.391250 nChanged 455 SP:Iteration 9Q (4068.725798 sec): 3 clusters Score: Raw -1501533.945117 + Penalty 1883.656635 = -1499650.288482 nChanged 397 SP:Iteration 10Q (4068.804393 sec): 3 clusters Score: Raw -1501734.618637 + Penalty 1883.656635 = -1499850.962002 nChanged 399 SP:Iteration 11Q (4068.872638 sec): 3 clusters Score: Raw -1501947.281195 + Penalty 1883.656635 = -1500063.624560 nChanged 384 SP:Iteration 12Q (4068.947644 sec): 3 clusters Score: Raw -1502130.185156 + Penalty 1883.656635 = -1500246.528521 nChanged 325 SP:Iteration 13Q (4069.020137 sec): 3 clusters Score: Raw -1502288.796050 + Penalty 1883.656635 = -1500405.139415 nChanged 304 SP:Iteration 14Q (4069.095548 sec): 3 clusters Score: Raw -1502437.299574 + Penalty 1883.656635 = -1500553.642939 nChanged 300 SP:Iteration 15Q (4069.169170 sec): 3 clusters Score: Raw -1502574.590058 + Penalty 1883.656635 = -1500690.933423 nChanged 243 SP:Iteration 16Q (4069.233742 sec): 3 clusters Score: Raw -1502666.230394 + Penalty 1883.656635 = -1500782.573759 nChanged 220 SP:Iteration 17Q (4069.307232 sec): 3 clusters Score: Raw -1502745.112440 + Penalty 1883.656635 = -1500861.455805 nChanged 193 SP:Iteration 18Q (4069.373369 sec): 3 clusters Score: Raw -1502803.178683 + Penalty 1883.656635 = -1500919.522048 nChanged 172 SP:Iteration 19Q (4069.438267 sec): 3 clusters Score: Raw -1502847.665457 + Penalty 1883.656635 = -1500964.008822 nChanged 126 SP:Iteration 20F (4069.513140 sec): 3 clusters Score: Raw -1502877.916227 + Penalty 1883.656635 = -1500994.259592 nChanged 103 SP:Iteration 21Q (4069.589235 sec): 3 clusters Score: Raw -1502896.595465 + Penalty 1883.656635 = -1501012.938830 nChanged 94 SP:Iteration 22Q (4069.660288 sec): 3 clusters Score: Raw -1502915.535501 + Penalty 1883.656635 = -1501031.878866 nChanged 79 SP:Iteration 23Q (4069.726377 sec): 3 clusters Score: Raw -1502927.734033 + Penalty 1883.656635 = -1501044.077398 nChanged 79 SP:Iteration 24Q (4069.792119 sec): 3 clusters Score: Raw -1502943.095127 + Penalty 1883.656635 = -1501059.438492 nChanged 81 SP:Iteration 25Q (4069.865936 sec): 3 clusters Score: Raw -1502958.820899 + Penalty 1883.656635 = -1501075.164264 nChanged 89 SP:Iteration 26Q (4069.939518 sec): 3 clusters Score: Raw -1502975.749935 + Penalty 1883.656635 = -1501092.093300 nChanged 73 SP:Iteration 27Q (4070.008776 sec): 3 clusters Score: Raw -1502987.870857 + Penalty 1883.656635 = -1501104.214222 nChanged 68 SP:Iteration 28Q (4070.071541 sec): 3 clusters Score: Raw -1502997.537252 + Penalty 1883.656635 = -1501113.880617 nChanged 54 SP:Iteration 29Q (4070.143304 sec): 3 clusters Score: Raw -1503003.775350 + Penalty 1883.656635 = -1501120.118715 nChanged 48 SP:Iteration 30Q (4070.211546 sec): 3 clusters Score: Raw -1503009.259846 + Penalty 1883.656635 = -1501125.603211 nChanged 39 SP:Iteration 31Q (4070.282241 sec): 3 clusters Score: Raw -1503015.469017 + Penalty 1883.656635 = -1501131.812382 nChanged 43 SP:Iteration 32Q (4070.347710 sec): 3 clusters Score: Raw -1503022.003920 + Penalty 1883.656635 = -1501138.347285 nChanged 44 SP:Iteration 33Q (4070.419639 sec): 3 clusters Score: Raw -1503028.798699 + Penalty 1883.656635 = -1501145.142064 nChanged 48 SP:Iteration 34Q (4070.490000 sec): 3 clusters Score: Raw -1503035.219452 + Penalty 1883.656635 = -1501151.562817 nChanged 38 SP:Iteration 35Q (4070.561194 sec): 3 clusters Score: Raw -1503040.198348 + Penalty 1883.656635 = -1501156.541713 nChanged 41 SP:Iteration 36Q (4070.631620 sec): 3 clusters Score: Raw -1503045.148010 + Penalty 1883.656635 = -1501161.491374 nChanged 42 SP:Iteration 37Q (4070.700576 sec): 3 clusters Score: Raw -1503049.928598 + Penalty 1883.656635 = -1501166.271963 nChanged 37 SP:Iteration 38Q (4070.771487 sec): 3 clusters Score: Raw -1503053.331140 + Penalty 1883.656635 = -1501169.674505 nChanged 30 SP:Iteration 39Q (4070.842469 sec): 3 clusters Score: Raw -1503056.010338 + Penalty 1883.656635 = -1501172.353703 nChanged 22 SP:Iteration 40F (4070.916424 sec): 3 clusters Score: Raw -1503058.032290 + Penalty 1883.656635 = -1501174.375655 nChanged 22 SP:Iteration 41Q (4070.987609 sec): 3 clusters Score: Raw -1503060.042805 + Penalty 1883.656635 = -1501176.386170 nChanged 18 SP:Iteration 42Q (4071.059290 sec): 3 clusters Score: Raw -1503061.400462 + Penalty 1883.656635 = -1501177.743827 nChanged 17 SP:Iteration 43Q (4071.127056 sec): 3 clusters Score: Raw -1503062.733235 + Penalty 1883.656635 = -1501179.076600 nChanged 18 SP:Iteration 44Q (4071.198748 sec): 3 clusters Score: Raw -1503063.958214 + Penalty 1883.656635 = -1501180.301579 nChanged 16 SP:Iteration 45Q (4071.263330 sec): 3 clusters Score: Raw -1503064.943923 + Penalty 1883.656635 = -1501181.287288 nChanged 7 SP:Iteration 46Q (4071.334607 sec): 3 clusters Score: Raw -1503065.228072 + Penalty 1883.656635 = -1501181.571437 nChanged 3 SP:Iteration 47Q (4071.406377 sec): 3 clusters Score: Raw -1503065.289903 + Penalty 1883.656635 = -1501181.633268 nChanged 0 SP:Iteration 48F (4071.472742 sec): 3 clusters Score: Raw -1503065.289903 + Penalty 1883.656635 = -1501181.633268 nChanged 0 Trying to split cluster 12 (53034 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4071.543139 sec): 2 clusters Score: Raw -3697876.203004 + Penalty 1033.475407 = -3696842.727597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4071.658940 sec): 3 clusters Score: Raw -3663608.079340 + Penalty 2066.950814 = -3661541.128526 nChanged 25270 SP:Iteration 1F (4071.764682 sec): 3 clusters Score: Raw -3678313.580024 + Penalty 2066.950814 = -3676246.629210 nChanged 2445 SP:Iteration 2Q (4071.878802 sec): 3 clusters Score: Raw -3679314.126736 + Penalty 2066.950814 = -3677247.175922 nChanged 2680 SP:Iteration 3F (4071.973461 sec): 3 clusters Score: Raw -3680728.526791 + Penalty 2066.950814 = -3678661.575977 nChanged 3053 SP:Iteration 4F (4072.086638 sec): 3 clusters Score: Raw -3682824.119453 + Penalty 2066.950814 = -3680757.168639 nChanged 3473 SP:Iteration 5F (4072.201698 sec): 3 clusters Score: Raw -3685595.577809 + Penalty 2066.950814 = -3683528.626995 nChanged 3581 SP:Iteration 6F (4072.315905 sec): 3 clusters Score: Raw -3688599.757349 + Penalty 2066.950814 = -3686532.806535 nChanged 3274 SP:Iteration 7F (4072.433803 sec): 3 clusters Score: Raw -3691202.508022 + Penalty 2066.950814 = -3689135.557208 nChanged 2749 SP:Iteration 8F (4072.539063 sec): 3 clusters Score: Raw -3693242.796703 + Penalty 2066.950814 = -3691175.845889 nChanged 2119 SP:Iteration 9Q (4072.647129 sec): 3 clusters Score: Raw -3694785.476452 + Penalty 2066.950814 = -3692718.525637 nChanged 1644 SP:Iteration 10Q (4072.753569 sec): 3 clusters Score: Raw -3695925.471188 + Penalty 2066.950814 = -3693858.520374 nChanged 1193 SP:Iteration 11Q (4072.860354 sec): 3 clusters Score: Raw -3696722.082491 + Penalty 2066.950814 = -3694655.131677 nChanged 857 SP:Iteration 12Q (4072.965943 sec): 3 clusters Score: Raw -3697278.302833 + Penalty 2066.950814 = -3695211.352019 nChanged 635 SP:Iteration 13Q (4073.072850 sec): 3 clusters Score: Raw -3697662.467037 + Penalty 2066.950814 = -3695595.516223 nChanged 433 SP:Iteration 14Q (4073.191598 sec): 3 clusters Score: Raw -3697871.002654 + Penalty 2066.950814 = -3695804.051840 nChanged 279 SP:Iteration 15Q (4073.299076 sec): 3 clusters Score: Raw -3697983.679788 + Penalty 2066.950814 = -3695916.728973 nChanged 194 SP:Iteration 16Q (4073.405617 sec): 3 clusters Score: Raw -3698058.769294 + Penalty 2066.950814 = -3695991.818480 nChanged 153 SP:Iteration 17Q (4073.507417 sec): 3 clusters Score: Raw -3698118.690810 + Penalty 2066.950814 = -3696051.739996 nChanged 128 SP:Iteration 18Q (4073.610968 sec): 3 clusters Score: Raw -3698164.457959 + Penalty 2066.950814 = -3696097.507145 nChanged 106 SP:Iteration 19Q (4073.710354 sec): 3 clusters Score: Raw -3698202.593984 + Penalty 2066.950814 = -3696135.643170 nChanged 85 SP:Iteration 20F (4073.817484 sec): 3 clusters Score: Raw -3698230.409631 + Penalty 2066.950814 = -3696163.458817 nChanged 74 SP:Iteration 21Q (4073.933169 sec): 3 clusters Score: Raw -3698254.108755 + Penalty 2066.950814 = -3696187.157941 nChanged 47 SP:Iteration 22Q (4074.029113 sec): 3 clusters Score: Raw -3698265.691745 + Penalty 2066.950814 = -3696198.740931 nChanged 35 SP:Iteration 23Q (4074.144354 sec): 3 clusters Score: Raw -3698274.308300 + Penalty 2066.950814 = -3696207.357485 nChanged 30 SP:Iteration 24Q (4074.247245 sec): 3 clusters Score: Raw -3698281.404891 + Penalty 2066.950814 = -3696214.454077 nChanged 30 SP:Iteration 25Q (4074.335570 sec): 3 clusters Score: Raw -3698289.627478 + Penalty 2066.950814 = -3696222.676664 nChanged 26 SP:Iteration 26Q (4074.437924 sec): 3 clusters Score: Raw -3698297.966768 + Penalty 2066.950814 = -3696231.015954 nChanged 31 SP:Iteration 27Q (4074.543768 sec): 3 clusters Score: Raw -3698306.559766 + Penalty 2066.950814 = -3696239.608952 nChanged 20 SP:Iteration 28Q (4074.645838 sec): 3 clusters Score: Raw -3698311.491648 + Penalty 2066.950814 = -3696244.540834 nChanged 17 SP:Iteration 29Q (4074.748150 sec): 3 clusters Score: Raw -3698316.371970 + Penalty 2066.950814 = -3696249.421156 nChanged 16 SP:Iteration 30Q (4074.847764 sec): 3 clusters Score: Raw -3698320.767667 + Penalty 2066.950814 = -3696253.816852 nChanged 22 SP:Iteration 31Q (4074.956278 sec): 3 clusters Score: Raw -3698325.677052 + Penalty 2066.950814 = -3696258.726238 nChanged 17 SP:Iteration 32Q (4075.054503 sec): 3 clusters Score: Raw -3698328.764077 + Penalty 2066.950814 = -3696261.813263 nChanged 9 SP:Iteration 33Q (4075.156347 sec): 3 clusters Score: Raw -3698330.861368 + Penalty 2066.950814 = -3696263.910553 nChanged 7 SP:Iteration 34Q (4075.256521 sec): 3 clusters Score: Raw -3698331.881111 + Penalty 2066.950814 = -3696264.930296 nChanged 2 SP:Iteration 35Q (4075.356279 sec): 3 clusters Score: Raw -3698332.363264 + Penalty 2066.950814 = -3696265.412450 nChanged 2 SP:Iteration 36Q (4075.448548 sec): 3 clusters Score: Raw -3698332.723818 + Penalty 2066.950814 = -3696265.773003 nChanged 2 SP:Iteration 37Q (4075.551370 sec): 3 clusters Score: Raw -3698333.049287 + Penalty 2066.950814 = -3696266.098473 nChanged 1 SP:Iteration 38Q (4075.658859 sec): 3 clusters Score: Raw -3698333.242811 + Penalty 2066.950814 = -3696266.291996 nChanged 2 SP:Iteration 39Q (4075.747130 sec): 3 clusters Score: Raw -3698333.410487 + Penalty 2066.950814 = -3696266.459673 nChanged 0 SP:Iteration 40F (4075.845661 sec): 3 clusters Score: Raw -3698333.410487 + Penalty 2066.950814 = -3696266.459673 nChanged 0 Trying to split cluster 13 (632 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4075.864359 sec): 2 clusters Score: Raw -43786.195724 + Penalty 612.644492 = -43173.551232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4075.905879 sec): 3 clusters Score: Raw -43588.002653 + Penalty 1225.288985 = -42362.713668 nChanged 186 SP:Iteration 1F (4075.947461 sec): 3 clusters Score: Raw -43740.887025 + Penalty 1225.288985 = -42515.598040 nChanged 52 SP:Iteration 2F (4075.993973 sec): 3 clusters Score: Raw -43819.889635 + Penalty 1225.288985 = -42594.600650 nChanged 36 SP:Iteration 3F (4076.033514 sec): 3 clusters Score: Raw -43856.770682 + Penalty 1225.288985 = -42631.481697 nChanged 22 SP:Iteration 4Q (4076.083328 sec): 3 clusters Score: Raw -43887.257703 + Penalty 1225.288985 = -42661.968718 nChanged 23 SP:Iteration 5Q (4076.132929 sec): 3 clusters Score: Raw -43911.668156 + Penalty 1225.288985 = -42686.379171 nChanged 19 SP:Iteration 6Q (4076.170141 sec): 3 clusters Score: Raw -43927.838288 + Penalty 1225.288985 = -42702.549303 nChanged 17 SP:Iteration 7Q (4076.216383 sec): 3 clusters Score: Raw -43949.700906 + Penalty 1225.288985 = -42724.411921 nChanged 19 SP:Iteration 8Q (4076.262760 sec): 3 clusters Score: Raw -43968.186561 + Penalty 1225.288985 = -42742.897576 nChanged 13 SP:Iteration 9Q (4076.309550 sec): 3 clusters Score: Raw -43981.499035 + Penalty 1225.288985 = -42756.210051 nChanged 9 SP:Iteration 10Q (4076.350720 sec): 3 clusters Score: Raw -43991.534657 + Penalty 1225.288985 = -42766.245672 nChanged 11 SP:Iteration 11Q (4076.399930 sec): 3 clusters Score: Raw -44001.071251 + Penalty 1225.288985 = -42775.782266 nChanged 1 SP:Iteration 12Q (4076.446555 sec): 3 clusters Score: Raw -44002.954433 + Penalty 1225.288985 = -42777.665448 nChanged 2 SP:Iteration 13Q (4076.496784 sec): 3 clusters Score: Raw -44006.971819 + Penalty 1225.288985 = -42781.682834 nChanged 5 SP:Iteration 14Q (4076.546821 sec): 3 clusters Score: Raw -44012.536441 + Penalty 1225.288985 = -42787.247456 nChanged 4 SP:Iteration 15Q (4076.587553 sec): 3 clusters Score: Raw -44015.470374 + Penalty 1225.288985 = -42790.181390 nChanged 2 SP:Iteration 16Q (4076.628275 sec): 3 clusters Score: Raw -44019.585027 + Penalty 1225.288985 = -42794.296042 nChanged 1 SP:Iteration 17Q (4076.677662 sec): 3 clusters Score: Raw -44020.263252 + Penalty 1225.288985 = -42794.974267 nChanged 1 SP:Iteration 18Q (4076.720142 sec): 3 clusters Score: Raw -44024.460552 + Penalty 1225.288985 = -42799.171567 nChanged 2 SP:Iteration 19Q (4076.765004 sec): 3 clusters Score: Raw -44026.712128 + Penalty 1225.288985 = -42801.423143 nChanged 2 SP:Iteration 20F (4076.814141 sec): 3 clusters Score: Raw -44028.402320 + Penalty 1225.288985 = -42803.113335 nChanged 2 SP:Iteration 21Q (4076.860919 sec): 3 clusters Score: Raw -44033.594900 + Penalty 1225.288985 = -42808.305915 nChanged 3 SP:Iteration 22Q (4076.919207 sec): 3 clusters Score: Raw -44039.372634 + Penalty 1225.288985 = -42814.083649 nChanged 3 SP:Iteration 23Q (4076.956551 sec): 3 clusters Score: Raw -44043.906357 + Penalty 1225.288985 = -42818.617372 nChanged 2 SP:Iteration 24Q (4077.005775 sec): 3 clusters Score: Raw -44047.108650 + Penalty 1225.288985 = -42821.819665 nChanged 2 SP:Iteration 25Q (4077.055018 sec): 3 clusters Score: Raw -44048.394281 + Penalty 1225.288985 = -42823.105296 nChanged 0 SP:Iteration 26F (4077.097838 sec): 3 clusters Score: Raw -44048.394281 + Penalty 1225.288985 = -42823.105296 nChanged 0 Trying to split cluster 14 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4077.140940 sec): 2 clusters Score: Raw -476471.084413 + Penalty 836.396627 = -475634.687787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4077.186208 sec): 3 clusters Score: Raw -472584.705169 + Penalty 1672.793254 = -470911.911915 nChanged 2953 SP:Iteration 1F (4077.242105 sec): 3 clusters Score: Raw -474277.169440 + Penalty 1672.793254 = -472604.376187 nChanged 501 SP:Iteration 2F (4077.298328 sec): 3 clusters Score: Raw -474550.756653 + Penalty 1672.793254 = -472877.963400 nChanged 426 SP:Iteration 3F (4077.354431 sec): 3 clusters Score: Raw -474806.859597 + Penalty 1672.793254 = -473134.066343 nChanged 422 SP:Iteration 4F (4077.406738 sec): 3 clusters Score: Raw -475075.173674 + Penalty 1672.793254 = -473402.380420 nChanged 432 SP:Iteration 5F (4077.463859 sec): 3 clusters Score: Raw -475360.372727 + Penalty 1672.793254 = -473687.579474 nChanged 425 SP:Iteration 6F (4077.519984 sec): 3 clusters Score: Raw -475668.653615 + Penalty 1672.793254 = -473995.860361 nChanged 406 SP:Iteration 7F (4077.576014 sec): 3 clusters Score: Raw -475967.043248 + Penalty 1672.793254 = -474294.249995 nChanged 325 SP:Iteration 8Q (4077.632477 sec): 3 clusters Score: Raw -476199.005446 + Penalty 1672.793254 = -474526.212192 nChanged 251 SP:Iteration 9Q (4077.688792 sec): 3 clusters Score: Raw -476364.058211 + Penalty 1672.793254 = -474691.264958 nChanged 187 SP:Iteration 10Q (4077.745257 sec): 3 clusters Score: Raw -476472.254635 + Penalty 1672.793254 = -474799.461382 nChanged 148 SP:Iteration 11Q (4077.799445 sec): 3 clusters Score: Raw -476548.201006 + Penalty 1672.793254 = -474875.407753 nChanged 114 SP:Iteration 12Q (4077.854285 sec): 3 clusters Score: Raw -476606.064067 + Penalty 1672.793254 = -474933.270813 nChanged 94 SP:Iteration 13Q (4077.909743 sec): 3 clusters Score: Raw -476654.895301 + Penalty 1672.793254 = -474982.102048 nChanged 78 SP:Iteration 14Q (4077.961670 sec): 3 clusters Score: Raw -476691.518430 + Penalty 1672.793254 = -475018.725176 nChanged 64 SP:Iteration 15Q (4078.016501 sec): 3 clusters Score: Raw -476723.319219 + Penalty 1672.793254 = -475050.525965 nChanged 75 SP:Iteration 16Q (4078.083529 sec): 3 clusters Score: Raw -476760.635303 + Penalty 1672.793254 = -475087.842050 nChanged 71 SP:Iteration 17Q (4078.128298 sec): 3 clusters Score: Raw -476798.471635 + Penalty 1672.793254 = -475125.678382 nChanged 62 SP:Iteration 18Q (4078.195167 sec): 3 clusters Score: Raw -476838.881983 + Penalty 1672.793254 = -475166.088729 nChanged 62 SP:Iteration 19Q (4078.239732 sec): 3 clusters Score: Raw -476877.584234 + Penalty 1672.793254 = -475204.790980 nChanged 47 SP:Iteration 20F (4078.295861 sec): 3 clusters Score: Raw -476905.876497 + Penalty 1672.793254 = -475233.083244 nChanged 44 SP:Iteration 21Q (4078.352047 sec): 3 clusters Score: Raw -476924.350087 + Penalty 1672.793254 = -475251.556833 nChanged 41 SP:Iteration 22Q (4078.392995 sec): 3 clusters Score: Raw -476943.887405 + Penalty 1672.793254 = -475271.094152 nChanged 35 SP:Iteration 23Q (4078.447793 sec): 3 clusters Score: Raw -476956.097187 + Penalty 1672.793254 = -475283.303934 nChanged 25 SP:Iteration 24Q (4078.500676 sec): 3 clusters Score: Raw -476965.572293 + Penalty 1672.793254 = -475292.779040 nChanged 24 SP:Iteration 25Q (4078.554529 sec): 3 clusters Score: Raw -476973.043280 + Penalty 1672.793254 = -475300.250027 nChanged 21 SP:Iteration 26Q (4078.609592 sec): 3 clusters Score: Raw -476979.245807 + Penalty 1672.793254 = -475306.452554 nChanged 17 SP:Iteration 27Q (4078.673128 sec): 3 clusters Score: Raw -476984.239713 + Penalty 1672.793254 = -475311.446460 nChanged 12 SP:Iteration 28Q (4078.717747 sec): 3 clusters Score: Raw -476987.126156 + Penalty 1672.793254 = -475314.332903 nChanged 16 SP:Iteration 29Q (4078.772692 sec): 3 clusters Score: Raw -476991.539426 + Penalty 1672.793254 = -475318.746172 nChanged 25 SP:Iteration 30Q (4078.827611 sec): 3 clusters Score: Raw -476998.909966 + Penalty 1672.793254 = -475326.116713 nChanged 19 SP:Iteration 31Q (4078.882221 sec): 3 clusters Score: Raw -477005.285278 + Penalty 1672.793254 = -475332.492025 nChanged 21 SP:Iteration 32Q (4078.925778 sec): 3 clusters Score: Raw -477012.839114 + Penalty 1672.793254 = -475340.045860 nChanged 19 SP:Iteration 33Q (4078.989897 sec): 3 clusters Score: Raw -477020.848499 + Penalty 1672.793254 = -475348.055245 nChanged 17 SP:Iteration 34Q (4079.033966 sec): 3 clusters Score: Raw -477025.009484 + Penalty 1672.793254 = -475352.216230 nChanged 11 SP:Iteration 35Q (4079.092522 sec): 3 clusters Score: Raw -477027.538658 + Penalty 1672.793254 = -475354.745405 nChanged 11 SP:Iteration 36Q (4079.145239 sec): 3 clusters Score: Raw -477030.931025 + Penalty 1672.793254 = -475358.137772 nChanged 7 SP:Iteration 37Q (4079.198851 sec): 3 clusters Score: Raw -477032.797519 + Penalty 1672.793254 = -475360.004266 nChanged 4 SP:Iteration 38Q (4079.239174 sec): 3 clusters Score: Raw -477033.667940 + Penalty 1672.793254 = -475360.874686 nChanged 0 SP:Iteration 39F (4079.292309 sec): 3 clusters Score: Raw -477033.667940 + Penalty 1672.793254 = -475360.874686 nChanged 0 Trying to split cluster 15 (6244 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4079.333441 sec): 2 clusters Score: Raw -432497.809408 + Penalty 830.240747 = -431667.568661 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4079.375117 sec): 3 clusters Score: Raw -428938.637844 + Penalty 1660.481494 = -427278.156351 nChanged 2749 SP:Iteration 1F (4079.423502 sec): 3 clusters Score: Raw -430470.806687 + Penalty 1660.481494 = -428810.325193 nChanged 392 SP:Iteration 2F (4079.475625 sec): 3 clusters Score: Raw -430638.160078 + Penalty 1660.481494 = -428977.678584 nChanged 324 SP:Iteration 3F (4079.518422 sec): 3 clusters Score: Raw -430767.169727 + Penalty 1660.481494 = -429106.688233 nChanged 265 SP:Iteration 4Q (4079.568753 sec): 3 clusters Score: Raw -430875.258731 + Penalty 1660.481494 = -429214.777238 nChanged 258 SP:Iteration 5Q (4079.625413 sec): 3 clusters Score: Raw -430987.763096 + Penalty 1660.481494 = -429327.281603 nChanged 243 SP:Iteration 6Q (4079.679625 sec): 3 clusters Score: Raw -431109.228645 + Penalty 1660.481494 = -429448.747152 nChanged 237 SP:Iteration 7Q (4079.729512 sec): 3 clusters Score: Raw -431209.721242 + Penalty 1660.481494 = -429549.239748 nChanged 228 SP:Iteration 8Q (4079.786554 sec): 3 clusters Score: Raw -431336.561559 + Penalty 1660.481494 = -429676.080065 nChanged 245 SP:Iteration 9Q (4079.829558 sec): 3 clusters Score: Raw -431503.617650 + Penalty 1660.481494 = -429843.136157 nChanged 276 SP:Iteration 10Q (4079.881260 sec): 3 clusters Score: Raw -431715.549637 + Penalty 1660.481494 = -430055.068144 nChanged 259 SP:Iteration 11Q (4079.936657 sec): 3 clusters Score: Raw -431894.036778 + Penalty 1660.481494 = -430233.555284 nChanged 231 SP:Iteration 12Q (4079.979125 sec): 3 clusters Score: Raw -432021.519218 + Penalty 1660.481494 = -430361.037725 nChanged 184 SP:Iteration 13Q (4080.047804 sec): 3 clusters Score: Raw -432097.931978 + Penalty 1660.481494 = -430437.450485 nChanged 136 SP:Iteration 14Q (4080.082978 sec): 3 clusters Score: Raw -432155.064860 + Penalty 1660.481494 = -430494.583366 nChanged 116 SP:Iteration 15Q (4080.139017 sec): 3 clusters Score: Raw -432192.781840 + Penalty 1660.481494 = -430532.300346 nChanged 102 SP:Iteration 16Q (4080.190231 sec): 3 clusters Score: Raw -432232.231511 + Penalty 1660.481494 = -430571.750018 nChanged 102 SP:Iteration 17Q (4080.229750 sec): 3 clusters Score: Raw -432266.384397 + Penalty 1660.481494 = -430605.902903 nChanged 82 SP:Iteration 18Q (4080.284555 sec): 3 clusters Score: Raw -432291.943243 + Penalty 1660.481494 = -430631.461750 nChanged 86 SP:Iteration 19Q (4080.336695 sec): 3 clusters Score: Raw -432319.464661 + Penalty 1660.481494 = -430658.983168 nChanged 78 SP:Iteration 20F (4080.398200 sec): 3 clusters Score: Raw -432346.832830 + Penalty 1660.481494 = -430686.351336 nChanged 71 SP:Iteration 21Q (4080.439758 sec): 3 clusters Score: Raw -432369.605656 + Penalty 1660.481494 = -430709.124162 nChanged 65 SP:Iteration 22Q (4080.496037 sec): 3 clusters Score: Raw -432386.241917 + Penalty 1660.481494 = -430725.760423 nChanged 48 SP:Iteration 23Q (4080.544407 sec): 3 clusters Score: Raw -432398.084102 + Penalty 1660.481494 = -430737.602608 nChanged 43 SP:Iteration 24Q (4080.590526 sec): 3 clusters Score: Raw -432408.473785 + Penalty 1660.481494 = -430747.992291 nChanged 44 SP:Iteration 25Q (4080.653214 sec): 3 clusters Score: Raw -432419.148379 + Penalty 1660.481494 = -430758.666886 nChanged 44 SP:Iteration 26Q (4080.707860 sec): 3 clusters Score: Raw -432427.983290 + Penalty 1660.481494 = -430767.501797 nChanged 43 SP:Iteration 27Q (4080.751214 sec): 3 clusters Score: Raw -432433.946421 + Penalty 1660.481494 = -430773.464927 nChanged 27 SP:Iteration 28Q (4080.802072 sec): 3 clusters Score: Raw -432437.623547 + Penalty 1660.481494 = -430777.142053 nChanged 15 SP:Iteration 29Q (4080.841593 sec): 3 clusters Score: Raw -432439.587829 + Penalty 1660.481494 = -430779.106336 nChanged 16 SP:Iteration 30Q (4080.898389 sec): 3 clusters Score: Raw -432441.885258 + Penalty 1660.481494 = -430781.403765 nChanged 10 SP:Iteration 31Q (4080.938499 sec): 3 clusters Score: Raw -432443.435433 + Penalty 1660.481494 = -430782.953939 nChanged 8 SP:Iteration 32Q (4080.995697 sec): 3 clusters Score: Raw -432445.157513 + Penalty 1660.481494 = -430784.676019 nChanged 15 SP:Iteration 33Q (4081.039903 sec): 3 clusters Score: Raw -432448.687997 + Penalty 1660.481494 = -430788.206504 nChanged 16 SP:Iteration 34Q (4081.094252 sec): 3 clusters Score: Raw -432452.502364 + Penalty 1660.481494 = -430792.020870 nChanged 18 SP:Iteration 35Q (4081.148513 sec): 3 clusters Score: Raw -432456.887076 + Penalty 1660.481494 = -430796.405583 nChanged 20 SP:Iteration 36Q (4081.204435 sec): 3 clusters Score: Raw -432462.539308 + Penalty 1660.481494 = -430802.057814 nChanged 31 SP:Iteration 37Q (4081.268647 sec): 3 clusters Score: Raw -432472.571449 + Penalty 1660.481494 = -430812.089956 nChanged 29 SP:Iteration 38Q (4081.314723 sec): 3 clusters Score: Raw -432481.442335 + Penalty 1660.481494 = -430820.960841 nChanged 41 SP:Iteration 39Q (4081.370236 sec): 3 clusters Score: Raw -432497.789384 + Penalty 1660.481494 = -430837.307891 nChanged 56 SP:Iteration 40F (4081.433477 sec): 3 clusters Score: Raw -432526.425129 + Penalty 1660.481494 = -430865.943636 nChanged 50 SP:Iteration 41Q (4081.472846 sec): 3 clusters Score: Raw -432550.174557 + Penalty 1660.481494 = -430889.693064 nChanged 45 SP:Iteration 42Q (4081.535066 sec): 3 clusters Score: Raw -432567.251783 + Penalty 1660.481494 = -430906.770290 nChanged 55 SP:Iteration 43Q (4081.585756 sec): 3 clusters Score: Raw -432587.485903 + Penalty 1660.481494 = -430927.004409 nChanged 46 SP:Iteration 44Q (4081.627100 sec): 3 clusters Score: Raw -432609.892232 + Penalty 1660.481494 = -430949.410739 nChanged 49 SP:Iteration 45Q (4081.678988 sec): 3 clusters Score: Raw -432639.088437 + Penalty 1660.481494 = -430978.606943 nChanged 43 SP:Iteration 46Q (4081.730442 sec): 3 clusters Score: Raw -432663.071510 + Penalty 1660.481494 = -431002.590016 nChanged 42 SP:Iteration 47Q (4081.791670 sec): 3 clusters Score: Raw -432682.095336 + Penalty 1660.481494 = -431021.613842 nChanged 41 SP:Iteration 48Q (4081.841559 sec): 3 clusters Score: Raw -432696.769239 + Penalty 1660.481494 = -431036.287746 nChanged 40 SP:Iteration 49Q (4081.892299 sec): 3 clusters Score: Raw -432709.953240 + Penalty 1660.481494 = -431049.471746 nChanged 40 SP:Iteration 50Q (4081.938203 sec): 3 clusters Score: Raw -432728.086217 + Penalty 1660.481494 = -431067.604724 nChanged 35 SP:Iteration 51Q (4081.992925 sec): 3 clusters Score: Raw -432740.371130 + Penalty 1660.481494 = -431079.889637 nChanged 31 SP:Iteration 52Q (4082.024861 sec): 3 clusters Score: Raw -432747.000032 + Penalty 1660.481494 = -431086.518538 nChanged 15 SP:Iteration 53Q (4082.056686 sec): 3 clusters Score: Raw -432750.964571 + Penalty 1660.481494 = -431090.483077 nChanged 16 SP:Iteration 54Q (4082.075725 sec): 3 clusters Score: Raw -432754.961144 + Penalty 1660.481494 = -431094.479651 nChanged 10 SP:Iteration 55Q (4082.107916 sec): 3 clusters Score: Raw -432756.848157 + Penalty 1660.481494 = -431096.366664 nChanged 12 SP:Iteration 56Q (4082.126827 sec): 3 clusters Score: Raw -432759.188909 + Penalty 1660.481494 = -431098.707416 nChanged 9 SP:Iteration 57Q (4082.146106 sec): 3 clusters Score: Raw -432760.619583 + Penalty 1660.481494 = -431100.138089 nChanged 10 SP:Iteration 58Q (4082.189825 sec): 3 clusters Score: Raw -432762.668967 + Penalty 1660.481494 = -431102.187473 nChanged 9 SP:Iteration 59Q (4082.208270 sec): 3 clusters Score: Raw -432764.544454 + Penalty 1660.481494 = -431104.062960 nChanged 11 SP:Iteration 60F (4082.228269 sec): 3 clusters Score: Raw -432766.038171 + Penalty 1660.481494 = -431105.556677 nChanged 10 SP:Iteration 61Q (4082.247393 sec): 3 clusters Score: Raw -432767.576849 + Penalty 1660.481494 = -431107.095355 nChanged 7 SP:Iteration 62Q (4082.273608 sec): 3 clusters Score: Raw -432768.573377 + Penalty 1660.481494 = -431108.091884 nChanged 4 SP:Iteration 63Q (4082.308983 sec): 3 clusters Score: Raw -432768.908399 + Penalty 1660.481494 = -431108.426906 nChanged 2 SP:Iteration 64Q (4082.328002 sec): 3 clusters Score: Raw -432769.326420 + Penalty 1660.481494 = -431108.844927 nChanged 3 SP:Iteration 65Q (4082.347453 sec): 3 clusters Score: Raw -432769.791492 + Penalty 1660.481494 = -431109.309999 nChanged 0 SP:Iteration 66F (4082.367540 sec): 3 clusters Score: Raw -432769.791492 + Penalty 1660.481494 = -431109.309999 nChanged 0 Trying to split cluster 16 (18136 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4082.399856 sec): 2 clusters Score: Raw -1351307.094311 + Penalty 931.537148 = -1350375.557163 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4082.436351 sec): 3 clusters Score: Raw -1340105.146218 + Penalty 1863.074297 = -1338242.071922 nChanged 8337 SP:Iteration 1F (4082.471094 sec): 3 clusters Score: Raw -1344995.574967 + Penalty 1863.074297 = -1343132.500671 nChanged 1097 SP:Iteration 2F (4082.506001 sec): 3 clusters Score: Raw -1345547.678945 + Penalty 1863.074297 = -1343684.604649 nChanged 1150 SP:Iteration 3F (4082.550742 sec): 3 clusters Score: Raw -1346223.630784 + Penalty 1863.074297 = -1344360.556488 nChanged 1214 SP:Iteration 4F (4082.575506 sec): 3 clusters Score: Raw -1347072.179387 + Penalty 1863.074297 = -1345209.105091 nChanged 1218 SP:Iteration 5F (4082.656807 sec): 3 clusters Score: Raw -1348050.180759 + Penalty 1863.074297 = -1346187.106463 nChanged 1157 SP:Iteration 6F (4082.728388 sec): 3 clusters Score: Raw -1348923.369307 + Penalty 1863.074297 = -1347060.295010 nChanged 926 SP:Iteration 7F (4082.790774 sec): 3 clusters Score: Raw -1349519.416697 + Penalty 1863.074297 = -1347656.342400 nChanged 663 SP:Iteration 8Q (4082.868671 sec): 3 clusters Score: Raw -1349832.502625 + Penalty 1863.074297 = -1347969.428328 nChanged 432 SP:Iteration 9Q (4082.892446 sec): 3 clusters Score: Raw -1349988.052085 + Penalty 1863.074297 = -1348124.977788 nChanged 292 SP:Iteration 10Q (4082.965060 sec): 3 clusters Score: Raw -1350087.807016 + Penalty 1863.074297 = -1348224.732719 nChanged 263 SP:Iteration 11Q (4083.036006 sec): 3 clusters Score: Raw -1350178.568470 + Penalty 1863.074297 = -1348315.494173 nChanged 246 SP:Iteration 12Q (4083.100240 sec): 3 clusters Score: Raw -1350250.630722 + Penalty 1863.074297 = -1348387.556426 nChanged 217 SP:Iteration 13Q (4083.168375 sec): 3 clusters Score: Raw -1350310.087351 + Penalty 1863.074297 = -1348447.013054 nChanged 207 SP:Iteration 14Q (4083.230991 sec): 3 clusters Score: Raw -1350371.186550 + Penalty 1863.074297 = -1348508.112253 nChanged 205 SP:Iteration 15Q (4083.294680 sec): 3 clusters Score: Raw -1350438.259467 + Penalty 1863.074297 = -1348575.185170 nChanged 198 SP:Iteration 16Q (4083.358068 sec): 3 clusters Score: Raw -1350498.420207 + Penalty 1863.074297 = -1348635.345910 nChanged 214 SP:Iteration 17Q (4083.425522 sec): 3 clusters Score: Raw -1350565.037291 + Penalty 1863.074297 = -1348701.962994 nChanged 202 SP:Iteration 18Q (4083.494293 sec): 3 clusters Score: Raw -1350623.835007 + Penalty 1863.074297 = -1348760.760710 nChanged 194 SP:Iteration 19Q (4083.555101 sec): 3 clusters Score: Raw -1350684.944367 + Penalty 1863.074297 = -1348821.870070 nChanged 174 SP:Iteration 20F (4083.616961 sec): 3 clusters Score: Raw -1350735.462102 + Penalty 1863.074297 = -1348872.387805 nChanged 192 SP:Iteration 21Q (4083.686655 sec): 3 clusters Score: Raw -1350793.390071 + Penalty 1863.074297 = -1348930.315774 nChanged 174 SP:Iteration 22Q (4083.764799 sec): 3 clusters Score: Raw -1350840.354636 + Penalty 1863.074297 = -1348977.280339 nChanged 165 SP:Iteration 23Q (4083.831275 sec): 3 clusters Score: Raw -1350886.860044 + Penalty 1863.074297 = -1349023.785747 nChanged 169 SP:Iteration 24Q (4083.903056 sec): 3 clusters Score: Raw -1350938.266165 + Penalty 1863.074297 = -1349075.191868 nChanged 162 SP:Iteration 25Q (4083.949503 sec): 3 clusters Score: Raw -1350985.510502 + Penalty 1863.074297 = -1349122.436206 nChanged 142 SP:Iteration 26Q (4084.009100 sec): 3 clusters Score: Raw -1351029.599946 + Penalty 1863.074297 = -1349166.525650 nChanged 134 SP:Iteration 27Q (4084.076091 sec): 3 clusters Score: Raw -1351067.712851 + Penalty 1863.074297 = -1349204.638555 nChanged 133 SP:Iteration 28Q (4084.143163 sec): 3 clusters Score: Raw -1351110.972518 + Penalty 1863.074297 = -1349247.898222 nChanged 122 SP:Iteration 29Q (4084.219586 sec): 3 clusters Score: Raw -1351151.097035 + Penalty 1863.074297 = -1349288.022738 nChanged 111 SP:Iteration 30Q (4084.277844 sec): 3 clusters Score: Raw -1351189.043390 + Penalty 1863.074297 = -1349325.969093 nChanged 122 SP:Iteration 31Q (4084.341673 sec): 3 clusters Score: Raw -1351231.216289 + Penalty 1863.074297 = -1349368.141993 nChanged 115 SP:Iteration 32Q (4084.408209 sec): 3 clusters Score: Raw -1351273.977691 + Penalty 1863.074297 = -1349410.903395 nChanged 105 SP:Iteration 33Q (4084.465391 sec): 3 clusters Score: Raw -1351318.862517 + Penalty 1863.074297 = -1349455.788220 nChanged 117 SP:Iteration 34Q (4084.525023 sec): 3 clusters Score: Raw -1351373.740423 + Penalty 1863.074297 = -1349510.666127 nChanged 97 SP:Iteration 35Q (4084.592604 sec): 3 clusters Score: Raw -1351416.811536 + Penalty 1863.074297 = -1349553.737239 nChanged 88 SP:Iteration 36Q (4084.659232 sec): 3 clusters Score: Raw -1351458.768149 + Penalty 1863.074297 = -1349595.693853 nChanged 78 SP:Iteration 37Q (4084.729735 sec): 3 clusters Score: Raw -1351494.201070 + Penalty 1863.074297 = -1349631.126774 nChanged 67 SP:Iteration 38Q (4084.791372 sec): 3 clusters Score: Raw -1351521.234194 + Penalty 1863.074297 = -1349658.159897 nChanged 56 SP:Iteration 39Q (4084.845998 sec): 3 clusters Score: Raw -1351542.539596 + Penalty 1863.074297 = -1349679.465299 nChanged 57 SP:Iteration 40F (4084.915860 sec): 3 clusters Score: Raw -1351557.996480 + Penalty 1863.074297 = -1349694.922183 nChanged 39 SP:Iteration 41Q (4084.982138 sec): 3 clusters Score: Raw -1351571.548599 + Penalty 1863.074297 = -1349708.474302 nChanged 39 SP:Iteration 42Q (4085.048531 sec): 3 clusters Score: Raw -1351585.485751 + Penalty 1863.074297 = -1349722.411455 nChanged 30 SP:Iteration 43Q (4085.114692 sec): 3 clusters Score: Raw -1351592.818161 + Penalty 1863.074297 = -1349729.743864 nChanged 22 SP:Iteration 44Q (4085.180056 sec): 3 clusters Score: Raw -1351596.549226 + Penalty 1863.074297 = -1349733.474929 nChanged 10 SP:Iteration 45Q (4085.255429 sec): 3 clusters Score: Raw -1351597.846432 + Penalty 1863.074297 = -1349734.772136 nChanged 8 SP:Iteration 46Q (4085.304546 sec): 3 clusters Score: Raw -1351598.882460 + Penalty 1863.074297 = -1349735.808163 nChanged 13 SP:Iteration 47Q (4085.371408 sec): 3 clusters Score: Raw -1351600.074216 + Penalty 1863.074297 = -1349736.999919 nChanged 8 SP:Iteration 48Q (4085.438909 sec): 3 clusters Score: Raw -1351601.095268 + Penalty 1863.074297 = -1349738.020971 nChanged 10 SP:Iteration 49Q (4085.503734 sec): 3 clusters Score: Raw -1351603.143606 + Penalty 1863.074297 = -1349740.069309 nChanged 13 SP:Iteration 50Q (4085.570489 sec): 3 clusters Score: Raw -1351606.026543 + Penalty 1863.074297 = -1349742.952246 nChanged 14 SP:Iteration 51Q (4085.639556 sec): 3 clusters Score: Raw -1351607.898500 + Penalty 1863.074297 = -1349744.824203 nChanged 5 SP:Iteration 52Q (4085.668185 sec): 3 clusters Score: Raw -1351608.795851 + Penalty 1863.074297 = -1349745.721555 nChanged 7 SP:Iteration 53Q (4085.699144 sec): 3 clusters Score: Raw -1351609.546828 + Penalty 1863.074297 = -1349746.472531 nChanged 7 SP:Iteration 54Q (4085.745307 sec): 3 clusters Score: Raw -1351610.199919 + Penalty 1863.074297 = -1349747.125623 nChanged 7 SP:Iteration 55Q (4085.773273 sec): 3 clusters Score: Raw -1351611.460546 + Penalty 1863.074297 = -1349748.386249 nChanged 7 SP:Iteration 56Q (4085.851507 sec): 3 clusters Score: Raw -1351612.700510 + Penalty 1863.074297 = -1349749.626213 nChanged 10 SP:Iteration 57Q (4085.919402 sec): 3 clusters Score: Raw -1351613.988106 + Penalty 1863.074297 = -1349750.913809 nChanged 9 SP:Iteration 58Q (4085.976825 sec): 3 clusters Score: Raw -1351615.382047 + Penalty 1863.074297 = -1349752.307750 nChanged 10 SP:Iteration 59Q (4086.051098 sec): 3 clusters Score: Raw -1351617.379231 + Penalty 1863.074297 = -1349754.304934 nChanged 10 SP:Iteration 60F (4086.121701 sec): 3 clusters Score: Raw -1351618.784791 + Penalty 1863.074297 = -1349755.710494 nChanged 9 SP:Iteration 61Q (4086.183981 sec): 3 clusters Score: Raw -1351620.325234 + Penalty 1863.074297 = -1349757.250937 nChanged 10 SP:Iteration 62Q (4086.249334 sec): 3 clusters Score: Raw -1351621.527807 + Penalty 1863.074297 = -1349758.453510 nChanged 6 SP:Iteration 63Q (4086.304279 sec): 3 clusters Score: Raw -1351622.289588 + Penalty 1863.074297 = -1349759.215291 nChanged 6 SP:Iteration 64Q (4086.380018 sec): 3 clusters Score: Raw -1351622.801593 + Penalty 1863.074297 = -1349759.727297 nChanged 7 SP:Iteration 65Q (4086.448832 sec): 3 clusters Score: Raw -1351624.148325 + Penalty 1863.074297 = -1349761.074029 nChanged 8 SP:Iteration 66Q (4086.516377 sec): 3 clusters Score: Raw -1351625.374617 + Penalty 1863.074297 = -1349762.300321 nChanged 8 SP:Iteration 67Q (4086.576272 sec): 3 clusters Score: Raw -1351626.211814 + Penalty 1863.074297 = -1349763.137518 nChanged 4 SP:Iteration 68Q (4086.642741 sec): 3 clusters Score: Raw -1351626.685260 + Penalty 1863.074297 = -1349763.610964 nChanged 3 SP:Iteration 69Q (4086.715839 sec): 3 clusters Score: Raw -1351627.065948 + Penalty 1863.074297 = -1349763.991651 nChanged 3 SP:Iteration 70Q (4086.780958 sec): 3 clusters Score: Raw -1351627.394154 + Penalty 1863.074297 = -1349764.319858 nChanged 3 SP:Iteration 71Q (4086.841046 sec): 3 clusters Score: Raw -1351627.655829 + Penalty 1863.074297 = -1349764.581533 nChanged 2 SP:Iteration 72Q (4086.907333 sec): 3 clusters Score: Raw -1351627.963957 + Penalty 1863.074297 = -1349764.889660 nChanged 2 SP:Iteration 73Q (4086.982933 sec): 3 clusters Score: Raw -1351628.253396 + Penalty 1863.074297 = -1349765.179100 nChanged 1 SP:Iteration 74Q (4087.046024 sec): 3 clusters Score: Raw -1351628.330982 + Penalty 1863.074297 = -1349765.256686 nChanged 0 SP:Iteration 75F (4087.116044 sec): 3 clusters Score: Raw -1351628.330982 + Penalty 1863.074297 = -1349765.256686 nChanged 0 Trying to split cluster 17 (16540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4087.157795 sec): 2 clusters Score: Raw -1234157.696999 + Penalty 922.786012 = -1233234.910987 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4087.227643 sec): 3 clusters Score: Raw -1223911.966736 + Penalty 1845.572024 = -1222066.394712 nChanged 7633 SP:Iteration 1F (4087.291690 sec): 3 clusters Score: Raw -1228377.911965 + Penalty 1845.572024 = -1226532.339941 nChanged 929 SP:Iteration 2F (4087.347651 sec): 3 clusters Score: Raw -1228848.831896 + Penalty 1845.572024 = -1227003.259872 nChanged 1073 SP:Iteration 3F (4087.414839 sec): 3 clusters Score: Raw -1229530.661553 + Penalty 1845.572024 = -1227685.089529 nChanged 1205 SP:Iteration 4F (4087.484698 sec): 3 clusters Score: Raw -1230437.282380 + Penalty 1845.572024 = -1228591.710356 nChanged 1230 SP:Iteration 5F (4087.548441 sec): 3 clusters Score: Raw -1231515.221313 + Penalty 1845.572024 = -1229669.649289 nChanged 1072 SP:Iteration 6F (4087.601766 sec): 3 clusters Score: Raw -1232510.494363 + Penalty 1845.572024 = -1230664.922339 nChanged 757 SP:Iteration 7Q (4087.672943 sec): 3 clusters Score: Raw -1233228.657578 + Penalty 1845.572024 = -1231383.085554 nChanged 462 SP:Iteration 8Q (4087.740902 sec): 3 clusters Score: Raw -1233597.669427 + Penalty 1845.572024 = -1231752.097403 nChanged 276 SP:Iteration 9Q (4087.806770 sec): 3 clusters Score: Raw -1233769.409294 + Penalty 1845.572024 = -1231923.837270 nChanged 178 SP:Iteration 10Q (4087.876257 sec): 3 clusters Score: Raw -1233851.773723 + Penalty 1845.572024 = -1232006.201699 nChanged 128 SP:Iteration 11Q (4087.942601 sec): 3 clusters Score: Raw -1233903.650759 + Penalty 1845.572024 = -1232058.078735 nChanged 103 SP:Iteration 12Q (4087.996251 sec): 3 clusters Score: Raw -1233947.167011 + Penalty 1845.572024 = -1232101.594987 nChanged 75 SP:Iteration 13Q (4088.065537 sec): 3 clusters Score: Raw -1233976.909026 + Penalty 1845.572024 = -1232131.337002 nChanged 73 SP:Iteration 14Q (4088.119660 sec): 3 clusters Score: Raw -1234005.890652 + Penalty 1845.572024 = -1232160.318628 nChanged 68 SP:Iteration 15Q (4088.184228 sec): 3 clusters Score: Raw -1234033.020503 + Penalty 1845.572024 = -1232187.448479 nChanged 58 SP:Iteration 16Q (4088.248426 sec): 3 clusters Score: Raw -1234056.266553 + Penalty 1845.572024 = -1232210.694529 nChanged 59 SP:Iteration 17Q (4088.314261 sec): 3 clusters Score: Raw -1234080.411614 + Penalty 1845.572024 = -1232234.839590 nChanged 52 SP:Iteration 18Q (4088.371191 sec): 3 clusters Score: Raw -1234101.481704 + Penalty 1845.572024 = -1232255.909680 nChanged 46 SP:Iteration 19Q (4088.393282 sec): 3 clusters Score: Raw -1234119.183650 + Penalty 1845.572024 = -1232273.611626 nChanged 45 SP:Iteration 20F (4088.425985 sec): 3 clusters Score: Raw -1234141.714771 + Penalty 1845.572024 = -1232296.142747 nChanged 39 SP:Iteration 21Q (4088.455103 sec): 3 clusters Score: Raw -1234166.964619 + Penalty 1845.572024 = -1232321.392595 nChanged 36 SP:Iteration 22Q (4088.484311 sec): 3 clusters Score: Raw -1234191.962360 + Penalty 1845.572024 = -1232346.390336 nChanged 35 SP:Iteration 23Q (4088.513564 sec): 3 clusters Score: Raw -1234216.854435 + Penalty 1845.572024 = -1232371.282411 nChanged 35 SP:Iteration 24Q (4088.542393 sec): 3 clusters Score: Raw -1234236.675444 + Penalty 1845.572024 = -1232391.103420 nChanged 36 SP:Iteration 25Q (4088.571342 sec): 3 clusters Score: Raw -1234256.999873 + Penalty 1845.572024 = -1232411.427849 nChanged 27 SP:Iteration 26Q (4088.600090 sec): 3 clusters Score: Raw -1234266.645329 + Penalty 1845.572024 = -1232421.073305 nChanged 23 SP:Iteration 27Q (4088.629085 sec): 3 clusters Score: Raw -1234276.864624 + Penalty 1845.572024 = -1232431.292600 nChanged 21 SP:Iteration 28Q (4088.658275 sec): 3 clusters Score: Raw -1234287.302160 + Penalty 1845.572024 = -1232441.730136 nChanged 20 SP:Iteration 29Q (4088.686966 sec): 3 clusters Score: Raw -1234293.560192 + Penalty 1845.572024 = -1232447.988168 nChanged 7 SP:Iteration 30Q (4088.763761 sec): 3 clusters Score: Raw -1234295.004947 + Penalty 1845.572024 = -1232449.432923 nChanged 2 SP:Iteration 31Q (4088.818861 sec): 3 clusters Score: Raw -1234295.730513 + Penalty 1845.572024 = -1232450.158489 nChanged 4 SP:Iteration 32Q (4088.890378 sec): 3 clusters Score: Raw -1234297.638837 + Penalty 1845.572024 = -1232452.066813 nChanged 2 SP:Iteration 33Q (4088.946982 sec): 3 clusters Score: Raw -1234298.831150 + Penalty 1845.572024 = -1232453.259126 nChanged 6 SP:Iteration 34Q (4089.012866 sec): 3 clusters Score: Raw -1234300.848895 + Penalty 1845.572024 = -1232455.276871 nChanged 7 SP:Iteration 35Q (4089.059372 sec): 3 clusters Score: Raw -1234302.685279 + Penalty 1845.572024 = -1232457.113255 nChanged 5 SP:Iteration 36Q (4089.126252 sec): 3 clusters Score: Raw -1234304.222375 + Penalty 1845.572024 = -1232458.650351 nChanged 3 SP:Iteration 37Q (4089.200369 sec): 3 clusters Score: Raw -1234305.349545 + Penalty 1845.572024 = -1232459.777521 nChanged 4 SP:Iteration 38Q (4089.256444 sec): 3 clusters Score: Raw -1234306.455058 + Penalty 1845.572024 = -1232460.883034 nChanged 4 SP:Iteration 39Q (4089.323533 sec): 3 clusters Score: Raw -1234307.840654 + Penalty 1845.572024 = -1232462.268630 nChanged 3 SP:Iteration 40F (4089.396931 sec): 3 clusters Score: Raw -1234308.611694 + Penalty 1845.572024 = -1232463.039670 nChanged 3 SP:Iteration 41Q (4089.462507 sec): 3 clusters Score: Raw -1234309.026346 + Penalty 1845.572024 = -1232463.454322 nChanged 0 SP:Iteration 42F (4089.531131 sec): 3 clusters Score: Raw -1234309.026346 + Penalty 1845.572024 = -1232463.454322 nChanged 0 Trying to split cluster 18 (3490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4089.560476 sec): 2 clusters Score: Raw -260324.635430 + Penalty 774.977416 = -259549.658013 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4089.596872 sec): 3 clusters Score: Raw -258443.676310 + Penalty 1549.954833 = -256893.721477 nChanged 1439 SP:Iteration 1F (4089.641598 sec): 3 clusters Score: Raw -259259.063169 + Penalty 1549.954833 = -257709.108336 nChanged 250 SP:Iteration 2F (4089.689322 sec): 3 clusters Score: Raw -259394.401614 + Penalty 1549.954833 = -257844.446781 nChanged 181 SP:Iteration 3F (4089.740756 sec): 3 clusters Score: Raw -259483.646222 + Penalty 1549.954833 = -257933.691389 nChanged 120 SP:Iteration 4Q (4089.799144 sec): 3 clusters Score: Raw -259539.884482 + Penalty 1549.954833 = -257989.929649 nChanged 110 SP:Iteration 5Q (4089.839240 sec): 3 clusters Score: Raw -259588.506737 + Penalty 1549.954833 = -258038.551904 nChanged 97 SP:Iteration 6Q (4089.896677 sec): 3 clusters Score: Raw -259627.307152 + Penalty 1549.954833 = -258077.352320 nChanged 81 SP:Iteration 7Q (4089.942717 sec): 3 clusters Score: Raw -259658.723959 + Penalty 1549.954833 = -258108.769126 nChanged 80 SP:Iteration 8Q (4089.984779 sec): 3 clusters Score: Raw -259693.904925 + Penalty 1549.954833 = -258143.950093 nChanged 82 SP:Iteration 9Q (4090.034971 sec): 3 clusters Score: Raw -259734.186162 + Penalty 1549.954833 = -258184.231329 nChanged 93 SP:Iteration 10Q (4090.084893 sec): 3 clusters Score: Raw -259780.364883 + Penalty 1549.954833 = -258230.410050 nChanged 99 SP:Iteration 11Q (4090.129545 sec): 3 clusters Score: Raw -259834.971218 + Penalty 1549.954833 = -258285.016385 nChanged 85 SP:Iteration 12Q (4090.177585 sec): 3 clusters Score: Raw -259878.459329 + Penalty 1549.954833 = -258328.504496 nChanged 73 SP:Iteration 13Q (4090.229933 sec): 3 clusters Score: Raw -259915.702835 + Penalty 1549.954833 = -258365.748002 nChanged 74 SP:Iteration 14Q (4090.282006 sec): 3 clusters Score: Raw -259948.308162 + Penalty 1549.954833 = -258398.353329 nChanged 54 SP:Iteration 15Q (4090.322518 sec): 3 clusters Score: Raw -259967.530336 + Penalty 1549.954833 = -258417.575503 nChanged 42 SP:Iteration 16Q (4090.386372 sec): 3 clusters Score: Raw -259979.670546 + Penalty 1549.954833 = -258429.715713 nChanged 32 SP:Iteration 17Q (4090.438692 sec): 3 clusters Score: Raw -259988.667559 + Penalty 1549.954833 = -258438.712726 nChanged 25 SP:Iteration 18Q (4090.479244 sec): 3 clusters Score: Raw -259996.885327 + Penalty 1549.954833 = -258446.930494 nChanged 32 SP:Iteration 19Q (4090.531563 sec): 3 clusters Score: Raw -260008.631113 + Penalty 1549.954833 = -258458.676280 nChanged 28 SP:Iteration 20F (4090.587795 sec): 3 clusters Score: Raw -260015.642478 + Penalty 1549.954833 = -258465.687645 nChanged 18 SP:Iteration 21Q (4090.629402 sec): 3 clusters Score: Raw -260021.584144 + Penalty 1549.954833 = -258471.629311 nChanged 18 SP:Iteration 22Q (4090.692238 sec): 3 clusters Score: Raw -260027.201276 + Penalty 1549.954833 = -258477.246443 nChanged 21 SP:Iteration 23Q (4090.731442 sec): 3 clusters Score: Raw -260034.184905 + Penalty 1549.954833 = -258484.230073 nChanged 18 SP:Iteration 24Q (4090.780630 sec): 3 clusters Score: Raw -260039.573393 + Penalty 1549.954833 = -258489.618560 nChanged 18 SP:Iteration 25Q (4090.829536 sec): 3 clusters Score: Raw -260044.241549 + Penalty 1549.954833 = -258494.286717 nChanged 18 SP:Iteration 26Q (4090.880768 sec): 3 clusters Score: Raw -260048.119357 + Penalty 1549.954833 = -258498.164525 nChanged 9 SP:Iteration 27Q (4090.925945 sec): 3 clusters Score: Raw -260049.709094 + Penalty 1549.954833 = -258499.754261 nChanged 10 SP:Iteration 28Q (4090.970499 sec): 3 clusters Score: Raw -260051.549376 + Penalty 1549.954833 = -258501.594543 nChanged 8 SP:Iteration 29Q (4091.006931 sec): 3 clusters Score: Raw -260052.753960 + Penalty 1549.954833 = -258502.799128 nChanged 5 SP:Iteration 30Q (4091.057004 sec): 3 clusters Score: Raw -260054.151057 + Penalty 1549.954833 = -258504.196224 nChanged 6 SP:Iteration 31Q (4091.103759 sec): 3 clusters Score: Raw -260055.414901 + Penalty 1549.954833 = -258505.460068 nChanged 5 SP:Iteration 32Q (4091.162005 sec): 3 clusters Score: Raw -260056.157386 + Penalty 1549.954833 = -258506.202554 nChanged 5 SP:Iteration 33Q (4091.198452 sec): 3 clusters Score: Raw -260056.854469 + Penalty 1549.954833 = -258506.899636 nChanged 1 SP:Iteration 34Q (4091.249897 sec): 3 clusters Score: Raw -260056.948259 + Penalty 1549.954833 = -258506.993426 nChanged 1 SP:Iteration 35Q (4091.301557 sec): 3 clusters Score: Raw -260057.042288 + Penalty 1549.954833 = -258507.087455 nChanged 1 SP:Iteration 36Q (4091.353488 sec): 3 clusters Score: Raw -260057.078590 + Penalty 1549.954833 = -258507.123757 nChanged 0 SP:Iteration 37F (4091.405201 sec): 3 clusters Score: Raw -260057.078590 + Penalty 1549.954833 = -258507.123757 nChanged 0 Trying to split cluster 19 (21711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4091.450379 sec): 2 clusters Score: Raw -1648229.315706 + Penalty 948.629561 = -1647280.686145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4091.524692 sec): 3 clusters Score: Raw -1634692.102990 + Penalty 1897.259121 = -1632794.843868 nChanged 10100 SP:Iteration 1F (4091.597644 sec): 3 clusters Score: Raw -1640334.353754 + Penalty 1897.259121 = -1638437.094633 nChanged 1169 SP:Iteration 2F (4091.665631 sec): 3 clusters Score: Raw -1640877.824849 + Penalty 1897.259121 = -1638980.565727 nChanged 1318 SP:Iteration 3F (4091.730972 sec): 3 clusters Score: Raw -1641698.420944 + Penalty 1897.259121 = -1639801.161822 nChanged 1566 SP:Iteration 4F (4091.804215 sec): 3 clusters Score: Raw -1642936.437102 + Penalty 1897.259121 = -1641039.177981 nChanged 1726 SP:Iteration 5F (4091.876781 sec): 3 clusters Score: Raw -1644511.329550 + Penalty 1897.259121 = -1642614.070429 nChanged 1568 SP:Iteration 6F (4091.949889 sec): 3 clusters Score: Raw -1646044.826879 + Penalty 1897.259121 = -1644147.567758 nChanged 1132 SP:Iteration 7F (4092.011931 sec): 3 clusters Score: Raw -1647098.144662 + Penalty 1897.259121 = -1645200.885541 nChanged 659 SP:Iteration 8Q (4092.083075 sec): 3 clusters Score: Raw -1647634.275284 + Penalty 1897.259121 = -1645737.016162 nChanged 360 SP:Iteration 9Q (4092.145000 sec): 3 clusters Score: Raw -1647899.768954 + Penalty 1897.259121 = -1646002.509833 nChanged 240 SP:Iteration 10Q (4092.214342 sec): 3 clusters Score: Raw -1648098.930037 + Penalty 1897.259121 = -1646201.670915 nChanged 140 SP:Iteration 11Q (4092.270440 sec): 3 clusters Score: Raw -1648207.589297 + Penalty 1897.259121 = -1646310.330175 nChanged 73 SP:Iteration 12Q (4092.322577 sec): 3 clusters Score: Raw -1648267.043242 + Penalty 1897.259121 = -1646369.784121 nChanged 45 SP:Iteration 13Q (4092.391723 sec): 3 clusters Score: Raw -1648307.937838 + Penalty 1897.259121 = -1646410.678716 nChanged 31 SP:Iteration 14Q (4092.460678 sec): 3 clusters Score: Raw -1648331.807125 + Penalty 1897.259121 = -1646434.548004 nChanged 17 SP:Iteration 15Q (4092.526521 sec): 3 clusters Score: Raw -1648348.090355 + Penalty 1897.259121 = -1646450.831233 nChanged 12 SP:Iteration 16Q (4092.589909 sec): 3 clusters Score: Raw -1648359.981646 + Penalty 1897.259121 = -1646462.722524 nChanged 12 SP:Iteration 17Q (4092.653025 sec): 3 clusters Score: Raw -1648373.517795 + Penalty 1897.259121 = -1646476.258674 nChanged 5 SP:Iteration 18Q (4092.712821 sec): 3 clusters Score: Raw -1648378.156401 + Penalty 1897.259121 = -1646480.897280 nChanged 6 SP:Iteration 19Q (4092.774828 sec): 3 clusters Score: Raw -1648381.639409 + Penalty 1897.259121 = -1646484.380288 nChanged 2 SP:Iteration 20F (4092.849903 sec): 3 clusters Score: Raw -1648382.347002 + Penalty 1897.259121 = -1646485.087880 nChanged 1 SP:Iteration 21Q (4092.917392 sec): 3 clusters Score: Raw -1648383.212918 + Penalty 1897.259121 = -1646485.953797 nChanged 2 SP:Iteration 22Q (4092.986049 sec): 3 clusters Score: Raw -1648384.325593 + Penalty 1897.259121 = -1646487.066471 nChanged 0 SP:Iteration 23F (4093.055615 sec): 3 clusters Score: Raw -1648384.325593 + Penalty 1897.259121 = -1646487.066471 nChanged 0 Trying to split cluster 20 (39588 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4093.122105 sec): 2 clusters Score: Raw -2998273.281854 + Penalty 1005.696725 = -2997267.585128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4093.217756 sec): 3 clusters Score: Raw -2972774.756964 + Penalty 2011.393451 = -2970763.363513 nChanged 18848 SP:Iteration 1F (4093.303537 sec): 3 clusters Score: Raw -2983483.228313 + Penalty 2011.393451 = -2981471.834862 nChanged 1404 SP:Iteration 2Q (4093.414206 sec): 3 clusters Score: Raw -2983861.063353 + Penalty 2011.393451 = -2981849.669902 nChanged 1401 SP:Iteration 3Q (4093.517292 sec): 3 clusters Score: Raw -2984296.304371 + Penalty 2011.393451 = -2982284.910920 nChanged 1531 SP:Iteration 4Q (4093.618906 sec): 3 clusters Score: Raw -2984858.972868 + Penalty 2011.393451 = -2982847.579417 nChanged 1763 SP:Iteration 5Q (4093.720198 sec): 3 clusters Score: Raw -2985655.364757 + Penalty 2011.393451 = -2983643.971306 nChanged 2108 SP:Iteration 6F (4093.814812 sec): 3 clusters Score: Raw -2986878.098196 + Penalty 2011.393451 = -2984866.704745 nChanged 2435 SP:Iteration 7F (4093.913984 sec): 3 clusters Score: Raw -2988679.101816 + Penalty 2011.393451 = -2986667.708365 nChanged 2622 SP:Iteration 8F (4094.010619 sec): 3 clusters Score: Raw -2990845.397312 + Penalty 2011.393451 = -2988834.003861 nChanged 2410 SP:Iteration 9F (4094.097037 sec): 3 clusters Score: Raw -2992956.906045 + Penalty 2011.393451 = -2990945.512594 nChanged 1931 SP:Iteration 10Q (4094.202069 sec): 3 clusters Score: Raw -2994485.073212 + Penalty 2011.393451 = -2992473.679761 nChanged 1417 SP:Iteration 11Q (4094.297339 sec): 3 clusters Score: Raw -2995456.386319 + Penalty 2011.393451 = -2993444.992868 nChanged 1030 SP:Iteration 12Q (4094.393083 sec): 3 clusters Score: Raw -2996069.859107 + Penalty 2011.393451 = -2994058.465656 nChanged 827 SP:Iteration 13Q (4094.489052 sec): 3 clusters Score: Raw -2996550.809618 + Penalty 2011.393451 = -2994539.416167 nChanged 641 SP:Iteration 14Q (4094.583549 sec): 3 clusters Score: Raw -2996898.047100 + Penalty 2011.393451 = -2994886.653649 nChanged 556 SP:Iteration 15Q (4094.665072 sec): 3 clusters Score: Raw -2997206.570733 + Penalty 2011.393451 = -2995195.177282 nChanged 464 SP:Iteration 16Q (4094.766533 sec): 3 clusters Score: Raw -2997472.235626 + Penalty 2011.393451 = -2995460.842175 nChanged 370 SP:Iteration 17Q (4094.842683 sec): 3 clusters Score: Raw -2997672.296946 + Penalty 2011.393451 = -2995660.903495 nChanged 287 SP:Iteration 18Q (4094.939587 sec): 3 clusters Score: Raw -2997820.403971 + Penalty 2011.393451 = -2995809.010520 nChanged 217 SP:Iteration 19Q (4095.015363 sec): 3 clusters Score: Raw -2997930.860066 + Penalty 2011.393451 = -2995919.466615 nChanged 167 SP:Iteration 20F (4095.122924 sec): 3 clusters Score: Raw -2998014.126386 + Penalty 2011.393451 = -2996002.732935 nChanged 146 SP:Iteration 21Q (4095.214854 sec): 3 clusters Score: Raw -2998095.027496 + Penalty 2011.393451 = -2996083.634045 nChanged 127 SP:Iteration 22Q (4095.306611 sec): 3 clusters Score: Raw -2998169.276911 + Penalty 2011.393451 = -2996157.883461 nChanged 96 SP:Iteration 23Q (4095.392382 sec): 3 clusters Score: Raw -2998225.278327 + Penalty 2011.393451 = -2996213.884876 nChanged 80 SP:Iteration 24Q (4095.475808 sec): 3 clusters Score: Raw -2998270.196636 + Penalty 2011.393451 = -2996258.803185 nChanged 63 SP:Iteration 25Q (4095.567057 sec): 3 clusters Score: Raw -2998306.033621 + Penalty 2011.393451 = -2996294.640170 nChanged 59 SP:Iteration 26Q (4095.641986 sec): 3 clusters Score: Raw -2998339.026249 + Penalty 2011.393451 = -2996327.632798 nChanged 57 SP:Iteration 27Q (4095.742549 sec): 3 clusters Score: Raw -2998371.927202 + Penalty 2011.393451 = -2996360.533751 nChanged 50 SP:Iteration 28Q (4095.832440 sec): 3 clusters Score: Raw -2998400.420082 + Penalty 2011.393451 = -2996389.026631 nChanged 40 SP:Iteration 29Q (4095.922710 sec): 3 clusters Score: Raw -2998420.401453 + Penalty 2011.393451 = -2996409.008002 nChanged 27 SP:Iteration 30Q (4096.013422 sec): 3 clusters Score: Raw -2998432.661487 + Penalty 2011.393451 = -2996421.268036 nChanged 16 SP:Iteration 31Q (4096.093052 sec): 3 clusters Score: Raw -2998439.490189 + Penalty 2011.393451 = -2996428.096738 nChanged 18 SP:Iteration 32Q (4096.144680 sec): 3 clusters Score: Raw -2998446.961112 + Penalty 2011.393451 = -2996435.567661 nChanged 16 SP:Iteration 33Q (4096.198058 sec): 3 clusters Score: Raw -2998454.366498 + Penalty 2011.393451 = -2996442.973047 nChanged 6 SP:Iteration 34Q (4096.282920 sec): 3 clusters Score: Raw -2998456.051158 + Penalty 2011.393451 = -2996444.657707 nChanged 2 SP:Iteration 35Q (4096.376878 sec): 3 clusters Score: Raw -2998457.002386 + Penalty 2011.393451 = -2996445.608935 nChanged 3 SP:Iteration 36Q (4096.465488 sec): 3 clusters Score: Raw -2998457.955936 + Penalty 2011.393451 = -2996446.562485 nChanged 4 SP:Iteration 37Q (4096.559499 sec): 3 clusters Score: Raw -2998459.920094 + Penalty 2011.393451 = -2996448.526643 nChanged 8 SP:Iteration 38Q (4096.659847 sec): 3 clusters Score: Raw -2998461.911987 + Penalty 2011.393451 = -2996450.518536 nChanged 6 SP:Iteration 39Q (4096.740743 sec): 3 clusters Score: Raw -2998464.046786 + Penalty 2011.393451 = -2996452.653335 nChanged 6 SP:Iteration 40F (4096.842588 sec): 3 clusters Score: Raw -2998466.940406 + Penalty 2011.393451 = -2996455.546955 nChanged 7 SP:Iteration 41Q (4096.929461 sec): 3 clusters Score: Raw -2998473.068897 + Penalty 2011.393451 = -2996461.675446 nChanged 12 SP:Iteration 42Q (4097.029888 sec): 3 clusters Score: Raw -2998480.156350 + Penalty 2011.393451 = -2996468.762899 nChanged 8 SP:Iteration 43Q (4097.119511 sec): 3 clusters Score: Raw -2998483.258061 + Penalty 2011.393451 = -2996471.864610 nChanged 4 SP:Iteration 44Q (4097.201049 sec): 3 clusters Score: Raw -2998484.900926 + Penalty 2011.393451 = -2996473.507475 nChanged 3 SP:Iteration 45Q (4097.277151 sec): 3 clusters Score: Raw -2998485.832309 + Penalty 2011.393451 = -2996474.438858 nChanged 0 SP:Iteration 46F (4097.367777 sec): 3 clusters Score: Raw -2998485.832309 + Penalty 2011.393451 = -2996474.438858 nChanged 0 Trying to split cluster 21 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4097.386219 sec): 2 clusters Score: Raw -209123.532232 + Penalty 756.627820 = -208366.904413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4097.438254 sec): 3 clusters Score: Raw -207618.432905 + Penalty 1513.255639 = -206105.177266 nChanged 1157 SP:Iteration 1F (4097.489438 sec): 3 clusters Score: Raw -208280.397031 + Penalty 1513.255639 = -206767.141392 nChanged 252 SP:Iteration 2F (4097.536263 sec): 3 clusters Score: Raw -208468.923432 + Penalty 1513.255639 = -206955.667793 nChanged 221 SP:Iteration 3F (4097.587538 sec): 3 clusters Score: Raw -208630.410563 + Penalty 1513.255639 = -207117.154924 nChanged 183 SP:Iteration 4F (4097.638653 sec): 3 clusters Score: Raw -208775.214970 + Penalty 1513.255639 = -207261.959331 nChanged 139 SP:Iteration 5Q (4097.701772 sec): 3 clusters Score: Raw -208875.275767 + Penalty 1513.255639 = -207362.020128 nChanged 103 SP:Iteration 6Q (4097.737518 sec): 3 clusters Score: Raw -208926.844059 + Penalty 1513.255639 = -207413.588420 nChanged 71 SP:Iteration 7Q (4097.789462 sec): 3 clusters Score: Raw -208971.573716 + Penalty 1513.255639 = -207458.318077 nChanged 65 SP:Iteration 8Q (4097.833716 sec): 3 clusters Score: Raw -209018.842232 + Penalty 1513.255639 = -207505.586593 nChanged 68 SP:Iteration 9Q (4097.885017 sec): 3 clusters Score: Raw -209068.494824 + Penalty 1513.255639 = -207555.239185 nChanged 55 SP:Iteration 10Q (4097.936371 sec): 3 clusters Score: Raw -209104.427159 + Penalty 1513.255639 = -207591.171520 nChanged 53 SP:Iteration 11Q (4097.985352 sec): 3 clusters Score: Raw -209134.760882 + Penalty 1513.255639 = -207621.505243 nChanged 34 SP:Iteration 12Q (4098.025971 sec): 3 clusters Score: Raw -209155.956832 + Penalty 1513.255639 = -207642.701193 nChanged 28 SP:Iteration 13Q (4098.069566 sec): 3 clusters Score: Raw -209170.130810 + Penalty 1513.255639 = -207656.875171 nChanged 31 SP:Iteration 14Q (4098.122512 sec): 3 clusters Score: Raw -209185.266299 + Penalty 1513.255639 = -207672.010660 nChanged 26 SP:Iteration 15Q (4098.167387 sec): 3 clusters Score: Raw -209199.579346 + Penalty 1513.255639 = -207686.323707 nChanged 28 SP:Iteration 16Q (4098.219662 sec): 3 clusters Score: Raw -209216.469822 + Penalty 1513.255639 = -207703.214183 nChanged 22 SP:Iteration 17Q (4098.267132 sec): 3 clusters Score: Raw -209228.032676 + Penalty 1513.255639 = -207714.777037 nChanged 19 SP:Iteration 18Q (4098.318045 sec): 3 clusters Score: Raw -209235.033895 + Penalty 1513.255639 = -207721.778256 nChanged 14 SP:Iteration 19Q (4098.359546 sec): 3 clusters Score: Raw -209242.223619 + Penalty 1513.255639 = -207728.967980 nChanged 16 SP:Iteration 20F (4098.411027 sec): 3 clusters Score: Raw -209247.694802 + Penalty 1513.255639 = -207734.439163 nChanged 9 SP:Iteration 21Q (4098.462296 sec): 3 clusters Score: Raw -209249.945619 + Penalty 1513.255639 = -207736.689980 nChanged 6 SP:Iteration 22Q (4098.514446 sec): 3 clusters Score: Raw -209251.940315 + Penalty 1513.255639 = -207738.684676 nChanged 3 SP:Iteration 23Q (4098.555231 sec): 3 clusters Score: Raw -209252.913018 + Penalty 1513.255639 = -207739.657379 nChanged 3 SP:Iteration 24Q (4098.607395 sec): 3 clusters Score: Raw -209253.277880 + Penalty 1513.255639 = -207740.022241 nChanged 1 SP:Iteration 25Q (4098.659012 sec): 3 clusters Score: Raw -209253.488254 + Penalty 1513.255639 = -207740.232615 nChanged 1 SP:Iteration 26Q (4098.705145 sec): 3 clusters Score: Raw -209253.901534 + Penalty 1513.255639 = -207740.645895 nChanged 3 SP:Iteration 27Q (4098.768994 sec): 3 clusters Score: Raw -209254.682564 + Penalty 1513.255639 = -207741.426925 nChanged 3 SP:Iteration 28Q (4098.809065 sec): 3 clusters Score: Raw -209255.480928 + Penalty 1513.255639 = -207742.225289 nChanged 6 SP:Iteration 29Q (4098.860282 sec): 3 clusters Score: Raw -209257.382565 + Penalty 1513.255639 = -207744.126926 nChanged 5 SP:Iteration 30Q (4098.912246 sec): 3 clusters Score: Raw -209258.874166 + Penalty 1513.255639 = -207745.618527 nChanged 3 SP:Iteration 31Q (4098.955783 sec): 3 clusters Score: Raw -209259.470740 + Penalty 1513.255639 = -207746.215101 nChanged 1 SP:Iteration 32Q (4099.006673 sec): 3 clusters Score: Raw -209259.543231 + Penalty 1513.255639 = -207746.287591 nChanged 2 SP:Iteration 33Q (4099.063431 sec): 3 clusters Score: Raw -209259.810947 + Penalty 1513.255639 = -207746.555308 nChanged 2 SP:Iteration 34Q (4099.103111 sec): 3 clusters Score: Raw -209260.201355 + Penalty 1513.255639 = -207746.945715 nChanged 2 SP:Iteration 35Q (4099.154315 sec): 3 clusters Score: Raw -209260.534798 + Penalty 1513.255639 = -207747.279159 nChanged 1 SP:Iteration 36Q (4099.205744 sec): 3 clusters Score: Raw -209260.717961 + Penalty 1513.255639 = -207747.462322 nChanged 0 SP:Iteration 37F (4099.257511 sec): 3 clusters Score: Raw -209260.717961 + Penalty 1513.255639 = -207747.462322 nChanged 0 Trying to split cluster 22 (32804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4099.312403 sec): 2 clusters Score: Raw -2487205.444633 + Penalty 987.839045 = -2486217.605588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4099.384449 sec): 3 clusters Score: Raw -2466279.856235 + Penalty 1975.678090 = -2464304.178145 nChanged 15416 SP:Iteration 1F (4099.455856 sec): 3 clusters Score: Raw -2475265.636404 + Penalty 1975.678090 = -2473289.958314 nChanged 1816 SP:Iteration 2F (4099.538956 sec): 3 clusters Score: Raw -2476052.027693 + Penalty 1975.678090 = -2474076.349603 nChanged 1993 SP:Iteration 3F (4099.624755 sec): 3 clusters Score: Raw -2477109.208864 + Penalty 1975.678090 = -2475133.530774 nChanged 2299 SP:Iteration 4F (4099.711569 sec): 3 clusters Score: Raw -2478604.791804 + Penalty 1975.678090 = -2476629.113713 nChanged 2498 SP:Iteration 5F (4099.798446 sec): 3 clusters Score: Raw -2480436.339379 + Penalty 1975.678090 = -2478460.661289 nChanged 2266 SP:Iteration 6F (4099.873215 sec): 3 clusters Score: Raw -2482257.862508 + Penalty 1975.678090 = -2480282.184418 nChanged 1927 SP:Iteration 7F (4099.956812 sec): 3 clusters Score: Raw -2483841.826410 + Penalty 1975.678090 = -2481866.148320 nChanged 1430 SP:Iteration 8Q (4100.046854 sec): 3 clusters Score: Raw -2485061.804184 + Penalty 1975.678090 = -2483086.126094 nChanged 1017 SP:Iteration 9Q (4100.125437 sec): 3 clusters Score: Raw -2485983.415255 + Penalty 1975.678090 = -2484007.737165 nChanged 649 SP:Iteration 10Q (4100.193069 sec): 3 clusters Score: Raw -2486585.210867 + Penalty 1975.678090 = -2484609.532776 nChanged 411 SP:Iteration 11Q (4100.277302 sec): 3 clusters Score: Raw -2486962.497066 + Penalty 1975.678090 = -2484986.818976 nChanged 256 SP:Iteration 12Q (4100.358009 sec): 3 clusters Score: Raw -2487154.319411 + Penalty 1975.678090 = -2485178.641321 nChanged 196 SP:Iteration 13Q (4100.437497 sec): 3 clusters Score: Raw -2487285.607973 + Penalty 1975.678090 = -2485309.929883 nChanged 152 SP:Iteration 14Q (4100.518312 sec): 3 clusters Score: Raw -2487380.338413 + Penalty 1975.678090 = -2485404.660323 nChanged 140 SP:Iteration 15Q (4100.606238 sec): 3 clusters Score: Raw -2487461.250689 + Penalty 1975.678090 = -2485485.572599 nChanged 118 SP:Iteration 16Q (4100.683971 sec): 3 clusters Score: Raw -2487519.234339 + Penalty 1975.678090 = -2485543.556249 nChanged 96 SP:Iteration 17Q (4100.766600 sec): 3 clusters Score: Raw -2487554.762703 + Penalty 1975.678090 = -2485579.084612 nChanged 88 SP:Iteration 18Q (4100.847365 sec): 3 clusters Score: Raw -2487585.872430 + Penalty 1975.678090 = -2485610.194340 nChanged 60 SP:Iteration 19Q (4100.940342 sec): 3 clusters Score: Raw -2487602.832695 + Penalty 1975.678090 = -2485627.154604 nChanged 39 SP:Iteration 20F (4101.029728 sec): 3 clusters Score: Raw -2487612.431100 + Penalty 1975.678090 = -2485636.753009 nChanged 32 SP:Iteration 21Q (4101.069154 sec): 3 clusters Score: Raw -2487617.923206 + Penalty 1975.678090 = -2485642.245116 nChanged 25 SP:Iteration 22Q (4101.129451 sec): 3 clusters Score: Raw -2487621.804949 + Penalty 1975.678090 = -2485646.126859 nChanged 22 SP:Iteration 23Q (4101.175942 sec): 3 clusters Score: Raw -2487625.818671 + Penalty 1975.678090 = -2485650.140581 nChanged 25 SP:Iteration 24Q (4101.222131 sec): 3 clusters Score: Raw -2487630.662179 + Penalty 1975.678090 = -2485654.984089 nChanged 24 SP:Iteration 25Q (4101.268672 sec): 3 clusters Score: Raw -2487634.982687 + Penalty 1975.678090 = -2485659.304597 nChanged 23 SP:Iteration 26Q (4101.314745 sec): 3 clusters Score: Raw -2487638.921143 + Penalty 1975.678090 = -2485663.243053 nChanged 23 SP:Iteration 27Q (4101.360717 sec): 3 clusters Score: Raw -2487643.424288 + Penalty 1975.678090 = -2485667.746198 nChanged 18 SP:Iteration 28Q (4101.407008 sec): 3 clusters Score: Raw -2487646.704490 + Penalty 1975.678090 = -2485671.026400 nChanged 19 SP:Iteration 29Q (4101.452545 sec): 3 clusters Score: Raw -2487649.904320 + Penalty 1975.678090 = -2485674.226230 nChanged 16 SP:Iteration 30Q (4101.498148 sec): 3 clusters Score: Raw -2487651.990573 + Penalty 1975.678090 = -2485676.312483 nChanged 16 SP:Iteration 31Q (4101.544382 sec): 3 clusters Score: Raw -2487653.893969 + Penalty 1975.678090 = -2485678.215879 nChanged 11 SP:Iteration 32Q (4101.590244 sec): 3 clusters Score: Raw -2487655.685839 + Penalty 1975.678090 = -2485680.007749 nChanged 10 SP:Iteration 33Q (4101.636095 sec): 3 clusters Score: Raw -2487657.167834 + Penalty 1975.678090 = -2485681.489743 nChanged 12 SP:Iteration 34Q (4101.681333 sec): 3 clusters Score: Raw -2487659.260435 + Penalty 1975.678090 = -2485683.582345 nChanged 17 SP:Iteration 35Q (4101.727124 sec): 3 clusters Score: Raw -2487662.733588 + Penalty 1975.678090 = -2485687.055498 nChanged 20 SP:Iteration 36Q (4101.773067 sec): 3 clusters Score: Raw -2487666.816685 + Penalty 1975.678090 = -2485691.138595 nChanged 23 SP:Iteration 37Q (4101.818885 sec): 3 clusters Score: Raw -2487670.675381 + Penalty 1975.678090 = -2485694.997291 nChanged 13 SP:Iteration 38Q (4101.864257 sec): 3 clusters Score: Raw -2487672.973280 + Penalty 1975.678090 = -2485697.295190 nChanged 16 SP:Iteration 39Q (4101.945015 sec): 3 clusters Score: Raw -2487675.884980 + Penalty 1975.678090 = -2485700.206890 nChanged 10 SP:Iteration 40F (4102.036072 sec): 3 clusters Score: Raw -2487677.582113 + Penalty 1975.678090 = -2485701.904023 nChanged 14 SP:Iteration 41Q (4102.119857 sec): 3 clusters Score: Raw -2487679.675745 + Penalty 1975.678090 = -2485703.997655 nChanged 8 SP:Iteration 42Q (4102.207344 sec): 3 clusters Score: Raw -2487680.461105 + Penalty 1975.678090 = -2485704.783015 nChanged 5 SP:Iteration 43Q (4102.289510 sec): 3 clusters Score: Raw -2487681.184281 + Penalty 1975.678090 = -2485705.506191 nChanged 5 SP:Iteration 44Q (4102.384071 sec): 3 clusters Score: Raw -2487681.600468 + Penalty 1975.678090 = -2485705.922378 nChanged 2 SP:Iteration 45Q (4102.466469 sec): 3 clusters Score: Raw -2487681.897591 + Penalty 1975.678090 = -2485706.219501 nChanged 1 SP:Iteration 46Q (4102.548911 sec): 3 clusters Score: Raw -2487681.981585 + Penalty 1975.678090 = -2485706.303495 nChanged 0 SP:Iteration 47F (4102.637039 sec): 3 clusters Score: Raw -2487681.981585 + Penalty 1975.678090 = -2485706.303495 nChanged 0 Trying to split cluster 23 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4102.665733 sec): 2 clusters Score: Raw -97122.717192 + Penalty 689.482229 = -96433.234963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4102.715260 sec): 3 clusters Score: Raw -96471.724286 + Penalty 1378.964459 = -95092.759827 nChanged 533 SP:Iteration 1F (4102.761905 sec): 3 clusters Score: Raw -96812.080561 + Penalty 1378.964459 = -95433.116102 nChanged 103 SP:Iteration 2F (4102.808424 sec): 3 clusters Score: Raw -96887.000285 + Penalty 1378.964459 = -95508.035826 nChanged 73 SP:Iteration 3F (4102.846508 sec): 3 clusters Score: Raw -96948.557473 + Penalty 1378.964459 = -95569.593014 nChanged 55 SP:Iteration 4Q (4102.903247 sec): 3 clusters Score: Raw -96991.719176 + Penalty 1378.964459 = -95612.754717 nChanged 54 SP:Iteration 5Q (4102.937040 sec): 3 clusters Score: Raw -97026.005287 + Penalty 1378.964459 = -95647.040828 nChanged 37 SP:Iteration 6Q (4102.978694 sec): 3 clusters Score: Raw -97049.170963 + Penalty 1378.964459 = -95670.206504 nChanged 35 SP:Iteration 7Q (4103.018267 sec): 3 clusters Score: Raw -97073.311663 + Penalty 1378.964459 = -95694.347204 nChanged 36 SP:Iteration 8Q (4103.055754 sec): 3 clusters Score: Raw -97107.983880 + Penalty 1378.964459 = -95729.019421 nChanged 53 SP:Iteration 9Q (4103.105645 sec): 3 clusters Score: Raw -97162.501542 + Penalty 1378.964459 = -95783.537083 nChanged 53 SP:Iteration 10Q (4103.145957 sec): 3 clusters Score: Raw -97216.912002 + Penalty 1378.964459 = -95837.947543 nChanged 56 SP:Iteration 11Q (4103.197588 sec): 3 clusters Score: Raw -97265.824719 + Penalty 1378.964459 = -95886.860261 nChanged 49 SP:Iteration 12Q (4103.241495 sec): 3 clusters Score: Raw -97303.337387 + Penalty 1378.964459 = -95924.372929 nChanged 38 SP:Iteration 13Q (4103.288233 sec): 3 clusters Score: Raw -97331.554386 + Penalty 1378.964459 = -95952.589927 nChanged 29 SP:Iteration 14Q (4103.336032 sec): 3 clusters Score: Raw -97349.166427 + Penalty 1378.964459 = -95970.201968 nChanged 21 SP:Iteration 15Q (4103.382573 sec): 3 clusters Score: Raw -97360.689273 + Penalty 1378.964459 = -95981.724815 nChanged 14 SP:Iteration 16Q (4103.429816 sec): 3 clusters Score: Raw -97372.983506 + Penalty 1378.964459 = -95994.019048 nChanged 16 SP:Iteration 17Q (4103.472012 sec): 3 clusters Score: Raw -97384.146487 + Penalty 1378.964459 = -96005.182029 nChanged 17 SP:Iteration 18Q (4103.514097 sec): 3 clusters Score: Raw -97394.124833 + Penalty 1378.964459 = -96015.160374 nChanged 12 SP:Iteration 19Q (4103.555432 sec): 3 clusters Score: Raw -97402.299297 + Penalty 1378.964459 = -96023.334839 nChanged 9 SP:Iteration 20F (4103.600140 sec): 3 clusters Score: Raw -97406.944677 + Penalty 1378.964459 = -96027.980218 nChanged 7 SP:Iteration 21Q (4103.649956 sec): 3 clusters Score: Raw -97409.613869 + Penalty 1378.964459 = -96030.649410 nChanged 3 SP:Iteration 22Q (4103.697886 sec): 3 clusters Score: Raw -97410.759228 + Penalty 1378.964459 = -96031.794770 nChanged 5 SP:Iteration 23Q (4103.733127 sec): 3 clusters Score: Raw -97414.014319 + Penalty 1378.964459 = -96035.049860 nChanged 4 SP:Iteration 24Q (4103.783685 sec): 3 clusters Score: Raw -97415.276640 + Penalty 1378.964459 = -96036.312181 nChanged 5 SP:Iteration 25Q (4103.831185 sec): 3 clusters Score: Raw -97417.438569 + Penalty 1378.964459 = -96038.474110 nChanged 3 SP:Iteration 26Q (4103.869514 sec): 3 clusters Score: Raw -97418.227112 + Penalty 1378.964459 = -96039.262653 nChanged 2 SP:Iteration 27Q (4103.923766 sec): 3 clusters Score: Raw -97419.093687 + Penalty 1378.964459 = -96040.129228 nChanged 2 SP:Iteration 28Q (4103.941063 sec): 3 clusters Score: Raw -97419.467634 + Penalty 1378.964459 = -96040.503176 nChanged 1 SP:Iteration 29Q (4103.946884 sec): 3 clusters Score: Raw -97419.809666 + Penalty 1378.964459 = -96040.845207 nChanged 3 SP:Iteration 30Q (4103.952370 sec): 3 clusters Score: Raw -97421.767491 + Penalty 1378.964459 = -96042.803033 nChanged 3 SP:Iteration 31Q (4103.957833 sec): 3 clusters Score: Raw -97423.780605 + Penalty 1378.964459 = -96044.816147 nChanged 2 SP:Iteration 32Q (4103.963225 sec): 3 clusters Score: Raw -97424.861045 + Penalty 1378.964459 = -96045.896586 nChanged 2 SP:Iteration 33Q (4103.968697 sec): 3 clusters Score: Raw -97425.645362 + Penalty 1378.964459 = -96046.680903 nChanged 2 SP:Iteration 34Q (4103.974169 sec): 3 clusters Score: Raw -97426.201687 + Penalty 1378.964459 = -96047.237228 nChanged 1 SP:Iteration 35Q (4103.979627 sec): 3 clusters Score: Raw -97426.524933 + Penalty 1378.964459 = -96047.560474 nChanged 1 SP:Iteration 36Q (4103.985101 sec): 3 clusters Score: Raw -97426.885235 + Penalty 1378.964459 = -96047.920777 nChanged 0 SP:Iteration 37F (4103.990546 sec): 3 clusters Score: Raw -97426.885235 + Penalty 1378.964459 = -96047.920777 nChanged 0 Trying to split cluster 24 (3541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4104.024339 sec): 2 clusters Score: Raw -260213.169607 + Penalty 776.355623 = -259436.813984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4104.034875 sec): 3 clusters Score: Raw -258282.755653 + Penalty 1552.711246 = -256730.044407 nChanged 1474 SP:Iteration 1F (4104.047924 sec): 3 clusters Score: Raw -259131.772521 + Penalty 1552.711246 = -257579.061275 nChanged 260 SP:Iteration 2F (4104.060845 sec): 3 clusters Score: Raw -259277.720350 + Penalty 1552.711246 = -257725.009105 nChanged 190 SP:Iteration 3F (4104.073470 sec): 3 clusters Score: Raw -259387.376963 + Penalty 1552.711246 = -257834.665717 nChanged 164 SP:Iteration 4Q (4104.086328 sec): 3 clusters Score: Raw -259465.799127 + Penalty 1552.711246 = -257913.087881 nChanged 144 SP:Iteration 5Q (4104.099180 sec): 3 clusters Score: Raw -259521.787538 + Penalty 1552.711246 = -257969.076292 nChanged 118 SP:Iteration 6Q (4104.112032 sec): 3 clusters Score: Raw -259578.859030 + Penalty 1552.711246 = -258026.147784 nChanged 127 SP:Iteration 7Q (4104.124804 sec): 3 clusters Score: Raw -259647.881490 + Penalty 1552.711246 = -258095.170244 nChanged 123 SP:Iteration 8Q (4104.137634 sec): 3 clusters Score: Raw -259717.644226 + Penalty 1552.711246 = -258164.932980 nChanged 132 SP:Iteration 9Q (4104.150328 sec): 3 clusters Score: Raw -259785.434586 + Penalty 1552.711246 = -258232.723340 nChanged 102 SP:Iteration 10Q (4104.163137 sec): 3 clusters Score: Raw -259840.150773 + Penalty 1552.711246 = -258287.439528 nChanged 78 SP:Iteration 11Q (4104.189130 sec): 3 clusters Score: Raw -259886.439867 + Penalty 1552.711246 = -258333.728621 nChanged 79 SP:Iteration 12Q (4104.202267 sec): 3 clusters Score: Raw -259942.081482 + Penalty 1552.711246 = -258389.370236 nChanged 76 SP:Iteration 13Q (4104.215010 sec): 3 clusters Score: Raw -260013.458290 + Penalty 1552.711246 = -258460.747044 nChanged 94 SP:Iteration 14Q (4104.227678 sec): 3 clusters Score: Raw -260102.796706 + Penalty 1552.711246 = -258550.085460 nChanged 96 SP:Iteration 15Q (4104.240282 sec): 3 clusters Score: Raw -260194.397648 + Penalty 1552.711246 = -258641.686402 nChanged 95 SP:Iteration 16Q (4104.252818 sec): 3 clusters Score: Raw -260270.064926 + Penalty 1552.711246 = -258717.353681 nChanged 87 SP:Iteration 17Q (4104.265137 sec): 3 clusters Score: Raw -260342.760180 + Penalty 1552.711246 = -258790.048934 nChanged 65 SP:Iteration 18Q (4104.277413 sec): 3 clusters Score: Raw -260391.140835 + Penalty 1552.711246 = -258838.429589 nChanged 61 SP:Iteration 19Q (4104.290575 sec): 3 clusters Score: Raw -260431.993523 + Penalty 1552.711246 = -258879.282277 nChanged 40 SP:Iteration 20F (4104.303654 sec): 3 clusters Score: Raw -260456.220092 + Penalty 1552.711246 = -258903.508847 nChanged 34 SP:Iteration 21Q (4104.316022 sec): 3 clusters Score: Raw -260480.049181 + Penalty 1552.711246 = -258927.337935 nChanged 38 SP:Iteration 22Q (4104.328386 sec): 3 clusters Score: Raw -260494.902653 + Penalty 1552.711246 = -258942.191407 nChanged 20 SP:Iteration 23Q (4104.340594 sec): 3 clusters Score: Raw -260503.084803 + Penalty 1552.711246 = -258950.373557 nChanged 20 SP:Iteration 24Q (4104.352896 sec): 3 clusters Score: Raw -260511.094328 + Penalty 1552.711246 = -258958.383082 nChanged 11 SP:Iteration 25Q (4104.375619 sec): 3 clusters Score: Raw -260515.279501 + Penalty 1552.711246 = -258962.568255 nChanged 6 SP:Iteration 26Q (4104.389153 sec): 3 clusters Score: Raw -260517.202739 + Penalty 1552.711246 = -258964.491493 nChanged 13 SP:Iteration 27Q (4104.401488 sec): 3 clusters Score: Raw -260522.190104 + Penalty 1552.711246 = -258969.478858 nChanged 8 SP:Iteration 28Q (4104.413704 sec): 3 clusters Score: Raw -260523.454564 + Penalty 1552.711246 = -258970.743318 nChanged 6 SP:Iteration 29Q (4104.425866 sec): 3 clusters Score: Raw -260524.682679 + Penalty 1552.711246 = -258971.971433 nChanged 8 SP:Iteration 30Q (4104.438160 sec): 3 clusters Score: Raw -260526.788429 + Penalty 1552.711246 = -258974.077183 nChanged 4 SP:Iteration 31Q (4104.450481 sec): 3 clusters Score: Raw -260528.518023 + Penalty 1552.711246 = -258975.806777 nChanged 3 SP:Iteration 32Q (4104.462657 sec): 3 clusters Score: Raw -260529.023693 + Penalty 1552.711246 = -258976.312447 nChanged 1 SP:Iteration 33Q (4104.477010 sec): 3 clusters Score: Raw -260530.148740 + Penalty 1552.711246 = -258977.437494 nChanged 2 SP:Iteration 34Q (4104.489748 sec): 3 clusters Score: Raw -260530.801019 + Penalty 1552.711246 = -258978.089773 nChanged 2 SP:Iteration 35Q (4104.502057 sec): 3 clusters Score: Raw -260531.043785 + Penalty 1552.711246 = -258978.332539 nChanged 1 SP:Iteration 36Q (4104.514259 sec): 3 clusters Score: Raw -260531.709819 + Penalty 1552.711246 = -258978.998573 nChanged 2 SP:Iteration 37Q (4104.526566 sec): 3 clusters Score: Raw -260532.787087 + Penalty 1552.711246 = -258980.075841 nChanged 5 SP:Iteration 38Q (4104.538836 sec): 3 clusters Score: Raw -260535.162889 + Penalty 1552.711246 = -258982.451643 nChanged 7 SP:Iteration 39Q (4104.551133 sec): 3 clusters Score: Raw -260539.298489 + Penalty 1552.711246 = -258986.587243 nChanged 10 SP:Iteration 40F (4104.563840 sec): 3 clusters Score: Raw -260543.096167 + Penalty 1552.711246 = -258990.384921 nChanged 11 SP:Iteration 41Q (4104.576944 sec): 3 clusters Score: Raw -260546.308261 + Penalty 1552.711246 = -258993.597015 nChanged 5 SP:Iteration 42Q (4104.589602 sec): 3 clusters Score: Raw -260547.747905 + Penalty 1552.711246 = -258995.036659 nChanged 4 SP:Iteration 43Q (4104.601907 sec): 3 clusters Score: Raw -260549.107740 + Penalty 1552.711246 = -258996.396494 nChanged 3 SP:Iteration 44Q (4104.614242 sec): 3 clusters Score: Raw -260550.270615 + Penalty 1552.711246 = -258997.559369 nChanged 2 SP:Iteration 45Q (4104.626518 sec): 3 clusters Score: Raw -260550.625706 + Penalty 1552.711246 = -258997.914461 nChanged 2 SP:Iteration 46Q (4104.638692 sec): 3 clusters Score: Raw -260551.041647 + Penalty 1552.711246 = -258998.330401 nChanged 1 SP:Iteration 47Q (4104.650855 sec): 3 clusters Score: Raw -260551.189451 + Penalty 1552.711246 = -258998.478206 nChanged 0 SP:Iteration 48F (4104.663575 sec): 3 clusters Score: Raw -260551.189451 + Penalty 1552.711246 = -258998.478206 nChanged 0 Iteration 259Q (4107.411739 sec): 25 clusters Score: Raw -25401363.839942 + Penalty 29149.392721 = -25372214.447221 nChanged 70 Iteration 260F (4111.637479 sec): 25 clusters Score: Raw -25401365.562898 + Penalty 29149.392721 = -25372216.170177 nChanged 73 Iteration 261Q (4114.027223 sec): 25 clusters Score: Raw -25401367.430652 + Penalty 29149.392721 = -25372218.037931 nChanged 73 Iteration 262Q (4116.729385 sec): 25 clusters Score: Raw -25401369.520667 + Penalty 29149.392721 = -25372220.127947 nChanged 72 Iteration 263Q (4119.210161 sec): 25 clusters Score: Raw -25401371.212575 + Penalty 29149.392721 = -25372221.819855 nChanged 61 Iteration 264Q (4121.789713 sec): 25 clusters Score: Raw -25401372.420242 + Penalty 29149.392721 = -25372223.027521 nChanged 64 Iteration 265Q (4124.367769 sec): 25 clusters Score: Raw -25401373.730129 + Penalty 29149.392721 = -25372224.337408 nChanged 64 Iteration 266Q (4126.844192 sec): 25 clusters Score: Raw -25401374.945786 + Penalty 29149.392721 = -25372225.553065 nChanged 62 Iteration 267Q (4129.440681 sec): 25 clusters Score: Raw -25401376.373812 + Penalty 29149.392721 = -25372226.981091 nChanged 65 Iteration 268Q (4132.043057 sec): 25 clusters Score: Raw -25401377.636901 + Penalty 29149.392721 = -25372228.244180 nChanged 58 Iteration 269Q (4134.473296 sec): 25 clusters Score: Raw -25401378.838395 + Penalty 29149.392721 = -25372229.445674 nChanged 55 Iteration 270Q (4137.114318 sec): 25 clusters Score: Raw -25401379.741157 + Penalty 29149.392721 = -25372230.348436 nChanged 46 Iteration 271Q (4139.539108 sec): 25 clusters Score: Raw -25401380.965477 + Penalty 29149.392721 = -25372231.572756 nChanged 58 Iteration 272Q (4141.966934 sec): 25 clusters Score: Raw -25401382.464243 + Penalty 29149.392721 = -25372233.071523 nChanged 57 Iteration 273Q (4144.457049 sec): 25 clusters Score: Raw -25401383.981280 + Penalty 29149.392721 = -25372234.588559 nChanged 57 Iteration 274Q (4146.977414 sec): 25 clusters Score: Raw -25401385.404217 + Penalty 29149.392721 = -25372236.011496 nChanged 50 Iteration 275Q (4149.482511 sec): 25 clusters Score: Raw -25401386.414275 + Penalty 29149.392721 = -25372237.021554 nChanged 40 Iteration 276Q (4151.919308 sec): 25 clusters Score: Raw -25401387.535898 + Penalty 29149.392721 = -25372238.143177 nChanged 54 Iteration 277Q (4154.439896 sec): 25 clusters Score: Raw -25401388.933194 + Penalty 29149.392721 = -25372239.540473 nChanged 53 Iteration 278Q (4157.131114 sec): 25 clusters Score: Raw -25401390.377830 + Penalty 29149.392721 = -25372240.985110 nChanged 59 Iteration 279Q (4159.527641 sec): 25 clusters Score: Raw -25401391.842072 + Penalty 29149.392721 = -25372242.449351 nChanged 66 Iteration 280F (4163.830120 sec): 25 clusters Score: Raw -25401393.224065 + Penalty 29149.392721 = -25372243.831344 nChanged 54 Iteration 281Q (4166.266282 sec): 25 clusters Score: Raw -25401394.451593 + Penalty 29149.392721 = -25372245.058872 nChanged 57 Iteration 282Q (4168.690269 sec): 25 clusters Score: Raw -25401395.437774 + Penalty 29149.392721 = -25372246.045053 nChanged 52 Iteration 283Q (4171.159570 sec): 25 clusters Score: Raw -25401396.228045 + Penalty 29149.392721 = -25372246.835324 nChanged 38 Iteration 284Q (4173.614044 sec): 25 clusters Score: Raw -25401396.873201 + Penalty 29149.392721 = -25372247.480480 nChanged 51 Iteration 285Q (4176.070910 sec): 25 clusters Score: Raw -25401397.769687 + Penalty 29149.392721 = -25372248.376967 nChanged 52 Iteration 286Q (4178.539268 sec): 25 clusters Score: Raw -25401398.618187 + Penalty 29149.392721 = -25372249.225466 nChanged 45 Iteration 287Q (4180.976055 sec): 25 clusters Score: Raw -25401399.345961 + Penalty 29149.392721 = -25372249.953240 nChanged 37 Iteration 288Q (4183.473651 sec): 25 clusters Score: Raw -25401399.907392 + Penalty 29149.392721 = -25372250.514671 nChanged 25 Iteration 289Q (4185.972276 sec): 25 clusters Score: Raw -25401400.395604 + Penalty 29149.392721 = -25372251.002883 nChanged 33 Iteration 290Q (4188.374578 sec): 25 clusters Score: Raw -25401400.968051 + Penalty 29149.392721 = -25372251.575330 nChanged 33 Iteration 291Q (4190.806679 sec): 25 clusters Score: Raw -25401401.799217 + Penalty 29149.392721 = -25372252.406496 nChanged 37 Iteration 292Q (4193.238611 sec): 25 clusters Score: Raw -25401402.558857 + Penalty 29149.392721 = -25372253.166136 nChanged 34 Iteration 293Q (4195.677567 sec): 25 clusters Score: Raw -25401403.365873 + Penalty 29149.392721 = -25372253.973153 nChanged 37 Iteration 294Q (4198.130112 sec): 25 clusters Score: Raw -25401404.010428 + Penalty 29149.392721 = -25372254.617707 nChanged 32 Iteration 295Q (4200.599748 sec): 25 clusters Score: Raw -25401404.717702 + Penalty 29149.392721 = -25372255.324981 nChanged 34 Iteration 296Q (4203.092513 sec): 25 clusters Score: Raw -25401405.471427 + Penalty 29149.392721 = -25372256.078706 nChanged 28 Iteration 297Q (4205.579201 sec): 25 clusters Score: Raw -25401406.048962 + Penalty 29149.392721 = -25372256.656241 nChanged 23 Iteration 298Q (4208.106242 sec): 25 clusters Score: Raw -25401406.436602 + Penalty 29149.392721 = -25372257.043881 nChanged 25 Writing temp clu file Because OldScore, -25372256.656241, is greater than current (better) Score,-25372257.043881 Compute initial score before splitting: Score: Raw -25401406.436602 + Penalty 29149.392721 = -25372257.043881 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4208.209224 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4208.250464 sec): 3 clusters Score: Raw -170957.853369 + Penalty 1457.912393 = -169499.940976 nChanged 850 SP:Iteration 1F (4208.288752 sec): 3 clusters Score: Raw -171467.331887 + Penalty 1457.912393 = -170009.419494 nChanged 187 SP:Iteration 2F (4208.327127 sec): 3 clusters Score: Raw -171598.443436 + Penalty 1457.912393 = -170140.531043 nChanged 122 SP:Iteration 3F (4208.371566 sec): 3 clusters Score: Raw -171672.205858 + Penalty 1457.912393 = -170214.293465 nChanged 98 SP:Iteration 4Q (4208.414651 sec): 3 clusters Score: Raw -171740.276986 + Penalty 1457.912393 = -170282.364593 nChanged 94 SP:Iteration 5Q (4208.454497 sec): 3 clusters Score: Raw -171814.552674 + Penalty 1457.912393 = -170356.640281 nChanged 95 SP:Iteration 6Q (4208.501005 sec): 3 clusters Score: Raw -171878.868968 + Penalty 1457.912393 = -170420.956575 nChanged 91 SP:Iteration 7Q (4208.543229 sec): 3 clusters Score: Raw -171957.386750 + Penalty 1457.912393 = -170499.474357 nChanged 90 SP:Iteration 8Q (4208.593884 sec): 3 clusters Score: Raw -172023.303712 + Penalty 1457.912393 = -170565.391319 nChanged 62 SP:Iteration 9Q (4208.634925 sec): 3 clusters Score: Raw -172066.292115 + Penalty 1457.912393 = -170608.379722 nChanged 61 SP:Iteration 10Q (4208.677230 sec): 3 clusters Score: Raw -172100.489226 + Penalty 1457.912393 = -170642.576833 nChanged 33 SP:Iteration 11Q (4208.723582 sec): 3 clusters Score: Raw -172117.356095 + Penalty 1457.912393 = -170659.443702 nChanged 29 SP:Iteration 12Q (4208.786290 sec): 3 clusters Score: Raw -172129.842485 + Penalty 1457.912393 = -170671.930092 nChanged 28 SP:Iteration 13Q (4208.825694 sec): 3 clusters Score: Raw -172144.463997 + Penalty 1457.912393 = -170686.551604 nChanged 29 SP:Iteration 14Q (4208.877016 sec): 3 clusters Score: Raw -172163.905825 + Penalty 1457.912393 = -170705.993432 nChanged 32 SP:Iteration 15Q (4208.941931 sec): 3 clusters Score: Raw -172189.658879 + Penalty 1457.912393 = -170731.746486 nChanged 32 SP:Iteration 16Q (4208.994657 sec): 3 clusters Score: Raw -172212.973841 + Penalty 1457.912393 = -170755.061448 nChanged 24 SP:Iteration 17Q (4209.006085 sec): 3 clusters Score: Raw -172227.589905 + Penalty 1457.912393 = -170769.677512 nChanged 21 SP:Iteration 18Q (4209.011379 sec): 3 clusters Score: Raw -172236.540052 + Penalty 1457.912393 = -170778.627659 nChanged 10 SP:Iteration 19Q (4209.019457 sec): 3 clusters Score: Raw -172239.404122 + Penalty 1457.912393 = -170781.491729 nChanged 8 SP:Iteration 20F (4209.027391 sec): 3 clusters Score: Raw -172242.981260 + Penalty 1457.912393 = -170785.068867 nChanged 8 SP:Iteration 21Q (4209.035159 sec): 3 clusters Score: Raw -172244.632897 + Penalty 1457.912393 = -170786.720504 nChanged 3 SP:Iteration 22Q (4209.042900 sec): 3 clusters Score: Raw -172245.538598 + Penalty 1457.912393 = -170787.626205 nChanged 0 SP:Iteration 23F (4209.050870 sec): 3 clusters Score: Raw -172245.538598 + Penalty 1457.912393 = -170787.626205 nChanged 0 Trying to split cluster 2 (27818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4209.090192 sec): 2 clusters Score: Raw -2042320.533984 + Penalty 972.176664 = -2041348.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4209.174655 sec): 3 clusters Score: Raw -2024828.862636 + Penalty 1944.353329 = -2022884.509307 nChanged 12869 SP:Iteration 1F (4209.249913 sec): 3 clusters Score: Raw -2032251.887716 + Penalty 1944.353329 = -2030307.534388 nChanged 1280 SP:Iteration 2Q (4209.313831 sec): 3 clusters Score: Raw -2032737.332420 + Penalty 1944.353329 = -2030792.979092 nChanged 1357 SP:Iteration 3Q (4209.389102 sec): 3 clusters Score: Raw -2033304.501584 + Penalty 1944.353329 = -2031360.148256 nChanged 1377 SP:Iteration 4Q (4209.453476 sec): 3 clusters Score: Raw -2034024.874265 + Penalty 1944.353329 = -2032080.520936 nChanged 1555 SP:Iteration 5F (4209.535775 sec): 3 clusters Score: Raw -2035009.517271 + Penalty 1944.353329 = -2033065.163943 nChanged 1665 SP:Iteration 6F (4209.613281 sec): 3 clusters Score: Raw -2036212.213303 + Penalty 1944.353329 = -2034267.859975 nChanged 1714 SP:Iteration 7F (4209.694230 sec): 3 clusters Score: Raw -2037385.427295 + Penalty 1944.353329 = -2035441.073966 nChanged 1488 SP:Iteration 8F (4209.760765 sec): 3 clusters Score: Raw -2038171.779606 + Penalty 1944.353329 = -2036227.426278 nChanged 1007 SP:Iteration 9Q (4209.847994 sec): 3 clusters Score: Raw -2038539.267884 + Penalty 1944.353329 = -2036594.914555 nChanged 643 SP:Iteration 10Q (4209.903213 sec): 3 clusters Score: Raw -2038735.973596 + Penalty 1944.353329 = -2036791.620267 nChanged 481 SP:Iteration 11Q (4209.985137 sec): 3 clusters Score: Raw -2038869.142541 + Penalty 1944.353329 = -2036924.789212 nChanged 421 SP:Iteration 12Q (4210.061603 sec): 3 clusters Score: Raw -2038978.705277 + Penalty 1944.353329 = -2037034.351948 nChanged 370 SP:Iteration 13Q (4210.136939 sec): 3 clusters Score: Raw -2039074.428244 + Penalty 1944.353329 = -2037130.074915 nChanged 371 SP:Iteration 14Q (4210.217891 sec): 3 clusters Score: Raw -2039170.946895 + Penalty 1944.353329 = -2037226.593567 nChanged 360 SP:Iteration 15Q (4210.266584 sec): 3 clusters Score: Raw -2039264.447963 + Penalty 1944.353329 = -2037320.094634 nChanged 379 SP:Iteration 16Q (4210.354778 sec): 3 clusters Score: Raw -2039367.115025 + Penalty 1944.353329 = -2037422.761696 nChanged 405 SP:Iteration 17Q (4210.427434 sec): 3 clusters Score: Raw -2039484.468382 + Penalty 1944.353329 = -2037540.115054 nChanged 415 SP:Iteration 18Q (4210.501966 sec): 3 clusters Score: Raw -2039595.888447 + Penalty 1944.353329 = -2037651.535118 nChanged 426 SP:Iteration 19Q (4210.580388 sec): 3 clusters Score: Raw -2039712.525555 + Penalty 1944.353329 = -2037768.172227 nChanged 397 SP:Iteration 20F (4210.658454 sec): 3 clusters Score: Raw -2039821.103868 + Penalty 1944.353329 = -2037876.750539 nChanged 365 SP:Iteration 21Q (4210.730637 sec): 3 clusters Score: Raw -2039919.508443 + Penalty 1944.353329 = -2037975.155114 nChanged 352 SP:Iteration 22Q (4210.813678 sec): 3 clusters Score: Raw -2040012.708657 + Penalty 1944.353329 = -2038068.355329 nChanged 352 SP:Iteration 23Q (4210.881407 sec): 3 clusters Score: Raw -2040111.870132 + Penalty 1944.353329 = -2038167.516803 nChanged 364 SP:Iteration 24Q (4210.963265 sec): 3 clusters Score: Raw -2040226.419299 + Penalty 1944.353329 = -2038282.065970 nChanged 380 SP:Iteration 25Q (4211.041421 sec): 3 clusters Score: Raw -2040350.576430 + Penalty 1944.353329 = -2038406.223101 nChanged 383 SP:Iteration 26Q (4211.115331 sec): 3 clusters Score: Raw -2040484.928885 + Penalty 1944.353329 = -2038540.575556 nChanged 414 SP:Iteration 27Q (4211.179918 sec): 3 clusters Score: Raw -2040631.128985 + Penalty 1944.353329 = -2038686.775656 nChanged 367 SP:Iteration 28Q (4211.252314 sec): 3 clusters Score: Raw -2040756.137645 + Penalty 1944.353329 = -2038811.784316 nChanged 346 SP:Iteration 29Q (4211.335193 sec): 3 clusters Score: Raw -2040878.065493 + Penalty 1944.353329 = -2038933.712165 nChanged 356 SP:Iteration 30Q (4211.416048 sec): 3 clusters Score: Raw -2041023.009570 + Penalty 1944.353329 = -2039078.656241 nChanged 361 SP:Iteration 31Q (4211.485417 sec): 3 clusters Score: Raw -2041176.607768 + Penalty 1944.353329 = -2039232.254439 nChanged 378 SP:Iteration 32Q (4211.565484 sec): 3 clusters Score: Raw -2041326.287644 + Penalty 1944.353329 = -2039381.934316 nChanged 368 SP:Iteration 33Q (4211.644572 sec): 3 clusters Score: Raw -2041487.628187 + Penalty 1944.353329 = -2039543.274858 nChanged 358 SP:Iteration 34Q (4211.716790 sec): 3 clusters Score: Raw -2041639.012172 + Penalty 1944.353329 = -2039694.658843 nChanged 341 SP:Iteration 35Q (4211.790353 sec): 3 clusters Score: Raw -2041782.847098 + Penalty 1944.353329 = -2039838.493769 nChanged 317 SP:Iteration 36Q (4211.862309 sec): 3 clusters Score: Raw -2041920.766022 + Penalty 1944.353329 = -2039976.412693 nChanged 303 SP:Iteration 37Q (4211.943477 sec): 3 clusters Score: Raw -2042056.673753 + Penalty 1944.353329 = -2040112.320424 nChanged 291 SP:Iteration 38Q (4212.017051 sec): 3 clusters Score: Raw -2042209.895994 + Penalty 1944.353329 = -2040265.542665 nChanged 274 SP:Iteration 39Q (4212.098125 sec): 3 clusters Score: Raw -2042359.485252 + Penalty 1944.353329 = -2040415.131923 nChanged 253 SP:Iteration 40F (4212.170351 sec): 3 clusters Score: Raw -2042504.446018 + Penalty 1944.353329 = -2040560.092690 nChanged 239 SP:Iteration 41Q (4212.241747 sec): 3 clusters Score: Raw -2042645.772301 + Penalty 1944.353329 = -2040701.418972 nChanged 238 SP:Iteration 42Q (4212.317910 sec): 3 clusters Score: Raw -2042770.899094 + Penalty 1944.353329 = -2040826.545766 nChanged 215 SP:Iteration 43Q (4212.385765 sec): 3 clusters Score: Raw -2042878.421318 + Penalty 1944.353329 = -2040934.067989 nChanged 171 SP:Iteration 44Q (4212.465937 sec): 3 clusters Score: Raw -2042940.820234 + Penalty 1944.353329 = -2040996.466906 nChanged 134 SP:Iteration 45Q (4212.537601 sec): 3 clusters Score: Raw -2042979.248983 + Penalty 1944.353329 = -2041034.895654 nChanged 130 SP:Iteration 46Q (4212.605000 sec): 3 clusters Score: Raw -2043009.710321 + Penalty 1944.353329 = -2041065.356992 nChanged 102 SP:Iteration 47Q (4212.683389 sec): 3 clusters Score: Raw -2043035.291951 + Penalty 1944.353329 = -2041090.938622 nChanged 98 SP:Iteration 48Q (4212.742795 sec): 3 clusters Score: Raw -2043057.628164 + Penalty 1944.353329 = -2041113.274836 nChanged 92 SP:Iteration 49Q (4212.818069 sec): 3 clusters Score: Raw -2043075.472274 + Penalty 1944.353329 = -2041131.118946 nChanged 70 SP:Iteration 50Q (4212.901948 sec): 3 clusters Score: Raw -2043086.708990 + Penalty 1944.353329 = -2041142.355661 nChanged 52 SP:Iteration 51Q (4212.973887 sec): 3 clusters Score: Raw -2043093.072786 + Penalty 1944.353329 = -2041148.719457 nChanged 31 SP:Iteration 52Q (4213.041254 sec): 3 clusters Score: Raw -2043096.191789 + Penalty 1944.353329 = -2041151.838460 nChanged 22 SP:Iteration 53Q (4213.117581 sec): 3 clusters Score: Raw -2043098.596571 + Penalty 1944.353329 = -2041154.243242 nChanged 21 SP:Iteration 54Q (4213.183338 sec): 3 clusters Score: Raw -2043100.280738 + Penalty 1944.353329 = -2041155.927410 nChanged 15 SP:Iteration 55Q (4213.250740 sec): 3 clusters Score: Raw -2043101.475622 + Penalty 1944.353329 = -2041157.122293 nChanged 18 SP:Iteration 56Q (4213.325164 sec): 3 clusters Score: Raw -2043102.842891 + Penalty 1944.353329 = -2041158.489562 nChanged 19 SP:Iteration 57Q (4213.402470 sec): 3 clusters Score: Raw -2043103.982107 + Penalty 1944.353329 = -2041159.628778 nChanged 14 SP:Iteration 58Q (4213.475848 sec): 3 clusters Score: Raw -2043105.079724 + Penalty 1944.353329 = -2041160.726396 nChanged 6 SP:Iteration 59Q (4213.551701 sec): 3 clusters Score: Raw -2043105.365971 + Penalty 1944.353329 = -2041161.012642 nChanged 6 SP:Iteration 60F (4213.618799 sec): 3 clusters Score: Raw -2043105.692788 + Penalty 1944.353329 = -2041161.339459 nChanged 7 SP:Iteration 61Q (4213.693499 sec): 3 clusters Score: Raw -2043106.108508 + Penalty 1944.353329 = -2041161.755179 nChanged 4 SP:Iteration 62Q (4213.772121 sec): 3 clusters Score: Raw -2043106.415551 + Penalty 1944.353329 = -2041162.062223 nChanged 7 SP:Iteration 63Q (4213.835360 sec): 3 clusters Score: Raw -2043106.805949 + Penalty 1944.353329 = -2041162.452620 nChanged 5 SP:Iteration 64Q (4213.906906 sec): 3 clusters Score: Raw -2043106.990385 + Penalty 1944.353329 = -2041162.637056 nChanged 3 SP:Iteration 65Q (4213.990222 sec): 3 clusters Score: Raw -2043107.088150 + Penalty 1944.353329 = -2041162.734822 nChanged 3 SP:Iteration 66Q (4214.050567 sec): 3 clusters Score: Raw -2043107.281837 + Penalty 1944.353329 = -2041162.928509 nChanged 4 SP:Iteration 67Q (4214.117181 sec): 3 clusters Score: Raw -2043107.513039 + Penalty 1944.353329 = -2041163.159710 nChanged 5 SP:Iteration 68Q (4214.180482 sec): 3 clusters Score: Raw -2043107.837792 + Penalty 1944.353329 = -2041163.484463 nChanged 6 SP:Iteration 69Q (4214.261459 sec): 3 clusters Score: Raw -2043108.124077 + Penalty 1944.353329 = -2041163.770748 nChanged 1 SP:Iteration 70Q (4214.341622 sec): 3 clusters Score: Raw -2043108.150540 + Penalty 1944.353329 = -2041163.797211 nChanged 1 SP:Iteration 71Q (4214.401555 sec): 3 clusters Score: Raw -2043108.300617 + Penalty 1944.353329 = -2041163.947288 nChanged 3 SP:Iteration 72Q (4214.477293 sec): 3 clusters Score: Raw -2043108.403677 + Penalty 1944.353329 = -2041164.050348 nChanged 1 SP:Iteration 73Q (4214.551273 sec): 3 clusters Score: Raw -2043108.469353 + Penalty 1944.353329 = -2041164.116024 nChanged 1 SP:Iteration 74Q (4214.620168 sec): 3 clusters Score: Raw -2043108.541736 + Penalty 1944.353329 = -2041164.188407 nChanged 1 SP:Iteration 75Q (4214.692958 sec): 3 clusters Score: Raw -2043108.584597 + Penalty 1944.353329 = -2041164.231268 nChanged 2 SP:Iteration 76Q (4214.742188 sec): 3 clusters Score: Raw -2043108.766574 + Penalty 1944.353329 = -2041164.413245 nChanged 1 SP:Iteration 77Q (4214.819795 sec): 3 clusters Score: Raw -2043108.860776 + Penalty 1944.353329 = -2041164.507447 nChanged 1 SP:Iteration 78Q (4214.890060 sec): 3 clusters Score: Raw -2043108.877382 + Penalty 1944.353329 = -2041164.524053 nChanged 0 SP:Iteration 79F (4214.960352 sec): 3 clusters Score: Raw -2043108.877382 + Penalty 1944.353329 = -2041164.524053 nChanged 0 Trying to split cluster 3 (5022 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4214.987216 sec): 2 clusters Score: Raw -375063.798823 + Penalty 809.550436 = -374254.248386 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4215.031369 sec): 3 clusters Score: Raw -372275.073806 + Penalty 1619.100873 = -370655.972934 nChanged 2188 SP:Iteration 1F (4215.084496 sec): 3 clusters Score: Raw -373471.683668 + Penalty 1619.100873 = -371852.582795 nChanged 386 SP:Iteration 2F (4215.132683 sec): 3 clusters Score: Raw -373673.488931 + Penalty 1619.100873 = -372054.388059 nChanged 290 SP:Iteration 3F (4215.168896 sec): 3 clusters Score: Raw -373825.059345 + Penalty 1619.100873 = -372205.958472 nChanged 244 SP:Iteration 4Q (4215.233215 sec): 3 clusters Score: Raw -373948.754946 + Penalty 1619.100873 = -372329.654074 nChanged 211 SP:Iteration 5Q (4215.274954 sec): 3 clusters Score: Raw -374078.096916 + Penalty 1619.100873 = -372458.996043 nChanged 210 SP:Iteration 6Q (4215.328625 sec): 3 clusters Score: Raw -374220.340854 + Penalty 1619.100873 = -372601.239981 nChanged 198 SP:Iteration 7Q (4215.367579 sec): 3 clusters Score: Raw -374375.534999 + Penalty 1619.100873 = -372756.434126 nChanged 198 SP:Iteration 8Q (4215.421148 sec): 3 clusters Score: Raw -374562.085637 + Penalty 1619.100873 = -372942.984764 nChanged 185 SP:Iteration 9Q (4215.468107 sec): 3 clusters Score: Raw -374742.546032 + Penalty 1619.100873 = -373123.445159 nChanged 175 SP:Iteration 10Q (4215.508868 sec): 3 clusters Score: Raw -374882.366255 + Penalty 1619.100873 = -373263.265382 nChanged 135 SP:Iteration 11Q (4215.562120 sec): 3 clusters Score: Raw -374958.104722 + Penalty 1619.100873 = -373339.003849 nChanged 80 SP:Iteration 12Q (4215.613782 sec): 3 clusters Score: Raw -374994.703575 + Penalty 1619.100873 = -373375.602703 nChanged 45 SP:Iteration 13Q (4215.653089 sec): 3 clusters Score: Raw -375016.095213 + Penalty 1619.100873 = -373396.994341 nChanged 40 SP:Iteration 14Q (4215.699724 sec): 3 clusters Score: Raw -375034.254349 + Penalty 1619.100873 = -373415.153476 nChanged 31 SP:Iteration 15Q (4215.754921 sec): 3 clusters Score: Raw -375047.086038 + Penalty 1619.100873 = -373427.985166 nChanged 35 SP:Iteration 16Q (4215.810808 sec): 3 clusters Score: Raw -375059.070094 + Penalty 1619.100873 = -373439.969222 nChanged 26 SP:Iteration 17Q (4215.853825 sec): 3 clusters Score: Raw -375067.990524 + Penalty 1619.100873 = -373448.889651 nChanged 19 SP:Iteration 18Q (4215.906077 sec): 3 clusters Score: Raw -375073.987210 + Penalty 1619.100873 = -373454.886337 nChanged 18 SP:Iteration 19Q (4215.952582 sec): 3 clusters Score: Raw -375081.747502 + Penalty 1619.100873 = -373462.646629 nChanged 24 SP:Iteration 20F (4216.002475 sec): 3 clusters Score: Raw -375093.047928 + Penalty 1619.100873 = -373473.947056 nChanged 19 SP:Iteration 21Q (4216.049023 sec): 3 clusters Score: Raw -375100.315464 + Penalty 1619.100873 = -373481.214592 nChanged 16 SP:Iteration 22Q (4216.088599 sec): 3 clusters Score: Raw -375104.681002 + Penalty 1619.100873 = -373485.580129 nChanged 6 SP:Iteration 23Q (4216.141027 sec): 3 clusters Score: Raw -375105.823867 + Penalty 1619.100873 = -373486.722995 nChanged 3 SP:Iteration 24Q (4216.193803 sec): 3 clusters Score: Raw -375106.493291 + Penalty 1619.100873 = -373487.392418 nChanged 2 SP:Iteration 25Q (4216.232292 sec): 3 clusters Score: Raw -375106.777299 + Penalty 1619.100873 = -373487.676427 nChanged 3 SP:Iteration 26Q (4216.249557 sec): 3 clusters Score: Raw -375107.153229 + Penalty 1619.100873 = -373488.052356 nChanged 2 SP:Iteration 27Q (4216.266340 sec): 3 clusters Score: Raw -375107.553094 + Penalty 1619.100873 = -373488.452221 nChanged 4 SP:Iteration 28Q (4216.283346 sec): 3 clusters Score: Raw -375108.119929 + Penalty 1619.100873 = -373489.019056 nChanged 6 SP:Iteration 29Q (4216.300169 sec): 3 clusters Score: Raw -375110.491262 + Penalty 1619.100873 = -373491.390390 nChanged 10 SP:Iteration 30Q (4216.317164 sec): 3 clusters Score: Raw -375113.786311 + Penalty 1619.100873 = -373494.685438 nChanged 10 SP:Iteration 31Q (4216.370088 sec): 3 clusters Score: Raw -375117.329532 + Penalty 1619.100873 = -373498.228660 nChanged 7 SP:Iteration 32Q (4216.412319 sec): 3 clusters Score: Raw -375119.683224 + Penalty 1619.100873 = -373500.582351 nChanged 3 SP:Iteration 33Q (4216.458129 sec): 3 clusters Score: Raw -375121.214251 + Penalty 1619.100873 = -373502.113378 nChanged 4 SP:Iteration 34Q (4216.502890 sec): 3 clusters Score: Raw -375123.224110 + Penalty 1619.100873 = -373504.123237 nChanged 5 SP:Iteration 35Q (4216.559293 sec): 3 clusters Score: Raw -375124.712825 + Penalty 1619.100873 = -373505.611952 nChanged 5 SP:Iteration 36Q (4216.601983 sec): 3 clusters Score: Raw -375126.260637 + Penalty 1619.100873 = -373507.159764 nChanged 4 SP:Iteration 37Q (4216.654879 sec): 3 clusters Score: Raw -375128.211881 + Penalty 1619.100873 = -373509.111008 nChanged 2 SP:Iteration 38Q (4216.699563 sec): 3 clusters Score: Raw -375128.731381 + Penalty 1619.100873 = -373509.630508 nChanged 0 SP:Iteration 39F (4216.751589 sec): 3 clusters Score: Raw -375128.731381 + Penalty 1619.100873 = -373509.630508 nChanged 0 Trying to split cluster 4 (3484 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4216.778324 sec): 2 clusters Score: Raw -255047.134244 + Penalty 774.813952 = -254272.320292 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4216.834555 sec): 3 clusters Score: Raw -253177.128782 + Penalty 1549.627904 = -251627.500878 nChanged 1463 SP:Iteration 1F (4216.878630 sec): 3 clusters Score: Raw -253947.011783 + Penalty 1549.627904 = -252397.383879 nChanged 236 SP:Iteration 2F (4216.930514 sec): 3 clusters Score: Raw -254080.118882 + Penalty 1549.627904 = -252530.490978 nChanged 204 SP:Iteration 3F (4216.979474 sec): 3 clusters Score: Raw -254180.631799 + Penalty 1549.627904 = -252631.003895 nChanged 162 SP:Iteration 4Q (4217.021774 sec): 3 clusters Score: Raw -254260.289430 + Penalty 1549.627904 = -252710.661526 nChanged 141 SP:Iteration 5Q (4217.073576 sec): 3 clusters Score: Raw -254344.958794 + Penalty 1549.627904 = -252795.330889 nChanged 149 SP:Iteration 6Q (4217.125603 sec): 3 clusters Score: Raw -254442.414866 + Penalty 1549.627904 = -252892.786962 nChanged 163 SP:Iteration 7Q (4217.168342 sec): 3 clusters Score: Raw -254565.476016 + Penalty 1549.627904 = -253015.848111 nChanged 178 SP:Iteration 8F (4217.220031 sec): 3 clusters Score: Raw -254703.814872 + Penalty 1549.627904 = -253154.186968 nChanged 166 SP:Iteration 9Q (4217.268882 sec): 3 clusters Score: Raw -254819.859061 + Penalty 1549.627904 = -253270.231157 nChanged 124 SP:Iteration 10Q (4217.305060 sec): 3 clusters Score: Raw -254894.871872 + Penalty 1549.627904 = -253345.243968 nChanged 94 SP:Iteration 11Q (4217.352257 sec): 3 clusters Score: Raw -254965.388176 + Penalty 1549.627904 = -253415.760272 nChanged 80 SP:Iteration 12Q (4217.396533 sec): 3 clusters Score: Raw -255015.867791 + Penalty 1549.627904 = -253466.239886 nChanged 65 SP:Iteration 13Q (4217.453325 sec): 3 clusters Score: Raw -255053.315588 + Penalty 1549.627904 = -253503.687684 nChanged 57 SP:Iteration 14Q (4217.491503 sec): 3 clusters Score: Raw -255081.664413 + Penalty 1549.627904 = -253532.036509 nChanged 53 SP:Iteration 15Q (4217.541907 sec): 3 clusters Score: Raw -255109.266650 + Penalty 1549.627904 = -253559.638746 nChanged 38 SP:Iteration 16Q (4217.593485 sec): 3 clusters Score: Raw -255131.300619 + Penalty 1549.627904 = -253581.672714 nChanged 35 SP:Iteration 17Q (4217.649468 sec): 3 clusters Score: Raw -255149.611433 + Penalty 1549.627904 = -253599.983529 nChanged 28 SP:Iteration 18Q (4217.686601 sec): 3 clusters Score: Raw -255161.520145 + Penalty 1549.627904 = -253611.892241 nChanged 18 SP:Iteration 19Q (4217.727287 sec): 3 clusters Score: Raw -255168.354887 + Penalty 1549.627904 = -253618.726983 nChanged 15 SP:Iteration 20F (4217.774074 sec): 3 clusters Score: Raw -255175.136008 + Penalty 1549.627904 = -253625.508104 nChanged 14 SP:Iteration 21Q (4217.816273 sec): 3 clusters Score: Raw -255181.013859 + Penalty 1549.627904 = -253631.385954 nChanged 12 SP:Iteration 22Q (4217.864881 sec): 3 clusters Score: Raw -255186.294966 + Penalty 1549.627904 = -253636.667062 nChanged 17 SP:Iteration 23Q (4217.920202 sec): 3 clusters Score: Raw -255194.950435 + Penalty 1549.627904 = -253645.322530 nChanged 15 SP:Iteration 24Q (4217.956534 sec): 3 clusters Score: Raw -255200.701559 + Penalty 1549.627904 = -253651.073655 nChanged 11 SP:Iteration 25Q (4218.008023 sec): 3 clusters Score: Raw -255204.584964 + Penalty 1549.627904 = -253654.957060 nChanged 8 SP:Iteration 26Q (4218.059685 sec): 3 clusters Score: Raw -255207.299703 + Penalty 1549.627904 = -253657.671798 nChanged 8 SP:Iteration 27Q (4218.113880 sec): 3 clusters Score: Raw -255209.828234 + Penalty 1549.627904 = -253660.200330 nChanged 6 SP:Iteration 28Q (4218.155643 sec): 3 clusters Score: Raw -255212.089233 + Penalty 1549.627904 = -253662.461329 nChanged 11 SP:Iteration 29Q (4218.194709 sec): 3 clusters Score: Raw -255216.700653 + Penalty 1549.627904 = -253667.072749 nChanged 11 SP:Iteration 30Q (4218.247948 sec): 3 clusters Score: Raw -255221.034697 + Penalty 1549.627904 = -253671.406792 nChanged 8 SP:Iteration 31Q (4218.293330 sec): 3 clusters Score: Raw -255224.717855 + Penalty 1549.627904 = -253675.089951 nChanged 7 SP:Iteration 32Q (4218.332313 sec): 3 clusters Score: Raw -255230.252743 + Penalty 1549.627904 = -253680.624839 nChanged 7 SP:Iteration 33Q (4218.373585 sec): 3 clusters Score: Raw -255233.390207 + Penalty 1549.627904 = -253683.762303 nChanged 5 SP:Iteration 34Q (4218.411815 sec): 3 clusters Score: Raw -255234.909756 + Penalty 1549.627904 = -253685.281852 nChanged 4 SP:Iteration 35Q (4218.457690 sec): 3 clusters Score: Raw -255235.542895 + Penalty 1549.627904 = -253685.914991 nChanged 2 SP:Iteration 36Q (4218.505815 sec): 3 clusters Score: Raw -255236.178934 + Penalty 1549.627904 = -253686.551030 nChanged 4 SP:Iteration 37Q (4218.539047 sec): 3 clusters Score: Raw -255238.653365 + Penalty 1549.627904 = -253689.025461 nChanged 6 SP:Iteration 38Q (4218.580504 sec): 3 clusters Score: Raw -255241.195610 + Penalty 1549.627904 = -253691.567706 nChanged 5 SP:Iteration 39Q (4218.625666 sec): 3 clusters Score: Raw -255243.767012 + Penalty 1549.627904 = -253694.139108 nChanged 4 SP:Iteration 40F (4218.679941 sec): 3 clusters Score: Raw -255246.918544 + Penalty 1549.627904 = -253697.290640 nChanged 5 SP:Iteration 41Q (4218.716864 sec): 3 clusters Score: Raw -255249.035702 + Penalty 1549.627904 = -253699.407797 nChanged 2 SP:Iteration 42Q (4218.762201 sec): 3 clusters Score: Raw -255249.862470 + Penalty 1549.627904 = -253700.234566 nChanged 2 SP:Iteration 43Q (4218.809940 sec): 3 clusters Score: Raw -255250.562764 + Penalty 1549.627904 = -253700.934860 nChanged 2 SP:Iteration 44Q (4218.860948 sec): 3 clusters Score: Raw -255251.207495 + Penalty 1549.627904 = -253701.579590 nChanged 2 SP:Iteration 45Q (4218.912521 sec): 3 clusters Score: Raw -255251.845867 + Penalty 1549.627904 = -253702.217962 nChanged 0 SP:Iteration 46F (4218.969443 sec): 3 clusters Score: Raw -255251.845867 + Penalty 1549.627904 = -253702.217962 nChanged 0 Trying to split cluster 5 (19754 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4219.004518 sec): 2 clusters Score: Raw -1437601.353835 + Penalty 939.655572 = -1436661.698263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4219.071457 sec): 3 clusters Score: Raw -1425296.756352 + Penalty 1879.311143 = -1423417.445209 nChanged 9205 SP:Iteration 1F (4219.144484 sec): 3 clusters Score: Raw -1430715.947797 + Penalty 1879.311143 = -1428836.636654 nChanged 1097 SP:Iteration 2F (4219.203891 sec): 3 clusters Score: Raw -1431218.493709 + Penalty 1879.311143 = -1429339.182565 nChanged 1134 SP:Iteration 3F (4219.274581 sec): 3 clusters Score: Raw -1431806.491972 + Penalty 1879.311143 = -1429927.180828 nChanged 1207 SP:Iteration 4F (4219.335474 sec): 3 clusters Score: Raw -1432550.776857 + Penalty 1879.311143 = -1430671.465713 nChanged 1216 SP:Iteration 5F (4219.404164 sec): 3 clusters Score: Raw -1433454.241850 + Penalty 1879.311143 = -1431574.930706 nChanged 1211 SP:Iteration 6F (4219.484466 sec): 3 clusters Score: Raw -1434347.360068 + Penalty 1879.311143 = -1432468.048925 nChanged 1070 SP:Iteration 7F (4219.545949 sec): 3 clusters Score: Raw -1435048.277018 + Penalty 1879.311143 = -1433168.965875 nChanged 840 SP:Iteration 8Q (4219.615476 sec): 3 clusters Score: Raw -1435530.505076 + Penalty 1879.311143 = -1433651.193932 nChanged 643 SP:Iteration 9Q (4219.688584 sec): 3 clusters Score: Raw -1435813.497975 + Penalty 1879.311143 = -1433934.186831 nChanged 458 SP:Iteration 10Q (4219.753105 sec): 3 clusters Score: Raw -1435975.546398 + Penalty 1879.311143 = -1434096.235254 nChanged 338 SP:Iteration 11Q (4219.827069 sec): 3 clusters Score: Raw -1436070.030669 + Penalty 1879.311143 = -1434190.719525 nChanged 266 SP:Iteration 12Q (4219.893944 sec): 3 clusters Score: Raw -1436138.031530 + Penalty 1879.311143 = -1434258.720387 nChanged 215 SP:Iteration 13Q (4219.957612 sec): 3 clusters Score: Raw -1436189.450936 + Penalty 1879.311143 = -1434310.139793 nChanged 180 SP:Iteration 14Q (4220.031015 sec): 3 clusters Score: Raw -1436226.508945 + Penalty 1879.311143 = -1434347.197802 nChanged 153 SP:Iteration 15Q (4220.096825 sec): 3 clusters Score: Raw -1436254.332550 + Penalty 1879.311143 = -1434375.021406 nChanged 136 SP:Iteration 16Q (4220.146626 sec): 3 clusters Score: Raw -1436275.128380 + Penalty 1879.311143 = -1434395.817236 nChanged 117 SP:Iteration 17Q (4220.219673 sec): 3 clusters Score: Raw -1436292.638121 + Penalty 1879.311143 = -1434413.326977 nChanged 108 SP:Iteration 18Q (4220.269861 sec): 3 clusters Score: Raw -1436310.245534 + Penalty 1879.311143 = -1434430.934390 nChanged 109 SP:Iteration 19Q (4220.339897 sec): 3 clusters Score: Raw -1436326.397720 + Penalty 1879.311143 = -1434447.086577 nChanged 93 SP:Iteration 20F (4220.399107 sec): 3 clusters Score: Raw -1436340.549779 + Penalty 1879.311143 = -1434461.238636 nChanged 99 SP:Iteration 21Q (4220.464347 sec): 3 clusters Score: Raw -1436356.308797 + Penalty 1879.311143 = -1434476.997654 nChanged 91 SP:Iteration 22Q (4220.532256 sec): 3 clusters Score: Raw -1436370.781923 + Penalty 1879.311143 = -1434491.470780 nChanged 106 SP:Iteration 23Q (4220.601028 sec): 3 clusters Score: Raw -1436387.359055 + Penalty 1879.311143 = -1434508.047911 nChanged 97 SP:Iteration 24Q (4220.667251 sec): 3 clusters Score: Raw -1436402.181377 + Penalty 1879.311143 = -1434522.870233 nChanged 93 SP:Iteration 25Q (4220.726349 sec): 3 clusters Score: Raw -1436415.883935 + Penalty 1879.311143 = -1434536.572791 nChanged 89 SP:Iteration 26Q (4220.795967 sec): 3 clusters Score: Raw -1436428.073766 + Penalty 1879.311143 = -1434548.762623 nChanged 82 SP:Iteration 27Q (4220.867405 sec): 3 clusters Score: Raw -1436438.192336 + Penalty 1879.311143 = -1434558.881192 nChanged 77 SP:Iteration 28Q (4220.922532 sec): 3 clusters Score: Raw -1436448.601126 + Penalty 1879.311143 = -1434569.289983 nChanged 86 SP:Iteration 29Q (4220.985832 sec): 3 clusters Score: Raw -1436461.942958 + Penalty 1879.311143 = -1434582.631815 nChanged 87 SP:Iteration 30Q (4221.056300 sec): 3 clusters Score: Raw -1436478.410123 + Penalty 1879.311143 = -1434599.098980 nChanged 99 SP:Iteration 31Q (4221.117284 sec): 3 clusters Score: Raw -1436496.729716 + Penalty 1879.311143 = -1434617.418572 nChanged 83 SP:Iteration 32Q (4221.176563 sec): 3 clusters Score: Raw -1436510.306337 + Penalty 1879.311143 = -1434630.995193 nChanged 91 SP:Iteration 33Q (4221.244564 sec): 3 clusters Score: Raw -1436525.249867 + Penalty 1879.311143 = -1434645.938724 nChanged 87 SP:Iteration 34Q (4221.320740 sec): 3 clusters Score: Raw -1436539.378126 + Penalty 1879.311143 = -1434660.066982 nChanged 91 SP:Iteration 35Q (4221.379551 sec): 3 clusters Score: Raw -1436554.503644 + Penalty 1879.311143 = -1434675.192501 nChanged 77 SP:Iteration 36Q (4221.439444 sec): 3 clusters Score: Raw -1436563.247599 + Penalty 1879.311143 = -1434683.936455 nChanged 62 SP:Iteration 37Q (4221.505658 sec): 3 clusters Score: Raw -1436570.292990 + Penalty 1879.311143 = -1434690.981846 nChanged 70 SP:Iteration 38Q (4221.570767 sec): 3 clusters Score: Raw -1436579.773820 + Penalty 1879.311143 = -1434700.462677 nChanged 77 SP:Iteration 39Q (4221.640337 sec): 3 clusters Score: Raw -1436590.429570 + Penalty 1879.311143 = -1434711.118426 nChanged 90 SP:Iteration 40F (4221.703506 sec): 3 clusters Score: Raw -1436604.044151 + Penalty 1879.311143 = -1434724.733008 nChanged 78 SP:Iteration 41Q (4221.771842 sec): 3 clusters Score: Raw -1436616.388435 + Penalty 1879.311143 = -1434737.077292 nChanged 89 SP:Iteration 42Q (4221.830321 sec): 3 clusters Score: Raw -1436630.766757 + Penalty 1879.311143 = -1434751.455614 nChanged 77 SP:Iteration 43Q (4221.896868 sec): 3 clusters Score: Raw -1436645.308481 + Penalty 1879.311143 = -1434765.997338 nChanged 85 SP:Iteration 44Q (4221.962551 sec): 3 clusters Score: Raw -1436661.268579 + Penalty 1879.311143 = -1434781.957436 nChanged 106 SP:Iteration 45Q (4222.022797 sec): 3 clusters Score: Raw -1436684.080815 + Penalty 1879.311143 = -1434804.769671 nChanged 102 SP:Iteration 46Q (4222.090206 sec): 3 clusters Score: Raw -1436710.740484 + Penalty 1879.311143 = -1434831.429340 nChanged 128 SP:Iteration 47Q (4222.146669 sec): 3 clusters Score: Raw -1436740.800773 + Penalty 1879.311143 = -1434861.489629 nChanged 118 SP:Iteration 48Q (4222.208342 sec): 3 clusters Score: Raw -1436765.910729 + Penalty 1879.311143 = -1434886.599585 nChanged 112 SP:Iteration 49Q (4222.262047 sec): 3 clusters Score: Raw -1436794.266037 + Penalty 1879.311143 = -1434914.954893 nChanged 135 SP:Iteration 50Q (4222.335330 sec): 3 clusters Score: Raw -1436832.275351 + Penalty 1879.311143 = -1434952.964208 nChanged 136 SP:Iteration 51Q (4222.394500 sec): 3 clusters Score: Raw -1436865.180179 + Penalty 1879.311143 = -1434985.869035 nChanged 128 SP:Iteration 52Q (4222.454206 sec): 3 clusters Score: Raw -1436893.937535 + Penalty 1879.311143 = -1435014.626391 nChanged 116 SP:Iteration 53Q (4222.509291 sec): 3 clusters Score: Raw -1436921.593792 + Penalty 1879.311143 = -1435042.282648 nChanged 122 SP:Iteration 54Q (4222.569387 sec): 3 clusters Score: Raw -1436950.819892 + Penalty 1879.311143 = -1435071.508749 nChanged 125 SP:Iteration 55Q (4222.630603 sec): 3 clusters Score: Raw -1436984.465545 + Penalty 1879.311143 = -1435105.154402 nChanged 145 SP:Iteration 56Q (4222.685932 sec): 3 clusters Score: Raw -1437030.175772 + Penalty 1879.311143 = -1435150.864629 nChanged 156 SP:Iteration 57Q (4222.718714 sec): 3 clusters Score: Raw -1437083.146926 + Penalty 1879.311143 = -1435203.835782 nChanged 154 SP:Iteration 58Q (4222.778759 sec): 3 clusters Score: Raw -1437140.856938 + Penalty 1879.311143 = -1435261.545795 nChanged 150 SP:Iteration 59Q (4222.843399 sec): 3 clusters Score: Raw -1437192.208636 + Penalty 1879.311143 = -1435312.897493 nChanged 151 SP:Iteration 60F (4222.909190 sec): 3 clusters Score: Raw -1437246.970693 + Penalty 1879.311143 = -1435367.659549 nChanged 159 SP:Iteration 61Q (4222.966478 sec): 3 clusters Score: Raw -1437307.176915 + Penalty 1879.311143 = -1435427.865771 nChanged 143 SP:Iteration 62Q (4223.039962 sec): 3 clusters Score: Raw -1437360.684989 + Penalty 1879.311143 = -1435481.373845 nChanged 136 SP:Iteration 63Q (4223.093322 sec): 3 clusters Score: Raw -1437417.089714 + Penalty 1879.311143 = -1435537.778570 nChanged 115 SP:Iteration 64Q (4223.154316 sec): 3 clusters Score: Raw -1437464.411525 + Penalty 1879.311143 = -1435585.100382 nChanged 96 SP:Iteration 65Q (4223.197282 sec): 3 clusters Score: Raw -1437499.930411 + Penalty 1879.311143 = -1435620.619268 nChanged 92 SP:Iteration 66Q (4223.259521 sec): 3 clusters Score: Raw -1437533.105532 + Penalty 1879.311143 = -1435653.794389 nChanged 87 SP:Iteration 67Q (4223.314286 sec): 3 clusters Score: Raw -1437573.079839 + Penalty 1879.311143 = -1435693.768695 nChanged 68 SP:Iteration 68Q (4223.374143 sec): 3 clusters Score: Raw -1437600.822177 + Penalty 1879.311143 = -1435721.511034 nChanged 62 SP:Iteration 69Q (4223.439937 sec): 3 clusters Score: Raw -1437626.940981 + Penalty 1879.311143 = -1435747.629837 nChanged 56 SP:Iteration 70Q (4223.498538 sec): 3 clusters Score: Raw -1437655.939625 + Penalty 1879.311143 = -1435776.628482 nChanged 53 SP:Iteration 71Q (4223.561581 sec): 3 clusters Score: Raw -1437681.838594 + Penalty 1879.311143 = -1435802.527451 nChanged 47 SP:Iteration 72Q (4223.619973 sec): 3 clusters Score: Raw -1437699.913415 + Penalty 1879.311143 = -1435820.602271 nChanged 36 SP:Iteration 73Q (4223.678831 sec): 3 clusters Score: Raw -1437714.822706 + Penalty 1879.311143 = -1435835.511563 nChanged 36 SP:Iteration 74Q (4223.741213 sec): 3 clusters Score: Raw -1437729.855984 + Penalty 1879.311143 = -1435850.544840 nChanged 33 SP:Iteration 75Q (4223.797905 sec): 3 clusters Score: Raw -1437746.295979 + Penalty 1879.311143 = -1435866.984836 nChanged 30 SP:Iteration 76Q (4223.860677 sec): 3 clusters Score: Raw -1437762.878893 + Penalty 1879.311143 = -1435883.567750 nChanged 19 SP:Iteration 77Q (4223.918330 sec): 3 clusters Score: Raw -1437773.078225 + Penalty 1879.311143 = -1435893.767082 nChanged 12 SP:Iteration 78Q (4223.983625 sec): 3 clusters Score: Raw -1437776.489092 + Penalty 1879.311143 = -1435897.177948 nChanged 8 SP:Iteration 79Q (4224.048325 sec): 3 clusters Score: Raw -1437778.157092 + Penalty 1879.311143 = -1435898.845949 nChanged 2 SP:Iteration 80F (4224.108172 sec): 3 clusters Score: Raw -1437778.615531 + Penalty 1879.311143 = -1435899.304388 nChanged 1 SP:Iteration 81Q (4224.172960 sec): 3 clusters Score: Raw -1437778.868293 + Penalty 1879.311143 = -1435899.557150 nChanged 2 SP:Iteration 82Q (4224.234145 sec): 3 clusters Score: Raw -1437779.320074 + Penalty 1879.311143 = -1435900.008930 nChanged 1 SP:Iteration 83Q (4224.291970 sec): 3 clusters Score: Raw -1437780.479788 + Penalty 1879.311143 = -1435901.168645 nChanged 3 SP:Iteration 84Q (4224.348160 sec): 3 clusters Score: Raw -1437781.837027 + Penalty 1879.311143 = -1435902.525884 nChanged 2 SP:Iteration 85Q (4224.406004 sec): 3 clusters Score: Raw -1437782.822291 + Penalty 1879.311143 = -1435903.511147 nChanged 1 SP:Iteration 86Q (4224.476809 sec): 3 clusters Score: Raw -1437783.084372 + Penalty 1879.311143 = -1435903.773229 nChanged 0 SP:Iteration 87F (4224.534280 sec): 3 clusters Score: Raw -1437783.084372 + Penalty 1879.311143 = -1435903.773229 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4224.556193 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4224.597886 sec): 3 clusters Score: Raw -14560.623403 + Penalty 1054.324456 = -13506.298947 nChanged 74 SP:Iteration 1F (4224.632106 sec): 3 clusters Score: Raw -14722.283760 + Penalty 1054.324456 = -13667.959304 nChanged 24 SP:Iteration 2F (4224.674971 sec): 3 clusters Score: Raw -14796.240849 + Penalty 1054.324456 = -13741.916393 nChanged 18 SP:Iteration 3F (4224.730488 sec): 3 clusters Score: Raw -14845.097853 + Penalty 1054.324456 = -13790.773397 nChanged 13 SP:Iteration 4F (4224.759872 sec): 3 clusters Score: Raw -14880.640590 + Penalty 1054.324456 = -13826.316133 nChanged 7 SP:Iteration 5Q (4224.799887 sec): 3 clusters Score: Raw -14898.229491 + Penalty 1054.324456 = -13843.905035 nChanged 3 SP:Iteration 6Q (4224.843651 sec): 3 clusters Score: Raw -14910.001216 + Penalty 1054.324456 = -13855.676760 nChanged 1 SP:Iteration 7Q (4224.881964 sec): 3 clusters Score: Raw -14913.777114 + Penalty 1054.324456 = -13859.452658 nChanged 1 SP:Iteration 8Q (4224.917926 sec): 3 clusters Score: Raw -14916.377570 + Penalty 1054.324456 = -13862.053114 nChanged 0 SP:Iteration 9F (4224.955540 sec): 3 clusters Score: Raw -14916.377570 + Penalty 1054.324456 = -13862.053114 nChanged 0 Trying to split cluster 7 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4224.982016 sec): 2 clusters Score: Raw -29260.046399 + Penalty 592.455111 = -28667.591288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4225.015791 sec): 3 clusters Score: Raw -29205.755677 + Penalty 1184.910222 = -28020.845455 nChanged 157 SP:Iteration 1F (4225.050958 sec): 3 clusters Score: Raw -29491.143589 + Penalty 1184.910222 = -28306.233367 nChanged 49 SP:Iteration 2F (4225.092092 sec): 3 clusters Score: Raw -29642.065819 + Penalty 1184.910222 = -28457.155596 nChanged 29 SP:Iteration 3F (4225.123451 sec): 3 clusters Score: Raw -29715.139211 + Penalty 1184.910222 = -28530.228989 nChanged 22 SP:Iteration 4Q (4225.153934 sec): 3 clusters Score: Raw -29783.927182 + Penalty 1184.910222 = -28599.016959 nChanged 16 SP:Iteration 5Q (4225.194684 sec): 3 clusters Score: Raw -29844.321389 + Penalty 1184.910222 = -28659.411167 nChanged 8 SP:Iteration 6Q (4225.234611 sec): 3 clusters Score: Raw -29861.903315 + Penalty 1184.910222 = -28676.993093 nChanged 9 SP:Iteration 7Q (4225.245827 sec): 3 clusters Score: Raw -29884.107454 + Penalty 1184.910222 = -28699.197232 nChanged 8 SP:Iteration 8Q (4225.248158 sec): 3 clusters Score: Raw -29898.244554 + Penalty 1184.910222 = -28713.334332 nChanged 6 SP:Iteration 9Q (4225.250447 sec): 3 clusters Score: Raw -29905.756726 + Penalty 1184.910222 = -28720.846503 nChanged 4 SP:Iteration 10Q (4225.252689 sec): 3 clusters Score: Raw -29910.684599 + Penalty 1184.910222 = -28725.774377 nChanged 0 SP:Iteration 11F (4225.254973 sec): 3 clusters Score: Raw -29910.684599 + Penalty 1184.910222 = -28725.774377 nChanged 0 Score: Raw -25402057.358150 + Penalty 30363.950751 = -25371693.407399 Splitting cluster 7 changes total score from -25372257.043881 to -25371693.407399 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4229.713824 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4229.751059 sec): 3 clusters Score: Raw -141640.452490 + Penalty 1423.730277 = -140216.722213 nChanged 666 SP:Iteration 1F (4229.784771 sec): 3 clusters Score: Raw -142045.974655 + Penalty 1423.730277 = -140622.244378 nChanged 149 SP:Iteration 2F (4229.841918 sec): 3 clusters Score: Raw -142148.980752 + Penalty 1423.730277 = -140725.250475 nChanged 94 SP:Iteration 3F (4229.883933 sec): 3 clusters Score: Raw -142223.226810 + Penalty 1423.730277 = -140799.496532 nChanged 89 SP:Iteration 4Q (4229.921519 sec): 3 clusters Score: Raw -142319.552402 + Penalty 1423.730277 = -140895.822124 nChanged 93 SP:Iteration 5F (4229.953357 sec): 3 clusters Score: Raw -142422.909588 + Penalty 1423.730277 = -140999.179311 nChanged 92 SP:Iteration 6F (4229.982434 sec): 3 clusters Score: Raw -142512.507584 + Penalty 1423.730277 = -141088.777307 nChanged 79 SP:Iteration 7Q (4230.018387 sec): 3 clusters Score: Raw -142576.525034 + Penalty 1423.730277 = -141152.794757 nChanged 49 SP:Iteration 8Q (4230.062631 sec): 3 clusters Score: Raw -142611.024621 + Penalty 1423.730277 = -141187.294343 nChanged 44 SP:Iteration 9Q (4230.101695 sec): 3 clusters Score: Raw -142639.382322 + Penalty 1423.730277 = -141215.652045 nChanged 43 SP:Iteration 10Q (4230.140840 sec): 3 clusters Score: Raw -142664.687203 + Penalty 1423.730277 = -141240.956926 nChanged 44 SP:Iteration 11Q (4230.193526 sec): 3 clusters Score: Raw -142690.005305 + Penalty 1423.730277 = -141266.275028 nChanged 23 SP:Iteration 12Q (4230.238574 sec): 3 clusters Score: Raw -142700.555687 + Penalty 1423.730277 = -141276.825410 nChanged 20 SP:Iteration 13Q (4230.264081 sec): 3 clusters Score: Raw -142709.022775 + Penalty 1423.730277 = -141285.292498 nChanged 13 SP:Iteration 14Q (4230.303529 sec): 3 clusters Score: Raw -142713.801650 + Penalty 1423.730277 = -141290.071373 nChanged 11 SP:Iteration 15Q (4230.345297 sec): 3 clusters Score: Raw -142719.848258 + Penalty 1423.730277 = -141296.117981 nChanged 7 SP:Iteration 16Q (4230.382805 sec): 3 clusters Score: Raw -142721.477754 + Penalty 1423.730277 = -141297.747477 nChanged 3 SP:Iteration 17Q (4230.428616 sec): 3 clusters Score: Raw -142722.384712 + Penalty 1423.730277 = -141298.654434 nChanged 2 SP:Iteration 18Q (4230.478168 sec): 3 clusters Score: Raw -142722.658023 + Penalty 1423.730277 = -141298.927745 nChanged 1 SP:Iteration 19Q (4230.522274 sec): 3 clusters Score: Raw -142722.827749 + Penalty 1423.730277 = -141299.097472 nChanged 2 SP:Iteration 20F (4230.564928 sec): 3 clusters Score: Raw -142723.382774 + Penalty 1423.730277 = -141299.652496 nChanged 1 SP:Iteration 21Q (4230.600211 sec): 3 clusters Score: Raw -142723.469132 + Penalty 1423.730277 = -141299.738854 nChanged 0 SP:Iteration 22F (4230.649195 sec): 3 clusters Score: Raw -142723.469132 + Penalty 1423.730277 = -141299.738854 nChanged 0 Trying to split cluster 9 (63048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4230.745492 sec): 2 clusters Score: Raw -4757624.211820 + Penalty 1049.906904 = -4756574.304916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4230.862067 sec): 3 clusters Score: Raw -4716618.684210 + Penalty 2099.813808 = -4714518.870403 nChanged 30155 SP:Iteration 1F (4230.952327 sec): 3 clusters Score: Raw -4734283.639012 + Penalty 2099.813808 = -4732183.825205 nChanged 2523 SP:Iteration 2Q (4231.052556 sec): 3 clusters Score: Raw -4735119.633125 + Penalty 2099.813808 = -4733019.819317 nChanged 2852 SP:Iteration 3Q (4231.186796 sec): 3 clusters Score: Raw -4736240.464689 + Penalty 2099.813808 = -4734140.650881 nChanged 3244 SP:Iteration 4F (4231.295112 sec): 3 clusters Score: Raw -4737874.993475 + Penalty 2099.813808 = -4735775.179668 nChanged 3834 SP:Iteration 5F (4231.423621 sec): 3 clusters Score: Raw -4740335.513426 + Penalty 2099.813808 = -4738235.699618 nChanged 4320 SP:Iteration 6F (4231.541608 sec): 3 clusters Score: Raw -4743856.809406 + Penalty 2099.813808 = -4741756.995599 nChanged 4173 SP:Iteration 7F (4231.661948 sec): 3 clusters Score: Raw -4747823.400419 + Penalty 2099.813808 = -4745723.586611 nChanged 3429 SP:Iteration 8F (4231.786848 sec): 3 clusters Score: Raw -4750684.311957 + Penalty 2099.813808 = -4748584.498150 nChanged 2286 SP:Iteration 9Q (4231.900292 sec): 3 clusters Score: Raw -4751961.620679 + Penalty 2099.813808 = -4749861.806871 nChanged 1419 SP:Iteration 10Q (4232.018973 sec): 3 clusters Score: Raw -4752616.042173 + Penalty 2099.813808 = -4750516.228365 nChanged 1179 SP:Iteration 11Q (4232.142075 sec): 3 clusters Score: Raw -4753221.189171 + Penalty 2099.813808 = -4751121.375363 nChanged 1136 SP:Iteration 12Q (4232.264947 sec): 3 clusters Score: Raw -4753794.012998 + Penalty 2099.813808 = -4751694.199190 nChanged 1060 SP:Iteration 13Q (4232.399069 sec): 3 clusters Score: Raw -4754316.368862 + Penalty 2099.813808 = -4752216.555054 nChanged 995 SP:Iteration 14Q (4232.487309 sec): 3 clusters Score: Raw -4754820.156826 + Penalty 2099.813808 = -4752720.343019 nChanged 944 SP:Iteration 15Q (4232.608687 sec): 3 clusters Score: Raw -4755293.922592 + Penalty 2099.813808 = -4753194.108784 nChanged 826 SP:Iteration 16Q (4232.727863 sec): 3 clusters Score: Raw -4755699.160264 + Penalty 2099.813808 = -4753599.346456 nChanged 716 SP:Iteration 17Q (4232.848395 sec): 3 clusters Score: Raw -4756029.904674 + Penalty 2099.813808 = -4753930.090867 nChanged 590 SP:Iteration 18Q (4232.932487 sec): 3 clusters Score: Raw -4756285.428105 + Penalty 2099.813808 = -4754185.614298 nChanged 496 SP:Iteration 19Q (4233.045852 sec): 3 clusters Score: Raw -4756490.410728 + Penalty 2099.813808 = -4754390.596920 nChanged 432 SP:Iteration 20F (4233.163351 sec): 3 clusters Score: Raw -4756666.087434 + Penalty 2099.813808 = -4754566.273626 nChanged 377 SP:Iteration 21Q (4233.277030 sec): 3 clusters Score: Raw -4756815.422442 + Penalty 2099.813808 = -4754715.608634 nChanged 323 SP:Iteration 22Q (4233.386490 sec): 3 clusters Score: Raw -4756940.414280 + Penalty 2099.813808 = -4754840.600472 nChanged 306 SP:Iteration 23Q (4233.486726 sec): 3 clusters Score: Raw -4757058.238023 + Penalty 2099.813808 = -4754958.424215 nChanged 261 SP:Iteration 24Q (4233.590625 sec): 3 clusters Score: Raw -4757157.712150 + Penalty 2099.813808 = -4755057.898342 nChanged 262 SP:Iteration 25Q (4233.697544 sec): 3 clusters Score: Raw -4757259.012806 + Penalty 2099.813808 = -4755159.198999 nChanged 222 SP:Iteration 26Q (4233.810870 sec): 3 clusters Score: Raw -4757331.220376 + Penalty 2099.813808 = -4755231.406568 nChanged 185 SP:Iteration 27Q (4233.924845 sec): 3 clusters Score: Raw -4757396.659333 + Penalty 2099.813808 = -4755296.845525 nChanged 172 SP:Iteration 28Q (4234.032247 sec): 3 clusters Score: Raw -4757462.044808 + Penalty 2099.813808 = -4755362.231000 nChanged 135 SP:Iteration 29Q (4234.134692 sec): 3 clusters Score: Raw -4757505.139860 + Penalty 2099.813808 = -4755405.326052 nChanged 113 SP:Iteration 30Q (4234.238026 sec): 3 clusters Score: Raw -4757541.806771 + Penalty 2099.813808 = -4755441.992964 nChanged 99 SP:Iteration 31Q (4234.353287 sec): 3 clusters Score: Raw -4757576.790391 + Penalty 2099.813808 = -4755476.976583 nChanged 92 SP:Iteration 32Q (4234.459880 sec): 3 clusters Score: Raw -4757608.723762 + Penalty 2099.813808 = -4755508.909954 nChanged 81 SP:Iteration 33Q (4234.567569 sec): 3 clusters Score: Raw -4757635.407875 + Penalty 2099.813808 = -4755535.594067 nChanged 70 SP:Iteration 34Q (4234.674209 sec): 3 clusters Score: Raw -4757661.167354 + Penalty 2099.813808 = -4755561.353546 nChanged 62 SP:Iteration 35Q (4234.785273 sec): 3 clusters Score: Raw -4757681.015276 + Penalty 2099.813808 = -4755581.201468 nChanged 59 SP:Iteration 36Q (4234.892795 sec): 3 clusters Score: Raw -4757702.683160 + Penalty 2099.813808 = -4755602.869353 nChanged 55 SP:Iteration 37Q (4235.005031 sec): 3 clusters Score: Raw -4757722.757039 + Penalty 2099.813808 = -4755622.943231 nChanged 49 SP:Iteration 38Q (4235.113820 sec): 3 clusters Score: Raw -4757741.877797 + Penalty 2099.813808 = -4755642.063989 nChanged 41 SP:Iteration 39Q (4235.209500 sec): 3 clusters Score: Raw -4757754.297812 + Penalty 2099.813808 = -4755654.484004 nChanged 35 SP:Iteration 40F (4235.327189 sec): 3 clusters Score: Raw -4757763.307547 + Penalty 2099.813808 = -4755663.493739 nChanged 18 SP:Iteration 41Q (4235.442632 sec): 3 clusters Score: Raw -4757771.899221 + Penalty 2099.813808 = -4755672.085413 nChanged 25 SP:Iteration 42Q (4235.545470 sec): 3 clusters Score: Raw -4757782.530933 + Penalty 2099.813808 = -4755682.717125 nChanged 27 SP:Iteration 43Q (4235.657683 sec): 3 clusters Score: Raw -4757792.908761 + Penalty 2099.813808 = -4755693.094953 nChanged 23 SP:Iteration 44Q (4235.762191 sec): 3 clusters Score: Raw -4757799.091164 + Penalty 2099.813808 = -4755699.277356 nChanged 18 SP:Iteration 45Q (4235.874621 sec): 3 clusters Score: Raw -4757804.225946 + Penalty 2099.813808 = -4755704.412138 nChanged 16 SP:Iteration 46Q (4235.977795 sec): 3 clusters Score: Raw -4757808.357930 + Penalty 2099.813808 = -4755708.544122 nChanged 13 SP:Iteration 47Q (4236.092237 sec): 3 clusters Score: Raw -4757811.738807 + Penalty 2099.813808 = -4755711.924999 nChanged 11 SP:Iteration 48Q (4236.194074 sec): 3 clusters Score: Raw -4757816.446999 + Penalty 2099.813808 = -4755716.633191 nChanged 14 SP:Iteration 49Q (4236.305307 sec): 3 clusters Score: Raw -4757820.051210 + Penalty 2099.813808 = -4755720.237402 nChanged 6 SP:Iteration 50Q (4236.406385 sec): 3 clusters Score: Raw -4757821.423181 + Penalty 2099.813808 = -4755721.609373 nChanged 11 SP:Iteration 51Q (4236.497648 sec): 3 clusters Score: Raw -4757824.396200 + Penalty 2099.813808 = -4755724.582393 nChanged 8 SP:Iteration 52Q (4236.616976 sec): 3 clusters Score: Raw -4757825.969154 + Penalty 2099.813808 = -4755726.155346 nChanged 4 SP:Iteration 53Q (4236.717517 sec): 3 clusters Score: Raw -4757826.590063 + Penalty 2099.813808 = -4755726.776255 nChanged 3 SP:Iteration 54Q (4236.816796 sec): 3 clusters Score: Raw -4757826.953022 + Penalty 2099.813808 = -4755727.139214 nChanged 2 SP:Iteration 55Q (4236.938194 sec): 3 clusters Score: Raw -4757827.328343 + Penalty 2099.813808 = -4755727.514535 nChanged 1 SP:Iteration 56Q (4237.048696 sec): 3 clusters Score: Raw -4757827.525012 + Penalty 2099.813808 = -4755727.711204 nChanged 1 SP:Iteration 57Q (4237.137546 sec): 3 clusters Score: Raw -4757827.597058 + Penalty 2099.813808 = -4755727.783250 nChanged 0 SP:Iteration 58F (4237.250409 sec): 3 clusters Score: Raw -4757827.597058 + Penalty 2099.813808 = -4755727.783250 nChanged 0 Trying to split cluster 10 (5388 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4237.267501 sec): 2 clusters Score: Raw -353532.245331 + Penalty 816.233306 = -352716.012025 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4237.319294 sec): 3 clusters Score: Raw -350474.563009 + Penalty 1632.466612 = -348842.096397 nChanged 2366 SP:Iteration 1F (4237.371024 sec): 3 clusters Score: Raw -351916.920332 + Penalty 1632.466612 = -350284.453720 nChanged 455 SP:Iteration 2F (4237.408811 sec): 3 clusters Score: Raw -352228.764045 + Penalty 1632.466612 = -350596.297433 nChanged 396 SP:Iteration 3F (4237.451935 sec): 3 clusters Score: Raw -352534.162036 + Penalty 1632.466612 = -350901.695424 nChanged 392 SP:Iteration 4F (4237.496933 sec): 3 clusters Score: Raw -352858.189636 + Penalty 1632.466612 = -351225.723023 nChanged 360 SP:Iteration 5F (4237.537053 sec): 3 clusters Score: Raw -353136.578997 + Penalty 1632.466612 = -351504.112385 nChanged 261 SP:Iteration 6Q (4237.584490 sec): 3 clusters Score: Raw -353342.007355 + Penalty 1632.466612 = -351709.540743 nChanged 203 SP:Iteration 7Q (4237.630918 sec): 3 clusters Score: Raw -353477.663435 + Penalty 1632.466612 = -351845.196823 nChanged 155 SP:Iteration 8Q (4237.675801 sec): 3 clusters Score: Raw -353572.178233 + Penalty 1632.466612 = -351939.711621 nChanged 128 SP:Iteration 9Q (4237.721023 sec): 3 clusters Score: Raw -353639.188556 + Penalty 1632.466612 = -352006.721944 nChanged 103 SP:Iteration 10Q (4237.766748 sec): 3 clusters Score: Raw -353715.860885 + Penalty 1632.466612 = -352083.394273 nChanged 112 SP:Iteration 11Q (4237.811573 sec): 3 clusters Score: Raw -353798.571261 + Penalty 1632.466612 = -352166.104649 nChanged 119 SP:Iteration 12Q (4237.855419 sec): 3 clusters Score: Raw -353887.486306 + Penalty 1632.466612 = -352255.019694 nChanged 113 SP:Iteration 13Q (4237.899895 sec): 3 clusters Score: Raw -353961.790560 + Penalty 1632.466612 = -352329.323948 nChanged 100 SP:Iteration 14Q (4237.950772 sec): 3 clusters Score: Raw -354012.981900 + Penalty 1632.466612 = -352380.515288 nChanged 66 SP:Iteration 15Q (4237.985601 sec): 3 clusters Score: Raw -354038.200411 + Penalty 1632.466612 = -352405.733799 nChanged 48 SP:Iteration 16Q (4238.029955 sec): 3 clusters Score: Raw -354053.216197 + Penalty 1632.466612 = -352420.749585 nChanged 36 SP:Iteration 17Q (4238.070160 sec): 3 clusters Score: Raw -354060.977070 + Penalty 1632.466612 = -352428.510458 nChanged 21 SP:Iteration 18Q (4238.122193 sec): 3 clusters Score: Raw -354066.703215 + Penalty 1632.466612 = -352434.236603 nChanged 14 SP:Iteration 19Q (4238.171070 sec): 3 clusters Score: Raw -354069.442168 + Penalty 1632.466612 = -352436.975556 nChanged 12 SP:Iteration 20F (4238.212177 sec): 3 clusters Score: Raw -354071.417634 + Penalty 1632.466612 = -352438.951022 nChanged 5 SP:Iteration 21Q (4238.259748 sec): 3 clusters Score: Raw -354072.031879 + Penalty 1632.466612 = -352439.565267 nChanged 4 SP:Iteration 22Q (4238.296474 sec): 3 clusters Score: Raw -354072.573008 + Penalty 1632.466612 = -352440.106396 nChanged 6 SP:Iteration 23Q (4238.336191 sec): 3 clusters Score: Raw -354073.774750 + Penalty 1632.466612 = -352441.308137 nChanged 4 SP:Iteration 24Q (4238.389735 sec): 3 clusters Score: Raw -354074.223127 + Penalty 1632.466612 = -352441.756514 nChanged 3 SP:Iteration 25Q (4238.422301 sec): 3 clusters Score: Raw -354074.551374 + Penalty 1632.466612 = -352442.084762 nChanged 5 SP:Iteration 26Q (4238.469239 sec): 3 clusters Score: Raw -354075.277876 + Penalty 1632.466612 = -352442.811264 nChanged 8 SP:Iteration 27Q (4238.524485 sec): 3 clusters Score: Raw -354076.233524 + Penalty 1632.466612 = -352443.766912 nChanged 5 SP:Iteration 28Q (4238.560597 sec): 3 clusters Score: Raw -354076.881170 + Penalty 1632.466612 = -352444.414558 nChanged 4 SP:Iteration 29Q (4238.608661 sec): 3 clusters Score: Raw -354077.324650 + Penalty 1632.466612 = -352444.858038 nChanged 3 SP:Iteration 30Q (4238.671653 sec): 3 clusters Score: Raw -354078.192354 + Penalty 1632.466612 = -352445.725742 nChanged 7 SP:Iteration 31Q (4238.711054 sec): 3 clusters Score: Raw -354079.969420 + Penalty 1632.466612 = -352447.502808 nChanged 7 SP:Iteration 32Q (4238.752017 sec): 3 clusters Score: Raw -354081.368884 + Penalty 1632.466612 = -352448.902272 nChanged 7 SP:Iteration 33Q (4238.790910 sec): 3 clusters Score: Raw -354082.738227 + Penalty 1632.466612 = -352450.271615 nChanged 6 SP:Iteration 34Q (4238.839839 sec): 3 clusters Score: Raw -354083.774955 + Penalty 1632.466612 = -352451.308343 nChanged 9 SP:Iteration 35Q (4238.879093 sec): 3 clusters Score: Raw -354085.370212 + Penalty 1632.466612 = -352452.903600 nChanged 10 SP:Iteration 36Q (4238.937944 sec): 3 clusters Score: Raw -354087.008533 + Penalty 1632.466612 = -352454.541921 nChanged 7 SP:Iteration 37Q (4238.983594 sec): 3 clusters Score: Raw -354088.527194 + Penalty 1632.466612 = -352456.060582 nChanged 8 SP:Iteration 38Q (4239.019861 sec): 3 clusters Score: Raw -354090.370609 + Penalty 1632.466612 = -352457.903997 nChanged 4 SP:Iteration 39Q (4239.054275 sec): 3 clusters Score: Raw -354090.718706 + Penalty 1632.466612 = -352458.252094 nChanged 3 SP:Iteration 40F (4239.103719 sec): 3 clusters Score: Raw -354090.931821 + Penalty 1632.466612 = -352458.465209 nChanged 1 SP:Iteration 41Q (4239.154887 sec): 3 clusters Score: Raw -354090.976727 + Penalty 1632.466612 = -352458.510115 nChanged 0 SP:Iteration 42F (4239.204658 sec): 3 clusters Score: Raw -354090.976727 + Penalty 1632.466612 = -352458.510115 nChanged 0 Trying to split cluster 11 (20284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4239.255400 sec): 2 clusters Score: Raw -1509099.145345 + Penalty 942.170829 = -1508156.974516 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4239.316787 sec): 3 clusters Score: Raw -1496368.411697 + Penalty 1884.341659 = -1494484.070039 nChanged 9420 SP:Iteration 1F (4239.380126 sec): 3 clusters Score: Raw -1501789.559799 + Penalty 1884.341659 = -1499905.218140 nChanged 841 SP:Iteration 2Q (4239.455626 sec): 3 clusters Score: Raw -1502045.873692 + Penalty 1884.341659 = -1500161.532034 nChanged 806 SP:Iteration 3Q (4239.512865 sec): 3 clusters Score: Raw -1502349.443255 + Penalty 1884.341659 = -1500465.101597 nChanged 860 SP:Iteration 4Q (4239.579947 sec): 3 clusters Score: Raw -1502733.826002 + Penalty 1884.341659 = -1500849.484343 nChanged 954 SP:Iteration 5Q (4239.654408 sec): 3 clusters Score: Raw -1503236.203581 + Penalty 1884.341659 = -1501351.861922 nChanged 1067 SP:Iteration 6F (4239.724916 sec): 3 clusters Score: Raw -1503864.924867 + Penalty 1884.341659 = -1501980.583208 nChanged 1132 SP:Iteration 7F (4239.787619 sec): 3 clusters Score: Raw -1504558.211705 + Penalty 1884.341659 = -1502673.870046 nChanged 1140 SP:Iteration 8F (4239.849411 sec): 3 clusters Score: Raw -1505316.140656 + Penalty 1884.341659 = -1503431.798997 nChanged 1116 SP:Iteration 9F (4239.915643 sec): 3 clusters Score: Raw -1506048.673002 + Penalty 1884.341659 = -1504164.331343 nChanged 953 SP:Iteration 10Q (4239.960523 sec): 3 clusters Score: Raw -1506512.800775 + Penalty 1884.341659 = -1504628.459117 nChanged 672 SP:Iteration 11Q (4240.034073 sec): 3 clusters Score: Raw -1506739.922361 + Penalty 1884.341659 = -1504855.580703 nChanged 442 SP:Iteration 12Q (4240.094568 sec): 3 clusters Score: Raw -1506868.937619 + Penalty 1884.341659 = -1504984.595961 nChanged 318 SP:Iteration 13Q (4240.170484 sec): 3 clusters Score: Raw -1506957.530645 + Penalty 1884.341659 = -1505073.188986 nChanged 300 SP:Iteration 14Q (4240.239763 sec): 3 clusters Score: Raw -1507043.246025 + Penalty 1884.341659 = -1505158.904367 nChanged 292 SP:Iteration 15Q (4240.310970 sec): 3 clusters Score: Raw -1507138.617134 + Penalty 1884.341659 = -1505254.275476 nChanged 327 SP:Iteration 16Q (4240.366675 sec): 3 clusters Score: Raw -1507256.619678 + Penalty 1884.341659 = -1505372.278020 nChanged 334 SP:Iteration 17Q (4240.431458 sec): 3 clusters Score: Raw -1507388.063881 + Penalty 1884.341659 = -1505503.722222 nChanged 326 SP:Iteration 18Q (4240.498244 sec): 3 clusters Score: Raw -1507520.720502 + Penalty 1884.341659 = -1505636.378844 nChanged 316 SP:Iteration 19Q (4240.566194 sec): 3 clusters Score: Raw -1507656.657887 + Penalty 1884.341659 = -1505772.316228 nChanged 318 SP:Iteration 20F (4240.628977 sec): 3 clusters Score: Raw -1507794.158973 + Penalty 1884.341659 = -1505909.817314 nChanged 328 SP:Iteration 21Q (4240.698515 sec): 3 clusters Score: Raw -1507942.060273 + Penalty 1884.341659 = -1506057.718614 nChanged 306 SP:Iteration 22Q (4240.750383 sec): 3 clusters Score: Raw -1508066.597504 + Penalty 1884.341659 = -1506182.255846 nChanged 281 SP:Iteration 23Q (4240.814887 sec): 3 clusters Score: Raw -1508198.424032 + Penalty 1884.341659 = -1506314.082373 nChanged 277 SP:Iteration 24Q (4240.887219 sec): 3 clusters Score: Raw -1508325.603802 + Penalty 1884.341659 = -1506441.262143 nChanged 255 SP:Iteration 25Q (4240.941337 sec): 3 clusters Score: Raw -1508426.356296 + Penalty 1884.341659 = -1506542.014637 nChanged 238 SP:Iteration 26Q (4241.003661 sec): 3 clusters Score: Raw -1508520.211396 + Penalty 1884.341659 = -1506635.869738 nChanged 228 SP:Iteration 27Q (4241.069305 sec): 3 clusters Score: Raw -1508595.594606 + Penalty 1884.341659 = -1506711.252947 nChanged 175 SP:Iteration 28Q (4241.143120 sec): 3 clusters Score: Raw -1508654.592628 + Penalty 1884.341659 = -1506770.250969 nChanged 165 SP:Iteration 29Q (4241.209430 sec): 3 clusters Score: Raw -1508694.548793 + Penalty 1884.341659 = -1506810.207135 nChanged 130 SP:Iteration 30Q (4241.277385 sec): 3 clusters Score: Raw -1508725.245830 + Penalty 1884.341659 = -1506840.904172 nChanged 102 SP:Iteration 31Q (4241.336139 sec): 3 clusters Score: Raw -1508743.889465 + Penalty 1884.341659 = -1506859.547806 nChanged 69 SP:Iteration 32Q (4241.406847 sec): 3 clusters Score: Raw -1508752.994799 + Penalty 1884.341659 = -1506868.653141 nChanged 47 SP:Iteration 33Q (4241.469934 sec): 3 clusters Score: Raw -1508758.735866 + Penalty 1884.341659 = -1506874.394208 nChanged 40 SP:Iteration 34Q (4241.532451 sec): 3 clusters Score: Raw -1508762.315413 + Penalty 1884.341659 = -1506877.973755 nChanged 35 SP:Iteration 35Q (4241.600095 sec): 3 clusters Score: Raw -1508764.960510 + Penalty 1884.341659 = -1506880.618852 nChanged 30 SP:Iteration 36Q (4241.664840 sec): 3 clusters Score: Raw -1508767.544791 + Penalty 1884.341659 = -1506883.203133 nChanged 26 SP:Iteration 37Q (4241.730202 sec): 3 clusters Score: Raw -1508769.394336 + Penalty 1884.341659 = -1506885.052677 nChanged 23 SP:Iteration 38Q (4241.762603 sec): 3 clusters Score: Raw -1508771.251233 + Penalty 1884.341659 = -1506886.909574 nChanged 22 SP:Iteration 39Q (4241.801249 sec): 3 clusters Score: Raw -1508772.611349 + Penalty 1884.341659 = -1506888.269690 nChanged 22 SP:Iteration 40F (4241.865064 sec): 3 clusters Score: Raw -1508776.098961 + Penalty 1884.341659 = -1506891.757303 nChanged 17 SP:Iteration 41Q (4241.926543 sec): 3 clusters Score: Raw -1508777.293655 + Penalty 1884.341659 = -1506892.951996 nChanged 19 SP:Iteration 42Q (4241.996342 sec): 3 clusters Score: Raw -1508779.098657 + Penalty 1884.341659 = -1506894.756998 nChanged 21 SP:Iteration 43Q (4242.058966 sec): 3 clusters Score: Raw -1508780.523775 + Penalty 1884.341659 = -1506896.182117 nChanged 16 SP:Iteration 44Q (4242.118440 sec): 3 clusters Score: Raw -1508781.301415 + Penalty 1884.341659 = -1506896.959756 nChanged 15 SP:Iteration 45Q (4242.189498 sec): 3 clusters Score: Raw -1508782.241927 + Penalty 1884.341659 = -1506897.900269 nChanged 16 SP:Iteration 46Q (4242.246044 sec): 3 clusters Score: Raw -1508783.069412 + Penalty 1884.341659 = -1506898.727753 nChanged 17 SP:Iteration 47Q (4242.307958 sec): 3 clusters Score: Raw -1508784.307771 + Penalty 1884.341659 = -1506899.966112 nChanged 19 SP:Iteration 48Q (4242.369881 sec): 3 clusters Score: Raw -1508785.157920 + Penalty 1884.341659 = -1506900.816262 nChanged 15 SP:Iteration 49Q (4242.431059 sec): 3 clusters Score: Raw -1508785.949013 + Penalty 1884.341659 = -1506901.607355 nChanged 10 SP:Iteration 50Q (4242.493703 sec): 3 clusters Score: Raw -1508786.624709 + Penalty 1884.341659 = -1506902.283051 nChanged 11 SP:Iteration 51Q (4242.555035 sec): 3 clusters Score: Raw -1508787.273660 + Penalty 1884.341659 = -1506902.932001 nChanged 6 SP:Iteration 52Q (4242.589488 sec): 3 clusters Score: Raw -1508787.576856 + Penalty 1884.341659 = -1506903.235198 nChanged 9 SP:Iteration 53Q (4242.623834 sec): 3 clusters Score: Raw -1508788.172264 + Penalty 1884.341659 = -1506903.830605 nChanged 12 SP:Iteration 54Q (4242.686170 sec): 3 clusters Score: Raw -1508788.756542 + Penalty 1884.341659 = -1506904.414883 nChanged 10 SP:Iteration 55Q (4242.720458 sec): 3 clusters Score: Raw -1508789.149770 + Penalty 1884.341659 = -1506904.808112 nChanged 7 SP:Iteration 56Q (4242.779119 sec): 3 clusters Score: Raw -1508789.447459 + Penalty 1884.341659 = -1506905.105800 nChanged 8 SP:Iteration 57Q (4242.844219 sec): 3 clusters Score: Raw -1508789.711713 + Penalty 1884.341659 = -1506905.370055 nChanged 4 SP:Iteration 58Q (4242.913826 sec): 3 clusters Score: Raw -1508789.827638 + Penalty 1884.341659 = -1506905.485979 nChanged 4 SP:Iteration 59Q (4242.973641 sec): 3 clusters Score: Raw -1508789.915254 + Penalty 1884.341659 = -1506905.573596 nChanged 6 SP:Iteration 60F (4243.039751 sec): 3 clusters Score: Raw -1508790.250357 + Penalty 1884.341659 = -1506905.908698 nChanged 7 SP:Iteration 61Q (4243.108004 sec): 3 clusters Score: Raw -1508790.513917 + Penalty 1884.341659 = -1506906.172258 nChanged 3 SP:Iteration 62Q (4243.178270 sec): 3 clusters Score: Raw -1508790.701185 + Penalty 1884.341659 = -1506906.359527 nChanged 1 SP:Iteration 63Q (4243.234996 sec): 3 clusters Score: Raw -1508790.717283 + Penalty 1884.341659 = -1506906.375624 nChanged 1 SP:Iteration 64Q (4243.301320 sec): 3 clusters Score: Raw -1508790.747570 + Penalty 1884.341659 = -1506906.405911 nChanged 1 SP:Iteration 65Q (4243.358322 sec): 3 clusters Score: Raw -1508790.761049 + Penalty 1884.341659 = -1506906.419391 nChanged 0 SP:Iteration 66F (4243.420101 sec): 3 clusters Score: Raw -1508790.761049 + Penalty 1884.341659 = -1506906.419391 nChanged 0 Trying to split cluster 12 (53247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4243.491151 sec): 2 clusters Score: Raw -3713064.583507 + Penalty 1033.856191 = -3712030.727316 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4243.589041 sec): 3 clusters Score: Raw -3678710.151461 + Penalty 2067.712381 = -3676642.439080 nChanged 25285 SP:Iteration 1F (4243.698694 sec): 3 clusters Score: Raw -3693595.278316 + Penalty 2067.712381 = -3691527.565935 nChanged 2432 SP:Iteration 2Q (4243.815778 sec): 3 clusters Score: Raw -3694534.418567 + Penalty 2067.712381 = -3692466.706185 nChanged 2629 SP:Iteration 3Q (4243.925778 sec): 3 clusters Score: Raw -3695914.427655 + Penalty 2067.712381 = -3693846.715273 nChanged 3042 SP:Iteration 4F (4244.027748 sec): 3 clusters Score: Raw -3697908.158934 + Penalty 2067.712381 = -3695840.446552 nChanged 3407 SP:Iteration 5F (4244.138626 sec): 3 clusters Score: Raw -3700497.678793 + Penalty 2067.712381 = -3698429.966411 nChanged 3443 SP:Iteration 6F (4244.239589 sec): 3 clusters Score: Raw -3703193.089693 + Penalty 2067.712381 = -3701125.377312 nChanged 2990 SP:Iteration 7F (4244.349143 sec): 3 clusters Score: Raw -3705247.829264 + Penalty 2067.712381 = -3703180.116883 nChanged 2277 SP:Iteration 8Q (4244.468495 sec): 3 clusters Score: Raw -3706521.300130 + Penalty 2067.712381 = -3704453.587748 nChanged 1730 SP:Iteration 9Q (4244.578904 sec): 3 clusters Score: Raw -3707333.854150 + Penalty 2067.712381 = -3705266.141769 nChanged 1386 SP:Iteration 10Q (4244.682218 sec): 3 clusters Score: Raw -3707929.581166 + Penalty 2067.712381 = -3705861.868785 nChanged 1284 SP:Iteration 11Q (4244.783642 sec): 3 clusters Score: Raw -3708490.256991 + Penalty 2067.712381 = -3706422.544610 nChanged 1216 SP:Iteration 12Q (4244.870441 sec): 3 clusters Score: Raw -3709027.971643 + Penalty 2067.712381 = -3706960.259261 nChanged 1122 SP:Iteration 13Q (4244.944664 sec): 3 clusters Score: Raw -3709522.146588 + Penalty 2067.712381 = -3707454.434206 nChanged 1050 SP:Iteration 14Q (4245.044709 sec): 3 clusters Score: Raw -3709997.189135 + Penalty 2067.712381 = -3707929.476753 nChanged 1034 SP:Iteration 15Q (4245.152601 sec): 3 clusters Score: Raw -3710487.256775 + Penalty 2067.712381 = -3708419.544394 nChanged 924 SP:Iteration 16Q (4245.237263 sec): 3 clusters Score: Raw -3710909.451902 + Penalty 2067.712381 = -3708841.739520 nChanged 799 SP:Iteration 17Q (4245.303440 sec): 3 clusters Score: Raw -3711288.410721 + Penalty 2067.712381 = -3709220.698340 nChanged 785 SP:Iteration 18Q (4245.373801 sec): 3 clusters Score: Raw -3711699.547982 + Penalty 2067.712381 = -3709631.835600 nChanged 703 SP:Iteration 19Q (4245.445260 sec): 3 clusters Score: Raw -3712073.044166 + Penalty 2067.712381 = -3710005.331785 nChanged 613 SP:Iteration 20F (4245.522706 sec): 3 clusters Score: Raw -3712403.397158 + Penalty 2067.712381 = -3710335.684776 nChanged 535 SP:Iteration 21Q (4245.590955 sec): 3 clusters Score: Raw -3712696.303900 + Penalty 2067.712381 = -3710628.591519 nChanged 417 SP:Iteration 22Q (4245.659049 sec): 3 clusters Score: Raw -3712897.424123 + Penalty 2067.712381 = -3710829.711741 nChanged 329 SP:Iteration 23Q (4245.762291 sec): 3 clusters Score: Raw -3713035.496248 + Penalty 2067.712381 = -3710967.783867 nChanged 252 SP:Iteration 24Q (4245.850259 sec): 3 clusters Score: Raw -3713125.133115 + Penalty 2067.712381 = -3711057.420734 nChanged 200 SP:Iteration 25Q (4245.964036 sec): 3 clusters Score: Raw -3713190.943095 + Penalty 2067.712381 = -3711123.230714 nChanged 170 SP:Iteration 26Q (4246.059014 sec): 3 clusters Score: Raw -3713244.009895 + Penalty 2067.712381 = -3711176.297513 nChanged 133 SP:Iteration 27Q (4246.149742 sec): 3 clusters Score: Raw -3713284.881308 + Penalty 2067.712381 = -3711217.168926 nChanged 121 SP:Iteration 28Q (4246.247448 sec): 3 clusters Score: Raw -3713321.397039 + Penalty 2067.712381 = -3711253.684657 nChanged 106 SP:Iteration 29Q (4246.345020 sec): 3 clusters Score: Raw -3713349.854239 + Penalty 2067.712381 = -3711282.141857 nChanged 87 SP:Iteration 30Q (4246.436360 sec): 3 clusters Score: Raw -3713374.259068 + Penalty 2067.712381 = -3711306.546687 nChanged 75 SP:Iteration 31Q (4246.534227 sec): 3 clusters Score: Raw -3713393.431600 + Penalty 2067.712381 = -3711325.719219 nChanged 56 SP:Iteration 32Q (4246.633369 sec): 3 clusters Score: Raw -3713406.970267 + Penalty 2067.712381 = -3711339.257886 nChanged 60 SP:Iteration 33Q (4246.721269 sec): 3 clusters Score: Raw -3713422.095143 + Penalty 2067.712381 = -3711354.382762 nChanged 57 SP:Iteration 34Q (4246.817280 sec): 3 clusters Score: Raw -3713439.859673 + Penalty 2067.712381 = -3711372.147292 nChanged 56 SP:Iteration 35Q (4246.909806 sec): 3 clusters Score: Raw -3713455.913653 + Penalty 2067.712381 = -3711388.201272 nChanged 39 SP:Iteration 36Q (4247.012500 sec): 3 clusters Score: Raw -3713469.944990 + Penalty 2067.712381 = -3711402.232608 nChanged 37 SP:Iteration 37Q (4247.102935 sec): 3 clusters Score: Raw -3713482.329716 + Penalty 2067.712381 = -3711414.617334 nChanged 34 SP:Iteration 38Q (4247.198899 sec): 3 clusters Score: Raw -3713490.409289 + Penalty 2067.712381 = -3711422.696907 nChanged 31 SP:Iteration 39Q (4247.286826 sec): 3 clusters Score: Raw -3713497.442344 + Penalty 2067.712381 = -3711429.729963 nChanged 25 SP:Iteration 40F (4247.390677 sec): 3 clusters Score: Raw -3713503.056160 + Penalty 2067.712381 = -3711435.343779 nChanged 17 SP:Iteration 41Q (4247.457296 sec): 3 clusters Score: Raw -3713507.319643 + Penalty 2067.712381 = -3711439.607262 nChanged 17 SP:Iteration 42Q (4247.547334 sec): 3 clusters Score: Raw -3713511.512851 + Penalty 2067.712381 = -3711443.800469 nChanged 19 SP:Iteration 43Q (4247.647099 sec): 3 clusters Score: Raw -3713515.548194 + Penalty 2067.712381 = -3711447.835813 nChanged 15 SP:Iteration 44Q (4247.745309 sec): 3 clusters Score: Raw -3713519.698427 + Penalty 2067.712381 = -3711451.986046 nChanged 17 SP:Iteration 45Q (4247.838658 sec): 3 clusters Score: Raw -3713525.475000 + Penalty 2067.712381 = -3711457.762618 nChanged 20 SP:Iteration 46Q (4247.926605 sec): 3 clusters Score: Raw -3713528.941480 + Penalty 2067.712381 = -3711461.229099 nChanged 15 SP:Iteration 47Q (4248.021838 sec): 3 clusters Score: Raw -3713532.594402 + Penalty 2067.712381 = -3711464.882021 nChanged 14 SP:Iteration 48Q (4248.121860 sec): 3 clusters Score: Raw -3713535.918640 + Penalty 2067.712381 = -3711468.206259 nChanged 14 SP:Iteration 49Q (4248.214089 sec): 3 clusters Score: Raw -3713538.785276 + Penalty 2067.712381 = -3711471.072895 nChanged 10 SP:Iteration 50Q (4248.320118 sec): 3 clusters Score: Raw -3713540.187071 + Penalty 2067.712381 = -3711472.474690 nChanged 5 SP:Iteration 51Q (4248.417800 sec): 3 clusters Score: Raw -3713540.683396 + Penalty 2067.712381 = -3711472.971015 nChanged 3 SP:Iteration 52Q (4248.480908 sec): 3 clusters Score: Raw -3713540.917022 + Penalty 2067.712381 = -3711473.204641 nChanged 2 SP:Iteration 53Q (4248.541320 sec): 3 clusters Score: Raw -3713541.338030 + Penalty 2067.712381 = -3711473.625649 nChanged 3 SP:Iteration 54Q (4248.626863 sec): 3 clusters Score: Raw -3713541.797258 + Penalty 2067.712381 = -3711474.084877 nChanged 6 SP:Iteration 55Q (4248.713580 sec): 3 clusters Score: Raw -3713542.865157 + Penalty 2067.712381 = -3711475.152776 nChanged 5 SP:Iteration 56Q (4248.812398 sec): 3 clusters Score: Raw -3713543.459925 + Penalty 2067.712381 = -3711475.747544 nChanged 3 SP:Iteration 57Q (4248.876492 sec): 3 clusters Score: Raw -3713543.844503 + Penalty 2067.712381 = -3711476.132122 nChanged 2 SP:Iteration 58Q (4248.975543 sec): 3 clusters Score: Raw -3713544.252579 + Penalty 2067.712381 = -3711476.540198 nChanged 2 SP:Iteration 59Q (4249.067624 sec): 3 clusters Score: Raw -3713544.332117 + Penalty 2067.712381 = -3711476.619736 nChanged 0 SP:Iteration 60F (4249.170854 sec): 3 clusters Score: Raw -3713544.332117 + Penalty 2067.712381 = -3711476.619736 nChanged 0 Trying to split cluster 13 (627 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4249.198419 sec): 2 clusters Score: Raw -43443.813051 + Penalty 611.889921 = -42831.923130 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4249.230722 sec): 3 clusters Score: Raw -43253.135053 + Penalty 1223.779843 = -42029.355210 nChanged 189 SP:Iteration 1F (4249.283805 sec): 3 clusters Score: Raw -43427.798082 + Penalty 1223.779843 = -42204.018239 nChanged 56 SP:Iteration 2F (4249.325696 sec): 3 clusters Score: Raw -43496.758971 + Penalty 1223.779843 = -42272.979128 nChanged 35 SP:Iteration 3F (4249.365825 sec): 3 clusters Score: Raw -43531.411693 + Penalty 1223.779843 = -42307.631851 nChanged 21 SP:Iteration 4Q (4249.407829 sec): 3 clusters Score: Raw -43552.629195 + Penalty 1223.779843 = -42328.849352 nChanged 19 SP:Iteration 5Q (4249.452016 sec): 3 clusters Score: Raw -43571.856209 + Penalty 1223.779843 = -42348.076366 nChanged 15 SP:Iteration 6Q (4249.486444 sec): 3 clusters Score: Raw -43584.562719 + Penalty 1223.779843 = -42360.782876 nChanged 5 SP:Iteration 7Q (4249.516930 sec): 3 clusters Score: Raw -43589.234256 + Penalty 1223.779843 = -42365.454414 nChanged 3 SP:Iteration 8Q (4249.555191 sec): 3 clusters Score: Raw -43591.561428 + Penalty 1223.779843 = -42367.781585 nChanged 0 SP:Iteration 9F (4249.592645 sec): 3 clusters Score: Raw -43591.561428 + Penalty 1223.779843 = -42367.781585 nChanged 0 Trying to split cluster 14 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4249.624632 sec): 2 clusters Score: Raw -476471.084413 + Penalty 836.396627 = -475634.687787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4249.677280 sec): 3 clusters Score: Raw -472656.133935 + Penalty 1672.793254 = -470983.340682 nChanged 2921 SP:Iteration 1F (4249.720749 sec): 3 clusters Score: Raw -474315.222078 + Penalty 1672.793254 = -472642.428825 nChanged 384 SP:Iteration 2F (4249.770451 sec): 3 clusters Score: Raw -474503.487184 + Penalty 1672.793254 = -472830.693931 nChanged 360 SP:Iteration 3F (4249.833694 sec): 3 clusters Score: Raw -474663.934905 + Penalty 1672.793254 = -472991.141651 nChanged 313 SP:Iteration 4Q (4249.887921 sec): 3 clusters Score: Raw -474790.069196 + Penalty 1672.793254 = -473117.275942 nChanged 265 SP:Iteration 5Q (4249.924264 sec): 3 clusters Score: Raw -474905.126365 + Penalty 1672.793254 = -473232.333111 nChanged 242 SP:Iteration 6Q (4249.969884 sec): 3 clusters Score: Raw -475033.222094 + Penalty 1672.793254 = -473360.428841 nChanged 275 SP:Iteration 7Q (4250.014151 sec): 3 clusters Score: Raw -475195.570795 + Penalty 1672.793254 = -473522.777541 nChanged 300 SP:Iteration 8Q (4250.062554 sec): 3 clusters Score: Raw -475443.682293 + Penalty 1672.793254 = -473770.889039 nChanged 339 SP:Iteration 9F (4250.114038 sec): 3 clusters Score: Raw -475722.547703 + Penalty 1672.793254 = -474049.754450 nChanged 315 SP:Iteration 10Q (4250.152953 sec): 3 clusters Score: Raw -475966.785387 + Penalty 1672.793254 = -474293.992133 nChanged 252 SP:Iteration 11Q (4250.198452 sec): 3 clusters Score: Raw -476087.731472 + Penalty 1672.793254 = -474414.938219 nChanged 177 SP:Iteration 12Q (4250.254712 sec): 3 clusters Score: Raw -476148.717602 + Penalty 1672.793254 = -474475.924348 nChanged 124 SP:Iteration 13Q (4250.309602 sec): 3 clusters Score: Raw -476183.184098 + Penalty 1672.793254 = -474510.390844 nChanged 94 SP:Iteration 14Q (4250.356595 sec): 3 clusters Score: Raw -476207.250115 + Penalty 1672.793254 = -474534.456862 nChanged 83 SP:Iteration 15Q (4250.417043 sec): 3 clusters Score: Raw -476226.883719 + Penalty 1672.793254 = -474554.090465 nChanged 71 SP:Iteration 16Q (4250.457082 sec): 3 clusters Score: Raw -476241.733084 + Penalty 1672.793254 = -474568.939831 nChanged 70 SP:Iteration 17Q (4250.518658 sec): 3 clusters Score: Raw -476258.388082 + Penalty 1672.793254 = -474585.594829 nChanged 66 SP:Iteration 18Q (4250.560177 sec): 3 clusters Score: Raw -476274.900086 + Penalty 1672.793254 = -474602.106833 nChanged 72 SP:Iteration 19Q (4250.606766 sec): 3 clusters Score: Raw -476292.764178 + Penalty 1672.793254 = -474619.970924 nChanged 74 SP:Iteration 20F (4250.672795 sec): 3 clusters Score: Raw -476310.412211 + Penalty 1672.793254 = -474637.618958 nChanged 76 SP:Iteration 21Q (4250.705942 sec): 3 clusters Score: Raw -476330.044023 + Penalty 1672.793254 = -474657.250770 nChanged 75 SP:Iteration 22Q (4250.759004 sec): 3 clusters Score: Raw -476348.646504 + Penalty 1672.793254 = -474675.853251 nChanged 70 SP:Iteration 23Q (4250.801286 sec): 3 clusters Score: Raw -476366.331719 + Penalty 1672.793254 = -474693.538466 nChanged 78 SP:Iteration 24Q (4250.852927 sec): 3 clusters Score: Raw -476387.759756 + Penalty 1672.793254 = -474714.966502 nChanged 74 SP:Iteration 25Q (4250.911787 sec): 3 clusters Score: Raw -476410.164030 + Penalty 1672.793254 = -474737.370777 nChanged 87 SP:Iteration 26Q (4250.952424 sec): 3 clusters Score: Raw -476435.055411 + Penalty 1672.793254 = -474762.262157 nChanged 87 SP:Iteration 27Q (4250.990854 sec): 3 clusters Score: Raw -476465.532221 + Penalty 1672.793254 = -474792.738968 nChanged 91 SP:Iteration 28Q (4251.050245 sec): 3 clusters Score: Raw -476495.413798 + Penalty 1672.793254 = -474822.620544 nChanged 83 SP:Iteration 29Q (4251.095926 sec): 3 clusters Score: Raw -476527.382645 + Penalty 1672.793254 = -474854.589391 nChanged 85 SP:Iteration 30Q (4251.144033 sec): 3 clusters Score: Raw -476561.343928 + Penalty 1672.793254 = -474888.550674 nChanged 106 SP:Iteration 31Q (4251.197897 sec): 3 clusters Score: Raw -476601.385356 + Penalty 1672.793254 = -474928.592102 nChanged 104 SP:Iteration 32Q (4251.241165 sec): 3 clusters Score: Raw -476646.664244 + Penalty 1672.793254 = -474973.870990 nChanged 106 SP:Iteration 33Q (4251.295751 sec): 3 clusters Score: Raw -476696.232502 + Penalty 1672.793254 = -475023.439248 nChanged 100 SP:Iteration 34Q (4251.333289 sec): 3 clusters Score: Raw -476740.071510 + Penalty 1672.793254 = -475067.278256 nChanged 82 SP:Iteration 35Q (4251.391000 sec): 3 clusters Score: Raw -476775.086691 + Penalty 1672.793254 = -475102.293437 nChanged 72 SP:Iteration 36Q (4251.432472 sec): 3 clusters Score: Raw -476803.209214 + Penalty 1672.793254 = -475130.415961 nChanged 73 SP:Iteration 37Q (4251.487552 sec): 3 clusters Score: Raw -476835.056753 + Penalty 1672.793254 = -475162.263499 nChanged 76 SP:Iteration 38Q (4251.532322 sec): 3 clusters Score: Raw -476873.603138 + Penalty 1672.793254 = -475200.809885 nChanged 72 SP:Iteration 39Q (4251.594457 sec): 3 clusters Score: Raw -476910.717786 + Penalty 1672.793254 = -475237.924532 nChanged 57 SP:Iteration 40F (4251.631141 sec): 3 clusters Score: Raw -476934.600484 + Penalty 1672.793254 = -475261.807231 nChanged 52 SP:Iteration 41Q (4251.684951 sec): 3 clusters Score: Raw -476953.127789 + Penalty 1672.793254 = -475280.334536 nChanged 31 SP:Iteration 42Q (4251.721326 sec): 3 clusters Score: Raw -476963.612138 + Penalty 1672.793254 = -475290.818884 nChanged 28 SP:Iteration 43Q (4251.769754 sec): 3 clusters Score: Raw -476975.436549 + Penalty 1672.793254 = -475302.643296 nChanged 30 SP:Iteration 44Q (4251.811718 sec): 3 clusters Score: Raw -476990.236642 + Penalty 1672.793254 = -475317.443388 nChanged 22 SP:Iteration 45Q (4251.860609 sec): 3 clusters Score: Raw -476999.189054 + Penalty 1672.793254 = -475326.395800 nChanged 16 SP:Iteration 46Q (4251.899161 sec): 3 clusters Score: Raw -477004.568479 + Penalty 1672.793254 = -475331.775226 nChanged 14 SP:Iteration 47Q (4251.950331 sec): 3 clusters Score: Raw -477009.199491 + Penalty 1672.793254 = -475336.406237 nChanged 13 SP:Iteration 48Q (4252.003875 sec): 3 clusters Score: Raw -477013.807181 + Penalty 1672.793254 = -475341.013928 nChanged 12 SP:Iteration 49Q (4252.038964 sec): 3 clusters Score: Raw -477016.495928 + Penalty 1672.793254 = -475343.702675 nChanged 8 SP:Iteration 50Q (4252.100744 sec): 3 clusters Score: Raw -477018.208628 + Penalty 1672.793254 = -475345.415374 nChanged 4 SP:Iteration 51Q (4252.149119 sec): 3 clusters Score: Raw -477019.012945 + Penalty 1672.793254 = -475346.219692 nChanged 5 SP:Iteration 52Q (4252.201869 sec): 3 clusters Score: Raw -477020.918633 + Penalty 1672.793254 = -475348.125380 nChanged 2 SP:Iteration 53Q (4252.237124 sec): 3 clusters Score: Raw -477021.189225 + Penalty 1672.793254 = -475348.395971 nChanged 0 SP:Iteration 54F (4252.288335 sec): 3 clusters Score: Raw -477021.189225 + Penalty 1672.793254 = -475348.395971 nChanged 0 Trying to split cluster 15 (6249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4252.323619 sec): 2 clusters Score: Raw -432892.824479 + Penalty 830.316789 = -432062.507689 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4252.367354 sec): 3 clusters Score: Raw -429343.183788 + Penalty 1660.633579 = -427682.550210 nChanged 2746 SP:Iteration 1F (4252.405704 sec): 3 clusters Score: Raw -430945.670395 + Penalty 1660.633579 = -429285.036817 nChanged 399 SP:Iteration 2F (4252.428957 sec): 3 clusters Score: Raw -431142.444602 + Penalty 1660.633579 = -429481.811024 nChanged 349 SP:Iteration 3F (4252.478234 sec): 3 clusters Score: Raw -431328.847945 + Penalty 1660.633579 = -429668.214366 nChanged 322 SP:Iteration 4F (4252.525211 sec): 3 clusters Score: Raw -431521.536583 + Penalty 1660.633579 = -429860.903005 nChanged 330 SP:Iteration 5F (4252.560980 sec): 3 clusters Score: Raw -431772.389809 + Penalty 1660.633579 = -430111.756230 nChanged 355 SP:Iteration 6F (4252.601242 sec): 3 clusters Score: Raw -432047.933515 + Penalty 1660.633579 = -430387.299936 nChanged 376 SP:Iteration 7F (4252.641028 sec): 3 clusters Score: Raw -432313.343647 + Penalty 1660.633579 = -430652.710069 nChanged 296 SP:Iteration 8Q (4252.682877 sec): 3 clusters Score: Raw -432488.113047 + Penalty 1660.633579 = -430827.479468 nChanged 210 SP:Iteration 9Q (4252.723886 sec): 3 clusters Score: Raw -432579.224691 + Penalty 1660.633579 = -430918.591113 nChanged 160 SP:Iteration 10Q (4252.768891 sec): 3 clusters Score: Raw -432642.856560 + Penalty 1660.633579 = -430982.222982 nChanged 111 SP:Iteration 11Q (4252.819257 sec): 3 clusters Score: Raw -432680.431393 + Penalty 1660.633579 = -431019.797814 nChanged 103 SP:Iteration 12Q (4252.861094 sec): 3 clusters Score: Raw -432711.450392 + Penalty 1660.633579 = -431050.816813 nChanged 81 SP:Iteration 13Q (4252.923580 sec): 3 clusters Score: Raw -432732.646005 + Penalty 1660.633579 = -431072.012427 nChanged 57 SP:Iteration 14Q (4252.964184 sec): 3 clusters Score: Raw -432748.184235 + Penalty 1660.633579 = -431087.550657 nChanged 54 SP:Iteration 15Q (4253.005589 sec): 3 clusters Score: Raw -432761.666790 + Penalty 1660.633579 = -431101.033212 nChanged 48 SP:Iteration 16Q (4253.049041 sec): 3 clusters Score: Raw -432775.683611 + Penalty 1660.633579 = -431115.050032 nChanged 52 SP:Iteration 17Q (4253.101355 sec): 3 clusters Score: Raw -432793.107234 + Penalty 1660.633579 = -431132.473656 nChanged 55 SP:Iteration 18Q (4253.135808 sec): 3 clusters Score: Raw -432808.417337 + Penalty 1660.633579 = -431147.783758 nChanged 66 SP:Iteration 19Q (4253.186011 sec): 3 clusters Score: Raw -432825.960267 + Penalty 1660.633579 = -431165.326688 nChanged 56 SP:Iteration 20F (4253.229852 sec): 3 clusters Score: Raw -432839.574241 + Penalty 1660.633579 = -431178.940662 nChanged 51 SP:Iteration 21Q (4253.278736 sec): 3 clusters Score: Raw -432856.265658 + Penalty 1660.633579 = -431195.632079 nChanged 42 SP:Iteration 22Q (4253.319847 sec): 3 clusters Score: Raw -432865.667619 + Penalty 1660.633579 = -431205.034041 nChanged 36 SP:Iteration 23Q (4253.370532 sec): 3 clusters Score: Raw -432874.699817 + Penalty 1660.633579 = -431214.066238 nChanged 36 SP:Iteration 24Q (4253.412168 sec): 3 clusters Score: Raw -432881.612812 + Penalty 1660.633579 = -431220.979233 nChanged 27 SP:Iteration 25Q (4253.464786 sec): 3 clusters Score: Raw -432887.241108 + Penalty 1660.633579 = -431226.607529 nChanged 37 SP:Iteration 26Q (4253.521988 sec): 3 clusters Score: Raw -432897.889710 + Penalty 1660.633579 = -431237.256131 nChanged 43 SP:Iteration 27Q (4253.572609 sec): 3 clusters Score: Raw -432912.006311 + Penalty 1660.633579 = -431251.372732 nChanged 47 SP:Iteration 28Q (4253.621971 sec): 3 clusters Score: Raw -432927.426212 + Penalty 1660.633579 = -431266.792633 nChanged 51 SP:Iteration 29Q (4253.672571 sec): 3 clusters Score: Raw -432946.424476 + Penalty 1660.633579 = -431285.790897 nChanged 56 SP:Iteration 30Q (4253.719227 sec): 3 clusters Score: Raw -432966.278916 + Penalty 1660.633579 = -431305.645337 nChanged 53 SP:Iteration 31Q (4253.766548 sec): 3 clusters Score: Raw -432982.701789 + Penalty 1660.633579 = -431322.068210 nChanged 40 SP:Iteration 32Q (4253.813428 sec): 3 clusters Score: Raw -433001.726388 + Penalty 1660.633579 = -431341.092809 nChanged 49 SP:Iteration 33Q (4253.857604 sec): 3 clusters Score: Raw -433026.181676 + Penalty 1660.633579 = -431365.548098 nChanged 50 SP:Iteration 34Q (4253.902809 sec): 3 clusters Score: Raw -433048.487528 + Penalty 1660.633579 = -431387.853950 nChanged 50 SP:Iteration 35Q (4253.949040 sec): 3 clusters Score: Raw -433070.263634 + Penalty 1660.633579 = -431409.630055 nChanged 47 SP:Iteration 36Q (4253.992385 sec): 3 clusters Score: Raw -433087.138730 + Penalty 1660.633579 = -431426.505151 nChanged 45 SP:Iteration 37Q (4254.040016 sec): 3 clusters Score: Raw -433103.546848 + Penalty 1660.633579 = -431442.913269 nChanged 44 SP:Iteration 38Q (4254.092353 sec): 3 clusters Score: Raw -433118.400553 + Penalty 1660.633579 = -431457.766974 nChanged 37 SP:Iteration 39Q (4254.144015 sec): 3 clusters Score: Raw -433129.078432 + Penalty 1660.633579 = -431468.444853 nChanged 35 SP:Iteration 40F (4254.186500 sec): 3 clusters Score: Raw -433138.941763 + Penalty 1660.633579 = -431478.308184 nChanged 26 SP:Iteration 41Q (4254.232093 sec): 3 clusters Score: Raw -433146.402628 + Penalty 1660.633579 = -431485.769050 nChanged 23 SP:Iteration 42Q (4254.272018 sec): 3 clusters Score: Raw -433151.367937 + Penalty 1660.633579 = -431490.734358 nChanged 19 SP:Iteration 43Q (4254.323836 sec): 3 clusters Score: Raw -433155.565820 + Penalty 1660.633579 = -431494.932241 nChanged 14 SP:Iteration 44Q (4254.368185 sec): 3 clusters Score: Raw -433157.868600 + Penalty 1660.633579 = -431497.235021 nChanged 10 SP:Iteration 45Q (4254.413084 sec): 3 clusters Score: Raw -433159.209388 + Penalty 1660.633579 = -431498.575810 nChanged 10 SP:Iteration 46Q (4254.463259 sec): 3 clusters Score: Raw -433161.019991 + Penalty 1660.633579 = -431500.386412 nChanged 8 SP:Iteration 47Q (4254.516272 sec): 3 clusters Score: Raw -433162.349027 + Penalty 1660.633579 = -431501.715448 nChanged 6 SP:Iteration 48Q (4254.563289 sec): 3 clusters Score: Raw -433163.265077 + Penalty 1660.633579 = -431502.631498 nChanged 6 SP:Iteration 49Q (4254.599497 sec): 3 clusters Score: Raw -433164.211846 + Penalty 1660.633579 = -431503.578268 nChanged 6 SP:Iteration 50Q (4254.636182 sec): 3 clusters Score: Raw -433165.049384 + Penalty 1660.633579 = -431504.415805 nChanged 5 SP:Iteration 51Q (4254.685050 sec): 3 clusters Score: Raw -433165.753228 + Penalty 1660.633579 = -431505.119649 nChanged 5 SP:Iteration 52Q (4254.725224 sec): 3 clusters Score: Raw -433166.221424 + Penalty 1660.633579 = -431505.587845 nChanged 2 SP:Iteration 53Q (4254.774300 sec): 3 clusters Score: Raw -433166.645989 + Penalty 1660.633579 = -431506.012411 nChanged 1 SP:Iteration 54Q (4254.822089 sec): 3 clusters Score: Raw -433166.765960 + Penalty 1660.633579 = -431506.132381 nChanged 2 SP:Iteration 55Q (4254.868983 sec): 3 clusters Score: Raw -433167.049154 + Penalty 1660.633579 = -431506.415575 nChanged 2 SP:Iteration 56Q (4254.912854 sec): 3 clusters Score: Raw -433167.301479 + Penalty 1660.633579 = -431506.667900 nChanged 0 SP:Iteration 57F (4254.949284 sec): 3 clusters Score: Raw -433167.301479 + Penalty 1660.633579 = -431506.667900 nChanged 0 Trying to split cluster 16 (18240 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4254.997856 sec): 2 clusters Score: Raw -1358911.968852 + Penalty 932.080365 = -1357979.888487 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4255.061642 sec): 3 clusters Score: Raw -1347611.808551 + Penalty 1864.160730 = -1345747.647821 nChanged 8444 SP:Iteration 1F (4255.119668 sec): 3 clusters Score: Raw -1352297.254813 + Penalty 1864.160730 = -1350433.094083 nChanged 895 SP:Iteration 2Q (4255.190658 sec): 3 clusters Score: Raw -1352598.822414 + Penalty 1864.160730 = -1350734.661684 nChanged 818 SP:Iteration 3Q (4255.249176 sec): 3 clusters Score: Raw -1352916.280675 + Penalty 1864.160730 = -1351052.119945 nChanged 816 SP:Iteration 4Q (4255.324672 sec): 3 clusters Score: Raw -1353325.745216 + Penalty 1864.160730 = -1351461.584486 nChanged 918 SP:Iteration 5F (4255.393805 sec): 3 clusters Score: Raw -1353868.319376 + Penalty 1864.160730 = -1352004.158646 nChanged 1001 SP:Iteration 6F (4255.452875 sec): 3 clusters Score: Raw -1354545.110040 + Penalty 1864.160730 = -1352680.949310 nChanged 1005 SP:Iteration 7F (4255.522137 sec): 3 clusters Score: Raw -1355325.737799 + Penalty 1864.160730 = -1353461.577069 nChanged 983 SP:Iteration 8F (4255.595106 sec): 3 clusters Score: Raw -1356106.602986 + Penalty 1864.160730 = -1354242.442256 nChanged 916 SP:Iteration 9F (4255.656044 sec): 3 clusters Score: Raw -1356703.350066 + Penalty 1864.160730 = -1354839.189336 nChanged 693 SP:Iteration 10Q (4255.725975 sec): 3 clusters Score: Raw -1357044.664866 + Penalty 1864.160730 = -1355180.504136 nChanged 482 SP:Iteration 11Q (4255.780830 sec): 3 clusters Score: Raw -1357234.789016 + Penalty 1864.160730 = -1355370.628286 nChanged 349 SP:Iteration 12Q (4255.814099 sec): 3 clusters Score: Raw -1357367.841766 + Penalty 1864.160730 = -1355503.681036 nChanged 312 SP:Iteration 13Q (4255.893015 sec): 3 clusters Score: Raw -1357483.883846 + Penalty 1864.160730 = -1355619.723116 nChanged 276 SP:Iteration 14Q (4255.951423 sec): 3 clusters Score: Raw -1357591.500180 + Penalty 1864.160730 = -1355727.339449 nChanged 270 SP:Iteration 15Q (4256.017844 sec): 3 clusters Score: Raw -1357692.018758 + Penalty 1864.160730 = -1355827.858028 nChanged 264 SP:Iteration 16Q (4256.080188 sec): 3 clusters Score: Raw -1357788.673512 + Penalty 1864.160730 = -1355924.512782 nChanged 258 SP:Iteration 17Q (4256.140611 sec): 3 clusters Score: Raw -1357887.217764 + Penalty 1864.160730 = -1356023.057034 nChanged 249 SP:Iteration 18Q (4256.208305 sec): 3 clusters Score: Raw -1357980.200285 + Penalty 1864.160730 = -1356116.039555 nChanged 245 SP:Iteration 19Q (4256.268216 sec): 3 clusters Score: Raw -1358078.529273 + Penalty 1864.160730 = -1356214.368543 nChanged 251 SP:Iteration 20F (4256.318936 sec): 3 clusters Score: Raw -1358176.598556 + Penalty 1864.160730 = -1356312.437826 nChanged 236 SP:Iteration 21Q (4256.390482 sec): 3 clusters Score: Raw -1358278.635225 + Penalty 1864.160730 = -1356414.474495 nChanged 245 SP:Iteration 22Q (4256.452382 sec): 3 clusters Score: Raw -1358393.919106 + Penalty 1864.160730 = -1356529.758376 nChanged 226 SP:Iteration 23Q (4256.520955 sec): 3 clusters Score: Raw -1358497.834307 + Penalty 1864.160730 = -1356633.673577 nChanged 198 SP:Iteration 24Q (4256.580342 sec): 3 clusters Score: Raw -1358579.717112 + Penalty 1864.160730 = -1356715.556382 nChanged 163 SP:Iteration 25Q (4256.639262 sec): 3 clusters Score: Raw -1358653.668326 + Penalty 1864.160730 = -1356789.507596 nChanged 172 SP:Iteration 26Q (4256.710101 sec): 3 clusters Score: Raw -1358730.217082 + Penalty 1864.160730 = -1356866.056351 nChanged 127 SP:Iteration 27Q (4256.763133 sec): 3 clusters Score: Raw -1358782.089038 + Penalty 1864.160730 = -1356917.928307 nChanged 110 SP:Iteration 28Q (4256.828400 sec): 3 clusters Score: Raw -1358824.294080 + Penalty 1864.160730 = -1356960.133350 nChanged 95 SP:Iteration 29Q (4256.895802 sec): 3 clusters Score: Raw -1358861.176535 + Penalty 1864.160730 = -1356997.015805 nChanged 89 SP:Iteration 30Q (4256.967189 sec): 3 clusters Score: Raw -1358894.594824 + Penalty 1864.160730 = -1357030.434094 nChanged 68 SP:Iteration 31Q (4257.025711 sec): 3 clusters Score: Raw -1358925.424821 + Penalty 1864.160730 = -1357061.264091 nChanged 63 SP:Iteration 32Q (4257.075265 sec): 3 clusters Score: Raw -1358957.548776 + Penalty 1864.160730 = -1357093.388046 nChanged 57 SP:Iteration 33Q (4257.141905 sec): 3 clusters Score: Raw -1358987.162200 + Penalty 1864.160730 = -1357123.001470 nChanged 54 SP:Iteration 34Q (4257.207693 sec): 3 clusters Score: Raw -1359014.317172 + Penalty 1864.160730 = -1357150.156442 nChanged 58 SP:Iteration 35Q (4257.264806 sec): 3 clusters Score: Raw -1359041.429612 + Penalty 1864.160730 = -1357177.268882 nChanged 50 SP:Iteration 36Q (4257.322300 sec): 3 clusters Score: Raw -1359070.435747 + Penalty 1864.160730 = -1357206.275017 nChanged 43 SP:Iteration 37Q (4257.385502 sec): 3 clusters Score: Raw -1359094.612864 + Penalty 1864.160730 = -1357230.452134 nChanged 36 SP:Iteration 38Q (4257.438157 sec): 3 clusters Score: Raw -1359113.265919 + Penalty 1864.160730 = -1357249.105189 nChanged 37 SP:Iteration 39Q (4257.507692 sec): 3 clusters Score: Raw -1359130.941240 + Penalty 1864.160730 = -1357266.780510 nChanged 22 SP:Iteration 40F (4257.579271 sec): 3 clusters Score: Raw -1359140.495596 + Penalty 1864.160730 = -1357276.334866 nChanged 23 SP:Iteration 41Q (4257.623960 sec): 3 clusters Score: Raw -1359148.954006 + Penalty 1864.160730 = -1357284.793276 nChanged 17 SP:Iteration 42Q (4257.689025 sec): 3 clusters Score: Raw -1359158.856529 + Penalty 1864.160730 = -1357294.695799 nChanged 10 SP:Iteration 43Q (4257.758106 sec): 3 clusters Score: Raw -1359165.711955 + Penalty 1864.160730 = -1357301.551225 nChanged 11 SP:Iteration 44Q (4257.809013 sec): 3 clusters Score: Raw -1359170.803789 + Penalty 1864.160730 = -1357306.643059 nChanged 10 SP:Iteration 45Q (4257.867174 sec): 3 clusters Score: Raw -1359174.981089 + Penalty 1864.160730 = -1357310.820359 nChanged 9 SP:Iteration 46Q (4257.928982 sec): 3 clusters Score: Raw -1359179.729420 + Penalty 1864.160730 = -1357315.568690 nChanged 11 SP:Iteration 47Q (4257.980628 sec): 3 clusters Score: Raw -1359187.033893 + Penalty 1864.160730 = -1357322.873163 nChanged 11 SP:Iteration 48Q (4258.055932 sec): 3 clusters Score: Raw -1359191.713770 + Penalty 1864.160730 = -1357327.553040 nChanged 9 SP:Iteration 49Q (4258.109799 sec): 3 clusters Score: Raw -1359195.184876 + Penalty 1864.160730 = -1357331.024146 nChanged 4 SP:Iteration 50Q (4258.166878 sec): 3 clusters Score: Raw -1359197.029694 + Penalty 1864.160730 = -1357332.868964 nChanged 7 SP:Iteration 51Q (4258.232083 sec): 3 clusters Score: Raw -1359199.253873 + Penalty 1864.160730 = -1357335.093143 nChanged 5 SP:Iteration 52Q (4258.286713 sec): 3 clusters Score: Raw -1359201.165185 + Penalty 1864.160730 = -1357337.004455 nChanged 2 SP:Iteration 53Q (4258.354926 sec): 3 clusters Score: Raw -1359201.528840 + Penalty 1864.160730 = -1357337.368110 nChanged 0 SP:Iteration 54F (4258.412733 sec): 3 clusters Score: Raw -1359201.528840 + Penalty 1864.160730 = -1357337.368110 nChanged 0 Trying to split cluster 17 (16919 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4258.450267 sec): 2 clusters Score: Raw -1261752.633284 + Penalty 924.938290 = -1260827.694994 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4258.517905 sec): 3 clusters Score: Raw -1251338.551923 + Penalty 1849.876581 = -1249488.675342 nChanged 7737 SP:Iteration 1F (4258.569975 sec): 3 clusters Score: Raw -1255679.525726 + Penalty 1849.876581 = -1253829.649145 nChanged 759 SP:Iteration 2Q (4258.629235 sec): 3 clusters Score: Raw -1255962.816716 + Penalty 1849.876581 = -1254112.940135 nChanged 766 SP:Iteration 3Q (4258.701068 sec): 3 clusters Score: Raw -1256305.488908 + Penalty 1849.876581 = -1254455.612328 nChanged 840 SP:Iteration 4Q (4258.733196 sec): 3 clusters Score: Raw -1256792.783156 + Penalty 1849.876581 = -1254942.906575 nChanged 1032 SP:Iteration 5F (4258.795584 sec): 3 clusters Score: Raw -1257531.018952 + Penalty 1849.876581 = -1255681.142371 nChanged 1161 SP:Iteration 6F (4258.857595 sec): 3 clusters Score: Raw -1258362.244416 + Penalty 1849.876581 = -1256512.367835 nChanged 1103 SP:Iteration 7F (4258.926380 sec): 3 clusters Score: Raw -1259131.601501 + Penalty 1849.876581 = -1257281.724921 nChanged 899 SP:Iteration 8F (4258.993050 sec): 3 clusters Score: Raw -1259626.965587 + Penalty 1849.876581 = -1257777.089007 nChanged 607 SP:Iteration 9Q (4259.052755 sec): 3 clusters Score: Raw -1259856.910456 + Penalty 1849.876581 = -1258007.033876 nChanged 403 SP:Iteration 10Q (4259.107370 sec): 3 clusters Score: Raw -1259998.563911 + Penalty 1849.876581 = -1258148.687331 nChanged 313 SP:Iteration 11Q (4259.175983 sec): 3 clusters Score: Raw -1260103.586851 + Penalty 1849.876581 = -1258253.710270 nChanged 281 SP:Iteration 12Q (4259.235360 sec): 3 clusters Score: Raw -1260210.777391 + Penalty 1849.876581 = -1258360.900810 nChanged 296 SP:Iteration 13Q (4259.286427 sec): 3 clusters Score: Raw -1260308.562047 + Penalty 1849.876581 = -1258458.685466 nChanged 269 SP:Iteration 14Q (4259.347039 sec): 3 clusters Score: Raw -1260406.697490 + Penalty 1849.876581 = -1258556.820909 nChanged 255 SP:Iteration 15Q (4259.408657 sec): 3 clusters Score: Raw -1260494.948717 + Penalty 1849.876581 = -1258645.072137 nChanged 266 SP:Iteration 16Q (4259.468256 sec): 3 clusters Score: Raw -1260575.590263 + Penalty 1849.876581 = -1258725.713683 nChanged 229 SP:Iteration 17Q (4259.537745 sec): 3 clusters Score: Raw -1260645.953898 + Penalty 1849.876581 = -1258796.077318 nChanged 229 SP:Iteration 18Q (4259.586829 sec): 3 clusters Score: Raw -1260712.966609 + Penalty 1849.876581 = -1258863.090028 nChanged 213 SP:Iteration 19Q (4259.655517 sec): 3 clusters Score: Raw -1260775.270780 + Penalty 1849.876581 = -1258925.394199 nChanged 196 SP:Iteration 20F (4259.723782 sec): 3 clusters Score: Raw -1260834.222122 + Penalty 1849.876581 = -1258984.345541 nChanged 185 SP:Iteration 21Q (4259.779824 sec): 3 clusters Score: Raw -1260889.281204 + Penalty 1849.876581 = -1259039.404624 nChanged 194 SP:Iteration 22Q (4259.840373 sec): 3 clusters Score: Raw -1260942.243653 + Penalty 1849.876581 = -1259092.367072 nChanged 181 SP:Iteration 23Q (4259.914199 sec): 3 clusters Score: Raw -1260998.142071 + Penalty 1849.876581 = -1259148.265491 nChanged 183 SP:Iteration 24Q (4259.974486 sec): 3 clusters Score: Raw -1261056.035199 + Penalty 1849.876581 = -1259206.158618 nChanged 188 SP:Iteration 25Q (4260.042001 sec): 3 clusters Score: Raw -1261117.965772 + Penalty 1849.876581 = -1259268.089191 nChanged 181 SP:Iteration 26Q (4260.097954 sec): 3 clusters Score: Raw -1261178.366204 + Penalty 1849.876581 = -1259328.489623 nChanged 185 SP:Iteration 27Q (4260.168920 sec): 3 clusters Score: Raw -1261237.659965 + Penalty 1849.876581 = -1259387.783385 nChanged 160 SP:Iteration 28Q (4260.234916 sec): 3 clusters Score: Raw -1261295.312414 + Penalty 1849.876581 = -1259445.435833 nChanged 161 SP:Iteration 29Q (4260.301985 sec): 3 clusters Score: Raw -1261357.055724 + Penalty 1849.876581 = -1259507.179144 nChanged 167 SP:Iteration 30Q (4260.359640 sec): 3 clusters Score: Raw -1261432.956607 + Penalty 1849.876581 = -1259583.080027 nChanged 173 SP:Iteration 31Q (4260.414622 sec): 3 clusters Score: Raw -1261497.616093 + Penalty 1849.876581 = -1259647.739512 nChanged 163 SP:Iteration 32Q (4260.492197 sec): 3 clusters Score: Raw -1261558.984573 + Penalty 1849.876581 = -1259709.107992 nChanged 153 SP:Iteration 33Q (4260.547406 sec): 3 clusters Score: Raw -1261605.508304 + Penalty 1849.876581 = -1259755.631723 nChanged 126 SP:Iteration 34Q (4260.604444 sec): 3 clusters Score: Raw -1261640.418301 + Penalty 1849.876581 = -1259790.541720 nChanged 125 SP:Iteration 35Q (4260.665105 sec): 3 clusters Score: Raw -1261672.081173 + Penalty 1849.876581 = -1259822.204592 nChanged 103 SP:Iteration 36Q (4260.734519 sec): 3 clusters Score: Raw -1261693.293547 + Penalty 1849.876581 = -1259843.416966 nChanged 79 SP:Iteration 37Q (4260.797414 sec): 3 clusters Score: Raw -1261706.636219 + Penalty 1849.876581 = -1259856.759639 nChanged 56 SP:Iteration 38Q (4260.865188 sec): 3 clusters Score: Raw -1261713.527118 + Penalty 1849.876581 = -1259863.650537 nChanged 49 SP:Iteration 39Q (4260.919928 sec): 3 clusters Score: Raw -1261719.333641 + Penalty 1849.876581 = -1259869.457061 nChanged 43 SP:Iteration 40F (4260.990513 sec): 3 clusters Score: Raw -1261731.062393 + Penalty 1849.876581 = -1259881.185813 nChanged 34 SP:Iteration 41Q (4261.056847 sec): 3 clusters Score: Raw -1261735.134926 + Penalty 1849.876581 = -1259885.258345 nChanged 39 SP:Iteration 42Q (4261.128058 sec): 3 clusters Score: Raw -1261739.258974 + Penalty 1849.876581 = -1259889.382394 nChanged 38 SP:Iteration 43Q (4261.186463 sec): 3 clusters Score: Raw -1261743.421276 + Penalty 1849.876581 = -1259893.544696 nChanged 30 SP:Iteration 44Q (4261.252418 sec): 3 clusters Score: Raw -1261746.078048 + Penalty 1849.876581 = -1259896.201467 nChanged 31 SP:Iteration 45Q (4261.324224 sec): 3 clusters Score: Raw -1261748.623315 + Penalty 1849.876581 = -1259898.746734 nChanged 22 SP:Iteration 46Q (4261.388233 sec): 3 clusters Score: Raw -1261750.360864 + Penalty 1849.876581 = -1259900.484284 nChanged 17 SP:Iteration 47Q (4261.455961 sec): 3 clusters Score: Raw -1261751.047340 + Penalty 1849.876581 = -1259901.170759 nChanged 9 SP:Iteration 48Q (4261.521426 sec): 3 clusters Score: Raw -1261751.509798 + Penalty 1849.876581 = -1259901.633217 nChanged 10 SP:Iteration 49Q (4261.573958 sec): 3 clusters Score: Raw -1261752.090574 + Penalty 1849.876581 = -1259902.213993 nChanged 6 SP:Iteration 50Q (4261.640982 sec): 3 clusters Score: Raw -1261752.439933 + Penalty 1849.876581 = -1259902.563353 nChanged 10 SP:Iteration 51Q (4261.704328 sec): 3 clusters Score: Raw -1261752.907710 + Penalty 1849.876581 = -1259903.031129 nChanged 9 SP:Iteration 52Q (4261.771506 sec): 3 clusters Score: Raw -1261753.429460 + Penalty 1849.876581 = -1259903.552879 nChanged 14 SP:Iteration 53Q (4261.839045 sec): 3 clusters Score: Raw -1261754.600913 + Penalty 1849.876581 = -1259904.724332 nChanged 14 SP:Iteration 54Q (4261.901011 sec): 3 clusters Score: Raw -1261755.506788 + Penalty 1849.876581 = -1259905.630208 nChanged 14 SP:Iteration 55Q (4261.972220 sec): 3 clusters Score: Raw -1261756.112770 + Penalty 1849.876581 = -1259906.236189 nChanged 7 SP:Iteration 56Q (4262.025641 sec): 3 clusters Score: Raw -1261756.378958 + Penalty 1849.876581 = -1259906.502378 nChanged 6 SP:Iteration 57Q (4262.093020 sec): 3 clusters Score: Raw -1261756.621873 + Penalty 1849.876581 = -1259906.745292 nChanged 1 SP:Iteration 58Q (4262.160131 sec): 3 clusters Score: Raw -1261756.655830 + Penalty 1849.876581 = -1259906.779250 nChanged 1 SP:Iteration 59Q (4262.218077 sec): 3 clusters Score: Raw -1261756.698953 + Penalty 1849.876581 = -1259906.822373 nChanged 1 SP:Iteration 60F (4262.284258 sec): 3 clusters Score: Raw -1261756.724397 + Penalty 1849.876581 = -1259906.847816 nChanged 0 Trying to split cluster 18 (3482 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4262.300570 sec): 2 clusters Score: Raw -259766.204216 + Penalty 774.759401 = -258991.444815 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4262.350693 sec): 3 clusters Score: Raw -257868.039135 + Penalty 1549.518803 = -256318.520332 nChanged 1485 SP:Iteration 1F (4262.393585 sec): 3 clusters Score: Raw -258662.776955 + Penalty 1549.518803 = -257113.258152 nChanged 249 SP:Iteration 2F (4262.444740 sec): 3 clusters Score: Raw -258779.872452 + Penalty 1549.518803 = -257230.353649 nChanged 164 SP:Iteration 3Q (4262.496557 sec): 3 clusters Score: Raw -258846.482720 + Penalty 1549.518803 = -257296.963917 nChanged 125 SP:Iteration 4Q (4262.549023 sec): 3 clusters Score: Raw -258893.460449 + Penalty 1549.518803 = -257343.941646 nChanged 102 SP:Iteration 5Q (4262.610561 sec): 3 clusters Score: Raw -258935.685236 + Penalty 1549.518803 = -257386.166433 nChanged 104 SP:Iteration 6Q (4262.654657 sec): 3 clusters Score: Raw -258979.335184 + Penalty 1549.518803 = -257429.816381 nChanged 91 SP:Iteration 7Q (4262.694735 sec): 3 clusters Score: Raw -259013.806458 + Penalty 1549.518803 = -257464.287656 nChanged 90 SP:Iteration 8Q (4262.746636 sec): 3 clusters Score: Raw -259044.119780 + Penalty 1549.518803 = -257494.600977 nChanged 79 SP:Iteration 9Q (4262.798648 sec): 3 clusters Score: Raw -259071.313272 + Penalty 1549.518803 = -257521.794469 nChanged 76 SP:Iteration 10Q (4262.839359 sec): 3 clusters Score: Raw -259099.060593 + Penalty 1549.518803 = -257549.541790 nChanged 80 SP:Iteration 11Q (4262.881663 sec): 3 clusters Score: Raw -259127.969231 + Penalty 1549.518803 = -257578.450428 nChanged 63 SP:Iteration 12Q (4262.927837 sec): 3 clusters Score: Raw -259153.180675 + Penalty 1549.518803 = -257603.661872 nChanged 69 SP:Iteration 13Q (4262.979356 sec): 3 clusters Score: Raw -259176.561158 + Penalty 1549.518803 = -257627.042355 nChanged 50 SP:Iteration 14Q (4263.031201 sec): 3 clusters Score: Raw -259195.705269 + Penalty 1549.518803 = -257646.186467 nChanged 60 SP:Iteration 15Q (4263.082516 sec): 3 clusters Score: Raw -259216.500031 + Penalty 1549.518803 = -257666.981228 nChanged 58 SP:Iteration 16Q (4263.126810 sec): 3 clusters Score: Raw -259232.668302 + Penalty 1549.518803 = -257683.149499 nChanged 51 SP:Iteration 17Q (4263.173773 sec): 3 clusters Score: Raw -259249.168892 + Penalty 1549.518803 = -257699.650089 nChanged 48 SP:Iteration 18Q (4263.225529 sec): 3 clusters Score: Raw -259266.026271 + Penalty 1549.518803 = -257716.507468 nChanged 47 SP:Iteration 19Q (4263.276853 sec): 3 clusters Score: Raw -259275.863638 + Penalty 1549.518803 = -257726.344835 nChanged 30 SP:Iteration 20F (4263.328940 sec): 3 clusters Score: Raw -259284.115542 + Penalty 1549.518803 = -257734.596740 nChanged 32 SP:Iteration 21Q (4263.380919 sec): 3 clusters Score: Raw -259293.265675 + Penalty 1549.518803 = -257743.746873 nChanged 33 SP:Iteration 22Q (4263.423005 sec): 3 clusters Score: Raw -259303.174301 + Penalty 1549.518803 = -257753.655499 nChanged 31 SP:Iteration 23Q (4263.477967 sec): 3 clusters Score: Raw -259313.233137 + Penalty 1549.518803 = -257763.714334 nChanged 39 SP:Iteration 24Q (4263.517672 sec): 3 clusters Score: Raw -259325.030187 + Penalty 1549.518803 = -257775.511384 nChanged 38 SP:Iteration 25Q (4263.566925 sec): 3 clusters Score: Raw -259339.317855 + Penalty 1549.518803 = -257789.799052 nChanged 40 SP:Iteration 26Q (4263.618796 sec): 3 clusters Score: Raw -259352.918462 + Penalty 1549.518803 = -257803.399659 nChanged 42 SP:Iteration 27Q (4263.670725 sec): 3 clusters Score: Raw -259367.116249 + Penalty 1549.518803 = -257817.597446 nChanged 33 SP:Iteration 28Q (4263.721797 sec): 3 clusters Score: Raw -259378.319280 + Penalty 1549.518803 = -257828.800477 nChanged 38 SP:Iteration 29Q (4263.762604 sec): 3 clusters Score: Raw -259390.081845 + Penalty 1549.518803 = -257840.563042 nChanged 31 SP:Iteration 30Q (4263.814225 sec): 3 clusters Score: Raw -259398.728458 + Penalty 1549.518803 = -257849.209655 nChanged 31 SP:Iteration 31Q (4263.866495 sec): 3 clusters Score: Raw -259408.019251 + Penalty 1549.518803 = -257858.500448 nChanged 25 SP:Iteration 32Q (4263.919923 sec): 3 clusters Score: Raw -259417.236619 + Penalty 1549.518803 = -257867.717816 nChanged 35 SP:Iteration 33Q (4263.973079 sec): 3 clusters Score: Raw -259431.261233 + Penalty 1549.518803 = -257881.742430 nChanged 34 SP:Iteration 34Q (4264.013165 sec): 3 clusters Score: Raw -259441.521293 + Penalty 1549.518803 = -257892.002490 nChanged 25 SP:Iteration 35Q (4264.055183 sec): 3 clusters Score: Raw -259449.287083 + Penalty 1549.518803 = -257899.768280 nChanged 25 SP:Iteration 36Q (4264.107836 sec): 3 clusters Score: Raw -259455.937833 + Penalty 1549.518803 = -257906.419030 nChanged 24 SP:Iteration 37Q (4264.159443 sec): 3 clusters Score: Raw -259464.055218 + Penalty 1549.518803 = -257914.536415 nChanged 26 SP:Iteration 38Q (4264.211302 sec): 3 clusters Score: Raw -259471.430708 + Penalty 1549.518803 = -257921.911905 nChanged 24 SP:Iteration 39Q (4264.255397 sec): 3 clusters Score: Raw -259481.447261 + Penalty 1549.518803 = -257931.928458 nChanged 28 SP:Iteration 40F (4264.308764 sec): 3 clusters Score: Raw -259489.316563 + Penalty 1549.518803 = -257939.797760 nChanged 23 SP:Iteration 41Q (4264.345645 sec): 3 clusters Score: Raw -259498.062566 + Penalty 1549.518803 = -257948.543763 nChanged 28 SP:Iteration 42Q (4264.389882 sec): 3 clusters Score: Raw -259507.376165 + Penalty 1549.518803 = -257957.857362 nChanged 26 SP:Iteration 43Q (4264.438764 sec): 3 clusters Score: Raw -259514.337526 + Penalty 1549.518803 = -257964.818723 nChanged 17 SP:Iteration 44Q (4264.490211 sec): 3 clusters Score: Raw -259518.993987 + Penalty 1549.518803 = -257969.475184 nChanged 20 SP:Iteration 45Q (4264.537509 sec): 3 clusters Score: Raw -259523.908560 + Penalty 1549.518803 = -257974.389757 nChanged 13 SP:Iteration 46Q (4264.593471 sec): 3 clusters Score: Raw -259527.808088 + Penalty 1549.518803 = -257978.289285 nChanged 14 SP:Iteration 47Q (4264.629132 sec): 3 clusters Score: Raw -259532.103905 + Penalty 1549.518803 = -257982.585102 nChanged 13 SP:Iteration 48Q (4264.671309 sec): 3 clusters Score: Raw -259535.605445 + Penalty 1549.518803 = -257986.086642 nChanged 9 SP:Iteration 49Q (4264.715011 sec): 3 clusters Score: Raw -259537.156431 + Penalty 1549.518803 = -257987.637628 nChanged 4 SP:Iteration 50Q (4264.766330 sec): 3 clusters Score: Raw -259537.922310 + Penalty 1549.518803 = -257988.403508 nChanged 5 SP:Iteration 51Q (4264.811357 sec): 3 clusters Score: Raw -259539.378091 + Penalty 1549.518803 = -257989.859288 nChanged 8 SP:Iteration 52Q (4264.841258 sec): 3 clusters Score: Raw -259540.705294 + Penalty 1549.518803 = -257991.186492 nChanged 4 SP:Iteration 53Q (4264.893524 sec): 3 clusters Score: Raw -259541.460099 + Penalty 1549.518803 = -257991.941296 nChanged 7 SP:Iteration 54Q (4264.945179 sec): 3 clusters Score: Raw -259542.714251 + Penalty 1549.518803 = -257993.195449 nChanged 2 SP:Iteration 55Q (4264.997474 sec): 3 clusters Score: Raw -259543.010594 + Penalty 1549.518803 = -257993.491791 nChanged 4 SP:Iteration 56Q (4265.050507 sec): 3 clusters Score: Raw -259543.663151 + Penalty 1549.518803 = -257994.144348 nChanged 3 SP:Iteration 57Q (4265.088276 sec): 3 clusters Score: Raw -259543.906483 + Penalty 1549.518803 = -257994.387680 nChanged 2 SP:Iteration 58Q (4265.134779 sec): 3 clusters Score: Raw -259544.162518 + Penalty 1549.518803 = -257994.643715 nChanged 1 SP:Iteration 59Q (4265.186042 sec): 3 clusters Score: Raw -259544.253577 + Penalty 1549.518803 = -257994.734774 nChanged 0 SP:Iteration 60F (4265.227152 sec): 3 clusters Score: Raw -259544.253577 + Penalty 1549.518803 = -257994.734774 nChanged 0 Trying to split cluster 19 (21711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4265.275644 sec): 2 clusters Score: Raw -1648229.315706 + Penalty 948.629561 = -1647280.686145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4265.335517 sec): 3 clusters Score: Raw -1634713.993691 + Penalty 1897.259121 = -1632816.734569 nChanged 10019 SP:Iteration 1F (4265.407504 sec): 3 clusters Score: Raw -1640278.033218 + Penalty 1897.259121 = -1638380.774097 nChanged 978 SP:Iteration 2Q (4265.482084 sec): 3 clusters Score: Raw -1640571.063313 + Penalty 1897.259121 = -1638673.804191 nChanged 928 SP:Iteration 3Q (4265.546310 sec): 3 clusters Score: Raw -1640889.512570 + Penalty 1897.259121 = -1638992.253449 nChanged 909 SP:Iteration 4Q (4265.620553 sec): 3 clusters Score: Raw -1641241.117329 + Penalty 1897.259121 = -1639343.858207 nChanged 922 SP:Iteration 5Q (4265.695434 sec): 3 clusters Score: Raw -1641633.320895 + Penalty 1897.259121 = -1639736.061773 nChanged 943 SP:Iteration 6Q (4265.774698 sec): 3 clusters Score: Raw -1642056.076353 + Penalty 1897.259121 = -1640158.817232 nChanged 1019 SP:Iteration 7Q (4265.845035 sec): 3 clusters Score: Raw -1642585.359029 + Penalty 1897.259121 = -1640688.099907 nChanged 1129 SP:Iteration 8F (4265.900312 sec): 3 clusters Score: Raw -1643300.241348 + Penalty 1897.259121 = -1641402.982227 nChanged 1133 SP:Iteration 9F (4265.969777 sec): 3 clusters Score: Raw -1644016.290982 + Penalty 1897.259121 = -1642119.031860 nChanged 1046 SP:Iteration 10Q (4266.038572 sec): 3 clusters Score: Raw -1644591.837804 + Penalty 1897.259121 = -1642694.578683 nChanged 801 SP:Iteration 11Q (4266.110060 sec): 3 clusters Score: Raw -1644935.008727 + Penalty 1897.259121 = -1643037.749605 nChanged 576 SP:Iteration 12Q (4266.184553 sec): 3 clusters Score: Raw -1645099.512997 + Penalty 1897.259121 = -1643202.253875 nChanged 379 SP:Iteration 13Q (4266.245557 sec): 3 clusters Score: Raw -1645178.239550 + Penalty 1897.259121 = -1643280.980428 nChanged 281 SP:Iteration 14Q (4266.312280 sec): 3 clusters Score: Raw -1645235.231686 + Penalty 1897.259121 = -1643337.972565 nChanged 255 SP:Iteration 15Q (4266.383285 sec): 3 clusters Score: Raw -1645289.849425 + Penalty 1897.259121 = -1643392.590303 nChanged 245 SP:Iteration 16Q (4266.444945 sec): 3 clusters Score: Raw -1645343.704897 + Penalty 1897.259121 = -1643446.445776 nChanged 247 SP:Iteration 17Q (4266.521501 sec): 3 clusters Score: Raw -1645399.738323 + Penalty 1897.259121 = -1643502.479202 nChanged 261 SP:Iteration 18Q (4266.599300 sec): 3 clusters Score: Raw -1645466.658368 + Penalty 1897.259121 = -1643569.399247 nChanged 265 SP:Iteration 19Q (4266.671486 sec): 3 clusters Score: Raw -1645531.017897 + Penalty 1897.259121 = -1643633.758775 nChanged 240 SP:Iteration 20F (4266.723698 sec): 3 clusters Score: Raw -1645586.111141 + Penalty 1897.259121 = -1643688.852020 nChanged 235 SP:Iteration 21Q (4266.800682 sec): 3 clusters Score: Raw -1645640.137395 + Penalty 1897.259121 = -1643742.878274 nChanged 240 SP:Iteration 22Q (4266.866317 sec): 3 clusters Score: Raw -1645703.337365 + Penalty 1897.259121 = -1643806.078243 nChanged 248 SP:Iteration 23Q (4266.938413 sec): 3 clusters Score: Raw -1645774.789805 + Penalty 1897.259121 = -1643877.530684 nChanged 269 SP:Iteration 24Q (4266.976983 sec): 3 clusters Score: Raw -1645851.122042 + Penalty 1897.259121 = -1643953.862921 nChanged 284 SP:Iteration 25Q (4267.051366 sec): 3 clusters Score: Raw -1645931.974124 + Penalty 1897.259121 = -1644034.715003 nChanged 291 SP:Iteration 26Q (4267.122248 sec): 3 clusters Score: Raw -1646021.068417 + Penalty 1897.259121 = -1644123.809295 nChanged 328 SP:Iteration 27Q (4267.188763 sec): 3 clusters Score: Raw -1646128.667351 + Penalty 1897.259121 = -1644231.408230 nChanged 298 SP:Iteration 28Q (4267.245190 sec): 3 clusters Score: Raw -1646219.592878 + Penalty 1897.259121 = -1644322.333756 nChanged 302 SP:Iteration 29Q (4267.316669 sec): 3 clusters Score: Raw -1646314.257707 + Penalty 1897.259121 = -1644416.998585 nChanged 304 SP:Iteration 30Q (4267.372371 sec): 3 clusters Score: Raw -1646416.106416 + Penalty 1897.259121 = -1644518.847295 nChanged 313 SP:Iteration 31Q (4267.436081 sec): 3 clusters Score: Raw -1646538.262808 + Penalty 1897.259121 = -1644641.003686 nChanged 345 SP:Iteration 32Q (4267.499886 sec): 3 clusters Score: Raw -1646680.285063 + Penalty 1897.259121 = -1644783.025941 nChanged 342 SP:Iteration 33Q (4267.562405 sec): 3 clusters Score: Raw -1646830.406371 + Penalty 1897.259121 = -1644933.147250 nChanged 321 SP:Iteration 34Q (4267.629606 sec): 3 clusters Score: Raw -1646966.030819 + Penalty 1897.259121 = -1645068.771697 nChanged 320 SP:Iteration 35Q (4267.691349 sec): 3 clusters Score: Raw -1647117.019813 + Penalty 1897.259121 = -1645219.760692 nChanged 341 SP:Iteration 36Q (4267.768358 sec): 3 clusters Score: Raw -1647278.348669 + Penalty 1897.259121 = -1645381.089547 nChanged 305 SP:Iteration 37Q (4267.823404 sec): 3 clusters Score: Raw -1647428.375010 + Penalty 1897.259121 = -1645531.115888 nChanged 256 SP:Iteration 38Q (4267.896110 sec): 3 clusters Score: Raw -1647552.756229 + Penalty 1897.259121 = -1645655.497108 nChanged 242 SP:Iteration 39Q (4267.967473 sec): 3 clusters Score: Raw -1647679.939809 + Penalty 1897.259121 = -1645782.680687 nChanged 243 SP:Iteration 40F (4268.007441 sec): 3 clusters Score: Raw -1647818.742374 + Penalty 1897.259121 = -1645921.483253 nChanged 204 SP:Iteration 41Q (4268.079157 sec): 3 clusters Score: Raw -1647951.512372 + Penalty 1897.259121 = -1646054.253251 nChanged 164 SP:Iteration 42Q (4268.133404 sec): 3 clusters Score: Raw -1648059.821368 + Penalty 1897.259121 = -1646162.562246 nChanged 134 SP:Iteration 43Q (4268.182294 sec): 3 clusters Score: Raw -1648143.441367 + Penalty 1897.259121 = -1646246.182246 nChanged 106 SP:Iteration 44Q (4268.242078 sec): 3 clusters Score: Raw -1648210.957389 + Penalty 1897.259121 = -1646313.698267 nChanged 74 SP:Iteration 45Q (4268.307670 sec): 3 clusters Score: Raw -1648257.092596 + Penalty 1897.259121 = -1646359.833475 nChanged 49 SP:Iteration 46Q (4268.369208 sec): 3 clusters Score: Raw -1648285.462230 + Penalty 1897.259121 = -1646388.203109 nChanged 40 SP:Iteration 47Q (4268.426305 sec): 3 clusters Score: Raw -1648312.903103 + Penalty 1897.259121 = -1646415.643981 nChanged 29 SP:Iteration 48Q (4268.487502 sec): 3 clusters Score: Raw -1648332.670943 + Penalty 1897.259121 = -1646435.411821 nChanged 20 SP:Iteration 49Q (4268.520176 sec): 3 clusters Score: Raw -1648344.044416 + Penalty 1897.259121 = -1646446.785295 nChanged 13 SP:Iteration 50Q (4268.580432 sec): 3 clusters Score: Raw -1648353.312024 + Penalty 1897.259121 = -1646456.052902 nChanged 16 SP:Iteration 51Q (4268.647254 sec): 3 clusters Score: Raw -1648363.196490 + Penalty 1897.259121 = -1646465.937369 nChanged 13 SP:Iteration 52Q (4268.707561 sec): 3 clusters Score: Raw -1648373.159904 + Penalty 1897.259121 = -1646475.900782 nChanged 6 SP:Iteration 53Q (4268.771839 sec): 3 clusters Score: Raw -1648378.585212 + Penalty 1897.259121 = -1646481.326091 nChanged 7 SP:Iteration 54Q (4268.846228 sec): 3 clusters Score: Raw -1648384.953093 + Penalty 1897.259121 = -1646487.693971 nChanged 14 SP:Iteration 55Q (4268.904022 sec): 3 clusters Score: Raw -1648395.035360 + Penalty 1897.259121 = -1646497.776238 nChanged 10 SP:Iteration 56Q (4268.961715 sec): 3 clusters Score: Raw -1648401.786827 + Penalty 1897.259121 = -1646504.527705 nChanged 5 SP:Iteration 57Q (4269.023798 sec): 3 clusters Score: Raw -1648406.015113 + Penalty 1897.259121 = -1646508.755992 nChanged 9 SP:Iteration 58Q (4269.084466 sec): 3 clusters Score: Raw -1648412.886524 + Penalty 1897.259121 = -1646515.627403 nChanged 10 SP:Iteration 59Q (4269.156643 sec): 3 clusters Score: Raw -1648418.900777 + Penalty 1897.259121 = -1646521.641656 nChanged 7 SP:Iteration 60F (4269.224883 sec): 3 clusters Score: Raw -1648422.822351 + Penalty 1897.259121 = -1646525.563230 nChanged 4 SP:Iteration 61Q (4269.279783 sec): 3 clusters Score: Raw -1648425.262854 + Penalty 1897.259121 = -1646528.003732 nChanged 1 SP:Iteration 62Q (4269.345100 sec): 3 clusters Score: Raw -1648426.146572 + Penalty 1897.259121 = -1646528.887451 nChanged 2 SP:Iteration 63Q (4269.402780 sec): 3 clusters Score: Raw -1648427.423097 + Penalty 1897.259121 = -1646530.163976 nChanged 3 SP:Iteration 64Q (4269.460517 sec): 3 clusters Score: Raw -1648429.092165 + Penalty 1897.259121 = -1646531.833044 nChanged 2 SP:Iteration 65Q (4269.516327 sec): 3 clusters Score: Raw -1648430.473202 + Penalty 1897.259121 = -1646533.214081 nChanged 2 SP:Iteration 66Q (4269.572620 sec): 3 clusters Score: Raw -1648431.719700 + Penalty 1897.259121 = -1646534.460578 nChanged 1 SP:Iteration 67Q (4269.635770 sec): 3 clusters Score: Raw -1648432.653961 + Penalty 1897.259121 = -1646535.394840 nChanged 2 SP:Iteration 68Q (4269.693837 sec): 3 clusters Score: Raw -1648434.110422 + Penalty 1897.259121 = -1646536.851300 nChanged 1 SP:Iteration 69Q (4269.754077 sec): 3 clusters Score: Raw -1648434.436446 + Penalty 1897.259121 = -1646537.177325 nChanged 0 SP:Iteration 70F (4269.818718 sec): 3 clusters Score: Raw -1648434.436446 + Penalty 1897.259121 = -1646537.177325 nChanged 0 Trying to split cluster 20 (39464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4269.881651 sec): 2 clusters Score: Raw -2989079.731271 + Penalty 1005.398694 = -2988074.332577 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4269.943525 sec): 3 clusters Score: Raw -2963888.212441 + Penalty 2010.797387 = -2961877.415054 nChanged 18555 SP:Iteration 1F (4270.032878 sec): 3 clusters Score: Raw -2974498.909851 + Penalty 2010.797387 = -2972488.112464 nChanged 1524 SP:Iteration 2Q (4270.108510 sec): 3 clusters Score: Raw -2975071.394715 + Penalty 2010.797387 = -2973060.597328 nChanged 1785 SP:Iteration 3Q (4270.200103 sec): 3 clusters Score: Raw -2975999.803942 + Penalty 2010.797387 = -2973989.006555 nChanged 2237 SP:Iteration 4F (4270.284257 sec): 3 clusters Score: Raw -2977468.245165 + Penalty 2010.797387 = -2975457.447778 nChanged 2748 SP:Iteration 5F (4270.370954 sec): 3 clusters Score: Raw -2979586.010938 + Penalty 2010.797387 = -2977575.213551 nChanged 3064 SP:Iteration 6F (4270.455924 sec): 3 clusters Score: Raw -2982241.480568 + Penalty 2010.797387 = -2980230.683181 nChanged 2827 SP:Iteration 7F (4270.536957 sec): 3 clusters Score: Raw -2984773.950017 + Penalty 2010.797387 = -2982763.152630 nChanged 2185 SP:Iteration 8F (4270.624529 sec): 3 clusters Score: Raw -2986747.911620 + Penalty 2010.797387 = -2984737.114233 nChanged 1346 SP:Iteration 9Q (4270.681749 sec): 3 clusters Score: Raw -2987929.782721 + Penalty 2010.797387 = -2985918.985334 nChanged 756 SP:Iteration 10Q (4270.767819 sec): 3 clusters Score: Raw -2988600.318350 + Penalty 2010.797387 = -2986589.520963 nChanged 356 SP:Iteration 11Q (4270.859936 sec): 3 clusters Score: Raw -2988914.736293 + Penalty 2010.797387 = -2986903.938906 nChanged 174 SP:Iteration 12Q (4270.950220 sec): 3 clusters Score: Raw -2989065.252077 + Penalty 2010.797387 = -2987054.454690 nChanged 109 SP:Iteration 13Q (4271.029268 sec): 3 clusters Score: Raw -2989148.804920 + Penalty 2010.797387 = -2987138.007533 nChanged 62 SP:Iteration 14Q (4271.123100 sec): 3 clusters Score: Raw -2989197.546548 + Penalty 2010.797387 = -2987186.749161 nChanged 44 SP:Iteration 15Q (4271.209419 sec): 3 clusters Score: Raw -2989233.272512 + Penalty 2010.797387 = -2987222.475125 nChanged 34 SP:Iteration 16Q (4271.297057 sec): 3 clusters Score: Raw -2989259.134181 + Penalty 2010.797387 = -2987248.336794 nChanged 25 SP:Iteration 17Q (4271.382522 sec): 3 clusters Score: Raw -2989279.114905 + Penalty 2010.797387 = -2987268.317517 nChanged 12 SP:Iteration 18Q (4271.459037 sec): 3 clusters Score: Raw -2989286.829205 + Penalty 2010.797387 = -2987276.031818 nChanged 13 SP:Iteration 19Q (4271.541807 sec): 3 clusters Score: Raw -2989293.783002 + Penalty 2010.797387 = -2987282.985615 nChanged 9 SP:Iteration 20F (4271.613678 sec): 3 clusters Score: Raw -2989298.142314 + Penalty 2010.797387 = -2987287.344927 nChanged 9 SP:Iteration 21Q (4271.699621 sec): 3 clusters Score: Raw -2989305.107137 + Penalty 2010.797387 = -2987294.309750 nChanged 2 SP:Iteration 22Q (4271.781994 sec): 3 clusters Score: Raw -2989306.592641 + Penalty 2010.797387 = -2987295.795254 nChanged 2 SP:Iteration 23Q (4271.868984 sec): 3 clusters Score: Raw -2989308.483596 + Penalty 2010.797387 = -2987297.686209 nChanged 0 SP:Iteration 24F (4271.934319 sec): 3 clusters Score: Raw -2989308.483596 + Penalty 2010.797387 = -2987297.686209 nChanged 0 Trying to split cluster 21 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4271.954405 sec): 2 clusters Score: Raw -209123.532232 + Penalty 756.627820 = -208366.904413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4272.009393 sec): 3 clusters Score: Raw -207625.462585 + Penalty 1513.255639 = -206112.206946 nChanged 1161 SP:Iteration 1F (4272.041697 sec): 3 clusters Score: Raw -208279.407651 + Penalty 1513.255639 = -206766.152012 nChanged 225 SP:Iteration 2F (4272.084674 sec): 3 clusters Score: Raw -208421.161480 + Penalty 1513.255639 = -206907.905841 nChanged 171 SP:Iteration 3F (4272.125239 sec): 3 clusters Score: Raw -208543.128259 + Penalty 1513.255639 = -207029.872620 nChanged 152 SP:Iteration 4F (4272.158163 sec): 3 clusters Score: Raw -208648.147957 + Penalty 1513.255639 = -207134.892318 nChanged 125 SP:Iteration 5Q (4272.194018 sec): 3 clusters Score: Raw -208736.855933 + Penalty 1513.255639 = -207223.600294 nChanged 104 SP:Iteration 6Q (4272.234856 sec): 3 clusters Score: Raw -208810.317170 + Penalty 1513.255639 = -207297.061531 nChanged 80 SP:Iteration 7Q (4272.271631 sec): 3 clusters Score: Raw -208856.437470 + Penalty 1513.255639 = -207343.181831 nChanged 72 SP:Iteration 8Q (4272.310668 sec): 3 clusters Score: Raw -208902.116167 + Penalty 1513.255639 = -207388.860528 nChanged 55 SP:Iteration 9Q (4272.346539 sec): 3 clusters Score: Raw -208931.244604 + Penalty 1513.255639 = -207417.988965 nChanged 49 SP:Iteration 10Q (4272.385692 sec): 3 clusters Score: Raw -208959.295604 + Penalty 1513.255639 = -207446.039965 nChanged 37 SP:Iteration 11Q (4272.428931 sec): 3 clusters Score: Raw -208976.208903 + Penalty 1513.255639 = -207462.953264 nChanged 28 SP:Iteration 12Q (4272.479746 sec): 3 clusters Score: Raw -208992.053964 + Penalty 1513.255639 = -207478.798325 nChanged 33 SP:Iteration 13Q (4272.512088 sec): 3 clusters Score: Raw -209008.480673 + Penalty 1513.255639 = -207495.225034 nChanged 34 SP:Iteration 14Q (4272.549621 sec): 3 clusters Score: Raw -209022.549120 + Penalty 1513.255639 = -207509.293481 nChanged 30 SP:Iteration 15Q (4272.596854 sec): 3 clusters Score: Raw -209033.995165 + Penalty 1513.255639 = -207520.739526 nChanged 24 SP:Iteration 16Q (4272.640866 sec): 3 clusters Score: Raw -209042.190804 + Penalty 1513.255639 = -207528.935165 nChanged 19 SP:Iteration 17Q (4272.678003 sec): 3 clusters Score: Raw -209049.010896 + Penalty 1513.255639 = -207535.755257 nChanged 25 SP:Iteration 18Q (4272.725991 sec): 3 clusters Score: Raw -209060.912977 + Penalty 1513.255639 = -207547.657337 nChanged 22 SP:Iteration 19Q (4272.771764 sec): 3 clusters Score: Raw -209070.755591 + Penalty 1513.255639 = -207557.499952 nChanged 14 SP:Iteration 20F (4272.812601 sec): 3 clusters Score: Raw -209078.713378 + Penalty 1513.255639 = -207565.457739 nChanged 18 SP:Iteration 21Q (4272.854966 sec): 3 clusters Score: Raw -209088.595913 + Penalty 1513.255639 = -207575.340274 nChanged 16 SP:Iteration 22Q (4272.898451 sec): 3 clusters Score: Raw -209095.208525 + Penalty 1513.255639 = -207581.952886 nChanged 16 SP:Iteration 23Q (4272.943811 sec): 3 clusters Score: Raw -209105.025384 + Penalty 1513.255639 = -207591.769745 nChanged 19 SP:Iteration 24Q (4272.995273 sec): 3 clusters Score: Raw -209119.062717 + Penalty 1513.255639 = -207605.807078 nChanged 15 SP:Iteration 25Q (4273.051384 sec): 3 clusters Score: Raw -209129.582076 + Penalty 1513.255639 = -207616.326437 nChanged 19 SP:Iteration 26Q (4273.092479 sec): 3 clusters Score: Raw -209140.189989 + Penalty 1513.255639 = -207626.934350 nChanged 13 SP:Iteration 27Q (4273.136662 sec): 3 clusters Score: Raw -209145.043198 + Penalty 1513.255639 = -207631.787559 nChanged 10 SP:Iteration 28Q (4273.187421 sec): 3 clusters Score: Raw -209150.212283 + Penalty 1513.255639 = -207636.956644 nChanged 7 SP:Iteration 29Q (4273.217268 sec): 3 clusters Score: Raw -209152.356162 + Penalty 1513.255639 = -207639.100522 nChanged 3 SP:Iteration 30Q (4273.251021 sec): 3 clusters Score: Raw -209153.042257 + Penalty 1513.255639 = -207639.786618 nChanged 5 SP:Iteration 31Q (4273.294407 sec): 3 clusters Score: Raw -209155.183998 + Penalty 1513.255639 = -207641.928359 nChanged 3 SP:Iteration 32Q (4273.335594 sec): 3 clusters Score: Raw -209156.284934 + Penalty 1513.255639 = -207643.029295 nChanged 5 SP:Iteration 33Q (4273.378340 sec): 3 clusters Score: Raw -209158.308841 + Penalty 1513.255639 = -207645.053202 nChanged 5 SP:Iteration 34Q (4273.427933 sec): 3 clusters Score: Raw -209159.295322 + Penalty 1513.255639 = -207646.039683 nChanged 0 SP:Iteration 35F (4273.467392 sec): 3 clusters Score: Raw -209159.295322 + Penalty 1513.255639 = -207646.039683 nChanged 0 Trying to split cluster 22 (32804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4273.516691 sec): 2 clusters Score: Raw -2487205.444633 + Penalty 987.839045 = -2486217.605588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4273.601923 sec): 3 clusters Score: Raw -2466282.647498 + Penalty 1975.678090 = -2464306.969408 nChanged 15477 SP:Iteration 1F (4273.688203 sec): 3 clusters Score: Raw -2475156.818258 + Penalty 1975.678090 = -2473181.140167 nChanged 1617 SP:Iteration 2Q (4273.771892 sec): 3 clusters Score: Raw -2475901.270420 + Penalty 1975.678090 = -2473925.592330 nChanged 1925 SP:Iteration 3F (4273.851351 sec): 3 clusters Score: Raw -2476988.427984 + Penalty 1975.678090 = -2475012.749893 nChanged 2190 SP:Iteration 4F (4273.937161 sec): 3 clusters Score: Raw -2478646.391467 + Penalty 1975.678090 = -2476670.713377 nChanged 2450 SP:Iteration 5F (4274.026241 sec): 3 clusters Score: Raw -2480832.794263 + Penalty 1975.678090 = -2478857.116173 nChanged 2325 SP:Iteration 6F (4274.081449 sec): 3 clusters Score: Raw -2482870.928464 + Penalty 1975.678090 = -2480895.250374 nChanged 1820 SP:Iteration 7F (4274.165987 sec): 3 clusters Score: Raw -2483987.552205 + Penalty 1975.678090 = -2482011.874115 nChanged 1100 SP:Iteration 8Q (4274.222386 sec): 3 clusters Score: Raw -2484441.057312 + Penalty 1975.678090 = -2482465.379222 nChanged 663 SP:Iteration 9Q (4274.309396 sec): 3 clusters Score: Raw -2484689.279181 + Penalty 1975.678090 = -2482713.601090 nChanged 538 SP:Iteration 10Q (4274.396254 sec): 3 clusters Score: Raw -2484886.621516 + Penalty 1975.678090 = -2482910.943426 nChanged 478 SP:Iteration 11Q (4274.476139 sec): 3 clusters Score: Raw -2485057.071076 + Penalty 1975.678090 = -2483081.392986 nChanged 471 SP:Iteration 12Q (4274.560416 sec): 3 clusters Score: Raw -2485225.832344 + Penalty 1975.678090 = -2483250.154253 nChanged 464 SP:Iteration 13Q (4274.646499 sec): 3 clusters Score: Raw -2485388.486784 + Penalty 1975.678090 = -2483412.808694 nChanged 416 SP:Iteration 14Q (4274.731716 sec): 3 clusters Score: Raw -2485533.059124 + Penalty 1975.678090 = -2483557.381033 nChanged 413 SP:Iteration 15Q (4274.772867 sec): 3 clusters Score: Raw -2485664.178090 + Penalty 1975.678090 = -2483688.500000 nChanged 407 SP:Iteration 16Q (4274.825612 sec): 3 clusters Score: Raw -2485790.326851 + Penalty 1975.678090 = -2483814.648761 nChanged 359 SP:Iteration 17Q (4274.902459 sec): 3 clusters Score: Raw -2485895.237346 + Penalty 1975.678090 = -2483919.559256 nChanged 337 SP:Iteration 18Q (4274.992781 sec): 3 clusters Score: Raw -2485992.143980 + Penalty 1975.678090 = -2484016.465889 nChanged 339 SP:Iteration 19Q (4275.072755 sec): 3 clusters Score: Raw -2486095.106023 + Penalty 1975.678090 = -2484119.427932 nChanged 326 SP:Iteration 20F (4275.155097 sec): 3 clusters Score: Raw -2486193.008099 + Penalty 1975.678090 = -2484217.330009 nChanged 308 SP:Iteration 21Q (4275.225420 sec): 3 clusters Score: Raw -2486299.015643 + Penalty 1975.678090 = -2484323.337553 nChanged 333 SP:Iteration 22Q (4275.306743 sec): 3 clusters Score: Raw -2486413.052754 + Penalty 1975.678090 = -2484437.374663 nChanged 296 SP:Iteration 23Q (4275.384995 sec): 3 clusters Score: Raw -2486510.896925 + Penalty 1975.678090 = -2484535.218835 nChanged 276 SP:Iteration 24Q (4275.466352 sec): 3 clusters Score: Raw -2486595.310452 + Penalty 1975.678090 = -2484619.632362 nChanged 254 SP:Iteration 25Q (4275.542942 sec): 3 clusters Score: Raw -2486670.693438 + Penalty 1975.678090 = -2484695.015348 nChanged 229 SP:Iteration 26Q (4275.620656 sec): 3 clusters Score: Raw -2486731.245902 + Penalty 1975.678090 = -2484755.567812 nChanged 208 SP:Iteration 27Q (4275.698953 sec): 3 clusters Score: Raw -2486782.147605 + Penalty 1975.678090 = -2484806.469515 nChanged 193 SP:Iteration 28Q (4275.782293 sec): 3 clusters Score: Raw -2486828.757276 + Penalty 1975.678090 = -2484853.079185 nChanged 182 SP:Iteration 29Q (4275.863388 sec): 3 clusters Score: Raw -2486872.639363 + Penalty 1975.678090 = -2484896.961273 nChanged 168 SP:Iteration 30Q (4275.943498 sec): 3 clusters Score: Raw -2486912.475511 + Penalty 1975.678090 = -2484936.797421 nChanged 166 SP:Iteration 31Q (4276.025492 sec): 3 clusters Score: Raw -2486954.155739 + Penalty 1975.678090 = -2484978.477649 nChanged 158 SP:Iteration 32Q (4276.106882 sec): 3 clusters Score: Raw -2486993.161648 + Penalty 1975.678090 = -2485017.483558 nChanged 167 SP:Iteration 33Q (4276.167598 sec): 3 clusters Score: Raw -2487036.856257 + Penalty 1975.678090 = -2485061.178167 nChanged 163 SP:Iteration 34Q (4276.234937 sec): 3 clusters Score: Raw -2487084.862359 + Penalty 1975.678090 = -2485109.184269 nChanged 162 SP:Iteration 35Q (4276.299474 sec): 3 clusters Score: Raw -2487135.042834 + Penalty 1975.678090 = -2485159.364744 nChanged 154 SP:Iteration 36Q (4276.385941 sec): 3 clusters Score: Raw -2487183.263084 + Penalty 1975.678090 = -2485207.584994 nChanged 143 SP:Iteration 37Q (4276.462747 sec): 3 clusters Score: Raw -2487227.311871 + Penalty 1975.678090 = -2485251.633781 nChanged 117 SP:Iteration 38Q (4276.539566 sec): 3 clusters Score: Raw -2487259.705925 + Penalty 1975.678090 = -2485284.027835 nChanged 118 SP:Iteration 39Q (4276.620839 sec): 3 clusters Score: Raw -2487291.690782 + Penalty 1975.678090 = -2485316.012691 nChanged 98 SP:Iteration 40F (4276.693211 sec): 3 clusters Score: Raw -2487318.707109 + Penalty 1975.678090 = -2485343.029018 nChanged 88 SP:Iteration 41Q (4276.773370 sec): 3 clusters Score: Raw -2487341.171789 + Penalty 1975.678090 = -2485365.493699 nChanged 74 SP:Iteration 42Q (4276.850490 sec): 3 clusters Score: Raw -2487358.053133 + Penalty 1975.678090 = -2485382.375042 nChanged 60 SP:Iteration 43Q (4276.925627 sec): 3 clusters Score: Raw -2487370.479027 + Penalty 1975.678090 = -2485394.800937 nChanged 48 SP:Iteration 44Q (4276.999504 sec): 3 clusters Score: Raw -2487381.858503 + Penalty 1975.678090 = -2485406.180413 nChanged 52 SP:Iteration 45Q (4277.074343 sec): 3 clusters Score: Raw -2487394.836770 + Penalty 1975.678090 = -2485419.158679 nChanged 50 SP:Iteration 46Q (4277.139517 sec): 3 clusters Score: Raw -2487407.607612 + Penalty 1975.678090 = -2485431.929522 nChanged 57 SP:Iteration 47Q (4277.205097 sec): 3 clusters Score: Raw -2487424.630262 + Penalty 1975.678090 = -2485448.952172 nChanged 55 SP:Iteration 48Q (4277.276595 sec): 3 clusters Score: Raw -2487438.497606 + Penalty 1975.678090 = -2485462.819516 nChanged 46 SP:Iteration 49Q (4277.356873 sec): 3 clusters Score: Raw -2487449.873649 + Penalty 1975.678090 = -2485474.195559 nChanged 42 SP:Iteration 50Q (4277.441838 sec): 3 clusters Score: Raw -2487462.215966 + Penalty 1975.678090 = -2485486.537876 nChanged 40 SP:Iteration 51Q (4277.509275 sec): 3 clusters Score: Raw -2487474.721979 + Penalty 1975.678090 = -2485499.043889 nChanged 42 SP:Iteration 52Q (4277.587124 sec): 3 clusters Score: Raw -2487487.046202 + Penalty 1975.678090 = -2485511.368112 nChanged 38 SP:Iteration 53Q (4277.664853 sec): 3 clusters Score: Raw -2487496.897983 + Penalty 1975.678090 = -2485521.219893 nChanged 28 SP:Iteration 54Q (4277.743001 sec): 3 clusters Score: Raw -2487504.070450 + Penalty 1975.678090 = -2485528.392360 nChanged 21 SP:Iteration 55Q (4277.814636 sec): 3 clusters Score: Raw -2487509.218040 + Penalty 1975.678090 = -2485533.539950 nChanged 15 SP:Iteration 56Q (4277.862762 sec): 3 clusters Score: Raw -2487513.274979 + Penalty 1975.678090 = -2485537.596889 nChanged 12 SP:Iteration 57Q (4277.935904 sec): 3 clusters Score: Raw -2487516.445737 + Penalty 1975.678090 = -2485540.767646 nChanged 10 SP:Iteration 58Q (4278.013500 sec): 3 clusters Score: Raw -2487517.861131 + Penalty 1975.678090 = -2485542.183041 nChanged 6 SP:Iteration 59Q (4278.085987 sec): 3 clusters Score: Raw -2487518.987577 + Penalty 1975.678090 = -2485543.309487 nChanged 5 SP:Iteration 60F (4278.170702 sec): 3 clusters Score: Raw -2487519.732035 + Penalty 1975.678090 = -2485544.053944 nChanged 1 SP:Iteration 61Q (4278.242208 sec): 3 clusters Score: Raw -2487519.860033 + Penalty 1975.678090 = -2485544.181943 nChanged 2 SP:Iteration 62Q (4278.307993 sec): 3 clusters Score: Raw -2487519.977821 + Penalty 1975.678090 = -2485544.299731 nChanged 0 SP:Iteration 63F (4278.389713 sec): 3 clusters Score: Raw -2487519.977821 + Penalty 1975.678090 = -2485544.299731 nChanged 0 Trying to split cluster 23 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4278.408760 sec): 2 clusters Score: Raw -97122.717192 + Penalty 689.482229 = -96433.234963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4278.447894 sec): 3 clusters Score: Raw -96517.238158 + Penalty 1378.964459 = -95138.273700 nChanged 537 SP:Iteration 1F (4278.499179 sec): 3 clusters Score: Raw -96986.042807 + Penalty 1378.964459 = -95607.078348 nChanged 122 SP:Iteration 2F (4278.540331 sec): 3 clusters Score: Raw -97131.595900 + Penalty 1378.964459 = -95752.631442 nChanged 98 SP:Iteration 3F (4278.580138 sec): 3 clusters Score: Raw -97239.783541 + Penalty 1378.964459 = -95860.819082 nChanged 82 SP:Iteration 4F (4278.633554 sec): 3 clusters Score: Raw -97306.566331 + Penalty 1378.964459 = -95927.601872 nChanged 55 SP:Iteration 5Q (4278.665971 sec): 3 clusters Score: Raw -97347.730333 + Penalty 1378.964459 = -95968.765874 nChanged 43 SP:Iteration 6Q (4278.687114 sec): 3 clusters Score: Raw -97374.895213 + Penalty 1378.964459 = -95995.930754 nChanged 24 SP:Iteration 7Q (4278.731660 sec): 3 clusters Score: Raw -97383.706586 + Penalty 1378.964459 = -96004.742127 nChanged 10 SP:Iteration 8Q (4278.770470 sec): 3 clusters Score: Raw -97390.660177 + Penalty 1378.964459 = -96011.695719 nChanged 10 SP:Iteration 9Q (4278.821070 sec): 3 clusters Score: Raw -97396.328843 + Penalty 1378.964459 = -96017.364384 nChanged 6 SP:Iteration 10Q (4278.853137 sec): 3 clusters Score: Raw -97398.275928 + Penalty 1378.964459 = -96019.311469 nChanged 2 SP:Iteration 11Q (4278.900531 sec): 3 clusters Score: Raw -97398.838921 + Penalty 1378.964459 = -96019.874462 nChanged 2 SP:Iteration 12Q (4278.938005 sec): 3 clusters Score: Raw -97399.932834 + Penalty 1378.964459 = -96020.968375 nChanged 2 SP:Iteration 13Q (4278.970085 sec): 3 clusters Score: Raw -97401.065866 + Penalty 1378.964459 = -96022.101407 nChanged 4 SP:Iteration 14Q (4279.011177 sec): 3 clusters Score: Raw -97402.693673 + Penalty 1378.964459 = -96023.729214 nChanged 3 SP:Iteration 15Q (4279.054836 sec): 3 clusters Score: Raw -97403.664465 + Penalty 1378.964459 = -96024.700007 nChanged 1 SP:Iteration 16Q (4279.105195 sec): 3 clusters Score: Raw -97403.826558 + Penalty 1378.964459 = -96024.862100 nChanged 0 SP:Iteration 17F (4279.150576 sec): 3 clusters Score: Raw -97403.826558 + Penalty 1378.964459 = -96024.862100 nChanged 0 Trying to split cluster 24 (3541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4279.184735 sec): 2 clusters Score: Raw -260213.169607 + Penalty 776.355623 = -259436.813984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4279.224711 sec): 3 clusters Score: Raw -258361.329559 + Penalty 1552.711246 = -256808.618313 nChanged 1505 SP:Iteration 1F (4279.270884 sec): 3 clusters Score: Raw -259214.468338 + Penalty 1552.711246 = -257661.757092 nChanged 251 SP:Iteration 2F (4279.295960 sec): 3 clusters Score: Raw -259366.337167 + Penalty 1552.711246 = -257813.625921 nChanged 212 SP:Iteration 3F (4279.344377 sec): 3 clusters Score: Raw -259499.255268 + Penalty 1552.711246 = -257946.544022 nChanged 182 SP:Iteration 4F (4279.374578 sec): 3 clusters Score: Raw -259619.191449 + Penalty 1552.711246 = -258066.480203 nChanged 176 SP:Iteration 5Q (4279.435329 sec): 3 clusters Score: Raw -259738.572149 + Penalty 1552.711246 = -258185.860903 nChanged 157 SP:Iteration 6Q (4279.480916 sec): 3 clusters Score: Raw -259858.045093 + Penalty 1552.711246 = -258305.333848 nChanged 145 SP:Iteration 7Q (4279.533020 sec): 3 clusters Score: Raw -259960.581968 + Penalty 1552.711246 = -258407.870723 nChanged 126 SP:Iteration 8Q (4279.574062 sec): 3 clusters Score: Raw -260046.758062 + Penalty 1552.711246 = -258494.046816 nChanged 115 SP:Iteration 9Q (4279.617355 sec): 3 clusters Score: Raw -260122.007181 + Penalty 1552.711246 = -258569.295935 nChanged 94 SP:Iteration 10Q (4279.659210 sec): 3 clusters Score: Raw -260185.345969 + Penalty 1552.711246 = -258632.634723 nChanged 77 SP:Iteration 11Q (4279.707130 sec): 3 clusters Score: Raw -260234.189099 + Penalty 1552.711246 = -258681.477853 nChanged 81 SP:Iteration 12Q (4279.740728 sec): 3 clusters Score: Raw -260291.369645 + Penalty 1552.711246 = -258738.658399 nChanged 76 SP:Iteration 13Q (4279.782737 sec): 3 clusters Score: Raw -260354.491776 + Penalty 1552.711246 = -258801.780531 nChanged 62 SP:Iteration 14Q (4279.821156 sec): 3 clusters Score: Raw -260401.747002 + Penalty 1552.711246 = -258849.035756 nChanged 38 SP:Iteration 15Q (4279.864619 sec): 3 clusters Score: Raw -260428.226108 + Penalty 1552.711246 = -258875.514862 nChanged 23 SP:Iteration 16Q (4279.909856 sec): 3 clusters Score: Raw -260443.369328 + Penalty 1552.711246 = -258890.658082 nChanged 20 SP:Iteration 17Q (4279.958984 sec): 3 clusters Score: Raw -260455.075699 + Penalty 1552.711246 = -258902.364453 nChanged 17 SP:Iteration 18Q (4280.002804 sec): 3 clusters Score: Raw -260462.637843 + Penalty 1552.711246 = -258909.926597 nChanged 13 SP:Iteration 19Q (4280.054562 sec): 3 clusters Score: Raw -260469.228469 + Penalty 1552.711246 = -258916.517224 nChanged 11 SP:Iteration 20F (4280.090837 sec): 3 clusters Score: Raw -260475.654087 + Penalty 1552.711246 = -258922.942841 nChanged 10 SP:Iteration 21Q (4280.135569 sec): 3 clusters Score: Raw -260480.460304 + Penalty 1552.711246 = -258927.749058 nChanged 5 SP:Iteration 22Q (4280.184701 sec): 3 clusters Score: Raw -260482.218024 + Penalty 1552.711246 = -258929.506778 nChanged 3 SP:Iteration 23Q (4280.220996 sec): 3 clusters Score: Raw -260484.123743 + Penalty 1552.711246 = -258931.412497 nChanged 6 SP:Iteration 24Q (4280.268214 sec): 3 clusters Score: Raw -260486.751031 + Penalty 1552.711246 = -258934.039785 nChanged 5 SP:Iteration 25Q (4280.302840 sec): 3 clusters Score: Raw -260490.247495 + Penalty 1552.711246 = -258937.536249 nChanged 5 SP:Iteration 26Q (4280.342357 sec): 3 clusters Score: Raw -260492.437110 + Penalty 1552.711246 = -258939.725865 nChanged 2 SP:Iteration 27Q (4280.377867 sec): 3 clusters Score: Raw -260493.433568 + Penalty 1552.711246 = -258940.722322 nChanged 1 SP:Iteration 28Q (4280.422193 sec): 3 clusters Score: Raw -260493.571684 + Penalty 1552.711246 = -258940.860438 nChanged 1 SP:Iteration 29Q (4280.462627 sec): 3 clusters Score: Raw -260493.800493 + Penalty 1552.711246 = -258941.089247 nChanged 0 SP:Iteration 30F (4280.500379 sec): 3 clusters Score: Raw -260493.800493 + Penalty 1552.711246 = -258941.089247 nChanged 0 Iteration 299Q (4282.987020 sec): 25 clusters Score: Raw -25401406.784439 + Penalty 29149.392721 = -25372257.391718 nChanged 22 Iteration 300F (4287.294419 sec): 25 clusters Score: Raw -25401407.129760 + Penalty 29149.392721 = -25372257.737040 nChanged 18 Iteration 301Q (4289.955429 sec): 25 clusters Score: Raw -25401407.414647 + Penalty 29149.392721 = -25372258.021927 nChanged 20 Iteration 302Q (4292.583720 sec): 25 clusters Score: Raw -25401407.732208 + Penalty 29149.392721 = -25372258.339487 nChanged 30 Iteration 303Q (4295.238610 sec): 25 clusters Score: Raw -25401408.196943 + Penalty 29149.392721 = -25372258.804222 nChanged 26 Iteration 304Q (4297.874974 sec): 25 clusters Score: Raw -25401408.673300 + Penalty 29149.392721 = -25372259.280579 nChanged 24 Iteration 305Q (4300.512229 sec): 25 clusters Score: Raw -25401409.108376 + Penalty 29149.392721 = -25372259.715655 nChanged 24 Iteration 306Q (4303.147405 sec): 25 clusters Score: Raw -25401409.582470 + Penalty 29149.392721 = -25372260.189749 nChanged 15 Iteration 307Q (4305.721857 sec): 25 clusters Score: Raw -25401409.769507 + Penalty 29149.392721 = -25372260.376786 nChanged 15 Iteration 308Q (4308.316636 sec): 25 clusters Score: Raw -25401410.106635 + Penalty 29149.392721 = -25372260.713914 nChanged 13 Iteration 309Q (4310.846743 sec): 25 clusters Score: Raw -25401410.369582 + Penalty 29149.392721 = -25372260.976861 nChanged 9 Iteration 310Q (4313.506217 sec): 25 clusters Score: Raw -25401410.485089 + Penalty 29149.392721 = -25372261.092368 nChanged 5 Iteration 311Q (4316.184983 sec): 25 clusters Score: Raw -25401410.524858 + Penalty 29149.392721 = -25372261.132137 nChanged 8 Iteration 312Q (4318.837296 sec): 25 clusters Score: Raw -25401410.607770 + Penalty 29149.392721 = -25372261.215049 nChanged 8 Iteration 313Q (4321.432363 sec): 25 clusters Score: Raw -25401410.682895 + Penalty 29149.392721 = -25372261.290175 nChanged 6 Iteration 314Q (4324.062730 sec): 25 clusters Score: Raw -25401410.753778 + Penalty 29149.392721 = -25372261.361057 nChanged 8 Iteration 315Q (4326.568586 sec): 25 clusters Score: Raw -25401410.846187 + Penalty 29149.392721 = -25372261.453466 nChanged 6 Iteration 316Q (4329.184543 sec): 25 clusters Score: Raw -25401410.978452 + Penalty 29149.392721 = -25372261.585731 nChanged 12 Iteration 317Q (4331.622291 sec): 25 clusters Score: Raw -25401411.198759 + Penalty 29149.392721 = -25372261.806038 nChanged 15 Iteration 318Q (4334.089727 sec): 25 clusters Score: Raw -25401411.470634 + Penalty 29149.392721 = -25372262.077913 nChanged 15 Iteration 319Q (4336.471410 sec): 25 clusters Score: Raw -25401411.751460 + Penalty 29149.392721 = -25372262.358739 nChanged 14 Iteration 320F (4340.781605 sec): 25 clusters Score: Raw -25401412.035682 + Penalty 29149.392721 = -25372262.642961 nChanged 21 Iteration 321Q (4343.209442 sec): 25 clusters Score: Raw -25401412.392183 + Penalty 29149.392721 = -25372262.999462 nChanged 24 Iteration 322Q (4345.794831 sec): 25 clusters Score: Raw -25401412.762579 + Penalty 29149.392721 = -25372263.369858 nChanged 28 Iteration 323Q (4348.418463 sec): 25 clusters Score: Raw -25401413.261143 + Penalty 29149.392721 = -25372263.868422 nChanged 25 Iteration 324Q (4351.003241 sec): 25 clusters Score: Raw -25401413.691822 + Penalty 29149.392721 = -25372264.299101 nChanged 24 Iteration 325Q (4353.642221 sec): 25 clusters Score: Raw -25401414.044797 + Penalty 29149.392721 = -25372264.652076 nChanged 18 Iteration 326Q (4356.190980 sec): 25 clusters Score: Raw -25401414.309390 + Penalty 29149.392721 = -25372264.916669 nChanged 21 Iteration 327Q (4358.614167 sec): 25 clusters Score: Raw -25401414.677095 + Penalty 29149.392721 = -25372265.284374 nChanged 15 Iteration 328Q (4361.057017 sec): 25 clusters Score: Raw -25401414.924012 + Penalty 29149.392721 = -25372265.531292 nChanged 13 Iteration 329Q (4363.497198 sec): 25 clusters Score: Raw -25401415.153766 + Penalty 29149.392721 = -25372265.761045 nChanged 16 Iteration 330Q (4366.173580 sec): 25 clusters Score: Raw -25401415.336693 + Penalty 29149.392721 = -25372265.943972 nChanged 13 Iteration 331Q (4368.611702 sec): 25 clusters Score: Raw -25401415.509970 + Penalty 29149.392721 = -25372266.117250 nChanged 11 Iteration 332Q (4370.974739 sec): 25 clusters Score: Raw -25401415.668638 + Penalty 29149.392721 = -25372266.275917 nChanged 14 Iteration 333Q (4373.704531 sec): 25 clusters Score: Raw -25401415.897477 + Penalty 29149.392721 = -25372266.504756 nChanged 14 Iteration 334Q (4376.129559 sec): 25 clusters Score: Raw -25401416.135980 + Penalty 29149.392721 = -25372266.743260 nChanged 10 Iteration 335Q (4378.524323 sec): 25 clusters Score: Raw -25401416.377095 + Penalty 29149.392721 = -25372266.984375 nChanged 17 Iteration 336Q (4380.932938 sec): 25 clusters Score: Raw -25401416.617987 + Penalty 29149.392721 = -25372267.225267 nChanged 16 Iteration 337Q (4383.444325 sec): 25 clusters Score: Raw -25401416.911859 + Penalty 29149.392721 = -25372267.519138 nChanged 13 Iteration 338Q (4386.074197 sec): 25 clusters Score: Raw -25401417.258652 + Penalty 29149.392721 = -25372267.865932 nChanged 18 Writing temp clu file Because OldScore, -25372267.519138, is greater than current (better) Score,-25372267.865932 Compute initial score before splitting: Score: Raw -25401417.258652 + Penalty 29149.392721 = -25372267.865932 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4386.207965 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4386.253672 sec): 3 clusters Score: Raw -170944.418170 + Penalty 1457.912393 = -169486.505777 nChanged 847 SP:Iteration 1F (4386.303346 sec): 3 clusters Score: Raw -171481.998810 + Penalty 1457.912393 = -170024.086417 nChanged 201 SP:Iteration 2F (4386.338437 sec): 3 clusters Score: Raw -171649.219115 + Penalty 1457.912393 = -170191.306722 nChanged 161 SP:Iteration 3F (4386.392405 sec): 3 clusters Score: Raw -171801.978810 + Penalty 1457.912393 = -170344.066417 nChanged 127 SP:Iteration 4F (4386.425269 sec): 3 clusters Score: Raw -171942.532189 + Penalty 1457.912393 = -170484.619796 nChanged 104 SP:Iteration 5Q (4386.470055 sec): 3 clusters Score: Raw -172040.499570 + Penalty 1457.912393 = -170582.587177 nChanged 74 SP:Iteration 6Q (4386.514806 sec): 3 clusters Score: Raw -172102.827621 + Penalty 1457.912393 = -170644.915228 nChanged 66 SP:Iteration 7Q (4386.562992 sec): 3 clusters Score: Raw -172157.272480 + Penalty 1457.912393 = -170699.360087 nChanged 40 SP:Iteration 8Q (4386.605864 sec): 3 clusters Score: Raw -172180.775351 + Penalty 1457.912393 = -170722.862958 nChanged 29 SP:Iteration 9Q (4386.643440 sec): 3 clusters Score: Raw -172196.531604 + Penalty 1457.912393 = -170738.619211 nChanged 24 SP:Iteration 10Q (4386.696795 sec): 3 clusters Score: Raw -172205.879204 + Penalty 1457.912393 = -170747.966811 nChanged 16 SP:Iteration 11Q (4386.736539 sec): 3 clusters Score: Raw -172214.701389 + Penalty 1457.912393 = -170756.788996 nChanged 15 SP:Iteration 12Q (4386.794439 sec): 3 clusters Score: Raw -172221.334587 + Penalty 1457.912393 = -170763.422194 nChanged 11 SP:Iteration 13Q (4386.842387 sec): 3 clusters Score: Raw -172226.329710 + Penalty 1457.912393 = -170768.417317 nChanged 8 SP:Iteration 14Q (4386.890051 sec): 3 clusters Score: Raw -172229.198719 + Penalty 1457.912393 = -170771.286326 nChanged 7 SP:Iteration 15Q (4386.936878 sec): 3 clusters Score: Raw -172231.275150 + Penalty 1457.912393 = -170773.362757 nChanged 8 SP:Iteration 16Q (4386.983696 sec): 3 clusters Score: Raw -172235.189091 + Penalty 1457.912393 = -170777.276698 nChanged 8 SP:Iteration 17Q (4387.030190 sec): 3 clusters Score: Raw -172238.056135 + Penalty 1457.912393 = -170780.143742 nChanged 7 SP:Iteration 18Q (4387.068437 sec): 3 clusters Score: Raw -172241.204515 + Penalty 1457.912393 = -170783.292122 nChanged 6 SP:Iteration 19Q (4387.110698 sec): 3 clusters Score: Raw -172243.785660 + Penalty 1457.912393 = -170785.873267 nChanged 2 SP:Iteration 20F (4387.157605 sec): 3 clusters Score: Raw -172245.420750 + Penalty 1457.912393 = -170787.508357 nChanged 4 SP:Iteration 21Q (4387.202823 sec): 3 clusters Score: Raw -172247.451129 + Penalty 1457.912393 = -170789.538736 nChanged 3 SP:Iteration 22Q (4387.261775 sec): 3 clusters Score: Raw -172248.468100 + Penalty 1457.912393 = -170790.555707 nChanged 5 SP:Iteration 23Q (4387.310007 sec): 3 clusters Score: Raw -172251.007944 + Penalty 1457.912393 = -170793.095551 nChanged 2 SP:Iteration 24Q (4387.359138 sec): 3 clusters Score: Raw -172251.492651 + Penalty 1457.912393 = -170793.580258 nChanged 3 SP:Iteration 25Q (4387.398361 sec): 3 clusters Score: Raw -172252.160123 + Penalty 1457.912393 = -170794.247730 nChanged 2 SP:Iteration 26Q (4387.458864 sec): 3 clusters Score: Raw -172252.658205 + Penalty 1457.912393 = -170794.745812 nChanged 0 SP:Iteration 27F (4387.498817 sec): 3 clusters Score: Raw -172252.658205 + Penalty 1457.912393 = -170794.745812 nChanged 0 Trying to split cluster 2 (27818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4387.561975 sec): 2 clusters Score: Raw -2042320.533984 + Penalty 972.176664 = -2041348.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4387.641910 sec): 3 clusters Score: Raw -2024639.326797 + Penalty 1944.353329 = -2022694.973469 nChanged 13063 SP:Iteration 1F (4387.719440 sec): 3 clusters Score: Raw -2032103.029772 + Penalty 1944.353329 = -2030158.676444 nChanged 1272 SP:Iteration 2Q (4387.812049 sec): 3 clusters Score: Raw -2032565.178632 + Penalty 1944.353329 = -2030620.825303 nChanged 1370 SP:Iteration 3Q (4387.898125 sec): 3 clusters Score: Raw -2033175.487945 + Penalty 1944.353329 = -2031231.134616 nChanged 1512 SP:Iteration 4F (4387.980849 sec): 3 clusters Score: Raw -2034031.686258 + Penalty 1944.353329 = -2032087.332930 nChanged 1659 SP:Iteration 5F (4388.050034 sec): 3 clusters Score: Raw -2035140.322729 + Penalty 1944.353329 = -2033195.969400 nChanged 1722 SP:Iteration 6F (4388.126335 sec): 3 clusters Score: Raw -2036358.817553 + Penalty 1944.353329 = -2034414.464224 nChanged 1708 SP:Iteration 7F (4388.218808 sec): 3 clusters Score: Raw -2037476.741498 + Penalty 1944.353329 = -2035532.388169 nChanged 1412 SP:Iteration 8F (4388.293527 sec): 3 clusters Score: Raw -2038262.057218 + Penalty 1944.353329 = -2036317.703889 nChanged 1103 SP:Iteration 9Q (4388.382979 sec): 3 clusters Score: Raw -2038772.630997 + Penalty 1944.353329 = -2036828.277669 nChanged 776 SP:Iteration 10Q (4388.464816 sec): 3 clusters Score: Raw -2039029.657072 + Penalty 1944.353329 = -2037085.303743 nChanged 545 SP:Iteration 11Q (4388.551518 sec): 3 clusters Score: Raw -2039165.098205 + Penalty 1944.353329 = -2037220.744876 nChanged 407 SP:Iteration 12Q (4388.635165 sec): 3 clusters Score: Raw -2039264.102524 + Penalty 1944.353329 = -2037319.749195 nChanged 347 SP:Iteration 13Q (4388.722094 sec): 3 clusters Score: Raw -2039348.067276 + Penalty 1944.353329 = -2037403.713947 nChanged 328 SP:Iteration 14Q (4388.804537 sec): 3 clusters Score: Raw -2039436.557218 + Penalty 1944.353329 = -2037492.203889 nChanged 335 SP:Iteration 15Q (4388.889292 sec): 3 clusters Score: Raw -2039524.433812 + Penalty 1944.353329 = -2037580.080483 nChanged 316 SP:Iteration 16Q (4388.971542 sec): 3 clusters Score: Raw -2039609.769708 + Penalty 1944.353329 = -2037665.416379 nChanged 325 SP:Iteration 17Q (4389.056514 sec): 3 clusters Score: Raw -2039700.449754 + Penalty 1944.353329 = -2037756.096425 nChanged 371 SP:Iteration 18Q (4389.128964 sec): 3 clusters Score: Raw -2039815.338152 + Penalty 1944.353329 = -2037870.984824 nChanged 381 SP:Iteration 19Q (4389.204816 sec): 3 clusters Score: Raw -2039925.930400 + Penalty 1944.353329 = -2037981.577071 nChanged 372 SP:Iteration 20F (4389.281892 sec): 3 clusters Score: Raw -2040023.266619 + Penalty 1944.353329 = -2038078.913290 nChanged 344 SP:Iteration 21Q (4389.364640 sec): 3 clusters Score: Raw -2040110.726429 + Penalty 1944.353329 = -2038166.373101 nChanged 358 SP:Iteration 22Q (4389.441428 sec): 3 clusters Score: Raw -2040200.232875 + Penalty 1944.353329 = -2038255.879546 nChanged 375 SP:Iteration 23Q (4389.516308 sec): 3 clusters Score: Raw -2040297.746393 + Penalty 1944.353329 = -2038353.393065 nChanged 420 SP:Iteration 24Q (4389.597862 sec): 3 clusters Score: Raw -2040412.209526 + Penalty 1944.353329 = -2038467.856197 nChanged 424 SP:Iteration 25Q (4389.679194 sec): 3 clusters Score: Raw -2040538.516273 + Penalty 1944.353329 = -2038594.162944 nChanged 422 SP:Iteration 26Q (4389.759351 sec): 3 clusters Score: Raw -2040660.162298 + Penalty 1944.353329 = -2038715.808969 nChanged 412 SP:Iteration 27Q (4389.835874 sec): 3 clusters Score: Raw -2040797.064288 + Penalty 1944.353329 = -2038852.710959 nChanged 433 SP:Iteration 28Q (4389.926418 sec): 3 clusters Score: Raw -2040974.728327 + Penalty 1944.353329 = -2039030.374999 nChanged 476 SP:Iteration 29Q (4389.996976 sec): 3 clusters Score: Raw -2041202.375263 + Penalty 1944.353329 = -2039258.021934 nChanged 469 SP:Iteration 30Q (4390.074625 sec): 3 clusters Score: Raw -2041461.234075 + Penalty 1944.353329 = -2039516.880746 nChanged 513 SP:Iteration 31Q (4390.153691 sec): 3 clusters Score: Raw -2041770.171869 + Penalty 1944.353329 = -2039825.818541 nChanged 500 SP:Iteration 32Q (4390.232088 sec): 3 clusters Score: Raw -2042076.580645 + Penalty 1944.353329 = -2040132.227316 nChanged 467 SP:Iteration 33Q (4390.303556 sec): 3 clusters Score: Raw -2042343.187400 + Penalty 1944.353329 = -2040398.834071 nChanged 394 SP:Iteration 34Q (4390.364543 sec): 3 clusters Score: Raw -2042517.651956 + Penalty 1944.353329 = -2040573.298627 nChanged 315 SP:Iteration 35Q (4390.439353 sec): 3 clusters Score: Raw -2042632.043966 + Penalty 1944.353329 = -2040687.690637 nChanged 274 SP:Iteration 36Q (4390.509324 sec): 3 clusters Score: Raw -2042716.460054 + Penalty 1944.353329 = -2040772.106725 nChanged 270 SP:Iteration 37Q (4390.583115 sec): 3 clusters Score: Raw -2042787.161654 + Penalty 1944.353329 = -2040842.808325 nChanged 221 SP:Iteration 38Q (4390.660673 sec): 3 clusters Score: Raw -2042837.010746 + Penalty 1944.353329 = -2040892.657417 nChanged 175 SP:Iteration 39Q (4390.738664 sec): 3 clusters Score: Raw -2042867.908522 + Penalty 1944.353329 = -2040923.555193 nChanged 157 SP:Iteration 40F (4390.800663 sec): 3 clusters Score: Raw -2042900.590296 + Penalty 1944.353329 = -2040956.236968 nChanged 135 SP:Iteration 41Q (4390.874100 sec): 3 clusters Score: Raw -2042920.127213 + Penalty 1944.353329 = -2040975.773884 nChanged 116 SP:Iteration 42Q (4390.939797 sec): 3 clusters Score: Raw -2042936.934960 + Penalty 1944.353329 = -2040992.581631 nChanged 98 SP:Iteration 43Q (4391.006159 sec): 3 clusters Score: Raw -2042949.852003 + Penalty 1944.353329 = -2041005.498674 nChanged 80 SP:Iteration 44Q (4391.083904 sec): 3 clusters Score: Raw -2042959.656121 + Penalty 1944.353329 = -2041015.302792 nChanged 71 SP:Iteration 45Q (4391.168693 sec): 3 clusters Score: Raw -2042968.386532 + Penalty 1944.353329 = -2041024.033203 nChanged 68 SP:Iteration 46Q (4391.239443 sec): 3 clusters Score: Raw -2042976.121958 + Penalty 1944.353329 = -2041031.768629 nChanged 60 SP:Iteration 47Q (4391.320223 sec): 3 clusters Score: Raw -2042982.563628 + Penalty 1944.353329 = -2041038.210300 nChanged 54 SP:Iteration 48Q (4391.392622 sec): 3 clusters Score: Raw -2042988.461828 + Penalty 1944.353329 = -2041044.108499 nChanged 49 SP:Iteration 49Q (4391.477613 sec): 3 clusters Score: Raw -2042994.271697 + Penalty 1944.353329 = -2041049.918369 nChanged 62 SP:Iteration 50Q (4391.558552 sec): 3 clusters Score: Raw -2043003.415250 + Penalty 1944.353329 = -2041059.061922 nChanged 74 SP:Iteration 51Q (4391.640335 sec): 3 clusters Score: Raw -2043014.789605 + Penalty 1944.353329 = -2041070.436276 nChanged 71 SP:Iteration 52Q (4391.721751 sec): 3 clusters Score: Raw -2043027.460369 + Penalty 1944.353329 = -2041083.107040 nChanged 74 SP:Iteration 53Q (4391.795362 sec): 3 clusters Score: Raw -2043036.962179 + Penalty 1944.353329 = -2041092.608850 nChanged 57 SP:Iteration 54Q (4391.868260 sec): 3 clusters Score: Raw -2043042.859390 + Penalty 1944.353329 = -2041098.506061 nChanged 46 SP:Iteration 55Q (4391.950630 sec): 3 clusters Score: Raw -2043047.614170 + Penalty 1944.353329 = -2041103.260841 nChanged 41 SP:Iteration 56Q (4392.023245 sec): 3 clusters Score: Raw -2043051.680731 + Penalty 1944.353329 = -2041107.327403 nChanged 41 SP:Iteration 57Q (4392.082757 sec): 3 clusters Score: Raw -2043056.185643 + Penalty 1944.353329 = -2041111.832315 nChanged 52 SP:Iteration 58Q (4392.125183 sec): 3 clusters Score: Raw -2043061.472442 + Penalty 1944.353329 = -2041117.119114 nChanged 31 SP:Iteration 59Q (4392.215081 sec): 3 clusters Score: Raw -2043064.945147 + Penalty 1944.353329 = -2041120.591819 nChanged 28 SP:Iteration 60F (4392.296836 sec): 3 clusters Score: Raw -2043068.121907 + Penalty 1944.353329 = -2041123.768578 nChanged 35 SP:Iteration 61Q (4392.359959 sec): 3 clusters Score: Raw -2043071.983352 + Penalty 1944.353329 = -2041127.630023 nChanged 33 SP:Iteration 62Q (4392.402785 sec): 3 clusters Score: Raw -2043074.793244 + Penalty 1944.353329 = -2041130.439916 nChanged 30 SP:Iteration 63Q (4392.454224 sec): 3 clusters Score: Raw -2043076.918897 + Penalty 1944.353329 = -2041132.565569 nChanged 25 SP:Iteration 64Q (4392.488939 sec): 3 clusters Score: Raw -2043078.710092 + Penalty 1944.353329 = -2041134.356763 nChanged 23 SP:Iteration 65Q (4392.531297 sec): 3 clusters Score: Raw -2043080.376104 + Penalty 1944.353329 = -2041136.022775 nChanged 21 SP:Iteration 66Q (4392.574031 sec): 3 clusters Score: Raw -2043082.326926 + Penalty 1944.353329 = -2041137.973597 nChanged 29 SP:Iteration 67Q (4392.653476 sec): 3 clusters Score: Raw -2043085.853616 + Penalty 1944.353329 = -2041141.500287 nChanged 22 SP:Iteration 68Q (4392.741238 sec): 3 clusters Score: Raw -2043087.633237 + Penalty 1944.353329 = -2041143.279908 nChanged 23 SP:Iteration 69Q (4392.812909 sec): 3 clusters Score: Raw -2043089.169082 + Penalty 1944.353329 = -2041144.815754 nChanged 19 SP:Iteration 70Q (4392.894580 sec): 3 clusters Score: Raw -2043090.295722 + Penalty 1944.353329 = -2041145.942394 nChanged 16 SP:Iteration 71Q (4392.980182 sec): 3 clusters Score: Raw -2043091.435536 + Penalty 1944.353329 = -2041147.082207 nChanged 22 SP:Iteration 72Q (4393.054814 sec): 3 clusters Score: Raw -2043092.806023 + Penalty 1944.353329 = -2041148.452694 nChanged 19 SP:Iteration 73Q (4393.137031 sec): 3 clusters Score: Raw -2043094.115364 + Penalty 1944.353329 = -2041149.762035 nChanged 14 SP:Iteration 74Q (4393.220397 sec): 3 clusters Score: Raw -2043094.870278 + Penalty 1944.353329 = -2041150.516949 nChanged 13 SP:Iteration 75Q (4393.301767 sec): 3 clusters Score: Raw -2043095.683239 + Penalty 1944.353329 = -2041151.329910 nChanged 11 SP:Iteration 76Q (4393.375523 sec): 3 clusters Score: Raw -2043096.437524 + Penalty 1944.353329 = -2041152.084195 nChanged 10 SP:Iteration 77Q (4393.456759 sec): 3 clusters Score: Raw -2043097.057453 + Penalty 1944.353329 = -2041152.704124 nChanged 9 SP:Iteration 78Q (4393.549457 sec): 3 clusters Score: Raw -2043097.484388 + Penalty 1944.353329 = -2041153.131059 nChanged 8 SP:Iteration 79Q (4393.621286 sec): 3 clusters Score: Raw -2043097.977932 + Penalty 1944.353329 = -2041153.624603 nChanged 9 SP:Iteration 80F (4393.705419 sec): 3 clusters Score: Raw -2043098.533639 + Penalty 1944.353329 = -2041154.180311 nChanged 6 SP:Iteration 81Q (4393.795757 sec): 3 clusters Score: Raw -2043098.780079 + Penalty 1944.353329 = -2041154.426750 nChanged 6 SP:Iteration 82Q (4393.876236 sec): 3 clusters Score: Raw -2043099.122396 + Penalty 1944.353329 = -2041154.769068 nChanged 5 SP:Iteration 83Q (4393.954582 sec): 3 clusters Score: Raw -2043099.454714 + Penalty 1944.353329 = -2041155.101385 nChanged 3 SP:Iteration 84Q (4394.028894 sec): 3 clusters Score: Raw -2043099.626065 + Penalty 1944.353329 = -2041155.272736 nChanged 2 SP:Iteration 85Q (4394.097023 sec): 3 clusters Score: Raw -2043099.691554 + Penalty 1944.353329 = -2041155.338225 nChanged 3 SP:Iteration 86Q (4394.179625 sec): 3 clusters Score: Raw -2043099.877052 + Penalty 1944.353329 = -2041155.523724 nChanged 5 SP:Iteration 87Q (4394.245239 sec): 3 clusters Score: Raw -2043100.083046 + Penalty 1944.353329 = -2041155.729717 nChanged 4 SP:Iteration 88Q (4394.327744 sec): 3 clusters Score: Raw -2043100.262835 + Penalty 1944.353329 = -2041155.909506 nChanged 5 SP:Iteration 89Q (4394.399192 sec): 3 clusters Score: Raw -2043100.519679 + Penalty 1944.353329 = -2041156.166350 nChanged 6 SP:Iteration 90Q (4394.468106 sec): 3 clusters Score: Raw -2043101.029594 + Penalty 1944.353329 = -2041156.676265 nChanged 8 SP:Iteration 91Q (4394.539404 sec): 3 clusters Score: Raw -2043101.599359 + Penalty 1944.353329 = -2041157.246030 nChanged 9 SP:Iteration 92Q (4394.619664 sec): 3 clusters Score: Raw -2043102.288742 + Penalty 1944.353329 = -2041157.935414 nChanged 4 SP:Iteration 93Q (4394.694474 sec): 3 clusters Score: Raw -2043102.520095 + Penalty 1944.353329 = -2041158.166767 nChanged 3 SP:Iteration 94Q (4394.771608 sec): 3 clusters Score: Raw -2043102.633076 + Penalty 1944.353329 = -2041158.279747 nChanged 1 SP:Iteration 95Q (4394.843963 sec): 3 clusters Score: Raw -2043102.722278 + Penalty 1944.353329 = -2041158.368949 nChanged 1 SP:Iteration 96Q (4394.918477 sec): 3 clusters Score: Raw -2043102.769790 + Penalty 1944.353329 = -2041158.416462 nChanged 1 SP:Iteration 97Q (4395.002326 sec): 3 clusters Score: Raw -2043102.792253 + Penalty 1944.353329 = -2041158.438924 nChanged 0 SP:Iteration 98F (4395.086158 sec): 3 clusters Score: Raw -2043102.792253 + Penalty 1944.353329 = -2041158.438924 nChanged 0 Trying to split cluster 3 (5003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4395.117290 sec): 2 clusters Score: Raw -373645.039316 + Penalty 809.190336 = -372835.848980 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4395.167140 sec): 3 clusters Score: Raw -370845.646598 + Penalty 1618.380672 = -369227.265926 nChanged 2154 SP:Iteration 1F (4395.220968 sec): 3 clusters Score: Raw -372139.419474 + Penalty 1618.380672 = -370521.038801 nChanged 436 SP:Iteration 2F (4395.268390 sec): 3 clusters Score: Raw -372489.513722 + Penalty 1618.380672 = -370871.133050 nChanged 423 SP:Iteration 3F (4395.320650 sec): 3 clusters Score: Raw -372833.028246 + Penalty 1618.380672 = -371214.647574 nChanged 368 SP:Iteration 4F (4395.362756 sec): 3 clusters Score: Raw -373141.739180 + Penalty 1618.380672 = -371523.358508 nChanged 258 SP:Iteration 5F (4395.415861 sec): 3 clusters Score: Raw -373329.836482 + Penalty 1618.380672 = -371711.455810 nChanged 184 SP:Iteration 6Q (4395.464283 sec): 3 clusters Score: Raw -373471.999267 + Penalty 1618.380672 = -371853.618594 nChanged 144 SP:Iteration 7Q (4395.482023 sec): 3 clusters Score: Raw -373575.830720 + Penalty 1618.380672 = -371957.450048 nChanged 113 SP:Iteration 8Q (4395.499303 sec): 3 clusters Score: Raw -373645.729550 + Penalty 1618.380672 = -372027.348878 nChanged 78 SP:Iteration 9Q (4395.516715 sec): 3 clusters Score: Raw -373692.109544 + Penalty 1618.380672 = -372073.728872 nChanged 66 SP:Iteration 10Q (4395.567645 sec): 3 clusters Score: Raw -373731.339941 + Penalty 1618.380672 = -372112.959268 nChanged 54 SP:Iteration 11Q (4395.621065 sec): 3 clusters Score: Raw -373763.023598 + Penalty 1618.380672 = -372144.642926 nChanged 49 SP:Iteration 12Q (4395.674567 sec): 3 clusters Score: Raw -373791.165836 + Penalty 1618.380672 = -372172.785164 nChanged 47 SP:Iteration 13Q (4395.727707 sec): 3 clusters Score: Raw -373807.669130 + Penalty 1618.380672 = -372189.288458 nChanged 30 SP:Iteration 14Q (4395.776354 sec): 3 clusters Score: Raw -373815.414050 + Penalty 1618.380672 = -372197.033377 nChanged 22 SP:Iteration 15Q (4395.829662 sec): 3 clusters Score: Raw -373823.018616 + Penalty 1618.380672 = -372204.637943 nChanged 20 SP:Iteration 16Q (4395.870973 sec): 3 clusters Score: Raw -373831.400292 + Penalty 1618.380672 = -372213.019620 nChanged 22 SP:Iteration 17Q (4395.924228 sec): 3 clusters Score: Raw -373840.505046 + Penalty 1618.380672 = -372222.124374 nChanged 16 SP:Iteration 18Q (4395.977359 sec): 3 clusters Score: Raw -373847.165832 + Penalty 1618.380672 = -372228.785160 nChanged 19 SP:Iteration 19Q (4396.030254 sec): 3 clusters Score: Raw -373852.915497 + Penalty 1618.380672 = -372234.534825 nChanged 14 SP:Iteration 20F (4396.083710 sec): 3 clusters Score: Raw -373857.379212 + Penalty 1618.380672 = -372238.998539 nChanged 13 SP:Iteration 21Q (4396.135290 sec): 3 clusters Score: Raw -373860.773213 + Penalty 1618.380672 = -372242.392541 nChanged 13 SP:Iteration 22Q (4396.176254 sec): 3 clusters Score: Raw -373864.917024 + Penalty 1618.380672 = -372246.536352 nChanged 10 SP:Iteration 23Q (4396.232859 sec): 3 clusters Score: Raw -373867.309138 + Penalty 1618.380672 = -372248.928466 nChanged 6 SP:Iteration 24Q (4396.271011 sec): 3 clusters Score: Raw -373868.484874 + Penalty 1618.380672 = -372250.104201 nChanged 3 SP:Iteration 25Q (4396.323208 sec): 3 clusters Score: Raw -373869.311733 + Penalty 1618.380672 = -372250.931061 nChanged 4 SP:Iteration 26Q (4396.375592 sec): 3 clusters Score: Raw -373869.976104 + Penalty 1618.380672 = -372251.595432 nChanged 0 SP:Iteration 27F (4396.429331 sec): 3 clusters Score: Raw -373869.976104 + Penalty 1618.380672 = -372251.595432 nChanged 0 Trying to split cluster 4 (3487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4396.455731 sec): 2 clusters Score: Raw -255250.879600 + Penalty 774.895719 = -254475.983880 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4396.507665 sec): 3 clusters Score: Raw -253456.941433 + Penalty 1549.791439 = -251907.149994 nChanged 1440 SP:Iteration 1F (4396.567874 sec): 3 clusters Score: Raw -254479.843149 + Penalty 1549.791439 = -252930.051710 nChanged 307 SP:Iteration 2F (4396.610513 sec): 3 clusters Score: Raw -254705.677672 + Penalty 1549.791439 = -253155.886233 nChanged 228 SP:Iteration 3F (4396.663322 sec): 3 clusters Score: Raw -254845.960668 + Penalty 1549.791439 = -253296.169229 nChanged 158 SP:Iteration 4Q (4396.717073 sec): 3 clusters Score: Raw -254933.492909 + Penalty 1549.791439 = -253383.701470 nChanged 124 SP:Iteration 5Q (4396.769997 sec): 3 clusters Score: Raw -254999.837819 + Penalty 1549.791439 = -253450.046380 nChanged 117 SP:Iteration 6Q (4396.809487 sec): 3 clusters Score: Raw -255057.891781 + Penalty 1549.791439 = -253508.100342 nChanged 90 SP:Iteration 7Q (4396.846452 sec): 3 clusters Score: Raw -255110.355229 + Penalty 1549.791439 = -253560.563790 nChanged 104 SP:Iteration 8Q (4396.887092 sec): 3 clusters Score: Raw -255167.537213 + Penalty 1549.791439 = -253617.745775 nChanged 83 SP:Iteration 9Q (4396.939897 sec): 3 clusters Score: Raw -255205.230287 + Penalty 1549.791439 = -253655.438849 nChanged 71 SP:Iteration 10Q (4396.993103 sec): 3 clusters Score: Raw -255237.085583 + Penalty 1549.791439 = -253687.294144 nChanged 66 SP:Iteration 11Q (4397.044876 sec): 3 clusters Score: Raw -255275.145781 + Penalty 1549.791439 = -253725.354342 nChanged 62 SP:Iteration 12Q (4397.093017 sec): 3 clusters Score: Raw -255305.726119 + Penalty 1549.791439 = -253755.934680 nChanged 61 SP:Iteration 13Q (4397.144493 sec): 3 clusters Score: Raw -255331.513064 + Penalty 1549.791439 = -253781.721625 nChanged 51 SP:Iteration 14Q (4397.195906 sec): 3 clusters Score: Raw -255347.495283 + Penalty 1549.791439 = -253797.703844 nChanged 27 SP:Iteration 15Q (4397.240140 sec): 3 clusters Score: Raw -255355.604487 + Penalty 1549.791439 = -253805.813048 nChanged 25 SP:Iteration 16Q (4397.291586 sec): 3 clusters Score: Raw -255363.091780 + Penalty 1549.791439 = -253813.300341 nChanged 21 SP:Iteration 17Q (4397.339570 sec): 3 clusters Score: Raw -255370.017461 + Penalty 1549.791439 = -253820.226022 nChanged 30 SP:Iteration 18Q (4397.381938 sec): 3 clusters Score: Raw -255378.103256 + Penalty 1549.791439 = -253828.311817 nChanged 23 SP:Iteration 19Q (4397.433438 sec): 3 clusters Score: Raw -255383.933041 + Penalty 1549.791439 = -253834.141602 nChanged 19 SP:Iteration 20F (4397.485475 sec): 3 clusters Score: Raw -255389.858735 + Penalty 1549.791439 = -253840.067296 nChanged 19 SP:Iteration 21Q (4397.536764 sec): 3 clusters Score: Raw -255394.430793 + Penalty 1549.791439 = -253844.639354 nChanged 14 SP:Iteration 22Q (4397.587388 sec): 3 clusters Score: Raw -255397.027362 + Penalty 1549.791439 = -253847.235923 nChanged 8 SP:Iteration 23Q (4397.640308 sec): 3 clusters Score: Raw -255399.042830 + Penalty 1549.791439 = -253849.251391 nChanged 10 SP:Iteration 24Q (4397.692456 sec): 3 clusters Score: Raw -255400.779482 + Penalty 1549.791439 = -253850.988043 nChanged 9 SP:Iteration 25Q (4397.744322 sec): 3 clusters Score: Raw -255402.963545 + Penalty 1549.791439 = -253853.172106 nChanged 19 SP:Iteration 26Q (4397.795799 sec): 3 clusters Score: Raw -255406.764630 + Penalty 1549.791439 = -253856.973192 nChanged 13 SP:Iteration 27Q (4397.847358 sec): 3 clusters Score: Raw -255409.556809 + Penalty 1549.791439 = -253859.765370 nChanged 13 SP:Iteration 28Q (4397.899174 sec): 3 clusters Score: Raw -255413.471238 + Penalty 1549.791439 = -253863.679799 nChanged 14 SP:Iteration 29Q (4397.944911 sec): 3 clusters Score: Raw -255417.752927 + Penalty 1549.791439 = -253867.961488 nChanged 15 SP:Iteration 30Q (4397.996476 sec): 3 clusters Score: Raw -255420.690667 + Penalty 1549.791439 = -253870.899228 nChanged 8 SP:Iteration 31Q (4398.048040 sec): 3 clusters Score: Raw -255422.321055 + Penalty 1549.791439 = -253872.529616 nChanged 7 SP:Iteration 32Q (4398.098145 sec): 3 clusters Score: Raw -255423.820701 + Penalty 1549.791439 = -253874.029262 nChanged 7 SP:Iteration 33Q (4398.147649 sec): 3 clusters Score: Raw -255425.089175 + Penalty 1549.791439 = -253875.297736 nChanged 9 SP:Iteration 34Q (4398.199223 sec): 3 clusters Score: Raw -255426.738651 + Penalty 1549.791439 = -253876.947212 nChanged 5 SP:Iteration 35Q (4398.250758 sec): 3 clusters Score: Raw -255427.432176 + Penalty 1549.791439 = -253877.640737 nChanged 4 SP:Iteration 36Q (4398.291133 sec): 3 clusters Score: Raw -255428.258259 + Penalty 1549.791439 = -253878.466820 nChanged 7 SP:Iteration 37Q (4398.342607 sec): 3 clusters Score: Raw -255429.279813 + Penalty 1549.791439 = -253879.488374 nChanged 5 SP:Iteration 38Q (4398.391774 sec): 3 clusters Score: Raw -255430.794895 + Penalty 1549.791439 = -253881.003456 nChanged 9 SP:Iteration 39Q (4398.432472 sec): 3 clusters Score: Raw -255432.346398 + Penalty 1549.791439 = -253882.554960 nChanged 8 SP:Iteration 40F (4398.484032 sec): 3 clusters Score: Raw -255434.434960 + Penalty 1549.791439 = -253884.643521 nChanged 13 SP:Iteration 41Q (4398.535274 sec): 3 clusters Score: Raw -255437.642810 + Penalty 1549.791439 = -253887.851371 nChanged 13 SP:Iteration 42Q (4398.586831 sec): 3 clusters Score: Raw -255440.376574 + Penalty 1549.791439 = -253890.585136 nChanged 9 SP:Iteration 43Q (4398.634339 sec): 3 clusters Score: Raw -255442.453364 + Penalty 1549.791439 = -253892.661925 nChanged 11 SP:Iteration 44Q (4398.683482 sec): 3 clusters Score: Raw -255445.639492 + Penalty 1549.791439 = -253895.848053 nChanged 15 SP:Iteration 45Q (4398.735000 sec): 3 clusters Score: Raw -255449.612172 + Penalty 1549.791439 = -253899.820733 nChanged 13 SP:Iteration 46Q (4398.786486 sec): 3 clusters Score: Raw -255452.390365 + Penalty 1549.791439 = -253902.598926 nChanged 5 SP:Iteration 47Q (4398.833584 sec): 3 clusters Score: Raw -255453.521957 + Penalty 1549.791439 = -253903.730518 nChanged 5 SP:Iteration 48Q (4398.862475 sec): 3 clusters Score: Raw -255454.560545 + Penalty 1549.791439 = -253904.769107 nChanged 6 SP:Iteration 49Q (4398.912333 sec): 3 clusters Score: Raw -255455.836429 + Penalty 1549.791439 = -253906.044990 nChanged 7 SP:Iteration 50Q (4398.958174 sec): 3 clusters Score: Raw -255457.425197 + Penalty 1549.791439 = -253907.633758 nChanged 6 SP:Iteration 51Q (4398.996186 sec): 3 clusters Score: Raw -255458.958354 + Penalty 1549.791439 = -253909.166915 nChanged 8 SP:Iteration 52Q (4399.041878 sec): 3 clusters Score: Raw -255460.868967 + Penalty 1549.791439 = -253911.077528 nChanged 7 SP:Iteration 53Q (4399.093434 sec): 3 clusters Score: Raw -255461.709189 + Penalty 1549.791439 = -253911.917751 nChanged 2 SP:Iteration 54Q (4399.139851 sec): 3 clusters Score: Raw -255462.222480 + Penalty 1549.791439 = -253912.431041 nChanged 2 SP:Iteration 55Q (4399.195252 sec): 3 clusters Score: Raw -255462.647895 + Penalty 1549.791439 = -253912.856456 nChanged 3 SP:Iteration 56Q (4399.230379 sec): 3 clusters Score: Raw -255462.992105 + Penalty 1549.791439 = -253913.200666 nChanged 1 SP:Iteration 57Q (4399.273474 sec): 3 clusters Score: Raw -255463.124943 + Penalty 1549.791439 = -253913.333505 nChanged 0 SP:Iteration 58F (4399.328079 sec): 3 clusters Score: Raw -255463.124943 + Penalty 1549.791439 = -253913.333505 nChanged 0 Trying to split cluster 5 (19513 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4399.374267 sec): 2 clusters Score: Raw -1419965.810746 + Penalty 938.489438 = -1419027.321308 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4399.445217 sec): 3 clusters Score: Raw -1407870.639292 + Penalty 1876.978876 = -1405993.660416 nChanged 9024 SP:Iteration 1F (4399.514469 sec): 3 clusters Score: Raw -1412840.885360 + Penalty 1876.978876 = -1410963.906484 nChanged 887 SP:Iteration 2Q (4399.587043 sec): 3 clusters Score: Raw -1413126.716313 + Penalty 1876.978876 = -1411249.737437 nChanged 848 SP:Iteration 3Q (4399.659502 sec): 3 clusters Score: Raw -1413376.886737 + Penalty 1876.978876 = -1411499.907861 nChanged 735 SP:Iteration 4Q (4399.726700 sec): 3 clusters Score: Raw -1413600.526285 + Penalty 1876.978876 = -1411723.547409 nChanged 703 SP:Iteration 5Q (4399.798510 sec): 3 clusters Score: Raw -1413838.416358 + Penalty 1876.978876 = -1411961.437482 nChanged 698 SP:Iteration 6Q (4399.872907 sec): 3 clusters Score: Raw -1414095.874111 + Penalty 1876.978876 = -1412218.895235 nChanged 803 SP:Iteration 7Q (4399.946883 sec): 3 clusters Score: Raw -1414471.077959 + Penalty 1876.978876 = -1412594.099083 nChanged 933 SP:Iteration 8Q (4400.021088 sec): 3 clusters Score: Raw -1415015.173317 + Penalty 1876.978876 = -1413138.194441 nChanged 1022 SP:Iteration 9F (4400.084372 sec): 3 clusters Score: Raw -1415754.650849 + Penalty 1876.978876 = -1413877.671973 nChanged 1087 SP:Iteration 10F (4400.164533 sec): 3 clusters Score: Raw -1416682.921906 + Penalty 1876.978876 = -1414805.943030 nChanged 1021 SP:Iteration 11F (4400.235937 sec): 3 clusters Score: Raw -1417497.672241 + Penalty 1876.978876 = -1415620.693365 nChanged 818 SP:Iteration 12Q (4400.309610 sec): 3 clusters Score: Raw -1418126.508645 + Penalty 1876.978876 = -1416249.529769 nChanged 622 SP:Iteration 13Q (4400.377812 sec): 3 clusters Score: Raw -1418583.295214 + Penalty 1876.978876 = -1416706.316338 nChanged 493 SP:Iteration 14Q (4400.450000 sec): 3 clusters Score: Raw -1418923.593648 + Penalty 1876.978876 = -1417046.614772 nChanged 373 SP:Iteration 15Q (4400.517414 sec): 3 clusters Score: Raw -1419165.586123 + Penalty 1876.978876 = -1417288.607248 nChanged 300 SP:Iteration 16Q (4400.575426 sec): 3 clusters Score: Raw -1419350.008753 + Penalty 1876.978876 = -1417473.029877 nChanged 257 SP:Iteration 17Q (4400.653969 sec): 3 clusters Score: Raw -1419503.125776 + Penalty 1876.978876 = -1417626.146900 nChanged 225 SP:Iteration 18Q (4400.724391 sec): 3 clusters Score: Raw -1419632.141439 + Penalty 1876.978876 = -1417755.162563 nChanged 191 SP:Iteration 19Q (4400.793378 sec): 3 clusters Score: Raw -1419731.831568 + Penalty 1876.978876 = -1417854.852692 nChanged 152 SP:Iteration 20F (4400.859024 sec): 3 clusters Score: Raw -1419812.891962 + Penalty 1876.978876 = -1417935.913086 nChanged 128 SP:Iteration 21Q (4400.908908 sec): 3 clusters Score: Raw -1419880.305214 + Penalty 1876.978876 = -1418003.326338 nChanged 102 SP:Iteration 22Q (4400.987671 sec): 3 clusters Score: Raw -1419939.795293 + Penalty 1876.978876 = -1418062.816417 nChanged 87 SP:Iteration 23Q (4401.048746 sec): 3 clusters Score: Raw -1419981.766315 + Penalty 1876.978876 = -1418104.787439 nChanged 64 SP:Iteration 24Q (4401.123983 sec): 3 clusters Score: Raw -1420006.810937 + Penalty 1876.978876 = -1418129.832061 nChanged 59 SP:Iteration 25Q (4401.191774 sec): 3 clusters Score: Raw -1420028.565034 + Penalty 1876.978876 = -1418151.586158 nChanged 44 SP:Iteration 26Q (4401.262624 sec): 3 clusters Score: Raw -1420051.225626 + Penalty 1876.978876 = -1418174.246750 nChanged 44 SP:Iteration 27Q (4401.325528 sec): 3 clusters Score: Raw -1420076.149604 + Penalty 1876.978876 = -1418199.170728 nChanged 38 SP:Iteration 28Q (4401.394003 sec): 3 clusters Score: Raw -1420096.767188 + Penalty 1876.978876 = -1418219.788313 nChanged 23 SP:Iteration 29Q (4401.461133 sec): 3 clusters Score: Raw -1420107.963895 + Penalty 1876.978876 = -1418230.985020 nChanged 22 SP:Iteration 30Q (4401.528273 sec): 3 clusters Score: Raw -1420117.825767 + Penalty 1876.978876 = -1418240.846891 nChanged 14 SP:Iteration 31Q (4401.594831 sec): 3 clusters Score: Raw -1420123.075156 + Penalty 1876.978876 = -1418246.096280 nChanged 12 SP:Iteration 32Q (4401.651245 sec): 3 clusters Score: Raw -1420127.631866 + Penalty 1876.978876 = -1418250.652990 nChanged 15 SP:Iteration 33Q (4401.728026 sec): 3 clusters Score: Raw -1420136.998376 + Penalty 1876.978876 = -1418260.019500 nChanged 19 SP:Iteration 34Q (4401.796629 sec): 3 clusters Score: Raw -1420145.526792 + Penalty 1876.978876 = -1418268.547916 nChanged 11 SP:Iteration 35Q (4401.865114 sec): 3 clusters Score: Raw -1420153.031602 + Penalty 1876.978876 = -1418276.052726 nChanged 14 SP:Iteration 36Q (4401.932096 sec): 3 clusters Score: Raw -1420161.259533 + Penalty 1876.978876 = -1418284.280657 nChanged 12 SP:Iteration 37Q (4401.996277 sec): 3 clusters Score: Raw -1420168.619989 + Penalty 1876.978876 = -1418291.641113 nChanged 8 SP:Iteration 38Q (4402.038290 sec): 3 clusters Score: Raw -1420172.219884 + Penalty 1876.978876 = -1418295.241008 nChanged 8 SP:Iteration 39Q (4402.067652 sec): 3 clusters Score: Raw -1420176.634297 + Penalty 1876.978876 = -1418299.655421 nChanged 6 SP:Iteration 40F (4402.149481 sec): 3 clusters Score: Raw -1420179.682214 + Penalty 1876.978876 = -1418302.703338 nChanged 3 SP:Iteration 41Q (4402.209188 sec): 3 clusters Score: Raw -1420181.867001 + Penalty 1876.978876 = -1418304.888125 nChanged 6 SP:Iteration 42Q (4402.285121 sec): 3 clusters Score: Raw -1420184.854315 + Penalty 1876.978876 = -1418307.875439 nChanged 4 SP:Iteration 43Q (4402.353044 sec): 3 clusters Score: Raw -1420187.741154 + Penalty 1876.978876 = -1418310.762278 nChanged 3 SP:Iteration 44Q (4402.421425 sec): 3 clusters Score: Raw -1420188.925311 + Penalty 1876.978876 = -1418311.946435 nChanged 2 SP:Iteration 45Q (4402.490780 sec): 3 clusters Score: Raw -1420189.281170 + Penalty 1876.978876 = -1418312.302294 nChanged 0 SP:Iteration 46F (4402.552711 sec): 3 clusters Score: Raw -1420189.281170 + Penalty 1876.978876 = -1418312.302294 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4402.570092 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4402.627864 sec): 3 clusters Score: Raw -14538.878489 + Penalty 1054.324456 = -13484.554032 nChanged 61 SP:Iteration 1F (4402.675328 sec): 3 clusters Score: Raw -14667.921486 + Penalty 1054.324456 = -13613.597029 nChanged 22 SP:Iteration 2F (4402.724401 sec): 3 clusters Score: Raw -14739.626594 + Penalty 1054.324456 = -13685.302138 nChanged 15 SP:Iteration 3F (4402.759468 sec): 3 clusters Score: Raw -14785.229282 + Penalty 1054.324456 = -13730.904826 nChanged 14 SP:Iteration 4F (4402.809581 sec): 3 clusters Score: Raw -14840.226115 + Penalty 1054.324456 = -13785.901659 nChanged 7 SP:Iteration 5Q (4402.855969 sec): 3 clusters Score: Raw -14866.849999 + Penalty 1054.324456 = -13812.525543 nChanged 7 SP:Iteration 6Q (4402.889578 sec): 3 clusters Score: Raw -14890.183353 + Penalty 1054.324456 = -13835.858897 nChanged 2 SP:Iteration 7Q (4402.944955 sec): 3 clusters Score: Raw -14896.582154 + Penalty 1054.324456 = -13842.257698 nChanged 0 SP:Iteration 8F (4402.983773 sec): 3 clusters Score: Raw -14896.582154 + Penalty 1054.324456 = -13842.257698 nChanged 0 Trying to split cluster 7 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4403.017695 sec): 2 clusters Score: Raw -29260.046399 + Penalty 592.455111 = -28667.591288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4403.066196 sec): 3 clusters Score: Raw -29118.452862 + Penalty 1184.910222 = -27933.542639 nChanged 190 SP:Iteration 1F (4403.102484 sec): 3 clusters Score: Raw -29444.753367 + Penalty 1184.910222 = -28259.843145 nChanged 71 SP:Iteration 2F (4403.145915 sec): 3 clusters Score: Raw -29675.318136 + Penalty 1184.910222 = -28490.407914 nChanged 42 SP:Iteration 3F (4403.189474 sec): 3 clusters Score: Raw -29761.460646 + Penalty 1184.910222 = -28576.550424 nChanged 18 SP:Iteration 4Q (4403.231024 sec): 3 clusters Score: Raw -29806.796273 + Penalty 1184.910222 = -28621.886051 nChanged 14 SP:Iteration 5Q (4403.278227 sec): 3 clusters Score: Raw -29841.155105 + Penalty 1184.910222 = -28656.244883 nChanged 10 SP:Iteration 6Q (4403.326935 sec): 3 clusters Score: Raw -29858.942414 + Penalty 1184.910222 = -28674.032192 nChanged 4 SP:Iteration 7Q (4403.371064 sec): 3 clusters Score: Raw -29863.663405 + Penalty 1184.910222 = -28678.753183 nChanged 2 SP:Iteration 8Q (4403.430400 sec): 3 clusters Score: Raw -29864.886001 + Penalty 1184.910222 = -28679.975779 nChanged 0 SP:Iteration 9F (4403.433291 sec): 3 clusters Score: Raw -29864.886001 + Penalty 1184.910222 = -28679.975779 nChanged 0 Score: Raw -25402022.298096 + Penalty 30363.950751 = -25371658.347345 Splitting cluster 7 changes total score from -25372267.865932 to -25371658.347345 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4407.960803 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4408.012557 sec): 3 clusters Score: Raw -141651.573979 + Penalty 1423.730277 = -140227.843701 nChanged 704 SP:Iteration 1F (4408.059140 sec): 3 clusters Score: Raw -142108.943270 + Penalty 1423.730277 = -140685.212993 nChanged 152 SP:Iteration 2F (4408.105135 sec): 3 clusters Score: Raw -142215.706373 + Penalty 1423.730277 = -140791.976095 nChanged 92 SP:Iteration 3F (4408.148077 sec): 3 clusters Score: Raw -142266.399106 + Penalty 1423.730277 = -140842.668828 nChanged 64 SP:Iteration 4Q (4408.199912 sec): 3 clusters Score: Raw -142299.677536 + Penalty 1423.730277 = -140875.947259 nChanged 49 SP:Iteration 5Q (4408.245316 sec): 3 clusters Score: Raw -142325.214653 + Penalty 1423.730277 = -140901.484376 nChanged 41 SP:Iteration 6Q (4408.282256 sec): 3 clusters Score: Raw -142346.543704 + Penalty 1423.730277 = -140922.813427 nChanged 30 SP:Iteration 7Q (4408.327584 sec): 3 clusters Score: Raw -142358.583596 + Penalty 1423.730277 = -140934.853319 nChanged 24 SP:Iteration 8Q (4408.379606 sec): 3 clusters Score: Raw -142369.435324 + Penalty 1423.730277 = -140945.705047 nChanged 18 SP:Iteration 9Q (4408.425830 sec): 3 clusters Score: Raw -142379.778428 + Penalty 1423.730277 = -140956.048151 nChanged 24 SP:Iteration 10Q (4408.461845 sec): 3 clusters Score: Raw -142389.485637 + Penalty 1423.730277 = -140965.755360 nChanged 20 SP:Iteration 11Q (4408.498272 sec): 3 clusters Score: Raw -142396.998794 + Penalty 1423.730277 = -140973.268517 nChanged 5 SP:Iteration 12Q (4408.543307 sec): 3 clusters Score: Raw -142398.900993 + Penalty 1423.730277 = -140975.170716 nChanged 3 SP:Iteration 13Q (4408.591520 sec): 3 clusters Score: Raw -142400.370623 + Penalty 1423.730277 = -140976.640346 nChanged 7 SP:Iteration 14Q (4408.642114 sec): 3 clusters Score: Raw -142402.562842 + Penalty 1423.730277 = -140978.832565 nChanged 3 SP:Iteration 15Q (4408.679887 sec): 3 clusters Score: Raw -142404.526337 + Penalty 1423.730277 = -140980.796060 nChanged 6 SP:Iteration 16Q (4408.731824 sec): 3 clusters Score: Raw -142407.785606 + Penalty 1423.730277 = -140984.055328 nChanged 9 SP:Iteration 17Q (4408.772050 sec): 3 clusters Score: Raw -142411.248032 + Penalty 1423.730277 = -140987.517755 nChanged 14 SP:Iteration 18Q (4408.811287 sec): 3 clusters Score: Raw -142417.964990 + Penalty 1423.730277 = -140994.234713 nChanged 12 SP:Iteration 19Q (4408.867786 sec): 3 clusters Score: Raw -142423.083865 + Penalty 1423.730277 = -140999.353588 nChanged 18 SP:Iteration 20F (4408.910348 sec): 3 clusters Score: Raw -142429.063116 + Penalty 1423.730277 = -141005.332839 nChanged 10 SP:Iteration 21Q (4408.968892 sec): 3 clusters Score: Raw -142432.641703 + Penalty 1423.730277 = -141008.911426 nChanged 7 SP:Iteration 22Q (4409.014252 sec): 3 clusters Score: Raw -142436.773633 + Penalty 1423.730277 = -141013.043356 nChanged 15 SP:Iteration 23Q (4409.061465 sec): 3 clusters Score: Raw -142443.590387 + Penalty 1423.730277 = -141019.860110 nChanged 13 SP:Iteration 24Q (4409.113544 sec): 3 clusters Score: Raw -142449.163842 + Penalty 1423.730277 = -141025.433565 nChanged 13 SP:Iteration 25Q (4409.162605 sec): 3 clusters Score: Raw -142453.699077 + Penalty 1423.730277 = -141029.968799 nChanged 9 SP:Iteration 26Q (4409.201754 sec): 3 clusters Score: Raw -142456.961109 + Penalty 1423.730277 = -141033.230832 nChanged 9 SP:Iteration 27Q (4409.260039 sec): 3 clusters Score: Raw -142460.378032 + Penalty 1423.730277 = -141036.647755 nChanged 7 SP:Iteration 28Q (4409.302705 sec): 3 clusters Score: Raw -142464.740542 + Penalty 1423.730277 = -141041.010265 nChanged 10 SP:Iteration 29Q (4409.350159 sec): 3 clusters Score: Raw -142469.537057 + Penalty 1423.730277 = -141045.806780 nChanged 10 SP:Iteration 30Q (4409.387128 sec): 3 clusters Score: Raw -142473.411707 + Penalty 1423.730277 = -141049.681429 nChanged 10 SP:Iteration 31Q (4409.434797 sec): 3 clusters Score: Raw -142480.812412 + Penalty 1423.730277 = -141057.082134 nChanged 13 SP:Iteration 32Q (4409.484018 sec): 3 clusters Score: Raw -142487.004667 + Penalty 1423.730277 = -141063.274390 nChanged 9 SP:Iteration 33Q (4409.525731 sec): 3 clusters Score: Raw -142489.731697 + Penalty 1423.730277 = -141066.001419 nChanged 10 SP:Iteration 34Q (4409.570825 sec): 3 clusters Score: Raw -142493.230543 + Penalty 1423.730277 = -141069.500266 nChanged 9 SP:Iteration 35Q (4409.628167 sec): 3 clusters Score: Raw -142496.318960 + Penalty 1423.730277 = -141072.588683 nChanged 4 SP:Iteration 36Q (4409.672460 sec): 3 clusters Score: Raw -142497.865528 + Penalty 1423.730277 = -141074.135251 nChanged 4 SP:Iteration 37Q (4409.722984 sec): 3 clusters Score: Raw -142498.999339 + Penalty 1423.730277 = -141075.269062 nChanged 5 SP:Iteration 38Q (4409.762274 sec): 3 clusters Score: Raw -142502.154700 + Penalty 1423.730277 = -141078.424423 nChanged 7 SP:Iteration 39Q (4409.808036 sec): 3 clusters Score: Raw -142504.815407 + Penalty 1423.730277 = -141081.085130 nChanged 5 SP:Iteration 40F (4409.846286 sec): 3 clusters Score: Raw -142506.062343 + Penalty 1423.730277 = -141082.332066 nChanged 3 SP:Iteration 41Q (4409.897375 sec): 3 clusters Score: Raw -142506.582580 + Penalty 1423.730277 = -141082.852303 nChanged 0 SP:Iteration 42F (4409.946313 sec): 3 clusters Score: Raw -142506.582580 + Penalty 1423.730277 = -141082.852303 nChanged 0 Trying to split cluster 9 (63131 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4410.051133 sec): 2 clusters Score: Raw -4763600.368615 + Penalty 1050.031885 = -4762550.336730 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4410.151497 sec): 3 clusters Score: Raw -4722531.725753 + Penalty 2100.063770 = -4720431.661983 nChanged 30168 SP:Iteration 1F (4410.242574 sec): 3 clusters Score: Raw -4740567.023003 + Penalty 2100.063770 = -4738466.959232 nChanged 2768 SP:Iteration 2Q (4410.345908 sec): 3 clusters Score: Raw -4741541.609275 + Penalty 2100.063770 = -4739441.545505 nChanged 3188 SP:Iteration 3F (4410.441614 sec): 3 clusters Score: Raw -4742978.703985 + Penalty 2100.063770 = -4740878.640215 nChanged 3827 SP:Iteration 4F (4410.537321 sec): 3 clusters Score: Raw -4745207.577172 + Penalty 2100.063770 = -4743107.513402 nChanged 4430 SP:Iteration 5F (4410.633084 sec): 3 clusters Score: Raw -4748583.699649 + Penalty 2100.063770 = -4746483.635878 nChanged 4683 SP:Iteration 6F (4410.729125 sec): 3 clusters Score: Raw -4753087.847940 + Penalty 2100.063770 = -4750987.784170 nChanged 3896 SP:Iteration 7F (4410.825193 sec): 3 clusters Score: Raw -4756939.437260 + Penalty 2100.063770 = -4754839.373490 nChanged 2603 SP:Iteration 8Q (4410.922543 sec): 3 clusters Score: Raw -4759061.937853 + Penalty 2100.063770 = -4756961.874083 nChanged 1643 SP:Iteration 9Q (4411.016879 sec): 3 clusters Score: Raw -4760060.378120 + Penalty 2100.063770 = -4757960.314350 nChanged 1142 SP:Iteration 10Q (4411.141688 sec): 3 clusters Score: Raw -4760677.131415 + Penalty 2100.063770 = -4758577.067645 nChanged 988 SP:Iteration 11Q (4411.259037 sec): 3 clusters Score: Raw -4761207.127655 + Penalty 2100.063770 = -4759107.063885 nChanged 898 SP:Iteration 12Q (4411.377562 sec): 3 clusters Score: Raw -4761667.260753 + Penalty 2100.063770 = -4759567.196983 nChanged 776 SP:Iteration 13Q (4411.495524 sec): 3 clusters Score: Raw -4762077.298502 + Penalty 2100.063770 = -4759977.234732 nChanged 670 SP:Iteration 14Q (4411.616096 sec): 3 clusters Score: Raw -4762414.740195 + Penalty 2100.063770 = -4760314.676424 nChanged 542 SP:Iteration 15Q (4411.732141 sec): 3 clusters Score: Raw -4762692.773306 + Penalty 2100.063770 = -4760592.709535 nChanged 466 SP:Iteration 16Q (4411.858626 sec): 3 clusters Score: Raw -4762939.236232 + Penalty 2100.063770 = -4760839.172462 nChanged 381 SP:Iteration 17Q (4411.970535 sec): 3 clusters Score: Raw -4763133.768177 + Penalty 2100.063770 = -4761033.704407 nChanged 290 SP:Iteration 18Q (4412.083138 sec): 3 clusters Score: Raw -4763261.450035 + Penalty 2100.063770 = -4761161.386265 nChanged 246 SP:Iteration 19Q (4412.195554 sec): 3 clusters Score: Raw -4763374.630733 + Penalty 2100.063770 = -4761274.566963 nChanged 216 SP:Iteration 20F (4412.318699 sec): 3 clusters Score: Raw -4763470.008888 + Penalty 2100.063770 = -4761369.945118 nChanged 180 SP:Iteration 21Q (4412.429574 sec): 3 clusters Score: Raw -4763556.819110 + Penalty 2100.063770 = -4761456.755340 nChanged 155 SP:Iteration 22Q (4412.528338 sec): 3 clusters Score: Raw -4763631.181943 + Penalty 2100.063770 = -4761531.118173 nChanged 110 SP:Iteration 23Q (4412.639704 sec): 3 clusters Score: Raw -4763684.478977 + Penalty 2100.063770 = -4761584.415207 nChanged 91 SP:Iteration 24Q (4412.740059 sec): 3 clusters Score: Raw -4763731.259959 + Penalty 2100.063770 = -4761631.196189 nChanged 85 SP:Iteration 25Q (4412.849668 sec): 3 clusters Score: Raw -4763768.796839 + Penalty 2100.063770 = -4761668.733069 nChanged 73 SP:Iteration 26Q (4412.961133 sec): 3 clusters Score: Raw -4763802.801450 + Penalty 2100.063770 = -4761702.737680 nChanged 49 SP:Iteration 27Q (4413.065905 sec): 3 clusters Score: Raw -4763825.014164 + Penalty 2100.063770 = -4761724.950394 nChanged 40 SP:Iteration 28Q (4413.167496 sec): 3 clusters Score: Raw -4763845.346828 + Penalty 2100.063770 = -4761745.283058 nChanged 34 SP:Iteration 29Q (4413.273968 sec): 3 clusters Score: Raw -4763859.382245 + Penalty 2100.063770 = -4761759.318475 nChanged 29 SP:Iteration 30Q (4413.367354 sec): 3 clusters Score: Raw -4763872.473832 + Penalty 2100.063770 = -4761772.410061 nChanged 25 SP:Iteration 31Q (4413.449088 sec): 3 clusters Score: Raw -4763884.200814 + Penalty 2100.063770 = -4761784.137044 nChanged 21 SP:Iteration 32Q (4413.543218 sec): 3 clusters Score: Raw -4763893.406766 + Penalty 2100.063770 = -4761793.342996 nChanged 12 SP:Iteration 33Q (4413.658356 sec): 3 clusters Score: Raw -4763898.723570 + Penalty 2100.063770 = -4761798.659800 nChanged 12 SP:Iteration 34Q (4413.770519 sec): 3 clusters Score: Raw -4763902.767456 + Penalty 2100.063770 = -4761802.703686 nChanged 8 SP:Iteration 35Q (4413.879940 sec): 3 clusters Score: Raw -4763907.597947 + Penalty 2100.063770 = -4761807.534177 nChanged 8 SP:Iteration 36Q (4413.996794 sec): 3 clusters Score: Raw -4763910.260125 + Penalty 2100.063770 = -4761810.196355 nChanged 2 SP:Iteration 37Q (4414.118492 sec): 3 clusters Score: Raw -4763911.088797 + Penalty 2100.063770 = -4761811.025027 nChanged 2 SP:Iteration 38Q (4414.228358 sec): 3 clusters Score: Raw -4763911.794728 + Penalty 2100.063770 = -4761811.730958 nChanged 1 SP:Iteration 39Q (4414.310055 sec): 3 clusters Score: Raw -4763911.956558 + Penalty 2100.063770 = -4761811.892788 nChanged 0 SP:Iteration 40F (4414.429094 sec): 3 clusters Score: Raw -4763911.956558 + Penalty 2100.063770 = -4761811.892788 nChanged 0 Trying to split cluster 10 (5386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4414.476862 sec): 2 clusters Score: Raw -353401.709152 + Penalty 816.198036 = -352585.511116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4414.533255 sec): 3 clusters Score: Raw -350371.546756 + Penalty 1632.396072 = -348739.150684 nChanged 2363 SP:Iteration 1F (4414.576295 sec): 3 clusters Score: Raw -351986.067106 + Penalty 1632.396072 = -350353.671034 nChanged 498 SP:Iteration 2F (4414.631509 sec): 3 clusters Score: Raw -352416.356613 + Penalty 1632.396072 = -350783.960541 nChanged 421 SP:Iteration 3F (4414.684780 sec): 3 clusters Score: Raw -352767.011877 + Penalty 1632.396072 = -351134.615806 nChanged 370 SP:Iteration 4F (4414.737771 sec): 3 clusters Score: Raw -353063.654284 + Penalty 1632.396072 = -351431.258212 nChanged 307 SP:Iteration 5F (4414.787348 sec): 3 clusters Score: Raw -353295.436416 + Penalty 1632.396072 = -351663.040344 nChanged 239 SP:Iteration 6Q (4414.850506 sec): 3 clusters Score: Raw -353485.926773 + Penalty 1632.396072 = -351853.530701 nChanged 189 SP:Iteration 7Q (4414.899491 sec): 3 clusters Score: Raw -353628.091879 + Penalty 1632.396072 = -351995.695807 nChanged 149 SP:Iteration 8Q (4414.951967 sec): 3 clusters Score: Raw -353776.070341 + Penalty 1632.396072 = -352143.674269 nChanged 134 SP:Iteration 9Q (4414.998829 sec): 3 clusters Score: Raw -353925.317390 + Penalty 1632.396072 = -352292.921318 nChanged 113 SP:Iteration 10Q (4415.049901 sec): 3 clusters Score: Raw -354014.243283 + Penalty 1632.396072 = -352381.847211 nChanged 81 SP:Iteration 11Q (4415.108099 sec): 3 clusters Score: Raw -354070.471310 + Penalty 1632.396072 = -352438.075238 nChanged 59 SP:Iteration 12Q (4415.161136 sec): 3 clusters Score: Raw -354104.948842 + Penalty 1632.396072 = -352472.552770 nChanged 42 SP:Iteration 13Q (4415.214670 sec): 3 clusters Score: Raw -354125.144755 + Penalty 1632.396072 = -352492.748683 nChanged 32 SP:Iteration 14Q (4415.255808 sec): 3 clusters Score: Raw -354143.964744 + Penalty 1632.396072 = -352511.568672 nChanged 30 SP:Iteration 15Q (4415.302097 sec): 3 clusters Score: Raw -354158.811463 + Penalty 1632.396072 = -352526.415392 nChanged 24 SP:Iteration 16Q (4415.354694 sec): 3 clusters Score: Raw -354173.635034 + Penalty 1632.396072 = -352541.238962 nChanged 22 SP:Iteration 17Q (4415.407621 sec): 3 clusters Score: Raw -354182.943529 + Penalty 1632.396072 = -352550.547457 nChanged 14 SP:Iteration 18Q (4415.459022 sec): 3 clusters Score: Raw -354189.511290 + Penalty 1632.396072 = -352557.115218 nChanged 15 SP:Iteration 19Q (4415.518776 sec): 3 clusters Score: Raw -354198.237835 + Penalty 1632.396072 = -352565.841763 nChanged 21 SP:Iteration 20F (4415.567639 sec): 3 clusters Score: Raw -354207.289193 + Penalty 1632.396072 = -352574.893121 nChanged 18 SP:Iteration 21Q (4415.620028 sec): 3 clusters Score: Raw -354218.661273 + Penalty 1632.396072 = -352586.265201 nChanged 17 SP:Iteration 22Q (4415.676056 sec): 3 clusters Score: Raw -354225.087428 + Penalty 1632.396072 = -352592.691356 nChanged 11 SP:Iteration 23Q (4415.733018 sec): 3 clusters Score: Raw -354229.009327 + Penalty 1632.396072 = -352596.613255 nChanged 6 SP:Iteration 24Q (4415.788464 sec): 3 clusters Score: Raw -354231.511904 + Penalty 1632.396072 = -352599.115832 nChanged 7 SP:Iteration 25Q (4415.841777 sec): 3 clusters Score: Raw -354235.370484 + Penalty 1632.396072 = -352602.974412 nChanged 10 SP:Iteration 26Q (4415.883655 sec): 3 clusters Score: Raw -354242.240156 + Penalty 1632.396072 = -352609.844084 nChanged 11 SP:Iteration 27Q (4415.937922 sec): 3 clusters Score: Raw -354247.179798 + Penalty 1632.396072 = -352614.783726 nChanged 7 SP:Iteration 28Q (4415.977127 sec): 3 clusters Score: Raw -354249.517158 + Penalty 1632.396072 = -352617.121086 nChanged 2 SP:Iteration 29Q (4416.024707 sec): 3 clusters Score: Raw -354250.195916 + Penalty 1632.396072 = -352617.799844 nChanged 3 SP:Iteration 30Q (4416.079439 sec): 3 clusters Score: Raw -354250.768789 + Penalty 1632.396072 = -352618.372717 nChanged 1 SP:Iteration 31Q (4416.123586 sec): 3 clusters Score: Raw -354250.949986 + Penalty 1632.396072 = -352618.553914 nChanged 1 SP:Iteration 32Q (4416.178883 sec): 3 clusters Score: Raw -354251.031551 + Penalty 1632.396072 = -352618.635479 nChanged 0 SP:Iteration 33F (4416.215170 sec): 3 clusters Score: Raw -354251.031551 + Penalty 1632.396072 = -352618.635479 nChanged 0 Score: Raw -25402266.780893 + Penalty 30363.950751 = -25371902.830142 Splitting cluster 10 changes total score from -25372267.865932 to -25371902.830142 So it's not getting split. Trying to split cluster 11 (20309 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4420.999451 sec): 2 clusters Score: Raw -1510930.301807 + Penalty 942.287845 = -1509988.013962 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4421.079464 sec): 3 clusters Score: Raw -1498252.631453 + Penalty 1884.575689 = -1496368.055764 nChanged 9381 SP:Iteration 1F (4421.146422 sec): 3 clusters Score: Raw -1503571.151615 + Penalty 1884.575689 = -1501686.575926 nChanged 1015 SP:Iteration 2Q (4421.217210 sec): 3 clusters Score: Raw -1503980.686418 + Penalty 1884.575689 = -1502096.110729 nChanged 1012 SP:Iteration 3Q (4421.292592 sec): 3 clusters Score: Raw -1504449.869785 + Penalty 1884.575689 = -1502565.294096 nChanged 1062 SP:Iteration 4F (4421.361076 sec): 3 clusters Score: Raw -1505016.687320 + Penalty 1884.575689 = -1503132.111631 nChanged 1113 SP:Iteration 5F (4421.431972 sec): 3 clusters Score: Raw -1505717.440278 + Penalty 1884.575689 = -1503832.864589 nChanged 1223 SP:Iteration 6F (4421.504391 sec): 3 clusters Score: Raw -1506576.350536 + Penalty 1884.575689 = -1504691.774846 nChanged 1233 SP:Iteration 7F (4421.568279 sec): 3 clusters Score: Raw -1507549.317121 + Penalty 1884.575689 = -1505664.741432 nChanged 1236 SP:Iteration 8F (4421.641908 sec): 3 clusters Score: Raw -1508603.776294 + Penalty 1884.575689 = -1506719.200605 nChanged 999 SP:Iteration 9Q (4421.711654 sec): 3 clusters Score: Raw -1509454.604110 + Penalty 1884.575689 = -1507570.028421 nChanged 695 SP:Iteration 10Q (4421.780611 sec): 3 clusters Score: Raw -1510015.834944 + Penalty 1884.575689 = -1508131.259255 nChanged 484 SP:Iteration 11Q (4421.851036 sec): 3 clusters Score: Raw -1510386.865024 + Penalty 1884.575689 = -1508502.289335 nChanged 308 SP:Iteration 12Q (4421.921541 sec): 3 clusters Score: Raw -1510607.109707 + Penalty 1884.575689 = -1508722.534017 nChanged 203 SP:Iteration 13Q (4421.990486 sec): 3 clusters Score: Raw -1510753.989343 + Penalty 1884.575689 = -1508869.413654 nChanged 150 SP:Iteration 14Q (4422.050683 sec): 3 clusters Score: Raw -1510864.203593 + Penalty 1884.575689 = -1508979.627904 nChanged 87 SP:Iteration 15Q (4422.121980 sec): 3 clusters Score: Raw -1510929.712744 + Penalty 1884.575689 = -1509045.137055 nChanged 59 SP:Iteration 16Q (4422.198066 sec): 3 clusters Score: Raw -1510971.917574 + Penalty 1884.575689 = -1509087.341884 nChanged 41 SP:Iteration 17Q (4422.259131 sec): 3 clusters Score: Raw -1510998.114647 + Penalty 1884.575689 = -1509113.538958 nChanged 26 SP:Iteration 18Q (4422.335670 sec): 3 clusters Score: Raw -1511018.998332 + Penalty 1884.575689 = -1509134.422643 nChanged 21 SP:Iteration 19Q (4422.396765 sec): 3 clusters Score: Raw -1511034.434354 + Penalty 1884.575689 = -1509149.858665 nChanged 15 SP:Iteration 20F (4422.476595 sec): 3 clusters Score: Raw -1511044.156169 + Penalty 1884.575689 = -1509159.580480 nChanged 12 SP:Iteration 21Q (4422.546768 sec): 3 clusters Score: Raw -1511053.873281 + Penalty 1884.575689 = -1509169.297592 nChanged 11 SP:Iteration 22Q (4422.609178 sec): 3 clusters Score: Raw -1511061.871531 + Penalty 1884.575689 = -1509177.295842 nChanged 8 SP:Iteration 23Q (4422.687036 sec): 3 clusters Score: Raw -1511071.157193 + Penalty 1884.575689 = -1509186.581504 nChanged 6 SP:Iteration 24Q (4422.746505 sec): 3 clusters Score: Raw -1511074.878877 + Penalty 1884.575689 = -1509190.303188 nChanged 8 SP:Iteration 25Q (4422.827378 sec): 3 clusters Score: Raw -1511080.654081 + Penalty 1884.575689 = -1509196.078392 nChanged 5 SP:Iteration 26Q (4422.885696 sec): 3 clusters Score: Raw -1511085.797604 + Penalty 1884.575689 = -1509201.221915 nChanged 9 SP:Iteration 27Q (4422.951998 sec): 3 clusters Score: Raw -1511096.541185 + Penalty 1884.575689 = -1509211.965495 nChanged 5 SP:Iteration 28Q (4423.026043 sec): 3 clusters Score: Raw -1511101.663018 + Penalty 1884.575689 = -1509217.087329 nChanged 2 SP:Iteration 29Q (4423.088181 sec): 3 clusters Score: Raw -1511102.892922 + Penalty 1884.575689 = -1509218.317232 nChanged 3 SP:Iteration 30Q (4423.160047 sec): 3 clusters Score: Raw -1511104.461778 + Penalty 1884.575689 = -1509219.886089 nChanged 1 SP:Iteration 31Q (4423.229487 sec): 3 clusters Score: Raw -1511104.869822 + Penalty 1884.575689 = -1509220.294133 nChanged 0 SP:Iteration 32F (4423.295684 sec): 3 clusters Score: Raw -1511104.869822 + Penalty 1884.575689 = -1509220.294133 nChanged 0 Trying to split cluster 12 (53194 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4423.359976 sec): 2 clusters Score: Raw -3709295.984965 + Penalty 1033.761584 = -3708262.223380 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4423.480952 sec): 3 clusters Score: Raw -3674833.787714 + Penalty 2067.523169 = -3672766.264546 nChanged 25415 SP:Iteration 1F (4423.585968 sec): 3 clusters Score: Raw -3689507.725117 + Penalty 2067.523169 = -3687440.201949 nChanged 2368 SP:Iteration 2Q (4423.710166 sec): 3 clusters Score: Raw -3690323.186181 + Penalty 2067.523169 = -3688255.663013 nChanged 2547 SP:Iteration 3Q (4423.830657 sec): 3 clusters Score: Raw -3691339.612371 + Penalty 2067.523169 = -3689272.089203 nChanged 2699 SP:Iteration 4F (4423.952984 sec): 3 clusters Score: Raw -3692602.948677 + Penalty 2067.523169 = -3690535.425509 nChanged 3079 SP:Iteration 5F (4424.058425 sec): 3 clusters Score: Raw -3694303.011588 + Penalty 2067.523169 = -3692235.488419 nChanged 3213 SP:Iteration 6F (4424.169789 sec): 3 clusters Score: Raw -3696299.390342 + Penalty 2067.523169 = -3694231.867173 nChanged 3260 SP:Iteration 7F (4424.280690 sec): 3 clusters Score: Raw -3698584.932030 + Penalty 2067.523169 = -3696517.408862 nChanged 3052 SP:Iteration 8F (4424.389215 sec): 3 clusters Score: Raw -3700861.210513 + Penalty 2067.523169 = -3698793.687344 nChanged 2736 SP:Iteration 9F (4424.510696 sec): 3 clusters Score: Raw -3702680.619548 + Penalty 2067.523169 = -3700613.096379 nChanged 2121 SP:Iteration 10Q (4424.623052 sec): 3 clusters Score: Raw -3703760.568765 + Penalty 2067.523169 = -3701693.045596 nChanged 1552 SP:Iteration 11Q (4424.738351 sec): 3 clusters Score: Raw -3704412.039504 + Penalty 2067.523169 = -3702344.516335 nChanged 1181 SP:Iteration 12Q (4424.851234 sec): 3 clusters Score: Raw -3704867.141548 + Penalty 2067.523169 = -3702799.618379 nChanged 1032 SP:Iteration 13Q (4424.963926 sec): 3 clusters Score: Raw -3705279.878319 + Penalty 2067.523169 = -3703212.355150 nChanged 992 SP:Iteration 14Q (4425.074811 sec): 3 clusters Score: Raw -3705696.279039 + Penalty 2067.523169 = -3703628.755871 nChanged 982 SP:Iteration 15Q (4425.185969 sec): 3 clusters Score: Raw -3706111.917903 + Penalty 2067.523169 = -3704044.394734 nChanged 968 SP:Iteration 16Q (4425.290044 sec): 3 clusters Score: Raw -3706561.185006 + Penalty 2067.523169 = -3704493.661837 nChanged 884 SP:Iteration 17Q (4425.402689 sec): 3 clusters Score: Raw -3706992.853699 + Penalty 2067.523169 = -3704925.330530 nChanged 829 SP:Iteration 18Q (4425.519214 sec): 3 clusters Score: Raw -3707399.121789 + Penalty 2067.523169 = -3705331.598620 nChanged 775 SP:Iteration 19Q (4425.624882 sec): 3 clusters Score: Raw -3707763.488426 + Penalty 2067.523169 = -3705695.965258 nChanged 704 SP:Iteration 20F (4425.732994 sec): 3 clusters Score: Raw -3708084.671618 + Penalty 2067.523169 = -3706017.148449 nChanged 619 SP:Iteration 21Q (4425.838818 sec): 3 clusters Score: Raw -3708346.366186 + Penalty 2067.523169 = -3706278.843017 nChanged 535 SP:Iteration 22Q (4425.944908 sec): 3 clusters Score: Raw -3708542.171046 + Penalty 2067.523169 = -3706474.647877 nChanged 438 SP:Iteration 23Q (4426.050145 sec): 3 clusters Score: Raw -3708692.887151 + Penalty 2067.523169 = -3706625.363982 nChanged 375 SP:Iteration 24Q (4426.155904 sec): 3 clusters Score: Raw -3708820.271130 + Penalty 2067.523169 = -3706752.747962 nChanged 349 SP:Iteration 25Q (4426.253731 sec): 3 clusters Score: Raw -3708933.611457 + Penalty 2067.523169 = -3706866.088289 nChanged 338 SP:Iteration 26Q (4426.349965 sec): 3 clusters Score: Raw -3709028.149138 + Penalty 2067.523169 = -3706960.625969 nChanged 280 SP:Iteration 27Q (4426.451610 sec): 3 clusters Score: Raw -3709097.676729 + Penalty 2067.523169 = -3707030.153560 nChanged 247 SP:Iteration 28Q (4426.558918 sec): 3 clusters Score: Raw -3709156.682741 + Penalty 2067.523169 = -3707089.159573 nChanged 221 SP:Iteration 29Q (4426.661669 sec): 3 clusters Score: Raw -3709208.530802 + Penalty 2067.523169 = -3707141.007634 nChanged 217 SP:Iteration 30Q (4426.754599 sec): 3 clusters Score: Raw -3709257.576181 + Penalty 2067.523169 = -3707190.053013 nChanged 205 SP:Iteration 31Q (4426.864161 sec): 3 clusters Score: Raw -3709302.073686 + Penalty 2067.523169 = -3707234.550517 nChanged 208 SP:Iteration 32Q (4426.964220 sec): 3 clusters Score: Raw -3709349.057194 + Penalty 2067.523169 = -3707281.534026 nChanged 200 SP:Iteration 33Q (4427.082369 sec): 3 clusters Score: Raw -3709392.405669 + Penalty 2067.523169 = -3707324.882500 nChanged 189 SP:Iteration 34Q (4427.188690 sec): 3 clusters Score: Raw -3709433.889703 + Penalty 2067.523169 = -3707366.366534 nChanged 156 SP:Iteration 35Q (4427.297174 sec): 3 clusters Score: Raw -3709463.576681 + Penalty 2067.523169 = -3707396.053512 nChanged 121 SP:Iteration 36Q (4427.399585 sec): 3 clusters Score: Raw -3709488.145844 + Penalty 2067.523169 = -3707420.622676 nChanged 114 SP:Iteration 37Q (4427.505767 sec): 3 clusters Score: Raw -3709508.565792 + Penalty 2067.523169 = -3707441.042624 nChanged 122 SP:Iteration 38Q (4427.616268 sec): 3 clusters Score: Raw -3709530.841294 + Penalty 2067.523169 = -3707463.318125 nChanged 105 SP:Iteration 39Q (4427.736198 sec): 3 clusters Score: Raw -3709549.281054 + Penalty 2067.523169 = -3707481.757886 nChanged 102 SP:Iteration 40F (4427.840506 sec): 3 clusters Score: Raw -3709567.350201 + Penalty 2067.523169 = -3707499.827032 nChanged 106 SP:Iteration 41Q (4427.948248 sec): 3 clusters Score: Raw -3709586.448081 + Penalty 2067.523169 = -3707518.924912 nChanged 100 SP:Iteration 42Q (4428.062821 sec): 3 clusters Score: Raw -3709604.976128 + Penalty 2067.523169 = -3707537.452960 nChanged 80 SP:Iteration 43Q (4428.166232 sec): 3 clusters Score: Raw -3709617.891379 + Penalty 2067.523169 = -3707550.368211 nChanged 83 SP:Iteration 44Q (4428.272839 sec): 3 clusters Score: Raw -3709629.919398 + Penalty 2067.523169 = -3707562.396229 nChanged 68 SP:Iteration 45Q (4428.380463 sec): 3 clusters Score: Raw -3709639.966749 + Penalty 2067.523169 = -3707572.443580 nChanged 62 SP:Iteration 46Q (4428.488198 sec): 3 clusters Score: Raw -3709648.971313 + Penalty 2067.523169 = -3707581.448145 nChanged 56 SP:Iteration 47Q (4428.585691 sec): 3 clusters Score: Raw -3709658.985744 + Penalty 2067.523169 = -3707591.462575 nChanged 65 SP:Iteration 48Q (4428.689415 sec): 3 clusters Score: Raw -3709669.075597 + Penalty 2067.523169 = -3707601.552429 nChanged 50 SP:Iteration 49Q (4428.793383 sec): 3 clusters Score: Raw -3709677.250470 + Penalty 2067.523169 = -3707609.727302 nChanged 55 SP:Iteration 50Q (4428.910496 sec): 3 clusters Score: Raw -3709686.106652 + Penalty 2067.523169 = -3707618.583484 nChanged 43 SP:Iteration 51Q (4429.018496 sec): 3 clusters Score: Raw -3709692.642690 + Penalty 2067.523169 = -3707625.119521 nChanged 46 SP:Iteration 52Q (4429.117006 sec): 3 clusters Score: Raw -3709699.243792 + Penalty 2067.523169 = -3707631.720624 nChanged 43 SP:Iteration 53Q (4429.221769 sec): 3 clusters Score: Raw -3709705.233158 + Penalty 2067.523169 = -3707637.709989 nChanged 32 SP:Iteration 54Q (4429.324646 sec): 3 clusters Score: Raw -3709709.596353 + Penalty 2067.523169 = -3707642.073184 nChanged 26 SP:Iteration 55Q (4429.425222 sec): 3 clusters Score: Raw -3709713.088815 + Penalty 2067.523169 = -3707645.565647 nChanged 33 SP:Iteration 56Q (4429.537707 sec): 3 clusters Score: Raw -3709718.108657 + Penalty 2067.523169 = -3707650.585489 nChanged 34 SP:Iteration 57Q (4429.640115 sec): 3 clusters Score: Raw -3709722.756832 + Penalty 2067.523169 = -3707655.233663 nChanged 36 SP:Iteration 58Q (4429.733694 sec): 3 clusters Score: Raw -3709728.268753 + Penalty 2067.523169 = -3707660.745584 nChanged 38 SP:Iteration 59Q (4429.836998 sec): 3 clusters Score: Raw -3709734.567497 + Penalty 2067.523169 = -3707667.044329 nChanged 26 SP:Iteration 60F (4429.959413 sec): 3 clusters Score: Raw -3709737.779936 + Penalty 2067.523169 = -3707670.256767 nChanged 20 SP:Iteration 61Q (4430.030760 sec): 3 clusters Score: Raw -3709740.191292 + Penalty 2067.523169 = -3707672.668123 nChanged 19 SP:Iteration 62Q (4430.130940 sec): 3 clusters Score: Raw -3709742.061294 + Penalty 2067.523169 = -3707674.538126 nChanged 13 SP:Iteration 63Q (4430.245026 sec): 3 clusters Score: Raw -3709743.505502 + Penalty 2067.523169 = -3707675.982334 nChanged 15 SP:Iteration 64Q (4430.343412 sec): 3 clusters Score: Raw -3709745.136948 + Penalty 2067.523169 = -3707677.613779 nChanged 17 SP:Iteration 65Q (4430.457982 sec): 3 clusters Score: Raw -3709746.776641 + Penalty 2067.523169 = -3707679.253472 nChanged 12 SP:Iteration 66Q (4430.564647 sec): 3 clusters Score: Raw -3709749.028725 + Penalty 2067.523169 = -3707681.505556 nChanged 18 SP:Iteration 67Q (4430.660194 sec): 3 clusters Score: Raw -3709753.766672 + Penalty 2067.523169 = -3707686.243503 nChanged 33 SP:Iteration 68Q (4430.776083 sec): 3 clusters Score: Raw -3709760.724756 + Penalty 2067.523169 = -3707693.201587 nChanged 32 SP:Iteration 69Q (4430.882514 sec): 3 clusters Score: Raw -3709766.832456 + Penalty 2067.523169 = -3707699.309287 nChanged 20 SP:Iteration 70Q (4430.974391 sec): 3 clusters Score: Raw -3709769.484218 + Penalty 2067.523169 = -3707701.961049 nChanged 15 SP:Iteration 71Q (4431.067896 sec): 3 clusters Score: Raw -3709771.440716 + Penalty 2067.523169 = -3707703.917547 nChanged 15 SP:Iteration 72Q (4431.169974 sec): 3 clusters Score: Raw -3709773.232911 + Penalty 2067.523169 = -3707705.709743 nChanged 11 SP:Iteration 73Q (4431.272888 sec): 3 clusters Score: Raw -3709774.249708 + Penalty 2067.523169 = -3707706.726539 nChanged 7 SP:Iteration 74Q (4431.374985 sec): 3 clusters Score: Raw -3709774.910101 + Penalty 2067.523169 = -3707707.386932 nChanged 7 SP:Iteration 75Q (4431.475847 sec): 3 clusters Score: Raw -3709775.369565 + Penalty 2067.523169 = -3707707.846396 nChanged 7 SP:Iteration 76Q (4431.578315 sec): 3 clusters Score: Raw -3709775.893065 + Penalty 2067.523169 = -3707708.369897 nChanged 5 SP:Iteration 77Q (4431.683665 sec): 3 clusters Score: Raw -3709776.270371 + Penalty 2067.523169 = -3707708.747203 nChanged 8 SP:Iteration 78Q (4431.790817 sec): 3 clusters Score: Raw -3709777.082568 + Penalty 2067.523169 = -3707709.559400 nChanged 8 SP:Iteration 79Q (4431.889521 sec): 3 clusters Score: Raw -3709777.915286 + Penalty 2067.523169 = -3707710.392118 nChanged 11 SP:Iteration 80F (4431.990666 sec): 3 clusters Score: Raw -3709779.462590 + Penalty 2067.523169 = -3707711.939422 nChanged 15 SP:Iteration 81Q (4432.091766 sec): 3 clusters Score: Raw -3709781.253421 + Penalty 2067.523169 = -3707713.730253 nChanged 11 SP:Iteration 82Q (4432.189348 sec): 3 clusters Score: Raw -3709782.198153 + Penalty 2067.523169 = -3707714.674984 nChanged 9 SP:Iteration 83Q (4432.289364 sec): 3 clusters Score: Raw -3709783.473630 + Penalty 2067.523169 = -3707715.950462 nChanged 12 SP:Iteration 84Q (4432.388908 sec): 3 clusters Score: Raw -3709785.807211 + Penalty 2067.523169 = -3707718.284043 nChanged 17 SP:Iteration 85Q (4432.488206 sec): 3 clusters Score: Raw -3709787.922875 + Penalty 2067.523169 = -3707720.399706 nChanged 11 SP:Iteration 86Q (4432.582004 sec): 3 clusters Score: Raw -3709789.020310 + Penalty 2067.523169 = -3707721.497141 nChanged 7 SP:Iteration 87Q (4432.681393 sec): 3 clusters Score: Raw -3709789.655470 + Penalty 2067.523169 = -3707722.132302 nChanged 4 SP:Iteration 88Q (4432.781813 sec): 3 clusters Score: Raw -3709790.043871 + Penalty 2067.523169 = -3707722.520703 nChanged 3 SP:Iteration 89Q (4432.882169 sec): 3 clusters Score: Raw -3709790.319310 + Penalty 2067.523169 = -3707722.796141 nChanged 1 SP:Iteration 90Q (4432.979576 sec): 3 clusters Score: Raw -3709790.525025 + Penalty 2067.523169 = -3707723.001856 nChanged 2 SP:Iteration 91Q (4433.080546 sec): 3 clusters Score: Raw -3709790.610800 + Penalty 2067.523169 = -3707723.087632 nChanged 1 SP:Iteration 92Q (4433.189390 sec): 3 clusters Score: Raw -3709790.652648 + Penalty 2067.523169 = -3707723.129479 nChanged 0 SP:Iteration 93F (4433.301063 sec): 3 clusters Score: Raw -3709790.652648 + Penalty 2067.523169 = -3707723.129479 nChanged 0 Trying to split cluster 13 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4433.331197 sec): 2 clusters Score: Raw -43373.019038 + Penalty 611.738285 = -42761.280753 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4433.381004 sec): 3 clusters Score: Raw -43147.595833 + Penalty 1223.476571 = -41924.119263 nChanged 192 SP:Iteration 1F (4433.428831 sec): 3 clusters Score: Raw -43330.703624 + Penalty 1223.476571 = -42107.227053 nChanged 54 SP:Iteration 2F (4433.478154 sec): 3 clusters Score: Raw -43395.321161 + Penalty 1223.476571 = -42171.844591 nChanged 45 SP:Iteration 3F (4433.487310 sec): 3 clusters Score: Raw -43460.555979 + Penalty 1223.476571 = -42237.079408 nChanged 30 SP:Iteration 4Q (4433.490105 sec): 3 clusters Score: Raw -43501.214876 + Penalty 1223.476571 = -42277.738306 nChanged 19 SP:Iteration 5Q (4433.492897 sec): 3 clusters Score: Raw -43512.294570 + Penalty 1223.476571 = -42288.817999 nChanged 3 SP:Iteration 6Q (4433.495652 sec): 3 clusters Score: Raw -43513.666463 + Penalty 1223.476571 = -42290.189893 nChanged 1 SP:Iteration 7Q (4433.498399 sec): 3 clusters Score: Raw -43514.626921 + Penalty 1223.476571 = -42291.150351 nChanged 3 SP:Iteration 8Q (4433.501114 sec): 3 clusters Score: Raw -43517.274747 + Penalty 1223.476571 = -42293.798176 nChanged 2 SP:Iteration 9Q (4433.503840 sec): 3 clusters Score: Raw -43525.133346 + Penalty 1223.476571 = -42301.656776 nChanged 6 SP:Iteration 10Q (4433.518698 sec): 3 clusters Score: Raw -43544.567014 + Penalty 1223.476571 = -42321.090443 nChanged 12 SP:Iteration 11Q (4433.521796 sec): 3 clusters Score: Raw -43562.281061 + Penalty 1223.476571 = -42338.804490 nChanged 9 SP:Iteration 12Q (4433.524587 sec): 3 clusters Score: Raw -43579.254373 + Penalty 1223.476571 = -42355.777803 nChanged 11 SP:Iteration 13Q (4433.527290 sec): 3 clusters Score: Raw -43591.509724 + Penalty 1223.476571 = -42368.033154 nChanged 6 SP:Iteration 14Q (4433.529992 sec): 3 clusters Score: Raw -43594.257532 + Penalty 1223.476571 = -42370.780962 nChanged 4 SP:Iteration 15Q (4433.532692 sec): 3 clusters Score: Raw -43597.557812 + Penalty 1223.476571 = -42374.081241 nChanged 3 SP:Iteration 16Q (4433.535382 sec): 3 clusters Score: Raw -43602.605408 + Penalty 1223.476571 = -42379.128837 nChanged 5 SP:Iteration 17Q (4433.538084 sec): 3 clusters Score: Raw -43605.989341 + Penalty 1223.476571 = -42382.512771 nChanged 8 SP:Iteration 18Q (4433.540774 sec): 3 clusters Score: Raw -43616.142414 + Penalty 1223.476571 = -42392.665844 nChanged 5 SP:Iteration 19Q (4433.543461 sec): 3 clusters Score: Raw -43622.688802 + Penalty 1223.476571 = -42399.212231 nChanged 5 SP:Iteration 20F (4433.546210 sec): 3 clusters Score: Raw -43628.488304 + Penalty 1223.476571 = -42405.011734 nChanged 5 SP:Iteration 21Q (4433.548978 sec): 3 clusters Score: Raw -43631.309861 + Penalty 1223.476571 = -42407.833290 nChanged 2 SP:Iteration 22Q (4433.551697 sec): 3 clusters Score: Raw -43632.423410 + Penalty 1223.476571 = -42408.946840 nChanged 1 SP:Iteration 23Q (4433.554365 sec): 3 clusters Score: Raw -43632.992197 + Penalty 1223.476571 = -42409.515627 nChanged 1 SP:Iteration 24Q (4433.557039 sec): 3 clusters Score: Raw -43633.456707 + Penalty 1223.476571 = -42409.980136 nChanged 0 SP:Iteration 25F (4433.559836 sec): 3 clusters Score: Raw -43633.456707 + Penalty 1223.476571 = -42409.980136 nChanged 0 Trying to split cluster 14 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4433.603152 sec): 2 clusters Score: Raw -476471.084413 + Penalty 836.396627 = -475634.687787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4433.614308 sec): 3 clusters Score: Raw -472681.742866 + Penalty 1672.793254 = -471008.949612 nChanged 2858 SP:Iteration 1F (4433.634939 sec): 3 clusters Score: Raw -474367.695217 + Penalty 1672.793254 = -472694.901963 nChanged 491 SP:Iteration 2F (4433.655773 sec): 3 clusters Score: Raw -474665.938184 + Penalty 1672.793254 = -472993.144930 nChanged 456 SP:Iteration 3F (4433.687949 sec): 3 clusters Score: Raw -474991.351060 + Penalty 1672.793254 = -473318.557807 nChanged 442 SP:Iteration 4F (4433.709206 sec): 3 clusters Score: Raw -475348.123177 + Penalty 1672.793254 = -473675.329923 nChanged 397 SP:Iteration 5F (4433.729980 sec): 3 clusters Score: Raw -475677.290377 + Penalty 1672.793254 = -474004.497123 nChanged 334 SP:Iteration 6F (4433.750790 sec): 3 clusters Score: Raw -475965.344350 + Penalty 1672.793254 = -474292.551097 nChanged 259 SP:Iteration 7Q (4433.789257 sec): 3 clusters Score: Raw -476244.745964 + Penalty 1672.793254 = -474571.952710 nChanged 238 SP:Iteration 8Q (4433.809482 sec): 3 clusters Score: Raw -476539.646012 + Penalty 1672.793254 = -474866.852759 nChanged 192 SP:Iteration 9Q (4433.829795 sec): 3 clusters Score: Raw -476744.706402 + Penalty 1672.793254 = -475071.913149 nChanged 125 SP:Iteration 10Q (4433.850055 sec): 3 clusters Score: Raw -476843.956557 + Penalty 1672.793254 = -475171.163303 nChanged 78 SP:Iteration 11Q (4433.882990 sec): 3 clusters Score: Raw -476896.759603 + Penalty 1672.793254 = -475223.966350 nChanged 52 SP:Iteration 12Q (4433.902663 sec): 3 clusters Score: Raw -476937.971711 + Penalty 1672.793254 = -475265.178458 nChanged 49 SP:Iteration 13Q (4433.922533 sec): 3 clusters Score: Raw -476975.284145 + Penalty 1672.793254 = -475302.490891 nChanged 28 SP:Iteration 14Q (4433.942139 sec): 3 clusters Score: Raw -476998.975601 + Penalty 1672.793254 = -475326.182348 nChanged 20 SP:Iteration 15Q (4433.976201 sec): 3 clusters Score: Raw -477011.011635 + Penalty 1672.793254 = -475338.218382 nChanged 17 SP:Iteration 16Q (4433.995202 sec): 3 clusters Score: Raw -477021.404307 + Penalty 1672.793254 = -475348.611053 nChanged 14 SP:Iteration 17Q (4434.014736 sec): 3 clusters Score: Raw -477025.983841 + Penalty 1672.793254 = -475353.190587 nChanged 4 SP:Iteration 18Q (4434.034204 sec): 3 clusters Score: Raw -477027.274456 + Penalty 1672.793254 = -475354.481203 nChanged 5 SP:Iteration 19Q (4434.070124 sec): 3 clusters Score: Raw -477028.884475 + Penalty 1672.793254 = -475356.091222 nChanged 2 SP:Iteration 20F (4434.091004 sec): 3 clusters Score: Raw -477030.474043 + Penalty 1672.793254 = -475357.680790 nChanged 6 SP:Iteration 21Q (4434.110469 sec): 3 clusters Score: Raw -477033.059514 + Penalty 1672.793254 = -475360.266260 nChanged 2 SP:Iteration 22Q (4434.130089 sec): 3 clusters Score: Raw -477033.495003 + Penalty 1672.793254 = -475360.701749 nChanged 0 SP:Iteration 23F (4434.150888 sec): 3 clusters Score: Raw -477033.495003 + Penalty 1672.793254 = -475360.701749 nChanged 0 Trying to split cluster 15 (6248 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4434.170233 sec): 2 clusters Score: Raw -432839.916841 + Penalty 830.301586 = -432009.615256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4434.191217 sec): 3 clusters Score: Raw -429266.658164 + Penalty 1660.603171 = -427606.054993 nChanged 2677 SP:Iteration 1F (4434.211203 sec): 3 clusters Score: Raw -430830.184456 + Penalty 1660.603171 = -429169.581285 nChanged 443 SP:Iteration 2F (4434.231163 sec): 3 clusters Score: Raw -431093.400656 + Penalty 1660.603171 = -429432.797485 nChanged 407 SP:Iteration 3F (4434.251405 sec): 3 clusters Score: Raw -431353.215609 + Penalty 1660.603171 = -429692.612438 nChanged 376 SP:Iteration 4F (4434.271440 sec): 3 clusters Score: Raw -431633.088337 + Penalty 1660.603171 = -429972.485165 nChanged 378 SP:Iteration 5F (4434.291738 sec): 3 clusters Score: Raw -431910.946256 + Penalty 1660.603171 = -430250.343085 nChanged 352 SP:Iteration 6F (4434.311809 sec): 3 clusters Score: Raw -432174.079229 + Penalty 1660.603171 = -430513.476058 nChanged 288 SP:Iteration 7Q (4434.331969 sec): 3 clusters Score: Raw -432383.983898 + Penalty 1660.603171 = -430723.380726 nChanged 230 SP:Iteration 8Q (4434.352040 sec): 3 clusters Score: Raw -432532.862265 + Penalty 1660.603171 = -430872.259094 nChanged 173 SP:Iteration 9Q (4434.371890 sec): 3 clusters Score: Raw -432626.640573 + Penalty 1660.603171 = -430966.037402 nChanged 150 SP:Iteration 10Q (4434.391598 sec): 3 clusters Score: Raw -432699.072012 + Penalty 1660.603171 = -431038.468840 nChanged 123 SP:Iteration 11Q (4434.424098 sec): 3 clusters Score: Raw -432748.032028 + Penalty 1660.603171 = -431087.428856 nChanged 88 SP:Iteration 12Q (4434.443491 sec): 3 clusters Score: Raw -432777.960275 + Penalty 1660.603171 = -431117.357104 nChanged 70 SP:Iteration 13Q (4434.463149 sec): 3 clusters Score: Raw -432799.826043 + Penalty 1660.603171 = -431139.222872 nChanged 63 SP:Iteration 14Q (4434.482943 sec): 3 clusters Score: Raw -432819.270961 + Penalty 1660.603171 = -431158.667790 nChanged 51 SP:Iteration 15Q (4434.514032 sec): 3 clusters Score: Raw -432836.950844 + Penalty 1660.603171 = -431176.347672 nChanged 51 SP:Iteration 16Q (4434.550750 sec): 3 clusters Score: Raw -432853.938246 + Penalty 1660.603171 = -431193.335074 nChanged 44 SP:Iteration 17Q (4434.570248 sec): 3 clusters Score: Raw -432867.226912 + Penalty 1660.603171 = -431206.623741 nChanged 45 SP:Iteration 18Q (4434.589893 sec): 3 clusters Score: Raw -432879.570381 + Penalty 1660.603171 = -431218.967209 nChanged 39 SP:Iteration 19Q (4434.609417 sec): 3 clusters Score: Raw -432891.480806 + Penalty 1660.603171 = -431230.877634 nChanged 34 SP:Iteration 20F (4434.670903 sec): 3 clusters Score: Raw -432901.205874 + Penalty 1660.603171 = -431240.602702 nChanged 30 SP:Iteration 21Q (4434.715971 sec): 3 clusters Score: Raw -432909.135083 + Penalty 1660.603171 = -431248.531911 nChanged 33 SP:Iteration 22Q (4434.772097 sec): 3 clusters Score: Raw -432919.883227 + Penalty 1660.603171 = -431259.280056 nChanged 31 SP:Iteration 23Q (4434.800573 sec): 3 clusters Score: Raw -432927.187189 + Penalty 1660.603171 = -431266.584017 nChanged 24 SP:Iteration 24Q (4434.819884 sec): 3 clusters Score: Raw -432933.562016 + Penalty 1660.603171 = -431272.958845 nChanged 28 SP:Iteration 25Q (4434.880732 sec): 3 clusters Score: Raw -432939.945606 + Penalty 1660.603171 = -431279.342435 nChanged 26 SP:Iteration 26Q (4434.922969 sec): 3 clusters Score: Raw -432947.846487 + Penalty 1660.603171 = -431287.243315 nChanged 29 SP:Iteration 27Q (4434.980658 sec): 3 clusters Score: Raw -432956.502956 + Penalty 1660.603171 = -431295.899784 nChanged 34 SP:Iteration 28Q (4435.032866 sec): 3 clusters Score: Raw -432966.885698 + Penalty 1660.603171 = -431306.282526 nChanged 31 SP:Iteration 29Q (4435.090080 sec): 3 clusters Score: Raw -432978.306998 + Penalty 1660.603171 = -431317.703827 nChanged 28 SP:Iteration 30Q (4435.136252 sec): 3 clusters Score: Raw -432992.547660 + Penalty 1660.603171 = -431331.944488 nChanged 41 SP:Iteration 31Q (4435.199419 sec): 3 clusters Score: Raw -433017.531520 + Penalty 1660.603171 = -431356.928349 nChanged 42 SP:Iteration 32Q (4435.242009 sec): 3 clusters Score: Raw -433041.564031 + Penalty 1660.603171 = -431380.960859 nChanged 35 SP:Iteration 33Q (4435.305483 sec): 3 clusters Score: Raw -433057.102526 + Penalty 1660.603171 = -431396.499355 nChanged 26 SP:Iteration 34Q (4435.347223 sec): 3 clusters Score: Raw -433064.920652 + Penalty 1660.603171 = -431404.317480 nChanged 23 SP:Iteration 35Q (4435.413143 sec): 3 clusters Score: Raw -433071.545108 + Penalty 1660.603171 = -431410.941936 nChanged 19 SP:Iteration 36Q (4435.465317 sec): 3 clusters Score: Raw -433078.891043 + Penalty 1660.603171 = -431418.287871 nChanged 18 SP:Iteration 37Q (4435.519522 sec): 3 clusters Score: Raw -433087.354250 + Penalty 1660.603171 = -431426.751078 nChanged 19 SP:Iteration 38Q (4435.577587 sec): 3 clusters Score: Raw -433093.891808 + Penalty 1660.603171 = -431433.288637 nChanged 18 SP:Iteration 39Q (4435.621436 sec): 3 clusters Score: Raw -433097.096939 + Penalty 1660.603171 = -431436.493768 nChanged 15 SP:Iteration 40F (4435.670196 sec): 3 clusters Score: Raw -433100.348945 + Penalty 1660.603171 = -431439.745774 nChanged 11 SP:Iteration 41Q (4435.722993 sec): 3 clusters Score: Raw -433102.893186 + Penalty 1660.603171 = -431442.290014 nChanged 16 SP:Iteration 42Q (4435.788146 sec): 3 clusters Score: Raw -433107.788590 + Penalty 1660.603171 = -431447.185418 nChanged 18 SP:Iteration 43Q (4435.840487 sec): 3 clusters Score: Raw -433113.478202 + Penalty 1660.603171 = -431452.875031 nChanged 14 SP:Iteration 44Q (4435.885823 sec): 3 clusters Score: Raw -433116.249046 + Penalty 1660.603171 = -431455.645874 nChanged 10 SP:Iteration 45Q (4435.936976 sec): 3 clusters Score: Raw -433118.051069 + Penalty 1660.603171 = -431457.447898 nChanged 7 SP:Iteration 46Q (4435.989947 sec): 3 clusters Score: Raw -433118.842604 + Penalty 1660.603171 = -431458.239433 nChanged 3 SP:Iteration 47Q (4436.050604 sec): 3 clusters Score: Raw -433119.260632 + Penalty 1660.603171 = -431458.657461 nChanged 4 SP:Iteration 48Q (4436.100884 sec): 3 clusters Score: Raw -433119.616221 + Penalty 1660.603171 = -431459.013050 nChanged 0 SP:Iteration 49F (4436.156299 sec): 3 clusters Score: Raw -433119.616221 + Penalty 1660.603171 = -431459.013050 nChanged 0 Trying to split cluster 16 (18249 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4436.199613 sec): 2 clusters Score: Raw -1359594.679272 + Penalty 932.127228 = -1358662.552043 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4436.270218 sec): 3 clusters Score: Raw -1348329.929408 + Penalty 1864.254457 = -1346465.674951 nChanged 8390 SP:Iteration 1F (4436.324274 sec): 3 clusters Score: Raw -1353281.600617 + Penalty 1864.254457 = -1351417.346160 nChanged 1091 SP:Iteration 2F (4436.399059 sec): 3 clusters Score: Raw -1353819.526834 + Penalty 1864.254457 = -1351955.272377 nChanged 1214 SP:Iteration 3F (4436.456855 sec): 3 clusters Score: Raw -1354565.266234 + Penalty 1864.254457 = -1352701.011777 nChanged 1306 SP:Iteration 4F (4436.527230 sec): 3 clusters Score: Raw -1355493.207854 + Penalty 1864.254457 = -1353628.953397 nChanged 1316 SP:Iteration 5F (4436.595660 sec): 3 clusters Score: Raw -1356482.037590 + Penalty 1864.254457 = -1354617.783133 nChanged 1172 SP:Iteration 6F (4436.664551 sec): 3 clusters Score: Raw -1357412.818668 + Penalty 1864.254457 = -1355548.564211 nChanged 945 SP:Iteration 7F (4436.718933 sec): 3 clusters Score: Raw -1358168.566296 + Penalty 1864.254457 = -1356304.311839 nChanged 675 SP:Iteration 8Q (4436.790952 sec): 3 clusters Score: Raw -1358649.160647 + Penalty 1864.254457 = -1356784.906190 nChanged 471 SP:Iteration 9Q (4436.860772 sec): 3 clusters Score: Raw -1358897.305260 + Penalty 1864.254457 = -1357033.050803 nChanged 295 SP:Iteration 10Q (4436.931569 sec): 3 clusters Score: Raw -1359023.721133 + Penalty 1864.254457 = -1357159.466676 nChanged 226 SP:Iteration 11Q (4437.002576 sec): 3 clusters Score: Raw -1359110.634092 + Penalty 1864.254457 = -1357246.379635 nChanged 191 SP:Iteration 12Q (4437.064896 sec): 3 clusters Score: Raw -1359176.032111 + Penalty 1864.254457 = -1357311.777654 nChanged 183 SP:Iteration 13Q (4437.135195 sec): 3 clusters Score: Raw -1359234.007334 + Penalty 1864.254457 = -1357369.752877 nChanged 157 SP:Iteration 14Q (4437.211467 sec): 3 clusters Score: Raw -1359280.123290 + Penalty 1864.254457 = -1357415.868833 nChanged 131 SP:Iteration 15Q (4437.272452 sec): 3 clusters Score: Raw -1359317.718134 + Penalty 1864.254457 = -1357453.463677 nChanged 142 SP:Iteration 16Q (4437.350016 sec): 3 clusters Score: Raw -1359359.604127 + Penalty 1864.254457 = -1357495.349670 nChanged 133 SP:Iteration 17Q (4437.420805 sec): 3 clusters Score: Raw -1359396.294338 + Penalty 1864.254457 = -1357532.039881 nChanged 129 SP:Iteration 18Q (4437.491515 sec): 3 clusters Score: Raw -1359432.384051 + Penalty 1864.254457 = -1357568.129594 nChanged 109 SP:Iteration 19Q (4437.553432 sec): 3 clusters Score: Raw -1359460.896151 + Penalty 1864.254457 = -1357596.641694 nChanged 99 SP:Iteration 20F (4437.633880 sec): 3 clusters Score: Raw -1359486.269160 + Penalty 1864.254457 = -1357622.014703 nChanged 77 SP:Iteration 21Q (4437.703474 sec): 3 clusters Score: Raw -1359505.615392 + Penalty 1864.254457 = -1357641.360935 nChanged 73 SP:Iteration 22Q (4437.764957 sec): 3 clusters Score: Raw -1359527.941084 + Penalty 1864.254457 = -1357663.686627 nChanged 77 SP:Iteration 23Q (4437.826514 sec): 3 clusters Score: Raw -1359548.269887 + Penalty 1864.254457 = -1357684.015430 nChanged 71 SP:Iteration 24Q (4437.888601 sec): 3 clusters Score: Raw -1359567.118865 + Penalty 1864.254457 = -1357702.864408 nChanged 63 SP:Iteration 25Q (4437.951960 sec): 3 clusters Score: Raw -1359581.402043 + Penalty 1864.254457 = -1357717.147586 nChanged 44 SP:Iteration 26Q (4438.015076 sec): 3 clusters Score: Raw -1359590.778302 + Penalty 1864.254457 = -1357726.523845 nChanged 52 SP:Iteration 27Q (4438.084249 sec): 3 clusters Score: Raw -1359607.873623 + Penalty 1864.254457 = -1357743.619166 nChanged 59 SP:Iteration 28Q (4438.152873 sec): 3 clusters Score: Raw -1359624.825711 + Penalty 1864.254457 = -1357760.571254 nChanged 46 SP:Iteration 29Q (4438.219138 sec): 3 clusters Score: Raw -1359639.466172 + Penalty 1864.254457 = -1357775.211715 nChanged 51 SP:Iteration 30Q (4438.281036 sec): 3 clusters Score: Raw -1359659.047454 + Penalty 1864.254457 = -1357794.792997 nChanged 54 SP:Iteration 31Q (4438.344070 sec): 3 clusters Score: Raw -1359676.583023 + Penalty 1864.254457 = -1357812.328566 nChanged 54 SP:Iteration 32Q (4438.411952 sec): 3 clusters Score: Raw -1359691.584104 + Penalty 1864.254457 = -1357827.329647 nChanged 42 SP:Iteration 33Q (4438.488050 sec): 3 clusters Score: Raw -1359708.828830 + Penalty 1864.254457 = -1357844.574373 nChanged 44 SP:Iteration 34Q (4438.545653 sec): 3 clusters Score: Raw -1359722.576970 + Penalty 1864.254457 = -1357858.322513 nChanged 40 SP:Iteration 35Q (4438.617568 sec): 3 clusters Score: Raw -1359734.494565 + Penalty 1864.254457 = -1357870.240108 nChanged 39 SP:Iteration 36Q (4438.685689 sec): 3 clusters Score: Raw -1359748.653934 + Penalty 1864.254457 = -1357884.399477 nChanged 42 SP:Iteration 37Q (4438.750119 sec): 3 clusters Score: Raw -1359767.610818 + Penalty 1864.254457 = -1357903.356361 nChanged 51 SP:Iteration 38Q (4438.816177 sec): 3 clusters Score: Raw -1359791.352670 + Penalty 1864.254457 = -1357927.098213 nChanged 49 SP:Iteration 39Q (4438.869929 sec): 3 clusters Score: Raw -1359816.709631 + Penalty 1864.254457 = -1357952.455174 nChanged 55 SP:Iteration 40F (4438.940670 sec): 3 clusters Score: Raw -1359841.651535 + Penalty 1864.254457 = -1357977.397078 nChanged 47 SP:Iteration 41Q (4439.003267 sec): 3 clusters Score: Raw -1359859.447046 + Penalty 1864.254457 = -1357995.192589 nChanged 36 SP:Iteration 42Q (4439.068503 sec): 3 clusters Score: Raw -1359872.495894 + Penalty 1864.254457 = -1358008.241437 nChanged 34 SP:Iteration 43Q (4439.122518 sec): 3 clusters Score: Raw -1359886.552049 + Penalty 1864.254457 = -1358022.297592 nChanged 33 SP:Iteration 44Q (4439.196710 sec): 3 clusters Score: Raw -1359898.267546 + Penalty 1864.254457 = -1358034.013089 nChanged 32 SP:Iteration 45Q (4439.252929 sec): 3 clusters Score: Raw -1359909.299304 + Penalty 1864.254457 = -1358045.044847 nChanged 23 SP:Iteration 46Q (4439.312929 sec): 3 clusters Score: Raw -1359917.423562 + Penalty 1864.254457 = -1358053.169105 nChanged 21 SP:Iteration 47Q (4439.378949 sec): 3 clusters Score: Raw -1359923.459557 + Penalty 1864.254457 = -1358059.205100 nChanged 18 SP:Iteration 48Q (4439.445883 sec): 3 clusters Score: Raw -1359927.187166 + Penalty 1864.254457 = -1358062.932709 nChanged 10 SP:Iteration 49Q (4439.512059 sec): 3 clusters Score: Raw -1359928.884264 + Penalty 1864.254457 = -1358064.629807 nChanged 8 SP:Iteration 50Q (4439.577352 sec): 3 clusters Score: Raw -1359930.222658 + Penalty 1864.254457 = -1358065.968201 nChanged 5 SP:Iteration 51Q (4439.631775 sec): 3 clusters Score: Raw -1359931.229440 + Penalty 1864.254457 = -1358066.974983 nChanged 4 SP:Iteration 52Q (4439.698664 sec): 3 clusters Score: Raw -1359931.706768 + Penalty 1864.254457 = -1358067.452311 nChanged 3 SP:Iteration 53Q (4439.764511 sec): 3 clusters Score: Raw -1359931.953453 + Penalty 1864.254457 = -1358067.698996 nChanged 0 SP:Iteration 54F (4439.835223 sec): 3 clusters Score: Raw -1359931.953453 + Penalty 1864.254457 = -1358067.698996 nChanged 0 Trying to split cluster 17 (17150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4439.872959 sec): 2 clusters Score: Raw -1278648.061359 + Penalty 926.226578 = -1277721.834781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4439.943152 sec): 3 clusters Score: Raw -1268145.867630 + Penalty 1852.453156 = -1266293.414474 nChanged 7831 SP:Iteration 1F (4440.011302 sec): 3 clusters Score: Raw -1272520.232713 + Penalty 1852.453156 = -1270667.779557 nChanged 762 SP:Iteration 2Q (4440.080805 sec): 3 clusters Score: Raw -1272791.308841 + Penalty 1852.453156 = -1270938.855685 nChanged 757 SP:Iteration 3Q (4440.150034 sec): 3 clusters Score: Raw -1273126.470293 + Penalty 1852.453156 = -1271274.017137 nChanged 808 SP:Iteration 4Q (4440.217904 sec): 3 clusters Score: Raw -1273562.797547 + Penalty 1852.453156 = -1271710.344391 nChanged 882 SP:Iteration 5F (4440.287782 sec): 3 clusters Score: Raw -1274129.020965 + Penalty 1852.453156 = -1272276.567809 nChanged 959 SP:Iteration 6F (4440.357649 sec): 3 clusters Score: Raw -1274909.113078 + Penalty 1852.453156 = -1273056.659922 nChanged 1001 SP:Iteration 7F (4440.422886 sec): 3 clusters Score: Raw -1275833.875213 + Penalty 1852.453156 = -1273981.422057 nChanged 909 SP:Iteration 8F (4440.491717 sec): 3 clusters Score: Raw -1276674.852201 + Penalty 1852.453156 = -1274822.399045 nChanged 694 SP:Iteration 9Q (4440.558587 sec): 3 clusters Score: Raw -1277216.874431 + Penalty 1852.453156 = -1275364.421275 nChanged 564 SP:Iteration 10Q (4440.625270 sec): 3 clusters Score: Raw -1277525.990266 + Penalty 1852.453156 = -1275673.537110 nChanged 380 SP:Iteration 11Q (4440.684334 sec): 3 clusters Score: Raw -1277701.803385 + Penalty 1852.453156 = -1275849.350229 nChanged 307 SP:Iteration 12Q (4440.760591 sec): 3 clusters Score: Raw -1277825.179339 + Penalty 1852.453156 = -1275972.726183 nChanged 222 SP:Iteration 13Q (4440.811081 sec): 3 clusters Score: Raw -1277914.015286 + Penalty 1852.453156 = -1276061.562130 nChanged 190 SP:Iteration 14Q (4440.889094 sec): 3 clusters Score: Raw -1277986.630478 + Penalty 1852.453156 = -1276134.177322 nChanged 174 SP:Iteration 15Q (4440.957595 sec): 3 clusters Score: Raw -1278045.192661 + Penalty 1852.453156 = -1276192.739505 nChanged 148 SP:Iteration 16Q (4440.992730 sec): 3 clusters Score: Raw -1278094.290304 + Penalty 1852.453156 = -1276241.837148 nChanged 159 SP:Iteration 17Q (4441.022899 sec): 3 clusters Score: Raw -1278145.690727 + Penalty 1852.453156 = -1276293.237571 nChanged 147 SP:Iteration 18Q (4441.102396 sec): 3 clusters Score: Raw -1278188.144563 + Penalty 1852.453156 = -1276335.691407 nChanged 126 SP:Iteration 19Q (4441.161873 sec): 3 clusters Score: Raw -1278217.926004 + Penalty 1852.453156 = -1276365.472848 nChanged 100 SP:Iteration 20F (4441.228929 sec): 3 clusters Score: Raw -1278242.387300 + Penalty 1852.453156 = -1276389.934144 nChanged 100 SP:Iteration 21Q (4441.294421 sec): 3 clusters Score: Raw -1278262.119405 + Penalty 1852.453156 = -1276409.666249 nChanged 72 SP:Iteration 22Q (4441.348754 sec): 3 clusters Score: Raw -1278274.097280 + Penalty 1852.453156 = -1276421.644124 nChanged 70 SP:Iteration 23Q (4441.407747 sec): 3 clusters Score: Raw -1278285.529418 + Penalty 1852.453156 = -1276433.076262 nChanged 56 SP:Iteration 24Q (4441.470066 sec): 3 clusters Score: Raw -1278293.531803 + Penalty 1852.453156 = -1276441.078647 nChanged 52 SP:Iteration 25Q (4441.531260 sec): 3 clusters Score: Raw -1278303.284945 + Penalty 1852.453156 = -1276450.831789 nChanged 58 SP:Iteration 26Q (4441.596075 sec): 3 clusters Score: Raw -1278314.299430 + Penalty 1852.453156 = -1276461.846274 nChanged 59 SP:Iteration 27Q (4441.669643 sec): 3 clusters Score: Raw -1278327.178281 + Penalty 1852.453156 = -1276474.725125 nChanged 62 SP:Iteration 28Q (4441.726384 sec): 3 clusters Score: Raw -1278342.340863 + Penalty 1852.453156 = -1276489.887707 nChanged 70 SP:Iteration 29Q (4441.799127 sec): 3 clusters Score: Raw -1278360.350748 + Penalty 1852.453156 = -1276507.897593 nChanged 82 SP:Iteration 30Q (4441.853721 sec): 3 clusters Score: Raw -1278382.099686 + Penalty 1852.453156 = -1276529.646530 nChanged 78 SP:Iteration 31Q (4441.921552 sec): 3 clusters Score: Raw -1278398.154315 + Penalty 1852.453156 = -1276545.701159 nChanged 69 SP:Iteration 32Q (4441.970752 sec): 3 clusters Score: Raw -1278414.263998 + Penalty 1852.453156 = -1276561.810842 nChanged 71 SP:Iteration 33Q (4442.043807 sec): 3 clusters Score: Raw -1278428.703489 + Penalty 1852.453156 = -1276576.250333 nChanged 64 SP:Iteration 34Q (4442.102553 sec): 3 clusters Score: Raw -1278440.986247 + Penalty 1852.453156 = -1276588.533091 nChanged 59 SP:Iteration 35Q (4442.168575 sec): 3 clusters Score: Raw -1278453.595802 + Penalty 1852.453156 = -1276601.142646 nChanged 61 SP:Iteration 36Q (4442.241971 sec): 3 clusters Score: Raw -1278468.848360 + Penalty 1852.453156 = -1276616.395204 nChanged 57 SP:Iteration 37Q (4442.303711 sec): 3 clusters Score: Raw -1278482.386125 + Penalty 1852.453156 = -1276629.932969 nChanged 57 SP:Iteration 38Q (4442.358757 sec): 3 clusters Score: Raw -1278499.921105 + Penalty 1852.453156 = -1276647.467949 nChanged 58 SP:Iteration 39Q (4442.422601 sec): 3 clusters Score: Raw -1278518.887469 + Penalty 1852.453156 = -1276666.434313 nChanged 55 SP:Iteration 40F (4442.494294 sec): 3 clusters Score: Raw -1278537.764846 + Penalty 1852.453156 = -1276685.311690 nChanged 60 SP:Iteration 41Q (4442.550879 sec): 3 clusters Score: Raw -1278557.438021 + Penalty 1852.453156 = -1276704.984865 nChanged 58 SP:Iteration 42Q (4442.621986 sec): 3 clusters Score: Raw -1278573.081900 + Penalty 1852.453156 = -1276720.628744 nChanged 48 SP:Iteration 43Q (4442.687582 sec): 3 clusters Score: Raw -1278583.958769 + Penalty 1852.453156 = -1276731.505613 nChanged 43 SP:Iteration 44Q (4442.738433 sec): 3 clusters Score: Raw -1278593.929797 + Penalty 1852.453156 = -1276741.476641 nChanged 43 SP:Iteration 45Q (4442.806883 sec): 3 clusters Score: Raw -1278604.505086 + Penalty 1852.453156 = -1276752.051930 nChanged 31 SP:Iteration 46Q (4442.868622 sec): 3 clusters Score: Raw -1278613.271938 + Penalty 1852.453156 = -1276760.818782 nChanged 36 SP:Iteration 47Q (4442.932564 sec): 3 clusters Score: Raw -1278622.216938 + Penalty 1852.453156 = -1276769.763782 nChanged 34 SP:Iteration 48Q (4442.992233 sec): 3 clusters Score: Raw -1278631.147084 + Penalty 1852.453156 = -1276778.693928 nChanged 36 SP:Iteration 49Q (4443.058651 sec): 3 clusters Score: Raw -1278638.827310 + Penalty 1852.453156 = -1276786.374154 nChanged 29 SP:Iteration 50Q (4443.126785 sec): 3 clusters Score: Raw -1278647.070558 + Penalty 1852.453156 = -1276794.617402 nChanged 35 SP:Iteration 51Q (4443.193170 sec): 3 clusters Score: Raw -1278658.319520 + Penalty 1852.453156 = -1276805.866364 nChanged 35 SP:Iteration 52Q (4443.269312 sec): 3 clusters Score: Raw -1278669.096460 + Penalty 1852.453156 = -1276816.643304 nChanged 34 SP:Iteration 53Q (4443.337721 sec): 3 clusters Score: Raw -1278677.668200 + Penalty 1852.453156 = -1276825.215044 nChanged 20 SP:Iteration 54Q (4443.397783 sec): 3 clusters Score: Raw -1278682.222139 + Penalty 1852.453156 = -1276829.768983 nChanged 23 SP:Iteration 55Q (4443.469584 sec): 3 clusters Score: Raw -1278688.571427 + Penalty 1852.453156 = -1276836.118271 nChanged 28 SP:Iteration 56Q (4443.529375 sec): 3 clusters Score: Raw -1278697.011225 + Penalty 1852.453156 = -1276844.558069 nChanged 30 SP:Iteration 57Q (4443.595974 sec): 3 clusters Score: Raw -1278706.108633 + Penalty 1852.453156 = -1276853.655477 nChanged 23 SP:Iteration 58Q (4443.662007 sec): 3 clusters Score: Raw -1278711.790899 + Penalty 1852.453156 = -1276859.337743 nChanged 30 SP:Iteration 59Q (4443.735018 sec): 3 clusters Score: Raw -1278720.227706 + Penalty 1852.453156 = -1276867.774550 nChanged 30 SP:Iteration 60F (4443.796144 sec): 3 clusters Score: Raw -1278728.750742 + Penalty 1852.453156 = -1276876.297586 nChanged 27 SP:Iteration 61Q (4443.858178 sec): 3 clusters Score: Raw -1278734.937589 + Penalty 1852.453156 = -1276882.484433 nChanged 27 SP:Iteration 62Q (4443.917931 sec): 3 clusters Score: Raw -1278742.222641 + Penalty 1852.453156 = -1276889.769485 nChanged 20 SP:Iteration 63Q (4443.989224 sec): 3 clusters Score: Raw -1278749.801761 + Penalty 1852.453156 = -1276897.348605 nChanged 26 SP:Iteration 64Q (4444.057490 sec): 3 clusters Score: Raw -1278758.503683 + Penalty 1852.453156 = -1276906.050527 nChanged 24 SP:Iteration 65Q (4444.116847 sec): 3 clusters Score: Raw -1278764.996032 + Penalty 1852.453156 = -1276912.542876 nChanged 17 SP:Iteration 66Q (4444.182464 sec): 3 clusters Score: Raw -1278768.815262 + Penalty 1852.453156 = -1276916.362106 nChanged 12 SP:Iteration 67Q (4444.245237 sec): 3 clusters Score: Raw -1278772.267458 + Penalty 1852.453156 = -1276919.814302 nChanged 9 SP:Iteration 68Q (4444.310798 sec): 3 clusters Score: Raw -1278774.059328 + Penalty 1852.453156 = -1276921.606172 nChanged 4 SP:Iteration 69Q (4444.373159 sec): 3 clusters Score: Raw -1278774.752706 + Penalty 1852.453156 = -1276922.299550 nChanged 2 SP:Iteration 70Q (4444.429068 sec): 3 clusters Score: Raw -1278775.272779 + Penalty 1852.453156 = -1276922.819623 nChanged 3 SP:Iteration 71Q (4444.495949 sec): 3 clusters Score: Raw -1278775.795947 + Penalty 1852.453156 = -1276923.342791 nChanged 1 SP:Iteration 72Q (4444.557571 sec): 3 clusters Score: Raw -1278775.904023 + Penalty 1852.453156 = -1276923.450867 nChanged 0 SP:Iteration 73F (4444.626255 sec): 3 clusters Score: Raw -1278775.904023 + Penalty 1852.453156 = -1276923.450867 nChanged 0 Trying to split cluster 18 (3492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4444.652168 sec): 2 clusters Score: Raw -260489.998741 + Penalty 775.031842 = -259714.966899 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4444.704208 sec): 3 clusters Score: Raw -258623.412630 + Penalty 1550.063684 = -257073.348946 nChanged 1409 SP:Iteration 1F (4444.755828 sec): 3 clusters Score: Raw -259428.030566 + Penalty 1550.063684 = -257877.966882 nChanged 237 SP:Iteration 2F (4444.807685 sec): 3 clusters Score: Raw -259538.620202 + Penalty 1550.063684 = -257988.556518 nChanged 162 SP:Iteration 3Q (4444.868270 sec): 3 clusters Score: Raw -259617.050447 + Penalty 1550.063684 = -258066.986762 nChanged 144 SP:Iteration 4Q (4444.905546 sec): 3 clusters Score: Raw -259683.782812 + Penalty 1550.063684 = -258133.719128 nChanged 117 SP:Iteration 5Q (4444.957754 sec): 3 clusters Score: Raw -259730.002786 + Penalty 1550.063684 = -258179.939101 nChanged 83 SP:Iteration 6Q (4445.011003 sec): 3 clusters Score: Raw -259760.070802 + Penalty 1550.063684 = -258210.007117 nChanged 72 SP:Iteration 7Q (4445.064833 sec): 3 clusters Score: Raw -259784.498148 + Penalty 1550.063684 = -258234.434464 nChanged 61 SP:Iteration 8Q (4445.117353 sec): 3 clusters Score: Raw -259803.814215 + Penalty 1550.063684 = -258253.750531 nChanged 54 SP:Iteration 9Q (4445.169796 sec): 3 clusters Score: Raw -259821.599310 + Penalty 1550.063684 = -258271.535626 nChanged 47 SP:Iteration 10Q (4445.215389 sec): 3 clusters Score: Raw -259838.496753 + Penalty 1550.063684 = -258288.433069 nChanged 54 SP:Iteration 11Q (4445.267186 sec): 3 clusters Score: Raw -259857.169309 + Penalty 1550.063684 = -258307.105625 nChanged 50 SP:Iteration 12Q (4445.319130 sec): 3 clusters Score: Raw -259872.373540 + Penalty 1550.063684 = -258322.309856 nChanged 47 SP:Iteration 13Q (4445.373516 sec): 3 clusters Score: Raw -259890.417468 + Penalty 1550.063684 = -258340.353783 nChanged 53 SP:Iteration 14Q (4445.425697 sec): 3 clusters Score: Raw -259907.816109 + Penalty 1550.063684 = -258357.752424 nChanged 48 SP:Iteration 15Q (4445.479117 sec): 3 clusters Score: Raw -259929.593539 + Penalty 1550.063684 = -258379.529855 nChanged 50 SP:Iteration 16Q (4445.532606 sec): 3 clusters Score: Raw -259949.105652 + Penalty 1550.063684 = -258399.041968 nChanged 49 SP:Iteration 17Q (4445.583275 sec): 3 clusters Score: Raw -259969.529167 + Penalty 1550.063684 = -258419.465482 nChanged 55 SP:Iteration 18Q (4445.631399 sec): 3 clusters Score: Raw -259997.504263 + Penalty 1550.063684 = -258447.440579 nChanged 64 SP:Iteration 19Q (4445.684110 sec): 3 clusters Score: Raw -260023.472295 + Penalty 1550.063684 = -258473.408610 nChanged 54 SP:Iteration 20F (4445.724835 sec): 3 clusters Score: Raw -260047.677832 + Penalty 1550.063684 = -258497.614148 nChanged 55 SP:Iteration 21Q (4445.778159 sec): 3 clusters Score: Raw -260074.260370 + Penalty 1550.063684 = -258524.196686 nChanged 55 SP:Iteration 22Q (4445.830867 sec): 3 clusters Score: Raw -260105.653566 + Penalty 1550.063684 = -258555.589882 nChanged 69 SP:Iteration 23Q (4445.874500 sec): 3 clusters Score: Raw -260148.250352 + Penalty 1550.063684 = -258598.186668 nChanged 72 SP:Iteration 24Q (4445.892502 sec): 3 clusters Score: Raw -260207.473948 + Penalty 1550.063684 = -258657.410263 nChanged 80 SP:Iteration 25Q (4445.931879 sec): 3 clusters Score: Raw -260262.674207 + Penalty 1550.063684 = -258712.610523 nChanged 61 SP:Iteration 26Q (4445.980315 sec): 3 clusters Score: Raw -260307.115921 + Penalty 1550.063684 = -258757.052236 nChanged 61 SP:Iteration 27Q (4446.023893 sec): 3 clusters Score: Raw -260351.258887 + Penalty 1550.063684 = -258801.195203 nChanged 48 SP:Iteration 28Q (4446.075570 sec): 3 clusters Score: Raw -260387.528654 + Penalty 1550.063684 = -258837.464970 nChanged 42 SP:Iteration 29Q (4446.107320 sec): 3 clusters Score: Raw -260413.303300 + Penalty 1550.063684 = -258863.239616 nChanged 37 SP:Iteration 30Q (4446.158660 sec): 3 clusters Score: Raw -260441.254229 + Penalty 1550.063684 = -258891.190545 nChanged 36 SP:Iteration 31Q (4446.210020 sec): 3 clusters Score: Raw -260470.083791 + Penalty 1550.063684 = -258920.020107 nChanged 29 SP:Iteration 32Q (4446.257280 sec): 3 clusters Score: Raw -260486.431039 + Penalty 1550.063684 = -258936.367355 nChanged 19 SP:Iteration 33Q (4446.303929 sec): 3 clusters Score: Raw -260497.347782 + Penalty 1550.063684 = -258947.284098 nChanged 20 SP:Iteration 34Q (4446.355403 sec): 3 clusters Score: Raw -260514.908380 + Penalty 1550.063684 = -258964.844695 nChanged 28 SP:Iteration 35Q (4446.406767 sec): 3 clusters Score: Raw -260538.709105 + Penalty 1550.063684 = -258988.645421 nChanged 21 SP:Iteration 36Q (4446.448784 sec): 3 clusters Score: Raw -260555.366530 + Penalty 1550.063684 = -259005.302846 nChanged 17 SP:Iteration 37Q (4446.496645 sec): 3 clusters Score: Raw -260562.948367 + Penalty 1550.063684 = -259012.884683 nChanged 6 SP:Iteration 38Q (4446.545558 sec): 3 clusters Score: Raw -260566.967305 + Penalty 1550.063684 = -259016.903621 nChanged 6 SP:Iteration 39Q (4446.590367 sec): 3 clusters Score: Raw -260570.908590 + Penalty 1550.063684 = -259020.844905 nChanged 4 SP:Iteration 40F (4446.642384 sec): 3 clusters Score: Raw -260573.115851 + Penalty 1550.063684 = -259023.052167 nChanged 4 SP:Iteration 41Q (4446.687121 sec): 3 clusters Score: Raw -260574.913081 + Penalty 1550.063684 = -259024.849397 nChanged 5 SP:Iteration 42Q (4446.738456 sec): 3 clusters Score: Raw -260576.770538 + Penalty 1550.063684 = -259026.706853 nChanged 3 SP:Iteration 43Q (4446.791158 sec): 3 clusters Score: Raw -260578.479280 + Penalty 1550.063684 = -259028.415596 nChanged 6 SP:Iteration 44Q (4446.831770 sec): 3 clusters Score: Raw -260582.597677 + Penalty 1550.063684 = -259032.533993 nChanged 7 SP:Iteration 45Q (4446.884485 sec): 3 clusters Score: Raw -260586.863693 + Penalty 1550.063684 = -259036.800008 nChanged 6 SP:Iteration 46Q (4446.936334 sec): 3 clusters Score: Raw -260590.215426 + Penalty 1550.063684 = -259040.151741 nChanged 2 SP:Iteration 47Q (4446.987065 sec): 3 clusters Score: Raw -260591.019385 + Penalty 1550.063684 = -259040.955700 nChanged 7 SP:Iteration 48Q (4447.034834 sec): 3 clusters Score: Raw -260594.580261 + Penalty 1550.063684 = -259044.516577 nChanged 8 SP:Iteration 49Q (4447.076255 sec): 3 clusters Score: Raw -260599.317794 + Penalty 1550.063684 = -259049.254110 nChanged 5 SP:Iteration 50Q (4447.127319 sec): 3 clusters Score: Raw -260601.176413 + Penalty 1550.063684 = -259051.112728 nChanged 2 SP:Iteration 51Q (4447.178482 sec): 3 clusters Score: Raw -260601.965646 + Penalty 1550.063684 = -259051.901961 nChanged 3 SP:Iteration 52Q (4447.229645 sec): 3 clusters Score: Raw -260604.268708 + Penalty 1550.063684 = -259054.205024 nChanged 0 SP:Iteration 53F (4447.293786 sec): 3 clusters Score: Raw -260604.268708 + Penalty 1550.063684 = -259054.205024 nChanged 0 Trying to split cluster 19 (21711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4447.327718 sec): 2 clusters Score: Raw -1648229.315706 + Penalty 948.629561 = -1647280.686145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4447.403573 sec): 3 clusters Score: Raw -1634722.815948 + Penalty 1897.259121 = -1632825.556826 nChanged 10065 SP:Iteration 1F (4447.472974 sec): 3 clusters Score: Raw -1640394.441389 + Penalty 1897.259121 = -1638497.182267 nChanged 1137 SP:Iteration 2F (4447.542729 sec): 3 clusters Score: Raw -1640895.521813 + Penalty 1897.259121 = -1638998.262692 nChanged 1297 SP:Iteration 3F (4447.617297 sec): 3 clusters Score: Raw -1641630.320477 + Penalty 1897.259121 = -1639733.061356 nChanged 1614 SP:Iteration 4F (4447.685319 sec): 3 clusters Score: Raw -1642785.376553 + Penalty 1897.259121 = -1640888.117431 nChanged 1801 SP:Iteration 5F (4447.760405 sec): 3 clusters Score: Raw -1644386.858238 + Penalty 1897.259121 = -1642489.599116 nChanged 1635 SP:Iteration 6F (4447.835175 sec): 3 clusters Score: Raw -1645960.513103 + Penalty 1897.259121 = -1644063.253981 nChanged 1198 SP:Iteration 7F (4447.901975 sec): 3 clusters Score: Raw -1647090.045896 + Penalty 1897.259121 = -1645192.786774 nChanged 720 SP:Iteration 8Q (4447.975266 sec): 3 clusters Score: Raw -1647748.651451 + Penalty 1897.259121 = -1645851.392329 nChanged 377 SP:Iteration 9Q (4448.053234 sec): 3 clusters Score: Raw -1648051.189981 + Penalty 1897.259121 = -1646153.930860 nChanged 174 SP:Iteration 10Q (4448.126271 sec): 3 clusters Score: Raw -1648185.692257 + Penalty 1897.259121 = -1646288.433136 nChanged 100 SP:Iteration 11Q (4448.189546 sec): 3 clusters Score: Raw -1648251.900406 + Penalty 1897.259121 = -1646354.641284 nChanged 58 SP:Iteration 12Q (4448.266971 sec): 3 clusters Score: Raw -1648303.787507 + Penalty 1897.259121 = -1646406.528386 nChanged 47 SP:Iteration 13Q (4448.334840 sec): 3 clusters Score: Raw -1648339.162133 + Penalty 1897.259121 = -1646441.903011 nChanged 28 SP:Iteration 14Q (4448.399644 sec): 3 clusters Score: Raw -1648359.208616 + Penalty 1897.259121 = -1646461.949494 nChanged 25 SP:Iteration 15Q (4448.467877 sec): 3 clusters Score: Raw -1648382.226115 + Penalty 1897.259121 = -1646484.966994 nChanged 22 SP:Iteration 16Q (4448.542003 sec): 3 clusters Score: Raw -1648394.280375 + Penalty 1897.259121 = -1646497.021253 nChanged 14 SP:Iteration 17Q (4448.597791 sec): 3 clusters Score: Raw -1648403.901091 + Penalty 1897.259121 = -1646506.641970 nChanged 8 SP:Iteration 18Q (4448.667649 sec): 3 clusters Score: Raw -1648409.204565 + Penalty 1897.259121 = -1646511.945443 nChanged 9 SP:Iteration 19Q (4448.735048 sec): 3 clusters Score: Raw -1648413.304630 + Penalty 1897.259121 = -1646516.045509 nChanged 3 SP:Iteration 20F (4448.809482 sec): 3 clusters Score: Raw -1648416.346744 + Penalty 1897.259121 = -1646519.087623 nChanged 4 SP:Iteration 21Q (4448.879810 sec): 3 clusters Score: Raw -1648417.879405 + Penalty 1897.259121 = -1646520.620284 nChanged 2 SP:Iteration 22Q (4448.950648 sec): 3 clusters Score: Raw -1648418.524470 + Penalty 1897.259121 = -1646521.265349 nChanged 3 SP:Iteration 23Q (4449.019886 sec): 3 clusters Score: Raw -1648420.086756 + Penalty 1897.259121 = -1646522.827635 nChanged 5 SP:Iteration 24Q (4449.088612 sec): 3 clusters Score: Raw -1648422.880833 + Penalty 1897.259121 = -1646525.621711 nChanged 2 SP:Iteration 25Q (4449.155874 sec): 3 clusters Score: Raw -1648423.544307 + Penalty 1897.259121 = -1646526.285186 nChanged 2 SP:Iteration 26Q (4449.221397 sec): 3 clusters Score: Raw -1648424.225026 + Penalty 1897.259121 = -1646526.965905 nChanged 0 SP:Iteration 27F (4449.296925 sec): 3 clusters Score: Raw -1648424.225026 + Penalty 1897.259121 = -1646526.965905 nChanged 0 Trying to split cluster 20 (39420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4449.362524 sec): 2 clusters Score: Raw -2985863.258304 + Penalty 1005.292715 = -2984857.965589 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4449.456486 sec): 3 clusters Score: Raw -2960595.733642 + Penalty 2010.585430 = -2958585.148212 nChanged 18618 SP:Iteration 1F (4449.549855 sec): 3 clusters Score: Raw -2971531.967775 + Penalty 2010.585430 = -2969521.382345 nChanged 1682 SP:Iteration 2Q (4449.653162 sec): 3 clusters Score: Raw -2972153.579965 + Penalty 2010.585430 = -2970142.994534 nChanged 1914 SP:Iteration 3Q (4449.751606 sec): 3 clusters Score: Raw -2972988.743752 + Penalty 2010.585430 = -2970978.158321 nChanged 2025 SP:Iteration 4F (4449.849351 sec): 3 clusters Score: Raw -2974011.987436 + Penalty 2010.585430 = -2972001.402005 nChanged 2223 SP:Iteration 5F (4449.915159 sec): 3 clusters Score: Raw -2975363.602670 + Penalty 2010.585430 = -2973353.017240 nChanged 2387 SP:Iteration 6F (4450.009100 sec): 3 clusters Score: Raw -2976979.697105 + Penalty 2010.585430 = -2974969.111675 nChanged 2330 SP:Iteration 7F (4450.107928 sec): 3 clusters Score: Raw -2978475.545672 + Penalty 2010.585430 = -2976464.960242 nChanged 1936 SP:Iteration 8Q (4450.207893 sec): 3 clusters Score: Raw -2979379.583731 + Penalty 2010.585430 = -2977368.998300 nChanged 1294 SP:Iteration 9Q (4450.311923 sec): 3 clusters Score: Raw -2979768.652629 + Penalty 2010.585430 = -2977758.067198 nChanged 805 SP:Iteration 10Q (4450.414014 sec): 3 clusters Score: Raw -2979916.999265 + Penalty 2010.585430 = -2977906.413834 nChanged 471 SP:Iteration 11Q (4450.514510 sec): 3 clusters Score: Raw -2979976.477470 + Penalty 2010.585430 = -2977965.892040 nChanged 328 SP:Iteration 12Q (4450.624001 sec): 3 clusters Score: Raw -2980016.923535 + Penalty 2010.585430 = -2978006.338104 nChanged 281 SP:Iteration 13Q (4450.722380 sec): 3 clusters Score: Raw -2980056.153456 + Penalty 2010.585430 = -2978045.568025 nChanged 280 SP:Iteration 14Q (4450.824441 sec): 3 clusters Score: Raw -2980092.852813 + Penalty 2010.585430 = -2978082.267383 nChanged 284 SP:Iteration 15Q (4450.921790 sec): 3 clusters Score: Raw -2980133.956467 + Penalty 2010.585430 = -2978123.371036 nChanged 287 SP:Iteration 16Q (4451.023749 sec): 3 clusters Score: Raw -2980172.805501 + Penalty 2010.585430 = -2978162.220070 nChanged 274 SP:Iteration 17Q (4451.125903 sec): 3 clusters Score: Raw -2980207.645684 + Penalty 2010.585430 = -2978197.060254 nChanged 258 SP:Iteration 18Q (4451.229464 sec): 3 clusters Score: Raw -2980242.892310 + Penalty 2010.585430 = -2978232.306879 nChanged 257 SP:Iteration 19Q (4451.332501 sec): 3 clusters Score: Raw -2980276.016956 + Penalty 2010.585430 = -2978265.431525 nChanged 261 SP:Iteration 20F (4451.428353 sec): 3 clusters Score: Raw -2980310.244368 + Penalty 2010.585430 = -2978299.658938 nChanged 254 SP:Iteration 21Q (4451.531996 sec): 3 clusters Score: Raw -2980345.466425 + Penalty 2010.585430 = -2978334.880995 nChanged 269 SP:Iteration 22Q (4451.632156 sec): 3 clusters Score: Raw -2980382.761696 + Penalty 2010.585430 = -2978372.176266 nChanged 268 SP:Iteration 23Q (4451.734806 sec): 3 clusters Score: Raw -2980421.121323 + Penalty 2010.585430 = -2978410.535893 nChanged 283 SP:Iteration 24Q (4451.835739 sec): 3 clusters Score: Raw -2980469.686178 + Penalty 2010.585430 = -2978459.100748 nChanged 289 SP:Iteration 25Q (4451.946384 sec): 3 clusters Score: Raw -2980512.121503 + Penalty 2010.585430 = -2978501.536072 nChanged 290 SP:Iteration 26Q (4452.035537 sec): 3 clusters Score: Raw -2980551.089538 + Penalty 2010.585430 = -2978540.504108 nChanged 258 SP:Iteration 27Q (4452.140520 sec): 3 clusters Score: Raw -2980582.662344 + Penalty 2010.585430 = -2978572.076913 nChanged 238 SP:Iteration 28Q (4452.238087 sec): 3 clusters Score: Raw -2980613.003601 + Penalty 2010.585430 = -2978602.418171 nChanged 250 SP:Iteration 29Q (4452.339655 sec): 3 clusters Score: Raw -2980644.614525 + Penalty 2010.585430 = -2978634.029095 nChanged 250 SP:Iteration 30Q (4452.448198 sec): 3 clusters Score: Raw -2980675.176496 + Penalty 2010.585430 = -2978664.591065 nChanged 239 SP:Iteration 31Q (4452.536535 sec): 3 clusters Score: Raw -2980703.617285 + Penalty 2010.585430 = -2978693.031855 nChanged 247 SP:Iteration 32Q (4452.632646 sec): 3 clusters Score: Raw -2980734.610244 + Penalty 2010.585430 = -2978724.024814 nChanged 251 SP:Iteration 33Q (4452.717095 sec): 3 clusters Score: Raw -2980769.001677 + Penalty 2010.585430 = -2978758.416246 nChanged 267 SP:Iteration 34Q (4452.812652 sec): 3 clusters Score: Raw -2980805.607287 + Penalty 2010.585430 = -2978795.021857 nChanged 249 SP:Iteration 35Q (4452.907945 sec): 3 clusters Score: Raw -2980843.189025 + Penalty 2010.585430 = -2978832.603594 nChanged 285 SP:Iteration 36Q (4453.004381 sec): 3 clusters Score: Raw -2980882.278792 + Penalty 2010.585430 = -2978871.693362 nChanged 272 SP:Iteration 37Q (4453.097573 sec): 3 clusters Score: Raw -2980921.644506 + Penalty 2010.585430 = -2978911.059075 nChanged 300 SP:Iteration 38Q (4453.193779 sec): 3 clusters Score: Raw -2980968.383380 + Penalty 2010.585430 = -2978957.797949 nChanged 319 SP:Iteration 39Q (4453.290986 sec): 3 clusters Score: Raw -2981017.130585 + Penalty 2010.585430 = -2979006.545155 nChanged 341 SP:Iteration 40F (4453.381880 sec): 3 clusters Score: Raw -2981073.184980 + Penalty 2010.585430 = -2979062.599549 nChanged 381 SP:Iteration 41Q (4453.473998 sec): 3 clusters Score: Raw -2981138.948258 + Penalty 2010.585430 = -2979128.362828 nChanged 382 SP:Iteration 42Q (4453.569187 sec): 3 clusters Score: Raw -2981212.752240 + Penalty 2010.585430 = -2979202.166809 nChanged 408 SP:Iteration 43Q (4453.651838 sec): 3 clusters Score: Raw -2981294.049092 + Penalty 2010.585430 = -2979283.463662 nChanged 433 SP:Iteration 44Q (4453.741421 sec): 3 clusters Score: Raw -2981387.210791 + Penalty 2010.585430 = -2979376.625361 nChanged 451 SP:Iteration 45Q (4453.832676 sec): 3 clusters Score: Raw -2981499.434267 + Penalty 2010.585430 = -2979488.848837 nChanged 484 SP:Iteration 46Q (4453.923312 sec): 3 clusters Score: Raw -2981628.800925 + Penalty 2010.585430 = -2979618.215494 nChanged 509 SP:Iteration 47Q (4454.018078 sec): 3 clusters Score: Raw -2981779.280642 + Penalty 2010.585430 = -2979768.695212 nChanged 549 SP:Iteration 48Q (4454.085432 sec): 3 clusters Score: Raw -2981945.634833 + Penalty 2010.585430 = -2979935.049403 nChanged 568 SP:Iteration 49Q (4454.175192 sec): 3 clusters Score: Raw -2982130.007242 + Penalty 2010.585430 = -2980119.421812 nChanged 598 SP:Iteration 50Q (4454.253127 sec): 3 clusters Score: Raw -2982326.872259 + Penalty 2010.585430 = -2980316.286829 nChanged 643 SP:Iteration 51Q (4454.346003 sec): 3 clusters Score: Raw -2982562.947018 + Penalty 2010.585430 = -2980552.361588 nChanged 654 SP:Iteration 52Q (4454.437798 sec): 3 clusters Score: Raw -2982793.376504 + Penalty 2010.585430 = -2980782.791074 nChanged 574 SP:Iteration 53Q (4454.518891 sec): 3 clusters Score: Raw -2982997.736928 + Penalty 2010.585430 = -2980987.151497 nChanged 577 SP:Iteration 54Q (4454.613830 sec): 3 clusters Score: Raw -2983216.748388 + Penalty 2010.585430 = -2981206.162957 nChanged 557 SP:Iteration 55Q (4454.697371 sec): 3 clusters Score: Raw -2983426.089787 + Penalty 2010.585430 = -2981415.504357 nChanged 561 SP:Iteration 56Q (4454.789203 sec): 3 clusters Score: Raw -2983637.891840 + Penalty 2010.585430 = -2981627.306410 nChanged 508 SP:Iteration 57Q (4454.892129 sec): 3 clusters Score: Raw -2983824.881233 + Penalty 2010.585430 = -2981814.295802 nChanged 478 SP:Iteration 58Q (4454.986377 sec): 3 clusters Score: Raw -2984011.513916 + Penalty 2010.585430 = -2982000.928486 nChanged 500 SP:Iteration 59Q (4455.075422 sec): 3 clusters Score: Raw -2984214.628926 + Penalty 2010.585430 = -2982204.043495 nChanged 484 SP:Iteration 60F (4455.159371 sec): 3 clusters Score: Raw -2984433.526694 + Penalty 2010.585430 = -2982422.941263 nChanged 450 SP:Iteration 61Q (4455.263750 sec): 3 clusters Score: Raw -2984634.025180 + Penalty 2010.585430 = -2982623.439749 nChanged 409 SP:Iteration 62Q (4455.347470 sec): 3 clusters Score: Raw -2984814.609997 + Penalty 2010.585430 = -2982804.024567 nChanged 382 SP:Iteration 63Q (4455.434875 sec): 3 clusters Score: Raw -2984974.240543 + Penalty 2010.585430 = -2982963.655113 nChanged 320 SP:Iteration 64Q (4455.522178 sec): 3 clusters Score: Raw -2985116.160222 + Penalty 2010.585430 = -2983105.574791 nChanged 304 SP:Iteration 65Q (4455.623416 sec): 3 clusters Score: Raw -2985251.932534 + Penalty 2010.585430 = -2983241.347103 nChanged 254 SP:Iteration 66Q (4455.711878 sec): 3 clusters Score: Raw -2985355.257722 + Penalty 2010.585430 = -2983344.672292 nChanged 216 SP:Iteration 67Q (4455.808059 sec): 3 clusters Score: Raw -2985437.097546 + Penalty 2010.585430 = -2983426.512115 nChanged 190 SP:Iteration 68Q (4455.886193 sec): 3 clusters Score: Raw -2985507.347701 + Penalty 2010.585430 = -2983496.762270 nChanged 173 SP:Iteration 69Q (4455.972668 sec): 3 clusters Score: Raw -2985574.738806 + Penalty 2010.585430 = -2983564.153376 nChanged 157 SP:Iteration 70Q (4456.071430 sec): 3 clusters Score: Raw -2985636.316989 + Penalty 2010.585430 = -2983625.731559 nChanged 135 SP:Iteration 71Q (4456.151695 sec): 3 clusters Score: Raw -2985688.358981 + Penalty 2010.585430 = -2983677.773551 nChanged 116 SP:Iteration 72Q (4456.254330 sec): 3 clusters Score: Raw -2985730.225974 + Penalty 2010.585430 = -2983719.640544 nChanged 101 SP:Iteration 73Q (4456.345417 sec): 3 clusters Score: Raw -2985772.339131 + Penalty 2010.585430 = -2983761.753701 nChanged 96 SP:Iteration 74Q (4456.436756 sec): 3 clusters Score: Raw -2985809.850101 + Penalty 2010.585430 = -2983799.264670 nChanged 75 SP:Iteration 75Q (4456.519661 sec): 3 clusters Score: Raw -2985834.185111 + Penalty 2010.585430 = -2983823.599680 nChanged 61 SP:Iteration 76Q (4456.571379 sec): 3 clusters Score: Raw -2985855.591705 + Penalty 2010.585430 = -2983845.006275 nChanged 59 SP:Iteration 77Q (4456.624392 sec): 3 clusters Score: Raw -2985876.385648 + Penalty 2010.585430 = -2983865.800218 nChanged 58 SP:Iteration 78Q (4456.694811 sec): 3 clusters Score: Raw -2985897.710886 + Penalty 2010.585430 = -2983887.125455 nChanged 52 SP:Iteration 79Q (4456.742627 sec): 3 clusters Score: Raw -2985917.561089 + Penalty 2010.585430 = -2983906.975658 nChanged 46 SP:Iteration 80F (4456.819857 sec): 3 clusters Score: Raw -2985932.495386 + Penalty 2010.585430 = -2983921.909956 nChanged 39 SP:Iteration 81Q (4456.898895 sec): 3 clusters Score: Raw -2985943.648112 + Penalty 2010.585430 = -2983933.062682 nChanged 25 SP:Iteration 82Q (4456.992087 sec): 3 clusters Score: Raw -2985951.627850 + Penalty 2010.585430 = -2983941.042420 nChanged 26 SP:Iteration 83Q (4457.082142 sec): 3 clusters Score: Raw -2985962.401213 + Penalty 2010.585430 = -2983951.815782 nChanged 18 SP:Iteration 84Q (4457.173213 sec): 3 clusters Score: Raw -2985969.599789 + Penalty 2010.585430 = -2983959.014358 nChanged 24 SP:Iteration 85Q (4457.261941 sec): 3 clusters Score: Raw -2985979.529714 + Penalty 2010.585430 = -2983968.944283 nChanged 21 SP:Iteration 86Q (4457.351700 sec): 3 clusters Score: Raw -2985988.387043 + Penalty 2010.585430 = -2983977.801613 nChanged 15 SP:Iteration 87Q (4457.442202 sec): 3 clusters Score: Raw -2985994.198132 + Penalty 2010.585430 = -2983983.612702 nChanged 14 SP:Iteration 88Q (4457.499660 sec): 3 clusters Score: Raw -2985999.809661 + Penalty 2010.585430 = -2983989.224231 nChanged 11 SP:Iteration 89Q (4457.585108 sec): 3 clusters Score: Raw -2986003.031338 + Penalty 2010.585430 = -2983992.445908 nChanged 10 SP:Iteration 90Q (4457.677029 sec): 3 clusters Score: Raw -2986006.340562 + Penalty 2010.585430 = -2983995.755132 nChanged 6 SP:Iteration 91Q (4457.765284 sec): 3 clusters Score: Raw -2986008.594733 + Penalty 2010.585430 = -2983998.009303 nChanged 3 SP:Iteration 92Q (4457.865628 sec): 3 clusters Score: Raw -2986009.472652 + Penalty 2010.585430 = -2983998.887222 nChanged 5 SP:Iteration 93Q (4457.945138 sec): 3 clusters Score: Raw -2986011.219440 + Penalty 2010.585430 = -2984000.634009 nChanged 6 SP:Iteration 94Q (4458.034921 sec): 3 clusters Score: Raw -2986012.447130 + Penalty 2010.585430 = -2984001.861699 nChanged 2 SP:Iteration 95Q (4458.123696 sec): 3 clusters Score: Raw -2986013.634555 + Penalty 2010.585430 = -2984003.049125 nChanged 4 SP:Iteration 96Q (4458.212433 sec): 3 clusters Score: Raw -2986014.443410 + Penalty 2010.585430 = -2984003.857980 nChanged 2 SP:Iteration 97Q (4458.306685 sec): 3 clusters Score: Raw -2986014.979793 + Penalty 2010.585430 = -2984004.394363 nChanged 2 SP:Iteration 98Q (4458.396432 sec): 3 clusters Score: Raw -2986015.820729 + Penalty 2010.585430 = -2984005.235298 nChanged 0 SP:Iteration 99F (4458.491824 sec): 3 clusters Score: Raw -2986015.820729 + Penalty 2010.585430 = -2984005.235298 nChanged 0 Trying to split cluster 21 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4458.517929 sec): 2 clusters Score: Raw -209123.532232 + Penalty 756.627820 = -208366.904413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4458.551951 sec): 3 clusters Score: Raw -207600.937857 + Penalty 1513.255639 = -206087.682217 nChanged 1169 SP:Iteration 1F (4458.604040 sec): 3 clusters Score: Raw -208274.265364 + Penalty 1513.255639 = -206761.009725 nChanged 202 SP:Iteration 2F (4458.656090 sec): 3 clusters Score: Raw -208387.908932 + Penalty 1513.255639 = -206874.653293 nChanged 150 SP:Iteration 3F (4458.708530 sec): 3 clusters Score: Raw -208485.630521 + Penalty 1513.255639 = -206972.374882 nChanged 136 SP:Iteration 4Q (4458.756590 sec): 3 clusters Score: Raw -208585.516597 + Penalty 1513.255639 = -207072.260957 nChanged 122 SP:Iteration 5Q (4458.808885 sec): 3 clusters Score: Raw -208650.894083 + Penalty 1513.255639 = -207137.638444 nChanged 91 SP:Iteration 6Q (4458.847540 sec): 3 clusters Score: Raw -208691.327630 + Penalty 1513.255639 = -207178.071991 nChanged 79 SP:Iteration 7Q (4458.899183 sec): 3 clusters Score: Raw -208732.089873 + Penalty 1513.255639 = -207218.834233 nChanged 88 SP:Iteration 8Q (4458.950661 sec): 3 clusters Score: Raw -208786.454060 + Penalty 1513.255639 = -207273.198421 nChanged 93 SP:Iteration 9Q (4458.998329 sec): 3 clusters Score: Raw -208846.034064 + Penalty 1513.255639 = -207332.778425 nChanged 102 SP:Iteration 10Q (4459.043161 sec): 3 clusters Score: Raw -208917.713964 + Penalty 1513.255639 = -207404.458325 nChanged 105 SP:Iteration 11Q (4459.086745 sec): 3 clusters Score: Raw -208990.071449 + Penalty 1513.255639 = -207476.815810 nChanged 81 SP:Iteration 12Q (4459.138102 sec): 3 clusters Score: Raw -209043.495843 + Penalty 1513.255639 = -207530.240204 nChanged 63 SP:Iteration 13Q (4459.189371 sec): 3 clusters Score: Raw -209086.365004 + Penalty 1513.255639 = -207573.109365 nChanged 55 SP:Iteration 14Q (4459.223412 sec): 3 clusters Score: Raw -209125.874793 + Penalty 1513.255639 = -207612.619154 nChanged 49 SP:Iteration 15Q (4459.274803 sec): 3 clusters Score: Raw -209165.036640 + Penalty 1513.255639 = -207651.781001 nChanged 47 SP:Iteration 16Q (4459.322873 sec): 3 clusters Score: Raw -209189.625060 + Penalty 1513.255639 = -207676.369421 nChanged 30 SP:Iteration 17Q (4459.374762 sec): 3 clusters Score: Raw -209204.573399 + Penalty 1513.255639 = -207691.317760 nChanged 27 SP:Iteration 18Q (4459.422728 sec): 3 clusters Score: Raw -209214.327919 + Penalty 1513.255639 = -207701.072280 nChanged 15 SP:Iteration 19Q (4459.474030 sec): 3 clusters Score: Raw -209218.960484 + Penalty 1513.255639 = -207705.704845 nChanged 17 SP:Iteration 20F (4459.518227 sec): 3 clusters Score: Raw -209228.680871 + Penalty 1513.255639 = -207715.425231 nChanged 18 SP:Iteration 21Q (4459.562639 sec): 3 clusters Score: Raw -209237.919727 + Penalty 1513.255639 = -207724.664088 nChanged 8 SP:Iteration 22Q (4459.609837 sec): 3 clusters Score: Raw -209240.435374 + Penalty 1513.255639 = -207727.179734 nChanged 6 SP:Iteration 23Q (4459.663344 sec): 3 clusters Score: Raw -209241.842338 + Penalty 1513.255639 = -207728.586699 nChanged 7 SP:Iteration 24Q (4459.712884 sec): 3 clusters Score: Raw -209243.817494 + Penalty 1513.255639 = -207730.561855 nChanged 6 SP:Iteration 25Q (4459.764275 sec): 3 clusters Score: Raw -209245.439835 + Penalty 1513.255639 = -207732.184196 nChanged 4 SP:Iteration 26Q (4459.813017 sec): 3 clusters Score: Raw -209246.130303 + Penalty 1513.255639 = -207732.874664 nChanged 3 SP:Iteration 27Q (4459.861334 sec): 3 clusters Score: Raw -209247.255308 + Penalty 1513.255639 = -207733.999669 nChanged 4 SP:Iteration 28Q (4459.912498 sec): 3 clusters Score: Raw -209248.858533 + Penalty 1513.255639 = -207735.602894 nChanged 3 SP:Iteration 29Q (4459.963463 sec): 3 clusters Score: Raw -209251.419926 + Penalty 1513.255639 = -207738.164287 nChanged 4 SP:Iteration 30Q (4460.003638 sec): 3 clusters Score: Raw -209252.590893 + Penalty 1513.255639 = -207739.335254 nChanged 2 SP:Iteration 31Q (4460.054212 sec): 3 clusters Score: Raw -209252.778445 + Penalty 1513.255639 = -207739.522806 nChanged 1 SP:Iteration 32Q (4460.105177 sec): 3 clusters Score: Raw -209253.008696 + Penalty 1513.255639 = -207739.753057 nChanged 1 SP:Iteration 33Q (4460.155888 sec): 3 clusters Score: Raw -209253.268771 + Penalty 1513.255639 = -207740.013132 nChanged 0 SP:Iteration 34F (4460.206807 sec): 3 clusters Score: Raw -209253.268771 + Penalty 1513.255639 = -207740.013132 nChanged 0 Trying to split cluster 22 (32804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4460.253351 sec): 2 clusters Score: Raw -2487205.444633 + Penalty 987.839045 = -2486217.605588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4460.344430 sec): 3 clusters Score: Raw -2466349.711846 + Penalty 1975.678090 = -2464374.033755 nChanged 15290 SP:Iteration 1F (4460.417090 sec): 3 clusters Score: Raw -2475356.460822 + Penalty 1975.678090 = -2473380.782732 nChanged 1742 SP:Iteration 2F (4460.498312 sec): 3 clusters Score: Raw -2476123.145776 + Penalty 1975.678090 = -2474147.467686 nChanged 1859 SP:Iteration 3F (4460.580461 sec): 3 clusters Score: Raw -2477168.135254 + Penalty 1975.678090 = -2475192.457163 nChanged 2043 SP:Iteration 4F (4460.662876 sec): 3 clusters Score: Raw -2478518.828559 + Penalty 1975.678090 = -2476543.150469 nChanged 2155 SP:Iteration 5F (4460.732866 sec): 3 clusters Score: Raw -2480009.940052 + Penalty 1975.678090 = -2478034.261962 nChanged 2010 SP:Iteration 6F (4460.819169 sec): 3 clusters Score: Raw -2481379.686823 + Penalty 1975.678090 = -2479404.008732 nChanged 1769 SP:Iteration 7F (4460.889871 sec): 3 clusters Score: Raw -2482382.387008 + Penalty 1975.678090 = -2480406.708917 nChanged 1283 SP:Iteration 8Q (4460.966226 sec): 3 clusters Score: Raw -2482926.405030 + Penalty 1975.678090 = -2480950.726940 nChanged 908 SP:Iteration 9Q (4461.045247 sec): 3 clusters Score: Raw -2483223.138075 + Penalty 1975.678090 = -2481247.459985 nChanged 632 SP:Iteration 10Q (4461.132607 sec): 3 clusters Score: Raw -2483380.292536 + Penalty 1975.678090 = -2481404.614446 nChanged 447 SP:Iteration 11Q (4461.219243 sec): 3 clusters Score: Raw -2483464.584410 + Penalty 1975.678090 = -2481488.906320 nChanged 317 SP:Iteration 12Q (4461.304002 sec): 3 clusters Score: Raw -2483518.450790 + Penalty 1975.678090 = -2481542.772699 nChanged 282 SP:Iteration 13Q (4461.385871 sec): 3 clusters Score: Raw -2483563.265034 + Penalty 1975.678090 = -2481587.586944 nChanged 240 SP:Iteration 14Q (4461.466524 sec): 3 clusters Score: Raw -2483597.769834 + Penalty 1975.678090 = -2481622.091743 nChanged 196 SP:Iteration 15Q (4461.553620 sec): 3 clusters Score: Raw -2483623.077330 + Penalty 1975.678090 = -2481647.399240 nChanged 190 SP:Iteration 16Q (4461.641624 sec): 3 clusters Score: Raw -2483647.426692 + Penalty 1975.678090 = -2481671.748602 nChanged 180 SP:Iteration 17Q (4461.730881 sec): 3 clusters Score: Raw -2483665.556930 + Penalty 1975.678090 = -2481689.878840 nChanged 148 SP:Iteration 18Q (4461.816007 sec): 3 clusters Score: Raw -2483678.212013 + Penalty 1975.678090 = -2481702.533922 nChanged 126 SP:Iteration 19Q (4461.907722 sec): 3 clusters Score: Raw -2483688.466339 + Penalty 1975.678090 = -2481712.788249 nChanged 110 SP:Iteration 20F (4461.992696 sec): 3 clusters Score: Raw -2483698.636891 + Penalty 1975.678090 = -2481722.958801 nChanged 126 SP:Iteration 21Q (4462.069711 sec): 3 clusters Score: Raw -2483708.414791 + Penalty 1975.678090 = -2481732.736701 nChanged 105 SP:Iteration 22Q (4462.166766 sec): 3 clusters Score: Raw -2483715.649686 + Penalty 1975.678090 = -2481739.971596 nChanged 89 SP:Iteration 23Q (4462.253293 sec): 3 clusters Score: Raw -2483721.864377 + Penalty 1975.678090 = -2481746.186286 nChanged 85 SP:Iteration 24Q (4462.344424 sec): 3 clusters Score: Raw -2483729.081009 + Penalty 1975.678090 = -2481753.402918 nChanged 99 SP:Iteration 25Q (4462.434362 sec): 3 clusters Score: Raw -2483736.884043 + Penalty 1975.678090 = -2481761.205953 nChanged 96 SP:Iteration 26Q (4462.526163 sec): 3 clusters Score: Raw -2483745.097003 + Penalty 1975.678090 = -2481769.418913 nChanged 113 SP:Iteration 27Q (4462.616010 sec): 3 clusters Score: Raw -2483754.310029 + Penalty 1975.678090 = -2481778.631938 nChanged 117 SP:Iteration 28Q (4462.708001 sec): 3 clusters Score: Raw -2483765.580579 + Penalty 1975.678090 = -2481789.902489 nChanged 125 SP:Iteration 29Q (4462.793769 sec): 3 clusters Score: Raw -2483776.418515 + Penalty 1975.678090 = -2481800.740425 nChanged 128 SP:Iteration 30Q (4462.887696 sec): 3 clusters Score: Raw -2483788.108542 + Penalty 1975.678090 = -2481812.430451 nChanged 128 SP:Iteration 31Q (4462.970481 sec): 3 clusters Score: Raw -2483798.760373 + Penalty 1975.678090 = -2481823.082282 nChanged 105 SP:Iteration 32Q (4463.055121 sec): 3 clusters Score: Raw -2483807.936053 + Penalty 1975.678090 = -2481832.257963 nChanged 100 SP:Iteration 33Q (4463.134579 sec): 3 clusters Score: Raw -2483817.101563 + Penalty 1975.678090 = -2481841.423472 nChanged 107 SP:Iteration 34Q (4463.222550 sec): 3 clusters Score: Raw -2483827.153468 + Penalty 1975.678090 = -2481851.475378 nChanged 111 SP:Iteration 35Q (4463.311104 sec): 3 clusters Score: Raw -2483836.029230 + Penalty 1975.678090 = -2481860.351140 nChanged 119 SP:Iteration 36Q (4463.402462 sec): 3 clusters Score: Raw -2483845.335720 + Penalty 1975.678090 = -2481869.657629 nChanged 111 SP:Iteration 37Q (4463.492793 sec): 3 clusters Score: Raw -2483855.086970 + Penalty 1975.678090 = -2481879.408880 nChanged 104 SP:Iteration 38Q (4463.572376 sec): 3 clusters Score: Raw -2483863.662207 + Penalty 1975.678090 = -2481887.984117 nChanged 102 SP:Iteration 39Q (4463.655812 sec): 3 clusters Score: Raw -2483873.414996 + Penalty 1975.678090 = -2481897.736906 nChanged 124 SP:Iteration 40F (4463.741491 sec): 3 clusters Score: Raw -2483885.277248 + Penalty 1975.678090 = -2481909.599158 nChanged 126 SP:Iteration 41Q (4463.831836 sec): 3 clusters Score: Raw -2483895.178156 + Penalty 1975.678090 = -2481919.500065 nChanged 102 SP:Iteration 42Q (4463.921725 sec): 3 clusters Score: Raw -2483901.052163 + Penalty 1975.678090 = -2481925.374073 nChanged 73 SP:Iteration 43Q (4464.010016 sec): 3 clusters Score: Raw -2483904.860365 + Penalty 1975.678090 = -2481929.182274 nChanged 63 SP:Iteration 44Q (4464.078408 sec): 3 clusters Score: Raw -2483908.139130 + Penalty 1975.678090 = -2481932.461040 nChanged 54 SP:Iteration 45Q (4464.131216 sec): 3 clusters Score: Raw -2483910.592408 + Penalty 1975.678090 = -2481934.914318 nChanged 47 SP:Iteration 46Q (4464.222620 sec): 3 clusters Score: Raw -2483912.153480 + Penalty 1975.678090 = -2481936.475390 nChanged 33 SP:Iteration 47Q (4464.312807 sec): 3 clusters Score: Raw -2483913.417279 + Penalty 1975.678090 = -2481937.739189 nChanged 32 SP:Iteration 48Q (4464.405485 sec): 3 clusters Score: Raw -2483914.479887 + Penalty 1975.678090 = -2481938.801796 nChanged 26 SP:Iteration 49Q (4464.493504 sec): 3 clusters Score: Raw -2483915.564848 + Penalty 1975.678090 = -2481939.886758 nChanged 34 SP:Iteration 50Q (4464.585745 sec): 3 clusters Score: Raw -2483916.742657 + Penalty 1975.678090 = -2481941.064566 nChanged 24 SP:Iteration 51Q (4464.676854 sec): 3 clusters Score: Raw -2483917.520900 + Penalty 1975.678090 = -2481941.842809 nChanged 26 SP:Iteration 52Q (4464.767770 sec): 3 clusters Score: Raw -2483918.361947 + Penalty 1975.678090 = -2481942.683857 nChanged 21 SP:Iteration 53Q (4464.863071 sec): 3 clusters Score: Raw -2483918.838929 + Penalty 1975.678090 = -2481943.160838 nChanged 12 SP:Iteration 54Q (4464.954526 sec): 3 clusters Score: Raw -2483919.013824 + Penalty 1975.678090 = -2481943.335733 nChanged 7 SP:Iteration 55Q (4465.049170 sec): 3 clusters Score: Raw -2483919.147410 + Penalty 1975.678090 = -2481943.469320 nChanged 14 SP:Iteration 56Q (4465.135617 sec): 3 clusters Score: Raw -2483919.778600 + Penalty 1975.678090 = -2481944.100510 nChanged 17 SP:Iteration 57Q (4465.227889 sec): 3 clusters Score: Raw -2483920.412399 + Penalty 1975.678090 = -2481944.734309 nChanged 17 SP:Iteration 58Q (4465.320320 sec): 3 clusters Score: Raw -2483920.834530 + Penalty 1975.678090 = -2481945.156440 nChanged 9 SP:Iteration 59Q (4465.411345 sec): 3 clusters Score: Raw -2483921.090310 + Penalty 1975.678090 = -2481945.412220 nChanged 10 SP:Iteration 60F (4465.503126 sec): 3 clusters Score: Raw -2483921.330152 + Penalty 1975.678090 = -2481945.652062 nChanged 10 SP:Iteration 61Q (4465.595263 sec): 3 clusters Score: Raw -2483921.650625 + Penalty 1975.678090 = -2481945.972535 nChanged 13 SP:Iteration 62Q (4465.685309 sec): 3 clusters Score: Raw -2483922.174546 + Penalty 1975.678090 = -2481946.496455 nChanged 16 SP:Iteration 63Q (4465.778148 sec): 3 clusters Score: Raw -2483922.740267 + Penalty 1975.678090 = -2481947.062177 nChanged 16 SP:Iteration 64Q (4465.869638 sec): 3 clusters Score: Raw -2483923.205996 + Penalty 1975.678090 = -2481947.527906 nChanged 13 SP:Iteration 65Q (4465.961487 sec): 3 clusters Score: Raw -2483924.027669 + Penalty 1975.678090 = -2481948.349579 nChanged 23 SP:Iteration 66Q (4466.053332 sec): 3 clusters Score: Raw -2483924.976290 + Penalty 1975.678090 = -2481949.298200 nChanged 25 SP:Iteration 67Q (4466.142716 sec): 3 clusters Score: Raw -2483925.938736 + Penalty 1975.678090 = -2481950.260646 nChanged 24 SP:Iteration 68Q (4466.240155 sec): 3 clusters Score: Raw -2483926.625271 + Penalty 1975.678090 = -2481950.947181 nChanged 22 SP:Iteration 69Q (4466.336925 sec): 3 clusters Score: Raw -2483927.384733 + Penalty 1975.678090 = -2481951.706643 nChanged 27 SP:Iteration 70Q (4466.427220 sec): 3 clusters Score: Raw -2483928.253444 + Penalty 1975.678090 = -2481952.575354 nChanged 25 SP:Iteration 71Q (4466.511246 sec): 3 clusters Score: Raw -2483929.089541 + Penalty 1975.678090 = -2481953.411451 nChanged 29 SP:Iteration 72Q (4466.599309 sec): 3 clusters Score: Raw -2483930.090816 + Penalty 1975.678090 = -2481954.412725 nChanged 31 SP:Iteration 73Q (4466.683156 sec): 3 clusters Score: Raw -2483931.290695 + Penalty 1975.678090 = -2481955.612604 nChanged 36 SP:Iteration 74Q (4466.771510 sec): 3 clusters Score: Raw -2483932.571422 + Penalty 1975.678090 = -2481956.893332 nChanged 20 SP:Iteration 75Q (4466.858367 sec): 3 clusters Score: Raw -2483933.299680 + Penalty 1975.678090 = -2481957.621589 nChanged 20 SP:Iteration 76Q (4466.936373 sec): 3 clusters Score: Raw -2483934.050831 + Penalty 1975.678090 = -2481958.372740 nChanged 26 SP:Iteration 77Q (4467.027276 sec): 3 clusters Score: Raw -2483934.756812 + Penalty 1975.678090 = -2481959.078722 nChanged 22 SP:Iteration 78Q (4467.114586 sec): 3 clusters Score: Raw -2483935.294776 + Penalty 1975.678090 = -2481959.616685 nChanged 16 SP:Iteration 79Q (4467.207649 sec): 3 clusters Score: Raw -2483935.834042 + Penalty 1975.678090 = -2481960.155952 nChanged 24 SP:Iteration 80F (4467.290309 sec): 3 clusters Score: Raw -2483936.515365 + Penalty 1975.678090 = -2481960.837275 nChanged 19 SP:Iteration 81Q (4467.376588 sec): 3 clusters Score: Raw -2483936.952982 + Penalty 1975.678090 = -2481961.274891 nChanged 9 SP:Iteration 82Q (4467.464035 sec): 3 clusters Score: Raw -2483937.075886 + Penalty 1975.678090 = -2481961.397796 nChanged 4 SP:Iteration 83Q (4467.546360 sec): 3 clusters Score: Raw -2483937.151289 + Penalty 1975.678090 = -2481961.473199 nChanged 6 SP:Iteration 84Q (4467.634731 sec): 3 clusters Score: Raw -2483937.263559 + Penalty 1975.678090 = -2481961.585469 nChanged 4 SP:Iteration 85Q (4467.715764 sec): 3 clusters Score: Raw -2483937.365880 + Penalty 1975.678090 = -2481961.687789 nChanged 6 SP:Iteration 86Q (4467.797827 sec): 3 clusters Score: Raw -2483937.522917 + Penalty 1975.678090 = -2481961.844827 nChanged 5 SP:Iteration 87Q (4467.884933 sec): 3 clusters Score: Raw -2483937.615267 + Penalty 1975.678090 = -2481961.937177 nChanged 5 SP:Iteration 88Q (4467.971024 sec): 3 clusters Score: Raw -2483937.674897 + Penalty 1975.678090 = -2481961.996806 nChanged 5 SP:Iteration 89Q (4468.057788 sec): 3 clusters Score: Raw -2483937.765592 + Penalty 1975.678090 = -2481962.087501 nChanged 7 SP:Iteration 90Q (4468.146388 sec): 3 clusters Score: Raw -2483937.833561 + Penalty 1975.678090 = -2481962.155471 nChanged 2 SP:Iteration 91Q (4468.233098 sec): 3 clusters Score: Raw -2483937.845610 + Penalty 1975.678090 = -2481962.167520 nChanged 1 SP:Iteration 92Q (4468.321329 sec): 3 clusters Score: Raw -2483937.860323 + Penalty 1975.678090 = -2481962.182233 nChanged 1 SP:Iteration 93Q (4468.408597 sec): 3 clusters Score: Raw -2483937.880497 + Penalty 1975.678090 = -2481962.202407 nChanged 4 SP:Iteration 94Q (4468.496493 sec): 3 clusters Score: Raw -2483937.919816 + Penalty 1975.678090 = -2481962.241726 nChanged 3 SP:Iteration 95Q (4468.585888 sec): 3 clusters Score: Raw -2483937.956186 + Penalty 1975.678090 = -2481962.278096 nChanged 3 SP:Iteration 96Q (4468.674223 sec): 3 clusters Score: Raw -2483937.992801 + Penalty 1975.678090 = -2481962.314711 nChanged 3 SP:Iteration 97Q (4468.758140 sec): 3 clusters Score: Raw -2483938.014032 + Penalty 1975.678090 = -2481962.335942 nChanged 1 SP:Iteration 98Q (4468.850275 sec): 3 clusters Score: Raw -2483938.018229 + Penalty 1975.678090 = -2481962.340139 nChanged 1 SP:Iteration 99Q (4468.940867 sec): 3 clusters Score: Raw -2483938.035181 + Penalty 1975.678090 = -2481962.357090 nChanged 1 SP:Iteration 100F (4469.023053 sec): 3 clusters Score: Raw -2483938.047403 + Penalty 1975.678090 = -2481962.369313 nChanged 0 Trying to split cluster 23 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4469.047966 sec): 2 clusters Score: Raw -97122.717192 + Penalty 689.482229 = -96433.234963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4469.082813 sec): 3 clusters Score: Raw -96469.915143 + Penalty 1378.964459 = -95090.950684 nChanged 522 SP:Iteration 1F (4469.132459 sec): 3 clusters Score: Raw -96840.581933 + Penalty 1378.964459 = -95461.617475 nChanged 144 SP:Iteration 2F (4469.180125 sec): 3 clusters Score: Raw -96976.164611 + Penalty 1378.964459 = -95597.200152 nChanged 89 SP:Iteration 3F (4469.222292 sec): 3 clusters Score: Raw -97049.928513 + Penalty 1378.964459 = -95670.964054 nChanged 73 SP:Iteration 4F (4469.269567 sec): 3 clusters Score: Raw -97119.047317 + Penalty 1378.964459 = -95740.082858 nChanged 68 SP:Iteration 5Q (4469.319822 sec): 3 clusters Score: Raw -97175.339204 + Penalty 1378.964459 = -95796.374745 nChanged 49 SP:Iteration 6Q (4469.365513 sec): 3 clusters Score: Raw -97218.895523 + Penalty 1378.964459 = -95839.931064 nChanged 38 SP:Iteration 7Q (4469.405993 sec): 3 clusters Score: Raw -97245.880153 + Penalty 1378.964459 = -95866.915695 nChanged 26 SP:Iteration 8Q (4469.442611 sec): 3 clusters Score: Raw -97262.658262 + Penalty 1378.964459 = -95883.693804 nChanged 16 SP:Iteration 9Q (4469.491029 sec): 3 clusters Score: Raw -97276.453116 + Penalty 1378.964459 = -95897.488658 nChanged 18 SP:Iteration 10Q (4469.539288 sec): 3 clusters Score: Raw -97288.932085 + Penalty 1378.964459 = -95909.967626 nChanged 17 SP:Iteration 11Q (4469.587267 sec): 3 clusters Score: Raw -97301.166675 + Penalty 1378.964459 = -95922.202216 nChanged 12 SP:Iteration 12Q (4469.622002 sec): 3 clusters Score: Raw -97309.716644 + Penalty 1378.964459 = -95930.752185 nChanged 9 SP:Iteration 13Q (4469.632531 sec): 3 clusters Score: Raw -97314.992364 + Penalty 1378.964459 = -95936.027906 nChanged 6 SP:Iteration 14Q (4469.638012 sec): 3 clusters Score: Raw -97317.025324 + Penalty 1378.964459 = -95938.060865 nChanged 1 SP:Iteration 15Q (4469.643464 sec): 3 clusters Score: Raw -97317.322516 + Penalty 1378.964459 = -95938.358058 nChanged 0 SP:Iteration 16F (4469.649055 sec): 3 clusters Score: Raw -97317.322516 + Penalty 1378.964459 = -95938.358058 nChanged 0 Trying to split cluster 24 (3541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4469.671963 sec): 2 clusters Score: Raw -260213.169607 + Penalty 776.355623 = -259436.813984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4469.718959 sec): 3 clusters Score: Raw -258325.571937 + Penalty 1552.711246 = -256772.860692 nChanged 1495 SP:Iteration 1F (4469.766207 sec): 3 clusters Score: Raw -259201.445924 + Penalty 1552.711246 = -257648.734678 nChanged 331 SP:Iteration 2F (4469.818003 sec): 3 clusters Score: Raw -259473.760632 + Penalty 1552.711246 = -257921.049386 nChanged 293 SP:Iteration 3F (4469.863893 sec): 3 clusters Score: Raw -259732.853217 + Penalty 1552.711246 = -258180.141971 nChanged 240 SP:Iteration 4F (4469.918955 sec): 3 clusters Score: Raw -259932.139685 + Penalty 1552.711246 = -258379.428440 nChanged 195 SP:Iteration 5F (4469.974481 sec): 3 clusters Score: Raw -260074.762740 + Penalty 1552.711246 = -258522.051494 nChanged 129 SP:Iteration 6Q (4470.019471 sec): 3 clusters Score: Raw -260159.811031 + Penalty 1552.711246 = -258607.099786 nChanged 105 SP:Iteration 7Q (4470.056285 sec): 3 clusters Score: Raw -260230.878527 + Penalty 1552.711246 = -258678.167281 nChanged 81 SP:Iteration 8Q (4470.113779 sec): 3 clusters Score: Raw -260283.900528 + Penalty 1552.711246 = -258731.189282 nChanged 56 SP:Iteration 9Q (4470.165905 sec): 3 clusters Score: Raw -260322.110844 + Penalty 1552.711246 = -258769.399598 nChanged 53 SP:Iteration 10Q (4470.211659 sec): 3 clusters Score: Raw -260358.519117 + Penalty 1552.711246 = -258805.807871 nChanged 43 SP:Iteration 11Q (4470.260908 sec): 3 clusters Score: Raw -260383.155597 + Penalty 1552.711246 = -258830.444351 nChanged 33 SP:Iteration 12Q (4470.303829 sec): 3 clusters Score: Raw -260401.644920 + Penalty 1552.711246 = -258848.933674 nChanged 30 SP:Iteration 13Q (4470.355663 sec): 3 clusters Score: Raw -260419.323308 + Penalty 1552.711246 = -258866.612062 nChanged 24 SP:Iteration 14Q (4470.388432 sec): 3 clusters Score: Raw -260431.861762 + Penalty 1552.711246 = -258879.150516 nChanged 21 SP:Iteration 15Q (4470.431584 sec): 3 clusters Score: Raw -260442.367804 + Penalty 1552.711246 = -258889.656558 nChanged 21 SP:Iteration 16Q (4470.467765 sec): 3 clusters Score: Raw -260453.287359 + Penalty 1552.711246 = -258900.576113 nChanged 19 SP:Iteration 17Q (4470.500086 sec): 3 clusters Score: Raw -260463.405091 + Penalty 1552.711246 = -258910.693845 nChanged 22 SP:Iteration 18Q (4470.553883 sec): 3 clusters Score: Raw -260472.438206 + Penalty 1552.711246 = -258919.726960 nChanged 16 SP:Iteration 19Q (4470.591083 sec): 3 clusters Score: Raw -260479.227162 + Penalty 1552.711246 = -258926.515917 nChanged 12 SP:Iteration 20F (4470.640929 sec): 3 clusters Score: Raw -260484.122046 + Penalty 1552.711246 = -258931.410800 nChanged 7 SP:Iteration 21Q (4470.685197 sec): 3 clusters Score: Raw -260487.323314 + Penalty 1552.711246 = -258934.612068 nChanged 3 SP:Iteration 22Q (4470.739487 sec): 3 clusters Score: Raw -260488.069453 + Penalty 1552.711246 = -258935.358207 nChanged 3 SP:Iteration 23Q (4470.781774 sec): 3 clusters Score: Raw -260488.893079 + Penalty 1552.711246 = -258936.181833 nChanged 2 SP:Iteration 24Q (4470.840659 sec): 3 clusters Score: Raw -260489.834509 + Penalty 1552.711246 = -258937.123264 nChanged 1 SP:Iteration 25Q (4470.879732 sec): 3 clusters Score: Raw -260489.926735 + Penalty 1552.711246 = -258937.215489 nChanged 0 SP:Iteration 26F (4470.935177 sec): 3 clusters Score: Raw -260489.926735 + Penalty 1552.711246 = -258937.215489 nChanged 0 Iteration 339Q (4473.360511 sec): 25 clusters Score: Raw -25401417.484788 + Penalty 29149.392721 = -25372268.092067 nChanged 13 Iteration 340F (4477.714492 sec): 25 clusters Score: Raw -25401417.625580 + Penalty 29149.392721 = -25372268.232859 nChanged 10 Iteration 341Q (4480.169959 sec): 25 clusters Score: Raw -25401417.731615 + Penalty 29149.392721 = -25372268.338894 nChanged 11 Iteration 342Q (4482.829693 sec): 25 clusters Score: Raw -25401417.901833 + Penalty 29149.392721 = -25372268.509112 nChanged 11 Iteration 343Q (4485.412639 sec): 25 clusters Score: Raw -25401418.138047 + Penalty 29149.392721 = -25372268.745326 nChanged 14 Iteration 344Q (4487.764614 sec): 25 clusters Score: Raw -25401418.337598 + Penalty 29149.392721 = -25372268.944877 nChanged 12 Iteration 345Q (4490.454512 sec): 25 clusters Score: Raw -25401418.614648 + Penalty 29149.392721 = -25372269.221928 nChanged 12 Iteration 346Q (4492.959482 sec): 25 clusters Score: Raw -25401418.866826 + Penalty 29149.392721 = -25372269.474105 nChanged 14 Iteration 347Q (4495.360857 sec): 25 clusters Score: Raw -25401419.087300 + Penalty 29149.392721 = -25372269.694580 nChanged 17 Iteration 348Q (4497.985480 sec): 25 clusters Score: Raw -25401419.312480 + Penalty 29149.392721 = -25372269.919759 nChanged 12 Iteration 349Q (4500.554644 sec): 25 clusters Score: Raw -25401419.497068 + Penalty 29149.392721 = -25372270.104347 nChanged 12 Iteration 350Q (4502.901026 sec): 25 clusters Score: Raw -25401419.631328 + Penalty 29149.392721 = -25372270.238607 nChanged 15 Iteration 351Q (4505.411772 sec): 25 clusters Score: Raw -25401419.775181 + Penalty 29149.392721 = -25372270.382460 nChanged 13 Iteration 352Q (4508.052978 sec): 25 clusters Score: Raw -25401419.899054 + Penalty 29149.392721 = -25372270.506333 nChanged 10 Iteration 353Q (4510.551045 sec): 25 clusters Score: Raw -25401419.990295 + Penalty 29149.392721 = -25372270.597574 nChanged 12 Iteration 354Q (4513.093670 sec): 25 clusters Score: Raw -25401420.150544 + Penalty 29149.392721 = -25372270.757823 nChanged 12 Iteration 355Q (4515.701027 sec): 25 clusters Score: Raw -25401420.411238 + Penalty 29149.392721 = -25372271.018517 nChanged 17 Iteration 356Q (4518.195192 sec): 25 clusters Score: Raw -25401420.665125 + Penalty 29149.392721 = -25372271.272404 nChanged 18 Iteration 357Q (4520.616070 sec): 25 clusters Score: Raw -25401420.950766 + Penalty 29149.392721 = -25372271.558045 nChanged 21 Iteration 358Q (4523.241064 sec): 25 clusters Score: Raw -25401421.302187 + Penalty 29149.392721 = -25372271.909466 nChanged 28 Iteration 359Q (4525.605170 sec): 25 clusters Score: Raw -25401421.790910 + Penalty 29149.392721 = -25372272.398189 nChanged 27 Iteration 360F (4529.882171 sec): 25 clusters Score: Raw -25401422.395868 + Penalty 29149.392721 = -25372273.003147 nChanged 31 Iteration 361Q (4532.304384 sec): 25 clusters Score: Raw -25401422.972080 + Penalty 29149.392721 = -25372273.579359 nChanged 37 Iteration 362Q (4534.853656 sec): 25 clusters Score: Raw -25401423.755997 + Penalty 29149.392721 = -25372274.363276 nChanged 37 Iteration 363Q (4537.480492 sec): 25 clusters Score: Raw -25401424.318403 + Penalty 29149.392721 = -25372274.925682 nChanged 24 Iteration 364Q (4539.973910 sec): 25 clusters Score: Raw -25401424.651991 + Penalty 29149.392721 = -25372275.259271 nChanged 27 Iteration 365Q (4542.688083 sec): 25 clusters Score: Raw -25401425.232012 + Penalty 29149.392721 = -25372275.839291 nChanged 34 Iteration 366Q (4545.141254 sec): 25 clusters Score: Raw -25401425.779218 + Penalty 29149.392721 = -25372276.386497 nChanged 31 Iteration 367Q (4547.471503 sec): 25 clusters Score: Raw -25401426.539584 + Penalty 29149.392721 = -25372277.146863 nChanged 34 Iteration 368Q (4550.148851 sec): 25 clusters Score: Raw -25401427.236449 + Penalty 29149.392721 = -25372277.843728 nChanged 32 Iteration 369Q (4552.661844 sec): 25 clusters Score: Raw -25401427.751853 + Penalty 29149.392721 = -25372278.359132 nChanged 35 Iteration 370Q (4555.053260 sec): 25 clusters Score: Raw -25401428.327786 + Penalty 29149.392721 = -25372278.935065 nChanged 36 Iteration 371Q (4557.578912 sec): 25 clusters Score: Raw -25401429.012708 + Penalty 29149.392721 = -25372279.619987 nChanged 45 Iteration 372Q (4560.222171 sec): 25 clusters Score: Raw -25401429.783474 + Penalty 29149.392721 = -25372280.390753 nChanged 35 Iteration 373Q (4562.662651 sec): 25 clusters Score: Raw -25401430.345507 + Penalty 29149.392721 = -25372280.952786 nChanged 34 Iteration 374Q (4565.230777 sec): 25 clusters Score: Raw -25401430.930189 + Penalty 29149.392721 = -25372281.537468 nChanged 40 Iteration 375Q (4567.869155 sec): 25 clusters Score: Raw -25401431.649553 + Penalty 29149.392721 = -25372282.256832 nChanged 48 Iteration 376Q (4570.321551 sec): 25 clusters Score: Raw -25401432.380958 + Penalty 29149.392721 = -25372282.988237 nChanged 39 Iteration 377Q (4572.903807 sec): 25 clusters Score: Raw -25401433.185686 + Penalty 29149.392721 = -25372283.792966 nChanged 41 Iteration 378Q (4575.495109 sec): 25 clusters Score: Raw -25401433.855244 + Penalty 29149.392721 = -25372284.462524 nChanged 44 Writing temp clu file Because OldScore, -25372283.792966, is greater than current (better) Score,-25372284.462524 Compute initial score before splitting: Score: Raw -25401433.855244 + Penalty 29149.392721 = -25372284.462524 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4575.606483 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4575.615347 sec): 3 clusters Score: Raw -170951.485833 + Penalty 1457.912393 = -169493.573440 nChanged 841 SP:Iteration 1F (4575.623467 sec): 3 clusters Score: Raw -171483.771927 + Penalty 1457.912393 = -170025.859534 nChanged 174 SP:Iteration 2F (4575.631487 sec): 3 clusters Score: Raw -171597.041648 + Penalty 1457.912393 = -170139.129255 nChanged 128 SP:Iteration 3F (4575.639566 sec): 3 clusters Score: Raw -171673.350740 + Penalty 1457.912393 = -170215.438347 nChanged 86 SP:Iteration 4Q (4575.647594 sec): 3 clusters Score: Raw -171724.235907 + Penalty 1457.912393 = -170266.323513 nChanged 90 SP:Iteration 5Q (4575.655703 sec): 3 clusters Score: Raw -171768.851798 + Penalty 1457.912393 = -170310.939405 nChanged 72 SP:Iteration 6Q (4575.663790 sec): 3 clusters Score: Raw -171797.848541 + Penalty 1457.912393 = -170339.936148 nChanged 45 SP:Iteration 7Q (4575.671873 sec): 3 clusters Score: Raw -171821.618276 + Penalty 1457.912393 = -170363.705883 nChanged 49 SP:Iteration 8Q (4575.679916 sec): 3 clusters Score: Raw -171850.352196 + Penalty 1457.912393 = -170392.439803 nChanged 49 SP:Iteration 9Q (4575.687973 sec): 3 clusters Score: Raw -171874.627118 + Penalty 1457.912393 = -170416.714725 nChanged 37 SP:Iteration 10Q (4575.695936 sec): 3 clusters Score: Raw -171896.584039 + Penalty 1457.912393 = -170438.671646 nChanged 35 SP:Iteration 11Q (4575.703892 sec): 3 clusters Score: Raw -171915.655629 + Penalty 1457.912393 = -170457.743236 nChanged 45 SP:Iteration 12Q (4575.711850 sec): 3 clusters Score: Raw -171940.651930 + Penalty 1457.912393 = -170482.739537 nChanged 39 SP:Iteration 13Q (4575.719895 sec): 3 clusters Score: Raw -171957.449544 + Penalty 1457.912393 = -170499.537151 nChanged 31 SP:Iteration 14Q (4575.728033 sec): 3 clusters Score: Raw -171972.138721 + Penalty 1457.912393 = -170514.226328 nChanged 29 SP:Iteration 15Q (4575.750044 sec): 3 clusters Score: Raw -171987.435530 + Penalty 1457.912393 = -170529.523137 nChanged 32 SP:Iteration 16Q (4575.758570 sec): 3 clusters Score: Raw -172004.365896 + Penalty 1457.912393 = -170546.453503 nChanged 25 SP:Iteration 17Q (4575.766464 sec): 3 clusters Score: Raw -172015.512949 + Penalty 1457.912393 = -170557.600556 nChanged 16 SP:Iteration 18Q (4575.774337 sec): 3 clusters Score: Raw -172024.029242 + Penalty 1457.912393 = -170566.116849 nChanged 21 SP:Iteration 19Q (4575.782298 sec): 3 clusters Score: Raw -172036.157498 + Penalty 1457.912393 = -170578.245105 nChanged 22 SP:Iteration 20F (4575.790321 sec): 3 clusters Score: Raw -172045.926627 + Penalty 1457.912393 = -170588.014234 nChanged 18 SP:Iteration 21Q (4575.798226 sec): 3 clusters Score: Raw -172052.564592 + Penalty 1457.912393 = -170594.652199 nChanged 14 SP:Iteration 22Q (4575.806147 sec): 3 clusters Score: Raw -172057.833743 + Penalty 1457.912393 = -170599.921350 nChanged 15 SP:Iteration 23Q (4575.813954 sec): 3 clusters Score: Raw -172065.913996 + Penalty 1457.912393 = -170608.001603 nChanged 11 SP:Iteration 24Q (4575.821877 sec): 3 clusters Score: Raw -172072.232504 + Penalty 1457.912393 = -170614.320111 nChanged 18 SP:Iteration 25Q (4575.829767 sec): 3 clusters Score: Raw -172079.203808 + Penalty 1457.912393 = -170621.291415 nChanged 12 SP:Iteration 26Q (4575.845660 sec): 3 clusters Score: Raw -172084.240372 + Penalty 1457.912393 = -170626.327979 nChanged 9 SP:Iteration 27Q (4575.853987 sec): 3 clusters Score: Raw -172087.922247 + Penalty 1457.912393 = -170630.009854 nChanged 5 SP:Iteration 28Q (4575.861823 sec): 3 clusters Score: Raw -172090.557884 + Penalty 1457.912393 = -170632.645491 nChanged 9 SP:Iteration 29Q (4575.869662 sec): 3 clusters Score: Raw -172093.812484 + Penalty 1457.912393 = -170635.900091 nChanged 5 SP:Iteration 30Q (4575.877504 sec): 3 clusters Score: Raw -172095.839195 + Penalty 1457.912393 = -170637.926802 nChanged 6 SP:Iteration 31Q (4575.885372 sec): 3 clusters Score: Raw -172099.352027 + Penalty 1457.912393 = -170641.439634 nChanged 8 SP:Iteration 32Q (4575.893269 sec): 3 clusters Score: Raw -172104.098470 + Penalty 1457.912393 = -170646.186077 nChanged 6 SP:Iteration 33Q (4575.901067 sec): 3 clusters Score: Raw -172106.047414 + Penalty 1457.912393 = -170648.135021 nChanged 2 SP:Iteration 34Q (4575.908966 sec): 3 clusters Score: Raw -172106.307300 + Penalty 1457.912393 = -170648.394907 nChanged 0 SP:Iteration 35F (4575.916995 sec): 3 clusters Score: Raw -172106.307300 + Penalty 1457.912393 = -170648.394907 nChanged 0 Trying to split cluster 2 (27818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4575.960503 sec): 2 clusters Score: Raw -2042320.533984 + Penalty 972.176664 = -2041348.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4576.010625 sec): 3 clusters Score: Raw -2024745.385372 + Penalty 1944.353329 = -2022801.032043 nChanged 13013 SP:Iteration 1F (4576.057486 sec): 3 clusters Score: Raw -2032496.654659 + Penalty 1944.353329 = -2030552.301331 nChanged 1397 SP:Iteration 2F (4576.104148 sec): 3 clusters Score: Raw -2033119.334592 + Penalty 1944.353329 = -2031174.981264 nChanged 1472 SP:Iteration 3F (4576.194904 sec): 3 clusters Score: Raw -2033996.816340 + Penalty 1944.353329 = -2032052.463011 nChanged 1704 SP:Iteration 4F (4576.278971 sec): 3 clusters Score: Raw -2035284.147380 + Penalty 1944.353329 = -2033339.794051 nChanged 1907 SP:Iteration 5F (4576.363120 sec): 3 clusters Score: Raw -2036857.822788 + Penalty 1944.353329 = -2034913.469459 nChanged 1817 SP:Iteration 6F (4576.446905 sec): 3 clusters Score: Raw -2038358.515480 + Penalty 1944.353329 = -2036414.162152 nChanged 1610 SP:Iteration 7F (4576.530579 sec): 3 clusters Score: Raw -2039623.353392 + Penalty 1944.353329 = -2037679.000064 nChanged 1245 SP:Iteration 8Q (4576.616021 sec): 3 clusters Score: Raw -2040477.457122 + Penalty 1944.353329 = -2038533.103793 nChanged 923 SP:Iteration 9Q (4576.695504 sec): 3 clusters Score: Raw -2041003.511036 + Penalty 1944.353329 = -2039059.157707 nChanged 670 SP:Iteration 10Q (4576.779290 sec): 3 clusters Score: Raw -2041335.841529 + Penalty 1944.353329 = -2039391.488201 nChanged 551 SP:Iteration 11Q (4576.863066 sec): 3 clusters Score: Raw -2041576.167952 + Penalty 1944.353329 = -2039631.814623 nChanged 448 SP:Iteration 12Q (4576.945780 sec): 3 clusters Score: Raw -2041747.276910 + Penalty 1944.353329 = -2039802.923581 nChanged 379 SP:Iteration 13Q (4577.030143 sec): 3 clusters Score: Raw -2041871.136740 + Penalty 1944.353329 = -2039926.783412 nChanged 311 SP:Iteration 14Q (4577.113878 sec): 3 clusters Score: Raw -2041953.929192 + Penalty 1944.353329 = -2040009.575863 nChanged 253 SP:Iteration 15Q (4577.191998 sec): 3 clusters Score: Raw -2042015.196342 + Penalty 1944.353329 = -2040070.843013 nChanged 208 SP:Iteration 16Q (4577.278616 sec): 3 clusters Score: Raw -2042064.368556 + Penalty 1944.353329 = -2040120.015227 nChanged 193 SP:Iteration 17Q (4577.344829 sec): 3 clusters Score: Raw -2042108.602318 + Penalty 1944.353329 = -2040164.248989 nChanged 204 SP:Iteration 18Q (4577.421930 sec): 3 clusters Score: Raw -2042164.854474 + Penalty 1944.353329 = -2040220.501145 nChanged 200 SP:Iteration 19Q (4577.503150 sec): 3 clusters Score: Raw -2042222.352048 + Penalty 1944.353329 = -2040277.998719 nChanged 189 SP:Iteration 20F (4577.587193 sec): 3 clusters Score: Raw -2042271.866108 + Penalty 1944.353329 = -2040327.512780 nChanged 194 SP:Iteration 21Q (4577.669697 sec): 3 clusters Score: Raw -2042321.258276 + Penalty 1944.353329 = -2040376.904948 nChanged 203 SP:Iteration 22Q (4577.750639 sec): 3 clusters Score: Raw -2042385.417396 + Penalty 1944.353329 = -2040441.064067 nChanged 218 SP:Iteration 23Q (4577.828041 sec): 3 clusters Score: Raw -2042464.406117 + Penalty 1944.353329 = -2040520.052789 nChanged 226 SP:Iteration 24Q (4577.908250 sec): 3 clusters Score: Raw -2042551.271208 + Penalty 1944.353329 = -2040606.917879 nChanged 215 SP:Iteration 25Q (4577.987177 sec): 3 clusters Score: Raw -2042628.905150 + Penalty 1944.353329 = -2040684.551821 nChanged 223 SP:Iteration 26Q (4578.059535 sec): 3 clusters Score: Raw -2042707.876612 + Penalty 1944.353329 = -2040763.523283 nChanged 229 SP:Iteration 27Q (4578.139278 sec): 3 clusters Score: Raw -2042773.371966 + Penalty 1944.353329 = -2040829.018637 nChanged 186 SP:Iteration 28Q (4578.213631 sec): 3 clusters Score: Raw -2042815.312911 + Penalty 1944.353329 = -2040870.959582 nChanged 162 SP:Iteration 29Q (4578.293324 sec): 3 clusters Score: Raw -2042848.176196 + Penalty 1944.353329 = -2040903.822867 nChanged 149 SP:Iteration 30Q (4578.364110 sec): 3 clusters Score: Raw -2042877.696883 + Penalty 1944.353329 = -2040933.343554 nChanged 134 SP:Iteration 31Q (4578.442960 sec): 3 clusters Score: Raw -2042902.471732 + Penalty 1944.353329 = -2040958.118403 nChanged 118 SP:Iteration 32Q (4578.522401 sec): 3 clusters Score: Raw -2042921.114640 + Penalty 1944.353329 = -2040976.761311 nChanged 104 SP:Iteration 33Q (4578.613257 sec): 3 clusters Score: Raw -2042934.893603 + Penalty 1944.353329 = -2040990.540274 nChanged 91 SP:Iteration 34Q (4578.694707 sec): 3 clusters Score: Raw -2042948.224656 + Penalty 1944.353329 = -2041003.871328 nChanged 90 SP:Iteration 35Q (4578.775511 sec): 3 clusters Score: Raw -2042960.251978 + Penalty 1944.353329 = -2041015.898649 nChanged 80 SP:Iteration 36Q (4578.832868 sec): 3 clusters Score: Raw -2042970.302293 + Penalty 1944.353329 = -2041025.948964 nChanged 70 SP:Iteration 37Q (4578.915363 sec): 3 clusters Score: Raw -2042978.524758 + Penalty 1944.353329 = -2041034.171429 nChanged 70 SP:Iteration 38Q (4579.001254 sec): 3 clusters Score: Raw -2042985.845618 + Penalty 1944.353329 = -2041041.492289 nChanged 55 SP:Iteration 39Q (4579.072836 sec): 3 clusters Score: Raw -2042992.270598 + Penalty 1944.353329 = -2041047.917269 nChanged 62 SP:Iteration 40F (4579.154925 sec): 3 clusters Score: Raw -2043000.098219 + Penalty 1944.353329 = -2041055.744890 nChanged 73 SP:Iteration 41Q (4579.236093 sec): 3 clusters Score: Raw -2043011.780225 + Penalty 1944.353329 = -2041067.426896 nChanged 83 SP:Iteration 42Q (4579.325901 sec): 3 clusters Score: Raw -2043025.837906 + Penalty 1944.353329 = -2041081.484577 nChanged 72 SP:Iteration 43Q (4579.403051 sec): 3 clusters Score: Raw -2043036.511889 + Penalty 1944.353329 = -2041092.158560 nChanged 74 SP:Iteration 44Q (4579.466372 sec): 3 clusters Score: Raw -2043044.445016 + Penalty 1944.353329 = -2041100.091687 nChanged 50 SP:Iteration 45Q (4579.549468 sec): 3 clusters Score: Raw -2043049.475170 + Penalty 1944.353329 = -2041105.121841 nChanged 43 SP:Iteration 46Q (4579.618968 sec): 3 clusters Score: Raw -2043053.252618 + Penalty 1944.353329 = -2041108.899290 nChanged 33 SP:Iteration 47Q (4579.697086 sec): 3 clusters Score: Raw -2043056.714481 + Penalty 1944.353329 = -2041112.361153 nChanged 33 SP:Iteration 48Q (4579.774909 sec): 3 clusters Score: Raw -2043060.101307 + Penalty 1944.353329 = -2041115.747978 nChanged 38 SP:Iteration 49Q (4579.853739 sec): 3 clusters Score: Raw -2043063.997038 + Penalty 1944.353329 = -2041119.643709 nChanged 37 SP:Iteration 50Q (4579.932714 sec): 3 clusters Score: Raw -2043067.869149 + Penalty 1944.353329 = -2041123.515820 nChanged 41 SP:Iteration 51Q (4580.007124 sec): 3 clusters Score: Raw -2043071.897902 + Penalty 1944.353329 = -2041127.544574 nChanged 31 SP:Iteration 52Q (4580.091263 sec): 3 clusters Score: Raw -2043074.728603 + Penalty 1944.353329 = -2041130.375275 nChanged 28 SP:Iteration 53Q (4580.163336 sec): 3 clusters Score: Raw -2043077.284359 + Penalty 1944.353329 = -2041132.931031 nChanged 28 SP:Iteration 54Q (4580.237656 sec): 3 clusters Score: Raw -2043079.980474 + Penalty 1944.353329 = -2041135.627146 nChanged 22 SP:Iteration 55Q (4580.304023 sec): 3 clusters Score: Raw -2043082.703721 + Penalty 1944.353329 = -2041138.350393 nChanged 29 SP:Iteration 56Q (4580.380263 sec): 3 clusters Score: Raw -2043085.247738 + Penalty 1944.353329 = -2041140.894409 nChanged 24 SP:Iteration 57Q (4580.458473 sec): 3 clusters Score: Raw -2043087.143215 + Penalty 1944.353329 = -2041142.789886 nChanged 24 SP:Iteration 58Q (4580.538885 sec): 3 clusters Score: Raw -2043088.900913 + Penalty 1944.353329 = -2041144.547584 nChanged 32 SP:Iteration 59Q (4580.602261 sec): 3 clusters Score: Raw -2043090.913333 + Penalty 1944.353329 = -2041146.560004 nChanged 20 SP:Iteration 60F (4580.684723 sec): 3 clusters Score: Raw -2043092.199083 + Penalty 1944.353329 = -2041147.845754 nChanged 18 SP:Iteration 61Q (4580.763409 sec): 3 clusters Score: Raw -2043093.451738 + Penalty 1944.353329 = -2041149.098409 nChanged 12 SP:Iteration 62Q (4580.842570 sec): 3 clusters Score: Raw -2043094.083750 + Penalty 1944.353329 = -2041149.730421 nChanged 13 SP:Iteration 63Q (4580.922253 sec): 3 clusters Score: Raw -2043095.024586 + Penalty 1944.353329 = -2041150.671257 nChanged 10 SP:Iteration 64Q (4581.001665 sec): 3 clusters Score: Raw -2043095.479025 + Penalty 1944.353329 = -2041151.125696 nChanged 8 SP:Iteration 65Q (4581.074559 sec): 3 clusters Score: Raw -2043095.830198 + Penalty 1944.353329 = -2041151.476869 nChanged 3 SP:Iteration 66Q (4581.151149 sec): 3 clusters Score: Raw -2043096.006876 + Penalty 1944.353329 = -2041151.653547 nChanged 4 SP:Iteration 67Q (4581.230995 sec): 3 clusters Score: Raw -2043096.104683 + Penalty 1944.353329 = -2041151.751354 nChanged 3 SP:Iteration 68Q (4581.310130 sec): 3 clusters Score: Raw -2043096.431434 + Penalty 1944.353329 = -2041152.078106 nChanged 7 SP:Iteration 69Q (4581.388211 sec): 3 clusters Score: Raw -2043096.809513 + Penalty 1944.353329 = -2041152.456185 nChanged 6 SP:Iteration 70Q (4581.457296 sec): 3 clusters Score: Raw -2043097.151972 + Penalty 1944.353329 = -2041152.798643 nChanged 6 SP:Iteration 71Q (4581.529356 sec): 3 clusters Score: Raw -2043097.513689 + Penalty 1944.353329 = -2041153.160360 nChanged 4 SP:Iteration 72Q (4581.609503 sec): 3 clusters Score: Raw -2043097.790317 + Penalty 1944.353329 = -2041153.436988 nChanged 6 SP:Iteration 73Q (4581.678643 sec): 3 clusters Score: Raw -2043098.064245 + Penalty 1944.353329 = -2041153.710917 nChanged 2 SP:Iteration 74Q (4581.758098 sec): 3 clusters Score: Raw -2043098.131246 + Penalty 1944.353329 = -2041153.777918 nChanged 2 SP:Iteration 75Q (4581.833566 sec): 3 clusters Score: Raw -2043098.219197 + Penalty 1944.353329 = -2041153.865868 nChanged 1 SP:Iteration 76Q (4581.889156 sec): 3 clusters Score: Raw -2043098.332513 + Penalty 1944.353329 = -2041153.979184 nChanged 2 SP:Iteration 77Q (4581.967709 sec): 3 clusters Score: Raw -2043098.405820 + Penalty 1944.353329 = -2041154.052491 nChanged 0 SP:Iteration 78F (4582.050069 sec): 3 clusters Score: Raw -2043098.405820 + Penalty 1944.353329 = -2041154.052491 nChanged 0 Trying to split cluster 3 (5003 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4582.074874 sec): 2 clusters Score: Raw -373643.144370 + Penalty 809.190336 = -372833.954034 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4582.117778 sec): 3 clusters Score: Raw -370865.945633 + Penalty 1618.380672 = -369247.564961 nChanged 2116 SP:Iteration 1F (4582.178710 sec): 3 clusters Score: Raw -372121.452140 + Penalty 1618.380672 = -370503.071468 nChanged 344 SP:Iteration 2F (4582.229620 sec): 3 clusters Score: Raw -372336.111842 + Penalty 1618.380672 = -370717.731170 nChanged 371 SP:Iteration 3F (4582.285742 sec): 3 clusters Score: Raw -372629.035067 + Penalty 1618.380672 = -371010.654395 nChanged 381 SP:Iteration 4F (4582.340294 sec): 3 clusters Score: Raw -372967.354321 + Penalty 1618.380672 = -371348.973649 nChanged 330 SP:Iteration 5F (4582.394803 sec): 3 clusters Score: Raw -373286.180121 + Penalty 1618.380672 = -371667.799449 nChanged 247 SP:Iteration 6Q (4582.448738 sec): 3 clusters Score: Raw -373531.124291 + Penalty 1618.380672 = -371912.743618 nChanged 163 SP:Iteration 7Q (4582.501201 sec): 3 clusters Score: Raw -373672.787863 + Penalty 1618.380672 = -372054.407191 nChanged 107 SP:Iteration 8Q (4582.556455 sec): 3 clusters Score: Raw -373739.176548 + Penalty 1618.380672 = -372120.795876 nChanged 60 SP:Iteration 9Q (4582.609409 sec): 3 clusters Score: Raw -373770.920820 + Penalty 1618.380672 = -372152.540148 nChanged 48 SP:Iteration 10Q (4582.652685 sec): 3 clusters Score: Raw -373789.231613 + Penalty 1618.380672 = -372170.850940 nChanged 36 SP:Iteration 11Q (4582.706801 sec): 3 clusters Score: Raw -373805.848882 + Penalty 1618.380672 = -372187.468209 nChanged 33 SP:Iteration 12Q (4582.759436 sec): 3 clusters Score: Raw -373818.958568 + Penalty 1618.380672 = -372200.577895 nChanged 24 SP:Iteration 13Q (4582.808821 sec): 3 clusters Score: Raw -373825.980164 + Penalty 1618.380672 = -372207.599492 nChanged 14 SP:Iteration 14Q (4582.867744 sec): 3 clusters Score: Raw -373829.044675 + Penalty 1618.380672 = -372210.664003 nChanged 8 SP:Iteration 15Q (4582.919209 sec): 3 clusters Score: Raw -373830.383049 + Penalty 1618.380672 = -372212.002377 nChanged 6 SP:Iteration 16Q (4582.963443 sec): 3 clusters Score: Raw -373831.659489 + Penalty 1618.380672 = -372213.278817 nChanged 7 SP:Iteration 17Q (4583.002393 sec): 3 clusters Score: Raw -373834.073204 + Penalty 1618.380672 = -372215.692532 nChanged 9 SP:Iteration 18Q (4583.063359 sec): 3 clusters Score: Raw -373837.953131 + Penalty 1618.380672 = -372219.572459 nChanged 14 SP:Iteration 19Q (4583.117143 sec): 3 clusters Score: Raw -373842.962690 + Penalty 1618.380672 = -372224.582018 nChanged 15 SP:Iteration 20F (4583.156917 sec): 3 clusters Score: Raw -373847.814818 + Penalty 1618.380672 = -372229.434145 nChanged 14 SP:Iteration 21Q (4583.203201 sec): 3 clusters Score: Raw -373851.329500 + Penalty 1618.380672 = -372232.948828 nChanged 15 SP:Iteration 22Q (4583.255958 sec): 3 clusters Score: Raw -373855.284238 + Penalty 1618.380672 = -372236.903566 nChanged 13 SP:Iteration 23Q (4583.308036 sec): 3 clusters Score: Raw -373859.040835 + Penalty 1618.380672 = -372240.660163 nChanged 6 SP:Iteration 24Q (4583.359138 sec): 3 clusters Score: Raw -373860.739201 + Penalty 1618.380672 = -372242.358529 nChanged 9 SP:Iteration 25Q (4583.412780 sec): 3 clusters Score: Raw -373862.716391 + Penalty 1618.380672 = -372244.335719 nChanged 8 SP:Iteration 26Q (4583.462406 sec): 3 clusters Score: Raw -373865.202388 + Penalty 1618.380672 = -372246.821716 nChanged 3 SP:Iteration 27Q (4583.520551 sec): 3 clusters Score: Raw -373866.773634 + Penalty 1618.380672 = -372248.392962 nChanged 4 SP:Iteration 28Q (4583.571066 sec): 3 clusters Score: Raw -373867.508979 + Penalty 1618.380672 = -372249.128307 nChanged 5 SP:Iteration 29Q (4583.622678 sec): 3 clusters Score: Raw -373868.257469 + Penalty 1618.380672 = -372249.876797 nChanged 1 SP:Iteration 30Q (4583.667785 sec): 3 clusters Score: Raw -373868.423430 + Penalty 1618.380672 = -372250.042758 nChanged 1 SP:Iteration 31Q (4583.713775 sec): 3 clusters Score: Raw -373868.597181 + Penalty 1618.380672 = -372250.216509 nChanged 2 SP:Iteration 32Q (4583.756240 sec): 3 clusters Score: Raw -373869.092532 + Penalty 1618.380672 = -372250.711860 nChanged 0 SP:Iteration 33F (4583.815544 sec): 3 clusters Score: Raw -373869.092532 + Penalty 1618.380672 = -372250.711860 nChanged 0 Trying to split cluster 4 (3486 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4583.834202 sec): 2 clusters Score: Raw -255173.825661 + Penalty 774.868471 = -254398.957190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4583.892443 sec): 3 clusters Score: Raw -253316.048186 + Penalty 1549.736943 = -251766.311243 nChanged 1470 SP:Iteration 1F (4583.938340 sec): 3 clusters Score: Raw -254140.643389 + Penalty 1549.736943 = -252590.906447 nChanged 252 SP:Iteration 2F (4583.984468 sec): 3 clusters Score: Raw -254295.861455 + Penalty 1549.736943 = -252746.124512 nChanged 228 SP:Iteration 3F (4584.034820 sec): 3 clusters Score: Raw -254462.059782 + Penalty 1549.736943 = -252912.322839 nChanged 221 SP:Iteration 4F (4584.079022 sec): 3 clusters Score: Raw -254624.500957 + Penalty 1549.736943 = -253074.764014 nChanged 197 SP:Iteration 5F (4584.120535 sec): 3 clusters Score: Raw -254762.028824 + Penalty 1549.736943 = -253212.291881 nChanged 164 SP:Iteration 6Q (4584.173524 sec): 3 clusters Score: Raw -254875.021855 + Penalty 1549.736943 = -253325.284912 nChanged 140 SP:Iteration 7Q (4584.226814 sec): 3 clusters Score: Raw -254960.092087 + Penalty 1549.736943 = -253410.355144 nChanged 131 SP:Iteration 8Q (4584.288546 sec): 3 clusters Score: Raw -255036.686374 + Penalty 1549.736943 = -253486.949431 nChanged 114 SP:Iteration 9Q (4584.332983 sec): 3 clusters Score: Raw -255110.306282 + Penalty 1549.736943 = -253560.569339 nChanged 112 SP:Iteration 10Q (4584.370993 sec): 3 clusters Score: Raw -255192.473239 + Penalty 1549.736943 = -253642.736296 nChanged 96 SP:Iteration 11Q (4584.417106 sec): 3 clusters Score: Raw -255259.064547 + Penalty 1549.736943 = -253709.327604 nChanged 68 SP:Iteration 12Q (4584.465489 sec): 3 clusters Score: Raw -255300.968534 + Penalty 1549.736943 = -253751.231591 nChanged 66 SP:Iteration 13Q (4584.506463 sec): 3 clusters Score: Raw -255340.514812 + Penalty 1549.736943 = -253790.777869 nChanged 53 SP:Iteration 14Q (4584.550801 sec): 3 clusters Score: Raw -255367.823540 + Penalty 1549.736943 = -253818.086597 nChanged 45 SP:Iteration 15Q (4584.589336 sec): 3 clusters Score: Raw -255384.304307 + Penalty 1549.736943 = -253834.567364 nChanged 32 SP:Iteration 16Q (4584.642903 sec): 3 clusters Score: Raw -255396.084517 + Penalty 1549.736943 = -253846.347574 nChanged 24 SP:Iteration 17Q (4584.690436 sec): 3 clusters Score: Raw -255406.346339 + Penalty 1549.736943 = -253856.609396 nChanged 32 SP:Iteration 18Q (4584.742717 sec): 3 clusters Score: Raw -255416.759560 + Penalty 1549.736943 = -253867.022617 nChanged 20 SP:Iteration 19Q (4584.794664 sec): 3 clusters Score: Raw -255421.642381 + Penalty 1549.736943 = -253871.905438 nChanged 18 SP:Iteration 20F (4584.835409 sec): 3 clusters Score: Raw -255427.021018 + Penalty 1549.736943 = -253877.284075 nChanged 20 SP:Iteration 21Q (4584.896138 sec): 3 clusters Score: Raw -255433.234482 + Penalty 1549.736943 = -253883.497539 nChanged 14 SP:Iteration 22Q (4584.947806 sec): 3 clusters Score: Raw -255436.684804 + Penalty 1549.736943 = -253886.947861 nChanged 5 SP:Iteration 23Q (4584.997191 sec): 3 clusters Score: Raw -255437.354841 + Penalty 1549.736943 = -253887.617898 nChanged 1 SP:Iteration 24Q (4585.036475 sec): 3 clusters Score: Raw -255437.549714 + Penalty 1549.736943 = -253887.812771 nChanged 0 SP:Iteration 25F (4585.081429 sec): 3 clusters Score: Raw -255437.549714 + Penalty 1549.736943 = -253887.812771 nChanged 0 Trying to split cluster 5 (19278 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4585.123807 sec): 2 clusters Score: Raw -1402437.498626 + Penalty 937.338384 = -1401500.160243 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4585.202146 sec): 3 clusters Score: Raw -1390521.076839 + Penalty 1874.676767 = -1388646.400072 nChanged 8895 SP:Iteration 1F (4585.274497 sec): 3 clusters Score: Raw -1395606.704559 + Penalty 1874.676767 = -1393732.027792 nChanged 930 SP:Iteration 2Q (4585.340330 sec): 3 clusters Score: Raw -1395984.872443 + Penalty 1874.676767 = -1394110.195675 nChanged 928 SP:Iteration 3Q (4585.424082 sec): 3 clusters Score: Raw -1396408.384924 + Penalty 1874.676767 = -1394533.708157 nChanged 1019 SP:Iteration 4F (4585.487202 sec): 3 clusters Score: Raw -1396995.931662 + Penalty 1874.676767 = -1395121.254895 nChanged 1170 SP:Iteration 5F (4585.549712 sec): 3 clusters Score: Raw -1397802.757291 + Penalty 1874.676767 = -1395928.080524 nChanged 1304 SP:Iteration 6F (4585.622512 sec): 3 clusters Score: Raw -1398858.837158 + Penalty 1874.676767 = -1396984.160391 nChanged 1319 SP:Iteration 7F (4585.693397 sec): 3 clusters Score: Raw -1400052.028554 + Penalty 1874.676767 = -1398177.351787 nChanged 1103 SP:Iteration 8F (4585.769331 sec): 3 clusters Score: Raw -1401086.518803 + Penalty 1874.676767 = -1399211.842035 nChanged 749 SP:Iteration 9Q (4585.836772 sec): 3 clusters Score: Raw -1401785.296157 + Penalty 1874.676767 = -1399910.619389 nChanged 449 SP:Iteration 10Q (4585.908452 sec): 3 clusters Score: Raw -1402176.116612 + Penalty 1874.676767 = -1400301.439845 nChanged 242 SP:Iteration 11Q (4585.977056 sec): 3 clusters Score: Raw -1402366.560096 + Penalty 1874.676767 = -1400491.883329 nChanged 154 SP:Iteration 12Q (4586.033619 sec): 3 clusters Score: Raw -1402480.671455 + Penalty 1874.676767 = -1400605.994687 nChanged 80 SP:Iteration 13Q (4586.084511 sec): 3 clusters Score: Raw -1402531.728670 + Penalty 1874.676767 = -1400657.051903 nChanged 44 SP:Iteration 14Q (4586.146343 sec): 3 clusters Score: Raw -1402556.071680 + Penalty 1874.676767 = -1400681.394913 nChanged 26 SP:Iteration 15Q (4586.208823 sec): 3 clusters Score: Raw -1402572.682362 + Penalty 1874.676767 = -1400698.005594 nChanged 24 SP:Iteration 16Q (4586.263774 sec): 3 clusters Score: Raw -1402588.427513 + Penalty 1874.676767 = -1400713.750745 nChanged 16 SP:Iteration 17Q (4586.326431 sec): 3 clusters Score: Raw -1402598.414748 + Penalty 1874.676767 = -1400723.737981 nChanged 13 SP:Iteration 18Q (4586.388135 sec): 3 clusters Score: Raw -1402608.687627 + Penalty 1874.676767 = -1400734.010860 nChanged 9 SP:Iteration 19Q (4586.450456 sec): 3 clusters Score: Raw -1402613.824818 + Penalty 1874.676767 = -1400739.148051 nChanged 6 SP:Iteration 20F (4586.520255 sec): 3 clusters Score: Raw -1402616.564655 + Penalty 1874.676767 = -1400741.887887 nChanged 5 SP:Iteration 21Q (4586.595547 sec): 3 clusters Score: Raw -1402618.649035 + Penalty 1874.676767 = -1400743.972268 nChanged 3 SP:Iteration 22Q (4586.654143 sec): 3 clusters Score: Raw -1402620.418954 + Penalty 1874.676767 = -1400745.742187 nChanged 2 SP:Iteration 23Q (4586.725251 sec): 3 clusters Score: Raw -1402621.858611 + Penalty 1874.676767 = -1400747.181843 nChanged 2 SP:Iteration 24Q (4586.786808 sec): 3 clusters Score: Raw -1402623.525155 + Penalty 1874.676767 = -1400748.848388 nChanged 1 SP:Iteration 25Q (4586.845969 sec): 3 clusters Score: Raw -1402624.000613 + Penalty 1874.676767 = -1400749.323845 nChanged 2 SP:Iteration 26Q (4586.911386 sec): 3 clusters Score: Raw -1402626.398365 + Penalty 1874.676767 = -1400751.721598 nChanged 4 SP:Iteration 27Q (4586.990506 sec): 3 clusters Score: Raw -1402628.356083 + Penalty 1874.676767 = -1400753.679316 nChanged 0 SP:Iteration 28F (4587.049242 sec): 3 clusters Score: Raw -1402628.356083 + Penalty 1874.676767 = -1400753.679316 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4587.068471 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4587.110478 sec): 3 clusters Score: Raw -14535.183201 + Penalty 1054.324456 = -13480.858745 nChanged 71 SP:Iteration 1F (4587.171613 sec): 3 clusters Score: Raw -14655.248489 + Penalty 1054.324456 = -13600.924033 nChanged 18 SP:Iteration 2F (4587.208658 sec): 3 clusters Score: Raw -14700.484584 + Penalty 1054.324456 = -13646.160127 nChanged 6 SP:Iteration 3Q (4587.257398 sec): 3 clusters Score: Raw -14707.855373 + Penalty 1054.324456 = -13653.530917 nChanged 4 SP:Iteration 4Q (4587.298228 sec): 3 clusters Score: Raw -14712.820313 + Penalty 1054.324456 = -13658.495857 nChanged 3 SP:Iteration 5Q (4587.346996 sec): 3 clusters Score: Raw -14717.313294 + Penalty 1054.324456 = -13662.988837 nChanged 2 SP:Iteration 6Q (4587.394221 sec): 3 clusters Score: Raw -14725.547925 + Penalty 1054.324456 = -13671.223469 nChanged 0 SP:Iteration 7F (4587.440026 sec): 3 clusters Score: Raw -14725.547925 + Penalty 1054.324456 = -13671.223469 nChanged 0 Trying to split cluster 7 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4587.464522 sec): 2 clusters Score: Raw -29260.046399 + Penalty 592.455111 = -28667.591288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4587.513694 sec): 3 clusters Score: Raw -29169.060877 + Penalty 1184.910222 = -27984.150655 nChanged 162 SP:Iteration 1F (4587.562260 sec): 3 clusters Score: Raw -29478.681698 + Penalty 1184.910222 = -28293.771476 nChanged 74 SP:Iteration 2F (4587.608683 sec): 3 clusters Score: Raw -29712.039744 + Penalty 1184.910222 = -28527.129522 nChanged 43 SP:Iteration 3F (4587.669814 sec): 3 clusters Score: Raw -29846.434408 + Penalty 1184.910222 = -28661.524186 nChanged 26 SP:Iteration 4F (4587.707035 sec): 3 clusters Score: Raw -29938.799652 + Penalty 1184.910222 = -28753.889430 nChanged 14 SP:Iteration 5Q (4587.756001 sec): 3 clusters Score: Raw -29972.710511 + Penalty 1184.910222 = -28787.800289 nChanged 8 SP:Iteration 6Q (4587.799330 sec): 3 clusters Score: Raw -30004.998886 + Penalty 1184.910222 = -28820.088664 nChanged 6 SP:Iteration 7Q (4587.848218 sec): 3 clusters Score: Raw -30019.620613 + Penalty 1184.910222 = -28834.710391 nChanged 5 SP:Iteration 8Q (4587.895710 sec): 3 clusters Score: Raw -30035.183595 + Penalty 1184.910222 = -28850.273373 nChanged 5 SP:Iteration 9Q (4587.956797 sec): 3 clusters Score: Raw -30055.304233 + Penalty 1184.910222 = -28870.394011 nChanged 8 SP:Iteration 10Q (4587.994115 sec): 3 clusters Score: Raw -30080.526729 + Penalty 1184.910222 = -28895.616507 nChanged 8 SP:Iteration 11Q (4588.039813 sec): 3 clusters Score: Raw -30105.694738 + Penalty 1184.910222 = -28920.784516 nChanged 9 SP:Iteration 12Q (4588.080771 sec): 3 clusters Score: Raw -30125.175414 + Penalty 1184.910222 = -28940.265192 nChanged 4 SP:Iteration 13Q (4588.124650 sec): 3 clusters Score: Raw -30131.094401 + Penalty 1184.910222 = -28946.184179 nChanged 4 SP:Iteration 14Q (4588.173643 sec): 3 clusters Score: Raw -30139.832735 + Penalty 1184.910222 = -28954.922513 nChanged 6 SP:Iteration 15Q (4588.214900 sec): 3 clusters Score: Raw -30160.705963 + Penalty 1184.910222 = -28975.795741 nChanged 4 SP:Iteration 16Q (4588.263794 sec): 3 clusters Score: Raw -30171.989919 + Penalty 1184.910222 = -28987.079697 nChanged 3 SP:Iteration 17Q (4588.303266 sec): 3 clusters Score: Raw -30178.291949 + Penalty 1184.910222 = -28993.381727 nChanged 2 SP:Iteration 18Q (4588.350358 sec): 3 clusters Score: Raw -30180.187166 + Penalty 1184.910222 = -28995.276944 nChanged 0 SP:Iteration 19F (4588.399519 sec): 3 clusters Score: Raw -30180.187166 + Penalty 1184.910222 = -28995.276944 nChanged 0 Score: Raw -25402354.595790 + Penalty 30363.950751 = -25371990.645039 Splitting cluster 7 changes total score from -25372284.462524 to -25371990.645039 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4592.807520 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4592.856610 sec): 3 clusters Score: Raw -141655.473869 + Penalty 1423.730277 = -140231.743591 nChanged 672 SP:Iteration 1F (4592.893000 sec): 3 clusters Score: Raw -142103.728829 + Penalty 1423.730277 = -140679.998551 nChanged 162 SP:Iteration 2F (4592.942617 sec): 3 clusters Score: Raw -142225.451238 + Penalty 1423.730277 = -140801.720961 nChanged 118 SP:Iteration 3F (4593.003446 sec): 3 clusters Score: Raw -142309.812482 + Penalty 1423.730277 = -140886.082205 nChanged 74 SP:Iteration 4Q (4593.050955 sec): 3 clusters Score: Raw -142367.790552 + Penalty 1423.730277 = -140944.060274 nChanged 82 SP:Iteration 5Q (4593.099941 sec): 3 clusters Score: Raw -142438.008128 + Penalty 1423.730277 = -141014.277851 nChanged 69 SP:Iteration 6Q (4593.147580 sec): 3 clusters Score: Raw -142496.214521 + Penalty 1423.730277 = -141072.484244 nChanged 67 SP:Iteration 7Q (4593.192325 sec): 3 clusters Score: Raw -142558.068547 + Penalty 1423.730277 = -141134.338270 nChanged 66 SP:Iteration 8Q (4593.232161 sec): 3 clusters Score: Raw -142606.193219 + Penalty 1423.730277 = -141182.462942 nChanged 56 SP:Iteration 9Q (4593.286736 sec): 3 clusters Score: Raw -142645.977060 + Penalty 1423.730277 = -141222.246783 nChanged 49 SP:Iteration 10Q (4593.341909 sec): 3 clusters Score: Raw -142678.052809 + Penalty 1423.730277 = -141254.322532 nChanged 31 SP:Iteration 11Q (4593.388220 sec): 3 clusters Score: Raw -142701.941163 + Penalty 1423.730277 = -141278.210886 nChanged 34 SP:Iteration 12Q (4593.434666 sec): 3 clusters Score: Raw -142722.734279 + Penalty 1423.730277 = -141299.004002 nChanged 26 SP:Iteration 13Q (4593.486946 sec): 3 clusters Score: Raw -142735.190498 + Penalty 1423.730277 = -141311.460221 nChanged 15 SP:Iteration 14Q (4593.534875 sec): 3 clusters Score: Raw -142745.453014 + Penalty 1423.730277 = -141321.722737 nChanged 17 SP:Iteration 15Q (4593.576530 sec): 3 clusters Score: Raw -142757.730344 + Penalty 1423.730277 = -141334.000067 nChanged 15 SP:Iteration 16Q (4593.634990 sec): 3 clusters Score: Raw -142764.292188 + Penalty 1423.730277 = -141340.561911 nChanged 15 SP:Iteration 17Q (4593.686237 sec): 3 clusters Score: Raw -142773.293975 + Penalty 1423.730277 = -141349.563698 nChanged 13 SP:Iteration 18Q (4593.732810 sec): 3 clusters Score: Raw -142779.703676 + Penalty 1423.730277 = -141355.973399 nChanged 13 SP:Iteration 19Q (4593.782609 sec): 3 clusters Score: Raw -142784.163727 + Penalty 1423.730277 = -141360.433450 nChanged 4 SP:Iteration 20F (4593.834003 sec): 3 clusters Score: Raw -142785.916138 + Penalty 1423.730277 = -141362.185861 nChanged 3 SP:Iteration 21Q (4593.861153 sec): 3 clusters Score: Raw -142787.422175 + Penalty 1423.730277 = -141363.691898 nChanged 4 SP:Iteration 22Q (4593.868546 sec): 3 clusters Score: Raw -142789.012390 + Penalty 1423.730277 = -141365.282113 nChanged 7 SP:Iteration 23Q (4593.875368 sec): 3 clusters Score: Raw -142791.508277 + Penalty 1423.730277 = -141367.778000 nChanged 1 SP:Iteration 24Q (4593.882434 sec): 3 clusters Score: Raw -142791.804259 + Penalty 1423.730277 = -141368.073982 nChanged 1 SP:Iteration 25Q (4593.889288 sec): 3 clusters Score: Raw -142792.216838 + Penalty 1423.730277 = -141368.486561 nChanged 4 SP:Iteration 26Q (4593.896237 sec): 3 clusters Score: Raw -142793.286809 + Penalty 1423.730277 = -141369.556532 nChanged 2 SP:Iteration 27Q (4593.903056 sec): 3 clusters Score: Raw -142793.647225 + Penalty 1423.730277 = -141369.916947 nChanged 0 SP:Iteration 28F (4593.910126 sec): 3 clusters Score: Raw -142793.647225 + Penalty 1423.730277 = -141369.916947 nChanged 0 Trying to split cluster 9 (63180 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4594.015486 sec): 2 clusters Score: Raw -4767132.304687 + Penalty 1050.105592 = -4766082.199095 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4594.136486 sec): 3 clusters Score: Raw -4725829.679567 + Penalty 2100.211184 = -4723729.468383 nChanged 30280 SP:Iteration 1F (4594.242886 sec): 3 clusters Score: Raw -4743418.034613 + Penalty 2100.211184 = -4741317.823429 nChanged 2875 SP:Iteration 2Q (4594.378923 sec): 3 clusters Score: Raw -4744416.777720 + Penalty 2100.211184 = -4742316.566536 nChanged 3315 SP:Iteration 3F (4594.501364 sec): 3 clusters Score: Raw -4745903.729330 + Penalty 2100.211184 = -4743803.518146 nChanged 4043 SP:Iteration 4F (4594.644156 sec): 3 clusters Score: Raw -4748261.776089 + Penalty 2100.211184 = -4746161.564905 nChanged 4561 SP:Iteration 5F (4594.770597 sec): 3 clusters Score: Raw -4751593.984500 + Penalty 2100.211184 = -4749493.773316 nChanged 4826 SP:Iteration 6F (4594.884380 sec): 3 clusters Score: Raw -4755684.454728 + Penalty 2100.211184 = -4753584.243544 nChanged 4360 SP:Iteration 7F (4595.008489 sec): 3 clusters Score: Raw -4759652.446830 + Penalty 2100.211184 = -4757552.235646 nChanged 3297 SP:Iteration 8F (4595.134551 sec): 3 clusters Score: Raw -4762768.598855 + Penalty 2100.211184 = -4760668.387670 nChanged 2216 SP:Iteration 9Q (4595.264701 sec): 3 clusters Score: Raw -4764794.329483 + Penalty 2100.211184 = -4762694.118299 nChanged 1348 SP:Iteration 10Q (4595.381907 sec): 3 clusters Score: Raw -4765985.250312 + Penalty 2100.211184 = -4763885.039127 nChanged 742 SP:Iteration 11Q (4595.484344 sec): 3 clusters Score: Raw -4766598.501388 + Penalty 2100.211184 = -4764498.290204 nChanged 395 SP:Iteration 12Q (4595.592341 sec): 3 clusters Score: Raw -4766917.851996 + Penalty 2100.211184 = -4764817.640812 nChanged 196 SP:Iteration 13Q (4595.691802 sec): 3 clusters Score: Raw -4767060.981583 + Penalty 2100.211184 = -4764960.770399 nChanged 118 SP:Iteration 14Q (4595.797386 sec): 3 clusters Score: Raw -4767145.420785 + Penalty 2100.211184 = -4765045.209601 nChanged 62 SP:Iteration 15Q (4595.896085 sec): 3 clusters Score: Raw -4767192.712673 + Penalty 2100.211184 = -4765092.501489 nChanged 42 SP:Iteration 16Q (4596.000764 sec): 3 clusters Score: Raw -4767230.745688 + Penalty 2100.211184 = -4765130.534504 nChanged 33 SP:Iteration 17Q (4596.106240 sec): 3 clusters Score: Raw -4767259.683621 + Penalty 2100.211184 = -4765159.472436 nChanged 17 SP:Iteration 18Q (4596.212182 sec): 3 clusters Score: Raw -4767271.994289 + Penalty 2100.211184 = -4765171.783105 nChanged 9 SP:Iteration 19Q (4596.305956 sec): 3 clusters Score: Raw -4767276.370489 + Penalty 2100.211184 = -4765176.159304 nChanged 3 SP:Iteration 20F (4596.428945 sec): 3 clusters Score: Raw -4767278.207272 + Penalty 2100.211184 = -4765177.996088 nChanged 1 SP:Iteration 21Q (4596.524526 sec): 3 clusters Score: Raw -4767278.598840 + Penalty 2100.211184 = -4765178.387655 nChanged 0 SP:Iteration 22F (4596.656223 sec): 3 clusters Score: Raw -4767278.598840 + Penalty 2100.211184 = -4765178.387655 nChanged 0 Trying to split cluster 10 (5416 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4596.690730 sec): 2 clusters Score: Raw -355392.816266 + Penalty 816.725717 = -354576.090548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4596.744252 sec): 3 clusters Score: Raw -352385.149729 + Penalty 1633.451435 = -350751.698294 nChanged 2311 SP:Iteration 1F (4596.784423 sec): 3 clusters Score: Raw -353781.901445 + Penalty 1633.451435 = -352148.450010 nChanged 414 SP:Iteration 2F (4596.843171 sec): 3 clusters Score: Raw -354087.137312 + Penalty 1633.451435 = -352453.685877 nChanged 420 SP:Iteration 3F (4596.882970 sec): 3 clusters Score: Raw -354413.574399 + Penalty 1633.451435 = -352780.122964 nChanged 394 SP:Iteration 4F (4596.942719 sec): 3 clusters Score: Raw -354687.663651 + Penalty 1633.451435 = -353054.212216 nChanged 343 SP:Iteration 5F (4596.987351 sec): 3 clusters Score: Raw -354889.198126 + Penalty 1633.451435 = -353255.746691 nChanged 217 SP:Iteration 6Q (4597.048467 sec): 3 clusters Score: Raw -354998.868379 + Penalty 1633.451435 = -353365.416945 nChanged 179 SP:Iteration 7Q (4597.098302 sec): 3 clusters Score: Raw -355077.621947 + Penalty 1633.451435 = -353444.170513 nChanged 145 SP:Iteration 8Q (4597.145168 sec): 3 clusters Score: Raw -355132.180054 + Penalty 1633.451435 = -353498.728619 nChanged 111 SP:Iteration 9Q (4597.184653 sec): 3 clusters Score: Raw -355163.504876 + Penalty 1633.451435 = -353530.053441 nChanged 84 SP:Iteration 10Q (4597.246513 sec): 3 clusters Score: Raw -355188.012224 + Penalty 1633.451435 = -353554.560790 nChanged 68 SP:Iteration 11Q (4597.297091 sec): 3 clusters Score: Raw -355201.562656 + Penalty 1633.451435 = -353568.111221 nChanged 46 SP:Iteration 12Q (4597.342327 sec): 3 clusters Score: Raw -355212.634657 + Penalty 1633.451435 = -353579.183222 nChanged 44 SP:Iteration 13Q (4597.399147 sec): 3 clusters Score: Raw -355223.277274 + Penalty 1633.451435 = -353589.825840 nChanged 36 SP:Iteration 14Q (4597.450582 sec): 3 clusters Score: Raw -355230.375766 + Penalty 1633.451435 = -353596.924331 nChanged 27 SP:Iteration 15Q (4597.504355 sec): 3 clusters Score: Raw -355234.997249 + Penalty 1633.451435 = -353601.545814 nChanged 23 SP:Iteration 16Q (4597.556637 sec): 3 clusters Score: Raw -355239.876949 + Penalty 1633.451435 = -353606.425514 nChanged 26 SP:Iteration 17Q (4597.611138 sec): 3 clusters Score: Raw -355244.418051 + Penalty 1633.451435 = -353610.966616 nChanged 23 SP:Iteration 18Q (4597.656153 sec): 3 clusters Score: Raw -355248.301269 + Penalty 1633.451435 = -353614.849834 nChanged 20 SP:Iteration 19Q (4597.718739 sec): 3 clusters Score: Raw -355251.912170 + Penalty 1633.451435 = -353618.460735 nChanged 29 SP:Iteration 20F (4597.768548 sec): 3 clusters Score: Raw -355257.360574 + Penalty 1633.451435 = -353623.909139 nChanged 37 SP:Iteration 21Q (4597.814214 sec): 3 clusters Score: Raw -355265.390443 + Penalty 1633.451435 = -353631.939008 nChanged 41 SP:Iteration 22Q (4597.869450 sec): 3 clusters Score: Raw -355273.254513 + Penalty 1633.451435 = -353639.803079 nChanged 39 SP:Iteration 23Q (4597.930966 sec): 3 clusters Score: Raw -355282.499492 + Penalty 1633.451435 = -353649.048057 nChanged 40 SP:Iteration 24Q (4597.975450 sec): 3 clusters Score: Raw -355292.693187 + Penalty 1633.451435 = -353659.241753 nChanged 38 SP:Iteration 25Q (4598.038668 sec): 3 clusters Score: Raw -355301.031386 + Penalty 1633.451435 = -353667.579951 nChanged 30 SP:Iteration 26Q (4598.090674 sec): 3 clusters Score: Raw -355307.332549 + Penalty 1633.451435 = -353673.881114 nChanged 26 SP:Iteration 27Q (4598.132435 sec): 3 clusters Score: Raw -355312.150664 + Penalty 1633.451435 = -353678.699230 nChanged 26 SP:Iteration 28Q (4598.182580 sec): 3 clusters Score: Raw -355317.541674 + Penalty 1633.451435 = -353684.090239 nChanged 25 SP:Iteration 29Q (4598.232133 sec): 3 clusters Score: Raw -355326.570323 + Penalty 1633.451435 = -353693.118888 nChanged 49 SP:Iteration 30Q (4598.286297 sec): 3 clusters Score: Raw -355345.817184 + Penalty 1633.451435 = -353712.365749 nChanged 52 SP:Iteration 31Q (4598.337952 sec): 3 clusters Score: Raw -355362.655168 + Penalty 1633.451435 = -353729.203733 nChanged 48 SP:Iteration 32Q (4598.388832 sec): 3 clusters Score: Raw -355380.813280 + Penalty 1633.451435 = -353747.361846 nChanged 44 SP:Iteration 33Q (4598.439301 sec): 3 clusters Score: Raw -355394.795136 + Penalty 1633.451435 = -353761.343702 nChanged 37 SP:Iteration 34Q (4598.492728 sec): 3 clusters Score: Raw -355404.437720 + Penalty 1633.451435 = -353770.986285 nChanged 43 SP:Iteration 35Q (4598.544870 sec): 3 clusters Score: Raw -355422.845732 + Penalty 1633.451435 = -353789.394297 nChanged 48 SP:Iteration 36Q (4598.597210 sec): 3 clusters Score: Raw -355443.400870 + Penalty 1633.451435 = -353809.949435 nChanged 46 SP:Iteration 37Q (4598.650343 sec): 3 clusters Score: Raw -355463.663442 + Penalty 1633.451435 = -353830.212007 nChanged 41 SP:Iteration 38Q (4598.703672 sec): 3 clusters Score: Raw -355482.090747 + Penalty 1633.451435 = -353848.639312 nChanged 43 SP:Iteration 39Q (4598.754206 sec): 3 clusters Score: Raw -355505.963524 + Penalty 1633.451435 = -353872.512089 nChanged 45 SP:Iteration 40F (4598.815954 sec): 3 clusters Score: Raw -355536.416511 + Penalty 1633.451435 = -353902.965076 nChanged 46 SP:Iteration 41Q (4598.873144 sec): 3 clusters Score: Raw -355561.818887 + Penalty 1633.451435 = -353928.367452 nChanged 46 SP:Iteration 42Q (4598.924963 sec): 3 clusters Score: Raw -355595.628402 + Penalty 1633.451435 = -353962.176968 nChanged 54 SP:Iteration 43Q (4598.965361 sec): 3 clusters Score: Raw -355655.573464 + Penalty 1633.451435 = -354022.122029 nChanged 61 SP:Iteration 44Q (4599.017012 sec): 3 clusters Score: Raw -355728.148589 + Penalty 1633.451435 = -354094.697154 nChanged 64 SP:Iteration 45Q (4599.063200 sec): 3 clusters Score: Raw -355780.522232 + Penalty 1633.451435 = -354147.070797 nChanged 48 SP:Iteration 46Q (4599.118606 sec): 3 clusters Score: Raw -355802.892474 + Penalty 1633.451435 = -354169.441040 nChanged 41 SP:Iteration 47Q (4599.167833 sec): 3 clusters Score: Raw -355820.867508 + Penalty 1633.451435 = -354187.416073 nChanged 30 SP:Iteration 48Q (4599.227160 sec): 3 clusters Score: Raw -355834.199711 + Penalty 1633.451435 = -354200.748276 nChanged 28 SP:Iteration 49Q (4599.282008 sec): 3 clusters Score: Raw -355841.425773 + Penalty 1633.451435 = -354207.974338 nChanged 19 SP:Iteration 50Q (4599.332068 sec): 3 clusters Score: Raw -355847.367893 + Penalty 1633.451435 = -354213.916458 nChanged 15 SP:Iteration 51Q (4599.384216 sec): 3 clusters Score: Raw -355853.062026 + Penalty 1633.451435 = -354219.610591 nChanged 20 SP:Iteration 52Q (4599.439339 sec): 3 clusters Score: Raw -355857.342627 + Penalty 1633.451435 = -354223.891192 nChanged 14 SP:Iteration 53Q (4599.489267 sec): 3 clusters Score: Raw -355860.201567 + Penalty 1633.451435 = -354226.750132 nChanged 11 SP:Iteration 54Q (4599.531760 sec): 3 clusters Score: Raw -355863.655082 + Penalty 1633.451435 = -354230.203648 nChanged 8 SP:Iteration 55Q (4599.582962 sec): 3 clusters Score: Raw -355865.588370 + Penalty 1633.451435 = -354232.136935 nChanged 8 SP:Iteration 56Q (4599.637726 sec): 3 clusters Score: Raw -355868.058200 + Penalty 1633.451435 = -354234.606765 nChanged 9 SP:Iteration 57Q (4599.700926 sec): 3 clusters Score: Raw -355870.429014 + Penalty 1633.451435 = -354236.977579 nChanged 4 SP:Iteration 58Q (4599.751192 sec): 3 clusters Score: Raw -355871.433894 + Penalty 1633.451435 = -354237.982459 nChanged 4 SP:Iteration 59Q (4599.794094 sec): 3 clusters Score: Raw -355871.956478 + Penalty 1633.451435 = -354238.505043 nChanged 2 SP:Iteration 60F (4599.857868 sec): 3 clusters Score: Raw -355872.194968 + Penalty 1633.451435 = -354238.743534 nChanged 5 SP:Iteration 61Q (4599.913294 sec): 3 clusters Score: Raw -355873.331290 + Penalty 1633.451435 = -354239.879855 nChanged 4 SP:Iteration 62Q (4599.957600 sec): 3 clusters Score: Raw -355873.928858 + Penalty 1633.451435 = -354240.477423 nChanged 3 SP:Iteration 63Q (4600.012525 sec): 3 clusters Score: Raw -355874.699664 + Penalty 1633.451435 = -354241.248229 nChanged 3 SP:Iteration 64Q (4600.066579 sec): 3 clusters Score: Raw -355875.209904 + Penalty 1633.451435 = -354241.758469 nChanged 1 SP:Iteration 65Q (4600.119292 sec): 3 clusters Score: Raw -355875.260215 + Penalty 1633.451435 = -354241.808780 nChanged 0 SP:Iteration 66F (4600.129956 sec): 3 clusters Score: Raw -355875.260215 + Penalty 1633.451435 = -354241.808780 nChanged 0 Trying to split cluster 11 (20461 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4600.176005 sec): 2 clusters Score: Raw -1522040.957932 + Penalty 942.996212 = -1521097.961720 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4600.259016 sec): 3 clusters Score: Raw -1509214.931718 + Penalty 1885.992424 = -1507328.939294 nChanged 9500 SP:Iteration 1F (4600.314587 sec): 3 clusters Score: Raw -1514969.893831 + Penalty 1885.992424 = -1513083.901408 nChanged 1038 SP:Iteration 2F (4600.387081 sec): 3 clusters Score: Raw -1515384.652980 + Penalty 1885.992424 = -1513498.660557 nChanged 1026 SP:Iteration 3F (4600.467429 sec): 3 clusters Score: Raw -1515823.180709 + Penalty 1885.992424 = -1513937.188285 nChanged 992 SP:Iteration 4Q (4600.534694 sec): 3 clusters Score: Raw -1516255.101486 + Penalty 1885.992424 = -1514369.109062 nChanged 967 SP:Iteration 5Q (4600.607750 sec): 3 clusters Score: Raw -1516712.234729 + Penalty 1885.992424 = -1514826.242305 nChanged 943 SP:Iteration 6Q (4600.686514 sec): 3 clusters Score: Raw -1517210.495503 + Penalty 1885.992424 = -1515324.503080 nChanged 1001 SP:Iteration 7Q (4600.760066 sec): 3 clusters Score: Raw -1517841.564538 + Penalty 1885.992424 = -1515955.572114 nChanged 1070 SP:Iteration 8F (4600.830951 sec): 3 clusters Score: Raw -1518550.543290 + Penalty 1885.992424 = -1516664.550866 nChanged 968 SP:Iteration 9Q (4600.910662 sec): 3 clusters Score: Raw -1519151.873343 + Penalty 1885.992424 = -1517265.880919 nChanged 808 SP:Iteration 10Q (4600.989091 sec): 3 clusters Score: Raw -1519587.644167 + Penalty 1885.992424 = -1517701.651744 nChanged 679 SP:Iteration 11Q (4601.054928 sec): 3 clusters Score: Raw -1519901.360419 + Penalty 1885.992424 = -1518015.367995 nChanged 555 SP:Iteration 12Q (4601.118350 sec): 3 clusters Score: Raw -1520117.996448 + Penalty 1885.992424 = -1518232.004024 nChanged 440 SP:Iteration 13Q (4601.183683 sec): 3 clusters Score: Raw -1520287.092001 + Penalty 1885.992424 = -1518401.099577 nChanged 361 SP:Iteration 14Q (4601.248317 sec): 3 clusters Score: Raw -1520425.508349 + Penalty 1885.992424 = -1518539.515925 nChanged 361 SP:Iteration 15Q (4601.313543 sec): 3 clusters Score: Raw -1520572.733175 + Penalty 1885.992424 = -1518686.740751 nChanged 333 SP:Iteration 16Q (4601.378773 sec): 3 clusters Score: Raw -1520713.717607 + Penalty 1885.992424 = -1518827.725184 nChanged 353 SP:Iteration 17Q (4601.443747 sec): 3 clusters Score: Raw -1520881.132783 + Penalty 1885.992424 = -1518995.140359 nChanged 322 SP:Iteration 18Q (4601.515371 sec): 3 clusters Score: Raw -1521047.223514 + Penalty 1885.992424 = -1519161.231090 nChanged 315 SP:Iteration 19Q (4601.585286 sec): 3 clusters Score: Raw -1521234.260682 + Penalty 1885.992424 = -1519348.268258 nChanged 281 SP:Iteration 20F (4601.651623 sec): 3 clusters Score: Raw -1521403.790645 + Penalty 1885.992424 = -1519517.798221 nChanged 246 SP:Iteration 21Q (4601.716585 sec): 3 clusters Score: Raw -1521553.738993 + Penalty 1885.992424 = -1519667.746569 nChanged 216 SP:Iteration 22Q (4601.782248 sec): 3 clusters Score: Raw -1521674.981018 + Penalty 1885.992424 = -1519788.988594 nChanged 187 SP:Iteration 23Q (4601.842852 sec): 3 clusters Score: Raw -1521773.727369 + Penalty 1885.992424 = -1519887.734945 nChanged 169 SP:Iteration 24Q (4601.902722 sec): 3 clusters Score: Raw -1521857.277013 + Penalty 1885.992424 = -1519971.284589 nChanged 149 SP:Iteration 25Q (4601.967835 sec): 3 clusters Score: Raw -1521923.562784 + Penalty 1885.992424 = -1520037.570361 nChanged 132 SP:Iteration 26Q (4602.033678 sec): 3 clusters Score: Raw -1521973.833318 + Penalty 1885.992424 = -1520087.840894 nChanged 109 SP:Iteration 27Q (4602.102714 sec): 3 clusters Score: Raw -1522019.039985 + Penalty 1885.992424 = -1520133.047562 nChanged 101 SP:Iteration 28Q (4602.163365 sec): 3 clusters Score: Raw -1522061.721313 + Penalty 1885.992424 = -1520175.728889 nChanged 96 SP:Iteration 29Q (4602.226783 sec): 3 clusters Score: Raw -1522094.760889 + Penalty 1885.992424 = -1520208.768466 nChanged 68 SP:Iteration 30Q (4602.294825 sec): 3 clusters Score: Raw -1522114.184766 + Penalty 1885.992424 = -1520228.192343 nChanged 59 SP:Iteration 31Q (4602.366358 sec): 3 clusters Score: Raw -1522131.928966 + Penalty 1885.992424 = -1520245.936543 nChanged 57 SP:Iteration 32Q (4602.429732 sec): 3 clusters Score: Raw -1522147.650764 + Penalty 1885.992424 = -1520261.658341 nChanged 51 SP:Iteration 33Q (4602.489631 sec): 3 clusters Score: Raw -1522164.246851 + Penalty 1885.992424 = -1520278.254428 nChanged 52 SP:Iteration 34Q (4602.556505 sec): 3 clusters Score: Raw -1522179.662061 + Penalty 1885.992424 = -1520293.669637 nChanged 46 SP:Iteration 35Q (4602.624878 sec): 3 clusters Score: Raw -1522192.601623 + Penalty 1885.992424 = -1520306.609200 nChanged 46 SP:Iteration 36Q (4602.682815 sec): 3 clusters Score: Raw -1522204.705723 + Penalty 1885.992424 = -1520318.713299 nChanged 37 SP:Iteration 37Q (4602.751485 sec): 3 clusters Score: Raw -1522214.503927 + Penalty 1885.992424 = -1520328.511504 nChanged 33 SP:Iteration 38Q (4602.809374 sec): 3 clusters Score: Raw -1522225.322880 + Penalty 1885.992424 = -1520339.330456 nChanged 36 SP:Iteration 39Q (4602.879909 sec): 3 clusters Score: Raw -1522234.305152 + Penalty 1885.992424 = -1520348.312728 nChanged 29 SP:Iteration 40F (4602.914711 sec): 3 clusters Score: Raw -1522240.780373 + Penalty 1885.992424 = -1520354.787950 nChanged 30 SP:Iteration 41Q (4602.994940 sec): 3 clusters Score: Raw -1522247.510056 + Penalty 1885.992424 = -1520361.517632 nChanged 26 SP:Iteration 42Q (4603.064490 sec): 3 clusters Score: Raw -1522254.342933 + Penalty 1885.992424 = -1520368.350509 nChanged 29 SP:Iteration 43Q (4603.125491 sec): 3 clusters Score: Raw -1522260.567019 + Penalty 1885.992424 = -1520374.574595 nChanged 19 SP:Iteration 44Q (4603.203751 sec): 3 clusters Score: Raw -1522264.319884 + Penalty 1885.992424 = -1520378.327460 nChanged 20 SP:Iteration 45Q (4603.263853 sec): 3 clusters Score: Raw -1522268.164306 + Penalty 1885.992424 = -1520382.171882 nChanged 16 SP:Iteration 46Q (4603.331481 sec): 3 clusters Score: Raw -1522271.306028 + Penalty 1885.992424 = -1520385.313604 nChanged 19 SP:Iteration 47Q (4603.410839 sec): 3 clusters Score: Raw -1522275.310491 + Penalty 1885.992424 = -1520389.318067 nChanged 19 SP:Iteration 48Q (4603.477228 sec): 3 clusters Score: Raw -1522279.487449 + Penalty 1885.992424 = -1520393.495026 nChanged 13 SP:Iteration 49Q (4603.543107 sec): 3 clusters Score: Raw -1522281.106018 + Penalty 1885.992424 = -1520395.113595 nChanged 8 SP:Iteration 50Q (4603.612921 sec): 3 clusters Score: Raw -1522282.216340 + Penalty 1885.992424 = -1520396.223916 nChanged 5 SP:Iteration 51Q (4603.673994 sec): 3 clusters Score: Raw -1522283.196720 + Penalty 1885.992424 = -1520397.204296 nChanged 6 SP:Iteration 52Q (4603.744409 sec): 3 clusters Score: Raw -1522284.273425 + Penalty 1885.992424 = -1520398.281001 nChanged 5 SP:Iteration 53Q (4603.814456 sec): 3 clusters Score: Raw -1522285.635403 + Penalty 1885.992424 = -1520399.642979 nChanged 11 SP:Iteration 54Q (4603.883729 sec): 3 clusters Score: Raw -1522288.964408 + Penalty 1885.992424 = -1520402.971985 nChanged 10 SP:Iteration 55Q (4603.951734 sec): 3 clusters Score: Raw -1522290.593704 + Penalty 1885.992424 = -1520404.601280 nChanged 4 SP:Iteration 56Q (4604.018782 sec): 3 clusters Score: Raw -1522291.131567 + Penalty 1885.992424 = -1520405.139143 nChanged 5 SP:Iteration 57Q (4604.081996 sec): 3 clusters Score: Raw -1522292.215500 + Penalty 1885.992424 = -1520406.223076 nChanged 7 SP:Iteration 58Q (4604.149567 sec): 3 clusters Score: Raw -1522293.206573 + Penalty 1885.992424 = -1520407.214149 nChanged 6 SP:Iteration 59Q (4604.215884 sec): 3 clusters Score: Raw -1522294.183179 + Penalty 1885.992424 = -1520408.190755 nChanged 6 SP:Iteration 60F (4604.285654 sec): 3 clusters Score: Raw -1522295.272513 + Penalty 1885.992424 = -1520409.280089 nChanged 7 SP:Iteration 61Q (4604.351358 sec): 3 clusters Score: Raw -1522296.337999 + Penalty 1885.992424 = -1520410.345575 nChanged 10 SP:Iteration 62Q (4604.409426 sec): 3 clusters Score: Raw -1522297.844826 + Penalty 1885.992424 = -1520411.852402 nChanged 7 SP:Iteration 63Q (4604.486301 sec): 3 clusters Score: Raw -1522299.080421 + Penalty 1885.992424 = -1520413.087997 nChanged 5 SP:Iteration 64Q (4604.546925 sec): 3 clusters Score: Raw -1522300.136162 + Penalty 1885.992424 = -1520414.143738 nChanged 6 SP:Iteration 65Q (4604.577643 sec): 3 clusters Score: Raw -1522300.971268 + Penalty 1885.992424 = -1520414.978845 nChanged 1 SP:Iteration 66Q (4604.610752 sec): 3 clusters Score: Raw -1522301.106900 + Penalty 1885.992424 = -1520415.114477 nChanged 2 SP:Iteration 67Q (4604.690868 sec): 3 clusters Score: Raw -1522301.296179 + Penalty 1885.992424 = -1520415.303755 nChanged 3 SP:Iteration 68Q (4604.752845 sec): 3 clusters Score: Raw -1522301.769215 + Penalty 1885.992424 = -1520415.776791 nChanged 3 SP:Iteration 69Q (4604.830453 sec): 3 clusters Score: Raw -1522302.894439 + Penalty 1885.992424 = -1520416.902015 nChanged 5 SP:Iteration 70Q (4604.900545 sec): 3 clusters Score: Raw -1522304.102428 + Penalty 1885.992424 = -1520418.110004 nChanged 6 SP:Iteration 71Q (4604.968778 sec): 3 clusters Score: Raw -1522305.149038 + Penalty 1885.992424 = -1520419.156614 nChanged 4 SP:Iteration 72Q (4605.037339 sec): 3 clusters Score: Raw -1522305.791134 + Penalty 1885.992424 = -1520419.798711 nChanged 6 SP:Iteration 73Q (4605.105055 sec): 3 clusters Score: Raw -1522306.842961 + Penalty 1885.992424 = -1520420.850537 nChanged 9 SP:Iteration 74Q (4605.173715 sec): 3 clusters Score: Raw -1522309.272162 + Penalty 1885.992424 = -1520423.279738 nChanged 6 SP:Iteration 75Q (4605.242513 sec): 3 clusters Score: Raw -1522311.049008 + Penalty 1885.992424 = -1520425.056584 nChanged 5 SP:Iteration 76Q (4605.310814 sec): 3 clusters Score: Raw -1522312.116196 + Penalty 1885.992424 = -1520426.123773 nChanged 4 SP:Iteration 77Q (4605.379940 sec): 3 clusters Score: Raw -1522312.765437 + Penalty 1885.992424 = -1520426.773014 nChanged 4 SP:Iteration 78Q (4605.448959 sec): 3 clusters Score: Raw -1522313.531767 + Penalty 1885.992424 = -1520427.539344 nChanged 1 SP:Iteration 79Q (4605.518092 sec): 3 clusters Score: Raw -1522313.627298 + Penalty 1885.992424 = -1520427.634874 nChanged 0 SP:Iteration 80F (4605.590492 sec): 3 clusters Score: Raw -1522313.627298 + Penalty 1885.992424 = -1520427.634874 nChanged 0 Trying to split cluster 12 (53020 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4605.665991 sec): 2 clusters Score: Raw -3697346.796773 + Penalty 1033.450326 = -3696313.346447 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4605.782930 sec): 3 clusters Score: Raw -3663025.443084 + Penalty 2066.900651 = -3660958.542433 nChanged 25133 SP:Iteration 1F (4605.897429 sec): 3 clusters Score: Raw -3677775.809514 + Penalty 2066.900651 = -3675708.908863 nChanged 2541 SP:Iteration 2Q (4606.012669 sec): 3 clusters Score: Raw -3678716.330240 + Penalty 2066.900651 = -3676649.429589 nChanged 2874 SP:Iteration 3F (4606.091980 sec): 3 clusters Score: Raw -3680000.800627 + Penalty 2066.900651 = -3677933.899976 nChanged 3259 SP:Iteration 4F (4606.170983 sec): 3 clusters Score: Raw -3681742.991981 + Penalty 2066.900651 = -3679676.091330 nChanged 3543 SP:Iteration 5F (4606.250239 sec): 3 clusters Score: Raw -3683906.338203 + Penalty 2066.900651 = -3681839.437551 nChanged 3487 SP:Iteration 6F (4606.329326 sec): 3 clusters Score: Raw -3686377.587120 + Penalty 2066.900651 = -3684310.686469 nChanged 3215 SP:Iteration 7F (4606.408533 sec): 3 clusters Score: Raw -3688791.154583 + Penalty 2066.900651 = -3686724.253932 nChanged 2736 SP:Iteration 8F (4606.488190 sec): 3 clusters Score: Raw -3690998.101572 + Penalty 2066.900651 = -3688931.200921 nChanged 2314 SP:Iteration 9Q (4606.596191 sec): 3 clusters Score: Raw -3693048.705349 + Penalty 2066.900651 = -3690981.804698 nChanged 1668 SP:Iteration 10Q (4606.715594 sec): 3 clusters Score: Raw -3694566.890331 + Penalty 2066.900651 = -3692499.989680 nChanged 1178 SP:Iteration 11Q (4606.828485 sec): 3 clusters Score: Raw -3695473.991660 + Penalty 2066.900651 = -3693407.091009 nChanged 873 SP:Iteration 12Q (4606.953247 sec): 3 clusters Score: Raw -3696033.803894 + Penalty 2066.900651 = -3693966.903242 nChanged 707 SP:Iteration 13Q (4607.062554 sec): 3 clusters Score: Raw -3696425.897116 + Penalty 2066.900651 = -3694358.996465 nChanged 573 SP:Iteration 14Q (4607.159281 sec): 3 clusters Score: Raw -3696720.533241 + Penalty 2066.900651 = -3694653.632590 nChanged 484 SP:Iteration 15Q (4607.271992 sec): 3 clusters Score: Raw -3696956.692131 + Penalty 2066.900651 = -3694889.791480 nChanged 408 SP:Iteration 16Q (4607.366380 sec): 3 clusters Score: Raw -3697139.341581 + Penalty 2066.900651 = -3695072.440930 nChanged 337 SP:Iteration 17Q (4607.464242 sec): 3 clusters Score: Raw -3697272.061334 + Penalty 2066.900651 = -3695205.160682 nChanged 288 SP:Iteration 18Q (4607.562190 sec): 3 clusters Score: Raw -3697373.122060 + Penalty 2066.900651 = -3695306.221409 nChanged 219 SP:Iteration 19Q (4607.662027 sec): 3 clusters Score: Raw -3697440.829297 + Penalty 2066.900651 = -3695373.928646 nChanged 169 SP:Iteration 20F (4607.772395 sec): 3 clusters Score: Raw -3697489.319312 + Penalty 2066.900651 = -3695422.418661 nChanged 155 SP:Iteration 21Q (4607.873419 sec): 3 clusters Score: Raw -3697537.332007 + Penalty 2066.900651 = -3695470.431356 nChanged 128 SP:Iteration 22Q (4607.974628 sec): 3 clusters Score: Raw -3697580.153939 + Penalty 2066.900651 = -3695513.253287 nChanged 120 SP:Iteration 23Q (4608.075278 sec): 3 clusters Score: Raw -3697617.492709 + Penalty 2066.900651 = -3695550.592058 nChanged 111 SP:Iteration 24Q (4608.161214 sec): 3 clusters Score: Raw -3697649.287774 + Penalty 2066.900651 = -3695582.387123 nChanged 89 SP:Iteration 25Q (4608.252919 sec): 3 clusters Score: Raw -3697671.458789 + Penalty 2066.900651 = -3695604.558138 nChanged 67 SP:Iteration 26Q (4608.352133 sec): 3 clusters Score: Raw -3697686.300979 + Penalty 2066.900651 = -3695619.400328 nChanged 54 SP:Iteration 27Q (4608.451980 sec): 3 clusters Score: Raw -3697699.548829 + Penalty 2066.900651 = -3695632.648178 nChanged 50 SP:Iteration 28Q (4608.552080 sec): 3 clusters Score: Raw -3697710.838421 + Penalty 2066.900651 = -3695643.937770 nChanged 40 SP:Iteration 29Q (4608.645262 sec): 3 clusters Score: Raw -3697718.784638 + Penalty 2066.900651 = -3695651.883987 nChanged 36 SP:Iteration 30Q (4608.743485 sec): 3 clusters Score: Raw -3697728.430471 + Penalty 2066.900651 = -3695661.529820 nChanged 39 SP:Iteration 31Q (4608.841390 sec): 3 clusters Score: Raw -3697739.371748 + Penalty 2066.900651 = -3695672.471097 nChanged 33 SP:Iteration 32Q (4608.941141 sec): 3 clusters Score: Raw -3697745.846031 + Penalty 2066.900651 = -3695678.945380 nChanged 24 SP:Iteration 33Q (4609.040608 sec): 3 clusters Score: Raw -3697750.249189 + Penalty 2066.900651 = -3695683.348538 nChanged 26 SP:Iteration 34Q (4609.128429 sec): 3 clusters Score: Raw -3697757.662458 + Penalty 2066.900651 = -3695690.761806 nChanged 41 SP:Iteration 35Q (4609.229838 sec): 3 clusters Score: Raw -3697770.137820 + Penalty 2066.900651 = -3695703.237169 nChanged 27 SP:Iteration 36Q (4609.329097 sec): 3 clusters Score: Raw -3697776.816608 + Penalty 2066.900651 = -3695709.915957 nChanged 12 SP:Iteration 37Q (4609.434842 sec): 3 clusters Score: Raw -3697778.953042 + Penalty 2066.900651 = -3695712.052391 nChanged 6 SP:Iteration 38Q (4609.538874 sec): 3 clusters Score: Raw -3697780.215348 + Penalty 2066.900651 = -3695713.314697 nChanged 13 SP:Iteration 39Q (4609.645658 sec): 3 clusters Score: Raw -3697783.067879 + Penalty 2066.900651 = -3695716.167228 nChanged 14 SP:Iteration 40F (4609.758489 sec): 3 clusters Score: Raw -3697785.837021 + Penalty 2066.900651 = -3695718.936370 nChanged 14 SP:Iteration 41Q (4609.852090 sec): 3 clusters Score: Raw -3697789.356135 + Penalty 2066.900651 = -3695722.455483 nChanged 13 SP:Iteration 42Q (4609.942624 sec): 3 clusters Score: Raw -3697791.321429 + Penalty 2066.900651 = -3695724.420778 nChanged 10 SP:Iteration 43Q (4610.053632 sec): 3 clusters Score: Raw -3697793.009008 + Penalty 2066.900651 = -3695726.108357 nChanged 9 SP:Iteration 44Q (4610.168941 sec): 3 clusters Score: Raw -3697794.651151 + Penalty 2066.900651 = -3695727.750500 nChanged 6 SP:Iteration 45Q (4610.266921 sec): 3 clusters Score: Raw -3697795.676784 + Penalty 2066.900651 = -3695728.776133 nChanged 9 SP:Iteration 46Q (4610.375834 sec): 3 clusters Score: Raw -3697797.444649 + Penalty 2066.900651 = -3695730.543998 nChanged 11 SP:Iteration 47Q (4610.481390 sec): 3 clusters Score: Raw -3697799.096656 + Penalty 2066.900651 = -3695732.196004 nChanged 7 SP:Iteration 48Q (4610.581475 sec): 3 clusters Score: Raw -3697800.944325 + Penalty 2066.900651 = -3695734.043674 nChanged 10 SP:Iteration 49Q (4610.692179 sec): 3 clusters Score: Raw -3697802.986229 + Penalty 2066.900651 = -3695736.085578 nChanged 3 SP:Iteration 50Q (4610.786792 sec): 3 clusters Score: Raw -3697803.456049 + Penalty 2066.900651 = -3695736.555398 nChanged 1 SP:Iteration 51Q (4610.893309 sec): 3 clusters Score: Raw -3697803.754057 + Penalty 2066.900651 = -3695736.853406 nChanged 3 SP:Iteration 52Q (4610.995818 sec): 3 clusters Score: Raw -3697804.754274 + Penalty 2066.900651 = -3695737.853623 nChanged 1 SP:Iteration 53Q (4611.091636 sec): 3 clusters Score: Raw -3697805.056670 + Penalty 2066.900651 = -3695738.156019 nChanged 2 SP:Iteration 54Q (4611.194789 sec): 3 clusters Score: Raw -3697805.455203 + Penalty 2066.900651 = -3695738.554552 nChanged 5 SP:Iteration 55Q (4611.304947 sec): 3 clusters Score: Raw -3697806.224936 + Penalty 2066.900651 = -3695739.324285 nChanged 4 SP:Iteration 56Q (4611.408988 sec): 3 clusters Score: Raw -3697806.717260 + Penalty 2066.900651 = -3695739.816609 nChanged 1 SP:Iteration 57Q (4611.512158 sec): 3 clusters Score: Raw -3697806.992348 + Penalty 2066.900651 = -3695740.091697 nChanged 4 SP:Iteration 58Q (4611.612724 sec): 3 clusters Score: Raw -3697807.991890 + Penalty 2066.900651 = -3695741.091239 nChanged 2 SP:Iteration 59Q (4611.714104 sec): 3 clusters Score: Raw -3697808.163138 + Penalty 2066.900651 = -3695741.262487 nChanged 1 SP:Iteration 60F (4611.819662 sec): 3 clusters Score: Raw -3697808.268830 + Penalty 2066.900651 = -3695741.368179 nChanged 1 SP:Iteration 61Q (4611.927840 sec): 3 clusters Score: Raw -3697808.453336 + Penalty 2066.900651 = -3695741.552685 nChanged 2 SP:Iteration 62Q (4612.030030 sec): 3 clusters Score: Raw -3697808.866487 + Penalty 2066.900651 = -3695741.965836 nChanged 3 SP:Iteration 63Q (4612.130445 sec): 3 clusters Score: Raw -3697809.423737 + Penalty 2066.900651 = -3695742.523086 nChanged 1 SP:Iteration 64Q (4612.246694 sec): 3 clusters Score: Raw -3697809.620010 + Penalty 2066.900651 = -3695742.719359 nChanged 1 SP:Iteration 65Q (4612.344537 sec): 3 clusters Score: Raw -3697809.691976 + Penalty 2066.900651 = -3695742.791325 nChanged 0 SP:Iteration 66F (4612.459149 sec): 3 clusters Score: Raw -3697809.691976 + Penalty 2066.900651 = -3695742.791325 nChanged 0 Trying to split cluster 13 (626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4612.485656 sec): 2 clusters Score: Raw -43366.865105 + Penalty 611.738285 = -42755.126819 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4612.531266 sec): 3 clusters Score: Raw -43182.482952 + Penalty 1223.476571 = -41959.006381 nChanged 183 SP:Iteration 1F (4612.565770 sec): 3 clusters Score: Raw -43355.149028 + Penalty 1223.476571 = -42131.672457 nChanged 47 SP:Iteration 2F (4612.612762 sec): 3 clusters Score: Raw -43417.385699 + Penalty 1223.476571 = -42193.909129 nChanged 32 SP:Iteration 3F (4612.670056 sec): 3 clusters Score: Raw -43459.209667 + Penalty 1223.476571 = -42235.733096 nChanged 19 SP:Iteration 4Q (4612.714591 sec): 3 clusters Score: Raw -43478.749302 + Penalty 1223.476571 = -42255.272732 nChanged 9 SP:Iteration 5Q (4612.753409 sec): 3 clusters Score: Raw -43486.579021 + Penalty 1223.476571 = -42263.102451 nChanged 4 SP:Iteration 6Q (4612.797891 sec): 3 clusters Score: Raw -43489.329485 + Penalty 1223.476571 = -42265.852914 nChanged 2 SP:Iteration 7Q (4612.841993 sec): 3 clusters Score: Raw -43490.486639 + Penalty 1223.476571 = -42267.010068 nChanged 2 SP:Iteration 8Q (4612.896587 sec): 3 clusters Score: Raw -43491.942684 + Penalty 1223.476571 = -42268.466114 nChanged 5 SP:Iteration 9Q (4612.933764 sec): 3 clusters Score: Raw -43496.646341 + Penalty 1223.476571 = -42273.169771 nChanged 0 SP:Iteration 10F (4612.964912 sec): 3 clusters Score: Raw -43496.646341 + Penalty 1223.476571 = -42273.169771 nChanged 0 Trying to split cluster 14 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4613.003469 sec): 2 clusters Score: Raw -476471.084413 + Penalty 836.396627 = -475634.687787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4613.057398 sec): 3 clusters Score: Raw -472627.947926 + Penalty 1672.793254 = -470955.154672 nChanged 2847 SP:Iteration 1F (4613.113556 sec): 3 clusters Score: Raw -474242.999775 + Penalty 1672.793254 = -472570.206521 nChanged 459 SP:Iteration 2F (4613.163380 sec): 3 clusters Score: Raw -474475.240617 + Penalty 1672.793254 = -472802.447363 nChanged 390 SP:Iteration 3F (4613.209339 sec): 3 clusters Score: Raw -474698.874642 + Penalty 1672.793254 = -473026.081388 nChanged 359 SP:Iteration 4F (4613.266761 sec): 3 clusters Score: Raw -475016.180024 + Penalty 1672.793254 = -473343.386770 nChanged 412 SP:Iteration 5F (4613.318996 sec): 3 clusters Score: Raw -475311.549227 + Penalty 1672.793254 = -473638.755973 nChanged 381 SP:Iteration 6F (4613.366852 sec): 3 clusters Score: Raw -475523.513179 + Penalty 1672.793254 = -473850.719925 nChanged 340 SP:Iteration 7F (4613.416522 sec): 3 clusters Score: Raw -475723.236703 + Penalty 1672.793254 = -474050.443450 nChanged 310 SP:Iteration 8Q (4613.468636 sec): 3 clusters Score: Raw -475902.755912 + Penalty 1672.793254 = -474229.962658 nChanged 273 SP:Iteration 9Q (4613.518994 sec): 3 clusters Score: Raw -476023.435338 + Penalty 1672.793254 = -474350.642084 nChanged 207 SP:Iteration 10Q (4613.559872 sec): 3 clusters Score: Raw -476115.919336 + Penalty 1672.793254 = -474443.126082 nChanged 170 SP:Iteration 11Q (4613.609353 sec): 3 clusters Score: Raw -476177.631886 + Penalty 1672.793254 = -474504.838633 nChanged 124 SP:Iteration 12Q (4613.661835 sec): 3 clusters Score: Raw -476213.168751 + Penalty 1672.793254 = -474540.375498 nChanged 86 SP:Iteration 13Q (4613.707763 sec): 3 clusters Score: Raw -476240.360011 + Penalty 1672.793254 = -474567.566757 nChanged 92 SP:Iteration 14Q (4613.774371 sec): 3 clusters Score: Raw -476267.529264 + Penalty 1672.793254 = -474594.736011 nChanged 71 SP:Iteration 15Q (4613.832362 sec): 3 clusters Score: Raw -476285.097157 + Penalty 1672.793254 = -474612.303903 nChanged 66 SP:Iteration 16Q (4613.878268 sec): 3 clusters Score: Raw -476307.163153 + Penalty 1672.793254 = -474634.369899 nChanged 72 SP:Iteration 17Q (4613.924369 sec): 3 clusters Score: Raw -476333.018325 + Penalty 1672.793254 = -474660.225071 nChanged 66 SP:Iteration 18Q (4613.981108 sec): 3 clusters Score: Raw -476356.558201 + Penalty 1672.793254 = -474683.764947 nChanged 74 SP:Iteration 19Q (4614.035300 sec): 3 clusters Score: Raw -476389.222935 + Penalty 1672.793254 = -474716.429681 nChanged 70 SP:Iteration 20F (4614.088012 sec): 3 clusters Score: Raw -476422.874837 + Penalty 1672.793254 = -474750.081583 nChanged 66 SP:Iteration 21Q (4614.144179 sec): 3 clusters Score: Raw -476455.160459 + Penalty 1672.793254 = -474782.367205 nChanged 70 SP:Iteration 22Q (4614.190751 sec): 3 clusters Score: Raw -476480.756049 + Penalty 1672.793254 = -474807.962796 nChanged 59 SP:Iteration 23Q (4614.246897 sec): 3 clusters Score: Raw -476498.212170 + Penalty 1672.793254 = -474825.418917 nChanged 49 SP:Iteration 24Q (4614.312865 sec): 3 clusters Score: Raw -476508.495317 + Penalty 1672.793254 = -474835.702063 nChanged 39 SP:Iteration 25Q (4614.360000 sec): 3 clusters Score: Raw -476517.990465 + Penalty 1672.793254 = -474845.197212 nChanged 35 SP:Iteration 26Q (4614.399154 sec): 3 clusters Score: Raw -476524.132018 + Penalty 1672.793254 = -474851.338764 nChanged 35 SP:Iteration 27Q (4614.467960 sec): 3 clusters Score: Raw -476529.057719 + Penalty 1672.793254 = -474856.264465 nChanged 27 SP:Iteration 28Q (4614.518379 sec): 3 clusters Score: Raw -476532.689598 + Penalty 1672.793254 = -474859.896344 nChanged 26 SP:Iteration 29Q (4614.577666 sec): 3 clusters Score: Raw -476537.273824 + Penalty 1672.793254 = -474864.480571 nChanged 34 SP:Iteration 30Q (4614.633586 sec): 3 clusters Score: Raw -476544.289714 + Penalty 1672.793254 = -474871.496460 nChanged 33 SP:Iteration 31Q (4614.689677 sec): 3 clusters Score: Raw -476549.718695 + Penalty 1672.793254 = -474876.925441 nChanged 23 SP:Iteration 32Q (4614.757243 sec): 3 clusters Score: Raw -476553.501446 + Penalty 1672.793254 = -474880.708193 nChanged 22 SP:Iteration 33Q (4614.803484 sec): 3 clusters Score: Raw -476556.982250 + Penalty 1672.793254 = -474884.188997 nChanged 18 SP:Iteration 34Q (4614.860541 sec): 3 clusters Score: Raw -476559.948173 + Penalty 1672.793254 = -474887.154920 nChanged 14 SP:Iteration 35Q (4614.912551 sec): 3 clusters Score: Raw -476562.328038 + Penalty 1672.793254 = -474889.534785 nChanged 18 SP:Iteration 36Q (4614.965299 sec): 3 clusters Score: Raw -476565.109538 + Penalty 1672.793254 = -474892.316285 nChanged 21 SP:Iteration 37Q (4615.032944 sec): 3 clusters Score: Raw -476568.697470 + Penalty 1672.793254 = -474895.904216 nChanged 18 SP:Iteration 38Q (4615.079135 sec): 3 clusters Score: Raw -476571.137111 + Penalty 1672.793254 = -474898.343857 nChanged 15 SP:Iteration 39Q (4615.135700 sec): 3 clusters Score: Raw -476572.927059 + Penalty 1672.793254 = -474900.133805 nChanged 11 SP:Iteration 40F (4615.184327 sec): 3 clusters Score: Raw -476574.531418 + Penalty 1672.793254 = -474901.738164 nChanged 7 SP:Iteration 41Q (4615.232147 sec): 3 clusters Score: Raw -476575.728364 + Penalty 1672.793254 = -474902.935111 nChanged 5 SP:Iteration 42Q (4615.300544 sec): 3 clusters Score: Raw -476576.290119 + Penalty 1672.793254 = -474903.496865 nChanged 5 SP:Iteration 43Q (4615.345484 sec): 3 clusters Score: Raw -476576.886870 + Penalty 1672.793254 = -474904.093617 nChanged 3 SP:Iteration 44Q (4615.401396 sec): 3 clusters Score: Raw -476577.299282 + Penalty 1672.793254 = -474904.506028 nChanged 4 SP:Iteration 45Q (4615.457527 sec): 3 clusters Score: Raw -476578.021362 + Penalty 1672.793254 = -474905.228108 nChanged 6 SP:Iteration 46Q (4615.503220 sec): 3 clusters Score: Raw -476578.639177 + Penalty 1672.793254 = -474905.845923 nChanged 5 SP:Iteration 47Q (4615.559372 sec): 3 clusters Score: Raw -476579.183289 + Penalty 1672.793254 = -474906.390036 nChanged 5 SP:Iteration 48Q (4615.615519 sec): 3 clusters Score: Raw -476579.698955 + Penalty 1672.793254 = -474906.905702 nChanged 5 SP:Iteration 49Q (4615.683923 sec): 3 clusters Score: Raw -476580.222372 + Penalty 1672.793254 = -474907.429118 nChanged 5 SP:Iteration 50Q (4615.728736 sec): 3 clusters Score: Raw -476580.962263 + Penalty 1672.793254 = -474908.169009 nChanged 6 SP:Iteration 51Q (4615.784705 sec): 3 clusters Score: Raw -476581.818252 + Penalty 1672.793254 = -474909.024998 nChanged 5 SP:Iteration 52Q (4615.841095 sec): 3 clusters Score: Raw -476582.595705 + Penalty 1672.793254 = -474909.802451 nChanged 7 SP:Iteration 53Q (4615.897199 sec): 3 clusters Score: Raw -476583.653913 + Penalty 1672.793254 = -474910.860659 nChanged 9 SP:Iteration 54Q (4615.961474 sec): 3 clusters Score: Raw -476584.934502 + Penalty 1672.793254 = -474912.141248 nChanged 8 SP:Iteration 55Q (4616.007849 sec): 3 clusters Score: Raw -476586.255570 + Penalty 1672.793254 = -474913.462317 nChanged 5 SP:Iteration 56Q (4616.076577 sec): 3 clusters Score: Raw -476586.736009 + Penalty 1672.793254 = -474913.942755 nChanged 5 SP:Iteration 57Q (4616.123690 sec): 3 clusters Score: Raw -476587.413246 + Penalty 1672.793254 = -474914.619992 nChanged 8 SP:Iteration 58Q (4616.178680 sec): 3 clusters Score: Raw -476588.763260 + Penalty 1672.793254 = -474915.970006 nChanged 10 SP:Iteration 59Q (4616.247601 sec): 3 clusters Score: Raw -476590.129750 + Penalty 1672.793254 = -474917.336496 nChanged 7 SP:Iteration 60F (4616.293954 sec): 3 clusters Score: Raw -476591.066862 + Penalty 1672.793254 = -474918.273608 nChanged 9 SP:Iteration 61Q (4616.333456 sec): 3 clusters Score: Raw -476592.658222 + Penalty 1672.793254 = -474919.864969 nChanged 16 SP:Iteration 62Q (4616.387693 sec): 3 clusters Score: Raw -476596.402741 + Penalty 1672.793254 = -474923.609488 nChanged 17 SP:Iteration 63Q (4616.443724 sec): 3 clusters Score: Raw -476600.139155 + Penalty 1672.793254 = -474927.345902 nChanged 25 SP:Iteration 64Q (4616.494103 sec): 3 clusters Score: Raw -476605.863048 + Penalty 1672.793254 = -474933.069795 nChanged 23 SP:Iteration 65Q (4616.551453 sec): 3 clusters Score: Raw -476612.053109 + Penalty 1672.793254 = -474939.259855 nChanged 25 SP:Iteration 66Q (4616.606973 sec): 3 clusters Score: Raw -476617.978961 + Penalty 1672.793254 = -474945.185708 nChanged 30 SP:Iteration 67Q (4616.662269 sec): 3 clusters Score: Raw -476626.190579 + Penalty 1672.793254 = -474953.397326 nChanged 40 SP:Iteration 68Q (4616.716012 sec): 3 clusters Score: Raw -476637.257601 + Penalty 1672.793254 = -474964.464347 nChanged 42 SP:Iteration 69Q (4616.771977 sec): 3 clusters Score: Raw -476648.241424 + Penalty 1672.793254 = -474975.448170 nChanged 42 SP:Iteration 70Q (4616.827819 sec): 3 clusters Score: Raw -476661.706728 + Penalty 1672.793254 = -474988.913475 nChanged 57 SP:Iteration 71Q (4616.888662 sec): 3 clusters Score: Raw -476682.356634 + Penalty 1672.793254 = -475009.563380 nChanged 54 SP:Iteration 72Q (4616.943683 sec): 3 clusters Score: Raw -476699.670979 + Penalty 1672.793254 = -475026.877726 nChanged 48 SP:Iteration 73Q (4617.000126 sec): 3 clusters Score: Raw -476718.154204 + Penalty 1672.793254 = -475045.360950 nChanged 55 SP:Iteration 74Q (4617.054062 sec): 3 clusters Score: Raw -476740.358320 + Penalty 1672.793254 = -475067.565066 nChanged 57 SP:Iteration 75Q (4617.109613 sec): 3 clusters Score: Raw -476768.425167 + Penalty 1672.793254 = -475095.631913 nChanged 64 SP:Iteration 76Q (4617.158645 sec): 3 clusters Score: Raw -476801.431250 + Penalty 1672.793254 = -475128.637996 nChanged 66 SP:Iteration 77Q (4617.209238 sec): 3 clusters Score: Raw -476838.733766 + Penalty 1672.793254 = -475165.940512 nChanged 51 SP:Iteration 78Q (4617.261689 sec): 3 clusters Score: Raw -476865.519768 + Penalty 1672.793254 = -475192.726514 nChanged 40 SP:Iteration 79Q (4617.309740 sec): 3 clusters Score: Raw -476890.591008 + Penalty 1672.793254 = -475217.797754 nChanged 46 SP:Iteration 80F (4617.361454 sec): 3 clusters Score: Raw -476918.488699 + Penalty 1672.793254 = -475245.695445 nChanged 45 SP:Iteration 81Q (4617.414408 sec): 3 clusters Score: Raw -476946.683868 + Penalty 1672.793254 = -475273.890614 nChanged 46 SP:Iteration 82Q (4617.468607 sec): 3 clusters Score: Raw -476967.919830 + Penalty 1672.793254 = -475295.126576 nChanged 43 SP:Iteration 83Q (4617.520527 sec): 3 clusters Score: Raw -476988.508067 + Penalty 1672.793254 = -475315.714813 nChanged 30 SP:Iteration 84Q (4617.573797 sec): 3 clusters Score: Raw -477001.324338 + Penalty 1672.793254 = -475328.531084 nChanged 19 SP:Iteration 85Q (4617.625684 sec): 3 clusters Score: Raw -477007.911357 + Penalty 1672.793254 = -475335.118104 nChanged 23 SP:Iteration 86Q (4617.659595 sec): 3 clusters Score: Raw -477016.940352 + Penalty 1672.793254 = -475344.147099 nChanged 17 SP:Iteration 87Q (4617.722254 sec): 3 clusters Score: Raw -477024.279228 + Penalty 1672.793254 = -475351.485975 nChanged 17 SP:Iteration 88Q (4617.775555 sec): 3 clusters Score: Raw -477031.802491 + Penalty 1672.793254 = -475359.009237 nChanged 10 SP:Iteration 89Q (4617.825289 sec): 3 clusters Score: Raw -477035.758302 + Penalty 1672.793254 = -475362.965049 nChanged 7 SP:Iteration 90Q (4617.866804 sec): 3 clusters Score: Raw -477038.085583 + Penalty 1672.793254 = -475365.292329 nChanged 10 SP:Iteration 91Q (4617.917938 sec): 3 clusters Score: Raw -477040.369720 + Penalty 1672.793254 = -475367.576466 nChanged 5 SP:Iteration 92Q (4617.971654 sec): 3 clusters Score: Raw -477041.883124 + Penalty 1672.793254 = -475369.089871 nChanged 3 SP:Iteration 93Q (4618.023220 sec): 3 clusters Score: Raw -477042.461056 + Penalty 1672.793254 = -475369.667803 nChanged 0 SP:Iteration 94F (4618.064488 sec): 3 clusters Score: Raw -477042.461056 + Penalty 1672.793254 = -475369.667803 nChanged 0 Trying to split cluster 15 (6259 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4618.099691 sec): 2 clusters Score: Raw -433612.108489 + Penalty 830.468692 = -432781.639796 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4618.146690 sec): 3 clusters Score: Raw -430070.431541 + Penalty 1660.937384 = -428409.494157 nChanged 2742 SP:Iteration 1F (4618.193923 sec): 3 clusters Score: Raw -431522.682720 + Penalty 1660.937384 = -429861.745336 nChanged 408 SP:Iteration 2F (4618.235482 sec): 3 clusters Score: Raw -431695.122658 + Penalty 1660.937384 = -430034.185274 nChanged 327 SP:Iteration 3F (4618.291148 sec): 3 clusters Score: Raw -431837.700882 + Penalty 1660.937384 = -430176.763497 nChanged 301 SP:Iteration 4Q (4618.346965 sec): 3 clusters Score: Raw -431985.849541 + Penalty 1660.937384 = -430324.912157 nChanged 282 SP:Iteration 5Q (4618.396615 sec): 3 clusters Score: Raw -432150.875513 + Penalty 1660.937384 = -430489.938128 nChanged 298 SP:Iteration 6Q (4618.447271 sec): 3 clusters Score: Raw -432364.783110 + Penalty 1660.937384 = -430703.845725 nChanged 336 SP:Iteration 7F (4618.500823 sec): 3 clusters Score: Raw -432636.091489 + Penalty 1660.937384 = -430975.154104 nChanged 334 SP:Iteration 8F (4618.554458 sec): 3 clusters Score: Raw -432896.177732 + Penalty 1660.937384 = -431235.240348 nChanged 286 SP:Iteration 9Q (4618.600260 sec): 3 clusters Score: Raw -433116.926337 + Penalty 1660.937384 = -431455.988953 nChanged 243 SP:Iteration 10Q (4618.653937 sec): 3 clusters Score: Raw -433253.623099 + Penalty 1660.937384 = -431592.685715 nChanged 173 SP:Iteration 11Q (4618.710005 sec): 3 clusters Score: Raw -433335.037981 + Penalty 1660.937384 = -431674.100596 nChanged 134 SP:Iteration 12Q (4618.765706 sec): 3 clusters Score: Raw -433390.731984 + Penalty 1660.937384 = -431729.794600 nChanged 106 SP:Iteration 13Q (4618.830791 sec): 3 clusters Score: Raw -433442.305153 + Penalty 1660.937384 = -431781.367769 nChanged 102 SP:Iteration 14Q (4618.882979 sec): 3 clusters Score: Raw -433482.689134 + Penalty 1660.937384 = -431821.751749 nChanged 85 SP:Iteration 15Q (4618.931572 sec): 3 clusters Score: Raw -433513.537973 + Penalty 1660.937384 = -431852.600588 nChanged 75 SP:Iteration 16Q (4618.995062 sec): 3 clusters Score: Raw -433537.920482 + Penalty 1660.937384 = -431876.983098 nChanged 68 SP:Iteration 17Q (4619.019572 sec): 3 clusters Score: Raw -433562.928370 + Penalty 1660.937384 = -431901.990985 nChanged 63 SP:Iteration 18Q (4619.039373 sec): 3 clusters Score: Raw -433581.442359 + Penalty 1660.937384 = -431920.504974 nChanged 50 SP:Iteration 19Q (4619.063817 sec): 3 clusters Score: Raw -433592.813095 + Penalty 1660.937384 = -431931.875710 nChanged 34 SP:Iteration 20F (4619.084226 sec): 3 clusters Score: Raw -433600.971970 + Penalty 1660.937384 = -431940.034586 nChanged 40 SP:Iteration 21Q (4619.103804 sec): 3 clusters Score: Raw -433612.435447 + Penalty 1660.937384 = -431951.498063 nChanged 47 SP:Iteration 22Q (4619.123549 sec): 3 clusters Score: Raw -433628.132905 + Penalty 1660.937384 = -431967.195520 nChanged 53 SP:Iteration 23Q (4619.143191 sec): 3 clusters Score: Raw -433648.261049 + Penalty 1660.937384 = -431987.323665 nChanged 57 SP:Iteration 24Q (4619.175586 sec): 3 clusters Score: Raw -433667.453685 + Penalty 1660.937384 = -432006.516301 nChanged 48 SP:Iteration 25Q (4619.195102 sec): 3 clusters Score: Raw -433682.927263 + Penalty 1660.937384 = -432021.989879 nChanged 50 SP:Iteration 26Q (4619.214929 sec): 3 clusters Score: Raw -433701.809570 + Penalty 1660.937384 = -432040.872185 nChanged 48 SP:Iteration 27Q (4619.234745 sec): 3 clusters Score: Raw -433720.007200 + Penalty 1660.937384 = -432059.069816 nChanged 47 SP:Iteration 28Q (4619.266553 sec): 3 clusters Score: Raw -433737.081410 + Penalty 1660.937384 = -432076.144025 nChanged 42 SP:Iteration 29Q (4619.320169 sec): 3 clusters Score: Raw -433755.296904 + Penalty 1660.937384 = -432094.359519 nChanged 52 SP:Iteration 30Q (4619.374748 sec): 3 clusters Score: Raw -433780.921559 + Penalty 1660.937384 = -432119.984175 nChanged 48 SP:Iteration 31Q (4619.426510 sec): 3 clusters Score: Raw -433808.015143 + Penalty 1660.937384 = -432147.077759 nChanged 38 SP:Iteration 32Q (4619.471564 sec): 3 clusters Score: Raw -433824.330070 + Penalty 1660.937384 = -432163.392686 nChanged 40 SP:Iteration 33Q (4619.523410 sec): 3 clusters Score: Raw -433838.017696 + Penalty 1660.937384 = -432177.080311 nChanged 34 SP:Iteration 34Q (4619.588523 sec): 3 clusters Score: Raw -433851.138018 + Penalty 1660.937384 = -432190.200633 nChanged 36 SP:Iteration 35Q (4619.635679 sec): 3 clusters Score: Raw -433863.674398 + Penalty 1660.937384 = -432202.737014 nChanged 29 SP:Iteration 36Q (4619.690676 sec): 3 clusters Score: Raw -433872.604365 + Penalty 1660.937384 = -432211.666981 nChanged 26 SP:Iteration 37Q (4619.741146 sec): 3 clusters Score: Raw -433879.562059 + Penalty 1660.937384 = -432218.624674 nChanged 19 SP:Iteration 38Q (4619.794481 sec): 3 clusters Score: Raw -433884.132101 + Penalty 1660.937384 = -432223.194717 nChanged 14 SP:Iteration 39Q (4619.839106 sec): 3 clusters Score: Raw -433887.683729 + Penalty 1660.937384 = -432226.746345 nChanged 11 SP:Iteration 40F (4619.899869 sec): 3 clusters Score: Raw -433890.094477 + Penalty 1660.937384 = -432229.157093 nChanged 8 SP:Iteration 41Q (4619.946072 sec): 3 clusters Score: Raw -433891.405945 + Penalty 1660.937384 = -432230.468561 nChanged 6 SP:Iteration 42Q (4619.987474 sec): 3 clusters Score: Raw -433892.210895 + Penalty 1660.937384 = -432231.273511 nChanged 8 SP:Iteration 43Q (4620.050554 sec): 3 clusters Score: Raw -433893.097647 + Penalty 1660.937384 = -432232.160263 nChanged 4 SP:Iteration 44Q (4620.100299 sec): 3 clusters Score: Raw -433893.414535 + Penalty 1660.937384 = -432232.477151 nChanged 4 SP:Iteration 45Q (4620.141161 sec): 3 clusters Score: Raw -433894.073266 + Penalty 1660.937384 = -432233.135881 nChanged 2 SP:Iteration 46Q (4620.204951 sec): 3 clusters Score: Raw -433894.274677 + Penalty 1660.937384 = -432233.337293 nChanged 1 SP:Iteration 47Q (4620.256167 sec): 3 clusters Score: Raw -433894.329279 + Penalty 1660.937384 = -432233.391895 nChanged 1 SP:Iteration 48Q (4620.305482 sec): 3 clusters Score: Raw -433894.356983 + Penalty 1660.937384 = -432233.419599 nChanged 1 SP:Iteration 49Q (4620.360006 sec): 3 clusters Score: Raw -433894.383728 + Penalty 1660.937384 = -432233.446344 nChanged 0 SP:Iteration 50F (4620.415362 sec): 3 clusters Score: Raw -433894.383728 + Penalty 1660.937384 = -432233.446344 nChanged 0 Trying to split cluster 16 (18270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4620.458416 sec): 2 clusters Score: Raw -1361181.764412 + Penalty 932.236487 = -1360249.527925 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4620.531133 sec): 3 clusters Score: Raw -1350019.123411 + Penalty 1864.472973 = -1348154.650437 nChanged 8389 SP:Iteration 1F (4620.598051 sec): 3 clusters Score: Raw -1354844.223992 + Penalty 1864.472973 = -1352979.751019 nChanged 1036 SP:Iteration 2F (4620.663971 sec): 3 clusters Score: Raw -1355268.191958 + Penalty 1864.472973 = -1353403.718985 nChanged 977 SP:Iteration 3F (4620.726581 sec): 3 clusters Score: Raw -1355750.219590 + Penalty 1864.472973 = -1353885.746617 nChanged 1028 SP:Iteration 4F (4620.793541 sec): 3 clusters Score: Raw -1356378.173845 + Penalty 1864.472973 = -1354513.700871 nChanged 1127 SP:Iteration 5F (4620.862928 sec): 3 clusters Score: Raw -1357177.691337 + Penalty 1864.472973 = -1355313.218364 nChanged 1140 SP:Iteration 6F (4620.927529 sec): 3 clusters Score: Raw -1358103.413865 + Penalty 1864.472973 = -1356238.940892 nChanged 1075 SP:Iteration 7F (4620.990710 sec): 3 clusters Score: Raw -1358835.845249 + Penalty 1864.472973 = -1356971.372276 nChanged 776 SP:Iteration 8Q (4621.061529 sec): 3 clusters Score: Raw -1359175.980727 + Penalty 1864.472973 = -1357311.507754 nChanged 453 SP:Iteration 9Q (4621.126749 sec): 3 clusters Score: Raw -1359300.988772 + Penalty 1864.472973 = -1357436.515799 nChanged 285 SP:Iteration 10Q (4621.188116 sec): 3 clusters Score: Raw -1359372.457079 + Penalty 1864.472973 = -1357507.984106 nChanged 232 SP:Iteration 11Q (4621.259565 sec): 3 clusters Score: Raw -1359431.523114 + Penalty 1864.472973 = -1357567.050140 nChanged 227 SP:Iteration 12Q (4621.331091 sec): 3 clusters Score: Raw -1359491.165420 + Penalty 1864.472973 = -1357626.692447 nChanged 240 SP:Iteration 13Q (4621.409313 sec): 3 clusters Score: Raw -1359551.931369 + Penalty 1864.472973 = -1357687.458396 nChanged 218 SP:Iteration 14Q (4621.465598 sec): 3 clusters Score: Raw -1359605.237541 + Penalty 1864.472973 = -1357740.764567 nChanged 217 SP:Iteration 15Q (4621.535561 sec): 3 clusters Score: Raw -1359653.206018 + Penalty 1864.472973 = -1357788.733044 nChanged 202 SP:Iteration 16Q (4621.596655 sec): 3 clusters Score: Raw -1359697.499761 + Penalty 1864.472973 = -1357833.026788 nChanged 199 SP:Iteration 17Q (4621.664109 sec): 3 clusters Score: Raw -1359744.888643 + Penalty 1864.472973 = -1357880.415670 nChanged 210 SP:Iteration 18Q (4621.727826 sec): 3 clusters Score: Raw -1359794.937417 + Penalty 1864.472973 = -1357930.464443 nChanged 190 SP:Iteration 19Q (4621.801810 sec): 3 clusters Score: Raw -1359834.376110 + Penalty 1864.472973 = -1357969.903137 nChanged 172 SP:Iteration 20F (4621.864042 sec): 3 clusters Score: Raw -1359869.626711 + Penalty 1864.472973 = -1358005.153738 nChanged 173 SP:Iteration 21Q (4621.931064 sec): 3 clusters Score: Raw -1359909.817953 + Penalty 1864.472973 = -1358045.344979 nChanged 200 SP:Iteration 22Q (4621.999051 sec): 3 clusters Score: Raw -1359960.902334 + Penalty 1864.472973 = -1358096.429360 nChanged 194 SP:Iteration 23Q (4622.061485 sec): 3 clusters Score: Raw -1360011.111512 + Penalty 1864.472973 = -1358146.638539 nChanged 198 SP:Iteration 24Q (4622.124456 sec): 3 clusters Score: Raw -1360062.028260 + Penalty 1864.472973 = -1358197.555287 nChanged 192 SP:Iteration 25Q (4622.185144 sec): 3 clusters Score: Raw -1360112.890872 + Penalty 1864.472973 = -1358248.417898 nChanged 187 SP:Iteration 26Q (4622.254147 sec): 3 clusters Score: Raw -1360161.343923 + Penalty 1864.472973 = -1358296.870949 nChanged 188 SP:Iteration 27Q (4622.322492 sec): 3 clusters Score: Raw -1360216.691055 + Penalty 1864.472973 = -1358352.218082 nChanged 211 SP:Iteration 28Q (4622.399338 sec): 3 clusters Score: Raw -1360282.346432 + Penalty 1864.472973 = -1358417.873458 nChanged 199 SP:Iteration 29Q (4622.454974 sec): 3 clusters Score: Raw -1360343.135559 + Penalty 1864.472973 = -1358478.662585 nChanged 202 SP:Iteration 30Q (4622.521980 sec): 3 clusters Score: Raw -1360397.246450 + Penalty 1864.472973 = -1358532.773477 nChanged 184 SP:Iteration 31Q (4622.590820 sec): 3 clusters Score: Raw -1360452.680915 + Penalty 1864.472973 = -1358588.207942 nChanged 180 SP:Iteration 32Q (4622.657369 sec): 3 clusters Score: Raw -1360507.252003 + Penalty 1864.472973 = -1358642.779030 nChanged 210 SP:Iteration 33Q (4622.724387 sec): 3 clusters Score: Raw -1360579.337764 + Penalty 1864.472973 = -1358714.864791 nChanged 174 SP:Iteration 34Q (4622.785706 sec): 3 clusters Score: Raw -1360633.144025 + Penalty 1864.472973 = -1358768.671051 nChanged 171 SP:Iteration 35Q (4622.854413 sec): 3 clusters Score: Raw -1360683.378411 + Penalty 1864.472973 = -1358818.905438 nChanged 168 SP:Iteration 36Q (4622.915011 sec): 3 clusters Score: Raw -1360734.793934 + Penalty 1864.472973 = -1358870.320961 nChanged 166 SP:Iteration 37Q (4622.992130 sec): 3 clusters Score: Raw -1360784.424004 + Penalty 1864.472973 = -1358919.951031 nChanged 152 SP:Iteration 38Q (4623.038735 sec): 3 clusters Score: Raw -1360832.990487 + Penalty 1864.472973 = -1358968.517514 nChanged 146 SP:Iteration 39Q (4623.106444 sec): 3 clusters Score: Raw -1360874.005720 + Penalty 1864.472973 = -1359009.532747 nChanged 126 SP:Iteration 40F (4623.176381 sec): 3 clusters Score: Raw -1360910.525804 + Penalty 1864.472973 = -1359046.052831 nChanged 136 SP:Iteration 41Q (4623.242153 sec): 3 clusters Score: Raw -1360952.353718 + Penalty 1864.472973 = -1359087.880745 nChanged 133 SP:Iteration 42Q (4623.310405 sec): 3 clusters Score: Raw -1360989.107375 + Penalty 1864.472973 = -1359124.634401 nChanged 119 SP:Iteration 43Q (4623.378228 sec): 3 clusters Score: Raw -1361025.299010 + Penalty 1864.472973 = -1359160.826037 nChanged 132 SP:Iteration 44Q (4623.446601 sec): 3 clusters Score: Raw -1361071.291059 + Penalty 1864.472973 = -1359206.818086 nChanged 140 SP:Iteration 45Q (4623.523458 sec): 3 clusters Score: Raw -1361122.899907 + Penalty 1864.472973 = -1359258.426933 nChanged 107 SP:Iteration 46Q (4623.584894 sec): 3 clusters Score: Raw -1361159.140870 + Penalty 1864.472973 = -1359294.667897 nChanged 90 SP:Iteration 47Q (4623.644880 sec): 3 clusters Score: Raw -1361190.164712 + Penalty 1864.472973 = -1359325.691738 nChanged 75 SP:Iteration 48Q (4623.713728 sec): 3 clusters Score: Raw -1361215.977117 + Penalty 1864.472973 = -1359351.504144 nChanged 79 SP:Iteration 49Q (4623.791714 sec): 3 clusters Score: Raw -1361242.069079 + Penalty 1864.472973 = -1359377.596106 nChanged 69 SP:Iteration 50Q (4623.856552 sec): 3 clusters Score: Raw -1361264.604450 + Penalty 1864.472973 = -1359400.131476 nChanged 63 SP:Iteration 51Q (4623.921345 sec): 3 clusters Score: Raw -1361281.222196 + Penalty 1864.472973 = -1359416.749222 nChanged 50 SP:Iteration 52Q (4623.989628 sec): 3 clusters Score: Raw -1361293.259082 + Penalty 1864.472973 = -1359428.786108 nChanged 42 SP:Iteration 53Q (4624.048747 sec): 3 clusters Score: Raw -1361303.588010 + Penalty 1864.472973 = -1359439.115036 nChanged 37 SP:Iteration 54Q (4624.120761 sec): 3 clusters Score: Raw -1361316.798474 + Penalty 1864.472973 = -1359452.325501 nChanged 40 SP:Iteration 55Q (4624.187896 sec): 3 clusters Score: Raw -1361328.715636 + Penalty 1864.472973 = -1359464.242662 nChanged 39 SP:Iteration 56Q (4624.256569 sec): 3 clusters Score: Raw -1361338.342542 + Penalty 1864.472973 = -1359473.869569 nChanged 28 SP:Iteration 57Q (4624.325701 sec): 3 clusters Score: Raw -1361346.247807 + Penalty 1864.472973 = -1359481.774834 nChanged 26 SP:Iteration 58Q (4624.393941 sec): 3 clusters Score: Raw -1361354.109526 + Penalty 1864.472973 = -1359489.636553 nChanged 24 SP:Iteration 59Q (4624.461734 sec): 3 clusters Score: Raw -1361359.404249 + Penalty 1864.472973 = -1359494.931275 nChanged 17 SP:Iteration 60F (4624.523011 sec): 3 clusters Score: Raw -1361362.164630 + Penalty 1864.472973 = -1359497.691657 nChanged 10 SP:Iteration 61Q (4624.586098 sec): 3 clusters Score: Raw -1361363.815817 + Penalty 1864.472973 = -1359499.342844 nChanged 12 SP:Iteration 62Q (4624.665122 sec): 3 clusters Score: Raw -1361366.747338 + Penalty 1864.472973 = -1359502.274365 nChanged 7 SP:Iteration 63Q (4624.716056 sec): 3 clusters Score: Raw -1361368.398103 + Penalty 1864.472973 = -1359503.925129 nChanged 8 SP:Iteration 64Q (4624.779773 sec): 3 clusters Score: Raw -1361369.517277 + Penalty 1864.472973 = -1359505.044304 nChanged 4 SP:Iteration 65Q (4624.855605 sec): 3 clusters Score: Raw -1361370.276305 + Penalty 1864.472973 = -1359505.803332 nChanged 5 SP:Iteration 66Q (4624.921239 sec): 3 clusters Score: Raw -1361371.538625 + Penalty 1864.472973 = -1359507.065652 nChanged 7 SP:Iteration 67Q (4624.986609 sec): 3 clusters Score: Raw -1361374.309221 + Penalty 1864.472973 = -1359509.836248 nChanged 9 SP:Iteration 68Q (4625.056184 sec): 3 clusters Score: Raw -1361376.962356 + Penalty 1864.472973 = -1359512.489383 nChanged 9 SP:Iteration 69Q (4625.125103 sec): 3 clusters Score: Raw -1361379.494817 + Penalty 1864.472973 = -1359515.021844 nChanged 11 SP:Iteration 70Q (4625.185158 sec): 3 clusters Score: Raw -1361381.443700 + Penalty 1864.472973 = -1359516.970726 nChanged 5 SP:Iteration 71Q (4625.254244 sec): 3 clusters Score: Raw -1361382.239019 + Penalty 1864.472973 = -1359517.766046 nChanged 5 SP:Iteration 72Q (4625.322951 sec): 3 clusters Score: Raw -1361383.265619 + Penalty 1864.472973 = -1359518.792646 nChanged 7 SP:Iteration 73Q (4625.400125 sec): 3 clusters Score: Raw -1361384.659903 + Penalty 1864.472973 = -1359520.186930 nChanged 5 SP:Iteration 74Q (4625.468587 sec): 3 clusters Score: Raw -1361385.715103 + Penalty 1864.472973 = -1359521.242130 nChanged 4 SP:Iteration 75Q (4625.525931 sec): 3 clusters Score: Raw -1361386.580348 + Penalty 1864.472973 = -1359522.107375 nChanged 6 SP:Iteration 76Q (4625.590263 sec): 3 clusters Score: Raw -1361388.248860 + Penalty 1864.472973 = -1359523.775887 nChanged 5 SP:Iteration 77Q (4625.664523 sec): 3 clusters Score: Raw -1361389.787623 + Penalty 1864.472973 = -1359525.314650 nChanged 7 SP:Iteration 78Q (4625.724539 sec): 3 clusters Score: Raw -1361390.883639 + Penalty 1864.472973 = -1359526.410666 nChanged 5 SP:Iteration 79Q (4625.795794 sec): 3 clusters Score: Raw -1361391.549964 + Penalty 1864.472973 = -1359527.076991 nChanged 4 SP:Iteration 80F (4625.851850 sec): 3 clusters Score: Raw -1361392.067230 + Penalty 1864.472973 = -1359527.594256 nChanged 3 SP:Iteration 81Q (4625.928564 sec): 3 clusters Score: Raw -1361392.555140 + Penalty 1864.472973 = -1359528.082166 nChanged 2 SP:Iteration 82Q (4625.986960 sec): 3 clusters Score: Raw -1361392.963289 + Penalty 1864.472973 = -1359528.490316 nChanged 2 SP:Iteration 83Q (4626.063425 sec): 3 clusters Score: Raw -1361393.162246 + Penalty 1864.472973 = -1359528.689273 nChanged 1 SP:Iteration 84Q (4626.123344 sec): 3 clusters Score: Raw -1361393.371385 + Penalty 1864.472973 = -1359528.898412 nChanged 1 SP:Iteration 85Q (4626.190338 sec): 3 clusters Score: Raw -1361393.529745 + Penalty 1864.472973 = -1359529.056771 nChanged 0 SP:Iteration 86F (4626.257073 sec): 3 clusters Score: Raw -1361393.529745 + Penalty 1864.472973 = -1359529.056771 nChanged 0 Trying to split cluster 17 (17363 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4626.306637 sec): 2 clusters Score: Raw -1294351.591676 + Penalty 927.399195 = -1293424.192481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4626.371561 sec): 3 clusters Score: Raw -1283567.003554 + Penalty 1854.798389 = -1281712.205165 nChanged 8047 SP:Iteration 1F (4626.438576 sec): 3 clusters Score: Raw -1287982.307644 + Penalty 1854.798389 = -1286127.509255 nChanged 805 SP:Iteration 2Q (4626.513183 sec): 3 clusters Score: Raw -1288260.000853 + Penalty 1854.798389 = -1286405.202464 nChanged 766 SP:Iteration 3Q (4626.576563 sec): 3 clusters Score: Raw -1288567.270075 + Penalty 1854.798389 = -1286712.471686 nChanged 833 SP:Iteration 4Q (4626.653802 sec): 3 clusters Score: Raw -1288959.450357 + Penalty 1854.798389 = -1287104.651968 nChanged 902 SP:Iteration 5F (4626.717410 sec): 3 clusters Score: Raw -1289488.433333 + Penalty 1854.798389 = -1287633.634944 nChanged 1037 SP:Iteration 6F (4626.779072 sec): 3 clusters Score: Raw -1290226.434793 + Penalty 1854.798389 = -1288371.636404 nChanged 1161 SP:Iteration 7F (4626.851991 sec): 3 clusters Score: Raw -1291101.223241 + Penalty 1854.798389 = -1289246.424852 nChanged 1069 SP:Iteration 8F (4626.908335 sec): 3 clusters Score: Raw -1291909.115480 + Penalty 1854.798389 = -1290054.317091 nChanged 935 SP:Iteration 9F (4626.977026 sec): 3 clusters Score: Raw -1292541.960411 + Penalty 1854.798389 = -1290687.162022 nChanged 710 SP:Iteration 10Q (4627.057471 sec): 3 clusters Score: Raw -1292950.191266 + Penalty 1854.798389 = -1291095.392877 nChanged 519 SP:Iteration 11Q (4627.121043 sec): 3 clusters Score: Raw -1293217.151352 + Penalty 1854.798389 = -1291362.352963 nChanged 425 SP:Iteration 12Q (4627.185809 sec): 3 clusters Score: Raw -1293426.288761 + Penalty 1854.798389 = -1291571.490372 nChanged 325 SP:Iteration 13Q (4627.245066 sec): 3 clusters Score: Raw -1293604.494656 + Penalty 1854.798389 = -1291749.696267 nChanged 326 SP:Iteration 14Q (4627.321166 sec): 3 clusters Score: Raw -1293789.880240 + Penalty 1854.798389 = -1291935.081851 nChanged 315 SP:Iteration 15Q (4627.383266 sec): 3 clusters Score: Raw -1293952.609334 + Penalty 1854.798389 = -1292097.810945 nChanged 284 SP:Iteration 16Q (4627.449924 sec): 3 clusters Score: Raw -1294072.042196 + Penalty 1854.798389 = -1292217.243806 nChanged 235 SP:Iteration 17Q (4627.508800 sec): 3 clusters Score: Raw -1294154.480559 + Penalty 1854.798389 = -1292299.682170 nChanged 197 SP:Iteration 18Q (4627.576258 sec): 3 clusters Score: Raw -1294213.722157 + Penalty 1854.798389 = -1292358.923768 nChanged 139 SP:Iteration 19Q (4627.641776 sec): 3 clusters Score: Raw -1294247.396724 + Penalty 1854.798389 = -1292392.598335 nChanged 126 SP:Iteration 20F (4627.707966 sec): 3 clusters Score: Raw -1294271.567972 + Penalty 1854.798389 = -1292416.769583 nChanged 101 SP:Iteration 21Q (4627.778227 sec): 3 clusters Score: Raw -1294291.057989 + Penalty 1854.798389 = -1292436.259600 nChanged 98 SP:Iteration 22Q (4627.835618 sec): 3 clusters Score: Raw -1294310.707979 + Penalty 1854.798389 = -1292455.909590 nChanged 97 SP:Iteration 23Q (4627.915296 sec): 3 clusters Score: Raw -1294326.156376 + Penalty 1854.798389 = -1292471.357986 nChanged 68 SP:Iteration 24Q (4627.985831 sec): 3 clusters Score: Raw -1294333.869874 + Penalty 1854.798389 = -1292479.071485 nChanged 52 SP:Iteration 25Q (4628.047625 sec): 3 clusters Score: Raw -1294339.739618 + Penalty 1854.798389 = -1292484.941229 nChanged 56 SP:Iteration 26Q (4628.117959 sec): 3 clusters Score: Raw -1294346.860828 + Penalty 1854.798389 = -1292492.062439 nChanged 62 SP:Iteration 27Q (4628.187356 sec): 3 clusters Score: Raw -1294352.375645 + Penalty 1854.798389 = -1292497.577256 nChanged 40 SP:Iteration 28Q (4628.252757 sec): 3 clusters Score: Raw -1294355.545751 + Penalty 1854.798389 = -1292500.747362 nChanged 29 SP:Iteration 29Q (4628.315668 sec): 3 clusters Score: Raw -1294357.864488 + Penalty 1854.798389 = -1292503.066099 nChanged 25 SP:Iteration 30Q (4628.381390 sec): 3 clusters Score: Raw -1294359.215958 + Penalty 1854.798389 = -1292504.417569 nChanged 15 SP:Iteration 31Q (4628.451553 sec): 3 clusters Score: Raw -1294359.961310 + Penalty 1854.798389 = -1292505.162921 nChanged 12 SP:Iteration 32Q (4628.521395 sec): 3 clusters Score: Raw -1294360.478479 + Penalty 1854.798389 = -1292505.680090 nChanged 10 SP:Iteration 33Q (4628.581388 sec): 3 clusters Score: Raw -1294360.791670 + Penalty 1854.798389 = -1292505.993281 nChanged 2 SP:Iteration 34Q (4628.650054 sec): 3 clusters Score: Raw -1294360.811539 + Penalty 1854.798389 = -1292506.013150 nChanged 0 SP:Iteration 35F (4628.719347 sec): 3 clusters Score: Raw -1294360.811539 + Penalty 1854.798389 = -1292506.013150 nChanged 0 Trying to split cluster 18 (3487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4628.735815 sec): 2 clusters Score: Raw -260110.971074 + Penalty 774.895719 = -259336.075355 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4628.788739 sec): 3 clusters Score: Raw -258218.232848 + Penalty 1549.791439 = -256668.441409 nChanged 1486 SP:Iteration 1F (4628.833325 sec): 3 clusters Score: Raw -259022.857014 + Penalty 1549.791439 = -257473.065575 nChanged 229 SP:Iteration 2F (4628.885255 sec): 3 clusters Score: Raw -259128.618851 + Penalty 1549.791439 = -257578.827412 nChanged 159 SP:Iteration 3Q (4628.937656 sec): 3 clusters Score: Raw -259195.093381 + Penalty 1549.791439 = -257645.301943 nChanged 134 SP:Iteration 4Q (4628.986353 sec): 3 clusters Score: Raw -259240.606798 + Penalty 1549.791439 = -257690.815359 nChanged 109 SP:Iteration 5Q (4629.038747 sec): 3 clusters Score: Raw -259282.457860 + Penalty 1549.791439 = -257732.666421 nChanged 98 SP:Iteration 6Q (4629.083918 sec): 3 clusters Score: Raw -259326.022813 + Penalty 1549.791439 = -257776.231374 nChanged 99 SP:Iteration 7Q (4629.136417 sec): 3 clusters Score: Raw -259376.618423 + Penalty 1549.791439 = -257826.826984 nChanged 114 SP:Iteration 8Q (4629.179846 sec): 3 clusters Score: Raw -259428.435739 + Penalty 1549.791439 = -257878.644301 nChanged 110 SP:Iteration 9Q (4629.232483 sec): 3 clusters Score: Raw -259482.541301 + Penalty 1549.791439 = -257932.749863 nChanged 106 SP:Iteration 10Q (4629.280554 sec): 3 clusters Score: Raw -259547.269801 + Penalty 1549.791439 = -257997.478362 nChanged 101 SP:Iteration 11Q (4629.329398 sec): 3 clusters Score: Raw -259610.805345 + Penalty 1549.791439 = -258061.013907 nChanged 106 SP:Iteration 12Q (4629.380394 sec): 3 clusters Score: Raw -259684.907519 + Penalty 1549.791439 = -258135.116080 nChanged 115 SP:Iteration 13Q (4629.427255 sec): 3 clusters Score: Raw -259763.309508 + Penalty 1549.791439 = -258213.518069 nChanged 106 SP:Iteration 14Q (4629.462412 sec): 3 clusters Score: Raw -259842.855254 + Penalty 1549.791439 = -258293.063815 nChanged 95 SP:Iteration 15Q (4629.515864 sec): 3 clusters Score: Raw -259906.166232 + Penalty 1549.791439 = -258356.374793 nChanged 63 SP:Iteration 16Q (4629.566448 sec): 3 clusters Score: Raw -259956.298704 + Penalty 1549.791439 = -258406.507265 nChanged 46 SP:Iteration 17Q (4629.619075 sec): 3 clusters Score: Raw -259987.781873 + Penalty 1549.791439 = -258437.990434 nChanged 37 SP:Iteration 18Q (4629.660055 sec): 3 clusters Score: Raw -260014.377444 + Penalty 1549.791439 = -258464.586005 nChanged 43 SP:Iteration 19Q (4629.710381 sec): 3 clusters Score: Raw -260046.667101 + Penalty 1549.791439 = -258496.875662 nChanged 39 SP:Iteration 20F (4629.756418 sec): 3 clusters Score: Raw -260074.353276 + Penalty 1549.791439 = -258524.561838 nChanged 34 SP:Iteration 21Q (4629.807633 sec): 3 clusters Score: Raw -260110.984974 + Penalty 1549.791439 = -258561.193535 nChanged 24 SP:Iteration 22Q (4629.855334 sec): 3 clusters Score: Raw -260134.758740 + Penalty 1549.791439 = -258584.967302 nChanged 18 SP:Iteration 23Q (4629.898885 sec): 3 clusters Score: Raw -260149.103466 + Penalty 1549.791439 = -258599.312027 nChanged 12 SP:Iteration 24Q (4629.950155 sec): 3 clusters Score: Raw -260155.737405 + Penalty 1549.791439 = -258605.945966 nChanged 9 SP:Iteration 25Q (4630.001018 sec): 3 clusters Score: Raw -260161.146632 + Penalty 1549.791439 = -258611.355193 nChanged 9 SP:Iteration 26Q (4630.052004 sec): 3 clusters Score: Raw -260167.084223 + Penalty 1549.791439 = -258617.292784 nChanged 6 SP:Iteration 27Q (4630.092127 sec): 3 clusters Score: Raw -260171.336853 + Penalty 1549.791439 = -258621.545415 nChanged 5 SP:Iteration 28Q (4630.143160 sec): 3 clusters Score: Raw -260174.903752 + Penalty 1549.791439 = -258625.112313 nChanged 5 SP:Iteration 29Q (4630.190629 sec): 3 clusters Score: Raw -260179.522722 + Penalty 1549.791439 = -258629.731283 nChanged 5 SP:Iteration 30Q (4630.233949 sec): 3 clusters Score: Raw -260182.478998 + Penalty 1549.791439 = -258632.687559 nChanged 2 SP:Iteration 31Q (4630.285041 sec): 3 clusters Score: Raw -260183.612662 + Penalty 1549.791439 = -258633.821223 nChanged 3 SP:Iteration 32Q (4630.319920 sec): 3 clusters Score: Raw -260184.752164 + Penalty 1549.791439 = -258634.960725 nChanged 2 SP:Iteration 33Q (4630.371012 sec): 3 clusters Score: Raw -260185.252527 + Penalty 1549.791439 = -258635.461088 nChanged 1 SP:Iteration 34Q (4630.414808 sec): 3 clusters Score: Raw -260185.643694 + Penalty 1549.791439 = -258635.852256 nChanged 0 SP:Iteration 35F (4630.466904 sec): 3 clusters Score: Raw -260185.643694 + Penalty 1549.791439 = -258635.852256 nChanged 0 Trying to split cluster 19 (21711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4630.512216 sec): 2 clusters Score: Raw -1648229.315706 + Penalty 948.629561 = -1647280.686145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4630.591389 sec): 3 clusters Score: Raw -1634766.561865 + Penalty 1897.259121 = -1632869.302744 nChanged 10011 SP:Iteration 1F (4630.656341 sec): 3 clusters Score: Raw -1640913.682323 + Penalty 1897.259121 = -1639016.423201 nChanged 1536 SP:Iteration 2F (4630.728508 sec): 3 clusters Score: Raw -1641863.350332 + Penalty 1897.259121 = -1639966.091211 nChanged 1729 SP:Iteration 3F (4630.801813 sec): 3 clusters Score: Raw -1643185.198239 + Penalty 1897.259121 = -1641287.939117 nChanged 1805 SP:Iteration 4F (4630.875211 sec): 3 clusters Score: Raw -1644752.676449 + Penalty 1897.259121 = -1642855.417328 nChanged 1556 SP:Iteration 5F (4630.938376 sec): 3 clusters Score: Raw -1646178.689546 + Penalty 1897.259121 = -1644281.430425 nChanged 1066 SP:Iteration 6Q (4631.013124 sec): 3 clusters Score: Raw -1647164.470869 + Penalty 1897.259121 = -1645267.211748 nChanged 649 SP:Iteration 7Q (4631.077203 sec): 3 clusters Score: Raw -1647738.581386 + Penalty 1897.259121 = -1645841.322265 nChanged 350 SP:Iteration 8Q (4631.139619 sec): 3 clusters Score: Raw -1648007.151390 + Penalty 1897.259121 = -1646109.892269 nChanged 201 SP:Iteration 9Q (4631.203142 sec): 3 clusters Score: Raw -1648165.848798 + Penalty 1897.259121 = -1646268.589676 nChanged 108 SP:Iteration 10Q (4631.265670 sec): 3 clusters Score: Raw -1648245.450881 + Penalty 1897.259121 = -1646348.191760 nChanged 64 SP:Iteration 11Q (4631.343430 sec): 3 clusters Score: Raw -1648296.958506 + Penalty 1897.259121 = -1646399.699385 nChanged 35 SP:Iteration 12Q (4631.396971 sec): 3 clusters Score: Raw -1648323.136735 + Penalty 1897.259121 = -1646425.877614 nChanged 21 SP:Iteration 13Q (4631.462803 sec): 3 clusters Score: Raw -1648338.715186 + Penalty 1897.259121 = -1646441.456065 nChanged 16 SP:Iteration 14Q (4631.530348 sec): 3 clusters Score: Raw -1648349.444915 + Penalty 1897.259121 = -1646452.185794 nChanged 13 SP:Iteration 15Q (4631.601017 sec): 3 clusters Score: Raw -1648354.629662 + Penalty 1897.259121 = -1646457.370541 nChanged 5 SP:Iteration 16Q (4631.666135 sec): 3 clusters Score: Raw -1648356.515639 + Penalty 1897.259121 = -1646459.256517 nChanged 4 SP:Iteration 17Q (4631.732473 sec): 3 clusters Score: Raw -1648358.553405 + Penalty 1897.259121 = -1646461.294284 nChanged 7 SP:Iteration 18Q (4631.797177 sec): 3 clusters Score: Raw -1648362.938098 + Penalty 1897.259121 = -1646465.678977 nChanged 4 SP:Iteration 19Q (4631.869644 sec): 3 clusters Score: Raw -1648365.895803 + Penalty 1897.259121 = -1646468.636682 nChanged 3 SP:Iteration 20F (4631.943115 sec): 3 clusters Score: Raw -1648367.238397 + Penalty 1897.259121 = -1646469.979276 nChanged 4 SP:Iteration 21Q (4632.001421 sec): 3 clusters Score: Raw -1648369.732707 + Penalty 1897.259121 = -1646472.473585 nChanged 3 SP:Iteration 22Q (4632.076140 sec): 3 clusters Score: Raw -1648371.374987 + Penalty 1897.259121 = -1646474.115866 nChanged 2 SP:Iteration 23Q (4632.130548 sec): 3 clusters Score: Raw -1648373.505756 + Penalty 1897.259121 = -1646476.246635 nChanged 3 SP:Iteration 24Q (4632.203440 sec): 3 clusters Score: Raw -1648374.478565 + Penalty 1897.259121 = -1646477.219443 nChanged 1 SP:Iteration 25Q (4632.268624 sec): 3 clusters Score: Raw -1648374.809635 + Penalty 1897.259121 = -1646477.550513 nChanged 1 SP:Iteration 26Q (4632.340236 sec): 3 clusters Score: Raw -1648375.675736 + Penalty 1897.259121 = -1646478.416614 nChanged 2 SP:Iteration 27Q (4632.409435 sec): 3 clusters Score: Raw -1648377.085703 + Penalty 1897.259121 = -1646479.826581 nChanged 3 SP:Iteration 28Q (4632.479403 sec): 3 clusters Score: Raw -1648379.940678 + Penalty 1897.259121 = -1646482.681556 nChanged 3 SP:Iteration 29Q (4632.549250 sec): 3 clusters Score: Raw -1648381.990760 + Penalty 1897.259121 = -1646484.731638 nChanged 1 SP:Iteration 30Q (4632.613992 sec): 3 clusters Score: Raw -1648382.389675 + Penalty 1897.259121 = -1646485.130553 nChanged 1 SP:Iteration 31Q (4632.694411 sec): 3 clusters Score: Raw -1648383.210767 + Penalty 1897.259121 = -1646485.951645 nChanged 1 SP:Iteration 32Q (4632.765353 sec): 3 clusters Score: Raw -1648384.304422 + Penalty 1897.259121 = -1646487.045300 nChanged 0 SP:Iteration 33F (4632.832907 sec): 3 clusters Score: Raw -1648384.304422 + Penalty 1897.259121 = -1646487.045300 nChanged 0 Trying to split cluster 20 (39359 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4632.904871 sec): 2 clusters Score: Raw -2981345.118358 + Penalty 1005.145595 = -2980339.972764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4633.004192 sec): 3 clusters Score: Raw -2956115.458340 + Penalty 2010.291189 = -2954105.167150 nChanged 18701 SP:Iteration 1F (4633.102585 sec): 3 clusters Score: Raw -2967156.146714 + Penalty 2010.291189 = -2965145.855525 nChanged 1821 SP:Iteration 2Q (4633.204567 sec): 3 clusters Score: Raw -2967864.956317 + Penalty 2010.291189 = -2965854.665128 nChanged 1949 SP:Iteration 3Q (4633.307333 sec): 3 clusters Score: Raw -2968726.078425 + Penalty 2010.291189 = -2966715.787235 nChanged 2119 SP:Iteration 4F (4633.402515 sec): 3 clusters Score: Raw -2969834.498783 + Penalty 2010.291189 = -2967824.207594 nChanged 2290 SP:Iteration 5F (4633.500775 sec): 3 clusters Score: Raw -2971204.279271 + Penalty 2010.291189 = -2969193.988082 nChanged 2343 SP:Iteration 6F (4633.590904 sec): 3 clusters Score: Raw -2972752.654224 + Penalty 2010.291189 = -2970742.363035 nChanged 2288 SP:Iteration 7F (4633.692068 sec): 3 clusters Score: Raw -2974251.321856 + Penalty 2010.291189 = -2972241.030667 nChanged 1990 SP:Iteration 8F (4633.788738 sec): 3 clusters Score: Raw -2975542.521715 + Penalty 2010.291189 = -2973532.230526 nChanged 1652 SP:Iteration 9Q (4633.880444 sec): 3 clusters Score: Raw -2976406.418686 + Penalty 2010.291189 = -2974396.127496 nChanged 1127 SP:Iteration 10Q (4633.973933 sec): 3 clusters Score: Raw -2976845.879115 + Penalty 2010.291189 = -2974835.587926 nChanged 786 SP:Iteration 11Q (4634.076084 sec): 3 clusters Score: Raw -2977140.697080 + Penalty 2010.291189 = -2975130.405891 nChanged 732 SP:Iteration 12Q (4634.174269 sec): 3 clusters Score: Raw -2977415.979620 + Penalty 2010.291189 = -2975405.688431 nChanged 709 SP:Iteration 13Q (4634.260600 sec): 3 clusters Score: Raw -2977702.417728 + Penalty 2010.291189 = -2975692.126538 nChanged 741 SP:Iteration 14Q (4634.361843 sec): 3 clusters Score: Raw -2978018.156338 + Penalty 2010.291189 = -2976007.865149 nChanged 766 SP:Iteration 15Q (4634.455017 sec): 3 clusters Score: Raw -2978336.624430 + Penalty 2010.291189 = -2976326.333240 nChanged 670 SP:Iteration 16Q (4634.547180 sec): 3 clusters Score: Raw -2978623.458769 + Penalty 2010.291189 = -2976613.167579 nChanged 665 SP:Iteration 17Q (4634.640599 sec): 3 clusters Score: Raw -2978910.736191 + Penalty 2010.291189 = -2976900.445002 nChanged 620 SP:Iteration 18Q (4634.751276 sec): 3 clusters Score: Raw -2979166.509429 + Penalty 2010.291189 = -2977156.218240 nChanged 580 SP:Iteration 19Q (4634.837013 sec): 3 clusters Score: Raw -2979398.669303 + Penalty 2010.291189 = -2977388.378114 nChanged 533 SP:Iteration 20F (4634.911546 sec): 3 clusters Score: Raw -2979606.830616 + Penalty 2010.291189 = -2977596.539426 nChanged 504 SP:Iteration 21Q (4634.970159 sec): 3 clusters Score: Raw -2979813.219549 + Penalty 2010.291189 = -2977802.928360 nChanged 468 SP:Iteration 22Q (4635.031891 sec): 3 clusters Score: Raw -2980016.530307 + Penalty 2010.291189 = -2978006.239118 nChanged 434 SP:Iteration 23Q (4635.116086 sec): 3 clusters Score: Raw -2980193.826477 + Penalty 2010.291189 = -2978183.535288 nChanged 401 SP:Iteration 24Q (4635.211234 sec): 3 clusters Score: Raw -2980378.126808 + Penalty 2010.291189 = -2978367.835619 nChanged 382 SP:Iteration 25Q (4635.306867 sec): 3 clusters Score: Raw -2980545.268462 + Penalty 2010.291189 = -2978534.977273 nChanged 351 SP:Iteration 26Q (4635.402609 sec): 3 clusters Score: Raw -2980709.895785 + Penalty 2010.291189 = -2978699.604596 nChanged 345 SP:Iteration 27Q (4635.499570 sec): 3 clusters Score: Raw -2980864.153740 + Penalty 2010.291189 = -2978853.862550 nChanged 292 SP:Iteration 28Q (4635.575579 sec): 3 clusters Score: Raw -2980980.684237 + Penalty 2010.291189 = -2978970.393048 nChanged 244 SP:Iteration 29Q (4635.659783 sec): 3 clusters Score: Raw -2981068.233690 + Penalty 2010.291189 = -2979057.942500 nChanged 219 SP:Iteration 30Q (4635.748378 sec): 3 clusters Score: Raw -2981150.379445 + Penalty 2010.291189 = -2979140.088256 nChanged 194 SP:Iteration 31Q (4635.832325 sec): 3 clusters Score: Raw -2981219.777056 + Penalty 2010.291189 = -2979209.485866 nChanged 172 SP:Iteration 32Q (4635.920948 sec): 3 clusters Score: Raw -2981281.407165 + Penalty 2010.291189 = -2979271.115976 nChanged 154 SP:Iteration 33Q (4636.014264 sec): 3 clusters Score: Raw -2981334.041380 + Penalty 2010.291189 = -2979323.750190 nChanged 115 SP:Iteration 34Q (4636.099348 sec): 3 clusters Score: Raw -2981371.700052 + Penalty 2010.291189 = -2979361.408863 nChanged 113 SP:Iteration 35Q (4636.185094 sec): 3 clusters Score: Raw -2981404.486430 + Penalty 2010.291189 = -2979394.195240 nChanged 85 SP:Iteration 36Q (4636.268715 sec): 3 clusters Score: Raw -2981426.453980 + Penalty 2010.291189 = -2979416.162790 nChanged 75 SP:Iteration 37Q (4636.341313 sec): 3 clusters Score: Raw -2981445.561882 + Penalty 2010.291189 = -2979435.270693 nChanged 64 SP:Iteration 38Q (4636.416960 sec): 3 clusters Score: Raw -2981462.613403 + Penalty 2010.291189 = -2979452.322214 nChanged 50 SP:Iteration 39Q (4636.495312 sec): 3 clusters Score: Raw -2981476.814771 + Penalty 2010.291189 = -2979466.523581 nChanged 30 SP:Iteration 40F (4636.581030 sec): 3 clusters Score: Raw -2981483.664198 + Penalty 2010.291189 = -2979473.373008 nChanged 27 SP:Iteration 41Q (4636.661160 sec): 3 clusters Score: Raw -2981489.013623 + Penalty 2010.291189 = -2979478.722434 nChanged 27 SP:Iteration 42Q (4636.745392 sec): 3 clusters Score: Raw -2981497.271953 + Penalty 2010.291189 = -2979486.980763 nChanged 35 SP:Iteration 43Q (4636.831851 sec): 3 clusters Score: Raw -2981506.552853 + Penalty 2010.291189 = -2979496.261664 nChanged 35 SP:Iteration 44Q (4636.903014 sec): 3 clusters Score: Raw -2981515.158553 + Penalty 2010.291189 = -2979504.867364 nChanged 27 SP:Iteration 45Q (4636.988018 sec): 3 clusters Score: Raw -2981522.838480 + Penalty 2010.291189 = -2979512.547290 nChanged 30 SP:Iteration 46Q (4637.074188 sec): 3 clusters Score: Raw -2981531.857283 + Penalty 2010.291189 = -2979521.566094 nChanged 21 SP:Iteration 47Q (4637.155816 sec): 3 clusters Score: Raw -2981535.716167 + Penalty 2010.291189 = -2979525.424977 nChanged 12 SP:Iteration 48Q (4637.233838 sec): 3 clusters Score: Raw -2981538.976827 + Penalty 2010.291189 = -2979528.685638 nChanged 13 SP:Iteration 49Q (4637.311966 sec): 3 clusters Score: Raw -2981542.041902 + Penalty 2010.291189 = -2979531.750713 nChanged 14 SP:Iteration 50Q (4637.396715 sec): 3 clusters Score: Raw -2981545.788146 + Penalty 2010.291189 = -2979535.496957 nChanged 13 SP:Iteration 51Q (4637.484131 sec): 3 clusters Score: Raw -2981549.328175 + Penalty 2010.291189 = -2979539.036985 nChanged 18 SP:Iteration 52Q (4637.562983 sec): 3 clusters Score: Raw -2981554.564176 + Penalty 2010.291189 = -2979544.272987 nChanged 16 SP:Iteration 53Q (4637.658356 sec): 3 clusters Score: Raw -2981559.126004 + Penalty 2010.291189 = -2979548.834814 nChanged 9 SP:Iteration 54Q (4637.749124 sec): 3 clusters Score: Raw -2981560.747312 + Penalty 2010.291189 = -2979550.456123 nChanged 7 SP:Iteration 55Q (4637.830163 sec): 3 clusters Score: Raw -2981562.276971 + Penalty 2010.291189 = -2979551.985781 nChanged 4 SP:Iteration 56Q (4637.923642 sec): 3 clusters Score: Raw -2981563.264012 + Penalty 2010.291189 = -2979552.972823 nChanged 4 SP:Iteration 57Q (4638.005687 sec): 3 clusters Score: Raw -2981563.949657 + Penalty 2010.291189 = -2979553.658467 nChanged 3 SP:Iteration 58Q (4638.093956 sec): 3 clusters Score: Raw -2981564.606041 + Penalty 2010.291189 = -2979554.314851 nChanged 5 SP:Iteration 59Q (4638.185755 sec): 3 clusters Score: Raw -2981566.054097 + Penalty 2010.291189 = -2979555.762908 nChanged 8 SP:Iteration 60F (4638.281707 sec): 3 clusters Score: Raw -2981567.513366 + Penalty 2010.291189 = -2979557.222176 nChanged 6 SP:Iteration 61Q (4638.365596 sec): 3 clusters Score: Raw -2981569.029511 + Penalty 2010.291189 = -2979558.738322 nChanged 6 SP:Iteration 62Q (4638.447292 sec): 3 clusters Score: Raw -2981570.290909 + Penalty 2010.291189 = -2979559.999720 nChanged 3 SP:Iteration 63Q (4638.531992 sec): 3 clusters Score: Raw -2981571.652613 + Penalty 2010.291189 = -2979561.361423 nChanged 9 SP:Iteration 64Q (4638.618125 sec): 3 clusters Score: Raw -2981574.441440 + Penalty 2010.291189 = -2979564.150250 nChanged 10 SP:Iteration 65Q (4638.709570 sec): 3 clusters Score: Raw -2981576.561565 + Penalty 2010.291189 = -2979566.270375 nChanged 6 SP:Iteration 66Q (4638.799849 sec): 3 clusters Score: Raw -2981578.027501 + Penalty 2010.291189 = -2979567.736311 nChanged 5 SP:Iteration 67Q (4638.890466 sec): 3 clusters Score: Raw -2981579.166351 + Penalty 2010.291189 = -2979568.875162 nChanged 5 SP:Iteration 68Q (4638.974422 sec): 3 clusters Score: Raw -2981580.544904 + Penalty 2010.291189 = -2979570.253714 nChanged 6 SP:Iteration 69Q (4639.053763 sec): 3 clusters Score: Raw -2981582.006331 + Penalty 2010.291189 = -2979571.715142 nChanged 6 SP:Iteration 70Q (4639.138668 sec): 3 clusters Score: Raw -2981583.029134 + Penalty 2010.291189 = -2979572.737945 nChanged 5 SP:Iteration 71Q (4639.234752 sec): 3 clusters Score: Raw -2981583.972896 + Penalty 2010.291189 = -2979573.681707 nChanged 3 SP:Iteration 72Q (4639.318224 sec): 3 clusters Score: Raw -2981584.450790 + Penalty 2010.291189 = -2979574.159601 nChanged 7 SP:Iteration 73Q (4639.404806 sec): 3 clusters Score: Raw -2981585.340913 + Penalty 2010.291189 = -2979575.049724 nChanged 6 SP:Iteration 74Q (4639.491165 sec): 3 clusters Score: Raw -2981586.892078 + Penalty 2010.291189 = -2979576.600888 nChanged 5 SP:Iteration 75Q (4639.568557 sec): 3 clusters Score: Raw -2981588.217602 + Penalty 2010.291189 = -2979577.926412 nChanged 3 SP:Iteration 76Q (4639.657495 sec): 3 clusters Score: Raw -2981588.757902 + Penalty 2010.291189 = -2979578.466713 nChanged 3 SP:Iteration 77Q (4639.752534 sec): 3 clusters Score: Raw -2981589.322904 + Penalty 2010.291189 = -2979579.031715 nChanged 5 SP:Iteration 78Q (4639.840170 sec): 3 clusters Score: Raw -2981590.283123 + Penalty 2010.291189 = -2979579.991933 nChanged 7 SP:Iteration 79Q (4639.924612 sec): 3 clusters Score: Raw -2981591.496215 + Penalty 2010.291189 = -2979581.205026 nChanged 4 SP:Iteration 80F (4640.005335 sec): 3 clusters Score: Raw -2981592.173202 + Penalty 2010.291189 = -2979581.882012 nChanged 5 SP:Iteration 81Q (4640.088870 sec): 3 clusters Score: Raw -2981593.331822 + Penalty 2010.291189 = -2979583.040633 nChanged 5 SP:Iteration 82Q (4640.143572 sec): 3 clusters Score: Raw -2981594.178638 + Penalty 2010.291189 = -2979583.887448 nChanged 6 SP:Iteration 83Q (4640.196368 sec): 3 clusters Score: Raw -2981594.912963 + Penalty 2010.291189 = -2979584.621773 nChanged 3 SP:Iteration 84Q (4640.248730 sec): 3 clusters Score: Raw -2981595.211772 + Penalty 2010.291189 = -2979584.920583 nChanged 2 SP:Iteration 85Q (4640.301062 sec): 3 clusters Score: Raw -2981595.418341 + Penalty 2010.291189 = -2979585.127151 nChanged 0 SP:Iteration 86F (4640.392472 sec): 3 clusters Score: Raw -2981595.418341 + Penalty 2010.291189 = -2979585.127151 nChanged 0 Trying to split cluster 21 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4640.426039 sec): 2 clusters Score: Raw -209123.532232 + Penalty 756.627820 = -208366.904413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4640.465599 sec): 3 clusters Score: Raw -207643.829019 + Penalty 1513.255639 = -206130.573380 nChanged 1139 SP:Iteration 1F (4640.516204 sec): 3 clusters Score: Raw -208317.290702 + Penalty 1513.255639 = -206804.035063 nChanged 231 SP:Iteration 2F (4640.559677 sec): 3 clusters Score: Raw -208468.366445 + Penalty 1513.255639 = -206955.110806 nChanged 169 SP:Iteration 3F (4640.618537 sec): 3 clusters Score: Raw -208562.014728 + Penalty 1513.255639 = -207048.759089 nChanged 153 SP:Iteration 4F (4640.656318 sec): 3 clusters Score: Raw -208654.685492 + Penalty 1513.255639 = -207141.429853 nChanged 141 SP:Iteration 5Q (4640.716874 sec): 3 clusters Score: Raw -208745.691564 + Penalty 1513.255639 = -207232.435925 nChanged 127 SP:Iteration 6Q (4640.751710 sec): 3 clusters Score: Raw -208835.908610 + Penalty 1513.255639 = -207322.652970 nChanged 110 SP:Iteration 7Q (4640.805499 sec): 3 clusters Score: Raw -208920.328517 + Penalty 1513.255639 = -207407.072878 nChanged 103 SP:Iteration 8Q (4640.855743 sec): 3 clusters Score: Raw -209007.013039 + Penalty 1513.255639 = -207493.757400 nChanged 101 SP:Iteration 9Q (4640.909156 sec): 3 clusters Score: Raw -209084.352873 + Penalty 1513.255639 = -207571.097234 nChanged 81 SP:Iteration 10Q (4640.960174 sec): 3 clusters Score: Raw -209132.738900 + Penalty 1513.255639 = -207619.483261 nChanged 47 SP:Iteration 11Q (4641.010021 sec): 3 clusters Score: Raw -209156.831099 + Penalty 1513.255639 = -207643.575460 nChanged 49 SP:Iteration 12Q (4641.059989 sec): 3 clusters Score: Raw -209180.794504 + Penalty 1513.255639 = -207667.538865 nChanged 34 SP:Iteration 13Q (4641.095430 sec): 3 clusters Score: Raw -209200.192302 + Penalty 1513.255639 = -207686.936663 nChanged 38 SP:Iteration 14Q (4641.158496 sec): 3 clusters Score: Raw -209225.438608 + Penalty 1513.255639 = -207712.182969 nChanged 26 SP:Iteration 15Q (4641.197091 sec): 3 clusters Score: Raw -209245.789734 + Penalty 1513.255639 = -207732.534095 nChanged 31 SP:Iteration 16Q (4641.248574 sec): 3 clusters Score: Raw -209262.767688 + Penalty 1513.255639 = -207749.512049 nChanged 29 SP:Iteration 17Q (4641.299068 sec): 3 clusters Score: Raw -209277.885038 + Penalty 1513.255639 = -207764.629399 nChanged 20 SP:Iteration 18Q (4641.347565 sec): 3 clusters Score: Raw -209286.565018 + Penalty 1513.255639 = -207773.309379 nChanged 16 SP:Iteration 19Q (4641.402478 sec): 3 clusters Score: Raw -209292.141839 + Penalty 1513.255639 = -207778.886200 nChanged 15 SP:Iteration 20F (4641.447847 sec): 3 clusters Score: Raw -209297.097987 + Penalty 1513.255639 = -207783.842348 nChanged 15 SP:Iteration 21Q (4641.489775 sec): 3 clusters Score: Raw -209302.451857 + Penalty 1513.255639 = -207789.196218 nChanged 9 SP:Iteration 22Q (4641.548018 sec): 3 clusters Score: Raw -209305.165711 + Penalty 1513.255639 = -207791.910072 nChanged 9 SP:Iteration 23Q (4641.592382 sec): 3 clusters Score: Raw -209307.935305 + Penalty 1513.255639 = -207794.679666 nChanged 13 SP:Iteration 24Q (4641.639978 sec): 3 clusters Score: Raw -209312.619417 + Penalty 1513.255639 = -207799.363777 nChanged 15 SP:Iteration 25Q (4641.684586 sec): 3 clusters Score: Raw -209318.437816 + Penalty 1513.255639 = -207805.182177 nChanged 14 SP:Iteration 26Q (4641.725794 sec): 3 clusters Score: Raw -209323.561416 + Penalty 1513.255639 = -207810.305777 nChanged 10 SP:Iteration 27Q (4641.768116 sec): 3 clusters Score: Raw -209327.015649 + Penalty 1513.255639 = -207813.760010 nChanged 9 SP:Iteration 28Q (4641.828402 sec): 3 clusters Score: Raw -209330.481235 + Penalty 1513.255639 = -207817.225596 nChanged 7 SP:Iteration 29Q (4641.868449 sec): 3 clusters Score: Raw -209332.822463 + Penalty 1513.255639 = -207819.566824 nChanged 10 SP:Iteration 30Q (4641.919606 sec): 3 clusters Score: Raw -209335.974535 + Penalty 1513.255639 = -207822.718896 nChanged 8 SP:Iteration 31Q (4641.970542 sec): 3 clusters Score: Raw -209337.937232 + Penalty 1513.255639 = -207824.681592 nChanged 5 SP:Iteration 32Q (4642.021764 sec): 3 clusters Score: Raw -209338.981909 + Penalty 1513.255639 = -207825.726270 nChanged 3 SP:Iteration 33Q (4642.073358 sec): 3 clusters Score: Raw -209339.766385 + Penalty 1513.255639 = -207826.510746 nChanged 5 SP:Iteration 34Q (4642.130521 sec): 3 clusters Score: Raw -209342.028678 + Penalty 1513.255639 = -207828.773039 nChanged 7 SP:Iteration 35Q (4642.171317 sec): 3 clusters Score: Raw -209345.474491 + Penalty 1513.255639 = -207832.218852 nChanged 6 SP:Iteration 36Q (4642.235086 sec): 3 clusters Score: Raw -209348.871557 + Penalty 1513.255639 = -207835.615918 nChanged 7 SP:Iteration 37Q (4642.271793 sec): 3 clusters Score: Raw -209351.470506 + Penalty 1513.255639 = -207838.214867 nChanged 6 SP:Iteration 38Q (4642.323461 sec): 3 clusters Score: Raw -209354.878013 + Penalty 1513.255639 = -207841.622374 nChanged 7 SP:Iteration 39Q (4642.371068 sec): 3 clusters Score: Raw -209357.378785 + Penalty 1513.255639 = -207844.123146 nChanged 5 SP:Iteration 40F (4642.410247 sec): 3 clusters Score: Raw -209359.223522 + Penalty 1513.255639 = -207845.967883 nChanged 4 SP:Iteration 41Q (4642.461801 sec): 3 clusters Score: Raw -209360.923189 + Penalty 1513.255639 = -207847.667549 nChanged 4 SP:Iteration 42Q (4642.513855 sec): 3 clusters Score: Raw -209361.833094 + Penalty 1513.255639 = -207848.577455 nChanged 4 SP:Iteration 43Q (4642.568992 sec): 3 clusters Score: Raw -209363.230764 + Penalty 1513.255639 = -207849.975125 nChanged 3 SP:Iteration 44Q (4642.611843 sec): 3 clusters Score: Raw -209364.457780 + Penalty 1513.255639 = -207851.202141 nChanged 3 SP:Iteration 45Q (4642.656419 sec): 3 clusters Score: Raw -209365.143390 + Penalty 1513.255639 = -207851.887751 nChanged 0 SP:Iteration 46F (4642.708580 sec): 3 clusters Score: Raw -209365.143390 + Penalty 1513.255639 = -207851.887751 nChanged 0 Trying to split cluster 22 (32804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4642.764200 sec): 2 clusters Score: Raw -2487205.444633 + Penalty 987.839045 = -2486217.605588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4642.855139 sec): 3 clusters Score: Raw -2466293.066787 + Penalty 1975.678090 = -2464317.388697 nChanged 15442 SP:Iteration 1F (4642.944751 sec): 3 clusters Score: Raw -2475315.256954 + Penalty 1975.678090 = -2473339.578863 nChanged 1564 SP:Iteration 2Q (4643.029682 sec): 3 clusters Score: Raw -2475909.366627 + Penalty 1975.678090 = -2473933.688537 nChanged 1659 SP:Iteration 3F (4643.111972 sec): 3 clusters Score: Raw -2476612.776065 + Penalty 1975.678090 = -2474637.097974 nChanged 1764 SP:Iteration 4F (4643.198531 sec): 3 clusters Score: Raw -2477422.889353 + Penalty 1975.678090 = -2475447.211263 nChanged 1719 SP:Iteration 5F (4643.286729 sec): 3 clusters Score: Raw -2478385.738813 + Penalty 1975.678090 = -2476410.060723 nChanged 1859 SP:Iteration 6F (4643.364960 sec): 3 clusters Score: Raw -2479622.618139 + Penalty 1975.678090 = -2477646.940049 nChanged 1917 SP:Iteration 7F (4643.451327 sec): 3 clusters Score: Raw -2481075.162795 + Penalty 1975.678090 = -2479099.484705 nChanged 1816 SP:Iteration 8F (4643.534883 sec): 3 clusters Score: Raw -2482331.363410 + Penalty 1975.678090 = -2480355.685320 nChanged 1460 SP:Iteration 9Q (4643.623587 sec): 3 clusters Score: Raw -2483071.994522 + Penalty 1975.678090 = -2481096.316432 nChanged 959 SP:Iteration 10Q (4643.703665 sec): 3 clusters Score: Raw -2483439.113500 + Penalty 1975.678090 = -2481463.435410 nChanged 677 SP:Iteration 11Q (4643.793655 sec): 3 clusters Score: Raw -2483662.668270 + Penalty 1975.678090 = -2481686.990180 nChanged 552 SP:Iteration 12Q (4643.874929 sec): 3 clusters Score: Raw -2483824.624979 + Penalty 1975.678090 = -2481848.946888 nChanged 487 SP:Iteration 13Q (4643.962022 sec): 3 clusters Score: Raw -2483975.519487 + Penalty 1975.678090 = -2481999.841397 nChanged 504 SP:Iteration 14Q (4644.033092 sec): 3 clusters Score: Raw -2484146.672775 + Penalty 1975.678090 = -2482170.994685 nChanged 527 SP:Iteration 15Q (4644.109157 sec): 3 clusters Score: Raw -2484340.609810 + Penalty 1975.678090 = -2482364.931720 nChanged 515 SP:Iteration 16Q (4644.196488 sec): 3 clusters Score: Raw -2484531.765685 + Penalty 1975.678090 = -2482556.087595 nChanged 559 SP:Iteration 17Q (4644.290120 sec): 3 clusters Score: Raw -2484746.080749 + Penalty 1975.678090 = -2482770.402659 nChanged 545 SP:Iteration 18Q (4644.383206 sec): 3 clusters Score: Raw -2484965.415517 + Penalty 1975.678090 = -2482989.737427 nChanged 537 SP:Iteration 19Q (4644.472448 sec): 3 clusters Score: Raw -2485175.705377 + Penalty 1975.678090 = -2483200.027287 nChanged 518 SP:Iteration 20F (4644.552528 sec): 3 clusters Score: Raw -2485390.393353 + Penalty 1975.678090 = -2483414.715262 nChanged 499 SP:Iteration 21Q (4644.638437 sec): 3 clusters Score: Raw -2485608.788632 + Penalty 1975.678090 = -2483633.110542 nChanged 506 SP:Iteration 22Q (4644.729347 sec): 3 clusters Score: Raw -2485828.472726 + Penalty 1975.678090 = -2483852.794636 nChanged 447 SP:Iteration 23Q (4644.799029 sec): 3 clusters Score: Raw -2486011.783236 + Penalty 1975.678090 = -2484036.105146 nChanged 396 SP:Iteration 24Q (4644.884886 sec): 3 clusters Score: Raw -2486165.365506 + Penalty 1975.678090 = -2484189.687416 nChanged 333 SP:Iteration 25Q (4644.972868 sec): 3 clusters Score: Raw -2486293.403547 + Penalty 1975.678090 = -2484317.725457 nChanged 337 SP:Iteration 26Q (4645.059683 sec): 3 clusters Score: Raw -2486419.017407 + Penalty 1975.678090 = -2484443.339316 nChanged 280 SP:Iteration 27Q (4645.133941 sec): 3 clusters Score: Raw -2486517.054987 + Penalty 1975.678090 = -2484541.376897 nChanged 253 SP:Iteration 28Q (4645.231505 sec): 3 clusters Score: Raw -2486611.235475 + Penalty 1975.678090 = -2484635.557384 nChanged 266 SP:Iteration 29Q (4645.308391 sec): 3 clusters Score: Raw -2486718.426172 + Penalty 1975.678090 = -2484742.748082 nChanged 230 SP:Iteration 30Q (4645.392708 sec): 3 clusters Score: Raw -2486813.205608 + Penalty 1975.678090 = -2484837.527518 nChanged 194 SP:Iteration 31Q (4645.487923 sec): 3 clusters Score: Raw -2486889.584501 + Penalty 1975.678090 = -2484913.906411 nChanged 179 SP:Iteration 32Q (4645.570119 sec): 3 clusters Score: Raw -2486959.784762 + Penalty 1975.678090 = -2484984.106671 nChanged 148 SP:Iteration 33Q (4645.658507 sec): 3 clusters Score: Raw -2487019.416244 + Penalty 1975.678090 = -2485043.738154 nChanged 129 SP:Iteration 34Q (4645.739227 sec): 3 clusters Score: Raw -2487078.584629 + Penalty 1975.678090 = -2485102.906539 nChanged 122 SP:Iteration 35Q (4645.822901 sec): 3 clusters Score: Raw -2487140.714184 + Penalty 1975.678090 = -2485165.036093 nChanged 106 SP:Iteration 36Q (4645.904255 sec): 3 clusters Score: Raw -2487191.856067 + Penalty 1975.678090 = -2485216.177977 nChanged 91 SP:Iteration 37Q (4645.981082 sec): 3 clusters Score: Raw -2487242.149662 + Penalty 1975.678090 = -2485266.471572 nChanged 87 SP:Iteration 38Q (4646.069788 sec): 3 clusters Score: Raw -2487281.568823 + Penalty 1975.678090 = -2485305.890733 nChanged 79 SP:Iteration 39Q (4646.152049 sec): 3 clusters Score: Raw -2487321.305003 + Penalty 1975.678090 = -2485345.626912 nChanged 71 SP:Iteration 40F (4646.233906 sec): 3 clusters Score: Raw -2487363.809647 + Penalty 1975.678090 = -2485388.131557 nChanged 62 SP:Iteration 41Q (4646.318757 sec): 3 clusters Score: Raw -2487393.296466 + Penalty 1975.678090 = -2485417.618375 nChanged 49 SP:Iteration 42Q (4646.401460 sec): 3 clusters Score: Raw -2487413.901277 + Penalty 1975.678090 = -2485438.223186 nChanged 41 SP:Iteration 43Q (4646.482676 sec): 3 clusters Score: Raw -2487430.571870 + Penalty 1975.678090 = -2485454.893779 nChanged 41 SP:Iteration 44Q (4646.563197 sec): 3 clusters Score: Raw -2487446.617801 + Penalty 1975.678090 = -2485470.939711 nChanged 46 SP:Iteration 45Q (4646.638945 sec): 3 clusters Score: Raw -2487465.193131 + Penalty 1975.678090 = -2485489.515041 nChanged 43 SP:Iteration 46Q (4646.719546 sec): 3 clusters Score: Raw -2487481.914186 + Penalty 1975.678090 = -2485506.236095 nChanged 36 SP:Iteration 47Q (4646.812092 sec): 3 clusters Score: Raw -2487497.358055 + Penalty 1975.678090 = -2485521.679965 nChanged 26 SP:Iteration 48Q (4646.889258 sec): 3 clusters Score: Raw -2487504.143564 + Penalty 1975.678090 = -2485528.465474 nChanged 16 SP:Iteration 49Q (4646.978385 sec): 3 clusters Score: Raw -2487508.542374 + Penalty 1975.678090 = -2485532.864284 nChanged 17 SP:Iteration 50Q (4647.053658 sec): 3 clusters Score: Raw -2487513.189187 + Penalty 1975.678090 = -2485537.511097 nChanged 15 SP:Iteration 51Q (4647.136639 sec): 3 clusters Score: Raw -2487516.945707 + Penalty 1975.678090 = -2485541.267617 nChanged 7 SP:Iteration 52Q (4647.232002 sec): 3 clusters Score: Raw -2487518.157193 + Penalty 1975.678090 = -2485542.479103 nChanged 5 SP:Iteration 53Q (4647.303508 sec): 3 clusters Score: Raw -2487519.136141 + Penalty 1975.678090 = -2485543.458051 nChanged 4 SP:Iteration 54Q (4647.384628 sec): 3 clusters Score: Raw -2487519.848340 + Penalty 1975.678090 = -2485544.170250 nChanged 3 SP:Iteration 55Q (4647.467149 sec): 3 clusters Score: Raw -2487520.295206 + Penalty 1975.678090 = -2485544.617116 nChanged 2 SP:Iteration 56Q (4647.555599 sec): 3 clusters Score: Raw -2487520.969887 + Penalty 1975.678090 = -2485545.291797 nChanged 3 SP:Iteration 57Q (4647.635968 sec): 3 clusters Score: Raw -2487521.790521 + Penalty 1975.678090 = -2485546.112431 nChanged 5 SP:Iteration 58Q (4647.720637 sec): 3 clusters Score: Raw -2487523.061258 + Penalty 1975.678090 = -2485547.383168 nChanged 4 SP:Iteration 59Q (4647.804937 sec): 3 clusters Score: Raw -2487523.613002 + Penalty 1975.678090 = -2485547.934912 nChanged 3 SP:Iteration 60F (4647.894239 sec): 3 clusters Score: Raw -2487524.053375 + Penalty 1975.678090 = -2485548.375284 nChanged 2 SP:Iteration 61Q (4647.979056 sec): 3 clusters Score: Raw -2487524.415075 + Penalty 1975.678090 = -2485548.736984 nChanged 2 SP:Iteration 62Q (4648.062089 sec): 3 clusters Score: Raw -2487524.838425 + Penalty 1975.678090 = -2485549.160335 nChanged 1 SP:Iteration 63Q (4648.154388 sec): 3 clusters Score: Raw -2487525.153619 + Penalty 1975.678090 = -2485549.475528 nChanged 3 SP:Iteration 64Q (4648.227107 sec): 3 clusters Score: Raw -2487526.365546 + Penalty 1975.678090 = -2485550.687456 nChanged 7 SP:Iteration 65Q (4648.310390 sec): 3 clusters Score: Raw -2487527.872805 + Penalty 1975.678090 = -2485552.194715 nChanged 6 SP:Iteration 66Q (4648.396182 sec): 3 clusters Score: Raw -2487529.559909 + Penalty 1975.678090 = -2485553.881819 nChanged 2 SP:Iteration 67Q (4648.478432 sec): 3 clusters Score: Raw -2487530.161149 + Penalty 1975.678090 = -2485554.483059 nChanged 5 SP:Iteration 68Q (4648.571196 sec): 3 clusters Score: Raw -2487531.778663 + Penalty 1975.678090 = -2485556.100573 nChanged 5 SP:Iteration 69Q (4648.654161 sec): 3 clusters Score: Raw -2487532.839940 + Penalty 1975.678090 = -2485557.161849 nChanged 1 SP:Iteration 70Q (4648.727901 sec): 3 clusters Score: Raw -2487533.018233 + Penalty 1975.678090 = -2485557.340142 nChanged 2 SP:Iteration 71Q (4648.818215 sec): 3 clusters Score: Raw -2487533.256299 + Penalty 1975.678090 = -2485557.578209 nChanged 2 SP:Iteration 72Q (4648.902578 sec): 3 clusters Score: Raw -2487533.938743 + Penalty 1975.678090 = -2485558.260653 nChanged 3 SP:Iteration 73Q (4648.981611 sec): 3 clusters Score: Raw -2487534.748631 + Penalty 1975.678090 = -2485559.070541 nChanged 4 SP:Iteration 74Q (4649.058473 sec): 3 clusters Score: Raw -2487535.610005 + Penalty 1975.678090 = -2485559.931915 nChanged 4 SP:Iteration 75Q (4649.150762 sec): 3 clusters Score: Raw -2487536.361802 + Penalty 1975.678090 = -2485560.683712 nChanged 5 SP:Iteration 76Q (4649.227987 sec): 3 clusters Score: Raw -2487537.244426 + Penalty 1975.678090 = -2485561.566336 nChanged 4 SP:Iteration 77Q (4649.306978 sec): 3 clusters Score: Raw -2487538.441492 + Penalty 1975.678090 = -2485562.763402 nChanged 2 SP:Iteration 78Q (4649.391948 sec): 3 clusters Score: Raw -2487538.843385 + Penalty 1975.678090 = -2485563.165294 nChanged 2 SP:Iteration 79Q (4649.473850 sec): 3 clusters Score: Raw -2487539.426750 + Penalty 1975.678090 = -2485563.748660 nChanged 3 SP:Iteration 80F (4649.560996 sec): 3 clusters Score: Raw -2487539.920268 + Penalty 1975.678090 = -2485564.242178 nChanged 1 SP:Iteration 81Q (4649.637139 sec): 3 clusters Score: Raw -2487540.378141 + Penalty 1975.678090 = -2485564.700051 nChanged 2 SP:Iteration 82Q (4649.721736 sec): 3 clusters Score: Raw -2487541.083744 + Penalty 1975.678090 = -2485565.405654 nChanged 6 SP:Iteration 83Q (4649.801253 sec): 3 clusters Score: Raw -2487542.346040 + Penalty 1975.678090 = -2485566.667949 nChanged 5 SP:Iteration 84Q (4649.876497 sec): 3 clusters Score: Raw -2487543.976621 + Penalty 1975.678090 = -2485568.298531 nChanged 6 SP:Iteration 85Q (4649.956901 sec): 3 clusters Score: Raw -2487545.689255 + Penalty 1975.678090 = -2485570.011165 nChanged 3 SP:Iteration 86Q (4650.030491 sec): 3 clusters Score: Raw -2487545.901307 + Penalty 1975.678090 = -2485570.223217 nChanged 0 SP:Iteration 87F (4650.110805 sec): 3 clusters Score: Raw -2487545.901307 + Penalty 1975.678090 = -2485570.223217 nChanged 0 Trying to split cluster 23 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4650.119153 sec): 2 clusters Score: Raw -97122.717192 + Penalty 689.482229 = -96433.234963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4650.169812 sec): 3 clusters Score: Raw -96500.930275 + Penalty 1378.964459 = -95121.965817 nChanged 515 SP:Iteration 1F (4650.217437 sec): 3 clusters Score: Raw -96802.701064 + Penalty 1378.964459 = -95423.736605 nChanged 115 SP:Iteration 2F (4650.267519 sec): 3 clusters Score: Raw -96907.249044 + Penalty 1378.964459 = -95528.284585 nChanged 96 SP:Iteration 3F (4650.329943 sec): 3 clusters Score: Raw -97009.914621 + Penalty 1378.964459 = -95630.950162 nChanged 97 SP:Iteration 4F (4650.365467 sec): 3 clusters Score: Raw -97114.153830 + Penalty 1378.964459 = -95735.189372 nChanged 91 SP:Iteration 5F (4650.416557 sec): 3 clusters Score: Raw -97214.008914 + Penalty 1378.964459 = -95835.044455 nChanged 61 SP:Iteration 6Q (4650.457952 sec): 3 clusters Score: Raw -97270.088154 + Penalty 1378.964459 = -95891.123695 nChanged 46 SP:Iteration 7Q (4650.500987 sec): 3 clusters Score: Raw -97311.208727 + Penalty 1378.964459 = -95932.244268 nChanged 38 SP:Iteration 8Q (4650.551285 sec): 3 clusters Score: Raw -97342.472596 + Penalty 1378.964459 = -95963.508137 nChanged 26 SP:Iteration 9Q (4650.601310 sec): 3 clusters Score: Raw -97365.143596 + Penalty 1378.964459 = -95986.179137 nChanged 16 SP:Iteration 10Q (4650.651479 sec): 3 clusters Score: Raw -97377.302963 + Penalty 1378.964459 = -95998.338504 nChanged 15 SP:Iteration 11Q (4650.690527 sec): 3 clusters Score: Raw -97393.955178 + Penalty 1378.964459 = -96014.990719 nChanged 19 SP:Iteration 12Q (4650.724987 sec): 3 clusters Score: Raw -97407.235116 + Penalty 1378.964459 = -96028.270658 nChanged 17 SP:Iteration 13Q (4650.770253 sec): 3 clusters Score: Raw -97414.959168 + Penalty 1378.964459 = -96035.994710 nChanged 11 SP:Iteration 14Q (4650.820407 sec): 3 clusters Score: Raw -97421.082758 + Penalty 1378.964459 = -96042.118299 nChanged 6 SP:Iteration 15Q (4650.865325 sec): 3 clusters Score: Raw -97423.383779 + Penalty 1378.964459 = -96044.419320 nChanged 6 SP:Iteration 16Q (4650.915183 sec): 3 clusters Score: Raw -97427.064320 + Penalty 1378.964459 = -96048.099861 nChanged 2 SP:Iteration 17Q (4650.961062 sec): 3 clusters Score: Raw -97427.698402 + Penalty 1378.964459 = -96048.733943 nChanged 1 SP:Iteration 18Q (4651.010948 sec): 3 clusters Score: Raw -97427.867136 + Penalty 1378.964459 = -96048.902677 nChanged 0 SP:Iteration 19F (4651.061079 sec): 3 clusters Score: Raw -97427.867136 + Penalty 1378.964459 = -96048.902677 nChanged 0 Trying to split cluster 24 (3541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4651.088203 sec): 2 clusters Score: Raw -260213.169607 + Penalty 776.355623 = -259436.813984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4651.128824 sec): 3 clusters Score: Raw -258317.540769 + Penalty 1552.711246 = -256764.829523 nChanged 1449 SP:Iteration 1F (4651.180630 sec): 3 clusters Score: Raw -259126.142679 + Penalty 1552.711246 = -257573.431434 nChanged 266 SP:Iteration 2F (4651.232270 sec): 3 clusters Score: Raw -259273.586824 + Penalty 1552.711246 = -257720.875578 nChanged 207 SP:Iteration 3F (4651.281462 sec): 3 clusters Score: Raw -259400.134276 + Penalty 1552.711246 = -257847.423030 nChanged 171 SP:Iteration 4Q (4651.333573 sec): 3 clusters Score: Raw -259504.005285 + Penalty 1552.711246 = -257951.294039 nChanged 166 SP:Iteration 5Q (4651.386125 sec): 3 clusters Score: Raw -259603.797775 + Penalty 1552.711246 = -258051.086529 nChanged 142 SP:Iteration 6Q (4651.433819 sec): 3 clusters Score: Raw -259675.130306 + Penalty 1552.711246 = -258122.419060 nChanged 125 SP:Iteration 7Q (4651.486173 sec): 3 clusters Score: Raw -259743.540795 + Penalty 1552.711246 = -258190.829549 nChanged 102 SP:Iteration 8Q (4651.537005 sec): 3 clusters Score: Raw -259803.463274 + Penalty 1552.711246 = -258250.752028 nChanged 105 SP:Iteration 9Q (4651.588667 sec): 3 clusters Score: Raw -259865.607421 + Penalty 1552.711246 = -258312.896175 nChanged 93 SP:Iteration 10Q (4651.637505 sec): 3 clusters Score: Raw -259904.656714 + Penalty 1552.711246 = -258351.945468 nChanged 79 SP:Iteration 11Q (4651.677448 sec): 3 clusters Score: Raw -259937.640386 + Penalty 1552.711246 = -258384.929140 nChanged 57 SP:Iteration 12Q (4651.728920 sec): 3 clusters Score: Raw -259959.298800 + Penalty 1552.711246 = -258406.587555 nChanged 58 SP:Iteration 13Q (4651.792299 sec): 3 clusters Score: Raw -259982.535945 + Penalty 1552.711246 = -258429.824699 nChanged 62 SP:Iteration 14Q (4651.833173 sec): 3 clusters Score: Raw -260008.709601 + Penalty 1552.711246 = -258455.998355 nChanged 67 SP:Iteration 15Q (4651.881179 sec): 3 clusters Score: Raw -260032.977606 + Penalty 1552.711246 = -258480.266360 nChanged 49 SP:Iteration 16Q (4651.923086 sec): 3 clusters Score: Raw -260052.903645 + Penalty 1552.711246 = -258500.192400 nChanged 56 SP:Iteration 17Q (4651.974716 sec): 3 clusters Score: Raw -260076.767645 + Penalty 1552.711246 = -258524.056399 nChanged 49 SP:Iteration 18Q (4652.026169 sec): 3 clusters Score: Raw -260096.877438 + Penalty 1552.711246 = -258544.166192 nChanged 53 SP:Iteration 19Q (4652.077802 sec): 3 clusters Score: Raw -260126.583260 + Penalty 1552.711246 = -258573.872014 nChanged 54 SP:Iteration 20F (4652.129577 sec): 3 clusters Score: Raw -260160.019009 + Penalty 1552.711246 = -258607.307763 nChanged 53 SP:Iteration 21Q (4652.174352 sec): 3 clusters Score: Raw -260197.731267 + Penalty 1552.711246 = -258645.020021 nChanged 49 SP:Iteration 22Q (4652.225856 sec): 3 clusters Score: Raw -260232.653979 + Penalty 1552.711246 = -258679.942733 nChanged 42 SP:Iteration 23Q (4652.266114 sec): 3 clusters Score: Raw -260280.491673 + Penalty 1552.711246 = -258727.780427 nChanged 54 SP:Iteration 24Q (4652.317647 sec): 3 clusters Score: Raw -260328.446217 + Penalty 1552.711246 = -258775.734971 nChanged 47 SP:Iteration 25Q (4652.367435 sec): 3 clusters Score: Raw -260358.195633 + Penalty 1552.711246 = -258805.484387 nChanged 40 SP:Iteration 26Q (4652.417972 sec): 3 clusters Score: Raw -260390.039874 + Penalty 1552.711246 = -258837.328628 nChanged 36 SP:Iteration 27Q (4652.482198 sec): 3 clusters Score: Raw -260417.736034 + Penalty 1552.711246 = -258865.024788 nChanged 31 SP:Iteration 28Q (4652.522842 sec): 3 clusters Score: Raw -260438.287962 + Penalty 1552.711246 = -258885.576716 nChanged 28 SP:Iteration 29Q (4652.574162 sec): 3 clusters Score: Raw -260455.275059 + Penalty 1552.711246 = -258902.563813 nChanged 30 SP:Iteration 30Q (4652.621143 sec): 3 clusters Score: Raw -260467.866233 + Penalty 1552.711246 = -258915.154987 nChanged 18 SP:Iteration 31Q (4652.664260 sec): 3 clusters Score: Raw -260475.936109 + Penalty 1552.711246 = -258923.224863 nChanged 14 SP:Iteration 32Q (4652.716142 sec): 3 clusters Score: Raw -260479.580072 + Penalty 1552.711246 = -258926.868826 nChanged 5 SP:Iteration 33Q (4652.773460 sec): 3 clusters Score: Raw -260481.373247 + Penalty 1552.711246 = -258928.662001 nChanged 5 SP:Iteration 34Q (4652.814261 sec): 3 clusters Score: Raw -260483.020114 + Penalty 1552.711246 = -258930.308868 nChanged 6 SP:Iteration 35Q (4652.865317 sec): 3 clusters Score: Raw -260485.887900 + Penalty 1552.711246 = -258933.176654 nChanged 3 SP:Iteration 36Q (4652.907813 sec): 3 clusters Score: Raw -260486.974350 + Penalty 1552.711246 = -258934.263104 nChanged 1 SP:Iteration 37Q (4652.958365 sec): 3 clusters Score: Raw -260487.207184 + Penalty 1552.711246 = -258934.495938 nChanged 1 SP:Iteration 38Q (4653.007809 sec): 3 clusters Score: Raw -260487.575491 + Penalty 1552.711246 = -258934.864245 nChanged 1 SP:Iteration 39Q (4653.059123 sec): 3 clusters Score: Raw -260487.669595 + Penalty 1552.711246 = -258934.958349 nChanged 0 SP:Iteration 40F (4653.105012 sec): 3 clusters Score: Raw -260487.669595 + Penalty 1552.711246 = -258934.958349 nChanged 0 Iteration 379Q (4655.632590 sec): 25 clusters Score: Raw -25401434.719719 + Penalty 29149.392721 = -25372285.326998 nChanged 40 Iteration 380F (4659.974589 sec): 25 clusters Score: Raw -25401435.459424 + Penalty 29149.392721 = -25372286.066704 nChanged 44 Iteration 381Q (4662.479530 sec): 25 clusters Score: Raw -25401436.743672 + Penalty 29149.392721 = -25372287.350952 nChanged 38 Iteration 382Q (4664.928966 sec): 25 clusters Score: Raw -25401437.438587 + Penalty 29149.392721 = -25372288.045866 nChanged 36 Iteration 383Q (4667.751194 sec): 25 clusters Score: Raw -25401438.107014 + Penalty 29149.392721 = -25372288.714293 nChanged 36 Iteration 384Q (4670.139666 sec): 25 clusters Score: Raw -25401438.876248 + Penalty 29149.392721 = -25372289.483527 nChanged 43 Iteration 385Q (4672.595707 sec): 25 clusters Score: Raw -25401439.573522 + Penalty 29149.392721 = -25372290.180801 nChanged 40 Iteration 386Q (4675.080936 sec): 25 clusters Score: Raw -25401440.212700 + Penalty 29149.392721 = -25372290.819979 nChanged 36 Iteration 387Q (4677.617476 sec): 25 clusters Score: Raw -25401440.720079 + Penalty 29149.392721 = -25372291.327358 nChanged 27 Iteration 388Q (4680.072089 sec): 25 clusters Score: Raw -25401441.067371 + Penalty 29149.392721 = -25372291.674650 nChanged 23 Iteration 389Q (4682.437395 sec): 25 clusters Score: Raw -25401441.387464 + Penalty 29149.392721 = -25372291.994743 nChanged 27 Iteration 390Q (4685.148770 sec): 25 clusters Score: Raw -25401441.898415 + Penalty 29149.392721 = -25372292.505694 nChanged 36 Iteration 391Q (4687.533681 sec): 25 clusters Score: Raw -25401442.402757 + Penalty 29149.392721 = -25372293.010037 nChanged 39 Iteration 392Q (4689.947733 sec): 25 clusters Score: Raw -25401443.280033 + Penalty 29149.392721 = -25372293.887312 nChanged 39 Iteration 393Q (4692.419897 sec): 25 clusters Score: Raw -25401444.018532 + Penalty 29149.392721 = -25372294.625812 nChanged 35 Iteration 394Q (4694.884187 sec): 25 clusters Score: Raw -25401444.691975 + Penalty 29149.392721 = -25372295.299254 nChanged 39 Iteration 395Q (4697.329480 sec): 25 clusters Score: Raw -25401445.324137 + Penalty 29149.392721 = -25372295.931416 nChanged 31 Iteration 396Q (4699.751995 sec): 25 clusters Score: Raw -25401445.872692 + Penalty 29149.392721 = -25372296.479972 nChanged 39 Iteration 397Q (4702.224309 sec): 25 clusters Score: Raw -25401446.623493 + Penalty 29149.392721 = -25372297.230772 nChanged 48 Iteration 398Q (4704.603334 sec): 25 clusters Score: Raw -25401447.445901 + Penalty 29149.392721 = -25372298.053180 nChanged 42 Iteration 399Q (4707.161810 sec): 25 clusters Score: Raw -25401448.239044 + Penalty 29149.392721 = -25372298.846323 nChanged 41 Iteration 400F (4711.379905 sec): 25 clusters Score: Raw -25401448.857755 + Penalty 29149.392721 = -25372299.465034 nChanged 32 Iteration 401Q (4713.921815 sec): 25 clusters Score: Raw -25401449.342831 + Penalty 29149.392721 = -25372299.950111 nChanged 21 Iteration 402Q (4716.384437 sec): 25 clusters Score: Raw -25401449.665240 + Penalty 29149.392721 = -25372300.272519 nChanged 24 Iteration 403Q (4718.863414 sec): 25 clusters Score: Raw -25401450.098096 + Penalty 29149.392721 = -25372300.705375 nChanged 12 Iteration 404Q (4721.383835 sec): 25 clusters Score: Raw -25401450.345074 + Penalty 29149.392721 = -25372300.952353 nChanged 18 Iteration 405Q (4723.753088 sec): 25 clusters Score: Raw -25401450.665663 + Penalty 29149.392721 = -25372301.272942 nChanged 19 Iteration 406Q (4726.143832 sec): 25 clusters Score: Raw -25401451.127813 + Penalty 29149.392721 = -25372301.735093 nChanged 30 Iteration 407Q (4728.488203 sec): 25 clusters Score: Raw -25401451.661555 + Penalty 29149.392721 = -25372302.268834 nChanged 24 Iteration 408Q (4730.851153 sec): 25 clusters Score: Raw -25401451.999331 + Penalty 29149.392721 = -25372302.606610 nChanged 30 Iteration 409Q (4733.314172 sec): 25 clusters Score: Raw -25401452.356770 + Penalty 29149.392721 = -25372302.964050 nChanged 31 Iteration 410Q (4735.709147 sec): 25 clusters Score: Raw -25401452.945786 + Penalty 29149.392721 = -25372303.553066 nChanged 22 Iteration 411Q (4738.156360 sec): 25 clusters Score: Raw -25401453.275888 + Penalty 29149.392721 = -25372303.883167 nChanged 22 Iteration 412Q (4740.619514 sec): 25 clusters Score: Raw -25401453.594451 + Penalty 29149.392721 = -25372304.201731 nChanged 22 Iteration 413Q (4742.979151 sec): 25 clusters Score: Raw -25401453.909831 + Penalty 29149.392721 = -25372304.517110 nChanged 23 Iteration 414Q (4745.448117 sec): 25 clusters Score: Raw -25401454.198594 + Penalty 29149.392721 = -25372304.805873 nChanged 37 Iteration 415Q (4747.930222 sec): 25 clusters Score: Raw -25401454.762243 + Penalty 29149.392721 = -25372305.369522 nChanged 34 Iteration 416Q (4750.464985 sec): 25 clusters Score: Raw -25401455.638187 + Penalty 29149.392721 = -25372306.245466 nChanged 43 Iteration 417Q (4753.106094 sec): 25 clusters Score: Raw -25401456.559769 + Penalty 29149.392721 = -25372307.167048 nChanged 36 Iteration 418Q (4755.599274 sec): 25 clusters Score: Raw -25401457.599805 + Penalty 29149.392721 = -25372308.207084 nChanged 37 Writing temp clu file Because OldScore, -25372307.167048, is greater than current (better) Score,-25372308.207084 Compute initial score before splitting: Score: Raw -25401457.599805 + Penalty 29149.392721 = -25372308.207084 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4755.695340 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4755.746662 sec): 3 clusters Score: Raw -170959.770497 + Penalty 1457.912393 = -169501.858104 nChanged 836 SP:Iteration 1F (4755.792305 sec): 3 clusters Score: Raw -171526.146889 + Penalty 1457.912393 = -170068.234496 nChanged 199 SP:Iteration 2F (4755.835522 sec): 3 clusters Score: Raw -171715.742172 + Penalty 1457.912393 = -170257.829779 nChanged 155 SP:Iteration 3F (4755.888615 sec): 3 clusters Score: Raw -171880.140270 + Penalty 1457.912393 = -170422.227877 nChanged 129 SP:Iteration 4F (4755.921049 sec): 3 clusters Score: Raw -171992.107377 + Penalty 1457.912393 = -170534.194984 nChanged 105 SP:Iteration 5Q (4755.959366 sec): 3 clusters Score: Raw -172068.898040 + Penalty 1457.912393 = -170610.985647 nChanged 65 SP:Iteration 6Q (4756.010351 sec): 3 clusters Score: Raw -172099.700645 + Penalty 1457.912393 = -170641.788252 nChanged 38 SP:Iteration 7Q (4756.041529 sec): 3 clusters Score: Raw -172119.805974 + Penalty 1457.912393 = -170661.893581 nChanged 36 SP:Iteration 8Q (4756.080292 sec): 3 clusters Score: Raw -172136.401331 + Penalty 1457.912393 = -170678.488938 nChanged 27 SP:Iteration 9Q (4756.130421 sec): 3 clusters Score: Raw -172148.672907 + Penalty 1457.912393 = -170690.760514 nChanged 26 SP:Iteration 10Q (4756.181522 sec): 3 clusters Score: Raw -172158.933925 + Penalty 1457.912393 = -170701.021532 nChanged 22 SP:Iteration 11Q (4756.225441 sec): 3 clusters Score: Raw -172171.373261 + Penalty 1457.912393 = -170713.460868 nChanged 18 SP:Iteration 12Q (4756.268939 sec): 3 clusters Score: Raw -172179.513420 + Penalty 1457.912393 = -170721.601027 nChanged 12 SP:Iteration 13Q (4756.317025 sec): 3 clusters Score: Raw -172184.606886 + Penalty 1457.912393 = -170726.694493 nChanged 8 SP:Iteration 14Q (4756.361017 sec): 3 clusters Score: Raw -172187.249660 + Penalty 1457.912393 = -170729.337266 nChanged 5 SP:Iteration 15Q (4756.400265 sec): 3 clusters Score: Raw -172189.049949 + Penalty 1457.912393 = -170731.137556 nChanged 1 SP:Iteration 16Q (4756.459916 sec): 3 clusters Score: Raw -172189.553332 + Penalty 1457.912393 = -170731.640939 nChanged 1 SP:Iteration 17Q (4756.494907 sec): 3 clusters Score: Raw -172189.852080 + Penalty 1457.912393 = -170731.939687 nChanged 2 SP:Iteration 18Q (4756.538111 sec): 3 clusters Score: Raw -172191.218786 + Penalty 1457.912393 = -170733.306393 nChanged 1 SP:Iteration 19Q (4756.588115 sec): 3 clusters Score: Raw -172191.567045 + Penalty 1457.912393 = -170733.654652 nChanged 1 SP:Iteration 20F (4756.627870 sec): 3 clusters Score: Raw -172191.813334 + Penalty 1457.912393 = -170733.900941 nChanged 0 Trying to split cluster 2 (27818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4756.686933 sec): 2 clusters Score: Raw -2042320.533984 + Penalty 972.176664 = -2041348.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4756.761117 sec): 3 clusters Score: Raw -2024675.062554 + Penalty 1944.353329 = -2022730.709225 nChanged 13097 SP:Iteration 1F (4756.840565 sec): 3 clusters Score: Raw -2032290.360749 + Penalty 1944.353329 = -2030346.007420 nChanged 1568 SP:Iteration 2F (4756.905851 sec): 3 clusters Score: Raw -2033006.829405 + Penalty 1944.353329 = -2031062.476076 nChanged 1658 SP:Iteration 3F (4756.978467 sec): 3 clusters Score: Raw -2033977.540486 + Penalty 1944.353329 = -2032033.187157 nChanged 1727 SP:Iteration 4F (4757.051392 sec): 3 clusters Score: Raw -2035154.644235 + Penalty 1944.353329 = -2033210.290906 nChanged 1700 SP:Iteration 5F (4757.116171 sec): 3 clusters Score: Raw -2036314.625540 + Penalty 1944.353329 = -2034370.272211 nChanged 1560 SP:Iteration 6F (4757.194976 sec): 3 clusters Score: Raw -2037385.375362 + Penalty 1944.353329 = -2035441.022034 nChanged 1392 SP:Iteration 7F (4757.273098 sec): 3 clusters Score: Raw -2038282.488150 + Penalty 1944.353329 = -2036338.134821 nChanged 1131 SP:Iteration 8Q (4757.357619 sec): 3 clusters Score: Raw -2038994.665895 + Penalty 1944.353329 = -2037050.312567 nChanged 972 SP:Iteration 9Q (4757.433341 sec): 3 clusters Score: Raw -2039627.849762 + Penalty 1944.353329 = -2037683.496433 nChanged 840 SP:Iteration 10Q (4757.504749 sec): 3 clusters Score: Raw -2040158.323042 + Penalty 1944.353329 = -2038213.969714 nChanged 717 SP:Iteration 11Q (4757.590221 sec): 3 clusters Score: Raw -2040624.327445 + Penalty 1944.353329 = -2038679.974116 nChanged 617 SP:Iteration 12Q (4757.654595 sec): 3 clusters Score: Raw -2041028.215108 + Penalty 1944.353329 = -2039083.861779 nChanged 550 SP:Iteration 13Q (4757.738435 sec): 3 clusters Score: Raw -2041373.783722 + Penalty 1944.353329 = -2039429.430393 nChanged 440 SP:Iteration 14Q (4757.804860 sec): 3 clusters Score: Raw -2041655.639854 + Penalty 1944.353329 = -2039711.286525 nChanged 354 SP:Iteration 15Q (4757.879769 sec): 3 clusters Score: Raw -2041884.360343 + Penalty 1944.353329 = -2039940.007014 nChanged 293 SP:Iteration 16Q (4757.947307 sec): 3 clusters Score: Raw -2042074.929003 + Penalty 1944.353329 = -2040130.575674 nChanged 229 SP:Iteration 17Q (4758.026492 sec): 3 clusters Score: Raw -2042206.923089 + Penalty 1944.353329 = -2040262.569760 nChanged 182 SP:Iteration 18Q (4758.096165 sec): 3 clusters Score: Raw -2042310.780060 + Penalty 1944.353329 = -2040366.426731 nChanged 134 SP:Iteration 19Q (4758.141210 sec): 3 clusters Score: Raw -2042387.438613 + Penalty 1944.353329 = -2040443.085284 nChanged 114 SP:Iteration 20F (4758.221076 sec): 3 clusters Score: Raw -2042451.563800 + Penalty 1944.353329 = -2040507.210471 nChanged 78 SP:Iteration 21Q (4758.284829 sec): 3 clusters Score: Raw -2042490.206763 + Penalty 1944.353329 = -2040545.853435 nChanged 64 SP:Iteration 22Q (4758.354312 sec): 3 clusters Score: Raw -2042523.509332 + Penalty 1944.353329 = -2040579.156003 nChanged 49 SP:Iteration 23Q (4758.397620 sec): 3 clusters Score: Raw -2042546.453985 + Penalty 1944.353329 = -2040602.100656 nChanged 53 SP:Iteration 24Q (4758.434537 sec): 3 clusters Score: Raw -2042571.422410 + Penalty 1944.353329 = -2040627.069081 nChanged 36 SP:Iteration 25Q (4758.471147 sec): 3 clusters Score: Raw -2042582.045165 + Penalty 1944.353329 = -2040637.691836 nChanged 21 SP:Iteration 26Q (4758.549493 sec): 3 clusters Score: Raw -2042587.751338 + Penalty 1944.353329 = -2040643.398010 nChanged 13 SP:Iteration 27Q (4758.616127 sec): 3 clusters Score: Raw -2042591.132463 + Penalty 1944.353329 = -2040646.779134 nChanged 11 SP:Iteration 28Q (4758.687653 sec): 3 clusters Score: Raw -2042594.942549 + Penalty 1944.353329 = -2040650.589221 nChanged 13 SP:Iteration 29Q (4758.762155 sec): 3 clusters Score: Raw -2042599.299793 + Penalty 1944.353329 = -2040654.946464 nChanged 11 SP:Iteration 30Q (4758.838938 sec): 3 clusters Score: Raw -2042603.642246 + Penalty 1944.353329 = -2040659.288917 nChanged 8 SP:Iteration 31Q (4758.903531 sec): 3 clusters Score: Raw -2042606.296981 + Penalty 1944.353329 = -2040661.943652 nChanged 7 SP:Iteration 32Q (4758.973946 sec): 3 clusters Score: Raw -2042609.587668 + Penalty 1944.353329 = -2040665.234339 nChanged 11 SP:Iteration 33Q (4759.043418 sec): 3 clusters Score: Raw -2042614.137601 + Penalty 1944.353329 = -2040669.784272 nChanged 13 SP:Iteration 34Q (4759.115924 sec): 3 clusters Score: Raw -2042617.773287 + Penalty 1944.353329 = -2040673.419958 nChanged 10 SP:Iteration 35Q (4759.184498 sec): 3 clusters Score: Raw -2042620.700635 + Penalty 1944.353329 = -2040676.347306 nChanged 5 SP:Iteration 36Q (4759.251124 sec): 3 clusters Score: Raw -2042621.792714 + Penalty 1944.353329 = -2040677.439385 nChanged 4 SP:Iteration 37Q (4759.322010 sec): 3 clusters Score: Raw -2042622.871621 + Penalty 1944.353329 = -2040678.518292 nChanged 4 SP:Iteration 38Q (4759.385679 sec): 3 clusters Score: Raw -2042623.380895 + Penalty 1944.353329 = -2040679.027566 nChanged 2 SP:Iteration 39Q (4759.453666 sec): 3 clusters Score: Raw -2042623.828419 + Penalty 1944.353329 = -2040679.475090 nChanged 2 SP:Iteration 40F (4759.529214 sec): 3 clusters Score: Raw -2042625.196729 + Penalty 1944.353329 = -2040680.843400 nChanged 5 SP:Iteration 41Q (4759.601062 sec): 3 clusters Score: Raw -2042627.792282 + Penalty 1944.353329 = -2040683.438954 nChanged 7 SP:Iteration 42Q (4759.673690 sec): 3 clusters Score: Raw -2042630.644025 + Penalty 1944.353329 = -2040686.290696 nChanged 5 SP:Iteration 43Q (4759.729103 sec): 3 clusters Score: Raw -2042632.299414 + Penalty 1944.353329 = -2040687.946085 nChanged 4 SP:Iteration 44Q (4759.803720 sec): 3 clusters Score: Raw -2042633.712233 + Penalty 1944.353329 = -2040689.358905 nChanged 4 SP:Iteration 45Q (4759.866241 sec): 3 clusters Score: Raw -2042635.920771 + Penalty 1944.353329 = -2040691.567442 nChanged 1 SP:Iteration 46Q (4759.926415 sec): 3 clusters Score: Raw -2042636.198739 + Penalty 1944.353329 = -2040691.845410 nChanged 1 SP:Iteration 47Q (4759.998581 sec): 3 clusters Score: Raw -2042637.155261 + Penalty 1944.353329 = -2040692.801933 nChanged 3 SP:Iteration 48Q (4760.073568 sec): 3 clusters Score: Raw -2042638.159964 + Penalty 1944.353329 = -2040693.806635 nChanged 3 SP:Iteration 49Q (4760.135507 sec): 3 clusters Score: Raw -2042639.442475 + Penalty 1944.353329 = -2040695.089146 nChanged 3 SP:Iteration 50Q (4760.203484 sec): 3 clusters Score: Raw -2042640.274627 + Penalty 1944.353329 = -2040695.921299 nChanged 1 SP:Iteration 51Q (4760.271145 sec): 3 clusters Score: Raw -2042640.457702 + Penalty 1944.353329 = -2040696.104373 nChanged 1 SP:Iteration 52Q (4760.338582 sec): 3 clusters Score: Raw -2042640.647278 + Penalty 1944.353329 = -2040696.293950 nChanged 1 SP:Iteration 53Q (4760.411790 sec): 3 clusters Score: Raw -2042641.005343 + Penalty 1944.353329 = -2040696.652014 nChanged 2 SP:Iteration 54Q (4760.479878 sec): 3 clusters Score: Raw -2042641.478177 + Penalty 1944.353329 = -2040697.124849 nChanged 0 SP:Iteration 55F (4760.546466 sec): 3 clusters Score: Raw -2042641.478177 + Penalty 1944.353329 = -2040697.124849 nChanged 0 Trying to split cluster 3 (4980 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4760.579613 sec): 2 clusters Score: Raw -371893.263340 + Penalty 808.752591 = -371084.510749 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4760.626800 sec): 3 clusters Score: Raw -369106.181230 + Penalty 1617.505182 = -367488.676048 nChanged 2154 SP:Iteration 1F (4760.680069 sec): 3 clusters Score: Raw -370337.302261 + Penalty 1617.505182 = -368719.797078 nChanged 336 SP:Iteration 2F (4760.732345 sec): 3 clusters Score: Raw -370514.297426 + Penalty 1617.505182 = -368896.792244 nChanged 295 SP:Iteration 3F (4760.752959 sec): 3 clusters Score: Raw -370670.161030 + Penalty 1617.505182 = -369052.655848 nChanged 279 SP:Iteration 4F (4760.771128 sec): 3 clusters Score: Raw -370823.948230 + Penalty 1617.505182 = -369206.443048 nChanged 252 SP:Iteration 5F (4760.789056 sec): 3 clusters Score: Raw -370969.475129 + Penalty 1617.505182 = -369351.969946 nChanged 273 SP:Iteration 6F (4760.806853 sec): 3 clusters Score: Raw -371148.651373 + Penalty 1617.505182 = -369531.146191 nChanged 256 SP:Iteration 7F (4760.824520 sec): 3 clusters Score: Raw -371340.867596 + Penalty 1617.505182 = -369723.362414 nChanged 228 SP:Iteration 8Q (4760.842205 sec): 3 clusters Score: Raw -371545.671251 + Penalty 1617.505182 = -369928.166069 nChanged 189 SP:Iteration 9Q (4760.896387 sec): 3 clusters Score: Raw -371705.808885 + Penalty 1617.505182 = -370088.303703 nChanged 145 SP:Iteration 10Q (4760.939035 sec): 3 clusters Score: Raw -371813.328893 + Penalty 1617.505182 = -370195.823711 nChanged 91 SP:Iteration 11Q (4760.988256 sec): 3 clusters Score: Raw -371863.399951 + Penalty 1617.505182 = -370245.894769 nChanged 60 SP:Iteration 12Q (4761.032215 sec): 3 clusters Score: Raw -371889.766332 + Penalty 1617.505182 = -370272.261150 nChanged 39 SP:Iteration 13Q (4761.085219 sec): 3 clusters Score: Raw -371903.383511 + Penalty 1617.505182 = -370285.878328 nChanged 26 SP:Iteration 14Q (4761.142296 sec): 3 clusters Score: Raw -371913.205782 + Penalty 1617.505182 = -370295.700599 nChanged 28 SP:Iteration 15Q (4761.190371 sec): 3 clusters Score: Raw -371923.687596 + Penalty 1617.505182 = -370306.182414 nChanged 33 SP:Iteration 16Q (4761.235030 sec): 3 clusters Score: Raw -371933.879386 + Penalty 1617.505182 = -370316.374204 nChanged 27 SP:Iteration 17Q (4761.283565 sec): 3 clusters Score: Raw -371947.273663 + Penalty 1617.505182 = -370329.768481 nChanged 31 SP:Iteration 18Q (4761.330274 sec): 3 clusters Score: Raw -371964.797833 + Penalty 1617.505182 = -370347.292650 nChanged 42 SP:Iteration 19Q (4761.370254 sec): 3 clusters Score: Raw -371986.067249 + Penalty 1617.505182 = -370368.562067 nChanged 34 SP:Iteration 20F (4761.414041 sec): 3 clusters Score: Raw -372002.629950 + Penalty 1617.505182 = -370385.124768 nChanged 25 SP:Iteration 21Q (4761.471753 sec): 3 clusters Score: Raw -372014.072181 + Penalty 1617.505182 = -370396.566998 nChanged 25 SP:Iteration 22Q (4761.508456 sec): 3 clusters Score: Raw -372025.014961 + Penalty 1617.505182 = -370407.509779 nChanged 22 SP:Iteration 23Q (4761.570848 sec): 3 clusters Score: Raw -372031.839978 + Penalty 1617.505182 = -370414.334796 nChanged 16 SP:Iteration 24Q (4761.611995 sec): 3 clusters Score: Raw -372038.528331 + Penalty 1617.505182 = -370421.023148 nChanged 17 SP:Iteration 25Q (4761.665426 sec): 3 clusters Score: Raw -372044.408192 + Penalty 1617.505182 = -370426.903010 nChanged 15 SP:Iteration 26Q (4761.706345 sec): 3 clusters Score: Raw -372050.251448 + Penalty 1617.505182 = -370432.746266 nChanged 12 SP:Iteration 27Q (4761.744930 sec): 3 clusters Score: Raw -372054.251580 + Penalty 1617.505182 = -370436.746397 nChanged 9 SP:Iteration 28Q (4761.801509 sec): 3 clusters Score: Raw -372057.735054 + Penalty 1617.505182 = -370440.229871 nChanged 8 SP:Iteration 29Q (4761.839713 sec): 3 clusters Score: Raw -372060.812213 + Penalty 1617.505182 = -370443.307031 nChanged 6 SP:Iteration 30Q (4761.892914 sec): 3 clusters Score: Raw -372062.657486 + Penalty 1617.505182 = -370445.152303 nChanged 5 SP:Iteration 31Q (4761.938510 sec): 3 clusters Score: Raw -372064.390585 + Penalty 1617.505182 = -370446.885403 nChanged 6 SP:Iteration 32Q (4761.992748 sec): 3 clusters Score: Raw -372066.624126 + Penalty 1617.505182 = -370449.118944 nChanged 8 SP:Iteration 33Q (4762.041281 sec): 3 clusters Score: Raw -372069.535516 + Penalty 1617.505182 = -370452.030333 nChanged 7 SP:Iteration 34Q (4762.092284 sec): 3 clusters Score: Raw -372072.083226 + Penalty 1617.505182 = -370454.578043 nChanged 10 SP:Iteration 35Q (4762.152078 sec): 3 clusters Score: Raw -372075.474424 + Penalty 1617.505182 = -370457.969242 nChanged 8 SP:Iteration 36Q (4762.196419 sec): 3 clusters Score: Raw -372078.006913 + Penalty 1617.505182 = -370460.501731 nChanged 10 SP:Iteration 37Q (4762.247516 sec): 3 clusters Score: Raw -372080.799240 + Penalty 1617.505182 = -370463.294058 nChanged 5 SP:Iteration 38Q (4762.288220 sec): 3 clusters Score: Raw -372083.007495 + Penalty 1617.505182 = -370465.502313 nChanged 10 SP:Iteration 39Q (4762.341760 sec): 3 clusters Score: Raw -372087.321154 + Penalty 1617.505182 = -370469.815972 nChanged 8 SP:Iteration 40F (4762.387381 sec): 3 clusters Score: Raw -372090.675984 + Penalty 1617.505182 = -370473.170801 nChanged 9 SP:Iteration 41Q (4762.441047 sec): 3 clusters Score: Raw -372095.538627 + Penalty 1617.505182 = -370478.033444 nChanged 10 SP:Iteration 42Q (4762.496804 sec): 3 clusters Score: Raw -372099.456916 + Penalty 1617.505182 = -370481.951733 nChanged 12 SP:Iteration 43Q (4762.539036 sec): 3 clusters Score: Raw -372102.342612 + Penalty 1617.505182 = -370484.837430 nChanged 8 SP:Iteration 44Q (4762.590236 sec): 3 clusters Score: Raw -372104.761248 + Penalty 1617.505182 = -370487.256066 nChanged 4 SP:Iteration 45Q (4762.643761 sec): 3 clusters Score: Raw -372106.697105 + Penalty 1617.505182 = -370489.191922 nChanged 9 SP:Iteration 46Q (4762.703512 sec): 3 clusters Score: Raw -372110.745903 + Penalty 1617.505182 = -370493.240721 nChanged 5 SP:Iteration 47Q (4762.745795 sec): 3 clusters Score: Raw -372112.790241 + Penalty 1617.505182 = -370495.285059 nChanged 7 SP:Iteration 48Q (4762.798484 sec): 3 clusters Score: Raw -372115.836465 + Penalty 1617.505182 = -370498.331283 nChanged 6 SP:Iteration 49Q (4762.851589 sec): 3 clusters Score: Raw -372119.647638 + Penalty 1617.505182 = -370502.142456 nChanged 8 SP:Iteration 50Q (4762.905150 sec): 3 clusters Score: Raw -372124.090862 + Penalty 1617.505182 = -370506.585680 nChanged 6 SP:Iteration 51Q (4762.957290 sec): 3 clusters Score: Raw -372125.780119 + Penalty 1617.505182 = -370508.274936 nChanged 4 SP:Iteration 52Q (4763.010022 sec): 3 clusters Score: Raw -372126.499039 + Penalty 1617.505182 = -370508.993857 nChanged 3 SP:Iteration 53Q (4763.060233 sec): 3 clusters Score: Raw -372127.281924 + Penalty 1617.505182 = -370509.776742 nChanged 1 SP:Iteration 54Q (4763.110324 sec): 3 clusters Score: Raw -372127.560815 + Penalty 1617.505182 = -370510.055633 nChanged 0 SP:Iteration 55F (4763.145658 sec): 3 clusters Score: Raw -372127.560815 + Penalty 1617.505182 = -370510.055633 nChanged 0 Trying to split cluster 4 (3490 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4763.174072 sec): 2 clusters Score: Raw -255462.646462 + Penalty 774.977416 = -254687.669046 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4763.225415 sec): 3 clusters Score: Raw -253624.178386 + Penalty 1549.954833 = -252074.223553 nChanged 1368 SP:Iteration 1F (4763.277242 sec): 3 clusters Score: Raw -254372.108762 + Penalty 1549.954833 = -252822.153929 nChanged 287 SP:Iteration 2F (4763.320340 sec): 3 clusters Score: Raw -254526.662874 + Penalty 1549.954833 = -252976.708041 nChanged 241 SP:Iteration 3F (4763.372165 sec): 3 clusters Score: Raw -254676.318241 + Penalty 1549.954833 = -253126.363408 nChanged 212 SP:Iteration 4F (4763.423835 sec): 3 clusters Score: Raw -254819.516590 + Penalty 1549.954833 = -253269.561758 nChanged 186 SP:Iteration 5F (4763.461501 sec): 3 clusters Score: Raw -254960.220522 + Penalty 1549.954833 = -253410.265690 nChanged 178 SP:Iteration 6F (4763.500282 sec): 3 clusters Score: Raw -255096.927980 + Penalty 1549.954833 = -253546.973147 nChanged 176 SP:Iteration 7F (4763.549064 sec): 3 clusters Score: Raw -255239.318660 + Penalty 1549.954833 = -253689.363828 nChanged 178 SP:Iteration 8F (4763.591144 sec): 3 clusters Score: Raw -255394.383081 + Penalty 1549.954833 = -253844.428248 nChanged 141 SP:Iteration 9Q (4763.640367 sec): 3 clusters Score: Raw -255503.921301 + Penalty 1549.954833 = -253953.966468 nChanged 93 SP:Iteration 10Q (4763.691747 sec): 3 clusters Score: Raw -255582.915750 + Penalty 1549.954833 = -254032.960917 nChanged 67 SP:Iteration 11Q (4763.749482 sec): 3 clusters Score: Raw -255637.516580 + Penalty 1549.954833 = -254087.561748 nChanged 43 SP:Iteration 12Q (4763.779278 sec): 3 clusters Score: Raw -255673.475816 + Penalty 1549.954833 = -254123.520983 nChanged 35 SP:Iteration 13Q (4763.826168 sec): 3 clusters Score: Raw -255695.121156 + Penalty 1549.954833 = -254145.166323 nChanged 29 SP:Iteration 14Q (4763.877419 sec): 3 clusters Score: Raw -255711.631971 + Penalty 1549.954833 = -254161.677138 nChanged 19 SP:Iteration 15Q (4763.929040 sec): 3 clusters Score: Raw -255720.937233 + Penalty 1549.954833 = -254170.982401 nChanged 18 SP:Iteration 16Q (4763.970840 sec): 3 clusters Score: Raw -255732.030924 + Penalty 1549.954833 = -254182.076091 nChanged 14 SP:Iteration 17Q (4764.009304 sec): 3 clusters Score: Raw -255744.536259 + Penalty 1549.954833 = -254194.581426 nChanged 12 SP:Iteration 18Q (4764.056516 sec): 3 clusters Score: Raw -255752.035969 + Penalty 1549.954833 = -254202.081136 nChanged 9 SP:Iteration 19Q (4764.110952 sec): 3 clusters Score: Raw -255754.832091 + Penalty 1549.954833 = -254204.877258 nChanged 4 SP:Iteration 20F (4764.147304 sec): 3 clusters Score: Raw -255756.430061 + Penalty 1549.954833 = -254206.475229 nChanged 2 SP:Iteration 21Q (4764.191557 sec): 3 clusters Score: Raw -255757.226096 + Penalty 1549.954833 = -254207.271264 nChanged 0 SP:Iteration 22F (4764.228350 sec): 3 clusters Score: Raw -255757.226096 + Penalty 1549.954833 = -254207.271264 nChanged 0 Trying to split cluster 5 (18786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4764.273397 sec): 2 clusters Score: Raw -1365946.029867 + Penalty 934.882383 = -1365011.147484 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4764.337175 sec): 3 clusters Score: Raw -1354349.042624 + Penalty 1869.764766 = -1352479.277857 nChanged 8615 SP:Iteration 1F (4764.408235 sec): 3 clusters Score: Raw -1359227.933378 + Penalty 1869.764766 = -1357358.168612 nChanged 960 SP:Iteration 2F (4764.478297 sec): 3 clusters Score: Raw -1359604.001228 + Penalty 1869.764766 = -1357734.236462 nChanged 1005 SP:Iteration 3F (4764.541846 sec): 3 clusters Score: Raw -1360106.854733 + Penalty 1869.764766 = -1358237.089966 nChanged 1170 SP:Iteration 4F (4764.610313 sec): 3 clusters Score: Raw -1360851.340801 + Penalty 1869.764766 = -1358981.576035 nChanged 1407 SP:Iteration 5F (4764.675785 sec): 3 clusters Score: Raw -1361959.906009 + Penalty 1869.764766 = -1360090.141243 nChanged 1463 SP:Iteration 6F (4764.750253 sec): 3 clusters Score: Raw -1363274.162218 + Penalty 1869.764766 = -1361404.397451 nChanged 1272 SP:Iteration 7F (4764.810710 sec): 3 clusters Score: Raw -1364514.464483 + Penalty 1869.764766 = -1362644.699717 nChanged 854 SP:Iteration 8Q (4764.876731 sec): 3 clusters Score: Raw -1365358.681131 + Penalty 1869.764766 = -1363488.916365 nChanged 426 SP:Iteration 9Q (4764.937294 sec): 3 clusters Score: Raw -1365782.736678 + Penalty 1869.764766 = -1363912.971912 nChanged 146 SP:Iteration 10Q (4764.995504 sec): 3 clusters Score: Raw -1365936.120508 + Penalty 1869.764766 = -1364066.355742 nChanged 46 SP:Iteration 11Q (4765.053958 sec): 3 clusters Score: Raw -1365995.893746 + Penalty 1869.764766 = -1364126.128980 nChanged 15 SP:Iteration 12Q (4765.128692 sec): 3 clusters Score: Raw -1366008.821437 + Penalty 1869.764766 = -1364139.056671 nChanged 7 SP:Iteration 13Q (4765.181968 sec): 3 clusters Score: Raw -1366024.281296 + Penalty 1869.764766 = -1364154.516530 nChanged 9 SP:Iteration 14Q (4765.245329 sec): 3 clusters Score: Raw -1366041.559888 + Penalty 1869.764766 = -1364171.795122 nChanged 3 SP:Iteration 15Q (4765.310073 sec): 3 clusters Score: Raw -1366046.444188 + Penalty 1869.764766 = -1364176.679422 nChanged 1 SP:Iteration 16Q (4765.372781 sec): 3 clusters Score: Raw -1366054.096594 + Penalty 1869.764766 = -1364184.331828 nChanged 4 SP:Iteration 17Q (4765.409614 sec): 3 clusters Score: Raw -1366061.314810 + Penalty 1869.764766 = -1364191.550044 nChanged 0 SP:Iteration 18F (4765.490259 sec): 3 clusters Score: Raw -1366061.314810 + Penalty 1869.764766 = -1364191.550044 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4765.504174 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4765.545649 sec): 3 clusters Score: Raw -14535.065627 + Penalty 1054.324456 = -13480.741170 nChanged 57 SP:Iteration 1F (4765.591257 sec): 3 clusters Score: Raw -14625.411766 + Penalty 1054.324456 = -13571.087310 nChanged 13 SP:Iteration 2F (4765.624145 sec): 3 clusters Score: Raw -14640.734228 + Penalty 1054.324456 = -13586.409772 nChanged 8 SP:Iteration 3Q (4765.673080 sec): 3 clusters Score: Raw -14649.680522 + Penalty 1054.324456 = -13595.356066 nChanged 1 SP:Iteration 4Q (4765.714322 sec): 3 clusters Score: Raw -14650.924523 + Penalty 1054.324456 = -13596.600067 nChanged 2 SP:Iteration 5Q (4765.747209 sec): 3 clusters Score: Raw -14652.324594 + Penalty 1054.324456 = -13598.000138 nChanged 3 SP:Iteration 6Q (4765.749152 sec): 3 clusters Score: Raw -14660.833931 + Penalty 1054.324456 = -13606.509475 nChanged 2 SP:Iteration 7Q (4765.750620 sec): 3 clusters Score: Raw -14664.238770 + Penalty 1054.324456 = -13609.914314 nChanged 2 SP:Iteration 8Q (4765.752086 sec): 3 clusters Score: Raw -14666.627006 + Penalty 1054.324456 = -13612.302550 nChanged 4 SP:Iteration 9Q (4765.753547 sec): 3 clusters Score: Raw -14680.758021 + Penalty 1054.324456 = -13626.433565 nChanged 4 SP:Iteration 10Q (4765.755008 sec): 3 clusters Score: Raw -14686.531889 + Penalty 1054.324456 = -13632.207433 nChanged 4 SP:Iteration 11Q (4765.756475 sec): 3 clusters Score: Raw -14693.858637 + Penalty 1054.324456 = -13639.534180 nChanged 3 SP:Iteration 12Q (4765.757933 sec): 3 clusters Score: Raw -14696.789570 + Penalty 1054.324456 = -13642.465114 nChanged 2 SP:Iteration 13Q (4765.759379 sec): 3 clusters Score: Raw -14698.226992 + Penalty 1054.324456 = -13643.902536 nChanged 1 SP:Iteration 14Q (4765.760816 sec): 3 clusters Score: Raw -14699.454470 + Penalty 1054.324456 = -13645.130014 nChanged 0 SP:Iteration 15F (4765.762279 sec): 3 clusters Score: Raw -14699.454470 + Penalty 1054.324456 = -13645.130014 nChanged 0 Trying to split cluster 7 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4765.769390 sec): 2 clusters Score: Raw -29260.046399 + Penalty 592.455111 = -28667.591288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4765.771967 sec): 3 clusters Score: Raw -29131.434132 + Penalty 1184.910222 = -27946.523910 nChanged 172 SP:Iteration 1F (4765.774277 sec): 3 clusters Score: Raw -29385.542647 + Penalty 1184.910222 = -28200.632425 nChanged 73 SP:Iteration 2F (4765.776589 sec): 3 clusters Score: Raw -29639.164566 + Penalty 1184.910222 = -28454.254344 nChanged 44 SP:Iteration 3F (4765.778905 sec): 3 clusters Score: Raw -29797.722597 + Penalty 1184.910222 = -28612.812375 nChanged 20 SP:Iteration 4Q (4765.781163 sec): 3 clusters Score: Raw -29886.865728 + Penalty 1184.910222 = -28701.955506 nChanged 18 SP:Iteration 5Q (4765.783388 sec): 3 clusters Score: Raw -29963.193079 + Penalty 1184.910222 = -28778.282856 nChanged 10 SP:Iteration 6Q (4765.785618 sec): 3 clusters Score: Raw -29983.487985 + Penalty 1184.910222 = -28798.577763 nChanged 7 SP:Iteration 7Q (4765.787810 sec): 3 clusters Score: Raw -29999.962025 + Penalty 1184.910222 = -28815.051803 nChanged 9 SP:Iteration 8Q (4765.790006 sec): 3 clusters Score: Raw -30033.191804 + Penalty 1184.910222 = -28848.281582 nChanged 9 SP:Iteration 9Q (4765.792215 sec): 3 clusters Score: Raw -30074.106402 + Penalty 1184.910222 = -28889.196180 nChanged 5 SP:Iteration 10Q (4765.794418 sec): 3 clusters Score: Raw -30087.767787 + Penalty 1184.910222 = -28902.857565 nChanged 5 SP:Iteration 11Q (4765.796617 sec): 3 clusters Score: Raw -30103.308704 + Penalty 1184.910222 = -28918.398482 nChanged 6 SP:Iteration 12Q (4765.798818 sec): 3 clusters Score: Raw -30114.618872 + Penalty 1184.910222 = -28929.708650 nChanged 4 SP:Iteration 13Q (4765.801010 sec): 3 clusters Score: Raw -30122.768922 + Penalty 1184.910222 = -28937.858700 nChanged 3 SP:Iteration 14Q (4765.803200 sec): 3 clusters Score: Raw -30128.162222 + Penalty 1184.910222 = -28943.252000 nChanged 0 SP:Iteration 15F (4765.805491 sec): 3 clusters Score: Raw -30128.162222 + Penalty 1184.910222 = -28943.252000 nChanged 0 Score: Raw -25402326.403665 + Penalty 30363.950751 = -25371962.452914 Splitting cluster 7 changes total score from -25372308.207084 to -25371962.452914 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4770.262699 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4770.306843 sec): 3 clusters Score: Raw -141623.382794 + Penalty 1423.730277 = -140199.652516 nChanged 702 SP:Iteration 1F (4770.357775 sec): 3 clusters Score: Raw -142133.736336 + Penalty 1423.730277 = -140710.006059 nChanged 148 SP:Iteration 2F (4770.391796 sec): 3 clusters Score: Raw -142239.155219 + Penalty 1423.730277 = -140815.424942 nChanged 96 SP:Iteration 3F (4770.445393 sec): 3 clusters Score: Raw -142295.542919 + Penalty 1423.730277 = -140871.812642 nChanged 59 SP:Iteration 4Q (4770.481044 sec): 3 clusters Score: Raw -142341.828782 + Penalty 1423.730277 = -140918.098504 nChanged 56 SP:Iteration 5Q (4770.524335 sec): 3 clusters Score: Raw -142386.985582 + Penalty 1423.730277 = -140963.255305 nChanged 54 SP:Iteration 6Q (4770.577531 sec): 3 clusters Score: Raw -142429.856451 + Penalty 1423.730277 = -141006.126173 nChanged 45 SP:Iteration 7Q (4770.628632 sec): 3 clusters Score: Raw -142465.786453 + Penalty 1423.730277 = -141042.056176 nChanged 41 SP:Iteration 8Q (4770.663097 sec): 3 clusters Score: Raw -142485.595119 + Penalty 1423.730277 = -141061.864842 nChanged 22 SP:Iteration 9Q (4770.706066 sec): 3 clusters Score: Raw -142496.181002 + Penalty 1423.730277 = -141072.450725 nChanged 22 SP:Iteration 10Q (4770.746773 sec): 3 clusters Score: Raw -142506.349706 + Penalty 1423.730277 = -141082.619429 nChanged 21 SP:Iteration 11Q (4770.791383 sec): 3 clusters Score: Raw -142517.659051 + Penalty 1423.730277 = -141093.928774 nChanged 16 SP:Iteration 12Q (4770.846338 sec): 3 clusters Score: Raw -142525.126256 + Penalty 1423.730277 = -141101.395979 nChanged 17 SP:Iteration 13Q (4770.881532 sec): 3 clusters Score: Raw -142539.276420 + Penalty 1423.730277 = -141115.546143 nChanged 22 SP:Iteration 14Q (4770.923890 sec): 3 clusters Score: Raw -142555.532985 + Penalty 1423.730277 = -141131.802708 nChanged 16 SP:Iteration 15Q (4770.964462 sec): 3 clusters Score: Raw -142566.609924 + Penalty 1423.730277 = -141142.879647 nChanged 17 SP:Iteration 16Q (4771.008205 sec): 3 clusters Score: Raw -142576.297211 + Penalty 1423.730277 = -141152.566934 nChanged 15 SP:Iteration 17Q (4771.039727 sec): 3 clusters Score: Raw -142582.481791 + Penalty 1423.730277 = -141158.751514 nChanged 13 SP:Iteration 18Q (4771.082695 sec): 3 clusters Score: Raw -142586.758308 + Penalty 1423.730277 = -141163.028031 nChanged 9 SP:Iteration 19Q (4771.119480 sec): 3 clusters Score: Raw -142589.078745 + Penalty 1423.730277 = -141165.348467 nChanged 2 SP:Iteration 20F (4771.174055 sec): 3 clusters Score: Raw -142590.003020 + Penalty 1423.730277 = -141166.272743 nChanged 4 SP:Iteration 21Q (4771.210801 sec): 3 clusters Score: Raw -142590.547745 + Penalty 1423.730277 = -141166.817468 nChanged 1 SP:Iteration 22Q (4771.261487 sec): 3 clusters Score: Raw -142590.614571 + Penalty 1423.730277 = -141166.884293 nChanged 0 SP:Iteration 23F (4771.313027 sec): 3 clusters Score: Raw -142590.614571 + Penalty 1423.730277 = -141166.884293 nChanged 0 Trying to split cluster 9 (63271 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4771.405293 sec): 2 clusters Score: Raw -4773740.047783 + Penalty 1050.242325 = -4772689.805458 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4771.531730 sec): 3 clusters Score: Raw -4732394.748141 + Penalty 2100.484650 = -4730294.263491 nChanged 30290 SP:Iteration 1F (4771.659670 sec): 3 clusters Score: Raw -4750280.436466 + Penalty 2100.484650 = -4748179.951817 nChanged 2866 SP:Iteration 2Q (4771.791709 sec): 3 clusters Score: Raw -4751492.551153 + Penalty 2100.484650 = -4749392.066503 nChanged 3767 SP:Iteration 3F (4771.914451 sec): 3 clusters Score: Raw -4753653.024275 + Penalty 2100.484650 = -4751552.539625 nChanged 5047 SP:Iteration 4F (4772.039390 sec): 3 clusters Score: Raw -4757540.899584 + Penalty 2100.484650 = -4755440.414934 nChanged 6031 SP:Iteration 5F (4772.159918 sec): 3 clusters Score: Raw -4763236.265671 + Penalty 2100.484650 = -4761135.781021 nChanged 5462 SP:Iteration 6F (4772.287907 sec): 3 clusters Score: Raw -4768900.949004 + Penalty 2100.484650 = -4766800.464354 nChanged 3255 SP:Iteration 7F (4772.389137 sec): 3 clusters Score: Raw -4772172.553356 + Penalty 2100.484650 = -4770072.068706 nChanged 1236 SP:Iteration 8Q (4772.496708 sec): 3 clusters Score: Raw -4773359.335563 + Penalty 2100.484650 = -4771258.850914 nChanged 330 SP:Iteration 9Q (4772.612456 sec): 3 clusters Score: Raw -4773671.968239 + Penalty 2100.484650 = -4771571.483590 nChanged 94 SP:Iteration 10Q (4772.691540 sec): 3 clusters Score: Raw -4773774.602198 + Penalty 2100.484650 = -4771674.117548 nChanged 30 SP:Iteration 11Q (4772.809024 sec): 3 clusters Score: Raw -4773817.616259 + Penalty 2100.484650 = -4771717.131610 nChanged 7 SP:Iteration 12Q (4772.922022 sec): 3 clusters Score: Raw -4773830.875139 + Penalty 2100.484650 = -4771730.390489 nChanged 4 SP:Iteration 13Q (4773.001550 sec): 3 clusters Score: Raw -4773835.922015 + Penalty 2100.484650 = -4771735.437366 nChanged 4 SP:Iteration 14Q (4773.115711 sec): 3 clusters Score: Raw -4773843.712327 + Penalty 2100.484650 = -4771743.227677 nChanged 2 SP:Iteration 15Q (4773.194991 sec): 3 clusters Score: Raw -4773846.117411 + Penalty 2100.484650 = -4771745.632761 nChanged 0 SP:Iteration 16F (4773.323528 sec): 3 clusters Score: Raw -4773846.117411 + Penalty 2100.484650 = -4771745.632761 nChanged 0 Trying to split cluster 10 (5419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4773.346845 sec): 2 clusters Score: Raw -355616.040195 + Penalty 816.778325 = -354799.261871 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4773.398691 sec): 3 clusters Score: Raw -352581.753040 + Penalty 1633.556649 = -350948.196391 nChanged 2310 SP:Iteration 1F (4773.452816 sec): 3 clusters Score: Raw -353992.034527 + Penalty 1633.556649 = -352358.477878 nChanged 431 SP:Iteration 2F (4773.495669 sec): 3 clusters Score: Raw -354336.804077 + Penalty 1633.556649 = -352703.247428 nChanged 396 SP:Iteration 3F (4773.544883 sec): 3 clusters Score: Raw -354719.435821 + Penalty 1633.556649 = -353085.879172 nChanged 356 SP:Iteration 4F (4773.593915 sec): 3 clusters Score: Raw -355061.511672 + Penalty 1633.556649 = -353427.955023 nChanged 332 SP:Iteration 5F (4773.648320 sec): 3 clusters Score: Raw -355278.682008 + Penalty 1633.556649 = -353645.125358 nChanged 223 SP:Iteration 6Q (4773.687213 sec): 3 clusters Score: Raw -355408.450495 + Penalty 1633.556649 = -353774.893846 nChanged 181 SP:Iteration 7Q (4773.732139 sec): 3 clusters Score: Raw -355502.035510 + Penalty 1633.556649 = -353868.478861 nChanged 136 SP:Iteration 8Q (4773.786499 sec): 3 clusters Score: Raw -355563.467529 + Penalty 1633.556649 = -353929.910879 nChanged 119 SP:Iteration 9Q (4773.838721 sec): 3 clusters Score: Raw -355613.991984 + Penalty 1633.556649 = -353980.435334 nChanged 103 SP:Iteration 10Q (4773.882692 sec): 3 clusters Score: Raw -355674.081497 + Penalty 1633.556649 = -354040.524847 nChanged 101 SP:Iteration 11Q (4773.927031 sec): 3 clusters Score: Raw -355736.573926 + Penalty 1633.556649 = -354103.017277 nChanged 90 SP:Iteration 12Q (4773.970010 sec): 3 clusters Score: Raw -355785.162156 + Penalty 1633.556649 = -354151.605506 nChanged 97 SP:Iteration 13Q (4774.019634 sec): 3 clusters Score: Raw -355825.720011 + Penalty 1633.556649 = -354192.163362 nChanged 75 SP:Iteration 14Q (4774.064197 sec): 3 clusters Score: Raw -355852.932465 + Penalty 1633.556649 = -354219.375815 nChanged 66 SP:Iteration 15Q (4774.118696 sec): 3 clusters Score: Raw -355870.740915 + Penalty 1633.556649 = -354237.184265 nChanged 50 SP:Iteration 16Q (4774.165661 sec): 3 clusters Score: Raw -355881.535492 + Penalty 1633.556649 = -354247.978842 nChanged 36 SP:Iteration 17Q (4774.214990 sec): 3 clusters Score: Raw -355889.345108 + Penalty 1633.556649 = -354255.788459 nChanged 27 SP:Iteration 18Q (4774.270526 sec): 3 clusters Score: Raw -355894.072666 + Penalty 1633.556649 = -354260.516017 nChanged 18 SP:Iteration 19Q (4774.312859 sec): 3 clusters Score: Raw -355896.602050 + Penalty 1633.556649 = -354263.045401 nChanged 16 SP:Iteration 20F (4774.367131 sec): 3 clusters Score: Raw -355899.167313 + Penalty 1633.556649 = -354265.610664 nChanged 10 SP:Iteration 21Q (4774.417860 sec): 3 clusters Score: Raw -355901.182524 + Penalty 1633.556649 = -354267.625875 nChanged 16 SP:Iteration 22Q (4774.464311 sec): 3 clusters Score: Raw -355903.328017 + Penalty 1633.556649 = -354269.771367 nChanged 11 SP:Iteration 23Q (4774.518517 sec): 3 clusters Score: Raw -355905.290987 + Penalty 1633.556649 = -354271.734337 nChanged 8 SP:Iteration 24Q (4774.564208 sec): 3 clusters Score: Raw -355906.643995 + Penalty 1633.556649 = -354273.087346 nChanged 9 SP:Iteration 25Q (4774.617439 sec): 3 clusters Score: Raw -355907.826818 + Penalty 1633.556649 = -354274.270169 nChanged 5 SP:Iteration 26Q (4774.671585 sec): 3 clusters Score: Raw -355908.264414 + Penalty 1633.556649 = -354274.707764 nChanged 3 SP:Iteration 27Q (4774.726166 sec): 3 clusters Score: Raw -355908.465450 + Penalty 1633.556649 = -354274.908801 nChanged 2 SP:Iteration 28Q (4774.769334 sec): 3 clusters Score: Raw -355908.983009 + Penalty 1633.556649 = -354275.426360 nChanged 4 SP:Iteration 29Q (4774.820517 sec): 3 clusters Score: Raw -355909.715688 + Penalty 1633.556649 = -354276.159038 nChanged 9 SP:Iteration 30Q (4774.868322 sec): 3 clusters Score: Raw -355910.795334 + Penalty 1633.556649 = -354277.238684 nChanged 6 SP:Iteration 31Q (4774.910498 sec): 3 clusters Score: Raw -355911.422269 + Penalty 1633.556649 = -354277.865619 nChanged 7 SP:Iteration 32Q (4774.957650 sec): 3 clusters Score: Raw -355912.018115 + Penalty 1633.556649 = -354278.461466 nChanged 3 SP:Iteration 33Q (4775.004868 sec): 3 clusters Score: Raw -355912.306827 + Penalty 1633.556649 = -354278.750178 nChanged 2 SP:Iteration 34Q (4775.046931 sec): 3 clusters Score: Raw -355912.592719 + Penalty 1633.556649 = -354279.036069 nChanged 2 SP:Iteration 35Q (4775.097063 sec): 3 clusters Score: Raw -355912.906793 + Penalty 1633.556649 = -354279.350144 nChanged 4 SP:Iteration 36Q (4775.147012 sec): 3 clusters Score: Raw -355913.640600 + Penalty 1633.556649 = -354280.083950 nChanged 3 SP:Iteration 37Q (4775.182159 sec): 3 clusters Score: Raw -355914.001487 + Penalty 1633.556649 = -354280.444838 nChanged 2 SP:Iteration 38Q (4775.234901 sec): 3 clusters Score: Raw -355914.181149 + Penalty 1633.556649 = -354280.624500 nChanged 2 SP:Iteration 39Q (4775.277834 sec): 3 clusters Score: Raw -355914.559569 + Penalty 1633.556649 = -354281.002920 nChanged 4 SP:Iteration 40F (4775.331439 sec): 3 clusters Score: Raw -355914.905736 + Penalty 1633.556649 = -354281.349086 nChanged 1 SP:Iteration 41Q (4775.374990 sec): 3 clusters Score: Raw -355914.975200 + Penalty 1633.556649 = -354281.418551 nChanged 0 SP:Iteration 42F (4775.418528 sec): 3 clusters Score: Raw -355914.975200 + Penalty 1633.556649 = -354281.418551 nChanged 0 Trying to split cluster 11 (20612 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4775.469377 sec): 2 clusters Score: Raw -1533273.698538 + Penalty 943.694727 = -1532330.003811 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4775.528182 sec): 3 clusters Score: Raw -1520355.523234 + Penalty 1887.389455 = -1518468.133779 nChanged 9593 SP:Iteration 1F (4775.599595 sec): 3 clusters Score: Raw -1525772.426940 + Penalty 1887.389455 = -1523885.037485 nChanged 1014 SP:Iteration 2Q (4775.663876 sec): 3 clusters Score: Raw -1526227.942883 + Penalty 1887.389455 = -1524340.553428 nChanged 1085 SP:Iteration 3F (4775.732274 sec): 3 clusters Score: Raw -1526912.424600 + Penalty 1887.389455 = -1525025.035145 nChanged 1271 SP:Iteration 4F (4775.804576 sec): 3 clusters Score: Raw -1527930.087945 + Penalty 1887.389455 = -1526042.698491 nChanged 1390 SP:Iteration 5F (4775.861062 sec): 3 clusters Score: Raw -1529171.200882 + Penalty 1887.389455 = -1527283.811427 nChanged 1321 SP:Iteration 6F (4775.919510 sec): 3 clusters Score: Raw -1530229.336348 + Penalty 1887.389455 = -1528341.946893 nChanged 1041 SP:Iteration 7F (4775.982723 sec): 3 clusters Score: Raw -1530863.496342 + Penalty 1887.389455 = -1528976.106887 nChanged 693 SP:Iteration 8Q (4776.040863 sec): 3 clusters Score: Raw -1531198.985378 + Penalty 1887.389455 = -1529311.595923 nChanged 550 SP:Iteration 9Q (4776.103347 sec): 3 clusters Score: Raw -1531484.457414 + Penalty 1887.389455 = -1529597.067959 nChanged 474 SP:Iteration 10Q (4776.162880 sec): 3 clusters Score: Raw -1531739.839772 + Penalty 1887.389455 = -1529852.450318 nChanged 468 SP:Iteration 11Q (4776.221372 sec): 3 clusters Score: Raw -1531991.711954 + Penalty 1887.389455 = -1530104.322499 nChanged 457 SP:Iteration 12Q (4776.265882 sec): 3 clusters Score: Raw -1532225.635118 + Penalty 1887.389455 = -1530338.245663 nChanged 415 SP:Iteration 13Q (4776.333517 sec): 3 clusters Score: Raw -1532422.891383 + Penalty 1887.389455 = -1530535.501928 nChanged 377 SP:Iteration 14Q (4776.408093 sec): 3 clusters Score: Raw -1532592.133224 + Penalty 1887.389455 = -1530704.743769 nChanged 348 SP:Iteration 15Q (4776.468170 sec): 3 clusters Score: Raw -1532734.306579 + Penalty 1887.389455 = -1530846.917124 nChanged 325 SP:Iteration 16Q (4776.534209 sec): 3 clusters Score: Raw -1532850.547533 + Penalty 1887.389455 = -1530963.158078 nChanged 257 SP:Iteration 17Q (4776.585137 sec): 3 clusters Score: Raw -1532928.676279 + Penalty 1887.389455 = -1531041.286824 nChanged 210 SP:Iteration 18Q (4776.651501 sec): 3 clusters Score: Raw -1532980.603266 + Penalty 1887.389455 = -1531093.213811 nChanged 151 SP:Iteration 19Q (4776.721382 sec): 3 clusters Score: Raw -1533007.322195 + Penalty 1887.389455 = -1531119.932741 nChanged 122 SP:Iteration 20F (4776.782434 sec): 3 clusters Score: Raw -1533028.721574 + Penalty 1887.389455 = -1531141.332119 nChanged 104 SP:Iteration 21Q (4776.853644 sec): 3 clusters Score: Raw -1533045.505898 + Penalty 1887.389455 = -1531158.116444 nChanged 90 SP:Iteration 22Q (4776.888258 sec): 3 clusters Score: Raw -1533057.156736 + Penalty 1887.389455 = -1531169.767281 nChanged 71 SP:Iteration 23Q (4776.923537 sec): 3 clusters Score: Raw -1533065.661971 + Penalty 1887.389455 = -1531178.272516 nChanged 61 SP:Iteration 24Q (4776.960407 sec): 3 clusters Score: Raw -1533070.920770 + Penalty 1887.389455 = -1531183.531315 nChanged 49 SP:Iteration 25Q (4776.995720 sec): 3 clusters Score: Raw -1533075.406135 + Penalty 1887.389455 = -1531188.016680 nChanged 49 SP:Iteration 26Q (4777.031038 sec): 3 clusters Score: Raw -1533079.807616 + Penalty 1887.389455 = -1531192.418161 nChanged 34 SP:Iteration 27Q (4777.066423 sec): 3 clusters Score: Raw -1533082.470186 + Penalty 1887.389455 = -1531195.080731 nChanged 29 SP:Iteration 28Q (4777.101730 sec): 3 clusters Score: Raw -1533084.344757 + Penalty 1887.389455 = -1531196.955303 nChanged 26 SP:Iteration 29Q (4777.136763 sec): 3 clusters Score: Raw -1533085.701739 + Penalty 1887.389455 = -1531198.312284 nChanged 25 SP:Iteration 30Q (4777.172184 sec): 3 clusters Score: Raw -1533087.003321 + Penalty 1887.389455 = -1531199.613866 nChanged 18 SP:Iteration 31Q (4777.249390 sec): 3 clusters Score: Raw -1533088.002526 + Penalty 1887.389455 = -1531200.613071 nChanged 15 SP:Iteration 32Q (4777.286497 sec): 3 clusters Score: Raw -1533089.157329 + Penalty 1887.389455 = -1531201.767875 nChanged 15 SP:Iteration 33Q (4777.321636 sec): 3 clusters Score: Raw -1533089.872147 + Penalty 1887.389455 = -1531202.482692 nChanged 14 SP:Iteration 34Q (4777.356779 sec): 3 clusters Score: Raw -1533090.767594 + Penalty 1887.389455 = -1531203.378139 nChanged 15 SP:Iteration 35Q (4777.392134 sec): 3 clusters Score: Raw -1533091.575147 + Penalty 1887.389455 = -1531204.185692 nChanged 15 SP:Iteration 36Q (4777.427527 sec): 3 clusters Score: Raw -1533092.163111 + Penalty 1887.389455 = -1531204.773657 nChanged 13 SP:Iteration 37Q (4777.462481 sec): 3 clusters Score: Raw -1533092.652930 + Penalty 1887.389455 = -1531205.263475 nChanged 11 SP:Iteration 38Q (4777.497580 sec): 3 clusters Score: Raw -1533093.055770 + Penalty 1887.389455 = -1531205.666315 nChanged 10 SP:Iteration 39Q (4777.556559 sec): 3 clusters Score: Raw -1533093.495177 + Penalty 1887.389455 = -1531206.105722 nChanged 13 SP:Iteration 40F (4777.596016 sec): 3 clusters Score: Raw -1533094.016945 + Penalty 1887.389455 = -1531206.627490 nChanged 10 SP:Iteration 41Q (4777.631445 sec): 3 clusters Score: Raw -1533094.384342 + Penalty 1887.389455 = -1531206.994887 nChanged 12 SP:Iteration 42Q (4777.708512 sec): 3 clusters Score: Raw -1533095.293662 + Penalty 1887.389455 = -1531207.904208 nChanged 14 SP:Iteration 43Q (4777.764322 sec): 3 clusters Score: Raw -1533096.238803 + Penalty 1887.389455 = -1531208.849348 nChanged 18 SP:Iteration 44Q (4777.798518 sec): 3 clusters Score: Raw -1533097.327917 + Penalty 1887.389455 = -1531209.938463 nChanged 16 SP:Iteration 45Q (4777.870116 sec): 3 clusters Score: Raw -1533098.074165 + Penalty 1887.389455 = -1531210.684710 nChanged 13 SP:Iteration 46Q (4777.913167 sec): 3 clusters Score: Raw -1533098.768945 + Penalty 1887.389455 = -1531211.379490 nChanged 10 SP:Iteration 47Q (4777.973969 sec): 3 clusters Score: Raw -1533099.128384 + Penalty 1887.389455 = -1531211.738929 nChanged 9 SP:Iteration 48Q (4778.037793 sec): 3 clusters Score: Raw -1533099.444969 + Penalty 1887.389455 = -1531212.055515 nChanged 4 SP:Iteration 49Q (4778.071832 sec): 3 clusters Score: Raw -1533099.566068 + Penalty 1887.389455 = -1531212.176613 nChanged 2 SP:Iteration 50Q (4778.107262 sec): 3 clusters Score: Raw -1533099.598538 + Penalty 1887.389455 = -1531212.209083 nChanged 2 SP:Iteration 51Q (4778.141603 sec): 3 clusters Score: Raw -1533099.655248 + Penalty 1887.389455 = -1531212.265793 nChanged 0 SP:Iteration 52F (4778.178415 sec): 3 clusters Score: Raw -1533099.655248 + Penalty 1887.389455 = -1531212.265793 nChanged 0 Trying to split cluster 12 (52967 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4778.256267 sec): 2 clusters Score: Raw -3693558.910896 + Penalty 1033.355314 = -3692525.555582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4778.372528 sec): 3 clusters Score: Raw -3659396.972118 + Penalty 2066.710628 = -3657330.261491 nChanged 25222 SP:Iteration 1F (4778.484843 sec): 3 clusters Score: Raw -3674358.525318 + Penalty 2066.710628 = -3672291.814690 nChanged 2535 SP:Iteration 2Q (4778.592659 sec): 3 clusters Score: Raw -3675310.297434 + Penalty 2066.710628 = -3673243.586807 nChanged 2774 SP:Iteration 3F (4778.702116 sec): 3 clusters Score: Raw -3676590.747108 + Penalty 2066.710628 = -3674524.036480 nChanged 3216 SP:Iteration 4F (4778.818134 sec): 3 clusters Score: Raw -3678382.353486 + Penalty 2066.710628 = -3676315.642859 nChanged 3490 SP:Iteration 5F (4778.920398 sec): 3 clusters Score: Raw -3680672.200769 + Penalty 2066.710628 = -3678605.490141 nChanged 3460 SP:Iteration 6F (4779.022192 sec): 3 clusters Score: Raw -3683351.448022 + Penalty 2066.710628 = -3681284.737395 nChanged 2962 SP:Iteration 7F (4779.129013 sec): 3 clusters Score: Raw -3685811.397506 + Penalty 2066.710628 = -3683744.686878 nChanged 2365 SP:Iteration 8Q (4779.233297 sec): 3 clusters Score: Raw -3687867.879286 + Penalty 2066.710628 = -3685801.168658 nChanged 1796 SP:Iteration 9Q (4779.338751 sec): 3 clusters Score: Raw -3689244.121349 + Penalty 2066.710628 = -3687177.410721 nChanged 1307 SP:Iteration 10Q (4779.443514 sec): 3 clusters Score: Raw -3690041.830709 + Penalty 2066.710628 = -3687975.120081 nChanged 913 SP:Iteration 11Q (4779.540779 sec): 3 clusters Score: Raw -3690541.296809 + Penalty 2066.710628 = -3688474.586182 nChanged 678 SP:Iteration 12Q (4779.628339 sec): 3 clusters Score: Raw -3690911.872716 + Penalty 2066.710628 = -3688845.162088 nChanged 602 SP:Iteration 13Q (4779.735690 sec): 3 clusters Score: Raw -3691214.098888 + Penalty 2066.710628 = -3689147.388260 nChanged 531 SP:Iteration 14Q (4779.827452 sec): 3 clusters Score: Raw -3691478.751476 + Penalty 2066.710628 = -3689412.040848 nChanged 472 SP:Iteration 15Q (4779.944780 sec): 3 clusters Score: Raw -3691752.189579 + Penalty 2066.710628 = -3689685.478951 nChanged 462 SP:Iteration 16Q (4780.036701 sec): 3 clusters Score: Raw -3692005.373550 + Penalty 2066.710628 = -3689938.662922 nChanged 424 SP:Iteration 17Q (4780.136765 sec): 3 clusters Score: Raw -3692246.928216 + Penalty 2066.710628 = -3690180.217588 nChanged 356 SP:Iteration 18Q (4780.233699 sec): 3 clusters Score: Raw -3692447.496057 + Penalty 2066.710628 = -3690380.785430 nChanged 325 SP:Iteration 19Q (4780.326702 sec): 3 clusters Score: Raw -3692612.663877 + Penalty 2066.710628 = -3690545.953249 nChanged 282 SP:Iteration 20F (4780.429777 sec): 3 clusters Score: Raw -3692729.169929 + Penalty 2066.710628 = -3690662.459301 nChanged 234 SP:Iteration 21Q (4780.526276 sec): 3 clusters Score: Raw -3692813.665921 + Penalty 2066.710628 = -3690746.955293 nChanged 209 SP:Iteration 22Q (4780.619421 sec): 3 clusters Score: Raw -3692891.687475 + Penalty 2066.710628 = -3690824.976848 nChanged 197 SP:Iteration 23Q (4780.685833 sec): 3 clusters Score: Raw -3692965.237945 + Penalty 2066.710628 = -3690898.527317 nChanged 177 SP:Iteration 24Q (4780.753689 sec): 3 clusters Score: Raw -3693019.998532 + Penalty 2066.710628 = -3690953.287904 nChanged 159 SP:Iteration 25Q (4780.820838 sec): 3 clusters Score: Raw -3693073.964156 + Penalty 2066.710628 = -3691007.253528 nChanged 165 SP:Iteration 26Q (4780.885583 sec): 3 clusters Score: Raw -3693128.689149 + Penalty 2066.710628 = -3691061.978521 nChanged 164 SP:Iteration 27Q (4780.951760 sec): 3 clusters Score: Raw -3693183.511558 + Penalty 2066.710628 = -3691116.800930 nChanged 154 SP:Iteration 28Q (4781.016761 sec): 3 clusters Score: Raw -3693238.585884 + Penalty 2066.710628 = -3691171.875256 nChanged 140 SP:Iteration 29Q (4781.115699 sec): 3 clusters Score: Raw -3693278.462403 + Penalty 2066.710628 = -3691211.751775 nChanged 116 SP:Iteration 30Q (4781.209320 sec): 3 clusters Score: Raw -3693311.732771 + Penalty 2066.710628 = -3691245.022143 nChanged 86 SP:Iteration 31Q (4781.304956 sec): 3 clusters Score: Raw -3693333.174681 + Penalty 2066.710628 = -3691266.464053 nChanged 83 SP:Iteration 32Q (4781.398396 sec): 3 clusters Score: Raw -3693352.987029 + Penalty 2066.710628 = -3691286.276401 nChanged 68 SP:Iteration 33Q (4781.490110 sec): 3 clusters Score: Raw -3693368.096229 + Penalty 2066.710628 = -3691301.385601 nChanged 70 SP:Iteration 34Q (4781.593750 sec): 3 clusters Score: Raw -3693381.829575 + Penalty 2066.710628 = -3691315.118947 nChanged 76 SP:Iteration 35Q (4781.692881 sec): 3 clusters Score: Raw -3693399.462098 + Penalty 2066.710628 = -3691332.751471 nChanged 77 SP:Iteration 36Q (4781.782614 sec): 3 clusters Score: Raw -3693414.890639 + Penalty 2066.710628 = -3691348.180011 nChanged 63 SP:Iteration 37Q (4781.883631 sec): 3 clusters Score: Raw -3693427.399078 + Penalty 2066.710628 = -3691360.688450 nChanged 68 SP:Iteration 38Q (4781.985364 sec): 3 clusters Score: Raw -3693443.932259 + Penalty 2066.710628 = -3691377.221632 nChanged 72 SP:Iteration 39Q (4782.078355 sec): 3 clusters Score: Raw -3693461.279051 + Penalty 2066.710628 = -3691394.568423 nChanged 81 SP:Iteration 40F (4782.189296 sec): 3 clusters Score: Raw -3693482.293353 + Penalty 2066.710628 = -3691415.582725 nChanged 75 SP:Iteration 41Q (4782.289290 sec): 3 clusters Score: Raw -3693501.210849 + Penalty 2066.710628 = -3691434.500221 nChanged 67 SP:Iteration 42Q (4782.385341 sec): 3 clusters Score: Raw -3693516.980729 + Penalty 2066.710628 = -3691450.270101 nChanged 60 SP:Iteration 43Q (4782.477020 sec): 3 clusters Score: Raw -3693532.766668 + Penalty 2066.710628 = -3691466.056040 nChanged 72 SP:Iteration 44Q (4782.568945 sec): 3 clusters Score: Raw -3693550.301608 + Penalty 2066.710628 = -3691483.590980 nChanged 57 SP:Iteration 45Q (4782.667326 sec): 3 clusters Score: Raw -3693563.297447 + Penalty 2066.710628 = -3691496.586819 nChanged 47 SP:Iteration 46Q (4782.760171 sec): 3 clusters Score: Raw -3693573.543712 + Penalty 2066.710628 = -3691506.833085 nChanged 52 SP:Iteration 47Q (4782.854358 sec): 3 clusters Score: Raw -3693586.609569 + Penalty 2066.710628 = -3691519.898941 nChanged 54 SP:Iteration 48Q (4782.944116 sec): 3 clusters Score: Raw -3693598.268285 + Penalty 2066.710628 = -3691531.557657 nChanged 54 SP:Iteration 49Q (4783.038459 sec): 3 clusters Score: Raw -3693610.156692 + Penalty 2066.710628 = -3691543.446064 nChanged 49 SP:Iteration 50Q (4783.134153 sec): 3 clusters Score: Raw -3693620.152617 + Penalty 2066.710628 = -3691553.441989 nChanged 45 SP:Iteration 51Q (4783.236517 sec): 3 clusters Score: Raw -3693630.879298 + Penalty 2066.710628 = -3691564.168670 nChanged 41 SP:Iteration 52Q (4783.326265 sec): 3 clusters Score: Raw -3693639.762553 + Penalty 2066.710628 = -3691573.051925 nChanged 42 SP:Iteration 53Q (4783.396745 sec): 3 clusters Score: Raw -3693650.035386 + Penalty 2066.710628 = -3691583.324759 nChanged 49 SP:Iteration 54Q (4783.495060 sec): 3 clusters Score: Raw -3693662.043797 + Penalty 2066.710628 = -3691595.333170 nChanged 45 SP:Iteration 55Q (4783.586040 sec): 3 clusters Score: Raw -3693673.387992 + Penalty 2066.710628 = -3691606.677364 nChanged 42 SP:Iteration 56Q (4783.693567 sec): 3 clusters Score: Raw -3693685.791681 + Penalty 2066.710628 = -3691619.081054 nChanged 47 SP:Iteration 57Q (4783.788728 sec): 3 clusters Score: Raw -3693699.702858 + Penalty 2066.710628 = -3691632.992230 nChanged 44 SP:Iteration 58Q (4783.891753 sec): 3 clusters Score: Raw -3693713.066889 + Penalty 2066.710628 = -3691646.356261 nChanged 45 SP:Iteration 59Q (4783.974175 sec): 3 clusters Score: Raw -3693725.272350 + Penalty 2066.710628 = -3691658.561723 nChanged 38 SP:Iteration 60F (4784.081600 sec): 3 clusters Score: Raw -3693737.004620 + Penalty 2066.710628 = -3691670.293992 nChanged 36 SP:Iteration 61Q (4784.168067 sec): 3 clusters Score: Raw -3693746.050485 + Penalty 2066.710628 = -3691679.339857 nChanged 27 SP:Iteration 62Q (4784.278978 sec): 3 clusters Score: Raw -3693752.922820 + Penalty 2066.710628 = -3691686.212192 nChanged 29 SP:Iteration 63Q (4784.379200 sec): 3 clusters Score: Raw -3693760.001002 + Penalty 2066.710628 = -3691693.290374 nChanged 22 SP:Iteration 64Q (4784.479939 sec): 3 clusters Score: Raw -3693764.747191 + Penalty 2066.710628 = -3691698.036563 nChanged 26 SP:Iteration 65Q (4784.570406 sec): 3 clusters Score: Raw -3693772.146276 + Penalty 2066.710628 = -3691705.435648 nChanged 26 SP:Iteration 66Q (4784.676810 sec): 3 clusters Score: Raw -3693780.045135 + Penalty 2066.710628 = -3691713.334507 nChanged 25 SP:Iteration 67Q (4784.767242 sec): 3 clusters Score: Raw -3693786.914498 + Penalty 2066.710628 = -3691720.203870 nChanged 17 SP:Iteration 68Q (4784.860857 sec): 3 clusters Score: Raw -3693790.403338 + Penalty 2066.710628 = -3691723.692710 nChanged 12 SP:Iteration 69Q (4784.967914 sec): 3 clusters Score: Raw -3693793.561985 + Penalty 2066.710628 = -3691726.851358 nChanged 13 SP:Iteration 70Q (4785.068266 sec): 3 clusters Score: Raw -3693795.738931 + Penalty 2066.710628 = -3691729.028304 nChanged 12 SP:Iteration 71Q (4785.168595 sec): 3 clusters Score: Raw -3693798.471974 + Penalty 2066.710628 = -3691731.761346 nChanged 7 SP:Iteration 72Q (4785.256171 sec): 3 clusters Score: Raw -3693799.839790 + Penalty 2066.710628 = -3691733.129162 nChanged 6 SP:Iteration 73Q (4785.356765 sec): 3 clusters Score: Raw -3693801.172113 + Penalty 2066.710628 = -3691734.461485 nChanged 1 SP:Iteration 74Q (4785.452528 sec): 3 clusters Score: Raw -3693801.306556 + Penalty 2066.710628 = -3691734.595929 nChanged 1 SP:Iteration 75Q (4785.521079 sec): 3 clusters Score: Raw -3693801.443870 + Penalty 2066.710628 = -3691734.733242 nChanged 0 SP:Iteration 76F (4785.595725 sec): 3 clusters Score: Raw -3693801.443870 + Penalty 2066.710628 = -3691734.733242 nChanged 0 Trying to split cluster 13 (621 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4785.623303 sec): 2 clusters Score: Raw -43016.547777 + Penalty 610.976453 = -42405.571325 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4785.660902 sec): 3 clusters Score: Raw -42810.828446 + Penalty 1221.952906 = -41588.875541 nChanged 185 SP:Iteration 1F (4785.682784 sec): 3 clusters Score: Raw -42984.229670 + Penalty 1221.952906 = -41762.276764 nChanged 50 SP:Iteration 2F (4785.719876 sec): 3 clusters Score: Raw -43048.274746 + Penalty 1221.952906 = -41826.321841 nChanged 32 SP:Iteration 3F (4785.760511 sec): 3 clusters Score: Raw -43083.798280 + Penalty 1221.952906 = -41861.845375 nChanged 25 SP:Iteration 4Q (4785.763397 sec): 3 clusters Score: Raw -43120.592886 + Penalty 1221.952906 = -41898.639981 nChanged 17 SP:Iteration 5Q (4785.766110 sec): 3 clusters Score: Raw -43141.270777 + Penalty 1221.952906 = -41919.317871 nChanged 12 SP:Iteration 6Q (4785.768809 sec): 3 clusters Score: Raw -43172.039195 + Penalty 1221.952906 = -41950.086289 nChanged 14 SP:Iteration 7Q (4785.771513 sec): 3 clusters Score: Raw -43190.713487 + Penalty 1221.952906 = -41968.760581 nChanged 17 SP:Iteration 8Q (4785.774192 sec): 3 clusters Score: Raw -43208.304069 + Penalty 1221.952906 = -41986.351163 nChanged 10 SP:Iteration 9Q (4785.776891 sec): 3 clusters Score: Raw -43216.629679 + Penalty 1221.952906 = -41994.676773 nChanged 8 SP:Iteration 10Q (4785.779609 sec): 3 clusters Score: Raw -43225.006127 + Penalty 1221.952906 = -42003.053221 nChanged 2 SP:Iteration 11Q (4785.782276 sec): 3 clusters Score: Raw -43226.195480 + Penalty 1221.952906 = -42004.242575 nChanged 0 SP:Iteration 12F (4785.784995 sec): 3 clusters Score: Raw -43226.195480 + Penalty 1221.952906 = -42004.242575 nChanged 0 Trying to split cluster 14 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4785.817441 sec): 2 clusters Score: Raw -476471.084413 + Penalty 836.396627 = -475634.687787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4785.857417 sec): 3 clusters Score: Raw -472718.667396 + Penalty 1672.793254 = -471045.874143 nChanged 2907 SP:Iteration 1F (4785.903046 sec): 3 clusters Score: Raw -474376.869824 + Penalty 1672.793254 = -472704.076570 nChanged 488 SP:Iteration 2F (4785.923562 sec): 3 clusters Score: Raw -474659.849157 + Penalty 1672.793254 = -472987.055904 nChanged 458 SP:Iteration 3F (4785.969138 sec): 3 clusters Score: Raw -474961.756940 + Penalty 1672.793254 = -473288.963686 nChanged 436 SP:Iteration 4F (4786.026742 sec): 3 clusters Score: Raw -475279.814913 + Penalty 1672.793254 = -473607.021659 nChanged 415 SP:Iteration 5F (4786.079010 sec): 3 clusters Score: Raw -475619.111605 + Penalty 1672.793254 = -473946.318352 nChanged 372 SP:Iteration 6F (4786.124298 sec): 3 clusters Score: Raw -475979.642391 + Penalty 1672.793254 = -474306.849137 nChanged 293 SP:Iteration 7Q (4786.168496 sec): 3 clusters Score: Raw -476254.377476 + Penalty 1672.793254 = -474581.584223 nChanged 181 SP:Iteration 8Q (4786.217989 sec): 3 clusters Score: Raw -476425.477946 + Penalty 1672.793254 = -474752.684692 nChanged 111 SP:Iteration 9Q (4786.261288 sec): 3 clusters Score: Raw -476528.566817 + Penalty 1672.793254 = -474855.773564 nChanged 61 SP:Iteration 10Q (4786.318364 sec): 3 clusters Score: Raw -476580.744115 + Penalty 1672.793254 = -474907.950861 nChanged 38 SP:Iteration 11Q (4786.366377 sec): 3 clusters Score: Raw -476621.630541 + Penalty 1672.793254 = -474948.837287 nChanged 29 SP:Iteration 12Q (4786.412505 sec): 3 clusters Score: Raw -476644.605926 + Penalty 1672.793254 = -474971.812672 nChanged 19 SP:Iteration 13Q (4786.459221 sec): 3 clusters Score: Raw -476661.142769 + Penalty 1672.793254 = -474988.349515 nChanged 9 SP:Iteration 14Q (4786.507124 sec): 3 clusters Score: Raw -476675.736689 + Penalty 1672.793254 = -475002.943435 nChanged 12 SP:Iteration 15Q (4786.548684 sec): 3 clusters Score: Raw -476693.169582 + Penalty 1672.793254 = -475020.376328 nChanged 11 SP:Iteration 16Q (4786.598380 sec): 3 clusters Score: Raw -476706.628198 + Penalty 1672.793254 = -475033.834944 nChanged 7 SP:Iteration 17Q (4786.647868 sec): 3 clusters Score: Raw -476714.930108 + Penalty 1672.793254 = -475042.136855 nChanged 4 SP:Iteration 18Q (4786.697253 sec): 3 clusters Score: Raw -476719.632696 + Penalty 1672.793254 = -475046.839442 nChanged 4 SP:Iteration 19Q (4786.741935 sec): 3 clusters Score: Raw -476720.912302 + Penalty 1672.793254 = -475048.119049 nChanged 0 SP:Iteration 20F (4786.793447 sec): 3 clusters Score: Raw -476720.912302 + Penalty 1672.793254 = -475048.119049 nChanged 0 Trying to split cluster 15 (6256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4786.822648 sec): 2 clusters Score: Raw -433432.165080 + Penalty 830.423147 = -432601.741933 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4786.869231 sec): 3 clusters Score: Raw -429870.859277 + Penalty 1660.846294 = -428210.012983 nChanged 2746 SP:Iteration 1F (4786.914112 sec): 3 clusters Score: Raw -431456.445793 + Penalty 1660.846294 = -429795.599499 nChanged 438 SP:Iteration 2F (4786.953067 sec): 3 clusters Score: Raw -431739.024890 + Penalty 1660.846294 = -430078.178596 nChanged 438 SP:Iteration 3F (4786.997950 sec): 3 clusters Score: Raw -432077.871979 + Penalty 1660.846294 = -430417.025685 nChanged 404 SP:Iteration 4F (4787.043723 sec): 3 clusters Score: Raw -432422.988727 + Penalty 1660.846294 = -430762.142433 nChanged 411 SP:Iteration 5F (4787.098721 sec): 3 clusters Score: Raw -432747.826085 + Penalty 1660.846294 = -431086.979791 nChanged 368 SP:Iteration 6F (4787.138488 sec): 3 clusters Score: Raw -433024.762769 + Penalty 1660.846294 = -431363.916476 nChanged 281 SP:Iteration 7Q (4787.185003 sec): 3 clusters Score: Raw -433181.063251 + Penalty 1660.846294 = -431520.216958 nChanged 194 SP:Iteration 8Q (4787.236762 sec): 3 clusters Score: Raw -433257.956692 + Penalty 1660.846294 = -431597.110398 nChanged 128 SP:Iteration 9Q (4787.275226 sec): 3 clusters Score: Raw -433292.079626 + Penalty 1660.846294 = -431631.233332 nChanged 61 SP:Iteration 10Q (4787.329948 sec): 3 clusters Score: Raw -433306.142335 + Penalty 1660.846294 = -431645.296042 nChanged 59 SP:Iteration 11Q (4787.356160 sec): 3 clusters Score: Raw -433318.907292 + Penalty 1660.846294 = -431658.060998 nChanged 52 SP:Iteration 12Q (4787.402131 sec): 3 clusters Score: Raw -433328.907265 + Penalty 1660.846294 = -431668.060971 nChanged 40 SP:Iteration 13Q (4787.445831 sec): 3 clusters Score: Raw -433335.131637 + Penalty 1660.846294 = -431674.285343 nChanged 30 SP:Iteration 14Q (4787.503546 sec): 3 clusters Score: Raw -433339.719299 + Penalty 1660.846294 = -431678.873005 nChanged 22 SP:Iteration 15Q (4787.549842 sec): 3 clusters Score: Raw -433343.056795 + Penalty 1660.846294 = -431682.210501 nChanged 13 SP:Iteration 16Q (4787.589354 sec): 3 clusters Score: Raw -433345.013039 + Penalty 1660.846294 = -431684.166745 nChanged 15 SP:Iteration 17Q (4787.637803 sec): 3 clusters Score: Raw -433347.634653 + Penalty 1660.846294 = -431686.788360 nChanged 16 SP:Iteration 18Q (4787.691676 sec): 3 clusters Score: Raw -433349.807364 + Penalty 1660.846294 = -431688.961070 nChanged 18 SP:Iteration 19Q (4787.747184 sec): 3 clusters Score: Raw -433352.354399 + Penalty 1660.846294 = -431691.508105 nChanged 15 SP:Iteration 20F (4787.795081 sec): 3 clusters Score: Raw -433354.081402 + Penalty 1660.846294 = -431693.235109 nChanged 14 SP:Iteration 21Q (4787.833267 sec): 3 clusters Score: Raw -433355.679277 + Penalty 1660.846294 = -431694.832984 nChanged 19 SP:Iteration 22Q (4787.876855 sec): 3 clusters Score: Raw -433357.863494 + Penalty 1660.846294 = -431697.017200 nChanged 19 SP:Iteration 23Q (4787.925792 sec): 3 clusters Score: Raw -433359.751420 + Penalty 1660.846294 = -431698.905127 nChanged 13 SP:Iteration 24Q (4787.972942 sec): 3 clusters Score: Raw -433362.215211 + Penalty 1660.846294 = -431701.368917 nChanged 14 SP:Iteration 25Q (4788.040667 sec): 3 clusters Score: Raw -433364.726099 + Penalty 1660.846294 = -431703.879805 nChanged 17 SP:Iteration 26Q (4788.079761 sec): 3 clusters Score: Raw -433367.751682 + Penalty 1660.846294 = -431706.905389 nChanged 19 SP:Iteration 27Q (4788.133711 sec): 3 clusters Score: Raw -433370.549382 + Penalty 1660.846294 = -431709.703088 nChanged 12 SP:Iteration 28Q (4788.177044 sec): 3 clusters Score: Raw -433372.038737 + Penalty 1660.846294 = -431711.192443 nChanged 10 SP:Iteration 29Q (4788.214510 sec): 3 clusters Score: Raw -433373.120855 + Penalty 1660.846294 = -431712.274561 nChanged 8 SP:Iteration 30Q (4788.266945 sec): 3 clusters Score: Raw -433373.859136 + Penalty 1660.846294 = -431713.012843 nChanged 5 SP:Iteration 31Q (4788.304400 sec): 3 clusters Score: Raw -433374.370669 + Penalty 1660.846294 = -431713.524376 nChanged 3 SP:Iteration 32Q (4788.360819 sec): 3 clusters Score: Raw -433374.580855 + Penalty 1660.846294 = -431713.734561 nChanged 2 SP:Iteration 33Q (4788.403411 sec): 3 clusters Score: Raw -433374.654718 + Penalty 1660.846294 = -431713.808425 nChanged 2 SP:Iteration 34Q (4788.457261 sec): 3 clusters Score: Raw -433374.808497 + Penalty 1660.846294 = -431713.962203 nChanged 4 SP:Iteration 35Q (4788.512501 sec): 3 clusters Score: Raw -433375.120443 + Penalty 1660.846294 = -431714.274149 nChanged 3 SP:Iteration 36Q (4788.561487 sec): 3 clusters Score: Raw -433375.407198 + Penalty 1660.846294 = -431714.560904 nChanged 3 SP:Iteration 37Q (4788.600641 sec): 3 clusters Score: Raw -433375.585674 + Penalty 1660.846294 = -431714.739380 nChanged 3 SP:Iteration 38Q (4788.654028 sec): 3 clusters Score: Raw -433375.858509 + Penalty 1660.846294 = -431715.012216 nChanged 4 SP:Iteration 39Q (4788.695568 sec): 3 clusters Score: Raw -433376.234622 + Penalty 1660.846294 = -431715.388328 nChanged 5 SP:Iteration 40F (4788.741226 sec): 3 clusters Score: Raw -433376.731453 + Penalty 1660.846294 = -431715.885160 nChanged 4 SP:Iteration 41Q (4788.787243 sec): 3 clusters Score: Raw -433377.291100 + Penalty 1660.846294 = -431716.444807 nChanged 2 SP:Iteration 42Q (4788.840922 sec): 3 clusters Score: Raw -433377.515615 + Penalty 1660.846294 = -431716.669321 nChanged 2 SP:Iteration 43Q (4788.895212 sec): 3 clusters Score: Raw -433377.731937 + Penalty 1660.846294 = -431716.885644 nChanged 4 SP:Iteration 44Q (4788.944557 sec): 3 clusters Score: Raw -433378.114929 + Penalty 1660.846294 = -431717.268635 nChanged 4 SP:Iteration 45Q (4788.989958 sec): 3 clusters Score: Raw -433378.597363 + Penalty 1660.846294 = -431717.751069 nChanged 1 SP:Iteration 46Q (4789.040719 sec): 3 clusters Score: Raw -433378.652625 + Penalty 1660.846294 = -431717.806332 nChanged 0 SP:Iteration 47F (4789.099319 sec): 3 clusters Score: Raw -433378.652625 + Penalty 1660.846294 = -431717.806332 nChanged 0 Trying to split cluster 16 (18328 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4789.136663 sec): 2 clusters Score: Raw -1365546.079965 + Penalty 932.537596 = -1364613.542369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4789.191161 sec): 3 clusters Score: Raw -1354218.659851 + Penalty 1865.075193 = -1352353.584659 nChanged 8461 SP:Iteration 1F (4789.262119 sec): 3 clusters Score: Raw -1359106.891892 + Penalty 1865.075193 = -1357241.816700 nChanged 987 SP:Iteration 2F (4789.327742 sec): 3 clusters Score: Raw -1359479.445919 + Penalty 1865.075193 = -1357614.370727 nChanged 927 SP:Iteration 3F (4789.392625 sec): 3 clusters Score: Raw -1359847.125054 + Penalty 1865.075193 = -1357982.049861 nChanged 852 SP:Iteration 4Q (4789.454563 sec): 3 clusters Score: Raw -1360182.443889 + Penalty 1865.075193 = -1358317.368697 nChanged 849 SP:Iteration 5Q (4789.517106 sec): 3 clusters Score: Raw -1360538.073201 + Penalty 1865.075193 = -1358672.998008 nChanged 850 SP:Iteration 6Q (4789.586832 sec): 3 clusters Score: Raw -1360891.056999 + Penalty 1865.075193 = -1359025.981806 nChanged 788 SP:Iteration 7Q (4789.643549 sec): 3 clusters Score: Raw -1361233.395430 + Penalty 1865.075193 = -1359368.320237 nChanged 813 SP:Iteration 8Q (4789.685618 sec): 3 clusters Score: Raw -1361588.257246 + Penalty 1865.075193 = -1359723.182053 nChanged 750 SP:Iteration 9Q (4789.753476 sec): 3 clusters Score: Raw -1361930.434519 + Penalty 1865.075193 = -1360065.359326 nChanged 714 SP:Iteration 10Q (4789.827690 sec): 3 clusters Score: Raw -1362286.427724 + Penalty 1865.075193 = -1360421.352531 nChanged 714 SP:Iteration 11Q (4789.895718 sec): 3 clusters Score: Raw -1362683.616179 + Penalty 1865.075193 = -1360818.540986 nChanged 698 SP:Iteration 12Q (4789.953975 sec): 3 clusters Score: Raw -1363177.428798 + Penalty 1865.075193 = -1361312.353606 nChanged 703 SP:Iteration 13Q (4789.997452 sec): 3 clusters Score: Raw -1363718.003671 + Penalty 1865.075193 = -1361852.928479 nChanged 607 SP:Iteration 14Q (4790.062911 sec): 3 clusters Score: Raw -1364175.183515 + Penalty 1865.075193 = -1362310.108322 nChanged 505 SP:Iteration 15Q (4790.130684 sec): 3 clusters Score: Raw -1364491.388939 + Penalty 1865.075193 = -1362626.313746 nChanged 367 SP:Iteration 16Q (4790.196837 sec): 3 clusters Score: Raw -1364687.276140 + Penalty 1865.075193 = -1362822.200947 nChanged 278 SP:Iteration 17Q (4790.258041 sec): 3 clusters Score: Raw -1364833.132162 + Penalty 1865.075193 = -1362968.056969 nChanged 272 SP:Iteration 18Q (4790.318098 sec): 3 clusters Score: Raw -1364976.786059 + Penalty 1865.075193 = -1363111.710867 nChanged 237 SP:Iteration 19Q (4790.383295 sec): 3 clusters Score: Raw -1365105.977873 + Penalty 1865.075193 = -1363240.902680 nChanged 223 SP:Iteration 20F (4790.444050 sec): 3 clusters Score: Raw -1365209.637136 + Penalty 1865.075193 = -1363344.561943 nChanged 195 SP:Iteration 21Q (4790.510793 sec): 3 clusters Score: Raw -1365297.895047 + Penalty 1865.075193 = -1363432.819855 nChanged 202 SP:Iteration 22Q (4790.566944 sec): 3 clusters Score: Raw -1365390.592128 + Penalty 1865.075193 = -1363525.516935 nChanged 165 SP:Iteration 23Q (4790.634415 sec): 3 clusters Score: Raw -1365462.719905 + Penalty 1865.075193 = -1363597.644712 nChanged 162 SP:Iteration 24Q (4790.690837 sec): 3 clusters Score: Raw -1365524.633157 + Penalty 1865.075193 = -1363659.557964 nChanged 152 SP:Iteration 25Q (4790.767629 sec): 3 clusters Score: Raw -1365576.143507 + Penalty 1865.075193 = -1363711.068315 nChanged 126 SP:Iteration 26Q (4790.816038 sec): 3 clusters Score: Raw -1365613.064269 + Penalty 1865.075193 = -1363747.989076 nChanged 112 SP:Iteration 27Q (4790.878573 sec): 3 clusters Score: Raw -1365641.987510 + Penalty 1865.075193 = -1363776.912317 nChanged 85 SP:Iteration 28Q (4790.953843 sec): 3 clusters Score: Raw -1365663.542796 + Penalty 1865.075193 = -1363798.467604 nChanged 83 SP:Iteration 29Q (4790.997463 sec): 3 clusters Score: Raw -1365681.116580 + Penalty 1865.075193 = -1363816.041387 nChanged 61 SP:Iteration 30Q (4791.071571 sec): 3 clusters Score: Raw -1365694.093847 + Penalty 1865.075193 = -1363829.018655 nChanged 49 SP:Iteration 31Q (4791.120614 sec): 3 clusters Score: Raw -1365702.622051 + Penalty 1865.075193 = -1363837.546859 nChanged 46 SP:Iteration 32Q (4791.183594 sec): 3 clusters Score: Raw -1365709.495807 + Penalty 1865.075193 = -1363844.420615 nChanged 44 SP:Iteration 33Q (4791.249571 sec): 3 clusters Score: Raw -1365716.171346 + Penalty 1865.075193 = -1363851.096153 nChanged 44 SP:Iteration 34Q (4791.302984 sec): 3 clusters Score: Raw -1365722.444914 + Penalty 1865.075193 = -1363857.369721 nChanged 33 SP:Iteration 35Q (4791.368266 sec): 3 clusters Score: Raw -1365727.852467 + Penalty 1865.075193 = -1363862.777274 nChanged 36 SP:Iteration 36Q (4791.422815 sec): 3 clusters Score: Raw -1365734.448601 + Penalty 1865.075193 = -1363869.373409 nChanged 38 SP:Iteration 37Q (4791.484631 sec): 3 clusters Score: Raw -1365741.186005 + Penalty 1865.075193 = -1363876.110813 nChanged 37 SP:Iteration 38Q (4791.544585 sec): 3 clusters Score: Raw -1365748.047564 + Penalty 1865.075193 = -1363882.972371 nChanged 41 SP:Iteration 39Q (4791.607728 sec): 3 clusters Score: Raw -1365755.131206 + Penalty 1865.075193 = -1363890.056014 nChanged 34 SP:Iteration 40F (4791.647746 sec): 3 clusters Score: Raw -1365759.938715 + Penalty 1865.075193 = -1363894.863523 nChanged 35 SP:Iteration 41Q (4791.709732 sec): 3 clusters Score: Raw -1365766.059140 + Penalty 1865.075193 = -1363900.983947 nChanged 36 SP:Iteration 42Q (4791.769051 sec): 3 clusters Score: Raw -1365773.018126 + Penalty 1865.075193 = -1363907.942933 nChanged 33 SP:Iteration 43Q (4791.837413 sec): 3 clusters Score: Raw -1365779.675213 + Penalty 1865.075193 = -1363914.600020 nChanged 31 SP:Iteration 44Q (4791.899646 sec): 3 clusters Score: Raw -1365784.222802 + Penalty 1865.075193 = -1363919.147609 nChanged 25 SP:Iteration 45Q (4791.959986 sec): 3 clusters Score: Raw -1365787.041626 + Penalty 1865.075193 = -1363921.966433 nChanged 24 SP:Iteration 46Q (4792.022055 sec): 3 clusters Score: Raw -1365790.838999 + Penalty 1865.075193 = -1363925.763807 nChanged 22 SP:Iteration 47Q (4792.077094 sec): 3 clusters Score: Raw -1365794.501408 + Penalty 1865.075193 = -1363929.426215 nChanged 25 SP:Iteration 48Q (4792.145562 sec): 3 clusters Score: Raw -1365798.523953 + Penalty 1865.075193 = -1363933.448761 nChanged 26 SP:Iteration 49Q (4792.203908 sec): 3 clusters Score: Raw -1365802.431752 + Penalty 1865.075193 = -1363937.356559 nChanged 20 SP:Iteration 50Q (4792.258124 sec): 3 clusters Score: Raw -1365805.193574 + Penalty 1865.075193 = -1363940.118382 nChanged 20 SP:Iteration 51Q (4792.318487 sec): 3 clusters Score: Raw -1365807.891341 + Penalty 1865.075193 = -1363942.816149 nChanged 25 SP:Iteration 52Q (4792.384717 sec): 3 clusters Score: Raw -1365812.366687 + Penalty 1865.075193 = -1363947.291495 nChanged 25 SP:Iteration 53Q (4792.445895 sec): 3 clusters Score: Raw -1365816.942207 + Penalty 1865.075193 = -1363951.867015 nChanged 25 SP:Iteration 54Q (4792.509078 sec): 3 clusters Score: Raw -1365820.175015 + Penalty 1865.075193 = -1363955.099823 nChanged 20 SP:Iteration 55Q (4792.576153 sec): 3 clusters Score: Raw -1365822.962154 + Penalty 1865.075193 = -1363957.886961 nChanged 20 SP:Iteration 56Q (4792.621608 sec): 3 clusters Score: Raw -1365826.460283 + Penalty 1865.075193 = -1363961.385090 nChanged 23 SP:Iteration 57Q (4792.678993 sec): 3 clusters Score: Raw -1365830.057797 + Penalty 1865.075193 = -1363964.982605 nChanged 25 SP:Iteration 58Q (4792.753546 sec): 3 clusters Score: Raw -1365835.168567 + Penalty 1865.075193 = -1363970.093374 nChanged 21 SP:Iteration 59Q (4792.811787 sec): 3 clusters Score: Raw -1365839.495112 + Penalty 1865.075193 = -1363974.419919 nChanged 21 SP:Iteration 60F (4792.868910 sec): 3 clusters Score: Raw -1365843.104376 + Penalty 1865.075193 = -1363978.029183 nChanged 15 SP:Iteration 61Q (4792.928949 sec): 3 clusters Score: Raw -1365845.345572 + Penalty 1865.075193 = -1363980.270380 nChanged 11 SP:Iteration 62Q (4792.985149 sec): 3 clusters Score: Raw -1365846.705066 + Penalty 1865.075193 = -1363981.629874 nChanged 11 SP:Iteration 63Q (4793.032413 sec): 3 clusters Score: Raw -1365848.562062 + Penalty 1865.075193 = -1363983.486869 nChanged 8 SP:Iteration 64Q (4793.086113 sec): 3 clusters Score: Raw -1365849.446015 + Penalty 1865.075193 = -1363984.370822 nChanged 8 SP:Iteration 65Q (4793.155776 sec): 3 clusters Score: Raw -1365850.081487 + Penalty 1865.075193 = -1363985.006294 nChanged 6 SP:Iteration 66Q (4793.209065 sec): 3 clusters Score: Raw -1365850.480852 + Penalty 1865.075193 = -1363985.405659 nChanged 5 SP:Iteration 67Q (4793.265414 sec): 3 clusters Score: Raw -1365850.872477 + Penalty 1865.075193 = -1363985.797285 nChanged 4 SP:Iteration 68Q (4793.327831 sec): 3 clusters Score: Raw -1365851.168858 + Penalty 1865.075193 = -1363986.093666 nChanged 4 SP:Iteration 69Q (4793.384274 sec): 3 clusters Score: Raw -1365851.523945 + Penalty 1865.075193 = -1363986.448753 nChanged 4 SP:Iteration 70Q (4793.452017 sec): 3 clusters Score: Raw -1365851.811116 + Penalty 1865.075193 = -1363986.735923 nChanged 5 SP:Iteration 71Q (4793.520550 sec): 3 clusters Score: Raw -1365852.426657 + Penalty 1865.075193 = -1363987.351465 nChanged 8 SP:Iteration 72Q (4793.575267 sec): 3 clusters Score: Raw -1365853.081371 + Penalty 1865.075193 = -1363988.006179 nChanged 6 SP:Iteration 73Q (4793.626108 sec): 3 clusters Score: Raw -1365853.575847 + Penalty 1865.075193 = -1363988.500654 nChanged 4 SP:Iteration 74Q (4793.690016 sec): 3 clusters Score: Raw -1365854.071105 + Penalty 1865.075193 = -1363988.995912 nChanged 8 SP:Iteration 75Q (4793.749297 sec): 3 clusters Score: Raw -1365854.866441 + Penalty 1865.075193 = -1363989.791248 nChanged 6 SP:Iteration 76Q (4793.809864 sec): 3 clusters Score: Raw -1365855.287280 + Penalty 1865.075193 = -1363990.212088 nChanged 4 SP:Iteration 77Q (4793.873044 sec): 3 clusters Score: Raw -1365855.630146 + Penalty 1865.075193 = -1363990.554954 nChanged 7 SP:Iteration 78Q (4793.928455 sec): 3 clusters Score: Raw -1365856.383851 + Penalty 1865.075193 = -1363991.308658 nChanged 6 SP:Iteration 79Q (4793.987023 sec): 3 clusters Score: Raw -1365857.189891 + Penalty 1865.075193 = -1363992.114698 nChanged 7 SP:Iteration 80F (4794.055803 sec): 3 clusters Score: Raw -1365857.834862 + Penalty 1865.075193 = -1363992.759669 nChanged 4 SP:Iteration 81Q (4794.119598 sec): 3 clusters Score: Raw -1365858.208951 + Penalty 1865.075193 = -1363993.133758 nChanged 4 SP:Iteration 82Q (4794.175910 sec): 3 clusters Score: Raw -1365858.552506 + Penalty 1865.075193 = -1363993.477313 nChanged 1 SP:Iteration 83Q (4794.233907 sec): 3 clusters Score: Raw -1365858.644878 + Penalty 1865.075193 = -1363993.569686 nChanged 1 SP:Iteration 84Q (4794.293714 sec): 3 clusters Score: Raw -1365858.776107 + Penalty 1865.075193 = -1363993.700914 nChanged 1 SP:Iteration 85Q (4794.351350 sec): 3 clusters Score: Raw -1365858.826902 + Penalty 1865.075193 = -1363993.751709 nChanged 1 SP:Iteration 86Q (4794.405989 sec): 3 clusters Score: Raw -1365858.941804 + Penalty 1865.075193 = -1363993.866611 nChanged 1 SP:Iteration 87Q (4794.465387 sec): 3 clusters Score: Raw -1365859.067937 + Penalty 1865.075193 = -1363993.992744 nChanged 0 SP:Iteration 88F (4794.533087 sec): 3 clusters Score: Raw -1365859.067937 + Penalty 1865.075193 = -1363993.992744 nChanged 0 Trying to split cluster 17 (17714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4794.561317 sec): 2 clusters Score: Raw -1320257.626639 + Penalty 929.300504 = -1319328.326135 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4794.596951 sec): 3 clusters Score: Raw -1309312.027854 + Penalty 1858.601008 = -1307453.426846 nChanged 8137 SP:Iteration 1F (4794.630173 sec): 3 clusters Score: Raw -1313775.387577 + Penalty 1858.601008 = -1311916.786569 nChanged 841 SP:Iteration 2Q (4794.664654 sec): 3 clusters Score: Raw -1314052.457368 + Penalty 1858.601008 = -1312193.856361 nChanged 789 SP:Iteration 3Q (4794.698518 sec): 3 clusters Score: Raw -1314303.912819 + Penalty 1858.601008 = -1312445.311812 nChanged 768 SP:Iteration 4Q (4794.732810 sec): 3 clusters Score: Raw -1314608.970096 + Penalty 1858.601008 = -1312750.369088 nChanged 827 SP:Iteration 5Q (4794.767800 sec): 3 clusters Score: Raw -1315032.921981 + Penalty 1858.601008 = -1313174.320973 nChanged 913 SP:Iteration 6F (4794.802977 sec): 3 clusters Score: Raw -1315630.827537 + Penalty 1858.601008 = -1313772.226530 nChanged 998 SP:Iteration 7F (4794.838321 sec): 3 clusters Score: Raw -1316419.281390 + Penalty 1858.601008 = -1314560.680382 nChanged 1007 SP:Iteration 8F (4794.871690 sec): 3 clusters Score: Raw -1317313.047245 + Penalty 1858.601008 = -1315454.446237 nChanged 938 SP:Iteration 9F (4794.906827 sec): 3 clusters Score: Raw -1318047.448838 + Penalty 1858.601008 = -1316188.847831 nChanged 725 SP:Iteration 10Q (4794.939565 sec): 3 clusters Score: Raw -1318490.485458 + Penalty 1858.601008 = -1316631.884450 nChanged 484 SP:Iteration 11Q (4794.972033 sec): 3 clusters Score: Raw -1318757.657733 + Penalty 1858.601008 = -1316899.056725 nChanged 371 SP:Iteration 12Q (4795.004212 sec): 3 clusters Score: Raw -1318935.888489 + Penalty 1858.601008 = -1317077.287482 nChanged 284 SP:Iteration 13Q (4795.035955 sec): 3 clusters Score: Raw -1319083.803767 + Penalty 1858.601008 = -1317225.202760 nChanged 252 SP:Iteration 14Q (4795.068758 sec): 3 clusters Score: Raw -1319210.452782 + Penalty 1858.601008 = -1317351.851775 nChanged 226 SP:Iteration 15Q (4795.102794 sec): 3 clusters Score: Raw -1319310.728600 + Penalty 1858.601008 = -1317452.127593 nChanged 204 SP:Iteration 16Q (4795.134407 sec): 3 clusters Score: Raw -1319391.276456 + Penalty 1858.601008 = -1317532.675448 nChanged 197 SP:Iteration 17Q (4795.196772 sec): 3 clusters Score: Raw -1319477.324580 + Penalty 1858.601008 = -1317618.723572 nChanged 207 SP:Iteration 18Q (4795.264993 sec): 3 clusters Score: Raw -1319568.769995 + Penalty 1858.601008 = -1317710.168988 nChanged 179 SP:Iteration 19Q (4795.331219 sec): 3 clusters Score: Raw -1319649.131281 + Penalty 1858.601008 = -1317790.530274 nChanged 160 SP:Iteration 20F (4795.395172 sec): 3 clusters Score: Raw -1319707.661538 + Penalty 1858.601008 = -1317849.060530 nChanged 141 SP:Iteration 21Q (4795.458191 sec): 3 clusters Score: Raw -1319750.245039 + Penalty 1858.601008 = -1317891.644031 nChanged 127 SP:Iteration 22Q (4795.511356 sec): 3 clusters Score: Raw -1319788.999579 + Penalty 1858.601008 = -1317930.398572 nChanged 128 SP:Iteration 23Q (4795.562117 sec): 3 clusters Score: Raw -1319828.266284 + Penalty 1858.601008 = -1317969.665276 nChanged 119 SP:Iteration 24Q (4795.626588 sec): 3 clusters Score: Raw -1319866.449101 + Penalty 1858.601008 = -1318007.848093 nChanged 121 SP:Iteration 25Q (4795.687768 sec): 3 clusters Score: Raw -1319906.731488 + Penalty 1858.601008 = -1318048.130480 nChanged 120 SP:Iteration 26Q (4795.749633 sec): 3 clusters Score: Raw -1319948.420765 + Penalty 1858.601008 = -1318089.819757 nChanged 105 SP:Iteration 27Q (4795.798069 sec): 3 clusters Score: Raw -1319983.692567 + Penalty 1858.601008 = -1318125.091559 nChanged 106 SP:Iteration 28Q (4795.829428 sec): 3 clusters Score: Raw -1320014.018877 + Penalty 1858.601008 = -1318155.417870 nChanged 86 SP:Iteration 29Q (4795.885139 sec): 3 clusters Score: Raw -1320041.672899 + Penalty 1858.601008 = -1318183.071891 nChanged 85 SP:Iteration 30Q (4795.915312 sec): 3 clusters Score: Raw -1320066.983757 + Penalty 1858.601008 = -1318208.382750 nChanged 63 SP:Iteration 31Q (4795.945345 sec): 3 clusters Score: Raw -1320081.980959 + Penalty 1858.601008 = -1318223.379951 nChanged 58 SP:Iteration 32Q (4795.980901 sec): 3 clusters Score: Raw -1320096.707414 + Penalty 1858.601008 = -1318238.106407 nChanged 58 SP:Iteration 33Q (4796.050407 sec): 3 clusters Score: Raw -1320111.042646 + Penalty 1858.601008 = -1318252.441639 nChanged 58 SP:Iteration 34Q (4796.101310 sec): 3 clusters Score: Raw -1320125.134434 + Penalty 1858.601008 = -1318266.533426 nChanged 54 SP:Iteration 35Q (4796.164197 sec): 3 clusters Score: Raw -1320137.690905 + Penalty 1858.601008 = -1318279.089897 nChanged 49 SP:Iteration 36Q (4796.223724 sec): 3 clusters Score: Raw -1320149.470955 + Penalty 1858.601008 = -1318290.869948 nChanged 48 SP:Iteration 37Q (4796.281520 sec): 3 clusters Score: Raw -1320164.109045 + Penalty 1858.601008 = -1318305.508038 nChanged 53 SP:Iteration 38Q (4796.346752 sec): 3 clusters Score: Raw -1320181.806331 + Penalty 1858.601008 = -1318323.205324 nChanged 53 SP:Iteration 39Q (4796.397392 sec): 3 clusters Score: Raw -1320195.591361 + Penalty 1858.601008 = -1318336.990353 nChanged 54 SP:Iteration 40F (4796.463664 sec): 3 clusters Score: Raw -1320210.592405 + Penalty 1858.601008 = -1318351.991397 nChanged 45 SP:Iteration 41Q (4796.531425 sec): 3 clusters Score: Raw -1320222.426811 + Penalty 1858.601008 = -1318363.825804 nChanged 41 SP:Iteration 42Q (4796.592234 sec): 3 clusters Score: Raw -1320232.859107 + Penalty 1858.601008 = -1318374.258099 nChanged 35 SP:Iteration 43Q (4796.669455 sec): 3 clusters Score: Raw -1320242.454265 + Penalty 1858.601008 = -1318383.853257 nChanged 32 SP:Iteration 44Q (4796.727600 sec): 3 clusters Score: Raw -1320251.898972 + Penalty 1858.601008 = -1318393.297964 nChanged 28 SP:Iteration 45Q (4796.791246 sec): 3 clusters Score: Raw -1320260.615720 + Penalty 1858.601008 = -1318402.014712 nChanged 35 SP:Iteration 46Q (4796.842062 sec): 3 clusters Score: Raw -1320271.620341 + Penalty 1858.601008 = -1318413.019333 nChanged 29 SP:Iteration 47Q (4796.910894 sec): 3 clusters Score: Raw -1320280.547159 + Penalty 1858.601008 = -1318421.946151 nChanged 26 SP:Iteration 48Q (4796.961326 sec): 3 clusters Score: Raw -1320288.143462 + Penalty 1858.601008 = -1318429.542455 nChanged 30 SP:Iteration 49Q (4797.013299 sec): 3 clusters Score: Raw -1320295.279965 + Penalty 1858.601008 = -1318436.678957 nChanged 24 SP:Iteration 50Q (4797.067653 sec): 3 clusters Score: Raw -1320301.011465 + Penalty 1858.601008 = -1318442.410458 nChanged 20 SP:Iteration 51Q (4797.126228 sec): 3 clusters Score: Raw -1320307.273533 + Penalty 1858.601008 = -1318448.672525 nChanged 29 SP:Iteration 52Q (4797.189663 sec): 3 clusters Score: Raw -1320318.715753 + Penalty 1858.601008 = -1318460.114746 nChanged 36 SP:Iteration 53Q (4797.250993 sec): 3 clusters Score: Raw -1320332.505181 + Penalty 1858.601008 = -1318473.904174 nChanged 34 SP:Iteration 54Q (4797.321699 sec): 3 clusters Score: Raw -1320344.501795 + Penalty 1858.601008 = -1318485.900788 nChanged 33 SP:Iteration 55Q (4797.365455 sec): 3 clusters Score: Raw -1320354.433998 + Penalty 1858.601008 = -1318495.832990 nChanged 30 SP:Iteration 56Q (4797.419972 sec): 3 clusters Score: Raw -1320366.368287 + Penalty 1858.601008 = -1318507.767279 nChanged 28 SP:Iteration 57Q (4797.470522 sec): 3 clusters Score: Raw -1320375.621266 + Penalty 1858.601008 = -1318517.020259 nChanged 28 SP:Iteration 58Q (4797.535980 sec): 3 clusters Score: Raw -1320382.645705 + Penalty 1858.601008 = -1318524.044697 nChanged 22 SP:Iteration 59Q (4797.599481 sec): 3 clusters Score: Raw -1320390.146754 + Penalty 1858.601008 = -1318531.545746 nChanged 17 SP:Iteration 60F (4797.654129 sec): 3 clusters Score: Raw -1320396.608748 + Penalty 1858.601008 = -1318538.007740 nChanged 18 SP:Iteration 61Q (4797.707616 sec): 3 clusters Score: Raw -1320401.006954 + Penalty 1858.601008 = -1318542.405946 nChanged 15 SP:Iteration 62Q (4797.766258 sec): 3 clusters Score: Raw -1320405.699690 + Penalty 1858.601008 = -1318547.098683 nChanged 15 SP:Iteration 63Q (4797.797307 sec): 3 clusters Score: Raw -1320409.550009 + Penalty 1858.601008 = -1318550.949002 nChanged 9 SP:Iteration 64Q (4797.863742 sec): 3 clusters Score: Raw -1320412.504425 + Penalty 1858.601008 = -1318553.903418 nChanged 11 SP:Iteration 65Q (4797.916052 sec): 3 clusters Score: Raw -1320415.341330 + Penalty 1858.601008 = -1318556.740322 nChanged 9 SP:Iteration 66Q (4797.975666 sec): 3 clusters Score: Raw -1320418.578921 + Penalty 1858.601008 = -1318559.977913 nChanged 12 SP:Iteration 67Q (4798.027574 sec): 3 clusters Score: Raw -1320423.603868 + Penalty 1858.601008 = -1318565.002860 nChanged 9 SP:Iteration 68Q (4798.086994 sec): 3 clusters Score: Raw -1320426.524990 + Penalty 1858.601008 = -1318567.923982 nChanged 4 SP:Iteration 69Q (4798.151629 sec): 3 clusters Score: Raw -1320428.057648 + Penalty 1858.601008 = -1318569.456641 nChanged 5 SP:Iteration 70Q (4798.203629 sec): 3 clusters Score: Raw -1320429.435841 + Penalty 1858.601008 = -1318570.834833 nChanged 4 SP:Iteration 71Q (4798.268038 sec): 3 clusters Score: Raw -1320430.268045 + Penalty 1858.601008 = -1318571.667037 nChanged 2 SP:Iteration 72Q (4798.326487 sec): 3 clusters Score: Raw -1320430.783397 + Penalty 1858.601008 = -1318572.182389 nChanged 1 SP:Iteration 73Q (4798.398176 sec): 3 clusters Score: Raw -1320431.121644 + Penalty 1858.601008 = -1318572.520637 nChanged 3 SP:Iteration 74Q (4798.443793 sec): 3 clusters Score: Raw -1320431.541046 + Penalty 1858.601008 = -1318572.940038 nChanged 4 SP:Iteration 75Q (4798.503850 sec): 3 clusters Score: Raw -1320432.487584 + Penalty 1858.601008 = -1318573.886577 nChanged 2 SP:Iteration 76Q (4798.558199 sec): 3 clusters Score: Raw -1320433.032580 + Penalty 1858.601008 = -1318574.431573 nChanged 2 SP:Iteration 77Q (4798.620931 sec): 3 clusters Score: Raw -1320433.781312 + Penalty 1858.601008 = -1318575.180305 nChanged 3 SP:Iteration 78Q (4798.668187 sec): 3 clusters Score: Raw -1320434.271223 + Penalty 1858.601008 = -1318575.670215 nChanged 1 SP:Iteration 79Q (4798.713202 sec): 3 clusters Score: Raw -1320434.432297 + Penalty 1858.601008 = -1318575.831289 nChanged 0 SP:Iteration 80F (4798.746430 sec): 3 clusters Score: Raw -1320434.432297 + Penalty 1858.601008 = -1318575.831289 nChanged 0 Trying to split cluster 18 (3517 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4798.762392 sec): 2 clusters Score: Raw -262274.584141 + Penalty 775.709545 = -261498.874596 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4798.776101 sec): 3 clusters Score: Raw -260367.684322 + Penalty 1551.419090 = -258816.265232 nChanged 1466 SP:Iteration 1F (4798.788941 sec): 3 clusters Score: Raw -261206.974383 + Penalty 1551.419090 = -259655.555293 nChanged 241 SP:Iteration 2F (4798.836304 sec): 3 clusters Score: Raw -261314.807414 + Penalty 1551.419090 = -259763.388324 nChanged 156 SP:Iteration 3Q (4798.877034 sec): 3 clusters Score: Raw -261387.221738 + Penalty 1551.419090 = -259835.802647 nChanged 140 SP:Iteration 4Q (4798.918169 sec): 3 clusters Score: Raw -261440.172811 + Penalty 1551.419090 = -259888.753721 nChanged 105 SP:Iteration 5Q (4798.959466 sec): 3 clusters Score: Raw -261479.569672 + Penalty 1551.419090 = -259928.150581 nChanged 86 SP:Iteration 6Q (4799.001585 sec): 3 clusters Score: Raw -261514.558398 + Penalty 1551.419090 = -259963.139308 nChanged 79 SP:Iteration 7Q (4799.047292 sec): 3 clusters Score: Raw -261545.951362 + Penalty 1551.419090 = -259994.532272 nChanged 78 SP:Iteration 8Q (4799.091651 sec): 3 clusters Score: Raw -261579.748964 + Penalty 1551.419090 = -260028.329874 nChanged 87 SP:Iteration 9Q (4799.138887 sec): 3 clusters Score: Raw -261615.090218 + Penalty 1551.419090 = -260063.671128 nChanged 80 SP:Iteration 10Q (4799.179752 sec): 3 clusters Score: Raw -261647.743600 + Penalty 1551.419090 = -260096.324510 nChanged 66 SP:Iteration 11Q (4799.230047 sec): 3 clusters Score: Raw -261678.629148 + Penalty 1551.419090 = -260127.210058 nChanged 80 SP:Iteration 12Q (4799.290915 sec): 3 clusters Score: Raw -261712.132746 + Penalty 1551.419090 = -260160.713656 nChanged 78 SP:Iteration 13Q (4799.331291 sec): 3 clusters Score: Raw -261753.289015 + Penalty 1551.419090 = -260201.869925 nChanged 87 SP:Iteration 14Q (4799.381973 sec): 3 clusters Score: Raw -261797.419760 + Penalty 1551.419090 = -260246.000670 nChanged 91 SP:Iteration 15Q (4799.423339 sec): 3 clusters Score: Raw -261850.807547 + Penalty 1551.419090 = -260299.388457 nChanged 97 SP:Iteration 16Q (4799.471800 sec): 3 clusters Score: Raw -261915.480879 + Penalty 1551.419090 = -260364.061789 nChanged 91 SP:Iteration 17Q (4799.509878 sec): 3 clusters Score: Raw -261979.670584 + Penalty 1551.419090 = -260428.251494 nChanged 99 SP:Iteration 18Q (4799.550657 sec): 3 clusters Score: Raw -262051.991608 + Penalty 1551.419090 = -260500.572518 nChanged 97 SP:Iteration 19Q (4799.587450 sec): 3 clusters Score: Raw -262125.323641 + Penalty 1551.419090 = -260573.904551 nChanged 66 SP:Iteration 20F (4799.633033 sec): 3 clusters Score: Raw -262167.972501 + Penalty 1551.419090 = -260616.553411 nChanged 54 SP:Iteration 21Q (4799.675703 sec): 3 clusters Score: Raw -262207.311172 + Penalty 1551.419090 = -260655.892082 nChanged 39 SP:Iteration 22Q (4799.717553 sec): 3 clusters Score: Raw -262231.790709 + Penalty 1551.419090 = -260680.371619 nChanged 29 SP:Iteration 23Q (4799.765534 sec): 3 clusters Score: Raw -262246.624374 + Penalty 1551.419090 = -260695.205284 nChanged 22 SP:Iteration 24Q (4799.808797 sec): 3 clusters Score: Raw -262261.318431 + Penalty 1551.419090 = -260709.899340 nChanged 19 SP:Iteration 25Q (4799.849828 sec): 3 clusters Score: Raw -262275.432956 + Penalty 1551.419090 = -260724.013866 nChanged 22 SP:Iteration 26Q (4799.887342 sec): 3 clusters Score: Raw -262289.338909 + Penalty 1551.419090 = -260737.919819 nChanged 12 SP:Iteration 27Q (4799.926424 sec): 3 clusters Score: Raw -262297.152445 + Penalty 1551.419090 = -260745.733355 nChanged 8 SP:Iteration 28Q (4799.974058 sec): 3 clusters Score: Raw -262301.355084 + Penalty 1551.419090 = -260749.935994 nChanged 5 SP:Iteration 29Q (4800.010948 sec): 3 clusters Score: Raw -262305.227360 + Penalty 1551.419090 = -260753.808269 nChanged 3 SP:Iteration 30Q (4800.047386 sec): 3 clusters Score: Raw -262308.128901 + Penalty 1551.419090 = -260756.709811 nChanged 8 SP:Iteration 31Q (4800.081227 sec): 3 clusters Score: Raw -262313.927999 + Penalty 1551.419090 = -260762.508909 nChanged 7 SP:Iteration 32Q (4800.121835 sec): 3 clusters Score: Raw -262317.773737 + Penalty 1551.419090 = -260766.354647 nChanged 6 SP:Iteration 33Q (4800.159950 sec): 3 clusters Score: Raw -262319.905624 + Penalty 1551.419090 = -260768.486534 nChanged 3 SP:Iteration 34Q (4800.200886 sec): 3 clusters Score: Raw -262321.208158 + Penalty 1551.419090 = -260769.789068 nChanged 3 SP:Iteration 35Q (4800.240872 sec): 3 clusters Score: Raw -262322.522732 + Penalty 1551.419090 = -260771.103642 nChanged 2 SP:Iteration 36Q (4800.280829 sec): 3 clusters Score: Raw -262323.129643 + Penalty 1551.419090 = -260771.710553 nChanged 2 SP:Iteration 37Q (4800.321831 sec): 3 clusters Score: Raw -262324.135798 + Penalty 1551.419090 = -260772.716708 nChanged 3 SP:Iteration 38Q (4800.356046 sec): 3 clusters Score: Raw -262325.941219 + Penalty 1551.419090 = -260774.522129 nChanged 1 SP:Iteration 39Q (4800.391576 sec): 3 clusters Score: Raw -262326.191186 + Penalty 1551.419090 = -260774.772096 nChanged 2 SP:Iteration 40F (4800.436703 sec): 3 clusters Score: Raw -262326.707823 + Penalty 1551.419090 = -260775.288733 nChanged 0 Trying to split cluster 19 (21711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4800.477635 sec): 2 clusters Score: Raw -1648229.315706 + Penalty 948.629561 = -1647280.686145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4800.551289 sec): 3 clusters Score: Raw -1634612.039695 + Penalty 1897.259121 = -1632714.780573 nChanged 10082 SP:Iteration 1F (4800.612921 sec): 3 clusters Score: Raw -1640521.118452 + Penalty 1897.259121 = -1638623.859330 nChanged 1244 SP:Iteration 2F (4800.679848 sec): 3 clusters Score: Raw -1641118.686763 + Penalty 1897.259121 = -1639221.427642 nChanged 1279 SP:Iteration 3F (4800.745325 sec): 3 clusters Score: Raw -1641842.755565 + Penalty 1897.259121 = -1639945.496443 nChanged 1407 SP:Iteration 4F (4800.814727 sec): 3 clusters Score: Raw -1642776.264228 + Penalty 1897.259121 = -1640879.005107 nChanged 1388 SP:Iteration 5F (4800.891368 sec): 3 clusters Score: Raw -1643708.619006 + Penalty 1897.259121 = -1641811.359885 nChanged 1273 SP:Iteration 6F (4800.964832 sec): 3 clusters Score: Raw -1644480.520491 + Penalty 1897.259121 = -1642583.261370 nChanged 1060 SP:Iteration 7Q (4801.040807 sec): 3 clusters Score: Raw -1645094.914619 + Penalty 1897.259121 = -1643197.655498 nChanged 894 SP:Iteration 8Q (4801.107638 sec): 3 clusters Score: Raw -1645596.150988 + Penalty 1897.259121 = -1643698.891867 nChanged 729 SP:Iteration 9Q (4801.168621 sec): 3 clusters Score: Raw -1645973.024436 + Penalty 1897.259121 = -1644075.765314 nChanged 574 SP:Iteration 10Q (4801.239086 sec): 3 clusters Score: Raw -1646244.542060 + Penalty 1897.259121 = -1644347.282938 nChanged 480 SP:Iteration 11Q (4801.314086 sec): 3 clusters Score: Raw -1646464.174330 + Penalty 1897.259121 = -1644566.915208 nChanged 445 SP:Iteration 12Q (4801.369784 sec): 3 clusters Score: Raw -1646652.447134 + Penalty 1897.259121 = -1644755.188012 nChanged 397 SP:Iteration 13Q (4801.448289 sec): 3 clusters Score: Raw -1646823.745833 + Penalty 1897.259121 = -1644926.486711 nChanged 389 SP:Iteration 14Q (4801.519412 sec): 3 clusters Score: Raw -1647002.864321 + Penalty 1897.259121 = -1645105.605199 nChanged 376 SP:Iteration 15Q (4801.581772 sec): 3 clusters Score: Raw -1647154.796444 + Penalty 1897.259121 = -1645257.537323 nChanged 324 SP:Iteration 16Q (4801.652166 sec): 3 clusters Score: Raw -1647286.543153 + Penalty 1897.259121 = -1645389.284032 nChanged 285 SP:Iteration 17Q (4801.719672 sec): 3 clusters Score: Raw -1647392.127423 + Penalty 1897.259121 = -1645494.868301 nChanged 256 SP:Iteration 18Q (4801.781956 sec): 3 clusters Score: Raw -1647482.629007 + Penalty 1897.259121 = -1645585.369886 nChanged 261 SP:Iteration 19Q (4801.859652 sec): 3 clusters Score: Raw -1647573.788566 + Penalty 1897.259121 = -1645676.529445 nChanged 265 SP:Iteration 20F (4801.922758 sec): 3 clusters Score: Raw -1647684.623317 + Penalty 1897.259121 = -1645787.364195 nChanged 237 SP:Iteration 21Q (4801.977065 sec): 3 clusters Score: Raw -1647776.713047 + Penalty 1897.259121 = -1645879.453925 nChanged 214 SP:Iteration 22Q (4802.043990 sec): 3 clusters Score: Raw -1647853.156580 + Penalty 1897.259121 = -1645955.897459 nChanged 202 SP:Iteration 23Q (4802.112518 sec): 3 clusters Score: Raw -1647917.789795 + Penalty 1897.259121 = -1646020.530673 nChanged 180 SP:Iteration 24Q (4802.165522 sec): 3 clusters Score: Raw -1647970.756082 + Penalty 1897.259121 = -1646073.496961 nChanged 173 SP:Iteration 25Q (4802.238468 sec): 3 clusters Score: Raw -1648015.765982 + Penalty 1897.259121 = -1646118.506861 nChanged 136 SP:Iteration 26Q (4802.308355 sec): 3 clusters Score: Raw -1648049.260379 + Penalty 1897.259121 = -1646152.001258 nChanged 134 SP:Iteration 27Q (4802.373242 sec): 3 clusters Score: Raw -1648079.658316 + Penalty 1897.259121 = -1646182.399195 nChanged 117 SP:Iteration 28Q (4802.445610 sec): 3 clusters Score: Raw -1648104.359388 + Penalty 1897.259121 = -1646207.100267 nChanged 123 SP:Iteration 29Q (4802.506832 sec): 3 clusters Score: Raw -1648132.544756 + Penalty 1897.259121 = -1646235.285635 nChanged 123 SP:Iteration 30Q (4802.566151 sec): 3 clusters Score: Raw -1648160.012202 + Penalty 1897.259121 = -1646262.753081 nChanged 116 SP:Iteration 31Q (4802.632742 sec): 3 clusters Score: Raw -1648183.856222 + Penalty 1897.259121 = -1646286.597100 nChanged 100 SP:Iteration 32Q (4802.697122 sec): 3 clusters Score: Raw -1648202.219550 + Penalty 1897.259121 = -1646304.960429 nChanged 76 SP:Iteration 33Q (4802.755044 sec): 3 clusters Score: Raw -1648215.759785 + Penalty 1897.259121 = -1646318.500664 nChanged 79 SP:Iteration 34Q (4802.814460 sec): 3 clusters Score: Raw -1648230.577238 + Penalty 1897.259121 = -1646333.318117 nChanged 88 SP:Iteration 35Q (4802.867121 sec): 3 clusters Score: Raw -1648246.904100 + Penalty 1897.259121 = -1646349.644979 nChanged 76 SP:Iteration 36Q (4802.937630 sec): 3 clusters Score: Raw -1648260.762501 + Penalty 1897.259121 = -1646363.503380 nChanged 85 SP:Iteration 37Q (4803.008000 sec): 3 clusters Score: Raw -1648278.789906 + Penalty 1897.259121 = -1646381.530785 nChanged 84 SP:Iteration 38Q (4803.071645 sec): 3 clusters Score: Raw -1648293.448011 + Penalty 1897.259121 = -1646396.188890 nChanged 82 SP:Iteration 39Q (4803.131930 sec): 3 clusters Score: Raw -1648307.321165 + Penalty 1897.259121 = -1646410.062044 nChanged 70 SP:Iteration 40F (4803.187988 sec): 3 clusters Score: Raw -1648319.985378 + Penalty 1897.259121 = -1646422.726257 nChanged 74 SP:Iteration 41Q (4803.261557 sec): 3 clusters Score: Raw -1648336.474206 + Penalty 1897.259121 = -1646439.215084 nChanged 67 SP:Iteration 42Q (4803.329247 sec): 3 clusters Score: Raw -1648349.711330 + Penalty 1897.259121 = -1646452.452209 nChanged 65 SP:Iteration 43Q (4803.395232 sec): 3 clusters Score: Raw -1648362.055696 + Penalty 1897.259121 = -1646464.796574 nChanged 65 SP:Iteration 44Q (4803.467079 sec): 3 clusters Score: Raw -1648376.883078 + Penalty 1897.259121 = -1646479.623956 nChanged 58 SP:Iteration 45Q (4803.530078 sec): 3 clusters Score: Raw -1648387.429496 + Penalty 1897.259121 = -1646490.170375 nChanged 50 SP:Iteration 46Q (4803.598871 sec): 3 clusters Score: Raw -1648395.612660 + Penalty 1897.259121 = -1646498.353538 nChanged 40 SP:Iteration 47Q (4803.669610 sec): 3 clusters Score: Raw -1648401.328809 + Penalty 1897.259121 = -1646504.069688 nChanged 31 SP:Iteration 48Q (4803.725056 sec): 3 clusters Score: Raw -1648404.839331 + Penalty 1897.259121 = -1646507.580210 nChanged 29 SP:Iteration 49Q (4803.796010 sec): 3 clusters Score: Raw -1648409.440274 + Penalty 1897.259121 = -1646512.181152 nChanged 35 SP:Iteration 50Q (4803.851718 sec): 3 clusters Score: Raw -1648415.379710 + Penalty 1897.259121 = -1646518.120589 nChanged 40 SP:Iteration 51Q (4803.926642 sec): 3 clusters Score: Raw -1648421.756423 + Penalty 1897.259121 = -1646524.497301 nChanged 38 SP:Iteration 52Q (4803.985355 sec): 3 clusters Score: Raw -1648426.922074 + Penalty 1897.259121 = -1646529.662952 nChanged 37 SP:Iteration 53Q (4804.046495 sec): 3 clusters Score: Raw -1648432.260984 + Penalty 1897.259121 = -1646535.001863 nChanged 41 SP:Iteration 54Q (4804.105092 sec): 3 clusters Score: Raw -1648439.332856 + Penalty 1897.259121 = -1646542.073735 nChanged 41 SP:Iteration 55Q (4804.169009 sec): 3 clusters Score: Raw -1648446.217702 + Penalty 1897.259121 = -1646548.958580 nChanged 41 SP:Iteration 56Q (4804.242834 sec): 3 clusters Score: Raw -1648452.664213 + Penalty 1897.259121 = -1646555.405091 nChanged 35 SP:Iteration 57Q (4804.306627 sec): 3 clusters Score: Raw -1648457.152947 + Penalty 1897.259121 = -1646559.893825 nChanged 26 SP:Iteration 58Q (4804.358512 sec): 3 clusters Score: Raw -1648460.627556 + Penalty 1897.259121 = -1646563.368434 nChanged 35 SP:Iteration 59Q (4804.420823 sec): 3 clusters Score: Raw -1648465.637096 + Penalty 1897.259121 = -1646568.377974 nChanged 30 SP:Iteration 60F (4804.482939 sec): 3 clusters Score: Raw -1648469.091974 + Penalty 1897.259121 = -1646571.832853 nChanged 18 SP:Iteration 61Q (4804.555651 sec): 3 clusters Score: Raw -1648471.453187 + Penalty 1897.259121 = -1646574.194065 nChanged 26 SP:Iteration 62Q (4804.610443 sec): 3 clusters Score: Raw -1648475.699441 + Penalty 1897.259121 = -1646578.440319 nChanged 29 SP:Iteration 63Q (4804.669267 sec): 3 clusters Score: Raw -1648478.885260 + Penalty 1897.259121 = -1646581.626139 nChanged 24 SP:Iteration 64Q (4804.729490 sec): 3 clusters Score: Raw -1648482.239380 + Penalty 1897.259121 = -1646584.980258 nChanged 22 SP:Iteration 65Q (4804.790686 sec): 3 clusters Score: Raw -1648485.426564 + Penalty 1897.259121 = -1646588.167443 nChanged 22 SP:Iteration 66Q (4804.855538 sec): 3 clusters Score: Raw -1648489.023029 + Penalty 1897.259121 = -1646591.763908 nChanged 22 SP:Iteration 67Q (4804.916238 sec): 3 clusters Score: Raw -1648492.916328 + Penalty 1897.259121 = -1646595.657207 nChanged 18 SP:Iteration 68Q (4804.981693 sec): 3 clusters Score: Raw -1648496.152557 + Penalty 1897.259121 = -1646598.893435 nChanged 22 SP:Iteration 69Q (4805.038344 sec): 3 clusters Score: Raw -1648499.474711 + Penalty 1897.259121 = -1646602.215589 nChanged 21 SP:Iteration 70Q (4805.106827 sec): 3 clusters Score: Raw -1648501.752941 + Penalty 1897.259121 = -1646604.493819 nChanged 16 SP:Iteration 71Q (4805.169637 sec): 3 clusters Score: Raw -1648503.522155 + Penalty 1897.259121 = -1646606.263033 nChanged 14 SP:Iteration 72Q (4805.221803 sec): 3 clusters Score: Raw -1648505.277960 + Penalty 1897.259121 = -1646608.018838 nChanged 16 SP:Iteration 73Q (4805.287009 sec): 3 clusters Score: Raw -1648507.115941 + Penalty 1897.259121 = -1646609.856820 nChanged 19 SP:Iteration 74Q (4805.361546 sec): 3 clusters Score: Raw -1648509.747654 + Penalty 1897.259121 = -1646612.488533 nChanged 19 SP:Iteration 75Q (4805.418254 sec): 3 clusters Score: Raw -1648511.848371 + Penalty 1897.259121 = -1646614.589249 nChanged 12 SP:Iteration 76Q (4805.483386 sec): 3 clusters Score: Raw -1648513.031225 + Penalty 1897.259121 = -1646615.772104 nChanged 19 SP:Iteration 77Q (4805.552789 sec): 3 clusters Score: Raw -1648515.080085 + Penalty 1897.259121 = -1646617.820963 nChanged 16 SP:Iteration 78Q (4805.615279 sec): 3 clusters Score: Raw -1648516.841790 + Penalty 1897.259121 = -1646619.582668 nChanged 15 SP:Iteration 79Q (4805.667703 sec): 3 clusters Score: Raw -1648518.468873 + Penalty 1897.259121 = -1646621.209752 nChanged 9 SP:Iteration 80F (4805.731361 sec): 3 clusters Score: Raw -1648519.387548 + Penalty 1897.259121 = -1646622.128426 nChanged 10 SP:Iteration 81Q (4805.798723 sec): 3 clusters Score: Raw -1648520.296505 + Penalty 1897.259121 = -1646623.037384 nChanged 2 SP:Iteration 82Q (4805.866469 sec): 3 clusters Score: Raw -1648520.501995 + Penalty 1897.259121 = -1646623.242873 nChanged 4 SP:Iteration 83Q (4805.897510 sec): 3 clusters Score: Raw -1648521.103879 + Penalty 1897.259121 = -1646623.844758 nChanged 6 SP:Iteration 84Q (4805.968839 sec): 3 clusters Score: Raw -1648522.169976 + Penalty 1897.259121 = -1646624.910855 nChanged 7 SP:Iteration 85Q (4806.035476 sec): 3 clusters Score: Raw -1648523.151249 + Penalty 1897.259121 = -1646625.892128 nChanged 11 SP:Iteration 86Q (4806.086055 sec): 3 clusters Score: Raw -1648524.380450 + Penalty 1897.259121 = -1646627.121329 nChanged 9 SP:Iteration 87Q (4806.160199 sec): 3 clusters Score: Raw -1648525.948120 + Penalty 1897.259121 = -1646628.688998 nChanged 11 SP:Iteration 88Q (4806.220887 sec): 3 clusters Score: Raw -1648528.001238 + Penalty 1897.259121 = -1646630.742117 nChanged 11 SP:Iteration 89Q (4806.287645 sec): 3 clusters Score: Raw -1648529.404669 + Penalty 1897.259121 = -1646632.145548 nChanged 13 SP:Iteration 90Q (4806.345115 sec): 3 clusters Score: Raw -1648531.262129 + Penalty 1897.259121 = -1646634.003007 nChanged 9 SP:Iteration 91Q (4806.410957 sec): 3 clusters Score: Raw -1648532.416791 + Penalty 1897.259121 = -1646635.157669 nChanged 5 SP:Iteration 92Q (4806.471484 sec): 3 clusters Score: Raw -1648533.012481 + Penalty 1897.259121 = -1646635.753360 nChanged 6 SP:Iteration 93Q (4806.536627 sec): 3 clusters Score: Raw -1648533.586361 + Penalty 1897.259121 = -1646636.327240 nChanged 5 SP:Iteration 94Q (4806.610258 sec): 3 clusters Score: Raw -1648534.042177 + Penalty 1897.259121 = -1646636.783056 nChanged 4 SP:Iteration 95Q (4806.678388 sec): 3 clusters Score: Raw -1648534.236001 + Penalty 1897.259121 = -1646636.976879 nChanged 0 SP:Iteration 96F (4806.749138 sec): 3 clusters Score: Raw -1648534.236001 + Penalty 1897.259121 = -1646636.976879 nChanged 0 Trying to split cluster 20 (39247 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4806.809425 sec): 2 clusters Score: Raw -2973197.791572 + Penalty 1004.874877 = -2972192.916695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4806.901110 sec): 3 clusters Score: Raw -2947897.502304 + Penalty 2009.749755 = -2945887.752549 nChanged 18568 SP:Iteration 1F (4806.985774 sec): 3 clusters Score: Raw -2959067.902354 + Penalty 2009.749755 = -2957058.152599 nChanged 2054 SP:Iteration 2F (4807.058635 sec): 3 clusters Score: Raw -2959906.064787 + Penalty 2009.749755 = -2957896.315032 nChanged 2262 SP:Iteration 3F (4807.149757 sec): 3 clusters Score: Raw -2961057.452773 + Penalty 2009.749755 = -2959047.703018 nChanged 2522 SP:Iteration 4F (4807.245595 sec): 3 clusters Score: Raw -2962672.294673 + Penalty 2009.749755 = -2960662.544919 nChanged 2782 SP:Iteration 5F (4807.315187 sec): 3 clusters Score: Raw -2964828.567230 + Penalty 2009.749755 = -2962818.817476 nChanged 2764 SP:Iteration 6F (4807.405036 sec): 3 clusters Score: Raw -2967266.751402 + Penalty 2009.749755 = -2965257.001648 nChanged 2196 SP:Iteration 7F (4807.493979 sec): 3 clusters Score: Raw -2969258.179505 + Penalty 2009.749755 = -2967248.429750 nChanged 1524 SP:Iteration 8Q (4807.589386 sec): 3 clusters Score: Raw -2970538.543517 + Penalty 2009.749755 = -2968528.793762 nChanged 1018 SP:Iteration 9Q (4807.659387 sec): 3 clusters Score: Raw -2971311.028392 + Penalty 2009.749755 = -2969301.278638 nChanged 695 SP:Iteration 10Q (4807.747960 sec): 3 clusters Score: Raw -2971762.594915 + Penalty 2009.749755 = -2969752.845160 nChanged 523 SP:Iteration 11Q (4807.836505 sec): 3 clusters Score: Raw -2972091.051720 + Penalty 2009.749755 = -2970081.301966 nChanged 422 SP:Iteration 12Q (4807.923844 sec): 3 clusters Score: Raw -2972352.627449 + Penalty 2009.749755 = -2970342.877694 nChanged 364 SP:Iteration 13Q (4808.020160 sec): 3 clusters Score: Raw -2972596.286698 + Penalty 2009.749755 = -2970586.536943 nChanged 322 SP:Iteration 14Q (4808.107106 sec): 3 clusters Score: Raw -2972810.376661 + Penalty 2009.749755 = -2970800.626906 nChanged 246 SP:Iteration 15Q (4808.178742 sec): 3 clusters Score: Raw -2972973.354756 + Penalty 2009.749755 = -2970963.605002 nChanged 198 SP:Iteration 16Q (4808.266815 sec): 3 clusters Score: Raw -2973089.982272 + Penalty 2009.749755 = -2971080.232518 nChanged 157 SP:Iteration 17Q (4808.347001 sec): 3 clusters Score: Raw -2973180.330178 + Penalty 2009.749755 = -2971170.580424 nChanged 108 SP:Iteration 18Q (4808.426925 sec): 3 clusters Score: Raw -2973236.032976 + Penalty 2009.749755 = -2971226.283222 nChanged 100 SP:Iteration 19Q (4808.491486 sec): 3 clusters Score: Raw -2973294.275957 + Penalty 2009.749755 = -2971284.526203 nChanged 81 SP:Iteration 20F (4808.588813 sec): 3 clusters Score: Raw -2973330.458898 + Penalty 2009.749755 = -2971320.709144 nChanged 51 SP:Iteration 21Q (4808.662712 sec): 3 clusters Score: Raw -2973346.815135 + Penalty 2009.749755 = -2971337.065381 nChanged 32 SP:Iteration 22Q (4808.740545 sec): 3 clusters Score: Raw -2973357.965172 + Penalty 2009.749755 = -2971348.215417 nChanged 26 SP:Iteration 23Q (4808.815853 sec): 3 clusters Score: Raw -2973371.204373 + Penalty 2009.749755 = -2971361.454619 nChanged 27 SP:Iteration 24Q (4808.895219 sec): 3 clusters Score: Raw -2973384.532122 + Penalty 2009.749755 = -2971374.782367 nChanged 24 SP:Iteration 25Q (4808.961167 sec): 3 clusters Score: Raw -2973393.363192 + Penalty 2009.749755 = -2971383.613437 nChanged 19 SP:Iteration 26Q (4809.043676 sec): 3 clusters Score: Raw -2973398.870383 + Penalty 2009.749755 = -2971389.120628 nChanged 16 SP:Iteration 27Q (4809.131306 sec): 3 clusters Score: Raw -2973403.267282 + Penalty 2009.749755 = -2971393.517527 nChanged 13 SP:Iteration 28Q (4809.215514 sec): 3 clusters Score: Raw -2973407.409827 + Penalty 2009.749755 = -2971397.660073 nChanged 20 SP:Iteration 29Q (4809.301539 sec): 3 clusters Score: Raw -2973414.071391 + Penalty 2009.749755 = -2971404.321636 nChanged 17 SP:Iteration 30Q (4809.391954 sec): 3 clusters Score: Raw -2973419.822506 + Penalty 2009.749755 = -2971410.072751 nChanged 15 SP:Iteration 31Q (4809.457885 sec): 3 clusters Score: Raw -2973426.237953 + Penalty 2009.749755 = -2971416.488198 nChanged 8 SP:Iteration 32Q (4809.547343 sec): 3 clusters Score: Raw -2973427.947672 + Penalty 2009.749755 = -2971418.197917 nChanged 6 SP:Iteration 33Q (4809.629400 sec): 3 clusters Score: Raw -2973430.433845 + Penalty 2009.749755 = -2971420.684091 nChanged 6 SP:Iteration 34Q (4809.707844 sec): 3 clusters Score: Raw -2973432.601801 + Penalty 2009.749755 = -2971422.852047 nChanged 5 SP:Iteration 35Q (4809.789738 sec): 3 clusters Score: Raw -2973434.702839 + Penalty 2009.749755 = -2971424.953085 nChanged 6 SP:Iteration 36Q (4809.864208 sec): 3 clusters Score: Raw -2973436.156306 + Penalty 2009.749755 = -2971426.406552 nChanged 3 SP:Iteration 37Q (4809.921548 sec): 3 clusters Score: Raw -2973436.839023 + Penalty 2009.749755 = -2971427.089269 nChanged 5 SP:Iteration 38Q (4810.015708 sec): 3 clusters Score: Raw -2973438.348217 + Penalty 2009.749755 = -2971428.598462 nChanged 5 SP:Iteration 39Q (4810.095465 sec): 3 clusters Score: Raw -2973439.534062 + Penalty 2009.749755 = -2971429.784308 nChanged 2 SP:Iteration 40F (4810.186855 sec): 3 clusters Score: Raw -2973439.837579 + Penalty 2009.749755 = -2971430.087824 nChanged 0 Trying to split cluster 21 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4810.219552 sec): 2 clusters Score: Raw -209123.532232 + Penalty 756.627820 = -208366.904413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4810.260071 sec): 3 clusters Score: Raw -207648.266241 + Penalty 1513.255639 = -206135.010602 nChanged 1163 SP:Iteration 1F (4810.311418 sec): 3 clusters Score: Raw -208280.415985 + Penalty 1513.255639 = -206767.160346 nChanged 165 SP:Iteration 2F (4810.360221 sec): 3 clusters Score: Raw -208359.543834 + Penalty 1513.255639 = -206846.288195 nChanged 119 SP:Iteration 3Q (4810.398638 sec): 3 clusters Score: Raw -208411.524664 + Penalty 1513.255639 = -206898.269025 nChanged 101 SP:Iteration 4Q (4810.446847 sec): 3 clusters Score: Raw -208460.337556 + Penalty 1513.255639 = -206947.081917 nChanged 91 SP:Iteration 5Q (4810.493272 sec): 3 clusters Score: Raw -208504.761636 + Penalty 1513.255639 = -206991.505997 nChanged 82 SP:Iteration 6Q (4810.552153 sec): 3 clusters Score: Raw -208542.637174 + Penalty 1513.255639 = -207029.381534 nChanged 85 SP:Iteration 7Q (4810.583462 sec): 3 clusters Score: Raw -208588.218056 + Penalty 1513.255639 = -207074.962417 nChanged 89 SP:Iteration 8Q (4810.625924 sec): 3 clusters Score: Raw -208638.119744 + Penalty 1513.255639 = -207124.864105 nChanged 96 SP:Iteration 9Q (4810.671957 sec): 3 clusters Score: Raw -208694.777473 + Penalty 1513.255639 = -207181.521834 nChanged 73 SP:Iteration 10Q (4810.724109 sec): 3 clusters Score: Raw -208730.237415 + Penalty 1513.255639 = -207216.981776 nChanged 61 SP:Iteration 11Q (4810.775957 sec): 3 clusters Score: Raw -208765.646973 + Penalty 1513.255639 = -207252.391334 nChanged 54 SP:Iteration 12Q (4810.819422 sec): 3 clusters Score: Raw -208793.988411 + Penalty 1513.255639 = -207280.732771 nChanged 63 SP:Iteration 13Q (4810.871669 sec): 3 clusters Score: Raw -208824.185183 + Penalty 1513.255639 = -207310.929544 nChanged 52 SP:Iteration 14Q (4810.905059 sec): 3 clusters Score: Raw -208843.985973 + Penalty 1513.255639 = -207330.730334 nChanged 37 SP:Iteration 15Q (4810.957628 sec): 3 clusters Score: Raw -208856.079699 + Penalty 1513.255639 = -207342.824060 nChanged 37 SP:Iteration 16Q (4811.007126 sec): 3 clusters Score: Raw -208869.769893 + Penalty 1513.255639 = -207356.514254 nChanged 37 SP:Iteration 17Q (4811.056378 sec): 3 clusters Score: Raw -208884.640944 + Penalty 1513.255639 = -207371.385305 nChanged 40 SP:Iteration 18Q (4811.107877 sec): 3 clusters Score: Raw -208902.378908 + Penalty 1513.255639 = -207389.123269 nChanged 45 SP:Iteration 19Q (4811.153874 sec): 3 clusters Score: Raw -208923.837662 + Penalty 1513.255639 = -207410.582023 nChanged 46 SP:Iteration 20F (4811.184561 sec): 3 clusters Score: Raw -208946.095059 + Penalty 1513.255639 = -207432.839420 nChanged 48 SP:Iteration 21Q (4811.225812 sec): 3 clusters Score: Raw -208964.771060 + Penalty 1513.255639 = -207451.515421 nChanged 49 SP:Iteration 22Q (4811.270589 sec): 3 clusters Score: Raw -208987.821724 + Penalty 1513.255639 = -207474.566085 nChanged 38 SP:Iteration 23Q (4811.316045 sec): 3 clusters Score: Raw -209005.085132 + Penalty 1513.255639 = -207491.829493 nChanged 40 SP:Iteration 24Q (4811.362879 sec): 3 clusters Score: Raw -209022.163644 + Penalty 1513.255639 = -207508.908005 nChanged 28 SP:Iteration 25Q (4811.415720 sec): 3 clusters Score: Raw -209030.393847 + Penalty 1513.255639 = -207517.138208 nChanged 19 SP:Iteration 26Q (4811.465957 sec): 3 clusters Score: Raw -209035.157652 + Penalty 1513.255639 = -207521.902013 nChanged 17 SP:Iteration 27Q (4811.516553 sec): 3 clusters Score: Raw -209040.772460 + Penalty 1513.255639 = -207527.516821 nChanged 15 SP:Iteration 28Q (4811.567645 sec): 3 clusters Score: Raw -209046.384133 + Penalty 1513.255639 = -207533.128494 nChanged 19 SP:Iteration 29Q (4811.618132 sec): 3 clusters Score: Raw -209054.466644 + Penalty 1513.255639 = -207541.211005 nChanged 20 SP:Iteration 30Q (4811.661337 sec): 3 clusters Score: Raw -209060.750982 + Penalty 1513.255639 = -207547.495343 nChanged 13 SP:Iteration 31Q (4811.714914 sec): 3 clusters Score: Raw -209064.073424 + Penalty 1513.255639 = -207550.817785 nChanged 8 SP:Iteration 32Q (4811.758154 sec): 3 clusters Score: Raw -209066.295188 + Penalty 1513.255639 = -207553.039549 nChanged 6 SP:Iteration 33Q (4811.789510 sec): 3 clusters Score: Raw -209067.391432 + Penalty 1513.255639 = -207554.135793 nChanged 6 SP:Iteration 34Q (4811.836738 sec): 3 clusters Score: Raw -209068.885384 + Penalty 1513.255639 = -207555.629745 nChanged 8 SP:Iteration 35Q (4811.879998 sec): 3 clusters Score: Raw -209070.495332 + Penalty 1513.255639 = -207557.239693 nChanged 6 SP:Iteration 36Q (4811.923847 sec): 3 clusters Score: Raw -209071.820241 + Penalty 1513.255639 = -207558.564602 nChanged 5 SP:Iteration 37Q (4811.974311 sec): 3 clusters Score: Raw -209073.511724 + Penalty 1513.255639 = -207560.256085 nChanged 9 SP:Iteration 38Q (4812.009485 sec): 3 clusters Score: Raw -209075.889765 + Penalty 1513.255639 = -207562.634126 nChanged 12 SP:Iteration 39Q (4812.055132 sec): 3 clusters Score: Raw -209079.590074 + Penalty 1513.255639 = -207566.334434 nChanged 8 SP:Iteration 40F (4812.106991 sec): 3 clusters Score: Raw -209081.354058 + Penalty 1513.255639 = -207568.098419 nChanged 5 SP:Iteration 41Q (4812.147324 sec): 3 clusters Score: Raw -209082.577425 + Penalty 1513.255639 = -207569.321786 nChanged 8 SP:Iteration 42Q (4812.197523 sec): 3 clusters Score: Raw -209084.270647 + Penalty 1513.255639 = -207571.015008 nChanged 2 SP:Iteration 43Q (4812.245405 sec): 3 clusters Score: Raw -209084.494422 + Penalty 1513.255639 = -207571.238783 nChanged 0 SP:Iteration 44F (4812.295598 sec): 3 clusters Score: Raw -209084.494422 + Penalty 1513.255639 = -207571.238783 nChanged 0 Trying to split cluster 22 (32804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4812.354431 sec): 2 clusters Score: Raw -2487205.444633 + Penalty 987.839045 = -2486217.605588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4812.435261 sec): 3 clusters Score: Raw -2466208.116109 + Penalty 1975.678090 = -2464232.438019 nChanged 15554 SP:Iteration 1F (4812.524078 sec): 3 clusters Score: Raw -2475514.033733 + Penalty 1975.678090 = -2473538.355643 nChanged 1869 SP:Iteration 2F (4812.604673 sec): 3 clusters Score: Raw -2476355.213864 + Penalty 1975.678090 = -2474379.535774 nChanged 1975 SP:Iteration 3F (4812.689816 sec): 3 clusters Score: Raw -2477445.815527 + Penalty 1975.678090 = -2475470.137436 nChanged 2162 SP:Iteration 4F (4812.769019 sec): 3 clusters Score: Raw -2479020.530550 + Penalty 1975.678090 = -2477044.852459 nChanged 2283 SP:Iteration 5F (4812.850568 sec): 3 clusters Score: Raw -2480975.425300 + Penalty 1975.678090 = -2478999.747210 nChanged 2054 SP:Iteration 6F (4812.927680 sec): 3 clusters Score: Raw -2482789.631969 + Penalty 1975.678090 = -2480813.953878 nChanged 1584 SP:Iteration 7Q (4813.008443 sec): 3 clusters Score: Raw -2483924.533880 + Penalty 1975.678090 = -2481948.855790 nChanged 1048 SP:Iteration 8Q (4813.094514 sec): 3 clusters Score: Raw -2484446.697083 + Penalty 1975.678090 = -2482471.018993 nChanged 718 SP:Iteration 9Q (4813.177658 sec): 3 clusters Score: Raw -2484721.880763 + Penalty 1975.678090 = -2482746.202673 nChanged 491 SP:Iteration 10Q (4813.263760 sec): 3 clusters Score: Raw -2484907.644230 + Penalty 1975.678090 = -2482931.966140 nChanged 448 SP:Iteration 11Q (4813.347506 sec): 3 clusters Score: Raw -2485067.944070 + Penalty 1975.678090 = -2483092.265980 nChanged 449 SP:Iteration 12Q (4813.427958 sec): 3 clusters Score: Raw -2485233.529091 + Penalty 1975.678090 = -2483257.851001 nChanged 442 SP:Iteration 13Q (4813.506531 sec): 3 clusters Score: Raw -2485398.137602 + Penalty 1975.678090 = -2483422.459512 nChanged 409 SP:Iteration 14Q (4813.583930 sec): 3 clusters Score: Raw -2485541.852232 + Penalty 1975.678090 = -2483566.174142 nChanged 371 SP:Iteration 15Q (4813.652552 sec): 3 clusters Score: Raw -2485664.354676 + Penalty 1975.678090 = -2483688.676586 nChanged 342 SP:Iteration 16Q (4813.705950 sec): 3 clusters Score: Raw -2485776.911869 + Penalty 1975.678090 = -2483801.233779 nChanged 338 SP:Iteration 17Q (4813.753047 sec): 3 clusters Score: Raw -2485893.193589 + Penalty 1975.678090 = -2483917.515499 nChanged 336 SP:Iteration 18Q (4813.841239 sec): 3 clusters Score: Raw -2486014.936773 + Penalty 1975.678090 = -2484039.258682 nChanged 319 SP:Iteration 19Q (4813.915869 sec): 3 clusters Score: Raw -2486135.109346 + Penalty 1975.678090 = -2484159.431256 nChanged 316 SP:Iteration 20F (4813.987563 sec): 3 clusters Score: Raw -2486261.292458 + Penalty 1975.678090 = -2484285.614368 nChanged 317 SP:Iteration 21Q (4814.054243 sec): 3 clusters Score: Raw -2486402.993917 + Penalty 1975.678090 = -2484427.315827 nChanged 315 SP:Iteration 22Q (4814.134861 sec): 3 clusters Score: Raw -2486547.383578 + Penalty 1975.678090 = -2484571.705488 nChanged 281 SP:Iteration 23Q (4814.208056 sec): 3 clusters Score: Raw -2486687.459743 + Penalty 1975.678090 = -2484711.781652 nChanged 233 SP:Iteration 24Q (4814.273185 sec): 3 clusters Score: Raw -2486802.970192 + Penalty 1975.678090 = -2484827.292102 nChanged 191 SP:Iteration 25Q (4814.345345 sec): 3 clusters Score: Raw -2486908.089910 + Penalty 1975.678090 = -2484932.411820 nChanged 152 SP:Iteration 26Q (4814.424715 sec): 3 clusters Score: Raw -2486987.534241 + Penalty 1975.678090 = -2485011.856151 nChanged 135 SP:Iteration 27Q (4814.508157 sec): 3 clusters Score: Raw -2487056.876224 + Penalty 1975.678090 = -2485081.198134 nChanged 123 SP:Iteration 28Q (4814.566680 sec): 3 clusters Score: Raw -2487125.594713 + Penalty 1975.678090 = -2485149.916623 nChanged 110 SP:Iteration 29Q (4814.637353 sec): 3 clusters Score: Raw -2487184.499998 + Penalty 1975.678090 = -2485208.821908 nChanged 97 SP:Iteration 30Q (4814.712767 sec): 3 clusters Score: Raw -2487235.085056 + Penalty 1975.678090 = -2485259.406966 nChanged 73 SP:Iteration 31Q (4814.775990 sec): 3 clusters Score: Raw -2487270.245694 + Penalty 1975.678090 = -2485294.567604 nChanged 59 SP:Iteration 32Q (4814.858607 sec): 3 clusters Score: Raw -2487293.459849 + Penalty 1975.678090 = -2485317.781759 nChanged 45 SP:Iteration 33Q (4814.931354 sec): 3 clusters Score: Raw -2487310.987394 + Penalty 1975.678090 = -2485335.309304 nChanged 41 SP:Iteration 34Q (4815.012061 sec): 3 clusters Score: Raw -2487328.018517 + Penalty 1975.678090 = -2485352.340426 nChanged 36 SP:Iteration 35Q (4815.090891 sec): 3 clusters Score: Raw -2487340.505576 + Penalty 1975.678090 = -2485364.827485 nChanged 27 SP:Iteration 36Q (4815.170732 sec): 3 clusters Score: Raw -2487351.077920 + Penalty 1975.678090 = -2485375.399829 nChanged 27 SP:Iteration 37Q (4815.236124 sec): 3 clusters Score: Raw -2487361.142416 + Penalty 1975.678090 = -2485385.464326 nChanged 25 SP:Iteration 38Q (4815.318637 sec): 3 clusters Score: Raw -2487369.327789 + Penalty 1975.678090 = -2485393.649699 nChanged 23 SP:Iteration 39Q (4815.397083 sec): 3 clusters Score: Raw -2487381.534915 + Penalty 1975.678090 = -2485405.856825 nChanged 23 SP:Iteration 40F (4815.473299 sec): 3 clusters Score: Raw -2487398.926861 + Penalty 1975.678090 = -2485423.248771 nChanged 25 SP:Iteration 41Q (4815.550656 sec): 3 clusters Score: Raw -2487412.056689 + Penalty 1975.678090 = -2485436.378599 nChanged 33 SP:Iteration 42Q (4815.629201 sec): 3 clusters Score: Raw -2487428.262234 + Penalty 1975.678090 = -2485452.584144 nChanged 25 SP:Iteration 43Q (4815.696853 sec): 3 clusters Score: Raw -2487439.167781 + Penalty 1975.678090 = -2485463.489691 nChanged 18 SP:Iteration 44Q (4815.771310 sec): 3 clusters Score: Raw -2487448.583707 + Penalty 1975.678090 = -2485472.905617 nChanged 19 SP:Iteration 45Q (4815.826728 sec): 3 clusters Score: Raw -2487461.326288 + Penalty 1975.678090 = -2485485.648198 nChanged 25 SP:Iteration 46Q (4815.905766 sec): 3 clusters Score: Raw -2487477.158111 + Penalty 1975.678090 = -2485501.480020 nChanged 17 SP:Iteration 47Q (4815.973198 sec): 3 clusters Score: Raw -2487483.074866 + Penalty 1975.678090 = -2485507.396776 nChanged 13 SP:Iteration 48Q (4816.056672 sec): 3 clusters Score: Raw -2487492.214949 + Penalty 1975.678090 = -2485516.536859 nChanged 19 SP:Iteration 49Q (4816.125991 sec): 3 clusters Score: Raw -2487500.770670 + Penalty 1975.678090 = -2485525.092580 nChanged 13 SP:Iteration 50Q (4816.200701 sec): 3 clusters Score: Raw -2487504.580665 + Penalty 1975.678090 = -2485528.902574 nChanged 9 SP:Iteration 51Q (4816.280716 sec): 3 clusters Score: Raw -2487507.902934 + Penalty 1975.678090 = -2485532.224844 nChanged 9 SP:Iteration 52Q (4816.334724 sec): 3 clusters Score: Raw -2487512.386003 + Penalty 1975.678090 = -2485536.707913 nChanged 7 SP:Iteration 53Q (4816.426535 sec): 3 clusters Score: Raw -2487515.011761 + Penalty 1975.678090 = -2485539.333671 nChanged 6 SP:Iteration 54Q (4816.498981 sec): 3 clusters Score: Raw -2487516.676742 + Penalty 1975.678090 = -2485540.998652 nChanged 5 SP:Iteration 55Q (4816.579788 sec): 3 clusters Score: Raw -2487517.888231 + Penalty 1975.678090 = -2485542.210140 nChanged 8 SP:Iteration 56Q (4816.641840 sec): 3 clusters Score: Raw -2487520.340124 + Penalty 1975.678090 = -2485544.662034 nChanged 6 SP:Iteration 57Q (4816.715888 sec): 3 clusters Score: Raw -2487522.178196 + Penalty 1975.678090 = -2485546.500106 nChanged 7 SP:Iteration 58Q (4816.796963 sec): 3 clusters Score: Raw -2487525.634010 + Penalty 1975.678090 = -2485549.955920 nChanged 7 SP:Iteration 59Q (4816.849455 sec): 3 clusters Score: Raw -2487527.941640 + Penalty 1975.678090 = -2485552.263549 nChanged 2 SP:Iteration 60F (4816.899576 sec): 3 clusters Score: Raw -2487529.452638 + Penalty 1975.678090 = -2485553.774548 nChanged 4 SP:Iteration 61Q (4816.944713 sec): 3 clusters Score: Raw -2487530.881571 + Penalty 1975.678090 = -2485555.203481 nChanged 2 SP:Iteration 62Q (4816.989786 sec): 3 clusters Score: Raw -2487531.492562 + Penalty 1975.678090 = -2485555.814472 nChanged 1 SP:Iteration 63Q (4817.035297 sec): 3 clusters Score: Raw -2487531.629246 + Penalty 1975.678090 = -2485555.951156 nChanged 0 SP:Iteration 64F (4817.120056 sec): 3 clusters Score: Raw -2487531.629246 + Penalty 1975.678090 = -2485555.951156 nChanged 0 Trying to split cluster 23 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4817.145748 sec): 2 clusters Score: Raw -97122.717192 + Penalty 689.482229 = -96433.234963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4817.194818 sec): 3 clusters Score: Raw -96493.255053 + Penalty 1378.964459 = -95114.290594 nChanged 563 SP:Iteration 1F (4817.210647 sec): 3 clusters Score: Raw -96885.423759 + Penalty 1378.964459 = -95506.459301 nChanged 103 SP:Iteration 2F (4817.216292 sec): 3 clusters Score: Raw -96966.612196 + Penalty 1378.964459 = -95587.647737 nChanged 63 SP:Iteration 3Q (4817.221850 sec): 3 clusters Score: Raw -97011.250403 + Penalty 1378.964459 = -95632.285944 nChanged 48 SP:Iteration 4Q (4817.227371 sec): 3 clusters Score: Raw -97033.457272 + Penalty 1378.964459 = -95654.492813 nChanged 26 SP:Iteration 5Q (4817.232898 sec): 3 clusters Score: Raw -97045.365710 + Penalty 1378.964459 = -95666.401252 nChanged 22 SP:Iteration 6Q (4817.238385 sec): 3 clusters Score: Raw -97060.037530 + Penalty 1378.964459 = -95681.073071 nChanged 23 SP:Iteration 7Q (4817.244005 sec): 3 clusters Score: Raw -97074.504404 + Penalty 1378.964459 = -95695.539945 nChanged 16 SP:Iteration 8Q (4817.249466 sec): 3 clusters Score: Raw -97084.310782 + Penalty 1378.964459 = -95705.346323 nChanged 16 SP:Iteration 9Q (4817.254928 sec): 3 clusters Score: Raw -97092.034644 + Penalty 1378.964459 = -95713.070185 nChanged 18 SP:Iteration 10Q (4817.260392 sec): 3 clusters Score: Raw -97101.786379 + Penalty 1378.964459 = -95722.821920 nChanged 19 SP:Iteration 11Q (4817.265836 sec): 3 clusters Score: Raw -97109.271149 + Penalty 1378.964459 = -95730.306690 nChanged 16 SP:Iteration 12Q (4817.271346 sec): 3 clusters Score: Raw -97116.729877 + Penalty 1378.964459 = -95737.765418 nChanged 19 SP:Iteration 13Q (4817.276890 sec): 3 clusters Score: Raw -97125.099628 + Penalty 1378.964459 = -95746.135169 nChanged 15 SP:Iteration 14Q (4817.282340 sec): 3 clusters Score: Raw -97130.915526 + Penalty 1378.964459 = -95751.951067 nChanged 14 SP:Iteration 15Q (4817.287822 sec): 3 clusters Score: Raw -97136.061957 + Penalty 1378.964459 = -95757.097498 nChanged 9 SP:Iteration 16Q (4817.293300 sec): 3 clusters Score: Raw -97138.225072 + Penalty 1378.964459 = -95759.260614 nChanged 7 SP:Iteration 17Q (4817.298773 sec): 3 clusters Score: Raw -97141.655896 + Penalty 1378.964459 = -95762.691438 nChanged 12 SP:Iteration 18Q (4817.304204 sec): 3 clusters Score: Raw -97146.811842 + Penalty 1378.964459 = -95767.847383 nChanged 10 SP:Iteration 19Q (4817.341257 sec): 3 clusters Score: Raw -97151.767876 + Penalty 1378.964459 = -95772.803417 nChanged 12 SP:Iteration 20F (4817.394510 sec): 3 clusters Score: Raw -97157.217245 + Penalty 1378.964459 = -95778.252787 nChanged 14 SP:Iteration 21Q (4817.429555 sec): 3 clusters Score: Raw -97163.041874 + Penalty 1378.964459 = -95784.077415 nChanged 9 SP:Iteration 22Q (4817.483049 sec): 3 clusters Score: Raw -97166.161262 + Penalty 1378.964459 = -95787.196803 nChanged 11 SP:Iteration 23Q (4817.519689 sec): 3 clusters Score: Raw -97171.021819 + Penalty 1378.964459 = -95792.057360 nChanged 10 SP:Iteration 24Q (4817.564044 sec): 3 clusters Score: Raw -97176.129185 + Penalty 1378.964459 = -95797.164726 nChanged 10 SP:Iteration 25Q (4817.602466 sec): 3 clusters Score: Raw -97180.817112 + Penalty 1378.964459 = -95801.852653 nChanged 10 SP:Iteration 26Q (4817.632338 sec): 3 clusters Score: Raw -97184.633210 + Penalty 1378.964459 = -95805.668751 nChanged 9 SP:Iteration 27Q (4817.676824 sec): 3 clusters Score: Raw -97188.869187 + Penalty 1378.964459 = -95809.904728 nChanged 16 SP:Iteration 28Q (4817.722175 sec): 3 clusters Score: Raw -97198.753482 + Penalty 1378.964459 = -95819.789023 nChanged 13 SP:Iteration 29Q (4817.749125 sec): 3 clusters Score: Raw -97205.856903 + Penalty 1378.964459 = -95826.892445 nChanged 12 SP:Iteration 30Q (4817.785169 sec): 3 clusters Score: Raw -97214.031101 + Penalty 1378.964459 = -95835.066642 nChanged 16 SP:Iteration 31Q (4817.825531 sec): 3 clusters Score: Raw -97224.956686 + Penalty 1378.964459 = -95845.992227 nChanged 18 SP:Iteration 32Q (4817.874451 sec): 3 clusters Score: Raw -97237.334209 + Penalty 1378.964459 = -95858.369751 nChanged 12 SP:Iteration 33Q (4817.924303 sec): 3 clusters Score: Raw -97244.917211 + Penalty 1378.964459 = -95865.952752 nChanged 12 SP:Iteration 34Q (4817.969905 sec): 3 clusters Score: Raw -97250.164632 + Penalty 1378.964459 = -95871.200174 nChanged 10 SP:Iteration 35Q (4817.998367 sec): 3 clusters Score: Raw -97256.853790 + Penalty 1378.964459 = -95877.889331 nChanged 13 SP:Iteration 36Q (4818.034551 sec): 3 clusters Score: Raw -97263.820101 + Penalty 1378.964459 = -95884.855642 nChanged 8 SP:Iteration 37Q (4818.065538 sec): 3 clusters Score: Raw -97270.311041 + Penalty 1378.964459 = -95891.346582 nChanged 8 SP:Iteration 38Q (4818.100963 sec): 3 clusters Score: Raw -97274.802772 + Penalty 1378.964459 = -95895.838313 nChanged 9 SP:Iteration 39Q (4818.141335 sec): 3 clusters Score: Raw -97279.800741 + Penalty 1378.964459 = -95900.836283 nChanged 6 SP:Iteration 40F (4818.173167 sec): 3 clusters Score: Raw -97281.884483 + Penalty 1378.964459 = -95902.920025 nChanged 5 SP:Iteration 41Q (4818.211714 sec): 3 clusters Score: Raw -97283.906709 + Penalty 1378.964459 = -95904.942250 nChanged 2 SP:Iteration 42Q (4818.244409 sec): 3 clusters Score: Raw -97284.394065 + Penalty 1378.964459 = -95905.429606 nChanged 0 SP:Iteration 43F (4818.279002 sec): 3 clusters Score: Raw -97284.394065 + Penalty 1378.964459 = -95905.429606 nChanged 0 Trying to split cluster 24 (3541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4818.304182 sec): 2 clusters Score: Raw -260213.169607 + Penalty 776.355623 = -259436.813984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4818.349213 sec): 3 clusters Score: Raw -258366.817168 + Penalty 1552.711246 = -256814.105922 nChanged 1468 SP:Iteration 1F (4818.396496 sec): 3 clusters Score: Raw -259174.815033 + Penalty 1552.711246 = -257622.103787 nChanged 243 SP:Iteration 2F (4818.441689 sec): 3 clusters Score: Raw -259319.795693 + Penalty 1552.711246 = -257767.084447 nChanged 205 SP:Iteration 3F (4818.476188 sec): 3 clusters Score: Raw -259452.578707 + Penalty 1552.711246 = -257899.867462 nChanged 210 SP:Iteration 4F (4818.512124 sec): 3 clusters Score: Raw -259583.645216 + Penalty 1552.711246 = -258030.933970 nChanged 174 SP:Iteration 5Q (4818.565831 sec): 3 clusters Score: Raw -259688.094245 + Penalty 1552.711246 = -258135.382999 nChanged 156 SP:Iteration 6Q (4818.602275 sec): 3 clusters Score: Raw -259789.155565 + Penalty 1552.711246 = -258236.444319 nChanged 149 SP:Iteration 7Q (4818.645697 sec): 3 clusters Score: Raw -259872.842636 + Penalty 1552.711246 = -258320.131390 nChanged 119 SP:Iteration 8Q (4818.690063 sec): 3 clusters Score: Raw -259940.659457 + Penalty 1552.711246 = -258387.948211 nChanged 124 SP:Iteration 9Q (4818.742957 sec): 3 clusters Score: Raw -260015.793292 + Penalty 1552.711246 = -258463.082046 nChanged 112 SP:Iteration 10Q (4818.786102 sec): 3 clusters Score: Raw -260084.595740 + Penalty 1552.711246 = -258531.884494 nChanged 79 SP:Iteration 11Q (4818.827142 sec): 3 clusters Score: Raw -260132.995812 + Penalty 1552.711246 = -258580.284566 nChanged 76 SP:Iteration 12Q (4818.873043 sec): 3 clusters Score: Raw -260175.251046 + Penalty 1552.711246 = -258622.539800 nChanged 75 SP:Iteration 13Q (4818.914864 sec): 3 clusters Score: Raw -260214.218238 + Penalty 1552.711246 = -258661.506992 nChanged 66 SP:Iteration 14Q (4818.962012 sec): 3 clusters Score: Raw -260248.798535 + Penalty 1552.711246 = -258696.087290 nChanged 66 SP:Iteration 15Q (4818.995405 sec): 3 clusters Score: Raw -260293.072473 + Penalty 1552.711246 = -258740.361227 nChanged 65 SP:Iteration 16Q (4819.028945 sec): 3 clusters Score: Raw -260343.232466 + Penalty 1552.711246 = -258790.521220 nChanged 60 SP:Iteration 17Q (4819.065971 sec): 3 clusters Score: Raw -260392.333322 + Penalty 1552.711246 = -258839.622076 nChanged 45 SP:Iteration 18Q (4819.110262 sec): 3 clusters Score: Raw -260432.850735 + Penalty 1552.711246 = -258880.139490 nChanged 31 SP:Iteration 19Q (4819.156279 sec): 3 clusters Score: Raw -260463.808176 + Penalty 1552.711246 = -258911.096930 nChanged 23 SP:Iteration 20F (4819.197466 sec): 3 clusters Score: Raw -260480.605981 + Penalty 1552.711246 = -258927.894735 nChanged 11 SP:Iteration 21Q (4819.240037 sec): 3 clusters Score: Raw -260487.782141 + Penalty 1552.711246 = -258935.070895 nChanged 7 SP:Iteration 22Q (4819.285545 sec): 3 clusters Score: Raw -260492.333277 + Penalty 1552.711246 = -258939.622031 nChanged 6 SP:Iteration 23Q (4819.336378 sec): 3 clusters Score: Raw -260498.455436 + Penalty 1552.711246 = -258945.744191 nChanged 8 SP:Iteration 24Q (4819.383409 sec): 3 clusters Score: Raw -260503.003855 + Penalty 1552.711246 = -258950.292609 nChanged 6 SP:Iteration 25Q (4819.437046 sec): 3 clusters Score: Raw -260507.587828 + Penalty 1552.711246 = -258954.876582 nChanged 2 SP:Iteration 26Q (4819.477829 sec): 3 clusters Score: Raw -260509.016454 + Penalty 1552.711246 = -258956.305208 nChanged 4 SP:Iteration 27Q (4819.519807 sec): 3 clusters Score: Raw -260513.771469 + Penalty 1552.711246 = -258961.060223 nChanged 3 SP:Iteration 28Q (4819.563613 sec): 3 clusters Score: Raw -260516.926303 + Penalty 1552.711246 = -258964.215057 nChanged 4 SP:Iteration 29Q (4819.594934 sec): 3 clusters Score: Raw -260520.516636 + Penalty 1552.711246 = -258967.805390 nChanged 3 SP:Iteration 30Q (4819.645234 sec): 3 clusters Score: Raw -260522.769519 + Penalty 1552.711246 = -258970.058273 nChanged 3 SP:Iteration 31Q (4819.682151 sec): 3 clusters Score: Raw -260525.329356 + Penalty 1552.711246 = -258972.618110 nChanged 0 SP:Iteration 32F (4819.722682 sec): 3 clusters Score: Raw -260525.329356 + Penalty 1552.711246 = -258972.618110 nChanged 0 Iteration 419Q (4822.125439 sec): 25 clusters Score: Raw -25401458.405224 + Penalty 29149.392721 = -25372309.012503 nChanged 33 Iteration 420F (4826.319255 sec): 25 clusters Score: Raw -25401459.042525 + Penalty 29149.392721 = -25372309.649804 nChanged 29 Iteration 421Q (4828.633089 sec): 25 clusters Score: Raw -25401459.474011 + Penalty 29149.392721 = -25372310.081290 nChanged 20 Iteration 422Q (4831.034360 sec): 25 clusters Score: Raw -25401459.793077 + Penalty 29149.392721 = -25372310.400357 nChanged 18 Iteration 423Q (4833.456699 sec): 25 clusters Score: Raw -25401460.249805 + Penalty 29149.392721 = -25372310.857084 nChanged 29 Iteration 424Q (4835.954493 sec): 25 clusters Score: Raw -25401461.042409 + Penalty 29149.392721 = -25372311.649688 nChanged 38 Iteration 425Q (4838.339277 sec): 25 clusters Score: Raw -25401462.272457 + Penalty 29149.392721 = -25372312.879736 nChanged 45 Iteration 426Q (4840.747066 sec): 25 clusters Score: Raw -25401463.642428 + Penalty 29149.392721 = -25372314.249708 nChanged 47 Iteration 427Q (4843.182162 sec): 25 clusters Score: Raw -25401464.923413 + Penalty 29149.392721 = -25372315.530692 nChanged 53 Iteration 428Q (4845.575492 sec): 25 clusters Score: Raw -25401466.150591 + Penalty 29149.392721 = -25372316.757870 nChanged 53 Iteration 429Q (4848.264981 sec): 25 clusters Score: Raw -25401467.253482 + Penalty 29149.392721 = -25372317.860761 nChanged 38 Iteration 430Q (4850.959688 sec): 25 clusters Score: Raw -25401467.978291 + Penalty 29149.392721 = -25372318.585570 nChanged 30 Iteration 431Q (4853.460989 sec): 25 clusters Score: Raw -25401468.610434 + Penalty 29149.392721 = -25372319.217713 nChanged 38 Iteration 432Q (4856.067677 sec): 25 clusters Score: Raw -25401469.257533 + Penalty 29149.392721 = -25372319.864812 nChanged 36 Iteration 433Q (4858.733831 sec): 25 clusters Score: Raw -25401469.688236 + Penalty 29149.392721 = -25372320.295515 nChanged 36 Iteration 434Q (4861.311787 sec): 25 clusters Score: Raw -25401470.703394 + Penalty 29149.392721 = -25372321.310674 nChanged 41 Iteration 435Q (4863.943821 sec): 25 clusters Score: Raw -25401471.543290 + Penalty 29149.392721 = -25372322.150570 nChanged 41 Iteration 436Q (4866.571442 sec): 25 clusters Score: Raw -25401472.595943 + Penalty 29149.392721 = -25372323.203222 nChanged 47 Iteration 437Q (4869.203735 sec): 25 clusters Score: Raw -25401473.413505 + Penalty 29149.392721 = -25372324.020784 nChanged 43 Iteration 438Q (4871.844625 sec): 25 clusters Score: Raw -25401474.128641 + Penalty 29149.392721 = -25372324.735920 nChanged 40 Iteration 439Q (4874.472072 sec): 25 clusters Score: Raw -25401474.773606 + Penalty 29149.392721 = -25372325.380885 nChanged 34 Iteration 440F (4878.847223 sec): 25 clusters Score: Raw -25401475.282246 + Penalty 29149.392721 = -25372325.889526 nChanged 44 Iteration 441Q (4881.471704 sec): 25 clusters Score: Raw -25401476.211946 + Penalty 29149.392721 = -25372326.819225 nChanged 42 Iteration 442Q (4884.052610 sec): 25 clusters Score: Raw -25401476.945096 + Penalty 29149.392721 = -25372327.552375 nChanged 31 Iteration 443Q (4886.720825 sec): 25 clusters Score: Raw -25401477.623847 + Penalty 29149.392721 = -25372328.231126 nChanged 40 Iteration 444Q (4889.286283 sec): 25 clusters Score: Raw -25401478.579780 + Penalty 29149.392721 = -25372329.187059 nChanged 48 Iteration 445Q (4891.958305 sec): 25 clusters Score: Raw -25401479.765910 + Penalty 29149.392721 = -25372330.373189 nChanged 38 Iteration 446Q (4894.589589 sec): 25 clusters Score: Raw -25401480.344984 + Penalty 29149.392721 = -25372330.952263 nChanged 33 Iteration 447Q (4897.181520 sec): 25 clusters Score: Raw -25401480.970389 + Penalty 29149.392721 = -25372331.577668 nChanged 26 Iteration 448Q (4899.814302 sec): 25 clusters Score: Raw -25401481.715674 + Penalty 29149.392721 = -25372332.322954 nChanged 29 Iteration 449Q (4902.426496 sec): 25 clusters Score: Raw -25401482.429034 + Penalty 29149.392721 = -25372333.036313 nChanged 37 Iteration 450Q (4905.061664 sec): 25 clusters Score: Raw -25401483.334732 + Penalty 29149.392721 = -25372333.942011 nChanged 40 Iteration 451Q (4907.719857 sec): 25 clusters Score: Raw -25401484.342326 + Penalty 29149.392721 = -25372334.949605 nChanged 33 Iteration 452Q (4910.428492 sec): 25 clusters Score: Raw -25401485.194536 + Penalty 29149.392721 = -25372335.801815 nChanged 45 Iteration 453Q (4913.060423 sec): 25 clusters Score: Raw -25401486.330793 + Penalty 29149.392721 = -25372336.938073 nChanged 47 Iteration 454Q (4915.685899 sec): 25 clusters Score: Raw -25401487.227526 + Penalty 29149.392721 = -25372337.834805 nChanged 40 Iteration 455Q (4918.351560 sec): 25 clusters Score: Raw -25401487.892219 + Penalty 29149.392721 = -25372338.499498 nChanged 33 Iteration 456Q (4921.015082 sec): 25 clusters Score: Raw -25401488.489970 + Penalty 29149.392721 = -25372339.097249 nChanged 37 Iteration 457Q (4923.646442 sec): 25 clusters Score: Raw -25401489.194048 + Penalty 29149.392721 = -25372339.801327 nChanged 44 Iteration 458Q (4926.214380 sec): 25 clusters Score: Raw -25401490.211812 + Penalty 29149.392721 = -25372340.819091 nChanged 45 Writing temp clu file Because OldScore, -25372339.801327, is greater than current (better) Score,-25372340.819091 Compute initial score before splitting: Score: Raw -25401490.211812 + Penalty 29149.392721 = -25372340.819091 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4926.291091 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4926.338780 sec): 3 clusters Score: Raw -170949.388804 + Penalty 1457.912393 = -169491.476411 nChanged 866 SP:Iteration 1F (4926.347020 sec): 3 clusters Score: Raw -171462.057556 + Penalty 1457.912393 = -170004.145163 nChanged 184 SP:Iteration 2F (4926.355141 sec): 3 clusters Score: Raw -171584.940883 + Penalty 1457.912393 = -170127.028490 nChanged 124 SP:Iteration 3F (4926.363199 sec): 3 clusters Score: Raw -171671.986029 + Penalty 1457.912393 = -170214.073636 nChanged 107 SP:Iteration 4Q (4926.371198 sec): 3 clusters Score: Raw -171771.731194 + Penalty 1457.912393 = -170313.818801 nChanged 96 SP:Iteration 5Q (4926.379250 sec): 3 clusters Score: Raw -171849.909604 + Penalty 1457.912393 = -170391.997211 nChanged 83 SP:Iteration 6Q (4926.387228 sec): 3 clusters Score: Raw -171917.016720 + Penalty 1457.912393 = -170459.104327 nChanged 77 SP:Iteration 7Q (4926.395268 sec): 3 clusters Score: Raw -171984.932174 + Penalty 1457.912393 = -170527.019781 nChanged 79 SP:Iteration 8Q (4926.403268 sec): 3 clusters Score: Raw -172056.207887 + Penalty 1457.912393 = -170598.295494 nChanged 89 SP:Iteration 9Q (4926.462419 sec): 3 clusters Score: Raw -172135.590011 + Penalty 1457.912393 = -170677.677618 nChanged 64 SP:Iteration 10Q (4926.502761 sec): 3 clusters Score: Raw -172175.358639 + Penalty 1457.912393 = -170717.446246 nChanged 43 SP:Iteration 11Q (4926.554733 sec): 3 clusters Score: Raw -172197.325914 + Penalty 1457.912393 = -170739.413521 nChanged 39 SP:Iteration 12Q (4926.605413 sec): 3 clusters Score: Raw -172216.574446 + Penalty 1457.912393 = -170758.662053 nChanged 29 SP:Iteration 13Q (4926.648067 sec): 3 clusters Score: Raw -172230.156848 + Penalty 1457.912393 = -170772.244455 nChanged 23 SP:Iteration 14Q (4926.698709 sec): 3 clusters Score: Raw -172240.674095 + Penalty 1457.912393 = -170782.761702 nChanged 20 SP:Iteration 15Q (4926.749673 sec): 3 clusters Score: Raw -172247.707623 + Penalty 1457.912393 = -170789.795230 nChanged 8 SP:Iteration 16Q (4926.800107 sec): 3 clusters Score: Raw -172250.185906 + Penalty 1457.912393 = -170792.273513 nChanged 6 SP:Iteration 17Q (4926.851066 sec): 3 clusters Score: Raw -172252.667847 + Penalty 1457.912393 = -170794.755454 nChanged 8 SP:Iteration 18Q (4926.901682 sec): 3 clusters Score: Raw -172254.695731 + Penalty 1457.912393 = -170796.783338 nChanged 5 SP:Iteration 19Q (4926.953376 sec): 3 clusters Score: Raw -172255.840939 + Penalty 1457.912393 = -170797.928546 nChanged 4 SP:Iteration 20F (4927.000305 sec): 3 clusters Score: Raw -172256.748405 + Penalty 1457.912393 = -170798.836012 nChanged 3 SP:Iteration 21Q (4927.043716 sec): 3 clusters Score: Raw -172257.450173 + Penalty 1457.912393 = -170799.537780 nChanged 1 SP:Iteration 22Q (4927.098379 sec): 3 clusters Score: Raw -172257.613920 + Penalty 1457.912393 = -170799.701527 nChanged 2 SP:Iteration 23Q (4927.137650 sec): 3 clusters Score: Raw -172258.589753 + Penalty 1457.912393 = -170800.677360 nChanged 4 SP:Iteration 24Q (4927.189103 sec): 3 clusters Score: Raw -172260.849408 + Penalty 1457.912393 = -170802.937015 nChanged 8 SP:Iteration 25Q (4927.240376 sec): 3 clusters Score: Raw -172263.526048 + Penalty 1457.912393 = -170805.613655 nChanged 5 SP:Iteration 26Q (4927.284373 sec): 3 clusters Score: Raw -172265.191477 + Penalty 1457.912393 = -170807.279084 nChanged 3 SP:Iteration 27Q (4927.326085 sec): 3 clusters Score: Raw -172265.791921 + Penalty 1457.912393 = -170807.879528 nChanged 0 SP:Iteration 28F (4927.376076 sec): 3 clusters Score: Raw -172265.791921 + Penalty 1457.912393 = -170807.879528 nChanged 0 Trying to split cluster 2 (27818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4927.428566 sec): 2 clusters Score: Raw -2042320.533984 + Penalty 972.176664 = -2041348.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4927.518150 sec): 3 clusters Score: Raw -2024675.605689 + Penalty 1944.353329 = -2022731.252361 nChanged 13065 SP:Iteration 1F (4927.591274 sec): 3 clusters Score: Raw -2032233.340772 + Penalty 1944.353329 = -2030288.987444 nChanged 1308 SP:Iteration 2Q (4927.674062 sec): 3 clusters Score: Raw -2032752.454624 + Penalty 1944.353329 = -2030808.101296 nChanged 1407 SP:Iteration 3F (4927.753685 sec): 3 clusters Score: Raw -2033406.565750 + Penalty 1944.353329 = -2031462.212421 nChanged 1514 SP:Iteration 4F (4927.837268 sec): 3 clusters Score: Raw -2034250.537504 + Penalty 1944.353329 = -2032306.184175 nChanged 1636 SP:Iteration 5F (4927.919014 sec): 3 clusters Score: Raw -2035322.996703 + Penalty 1944.353329 = -2033378.643375 nChanged 1807 SP:Iteration 6F (4928.000860 sec): 3 clusters Score: Raw -2036651.839518 + Penalty 1944.353329 = -2034707.486189 nChanged 1747 SP:Iteration 7F (4928.077395 sec): 3 clusters Score: Raw -2037914.459134 + Penalty 1944.353329 = -2035970.105805 nChanged 1482 SP:Iteration 8F (4928.156888 sec): 3 clusters Score: Raw -2038876.644862 + Penalty 1944.353329 = -2036932.291533 nChanged 1110 SP:Iteration 9Q (4928.235090 sec): 3 clusters Score: Raw -2039445.729303 + Penalty 1944.353329 = -2037501.375974 nChanged 835 SP:Iteration 10Q (4928.312289 sec): 3 clusters Score: Raw -2039795.593887 + Penalty 1944.353329 = -2037851.240558 nChanged 620 SP:Iteration 11Q (4928.390072 sec): 3 clusters Score: Raw -2040039.792967 + Penalty 1944.353329 = -2038095.439638 nChanged 544 SP:Iteration 12Q (4928.467549 sec): 3 clusters Score: Raw -2040240.265005 + Penalty 1944.353329 = -2038295.911676 nChanged 462 SP:Iteration 13Q (4928.544134 sec): 3 clusters Score: Raw -2040405.478770 + Penalty 1944.353329 = -2038461.125441 nChanged 419 SP:Iteration 14Q (4928.620993 sec): 3 clusters Score: Raw -2040561.791028 + Penalty 1944.353329 = -2038617.437699 nChanged 392 SP:Iteration 15Q (4928.699031 sec): 3 clusters Score: Raw -2040702.949727 + Penalty 1944.353329 = -2038758.596398 nChanged 393 SP:Iteration 16Q (4928.774669 sec): 3 clusters Score: Raw -2040863.139975 + Penalty 1944.353329 = -2038918.786646 nChanged 405 SP:Iteration 17Q (4928.851272 sec): 3 clusters Score: Raw -2041040.721594 + Penalty 1944.353329 = -2039096.368265 nChanged 384 SP:Iteration 18Q (4928.926443 sec): 3 clusters Score: Raw -2041203.140462 + Penalty 1944.353329 = -2039258.787134 nChanged 353 SP:Iteration 19Q (4928.998525 sec): 3 clusters Score: Raw -2041367.511445 + Penalty 1944.353329 = -2039423.158116 nChanged 342 SP:Iteration 20F (4929.081514 sec): 3 clusters Score: Raw -2041544.567471 + Penalty 1944.353329 = -2039600.214142 nChanged 285 SP:Iteration 21Q (4929.148192 sec): 3 clusters Score: Raw -2041695.269027 + Penalty 1944.353329 = -2039750.915698 nChanged 249 SP:Iteration 22Q (4929.221910 sec): 3 clusters Score: Raw -2041829.571007 + Penalty 1944.353329 = -2039885.217678 nChanged 231 SP:Iteration 23Q (4929.296655 sec): 3 clusters Score: Raw -2041958.052618 + Penalty 1944.353329 = -2040013.699289 nChanged 180 SP:Iteration 24Q (4929.372077 sec): 3 clusters Score: Raw -2042046.455811 + Penalty 1944.353329 = -2040102.102482 nChanged 178 SP:Iteration 25Q (4929.446625 sec): 3 clusters Score: Raw -2042140.605734 + Penalty 1944.353329 = -2040196.252406 nChanged 151 SP:Iteration 26Q (4929.530222 sec): 3 clusters Score: Raw -2042220.296695 + Penalty 1944.353329 = -2040275.943366 nChanged 106 SP:Iteration 27Q (4929.595836 sec): 3 clusters Score: Raw -2042273.718593 + Penalty 1944.353329 = -2040329.365264 nChanged 81 SP:Iteration 28Q (4929.669643 sec): 3 clusters Score: Raw -2042317.038575 + Penalty 1944.353329 = -2040372.685247 nChanged 76 SP:Iteration 29Q (4929.735276 sec): 3 clusters Score: Raw -2042362.327411 + Penalty 1944.353329 = -2040417.974083 nChanged 69 SP:Iteration 30Q (4929.815467 sec): 3 clusters Score: Raw -2042392.876501 + Penalty 1944.353329 = -2040448.523173 nChanged 49 SP:Iteration 31Q (4929.892964 sec): 3 clusters Score: Raw -2042420.411280 + Penalty 1944.353329 = -2040476.057952 nChanged 50 SP:Iteration 32Q (4929.959026 sec): 3 clusters Score: Raw -2042448.876245 + Penalty 1944.353329 = -2040504.522916 nChanged 37 SP:Iteration 33Q (4930.032316 sec): 3 clusters Score: Raw -2042468.331215 + Penalty 1944.353329 = -2040523.977886 nChanged 36 SP:Iteration 34Q (4930.108615 sec): 3 clusters Score: Raw -2042482.866218 + Penalty 1944.353329 = -2040538.512889 nChanged 28 SP:Iteration 35Q (4930.158548 sec): 3 clusters Score: Raw -2042493.636371 + Penalty 1944.353329 = -2040549.283042 nChanged 21 SP:Iteration 36Q (4930.246593 sec): 3 clusters Score: Raw -2042502.102573 + Penalty 1944.353329 = -2040557.749245 nChanged 17 SP:Iteration 37Q (4930.321019 sec): 3 clusters Score: Raw -2042507.569863 + Penalty 1944.353329 = -2040563.216535 nChanged 15 SP:Iteration 38Q (4930.375323 sec): 3 clusters Score: Raw -2042513.050861 + Penalty 1944.353329 = -2040568.697532 nChanged 16 SP:Iteration 39Q (4930.448748 sec): 3 clusters Score: Raw -2042518.983710 + Penalty 1944.353329 = -2040574.630381 nChanged 15 SP:Iteration 40F (4930.521304 sec): 3 clusters Score: Raw -2042526.196690 + Penalty 1944.353329 = -2040581.843361 nChanged 15 SP:Iteration 41Q (4930.597799 sec): 3 clusters Score: Raw -2042532.361224 + Penalty 1944.353329 = -2040588.007895 nChanged 13 SP:Iteration 42Q (4930.659501 sec): 3 clusters Score: Raw -2042538.499421 + Penalty 1944.353329 = -2040594.146092 nChanged 7 SP:Iteration 43Q (4930.719836 sec): 3 clusters Score: Raw -2042540.719734 + Penalty 1944.353329 = -2040596.366405 nChanged 7 SP:Iteration 44Q (4930.796018 sec): 3 clusters Score: Raw -2042544.584437 + Penalty 1944.353329 = -2040600.231109 nChanged 9 SP:Iteration 45Q (4930.876582 sec): 3 clusters Score: Raw -2042551.786054 + Penalty 1944.353329 = -2040607.432725 nChanged 10 SP:Iteration 46Q (4930.944495 sec): 3 clusters Score: Raw -2042558.925724 + Penalty 1944.353329 = -2040614.572396 nChanged 9 SP:Iteration 47Q (4931.012468 sec): 3 clusters Score: Raw -2042561.954693 + Penalty 1944.353329 = -2040617.601364 nChanged 2 SP:Iteration 48Q (4931.083723 sec): 3 clusters Score: Raw -2042563.139867 + Penalty 1944.353329 = -2040618.786538 nChanged 1 SP:Iteration 49Q (4931.157501 sec): 3 clusters Score: Raw -2042563.318047 + Penalty 1944.353329 = -2040618.964719 nChanged 0 SP:Iteration 50F (4931.230340 sec): 3 clusters Score: Raw -2042563.318047 + Penalty 1944.353329 = -2040618.964719 nChanged 0 Trying to split cluster 3 (4974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4931.257124 sec): 2 clusters Score: Raw -371443.807991 + Penalty 808.638064 = -370635.169927 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4931.309924 sec): 3 clusters Score: Raw -368700.554281 + Penalty 1617.276129 = -367083.278153 nChanged 2115 SP:Iteration 1F (4931.364614 sec): 3 clusters Score: Raw -369820.633376 + Penalty 1617.276129 = -368203.357247 nChanged 295 SP:Iteration 2F (4931.414712 sec): 3 clusters Score: Raw -369933.073535 + Penalty 1617.276129 = -368315.797406 nChanged 221 SP:Iteration 3Q (4931.467892 sec): 3 clusters Score: Raw -370028.594880 + Penalty 1617.276129 = -368411.318751 nChanged 201 SP:Iteration 4Q (4931.510800 sec): 3 clusters Score: Raw -370098.539334 + Penalty 1617.276129 = -368481.263205 nChanged 162 SP:Iteration 5Q (4931.564302 sec): 3 clusters Score: Raw -370158.683042 + Penalty 1617.276129 = -368541.406913 nChanged 168 SP:Iteration 6Q (4931.617682 sec): 3 clusters Score: Raw -370219.038124 + Penalty 1617.276129 = -368601.761995 nChanged 160 SP:Iteration 7Q (4931.664496 sec): 3 clusters Score: Raw -370277.554317 + Penalty 1617.276129 = -368660.278188 nChanged 178 SP:Iteration 8Q (4931.718010 sec): 3 clusters Score: Raw -370358.036126 + Penalty 1617.276129 = -368740.759997 nChanged 220 SP:Iteration 9Q (4931.761281 sec): 3 clusters Score: Raw -370487.912833 + Penalty 1617.276129 = -368870.636704 nChanged 262 SP:Iteration 10F (4931.814114 sec): 3 clusters Score: Raw -370698.042536 + Penalty 1617.276129 = -369080.766407 nChanged 289 SP:Iteration 11F (4931.853598 sec): 3 clusters Score: Raw -370942.091624 + Penalty 1617.276129 = -369324.815495 nChanged 270 SP:Iteration 12F (4931.916319 sec): 3 clusters Score: Raw -371186.698125 + Penalty 1617.276129 = -369569.421996 nChanged 178 SP:Iteration 13Q (4931.956933 sec): 3 clusters Score: Raw -371362.313147 + Penalty 1617.276129 = -369745.037018 nChanged 129 SP:Iteration 14Q (4932.001142 sec): 3 clusters Score: Raw -371474.832273 + Penalty 1617.276129 = -369857.556144 nChanged 97 SP:Iteration 15Q (4932.046432 sec): 3 clusters Score: Raw -371556.271796 + Penalty 1617.276129 = -369938.995667 nChanged 59 SP:Iteration 16Q (4932.075695 sec): 3 clusters Score: Raw -371596.597724 + Penalty 1617.276129 = -369979.321595 nChanged 42 SP:Iteration 17Q (4932.101538 sec): 3 clusters Score: Raw -371624.671385 + Penalty 1617.276129 = -370007.395257 nChanged 27 SP:Iteration 18Q (4932.123863 sec): 3 clusters Score: Raw -371636.234018 + Penalty 1617.276129 = -370018.957889 nChanged 13 SP:Iteration 19Q (4932.153659 sec): 3 clusters Score: Raw -371640.758242 + Penalty 1617.276129 = -370023.482113 nChanged 9 SP:Iteration 20F (4932.188237 sec): 3 clusters Score: Raw -371644.997177 + Penalty 1617.276129 = -370027.721048 nChanged 14 SP:Iteration 21Q (4932.222661 sec): 3 clusters Score: Raw -371649.486680 + Penalty 1617.276129 = -370032.210551 nChanged 11 SP:Iteration 22Q (4932.273980 sec): 3 clusters Score: Raw -371654.014244 + Penalty 1617.276129 = -370036.738116 nChanged 10 SP:Iteration 23Q (4932.314113 sec): 3 clusters Score: Raw -371659.395989 + Penalty 1617.276129 = -370042.119860 nChanged 8 SP:Iteration 24Q (4932.371471 sec): 3 clusters Score: Raw -371661.875767 + Penalty 1617.276129 = -370044.599639 nChanged 6 SP:Iteration 25Q (4932.412378 sec): 3 clusters Score: Raw -371663.461108 + Penalty 1617.276129 = -370046.184980 nChanged 4 SP:Iteration 26Q (4932.466046 sec): 3 clusters Score: Raw -371664.637774 + Penalty 1617.276129 = -370047.361645 nChanged 5 SP:Iteration 27Q (4932.517966 sec): 3 clusters Score: Raw -371667.319755 + Penalty 1617.276129 = -370050.043626 nChanged 5 SP:Iteration 28Q (4932.564551 sec): 3 clusters Score: Raw -371668.402333 + Penalty 1617.276129 = -370051.126204 nChanged 4 SP:Iteration 29Q (4932.616272 sec): 3 clusters Score: Raw -371669.272344 + Penalty 1617.276129 = -370051.996216 nChanged 2 SP:Iteration 30Q (4932.668789 sec): 3 clusters Score: Raw -371669.671092 + Penalty 1617.276129 = -370052.394964 nChanged 1 SP:Iteration 31Q (4932.711296 sec): 3 clusters Score: Raw -371669.805910 + Penalty 1617.276129 = -370052.529781 nChanged 2 SP:Iteration 32Q (4932.763703 sec): 3 clusters Score: Raw -371670.502160 + Penalty 1617.276129 = -370053.226032 nChanged 0 SP:Iteration 33F (4932.816965 sec): 3 clusters Score: Raw -371670.502160 + Penalty 1617.276129 = -370053.226032 nChanged 0 Trying to split cluster 4 (3493 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4932.843905 sec): 2 clusters Score: Raw -255688.318406 + Penalty 775.059043 = -254913.259363 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4932.897698 sec): 3 clusters Score: Raw -253873.634335 + Penalty 1550.118087 = -252323.516248 nChanged 1435 SP:Iteration 1F (4932.957538 sec): 3 clusters Score: Raw -254647.098940 + Penalty 1550.118087 = -253096.980853 nChanged 260 SP:Iteration 2F (4932.992715 sec): 3 clusters Score: Raw -254826.406953 + Penalty 1550.118087 = -253276.288867 nChanged 234 SP:Iteration 3F (4933.048817 sec): 3 clusters Score: Raw -255015.971750 + Penalty 1550.118087 = -253465.853663 nChanged 236 SP:Iteration 4F (4933.080388 sec): 3 clusters Score: Raw -255202.424288 + Penalty 1550.118087 = -253652.306201 nChanged 208 SP:Iteration 5F (4933.124450 sec): 3 clusters Score: Raw -255337.501249 + Penalty 1550.118087 = -253787.383163 nChanged 148 SP:Iteration 6Q (4933.172725 sec): 3 clusters Score: Raw -255438.082450 + Penalty 1550.118087 = -253887.964363 nChanged 137 SP:Iteration 7Q (4933.224074 sec): 3 clusters Score: Raw -255520.498308 + Penalty 1550.118087 = -253970.380222 nChanged 112 SP:Iteration 8Q (4933.274893 sec): 3 clusters Score: Raw -255584.813913 + Penalty 1550.118087 = -254034.695826 nChanged 99 SP:Iteration 9Q (4933.319983 sec): 3 clusters Score: Raw -255642.594496 + Penalty 1550.118087 = -254092.476410 nChanged 67 SP:Iteration 10Q (4933.372038 sec): 3 clusters Score: Raw -255677.954961 + Penalty 1550.118087 = -254127.836875 nChanged 42 SP:Iteration 11Q (4933.412498 sec): 3 clusters Score: Raw -255700.517870 + Penalty 1550.118087 = -254150.399784 nChanged 44 SP:Iteration 12Q (4933.461624 sec): 3 clusters Score: Raw -255720.766566 + Penalty 1550.118087 = -254170.648479 nChanged 42 SP:Iteration 13Q (4933.508506 sec): 3 clusters Score: Raw -255739.369914 + Penalty 1550.118087 = -254189.251827 nChanged 36 SP:Iteration 14Q (4933.548645 sec): 3 clusters Score: Raw -255755.428063 + Penalty 1550.118087 = -254205.309977 nChanged 35 SP:Iteration 15Q (4933.600145 sec): 3 clusters Score: Raw -255771.810595 + Penalty 1550.118087 = -254221.692509 nChanged 27 SP:Iteration 16Q (4933.653497 sec): 3 clusters Score: Raw -255785.797742 + Penalty 1550.118087 = -254235.679655 nChanged 32 SP:Iteration 17Q (4933.704359 sec): 3 clusters Score: Raw -255806.127407 + Penalty 1550.118087 = -254256.009320 nChanged 32 SP:Iteration 18Q (4933.755891 sec): 3 clusters Score: Raw -255821.815004 + Penalty 1550.118087 = -254271.696918 nChanged 35 SP:Iteration 19Q (4933.808771 sec): 3 clusters Score: Raw -255837.607106 + Penalty 1550.118087 = -254287.489019 nChanged 39 SP:Iteration 20F (4933.861961 sec): 3 clusters Score: Raw -255857.275012 + Penalty 1550.118087 = -254307.156926 nChanged 30 SP:Iteration 21Q (4933.914833 sec): 3 clusters Score: Raw -255869.960788 + Penalty 1550.118087 = -254319.842702 nChanged 24 SP:Iteration 22Q (4933.968125 sec): 3 clusters Score: Raw -255878.828964 + Penalty 1550.118087 = -254328.710877 nChanged 15 SP:Iteration 23Q (4934.020274 sec): 3 clusters Score: Raw -255884.943480 + Penalty 1550.118087 = -254334.825393 nChanged 11 SP:Iteration 24Q (4934.073016 sec): 3 clusters Score: Raw -255887.764091 + Penalty 1550.118087 = -254337.646004 nChanged 7 SP:Iteration 25Q (4934.112564 sec): 3 clusters Score: Raw -255889.751824 + Penalty 1550.118087 = -254339.633737 nChanged 8 SP:Iteration 26Q (4934.162006 sec): 3 clusters Score: Raw -255892.141098 + Penalty 1550.118087 = -254342.023011 nChanged 10 SP:Iteration 27Q (4934.211815 sec): 3 clusters Score: Raw -255894.691843 + Penalty 1550.118087 = -254344.573757 nChanged 6 SP:Iteration 28Q (4934.261865 sec): 3 clusters Score: Raw -255896.262899 + Penalty 1550.118087 = -254346.144813 nChanged 7 SP:Iteration 29Q (4934.309226 sec): 3 clusters Score: Raw -255898.004493 + Penalty 1550.118087 = -254347.886406 nChanged 5 SP:Iteration 30Q (4934.343651 sec): 3 clusters Score: Raw -255899.180246 + Penalty 1550.118087 = -254349.062160 nChanged 5 SP:Iteration 31Q (4934.381421 sec): 3 clusters Score: Raw -255900.579862 + Penalty 1550.118087 = -254350.461775 nChanged 4 SP:Iteration 32Q (4934.416210 sec): 3 clusters Score: Raw -255901.797001 + Penalty 1550.118087 = -254351.678915 nChanged 1 SP:Iteration 33Q (4934.470629 sec): 3 clusters Score: Raw -255902.581039 + Penalty 1550.118087 = -254352.462952 nChanged 3 SP:Iteration 34Q (4934.497819 sec): 3 clusters Score: Raw -255903.084300 + Penalty 1550.118087 = -254352.966214 nChanged 4 SP:Iteration 35Q (4934.537470 sec): 3 clusters Score: Raw -255904.285362 + Penalty 1550.118087 = -254354.167275 nChanged 3 SP:Iteration 36Q (4934.579981 sec): 3 clusters Score: Raw -255904.923445 + Penalty 1550.118087 = -254354.805358 nChanged 3 SP:Iteration 37Q (4934.624628 sec): 3 clusters Score: Raw -255905.659468 + Penalty 1550.118087 = -254355.541381 nChanged 1 SP:Iteration 38Q (4934.681554 sec): 3 clusters Score: Raw -255906.149440 + Penalty 1550.118087 = -254356.031354 nChanged 2 SP:Iteration 39Q (4934.718999 sec): 3 clusters Score: Raw -255906.588535 + Penalty 1550.118087 = -254356.470448 nChanged 1 SP:Iteration 40F (4934.761197 sec): 3 clusters Score: Raw -255906.645993 + Penalty 1550.118087 = -254356.527907 nChanged 0 Trying to split cluster 5 (18406 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4934.805248 sec): 2 clusters Score: Raw -1337991.766778 + Penalty 932.941038 = -1337058.825741 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4934.864078 sec): 3 clusters Score: Raw -1326547.277471 + Penalty 1865.882076 = -1324681.395396 nChanged 8547 SP:Iteration 1F (4934.918140 sec): 3 clusters Score: Raw -1331647.387756 + Penalty 1865.882076 = -1329781.505680 nChanged 1107 SP:Iteration 2F (4934.986578 sec): 3 clusters Score: Raw -1332215.667893 + Penalty 1865.882076 = -1330349.785818 nChanged 1153 SP:Iteration 3F (4935.049131 sec): 3 clusters Score: Raw -1332879.619373 + Penalty 1865.882076 = -1331013.737297 nChanged 1162 SP:Iteration 4F (4935.108958 sec): 3 clusters Score: Raw -1333642.322495 + Penalty 1865.882076 = -1331776.440419 nChanged 1172 SP:Iteration 5F (4935.176135 sec): 3 clusters Score: Raw -1334629.144394 + Penalty 1865.882076 = -1332763.262318 nChanged 1093 SP:Iteration 6F (4935.232088 sec): 3 clusters Score: Raw -1335638.540831 + Penalty 1865.882076 = -1333772.658756 nChanged 910 SP:Iteration 7Q (4935.305040 sec): 3 clusters Score: Raw -1336500.759307 + Penalty 1865.882076 = -1334634.877232 nChanged 662 SP:Iteration 8Q (4935.359623 sec): 3 clusters Score: Raw -1337064.840463 + Penalty 1865.882076 = -1335198.958387 nChanged 437 SP:Iteration 9Q (4935.438161 sec): 3 clusters Score: Raw -1337399.506539 + Penalty 1865.882076 = -1335533.624463 nChanged 311 SP:Iteration 10Q (4935.492626 sec): 3 clusters Score: Raw -1337590.004580 + Penalty 1865.882076 = -1335724.122505 nChanged 234 SP:Iteration 11Q (4935.552065 sec): 3 clusters Score: Raw -1337725.584106 + Penalty 1865.882076 = -1335859.702031 nChanged 184 SP:Iteration 12Q (4935.614668 sec): 3 clusters Score: Raw -1337831.339295 + Penalty 1865.882076 = -1335965.457219 nChanged 157 SP:Iteration 13Q (4935.673706 sec): 3 clusters Score: Raw -1337912.046601 + Penalty 1865.882076 = -1336046.164526 nChanged 125 SP:Iteration 14Q (4935.742288 sec): 3 clusters Score: Raw -1337984.335379 + Penalty 1865.882076 = -1336118.453303 nChanged 106 SP:Iteration 15Q (4935.800521 sec): 3 clusters Score: Raw -1338034.157408 + Penalty 1865.882076 = -1336168.275333 nChanged 75 SP:Iteration 16Q (4935.864289 sec): 3 clusters Score: Raw -1338069.594266 + Penalty 1865.882076 = -1336203.712190 nChanged 77 SP:Iteration 17Q (4935.933173 sec): 3 clusters Score: Raw -1338104.518589 + Penalty 1865.882076 = -1336238.636513 nChanged 52 SP:Iteration 18Q (4935.992044 sec): 3 clusters Score: Raw -1338120.860572 + Penalty 1865.882076 = -1336254.978496 nChanged 36 SP:Iteration 19Q (4936.048653 sec): 3 clusters Score: Raw -1338134.593518 + Penalty 1865.882076 = -1336268.711442 nChanged 29 SP:Iteration 20F (4936.110233 sec): 3 clusters Score: Raw -1338147.946884 + Penalty 1865.882076 = -1336282.064808 nChanged 32 SP:Iteration 21Q (4936.172748 sec): 3 clusters Score: Raw -1338163.126255 + Penalty 1865.882076 = -1336297.244179 nChanged 26 SP:Iteration 22Q (4936.234480 sec): 3 clusters Score: Raw -1338172.758793 + Penalty 1865.882076 = -1336306.876717 nChanged 20 SP:Iteration 23Q (4936.291545 sec): 3 clusters Score: Raw -1338178.586524 + Penalty 1865.882076 = -1336312.704448 nChanged 12 SP:Iteration 24Q (4936.354768 sec): 3 clusters Score: Raw -1338180.863149 + Penalty 1865.882076 = -1336314.981074 nChanged 8 SP:Iteration 25Q (4936.395693 sec): 3 clusters Score: Raw -1338182.468934 + Penalty 1865.882076 = -1336316.586858 nChanged 7 SP:Iteration 26Q (4936.435229 sec): 3 clusters Score: Raw -1338183.868581 + Penalty 1865.882076 = -1336317.986506 nChanged 3 SP:Iteration 27Q (4936.508276 sec): 3 clusters Score: Raw -1338184.573532 + Penalty 1865.882076 = -1336318.691456 nChanged 4 SP:Iteration 28Q (4936.559421 sec): 3 clusters Score: Raw -1338185.606383 + Penalty 1865.882076 = -1336319.724307 nChanged 2 SP:Iteration 29Q (4936.623857 sec): 3 clusters Score: Raw -1338186.299489 + Penalty 1865.882076 = -1336320.417413 nChanged 5 SP:Iteration 30Q (4936.682438 sec): 3 clusters Score: Raw -1338189.224879 + Penalty 1865.882076 = -1336323.342803 nChanged 6 SP:Iteration 31Q (4936.749442 sec): 3 clusters Score: Raw -1338192.840591 + Penalty 1865.882076 = -1336326.958515 nChanged 8 SP:Iteration 32Q (4936.807920 sec): 3 clusters Score: Raw -1338199.223377 + Penalty 1865.882076 = -1336333.341301 nChanged 10 SP:Iteration 33Q (4936.846704 sec): 3 clusters Score: Raw -1338203.839613 + Penalty 1865.882076 = -1336337.957537 nChanged 10 SP:Iteration 34Q (4936.878735 sec): 3 clusters Score: Raw -1338206.978953 + Penalty 1865.882076 = -1336341.096877 nChanged 5 SP:Iteration 35Q (4936.907225 sec): 3 clusters Score: Raw -1338208.482460 + Penalty 1865.882076 = -1336342.600384 nChanged 2 SP:Iteration 36Q (4936.979892 sec): 3 clusters Score: Raw -1338209.048580 + Penalty 1865.882076 = -1336343.166505 nChanged 2 SP:Iteration 37Q (4937.032532 sec): 3 clusters Score: Raw -1338209.782686 + Penalty 1865.882076 = -1336343.900610 nChanged 1 SP:Iteration 38Q (4937.099204 sec): 3 clusters Score: Raw -1338210.026448 + Penalty 1865.882076 = -1336344.144372 nChanged 0 SP:Iteration 39F (4937.159955 sec): 3 clusters Score: Raw -1338210.026448 + Penalty 1865.882076 = -1336344.144372 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4937.181083 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4937.223783 sec): 3 clusters Score: Raw -14527.377541 + Penalty 1054.324456 = -13473.053085 nChanged 50 SP:Iteration 1F (4937.258635 sec): 3 clusters Score: Raw -14615.851879 + Penalty 1054.324456 = -13561.527422 nChanged 15 SP:Iteration 2F (4937.293715 sec): 3 clusters Score: Raw -14656.328732 + Penalty 1054.324456 = -13602.004276 nChanged 9 SP:Iteration 3Q (4937.341434 sec): 3 clusters Score: Raw -14666.931354 + Penalty 1054.324456 = -13612.606898 nChanged 5 SP:Iteration 4Q (4937.370532 sec): 3 clusters Score: Raw -14672.881558 + Penalty 1054.324456 = -13618.557102 nChanged 8 SP:Iteration 5Q (4937.385102 sec): 3 clusters Score: Raw -14684.143344 + Penalty 1054.324456 = -13629.818887 nChanged 9 SP:Iteration 6Q (4937.386703 sec): 3 clusters Score: Raw -14698.282198 + Penalty 1054.324456 = -13643.957742 nChanged 7 SP:Iteration 7Q (4937.388151 sec): 3 clusters Score: Raw -14738.002409 + Penalty 1054.324456 = -13683.677953 nChanged 6 SP:Iteration 8Q (4937.389600 sec): 3 clusters Score: Raw -14764.417637 + Penalty 1054.324456 = -13710.093180 nChanged 5 SP:Iteration 9Q (4937.391134 sec): 3 clusters Score: Raw -14785.205033 + Penalty 1054.324456 = -13730.880577 nChanged 12 SP:Iteration 10Q (4937.392557 sec): 3 clusters Score: Raw -14825.537416 + Penalty 1054.324456 = -13771.212960 nChanged 9 SP:Iteration 11Q (4937.393988 sec): 3 clusters Score: Raw -14847.716140 + Penalty 1054.324456 = -13793.391684 nChanged 4 SP:Iteration 12Q (4937.395408 sec): 3 clusters Score: Raw -14854.911455 + Penalty 1054.324456 = -13800.586999 nChanged 0 SP:Iteration 13F (4937.396862 sec): 3 clusters Score: Raw -14854.911455 + Penalty 1054.324456 = -13800.586999 nChanged 0 Trying to split cluster 7 (511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4937.404133 sec): 2 clusters Score: Raw -29260.046399 + Penalty 592.455111 = -28667.591288 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4937.406727 sec): 3 clusters Score: Raw -29196.221161 + Penalty 1184.910222 = -28011.310939 nChanged 183 SP:Iteration 1F (4937.409178 sec): 3 clusters Score: Raw -29483.817728 + Penalty 1184.910222 = -28298.907506 nChanged 59 SP:Iteration 2F (4937.411578 sec): 3 clusters Score: Raw -29618.755494 + Penalty 1184.910222 = -28433.845272 nChanged 37 SP:Iteration 3F (4937.413881 sec): 3 clusters Score: Raw -29707.406163 + Penalty 1184.910222 = -28522.495941 nChanged 30 SP:Iteration 4F (4937.416182 sec): 3 clusters Score: Raw -29843.519251 + Penalty 1184.910222 = -28658.609029 nChanged 29 SP:Iteration 5F (4937.418454 sec): 3 clusters Score: Raw -29998.813376 + Penalty 1184.910222 = -28813.903154 nChanged 14 SP:Iteration 6Q (4937.420678 sec): 3 clusters Score: Raw -30029.108149 + Penalty 1184.910222 = -28844.197927 nChanged 6 SP:Iteration 7Q (4937.422996 sec): 3 clusters Score: Raw -30041.539496 + Penalty 1184.910222 = -28856.629273 nChanged 4 SP:Iteration 8Q (4937.425203 sec): 3 clusters Score: Raw -30046.007184 + Penalty 1184.910222 = -28861.096962 nChanged 1 SP:Iteration 9Q (4937.427418 sec): 3 clusters Score: Raw -30047.104120 + Penalty 1184.910222 = -28862.193898 nChanged 1 SP:Iteration 10Q (4937.429634 sec): 3 clusters Score: Raw -30051.566925 + Penalty 1184.910222 = -28866.656702 nChanged 2 SP:Iteration 11Q (4937.431830 sec): 3 clusters Score: Raw -30053.366693 + Penalty 1184.910222 = -28868.456471 nChanged 0 SP:Iteration 12F (4937.434116 sec): 3 clusters Score: Raw -30053.366693 + Penalty 1184.910222 = -28868.456471 nChanged 0 Score: Raw -25402284.462460 + Penalty 30363.950751 = -25371920.511709 Splitting cluster 7 changes total score from -25372340.819091 to -25371920.511709 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4942.007185 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4942.052637 sec): 3 clusters Score: Raw -141628.989294 + Penalty 1423.730277 = -140205.259017 nChanged 695 SP:Iteration 1F (4942.092892 sec): 3 clusters Score: Raw -142079.709459 + Penalty 1423.730277 = -140655.979182 nChanged 147 SP:Iteration 2F (4942.133623 sec): 3 clusters Score: Raw -142180.907563 + Penalty 1423.730277 = -140757.177286 nChanged 103 SP:Iteration 3F (4942.178004 sec): 3 clusters Score: Raw -142249.242104 + Penalty 1423.730277 = -140825.511827 nChanged 88 SP:Iteration 4Q (4942.234482 sec): 3 clusters Score: Raw -142319.433328 + Penalty 1423.730277 = -140895.703050 nChanged 77 SP:Iteration 5Q (4942.275989 sec): 3 clusters Score: Raw -142375.214047 + Penalty 1423.730277 = -140951.483770 nChanged 70 SP:Iteration 6Q (4942.311468 sec): 3 clusters Score: Raw -142424.904828 + Penalty 1423.730277 = -141001.174551 nChanged 46 SP:Iteration 7Q (4942.361554 sec): 3 clusters Score: Raw -142459.364694 + Penalty 1423.730277 = -141035.634417 nChanged 47 SP:Iteration 8Q (4942.413615 sec): 3 clusters Score: Raw -142490.794570 + Penalty 1423.730277 = -141067.064293 nChanged 42 SP:Iteration 9Q (4942.467667 sec): 3 clusters Score: Raw -142520.348710 + Penalty 1423.730277 = -141096.618432 nChanged 36 SP:Iteration 10Q (4942.520049 sec): 3 clusters Score: Raw -142550.479580 + Penalty 1423.730277 = -141126.749302 nChanged 41 SP:Iteration 11Q (4942.563860 sec): 3 clusters Score: Raw -142579.837970 + Penalty 1423.730277 = -141156.107692 nChanged 39 SP:Iteration 12Q (4942.621264 sec): 3 clusters Score: Raw -142603.632366 + Penalty 1423.730277 = -141179.902089 nChanged 33 SP:Iteration 13Q (4942.668810 sec): 3 clusters Score: Raw -142621.924259 + Penalty 1423.730277 = -141198.193981 nChanged 37 SP:Iteration 14Q (4942.715132 sec): 3 clusters Score: Raw -142644.803266 + Penalty 1423.730277 = -141221.072988 nChanged 31 SP:Iteration 15Q (4942.761113 sec): 3 clusters Score: Raw -142660.922092 + Penalty 1423.730277 = -141237.191815 nChanged 23 SP:Iteration 16Q (4942.818941 sec): 3 clusters Score: Raw -142675.965633 + Penalty 1423.730277 = -141252.235356 nChanged 24 SP:Iteration 17Q (4942.866656 sec): 3 clusters Score: Raw -142689.000087 + Penalty 1423.730277 = -141265.269810 nChanged 18 SP:Iteration 18Q (4942.906986 sec): 3 clusters Score: Raw -142698.844444 + Penalty 1423.730277 = -141275.114167 nChanged 26 SP:Iteration 19Q (4942.954117 sec): 3 clusters Score: Raw -142712.880502 + Penalty 1423.730277 = -141289.150225 nChanged 24 SP:Iteration 20F (4943.011976 sec): 3 clusters Score: Raw -142730.033589 + Penalty 1423.730277 = -141306.303312 nChanged 23 SP:Iteration 21Q (4943.047678 sec): 3 clusters Score: Raw -142743.541640 + Penalty 1423.730277 = -141319.811362 nChanged 20 SP:Iteration 22Q (4943.101093 sec): 3 clusters Score: Raw -142754.432982 + Penalty 1423.730277 = -141330.702704 nChanged 18 SP:Iteration 23Q (4943.146650 sec): 3 clusters Score: Raw -142763.294042 + Penalty 1423.730277 = -141339.563765 nChanged 18 SP:Iteration 24Q (4943.192201 sec): 3 clusters Score: Raw -142775.488453 + Penalty 1423.730277 = -141351.758176 nChanged 16 SP:Iteration 25Q (4943.234152 sec): 3 clusters Score: Raw -142787.965046 + Penalty 1423.730277 = -141364.234769 nChanged 13 SP:Iteration 26Q (4943.270225 sec): 3 clusters Score: Raw -142797.559505 + Penalty 1423.730277 = -141373.829227 nChanged 14 SP:Iteration 27Q (4943.317703 sec): 3 clusters Score: Raw -142807.125533 + Penalty 1423.730277 = -141383.395256 nChanged 11 SP:Iteration 28Q (4943.369567 sec): 3 clusters Score: Raw -142811.755330 + Penalty 1423.730277 = -141388.025053 nChanged 6 SP:Iteration 29Q (4943.422105 sec): 3 clusters Score: Raw -142815.276541 + Penalty 1423.730277 = -141391.546264 nChanged 4 SP:Iteration 30Q (4943.470229 sec): 3 clusters Score: Raw -142816.071787 + Penalty 1423.730277 = -141392.341510 nChanged 1 SP:Iteration 31Q (4943.530150 sec): 3 clusters Score: Raw -142816.426563 + Penalty 1423.730277 = -141392.696286 nChanged 1 SP:Iteration 32Q (4943.572593 sec): 3 clusters Score: Raw -142816.528459 + Penalty 1423.730277 = -141392.798182 nChanged 0 SP:Iteration 33F (4943.635202 sec): 3 clusters Score: Raw -142816.528459 + Penalty 1423.730277 = -141392.798182 nChanged 0 Trying to split cluster 9 (63364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4943.723498 sec): 2 clusters Score: Raw -4780369.757915 + Penalty 1050.381860 = -4779319.376055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4943.842094 sec): 3 clusters Score: Raw -4739035.399441 + Penalty 2100.763720 = -4736934.635722 nChanged 30364 SP:Iteration 1F (4943.970108 sec): 3 clusters Score: Raw -4756571.772713 + Penalty 2100.763720 = -4754471.008993 nChanged 2155 SP:Iteration 2Q (4944.105753 sec): 3 clusters Score: Raw -4757118.048449 + Penalty 2100.763720 = -4755017.284729 nChanged 2286 SP:Iteration 3Q (4944.240272 sec): 3 clusters Score: Raw -4757844.585843 + Penalty 2100.763720 = -4755743.822123 nChanged 2735 SP:Iteration 4Q (4944.376148 sec): 3 clusters Score: Raw -4758951.861266 + Penalty 2100.763720 = -4756851.097546 nChanged 3234 SP:Iteration 5F (4944.509871 sec): 3 clusters Score: Raw -4760559.144284 + Penalty 2100.763720 = -4758458.380564 nChanged 3729 SP:Iteration 6F (4944.638237 sec): 3 clusters Score: Raw -4762985.722864 + Penalty 2100.763720 = -4760884.959144 nChanged 4044 SP:Iteration 7F (4944.778425 sec): 3 clusters Score: Raw -4766207.279462 + Penalty 2100.763720 = -4764106.515743 nChanged 4026 SP:Iteration 8F (4944.878480 sec): 3 clusters Score: Raw -4769481.986449 + Penalty 2100.763720 = -4767381.222729 nChanged 3282 SP:Iteration 9F (4945.008970 sec): 3 clusters Score: Raw -4771557.394411 + Penalty 2100.763720 = -4769456.630691 nChanged 2237 SP:Iteration 10Q (4945.146038 sec): 3 clusters Score: Raw -4772557.435027 + Penalty 2100.763720 = -4770456.671308 nChanged 1512 SP:Iteration 11Q (4945.277155 sec): 3 clusters Score: Raw -4773242.702580 + Penalty 2100.763720 = -4771141.938860 nChanged 1284 SP:Iteration 12Q (4945.402938 sec): 3 clusters Score: Raw -4773876.211173 + Penalty 2100.763720 = -4771775.447453 nChanged 1246 SP:Iteration 13Q (4945.545473 sec): 3 clusters Score: Raw -4774571.459815 + Penalty 2100.763720 = -4772470.696095 nChanged 1277 SP:Iteration 14Q (4945.672692 sec): 3 clusters Score: Raw -4775339.342022 + Penalty 2100.763720 = -4773238.578302 nChanged 1241 SP:Iteration 15Q (4945.794773 sec): 3 clusters Score: Raw -4776115.268463 + Penalty 2100.763720 = -4774014.504743 nChanged 1174 SP:Iteration 16Q (4945.923081 sec): 3 clusters Score: Raw -4776834.964881 + Penalty 2100.763720 = -4774734.201161 nChanged 1080 SP:Iteration 17Q (4946.054471 sec): 3 clusters Score: Raw -4777450.485233 + Penalty 2100.763720 = -4775349.721513 nChanged 961 SP:Iteration 18Q (4946.192683 sec): 3 clusters Score: Raw -4777911.633926 + Penalty 2100.763720 = -4775810.870207 nChanged 800 SP:Iteration 19Q (4946.317062 sec): 3 clusters Score: Raw -4778230.613251 + Penalty 2100.763720 = -4776129.849532 nChanged 665 SP:Iteration 20F (4946.441617 sec): 3 clusters Score: Raw -4778450.184090 + Penalty 2100.763720 = -4776349.420371 nChanged 549 SP:Iteration 21Q (4946.571833 sec): 3 clusters Score: Raw -4778608.551896 + Penalty 2100.763720 = -4776507.788177 nChanged 450 SP:Iteration 22Q (4946.701397 sec): 3 clusters Score: Raw -4778726.389387 + Penalty 2100.763720 = -4776625.625667 nChanged 369 SP:Iteration 23Q (4946.817449 sec): 3 clusters Score: Raw -4778803.352490 + Penalty 2100.763720 = -4776702.588770 nChanged 312 SP:Iteration 24Q (4946.939239 sec): 3 clusters Score: Raw -4778863.409858 + Penalty 2100.763720 = -4776762.646139 nChanged 292 SP:Iteration 25Q (4947.062769 sec): 3 clusters Score: Raw -4778915.233781 + Penalty 2100.763720 = -4776814.470061 nChanged 258 SP:Iteration 26Q (4947.194262 sec): 3 clusters Score: Raw -4778955.691198 + Penalty 2100.763720 = -4776854.927478 nChanged 242 SP:Iteration 27Q (4947.317060 sec): 3 clusters Score: Raw -4778992.194046 + Penalty 2100.763720 = -4776891.430326 nChanged 243 SP:Iteration 28Q (4947.436683 sec): 3 clusters Score: Raw -4779026.682006 + Penalty 2100.763720 = -4776925.918286 nChanged 228 SP:Iteration 29Q (4947.567270 sec): 3 clusters Score: Raw -4779060.188266 + Penalty 2100.763720 = -4776959.424547 nChanged 196 SP:Iteration 30Q (4947.682158 sec): 3 clusters Score: Raw -4779085.218419 + Penalty 2100.763720 = -4776984.454700 nChanged 179 SP:Iteration 31Q (4947.819512 sec): 3 clusters Score: Raw -4779107.698898 + Penalty 2100.763720 = -4777006.935179 nChanged 197 SP:Iteration 32Q (4947.933052 sec): 3 clusters Score: Raw -4779133.898846 + Penalty 2100.763720 = -4777033.135126 nChanged 205 SP:Iteration 33Q (4948.043630 sec): 3 clusters Score: Raw -4779161.046407 + Penalty 2100.763720 = -4777060.282687 nChanged 194 SP:Iteration 34Q (4948.158428 sec): 3 clusters Score: Raw -4779186.272871 + Penalty 2100.763720 = -4777085.509152 nChanged 217 SP:Iteration 35Q (4948.287106 sec): 3 clusters Score: Raw -4779216.949226 + Penalty 2100.763720 = -4777116.185506 nChanged 228 SP:Iteration 36Q (4948.406450 sec): 3 clusters Score: Raw -4779248.729795 + Penalty 2100.763720 = -4777147.966075 nChanged 204 SP:Iteration 37Q (4948.532903 sec): 3 clusters Score: Raw -4779277.008621 + Penalty 2100.763720 = -4777176.244901 nChanged 197 SP:Iteration 38Q (4948.647242 sec): 3 clusters Score: Raw -4779303.521335 + Penalty 2100.763720 = -4777202.757616 nChanged 215 SP:Iteration 39Q (4948.783714 sec): 3 clusters Score: Raw -4779333.403719 + Penalty 2100.763720 = -4777232.640000 nChanged 208 SP:Iteration 40F (4948.912084 sec): 3 clusters Score: Raw -4779363.309973 + Penalty 2100.763720 = -4777262.546253 nChanged 203 SP:Iteration 41Q (4949.032359 sec): 3 clusters Score: Raw -4779392.962744 + Penalty 2100.763720 = -4777292.199024 nChanged 193 SP:Iteration 42Q (4949.120155 sec): 3 clusters Score: Raw -4779420.802810 + Penalty 2100.763720 = -4777320.039090 nChanged 172 SP:Iteration 43Q (4949.234621 sec): 3 clusters Score: Raw -4779444.063908 + Penalty 2100.763720 = -4777343.300189 nChanged 177 SP:Iteration 44Q (4949.351427 sec): 3 clusters Score: Raw -4779466.513595 + Penalty 2100.763720 = -4777365.749876 nChanged 141 SP:Iteration 45Q (4949.481930 sec): 3 clusters Score: Raw -4779481.766680 + Penalty 2100.763720 = -4777381.002961 nChanged 130 SP:Iteration 46Q (4949.609638 sec): 3 clusters Score: Raw -4779494.534499 + Penalty 2100.763720 = -4777393.770779 nChanged 118 SP:Iteration 47Q (4949.734224 sec): 3 clusters Score: Raw -4779505.505277 + Penalty 2100.763720 = -4777404.741557 nChanged 96 SP:Iteration 48Q (4949.859261 sec): 3 clusters Score: Raw -4779513.349108 + Penalty 2100.763720 = -4777412.585388 nChanged 89 SP:Iteration 49Q (4949.964523 sec): 3 clusters Score: Raw -4779520.847889 + Penalty 2100.763720 = -4777420.084169 nChanged 85 SP:Iteration 50Q (4950.051038 sec): 3 clusters Score: Raw -4779528.329799 + Penalty 2100.763720 = -4777427.566079 nChanged 93 SP:Iteration 51Q (4950.166517 sec): 3 clusters Score: Raw -4779537.407779 + Penalty 2100.763720 = -4777436.644060 nChanged 96 SP:Iteration 52Q (4950.281974 sec): 3 clusters Score: Raw -4779547.334740 + Penalty 2100.763720 = -4777446.571021 nChanged 105 SP:Iteration 53Q (4950.418784 sec): 3 clusters Score: Raw -4779558.240499 + Penalty 2100.763720 = -4777457.476779 nChanged 98 SP:Iteration 54Q (4950.530673 sec): 3 clusters Score: Raw -4779568.244940 + Penalty 2100.763720 = -4777467.481220 nChanged 96 SP:Iteration 55Q (4950.655897 sec): 3 clusters Score: Raw -4779577.769995 + Penalty 2100.763720 = -4777477.006275 nChanged 98 SP:Iteration 56Q (4950.788066 sec): 3 clusters Score: Raw -4779586.601238 + Penalty 2100.763720 = -4777485.837518 nChanged 98 SP:Iteration 57Q (4950.907622 sec): 3 clusters Score: Raw -4779596.296480 + Penalty 2100.763720 = -4777495.532760 nChanged 99 SP:Iteration 58Q (4951.020259 sec): 3 clusters Score: Raw -4779604.649348 + Penalty 2100.763720 = -4777503.885629 nChanged 83 SP:Iteration 59Q (4951.105352 sec): 3 clusters Score: Raw -4779610.843456 + Penalty 2100.763720 = -4777510.079736 nChanged 71 SP:Iteration 60F (4951.226230 sec): 3 clusters Score: Raw -4779617.056222 + Penalty 2100.763720 = -4777516.292502 nChanged 92 SP:Iteration 61Q (4951.343677 sec): 3 clusters Score: Raw -4779627.884968 + Penalty 2100.763720 = -4777527.121248 nChanged 118 SP:Iteration 62Q (4951.458015 sec): 3 clusters Score: Raw -4779641.662234 + Penalty 2100.763720 = -4777540.898515 nChanged 130 SP:Iteration 63Q (4951.579557 sec): 3 clusters Score: Raw -4779658.776648 + Penalty 2100.763720 = -4777558.012928 nChanged 126 SP:Iteration 64Q (4951.688892 sec): 3 clusters Score: Raw -4779676.010600 + Penalty 2100.763720 = -4777575.246881 nChanged 121 SP:Iteration 65Q (4951.803237 sec): 3 clusters Score: Raw -4779691.786323 + Penalty 2100.763720 = -4777591.022603 nChanged 106 SP:Iteration 66Q (4951.914691 sec): 3 clusters Score: Raw -4779704.592299 + Penalty 2100.763720 = -4777603.828579 nChanged 111 SP:Iteration 67Q (4952.040662 sec): 3 clusters Score: Raw -4779717.425854 + Penalty 2100.763720 = -4777616.662134 nChanged 110 SP:Iteration 68Q (4952.137954 sec): 3 clusters Score: Raw -4779731.194535 + Penalty 2100.763720 = -4777630.430815 nChanged 106 SP:Iteration 69Q (4952.251668 sec): 3 clusters Score: Raw -4779744.289432 + Penalty 2100.763720 = -4777643.525712 nChanged 100 SP:Iteration 70Q (4952.331242 sec): 3 clusters Score: Raw -4779757.124326 + Penalty 2100.763720 = -4777656.360607 nChanged 109 SP:Iteration 71Q (4952.450330 sec): 3 clusters Score: Raw -4779771.389401 + Penalty 2100.763720 = -4777670.625681 nChanged 95 SP:Iteration 72Q (4952.527460 sec): 3 clusters Score: Raw -4779783.223211 + Penalty 2100.763720 = -4777682.459491 nChanged 94 SP:Iteration 73Q (4952.640041 sec): 3 clusters Score: Raw -4779795.359069 + Penalty 2100.763720 = -4777694.595349 nChanged 89 SP:Iteration 74Q (4952.750097 sec): 3 clusters Score: Raw -4779805.949641 + Penalty 2100.763720 = -4777705.185922 nChanged 87 SP:Iteration 75Q (4952.858236 sec): 3 clusters Score: Raw -4779816.405429 + Penalty 2100.763720 = -4777715.641709 nChanged 86 SP:Iteration 76Q (4952.968963 sec): 3 clusters Score: Raw -4779825.518544 + Penalty 2100.763720 = -4777724.754825 nChanged 67 SP:Iteration 77Q (4953.088925 sec): 3 clusters Score: Raw -4779832.044029 + Penalty 2100.763720 = -4777731.280310 nChanged 54 SP:Iteration 78Q (4953.209509 sec): 3 clusters Score: Raw -4779836.626492 + Penalty 2100.763720 = -4777735.862772 nChanged 43 SP:Iteration 79Q (4953.305379 sec): 3 clusters Score: Raw -4779839.869982 + Penalty 2100.763720 = -4777739.106263 nChanged 47 SP:Iteration 80F (4953.432666 sec): 3 clusters Score: Raw -4779843.980966 + Penalty 2100.763720 = -4777743.217247 nChanged 50 SP:Iteration 81Q (4953.540401 sec): 3 clusters Score: Raw -4779848.367115 + Penalty 2100.763720 = -4777747.603395 nChanged 45 SP:Iteration 82Q (4953.653192 sec): 3 clusters Score: Raw -4779851.645003 + Penalty 2100.763720 = -4777750.881283 nChanged 44 SP:Iteration 83Q (4953.768721 sec): 3 clusters Score: Raw -4779854.792837 + Penalty 2100.763720 = -4777754.029117 nChanged 41 SP:Iteration 84Q (4953.880221 sec): 3 clusters Score: Raw -4779857.860586 + Penalty 2100.763720 = -4777757.096866 nChanged 36 SP:Iteration 85Q (4953.991352 sec): 3 clusters Score: Raw -4779860.122130 + Penalty 2100.763720 = -4777759.358411 nChanged 27 SP:Iteration 86Q (4954.104834 sec): 3 clusters Score: Raw -4779862.148743 + Penalty 2100.763720 = -4777761.385023 nChanged 33 SP:Iteration 87Q (4954.205732 sec): 3 clusters Score: Raw -4779864.640663 + Penalty 2100.763720 = -4777763.876943 nChanged 38 SP:Iteration 88Q (4954.319885 sec): 3 clusters Score: Raw -4779867.478756 + Penalty 2100.763720 = -4777766.715037 nChanged 32 SP:Iteration 89Q (4954.437587 sec): 3 clusters Score: Raw -4779869.437719 + Penalty 2100.763720 = -4777768.673999 nChanged 37 SP:Iteration 90Q (4954.551251 sec): 3 clusters Score: Raw -4779871.723674 + Penalty 2100.763720 = -4777770.959954 nChanged 31 SP:Iteration 91Q (4954.649937 sec): 3 clusters Score: Raw -4779873.748315 + Penalty 2100.763720 = -4777772.984596 nChanged 32 SP:Iteration 92Q (4954.752393 sec): 3 clusters Score: Raw -4779876.479810 + Penalty 2100.763720 = -4777775.716090 nChanged 33 SP:Iteration 93Q (4954.873380 sec): 3 clusters Score: Raw -4779879.385803 + Penalty 2100.763720 = -4777778.622083 nChanged 34 SP:Iteration 94Q (4954.959401 sec): 3 clusters Score: Raw -4779881.814250 + Penalty 2100.763720 = -4777781.050531 nChanged 38 SP:Iteration 95Q (4955.079511 sec): 3 clusters Score: Raw -4779884.390492 + Penalty 2100.763720 = -4777783.626773 nChanged 35 SP:Iteration 96Q (4955.193378 sec): 3 clusters Score: Raw -4779887.146639 + Penalty 2100.763720 = -4777786.382919 nChanged 32 SP:Iteration 97Q (4955.314890 sec): 3 clusters Score: Raw -4779890.413098 + Penalty 2100.763720 = -4777789.649378 nChanged 36 SP:Iteration 98Q (4955.434266 sec): 3 clusters Score: Raw -4779893.887073 + Penalty 2100.763720 = -4777793.123353 nChanged 41 SP:Iteration 99Q (4955.542535 sec): 3 clusters Score: Raw -4779898.246336 + Penalty 2100.763720 = -4777797.482616 nChanged 42 SP:Iteration 100F (4955.675604 sec): 3 clusters Score: Raw -4779901.967796 + Penalty 2100.763720 = -4777801.204076 nChanged 29 SP:Iteration 101Q (4955.763691 sec): 3 clusters Score: Raw -4779904.131101 + Penalty 2100.763720 = -4777803.367382 nChanged 26 SP:Iteration 102Q (4955.867733 sec): 3 clusters Score: Raw -4779906.248737 + Penalty 2100.763720 = -4777805.485018 nChanged 18 SP:Iteration 103Q (4955.977171 sec): 3 clusters Score: Raw -4779907.382152 + Penalty 2100.763720 = -4777806.618432 nChanged 21 SP:Iteration 104Q (4956.094362 sec): 3 clusters Score: Raw -4779908.575520 + Penalty 2100.763720 = -4777807.811800 nChanged 16 SP:Iteration 105Q (4956.208782 sec): 3 clusters Score: Raw -4779909.442665 + Penalty 2100.763720 = -4777808.678945 nChanged 17 SP:Iteration 106Q (4956.331265 sec): 3 clusters Score: Raw -4779910.612852 + Penalty 2100.763720 = -4777809.849133 nChanged 20 SP:Iteration 107Q (4956.447780 sec): 3 clusters Score: Raw -4779912.123802 + Penalty 2100.763720 = -4777811.360082 nChanged 32 SP:Iteration 108Q (4956.553889 sec): 3 clusters Score: Raw -4779914.835993 + Penalty 2100.763720 = -4777814.072273 nChanged 27 SP:Iteration 109Q (4956.655748 sec): 3 clusters Score: Raw -4779917.186149 + Penalty 2100.763720 = -4777816.422429 nChanged 27 SP:Iteration 110Q (4956.741283 sec): 3 clusters Score: Raw -4779918.991828 + Penalty 2100.763720 = -4777818.228109 nChanged 29 SP:Iteration 111Q (4956.860783 sec): 3 clusters Score: Raw -4779920.992818 + Penalty 2100.763720 = -4777820.229098 nChanged 22 SP:Iteration 112Q (4956.972293 sec): 3 clusters Score: Raw -4779923.182763 + Penalty 2100.763720 = -4777822.419043 nChanged 20 SP:Iteration 113Q (4957.083875 sec): 3 clusters Score: Raw -4779924.739875 + Penalty 2100.763720 = -4777823.976155 nChanged 16 SP:Iteration 114Q (4957.205563 sec): 3 clusters Score: Raw -4779925.635123 + Penalty 2100.763720 = -4777824.871403 nChanged 12 SP:Iteration 115Q (4957.300993 sec): 3 clusters Score: Raw -4779926.314122 + Penalty 2100.763720 = -4777825.550402 nChanged 12 SP:Iteration 116Q (4957.413759 sec): 3 clusters Score: Raw -4779927.126108 + Penalty 2100.763720 = -4777826.362389 nChanged 15 SP:Iteration 117Q (4957.529336 sec): 3 clusters Score: Raw -4779928.176600 + Penalty 2100.763720 = -4777827.412881 nChanged 18 SP:Iteration 118Q (4957.644410 sec): 3 clusters Score: Raw -4779929.372039 + Penalty 2100.763720 = -4777828.608320 nChanged 13 SP:Iteration 119Q (4957.760456 sec): 3 clusters Score: Raw -4779930.010086 + Penalty 2100.763720 = -4777829.246367 nChanged 13 SP:Iteration 120F (4957.879476 sec): 3 clusters Score: Raw -4779930.858239 + Penalty 2100.763720 = -4777830.094520 nChanged 21 SP:Iteration 121Q (4957.988588 sec): 3 clusters Score: Raw -4779932.621050 + Penalty 2100.763720 = -4777831.857330 nChanged 21 SP:Iteration 122Q (4958.101338 sec): 3 clusters Score: Raw -4779933.866926 + Penalty 2100.763720 = -4777833.103207 nChanged 19 SP:Iteration 123Q (4958.205195 sec): 3 clusters Score: Raw -4779934.910209 + Penalty 2100.763720 = -4777834.146490 nChanged 17 SP:Iteration 124Q (4958.318079 sec): 3 clusters Score: Raw -4779935.804310 + Penalty 2100.763720 = -4777835.040590 nChanged 15 SP:Iteration 125Q (4958.409502 sec): 3 clusters Score: Raw -4779936.543055 + Penalty 2100.763720 = -4777835.779335 nChanged 16 SP:Iteration 126Q (4958.521611 sec): 3 clusters Score: Raw -4779937.267720 + Penalty 2100.763720 = -4777836.504001 nChanged 14 SP:Iteration 127Q (4958.620446 sec): 3 clusters Score: Raw -4779938.235149 + Penalty 2100.763720 = -4777837.471429 nChanged 16 SP:Iteration 128Q (4958.720487 sec): 3 clusters Score: Raw -4779939.277936 + Penalty 2100.763720 = -4777838.514216 nChanged 15 SP:Iteration 129Q (4958.831510 sec): 3 clusters Score: Raw -4779940.623991 + Penalty 2100.763720 = -4777839.860271 nChanged 19 SP:Iteration 130Q (4958.951121 sec): 3 clusters Score: Raw -4779942.089491 + Penalty 2100.763720 = -4777841.325771 nChanged 17 SP:Iteration 131Q (4959.063012 sec): 3 clusters Score: Raw -4779943.988183 + Penalty 2100.763720 = -4777843.224464 nChanged 23 SP:Iteration 132Q (4959.136353 sec): 3 clusters Score: Raw -4779946.116761 + Penalty 2100.763720 = -4777845.353041 nChanged 27 SP:Iteration 133Q (4959.257165 sec): 3 clusters Score: Raw -4779948.229292 + Penalty 2100.763720 = -4777847.465572 nChanged 32 SP:Iteration 134Q (4959.338730 sec): 3 clusters Score: Raw -4779950.987987 + Penalty 2100.763720 = -4777850.224267 nChanged 27 SP:Iteration 135Q (4959.451101 sec): 3 clusters Score: Raw -4779953.571835 + Penalty 2100.763720 = -4777852.808115 nChanged 27 SP:Iteration 136Q (4959.566711 sec): 3 clusters Score: Raw -4779955.733469 + Penalty 2100.763720 = -4777854.969749 nChanged 24 SP:Iteration 137Q (4959.669159 sec): 3 clusters Score: Raw -4779957.412464 + Penalty 2100.763720 = -4777856.648745 nChanged 27 SP:Iteration 138Q (4959.750632 sec): 3 clusters Score: Raw -4779959.649661 + Penalty 2100.763720 = -4777858.885941 nChanged 29 SP:Iteration 139Q (4959.861959 sec): 3 clusters Score: Raw -4779962.681526 + Penalty 2100.763720 = -4777861.917807 nChanged 28 SP:Iteration 140F (4959.962886 sec): 3 clusters Score: Raw -4779965.763262 + Penalty 2100.763720 = -4777864.999543 nChanged 29 SP:Iteration 141Q (4960.075510 sec): 3 clusters Score: Raw -4779969.581781 + Penalty 2100.763720 = -4777868.818061 nChanged 34 SP:Iteration 142Q (4960.195042 sec): 3 clusters Score: Raw -4779973.877633 + Penalty 2100.763720 = -4777873.113913 nChanged 41 SP:Iteration 143Q (4960.289464 sec): 3 clusters Score: Raw -4779979.136565 + Penalty 2100.763720 = -4777878.372845 nChanged 45 SP:Iteration 144Q (4960.390277 sec): 3 clusters Score: Raw -4779983.879100 + Penalty 2100.763720 = -4777883.115380 nChanged 43 SP:Iteration 145Q (4960.497699 sec): 3 clusters Score: Raw -4779988.420279 + Penalty 2100.763720 = -4777887.656560 nChanged 42 SP:Iteration 146Q (4960.601172 sec): 3 clusters Score: Raw -4779993.727731 + Penalty 2100.763720 = -4777892.964012 nChanged 56 SP:Iteration 147Q (4960.720327 sec): 3 clusters Score: Raw -4780001.350927 + Penalty 2100.763720 = -4777900.587207 nChanged 45 SP:Iteration 148Q (4960.823488 sec): 3 clusters Score: Raw -4780007.009171 + Penalty 2100.763720 = -4777906.245452 nChanged 48 SP:Iteration 149Q (4960.951296 sec): 3 clusters Score: Raw -4780013.407974 + Penalty 2100.763720 = -4777912.644255 nChanged 44 SP:Iteration 150Q (4961.054754 sec): 3 clusters Score: Raw -4780018.747233 + Penalty 2100.763720 = -4777917.983514 nChanged 43 SP:Iteration 151Q (4961.165995 sec): 3 clusters Score: Raw -4780023.980736 + Penalty 2100.763720 = -4777923.217017 nChanged 47 SP:Iteration 152Q (4961.280117 sec): 3 clusters Score: Raw -4780029.673927 + Penalty 2100.763720 = -4777928.910207 nChanged 47 SP:Iteration 153Q (4961.358816 sec): 3 clusters Score: Raw -4780035.768501 + Penalty 2100.763720 = -4777935.004781 nChanged 48 SP:Iteration 154Q (4961.466466 sec): 3 clusters Score: Raw -4780042.487590 + Penalty 2100.763720 = -4777941.723870 nChanged 46 SP:Iteration 155Q (4961.547396 sec): 3 clusters Score: Raw -4780049.675116 + Penalty 2100.763720 = -4777948.911396 nChanged 49 SP:Iteration 156Q (4961.636238 sec): 3 clusters Score: Raw -4780058.943156 + Penalty 2100.763720 = -4777958.179437 nChanged 52 SP:Iteration 157Q (4961.750934 sec): 3 clusters Score: Raw -4780068.353153 + Penalty 2100.763720 = -4777967.589433 nChanged 63 SP:Iteration 158Q (4961.834522 sec): 3 clusters Score: Raw -4780078.709873 + Penalty 2100.763720 = -4777977.946153 nChanged 43 SP:Iteration 159Q (4961.952387 sec): 3 clusters Score: Raw -4780085.065297 + Penalty 2100.763720 = -4777984.301577 nChanged 38 SP:Iteration 160F (4962.068237 sec): 3 clusters Score: Raw -4780089.919129 + Penalty 2100.763720 = -4777989.155409 nChanged 30 SP:Iteration 161Q (4962.180270 sec): 3 clusters Score: Raw -4780093.054997 + Penalty 2100.763720 = -4777992.291277 nChanged 27 SP:Iteration 162Q (4962.292369 sec): 3 clusters Score: Raw -4780096.811570 + Penalty 2100.763720 = -4777996.047851 nChanged 30 SP:Iteration 163Q (4962.390067 sec): 3 clusters Score: Raw -4780100.410467 + Penalty 2100.763720 = -4777999.646747 nChanged 31 SP:Iteration 164Q (4962.536506 sec): 3 clusters Score: Raw -4780104.422841 + Penalty 2100.763720 = -4778003.659122 nChanged 32 SP:Iteration 165Q (4962.621673 sec): 3 clusters Score: Raw -4780107.802967 + Penalty 2100.763720 = -4778007.039247 nChanged 28 SP:Iteration 166Q (4962.727990 sec): 3 clusters Score: Raw -4780110.824478 + Penalty 2100.763720 = -4778010.060758 nChanged 26 SP:Iteration 167Q (4962.843211 sec): 3 clusters Score: Raw -4780114.340250 + Penalty 2100.763720 = -4778013.576530 nChanged 27 SP:Iteration 168Q (4962.949387 sec): 3 clusters Score: Raw -4780118.181212 + Penalty 2100.763720 = -4778017.417492 nChanged 35 SP:Iteration 169Q (4963.052646 sec): 3 clusters Score: Raw -4780124.112972 + Penalty 2100.763720 = -4778023.349252 nChanged 36 SP:Iteration 170Q (4963.174444 sec): 3 clusters Score: Raw -4780129.734425 + Penalty 2100.763720 = -4778028.970706 nChanged 27 SP:Iteration 171Q (4963.274192 sec): 3 clusters Score: Raw -4780134.079168 + Penalty 2100.763720 = -4778033.315448 nChanged 29 SP:Iteration 172Q (4963.372883 sec): 3 clusters Score: Raw -4780137.564128 + Penalty 2100.763720 = -4778036.800409 nChanged 22 SP:Iteration 173Q (4963.477358 sec): 3 clusters Score: Raw -4780140.471952 + Penalty 2100.763720 = -4778039.708232 nChanged 28 SP:Iteration 174Q (4963.580359 sec): 3 clusters Score: Raw -4780144.449471 + Penalty 2100.763720 = -4778043.685752 nChanged 30 SP:Iteration 175Q (4963.692401 sec): 3 clusters Score: Raw -4780148.887747 + Penalty 2100.763720 = -4778048.124027 nChanged 30 SP:Iteration 176Q (4963.800963 sec): 3 clusters Score: Raw -4780153.417322 + Penalty 2100.763720 = -4778052.653602 nChanged 20 SP:Iteration 177Q (4963.915578 sec): 3 clusters Score: Raw -4780156.237625 + Penalty 2100.763720 = -4778055.473905 nChanged 20 SP:Iteration 178Q (4964.038486 sec): 3 clusters Score: Raw -4780159.516886 + Penalty 2100.763720 = -4778058.753166 nChanged 30 SP:Iteration 179Q (4964.138010 sec): 3 clusters Score: Raw -4780164.739292 + Penalty 2100.763720 = -4778063.975572 nChanged 40 SP:Iteration 180F (4964.258035 sec): 3 clusters Score: Raw -4780173.262271 + Penalty 2100.763720 = -4778072.498551 nChanged 43 SP:Iteration 181Q (4964.374626 sec): 3 clusters Score: Raw -4780180.500466 + Penalty 2100.763720 = -4778079.736747 nChanged 34 SP:Iteration 182Q (4964.467943 sec): 3 clusters Score: Raw -4780185.147830 + Penalty 2100.763720 = -4778084.384110 nChanged 33 SP:Iteration 183Q (4964.575958 sec): 3 clusters Score: Raw -4780189.790525 + Penalty 2100.763720 = -4778089.026805 nChanged 39 SP:Iteration 184Q (4964.678755 sec): 3 clusters Score: Raw -4780196.055601 + Penalty 2100.763720 = -4778095.291882 nChanged 34 SP:Iteration 185Q (4964.786586 sec): 3 clusters Score: Raw -4780200.718830 + Penalty 2100.763720 = -4778099.955110 nChanged 29 SP:Iteration 186Q (4964.887482 sec): 3 clusters Score: Raw -4780205.203193 + Penalty 2100.763720 = -4778104.439473 nChanged 30 SP:Iteration 187Q (4964.998862 sec): 3 clusters Score: Raw -4780209.946920 + Penalty 2100.763720 = -4778109.183201 nChanged 22 SP:Iteration 188Q (4965.105167 sec): 3 clusters Score: Raw -4780212.891860 + Penalty 2100.763720 = -4778112.128141 nChanged 23 SP:Iteration 189Q (4965.209342 sec): 3 clusters Score: Raw -4780216.435448 + Penalty 2100.763720 = -4778115.671729 nChanged 21 SP:Iteration 190Q (4965.310801 sec): 3 clusters Score: Raw -4780219.182423 + Penalty 2100.763720 = -4778118.418703 nChanged 17 SP:Iteration 191Q (4965.410752 sec): 3 clusters Score: Raw -4780221.629826 + Penalty 2100.763720 = -4778120.866106 nChanged 15 SP:Iteration 192Q (4965.520409 sec): 3 clusters Score: Raw -4780223.446380 + Penalty 2100.763720 = -4778122.682661 nChanged 18 SP:Iteration 193Q (4965.617132 sec): 3 clusters Score: Raw -4780225.840145 + Penalty 2100.763720 = -4778125.076426 nChanged 17 SP:Iteration 194Q (4965.720393 sec): 3 clusters Score: Raw -4780229.272865 + Penalty 2100.763720 = -4778128.509146 nChanged 17 SP:Iteration 195Q (4965.811053 sec): 3 clusters Score: Raw -4780231.893425 + Penalty 2100.763720 = -4778131.129705 nChanged 20 SP:Iteration 196Q (4965.921696 sec): 3 clusters Score: Raw -4780234.746879 + Penalty 2100.763720 = -4778133.983159 nChanged 28 SP:Iteration 197Q (4966.037722 sec): 3 clusters Score: Raw -4780239.987780 + Penalty 2100.763720 = -4778139.224060 nChanged 23 SP:Iteration 198Q (4966.142296 sec): 3 clusters Score: Raw -4780243.815744 + Penalty 2100.763720 = -4778143.052024 nChanged 24 SP:Iteration 199Q (4966.251831 sec): 3 clusters Score: Raw -4780247.320355 + Penalty 2100.763720 = -4778146.556636 nChanged 22 SP:Iteration 200F (4966.378882 sec): 3 clusters Score: Raw -4780250.381988 + Penalty 2100.763720 = -4778149.618268 nChanged 24 SP:Iteration 201Q (4966.460415 sec): 3 clusters Score: Raw -4780254.108367 + Penalty 2100.763720 = -4778153.344648 nChanged 22 SP:Iteration 202Q (4966.567669 sec): 3 clusters Score: Raw -4780257.384736 + Penalty 2100.763720 = -4778156.621017 nChanged 19 SP:Iteration 203Q (4966.640405 sec): 3 clusters Score: Raw -4780261.172298 + Penalty 2100.763720 = -4778160.408579 nChanged 24 SP:Iteration 204Q (4966.751098 sec): 3 clusters Score: Raw -4780264.956592 + Penalty 2100.763720 = -4778164.192872 nChanged 18 SP:Iteration 205Q (4966.852370 sec): 3 clusters Score: Raw -4780267.892854 + Penalty 2100.763720 = -4778167.129134 nChanged 23 SP:Iteration 206Q (4966.950435 sec): 3 clusters Score: Raw -4780270.863551 + Penalty 2100.763720 = -4778170.099831 nChanged 15 SP:Iteration 207Q (4967.068748 sec): 3 clusters Score: Raw -4780272.846210 + Penalty 2100.763720 = -4778172.082490 nChanged 12 SP:Iteration 208Q (4967.141113 sec): 3 clusters Score: Raw -4780274.232460 + Penalty 2100.763720 = -4778173.468740 nChanged 14 SP:Iteration 209Q (4967.251554 sec): 3 clusters Score: Raw -4780275.869769 + Penalty 2100.763720 = -4778175.106049 nChanged 12 SP:Iteration 210Q (4967.366709 sec): 3 clusters Score: Raw -4780278.351263 + Penalty 2100.763720 = -4778177.587543 nChanged 19 SP:Iteration 211Q (4967.459745 sec): 3 clusters Score: Raw -4780281.864075 + Penalty 2100.763720 = -4778181.100356 nChanged 18 SP:Iteration 212Q (4967.576737 sec): 3 clusters Score: Raw -4780285.339675 + Penalty 2100.763720 = -4778184.575955 nChanged 21 SP:Iteration 213Q (4967.678155 sec): 3 clusters Score: Raw -4780289.842037 + Penalty 2100.763720 = -4778189.078317 nChanged 24 SP:Iteration 214Q (4967.788431 sec): 3 clusters Score: Raw -4780296.108074 + Penalty 2100.763720 = -4778195.344354 nChanged 26 SP:Iteration 215Q (4967.893908 sec): 3 clusters Score: Raw -4780301.486217 + Penalty 2100.763720 = -4778200.722497 nChanged 34 SP:Iteration 216Q (4968.003892 sec): 3 clusters Score: Raw -4780307.854084 + Penalty 2100.763720 = -4778207.090365 nChanged 31 SP:Iteration 217Q (4968.085577 sec): 3 clusters Score: Raw -4780314.696837 + Penalty 2100.763720 = -4778213.933117 nChanged 37 SP:Iteration 218Q (4968.158657 sec): 3 clusters Score: Raw -4780325.278646 + Penalty 2100.763720 = -4778224.514926 nChanged 36 SP:Iteration 219Q (4968.275727 sec): 3 clusters Score: Raw -4780337.356860 + Penalty 2100.763720 = -4778236.593140 nChanged 33 SP:Iteration 220F (4968.397616 sec): 3 clusters Score: Raw -4780347.517593 + Penalty 2100.763720 = -4778246.753873 nChanged 30 SP:Iteration 221Q (4968.491055 sec): 3 clusters Score: Raw -4780355.857306 + Penalty 2100.763720 = -4778255.093586 nChanged 32 SP:Iteration 222Q (4968.608278 sec): 3 clusters Score: Raw -4780364.409714 + Penalty 2100.763720 = -4778263.645994 nChanged 32 SP:Iteration 223Q (4968.703242 sec): 3 clusters Score: Raw -4780373.519554 + Penalty 2100.763720 = -4778272.755834 nChanged 29 SP:Iteration 224Q (4968.816750 sec): 3 clusters Score: Raw -4780380.068583 + Penalty 2100.763720 = -4778279.304864 nChanged 25 SP:Iteration 225Q (4968.923506 sec): 3 clusters Score: Raw -4780385.564321 + Penalty 2100.763720 = -4778284.800601 nChanged 21 SP:Iteration 226Q (4969.027574 sec): 3 clusters Score: Raw -4780391.654139 + Penalty 2100.763720 = -4778290.890419 nChanged 23 SP:Iteration 227Q (4969.140274 sec): 3 clusters Score: Raw -4780397.967874 + Penalty 2100.763720 = -4778297.204154 nChanged 26 SP:Iteration 228Q (4969.236441 sec): 3 clusters Score: Raw -4780403.798858 + Penalty 2100.763720 = -4778303.035139 nChanged 24 SP:Iteration 229Q (4969.352420 sec): 3 clusters Score: Raw -4780409.455376 + Penalty 2100.763720 = -4778308.691656 nChanged 16 SP:Iteration 230Q (4969.423010 sec): 3 clusters Score: Raw -4780413.847037 + Penalty 2100.763720 = -4778313.083318 nChanged 17 SP:Iteration 231Q (4969.530678 sec): 3 clusters Score: Raw -4780417.089963 + Penalty 2100.763720 = -4778316.326243 nChanged 13 SP:Iteration 232Q (4969.641857 sec): 3 clusters Score: Raw -4780420.858823 + Penalty 2100.763720 = -4778320.095104 nChanged 20 SP:Iteration 233Q (4969.752635 sec): 3 clusters Score: Raw -4780425.498814 + Penalty 2100.763720 = -4778324.735095 nChanged 16 SP:Iteration 234Q (4969.861833 sec): 3 clusters Score: Raw -4780429.196607 + Penalty 2100.763720 = -4778328.432887 nChanged 18 SP:Iteration 235Q (4969.954174 sec): 3 clusters Score: Raw -4780433.600948 + Penalty 2100.763720 = -4778332.837229 nChanged 16 SP:Iteration 236Q (4970.073110 sec): 3 clusters Score: Raw -4780437.103249 + Penalty 2100.763720 = -4778336.339530 nChanged 19 SP:Iteration 237Q (4970.181614 sec): 3 clusters Score: Raw -4780442.072243 + Penalty 2100.763720 = -4778341.308523 nChanged 13 SP:Iteration 238Q (4970.291981 sec): 3 clusters Score: Raw -4780445.191568 + Penalty 2100.763720 = -4778344.427849 nChanged 12 SP:Iteration 239Q (4970.398539 sec): 3 clusters Score: Raw -4780449.004075 + Penalty 2100.763720 = -4778348.240356 nChanged 10 SP:Iteration 240F (4970.526148 sec): 3 clusters Score: Raw -4780451.820622 + Penalty 2100.763720 = -4778351.056902 nChanged 10 SP:Iteration 241Q (4970.628170 sec): 3 clusters Score: Raw -4780454.163510 + Penalty 2100.763720 = -4778353.399790 nChanged 11 SP:Iteration 242Q (4970.738493 sec): 3 clusters Score: Raw -4780456.578685 + Penalty 2100.763720 = -4778355.814965 nChanged 13 SP:Iteration 243Q (4970.849359 sec): 3 clusters Score: Raw -4780458.811241 + Penalty 2100.763720 = -4778358.047522 nChanged 9 SP:Iteration 244Q (4970.957448 sec): 3 clusters Score: Raw -4780460.849571 + Penalty 2100.763720 = -4778360.085852 nChanged 7 SP:Iteration 245Q (4971.061689 sec): 3 clusters Score: Raw -4780462.530249 + Penalty 2100.763720 = -4778361.766530 nChanged 4 SP:Iteration 246Q (4971.162255 sec): 3 clusters Score: Raw -4780463.908486 + Penalty 2100.763720 = -4778363.144766 nChanged 7 SP:Iteration 247Q (4971.273595 sec): 3 clusters Score: Raw -4780464.967140 + Penalty 2100.763720 = -4778364.203420 nChanged 7 SP:Iteration 248Q (4971.371435 sec): 3 clusters Score: Raw -4780466.275286 + Penalty 2100.763720 = -4778365.511566 nChanged 8 SP:Iteration 249Q (4971.447488 sec): 3 clusters Score: Raw -4780467.733815 + Penalty 2100.763720 = -4778366.970096 nChanged 4 SP:Iteration 250Q (4971.554106 sec): 3 clusters Score: Raw -4780468.951411 + Penalty 2100.763720 = -4778368.187692 nChanged 8 SP:Iteration 251Q (4971.662428 sec): 3 clusters Score: Raw -4780470.652406 + Penalty 2100.763720 = -4778369.888686 nChanged 8 SP:Iteration 252Q (4971.741092 sec): 3 clusters Score: Raw -4780472.332930 + Penalty 2100.763720 = -4778371.569210 nChanged 9 SP:Iteration 253Q (4971.843129 sec): 3 clusters Score: Raw -4780473.879490 + Penalty 2100.763720 = -4778373.115770 nChanged 7 SP:Iteration 254Q (4971.926486 sec): 3 clusters Score: Raw -4780474.870220 + Penalty 2100.763720 = -4778374.106500 nChanged 3 SP:Iteration 255Q (4972.000846 sec): 3 clusters Score: Raw -4780475.343398 + Penalty 2100.763720 = -4778374.579679 nChanged 3 SP:Iteration 256Q (4972.113166 sec): 3 clusters Score: Raw -4780475.760585 + Penalty 2100.763720 = -4778374.996865 nChanged 1 SP:Iteration 257Q (4972.221968 sec): 3 clusters Score: Raw -4780475.990337 + Penalty 2100.763720 = -4778375.226617 nChanged 1 SP:Iteration 258Q (4972.327858 sec): 3 clusters Score: Raw -4780476.070069 + Penalty 2100.763720 = -4778375.306350 nChanged 0 SP:Iteration 259F (4972.445162 sec): 3 clusters Score: Raw -4780476.070069 + Penalty 2100.763720 = -4778375.306350 nChanged 0 Trying to split cluster 10 (5431 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4972.472265 sec): 2 clusters Score: Raw -356429.286769 + Penalty 816.988463 = -355612.298306 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4972.515368 sec): 3 clusters Score: Raw -353406.732668 + Penalty 1633.976926 = -351772.755742 nChanged 2322 SP:Iteration 1F (4972.567030 sec): 3 clusters Score: Raw -354820.406463 + Penalty 1633.976926 = -353186.429537 nChanged 425 SP:Iteration 2F (4972.617753 sec): 3 clusters Score: Raw -355133.701276 + Penalty 1633.976926 = -353499.724350 nChanged 410 SP:Iteration 3F (4972.663672 sec): 3 clusters Score: Raw -355422.416529 + Penalty 1633.976926 = -353788.439603 nChanged 309 SP:Iteration 4F (4972.712026 sec): 3 clusters Score: Raw -355622.757372 + Penalty 1633.976926 = -353988.780446 nChanged 260 SP:Iteration 5Q (4972.764979 sec): 3 clusters Score: Raw -355780.944505 + Penalty 1633.976926 = -354146.967579 nChanged 212 SP:Iteration 6Q (4972.803651 sec): 3 clusters Score: Raw -355907.548042 + Penalty 1633.976926 = -354273.571116 nChanged 164 SP:Iteration 7Q (4972.850963 sec): 3 clusters Score: Raw -355995.783222 + Penalty 1633.976926 = -354361.806296 nChanged 140 SP:Iteration 8Q (4972.912193 sec): 3 clusters Score: Raw -356067.340758 + Penalty 1633.976926 = -354433.363832 nChanged 115 SP:Iteration 9Q (4972.953377 sec): 3 clusters Score: Raw -356110.473036 + Penalty 1633.976926 = -354476.496110 nChanged 80 SP:Iteration 10Q (4972.997183 sec): 3 clusters Score: Raw -356140.875206 + Penalty 1633.976926 = -354506.898280 nChanged 77 SP:Iteration 11Q (4973.052168 sec): 3 clusters Score: Raw -356181.306817 + Penalty 1633.976926 = -354547.329891 nChanged 89 SP:Iteration 12Q (4973.097655 sec): 3 clusters Score: Raw -356211.942822 + Penalty 1633.976926 = -354577.965896 nChanged 59 SP:Iteration 13Q (4973.142152 sec): 3 clusters Score: Raw -356235.479638 + Penalty 1633.976926 = -354601.502712 nChanged 53 SP:Iteration 14Q (4973.191651 sec): 3 clusters Score: Raw -356255.929049 + Penalty 1633.976926 = -354621.952123 nChanged 56 SP:Iteration 15Q (4973.236798 sec): 3 clusters Score: Raw -356276.271075 + Penalty 1633.976926 = -354642.294149 nChanged 57 SP:Iteration 16Q (4973.289962 sec): 3 clusters Score: Raw -356294.814935 + Penalty 1633.976926 = -354660.838009 nChanged 52 SP:Iteration 17Q (4973.330172 sec): 3 clusters Score: Raw -356316.926759 + Penalty 1633.976926 = -354682.949833 nChanged 51 SP:Iteration 18Q (4973.378754 sec): 3 clusters Score: Raw -356336.898707 + Penalty 1633.976926 = -354702.921781 nChanged 51 SP:Iteration 19Q (4973.416639 sec): 3 clusters Score: Raw -356357.471787 + Penalty 1633.976926 = -354723.494861 nChanged 49 SP:Iteration 20F (4973.462726 sec): 3 clusters Score: Raw -356376.487312 + Penalty 1633.976926 = -354742.510386 nChanged 42 SP:Iteration 21Q (4973.500157 sec): 3 clusters Score: Raw -356391.928673 + Penalty 1633.976926 = -354757.951747 nChanged 35 SP:Iteration 22Q (4973.548263 sec): 3 clusters Score: Raw -356403.559116 + Penalty 1633.976926 = -354769.582190 nChanged 34 SP:Iteration 23Q (4973.588676 sec): 3 clusters Score: Raw -356418.756782 + Penalty 1633.976926 = -354784.779856 nChanged 32 SP:Iteration 24Q (4973.625827 sec): 3 clusters Score: Raw -356431.478704 + Penalty 1633.976926 = -354797.501778 nChanged 32 SP:Iteration 25Q (4973.657252 sec): 3 clusters Score: Raw -356443.956057 + Penalty 1633.976926 = -354809.979131 nChanged 28 SP:Iteration 26Q (4973.710192 sec): 3 clusters Score: Raw -356449.910137 + Penalty 1633.976926 = -354815.933211 nChanged 28 SP:Iteration 27Q (4973.765199 sec): 3 clusters Score: Raw -356458.641048 + Penalty 1633.976926 = -354824.664122 nChanged 24 SP:Iteration 28Q (4973.805390 sec): 3 clusters Score: Raw -356464.549752 + Penalty 1633.976926 = -354830.572826 nChanged 29 SP:Iteration 29Q (4973.851328 sec): 3 clusters Score: Raw -356472.363127 + Penalty 1633.976926 = -354838.386201 nChanged 29 SP:Iteration 30Q (4973.900625 sec): 3 clusters Score: Raw -356478.787378 + Penalty 1633.976926 = -354844.810452 nChanged 34 SP:Iteration 31Q (4973.951981 sec): 3 clusters Score: Raw -356491.936498 + Penalty 1633.976926 = -354857.959572 nChanged 33 SP:Iteration 32Q (4974.011854 sec): 3 clusters Score: Raw -356503.238551 + Penalty 1633.976926 = -354869.261625 nChanged 36 SP:Iteration 33Q (4974.048684 sec): 3 clusters Score: Raw -356517.055349 + Penalty 1633.976926 = -354883.078423 nChanged 38 SP:Iteration 34Q (4974.091742 sec): 3 clusters Score: Raw -356531.253017 + Penalty 1633.976926 = -354897.276091 nChanged 49 SP:Iteration 35Q (4974.137269 sec): 3 clusters Score: Raw -356543.646966 + Penalty 1633.976926 = -354909.670040 nChanged 31 SP:Iteration 36Q (4974.174632 sec): 3 clusters Score: Raw -356552.065408 + Penalty 1633.976926 = -354918.088482 nChanged 27 SP:Iteration 37Q (4974.228639 sec): 3 clusters Score: Raw -356558.640577 + Penalty 1633.976926 = -354924.663651 nChanged 15 SP:Iteration 38Q (4974.276016 sec): 3 clusters Score: Raw -356561.046731 + Penalty 1633.976926 = -354927.069805 nChanged 7 SP:Iteration 39Q (4974.309479 sec): 3 clusters Score: Raw -356562.457487 + Penalty 1633.976926 = -354928.480561 nChanged 6 SP:Iteration 40F (4974.362798 sec): 3 clusters Score: Raw -356563.617911 + Penalty 1633.976926 = -354929.640985 nChanged 7 SP:Iteration 41Q (4974.402484 sec): 3 clusters Score: Raw -356564.986372 + Penalty 1633.976926 = -354931.009446 nChanged 6 SP:Iteration 42Q (4974.451845 sec): 3 clusters Score: Raw -356566.568929 + Penalty 1633.976926 = -354932.592003 nChanged 3 SP:Iteration 43Q (4974.508668 sec): 3 clusters Score: Raw -356567.039309 + Penalty 1633.976926 = -354933.062383 nChanged 2 SP:Iteration 44Q (4974.545358 sec): 3 clusters Score: Raw -356567.132334 + Penalty 1633.976926 = -354933.155408 nChanged 0 SP:Iteration 45F (4974.590961 sec): 3 clusters Score: Raw -356567.132334 + Penalty 1633.976926 = -354933.155408 nChanged 0 Trying to split cluster 11 (20519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4974.637345 sec): 2 clusters Score: Raw -1526704.627435 + Penalty 943.265124 = -1525761.362311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4974.686632 sec): 3 clusters Score: Raw -1513826.129420 + Penalty 1886.530247 = -1511939.599172 nChanged 9600 SP:Iteration 1F (4974.726185 sec): 3 clusters Score: Raw -1519170.602759 + Penalty 1886.530247 = -1517284.072512 nChanged 855 SP:Iteration 2Q (4974.770774 sec): 3 clusters Score: Raw -1519473.737142 + Penalty 1886.530247 = -1517587.206895 nChanged 890 SP:Iteration 3Q (4974.837845 sec): 3 clusters Score: Raw -1519844.159153 + Penalty 1886.530247 = -1517957.628906 nChanged 990 SP:Iteration 4Q (4974.905802 sec): 3 clusters Score: Raw -1520364.473597 + Penalty 1886.530247 = -1518477.943349 nChanged 1076 SP:Iteration 5F (4974.982634 sec): 3 clusters Score: Raw -1521058.197974 + Penalty 1886.530247 = -1519171.667727 nChanged 1208 SP:Iteration 6F (4975.038245 sec): 3 clusters Score: Raw -1521954.623791 + Penalty 1886.530247 = -1520068.093544 nChanged 1189 SP:Iteration 7F (4975.111617 sec): 3 clusters Score: Raw -1522904.920662 + Penalty 1886.530247 = -1521018.390414 nChanged 1114 SP:Iteration 8F (4975.179028 sec): 3 clusters Score: Raw -1523714.157629 + Penalty 1886.530247 = -1521827.627382 nChanged 920 SP:Iteration 9Q (4975.227626 sec): 3 clusters Score: Raw -1524273.276359 + Penalty 1886.530247 = -1522386.746112 nChanged 682 SP:Iteration 10Q (4975.294729 sec): 3 clusters Score: Raw -1524612.378803 + Penalty 1886.530247 = -1522725.848555 nChanged 510 SP:Iteration 11Q (4975.353467 sec): 3 clusters Score: Raw -1524833.979990 + Penalty 1886.530247 = -1522947.449742 nChanged 393 SP:Iteration 12Q (4975.403204 sec): 3 clusters Score: Raw -1525005.017764 + Penalty 1886.530247 = -1523118.487516 nChanged 349 SP:Iteration 13Q (4975.471451 sec): 3 clusters Score: Raw -1525148.083513 + Penalty 1886.530247 = -1523261.553266 nChanged 311 SP:Iteration 14Q (4975.521606 sec): 3 clusters Score: Raw -1525265.830435 + Penalty 1886.530247 = -1523379.300187 nChanged 264 SP:Iteration 15Q (4975.590947 sec): 3 clusters Score: Raw -1525371.898085 + Penalty 1886.530247 = -1523485.367837 nChanged 278 SP:Iteration 16Q (4975.657621 sec): 3 clusters Score: Raw -1525491.769286 + Penalty 1886.530247 = -1523605.239038 nChanged 248 SP:Iteration 17Q (4975.727429 sec): 3 clusters Score: Raw -1525599.584413 + Penalty 1886.530247 = -1523713.054166 nChanged 269 SP:Iteration 18Q (4975.780480 sec): 3 clusters Score: Raw -1525734.078674 + Penalty 1886.530247 = -1523847.548427 nChanged 267 SP:Iteration 19Q (4975.847014 sec): 3 clusters Score: Raw -1525873.186039 + Penalty 1886.530247 = -1523986.655792 nChanged 259 SP:Iteration 20F (4975.916293 sec): 3 clusters Score: Raw -1526008.538639 + Penalty 1886.530247 = -1524122.008392 nChanged 243 SP:Iteration 21Q (4975.983656 sec): 3 clusters Score: Raw -1526138.803184 + Penalty 1886.530247 = -1524252.272937 nChanged 220 SP:Iteration 22Q (4976.049877 sec): 3 clusters Score: Raw -1526265.510794 + Penalty 1886.530247 = -1524378.980546 nChanged 188 SP:Iteration 23Q (4976.107058 sec): 3 clusters Score: Raw -1526387.329792 + Penalty 1886.530247 = -1524500.799544 nChanged 166 SP:Iteration 24Q (4976.169100 sec): 3 clusters Score: Raw -1526483.739018 + Penalty 1886.530247 = -1524597.208771 nChanged 162 SP:Iteration 25Q (4976.225703 sec): 3 clusters Score: Raw -1526577.716253 + Penalty 1886.530247 = -1524691.186006 nChanged 139 SP:Iteration 26Q (4976.287108 sec): 3 clusters Score: Raw -1526654.618313 + Penalty 1886.530247 = -1524768.088065 nChanged 119 SP:Iteration 27Q (4976.349450 sec): 3 clusters Score: Raw -1526718.712770 + Penalty 1886.530247 = -1524832.182522 nChanged 104 SP:Iteration 28Q (4976.403394 sec): 3 clusters Score: Raw -1526781.159883 + Penalty 1886.530247 = -1524894.629636 nChanged 87 SP:Iteration 29Q (4976.476614 sec): 3 clusters Score: Raw -1526822.212945 + Penalty 1886.530247 = -1524935.682698 nChanged 69 SP:Iteration 30Q (4976.542307 sec): 3 clusters Score: Raw -1526851.372037 + Penalty 1886.530247 = -1524964.841789 nChanged 57 SP:Iteration 31Q (4976.601709 sec): 3 clusters Score: Raw -1526872.213814 + Penalty 1886.530247 = -1524985.683567 nChanged 41 SP:Iteration 32Q (4976.670684 sec): 3 clusters Score: Raw -1526889.806990 + Penalty 1886.530247 = -1525003.276743 nChanged 37 SP:Iteration 33Q (4976.739953 sec): 3 clusters Score: Raw -1526907.449866 + Penalty 1886.530247 = -1525020.919618 nChanged 36 SP:Iteration 34Q (4976.814222 sec): 3 clusters Score: Raw -1526919.173455 + Penalty 1886.530247 = -1525032.643208 nChanged 29 SP:Iteration 35Q (4976.865336 sec): 3 clusters Score: Raw -1526927.327487 + Penalty 1886.530247 = -1525040.797240 nChanged 16 SP:Iteration 36Q (4976.933467 sec): 3 clusters Score: Raw -1526932.254304 + Penalty 1886.530247 = -1525045.724057 nChanged 14 SP:Iteration 37Q (4977.001008 sec): 3 clusters Score: Raw -1526936.095629 + Penalty 1886.530247 = -1525049.565381 nChanged 17 SP:Iteration 38Q (4977.068574 sec): 3 clusters Score: Raw -1526940.396245 + Penalty 1886.530247 = -1525053.865997 nChanged 18 SP:Iteration 39Q (4977.135816 sec): 3 clusters Score: Raw -1526945.813227 + Penalty 1886.530247 = -1525059.282980 nChanged 16 SP:Iteration 40F (4977.205453 sec): 3 clusters Score: Raw -1526950.859727 + Penalty 1886.530247 = -1525064.329480 nChanged 16 SP:Iteration 41Q (4977.268831 sec): 3 clusters Score: Raw -1526956.393390 + Penalty 1886.530247 = -1525069.863142 nChanged 23 SP:Iteration 42Q (4977.332682 sec): 3 clusters Score: Raw -1526963.013218 + Penalty 1886.530247 = -1525076.482971 nChanged 11 SP:Iteration 43Q (4977.398489 sec): 3 clusters Score: Raw -1526965.403617 + Penalty 1886.530247 = -1525078.873370 nChanged 7 SP:Iteration 44Q (4977.463386 sec): 3 clusters Score: Raw -1526967.454944 + Penalty 1886.530247 = -1525080.924697 nChanged 4 SP:Iteration 45Q (4977.529373 sec): 3 clusters Score: Raw -1526968.790169 + Penalty 1886.530247 = -1525082.259922 nChanged 4 SP:Iteration 46Q (4977.593745 sec): 3 clusters Score: Raw -1526969.513177 + Penalty 1886.530247 = -1525082.982930 nChanged 2 SP:Iteration 47Q (4977.667956 sec): 3 clusters Score: Raw -1526969.928932 + Penalty 1886.530247 = -1525083.398685 nChanged 1 SP:Iteration 48Q (4977.713820 sec): 3 clusters Score: Raw -1526970.558720 + Penalty 1886.530247 = -1525084.028473 nChanged 1 SP:Iteration 49Q (4977.780470 sec): 3 clusters Score: Raw -1526970.622128 + Penalty 1886.530247 = -1525084.091880 nChanged 0 SP:Iteration 50F (4977.846585 sec): 3 clusters Score: Raw -1526970.622128 + Penalty 1886.530247 = -1525084.091880 nChanged 0 Trying to split cluster 12 (53033 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4977.919927 sec): 2 clusters Score: Raw -3698131.628047 + Penalty 1033.473616 = -3697098.154431 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4978.024123 sec): 3 clusters Score: Raw -3663641.392367 + Penalty 2066.947232 = -3661574.445135 nChanged 25402 SP:Iteration 1F (4978.129573 sec): 3 clusters Score: Raw -3679027.116530 + Penalty 2066.947232 = -3676960.169298 nChanged 2967 SP:Iteration 2F (4978.239915 sec): 3 clusters Score: Raw -3680501.325756 + Penalty 2066.947232 = -3678434.378524 nChanged 3742 SP:Iteration 3F (4978.346734 sec): 3 clusters Score: Raw -3682920.199927 + Penalty 2066.947232 = -3680853.252695 nChanged 4411 SP:Iteration 4F (4978.466356 sec): 3 clusters Score: Raw -3686495.793106 + Penalty 2066.947232 = -3684428.845874 nChanged 4420 SP:Iteration 5F (4978.580937 sec): 3 clusters Score: Raw -3690421.621388 + Penalty 2066.947232 = -3688354.674157 nChanged 3579 SP:Iteration 6F (4978.694374 sec): 3 clusters Score: Raw -3693685.914245 + Penalty 2066.947232 = -3691618.967014 nChanged 2481 SP:Iteration 7Q (4978.815986 sec): 3 clusters Score: Raw -3695915.666183 + Penalty 2066.947232 = -3693848.718951 nChanged 1524 SP:Iteration 8Q (4978.928270 sec): 3 clusters Score: Raw -3697267.119767 + Penalty 2066.947232 = -3695200.172535 nChanged 878 SP:Iteration 9Q (4979.034336 sec): 3 clusters Score: Raw -3698040.280428 + Penalty 2066.947232 = -3695973.333196 nChanged 499 SP:Iteration 10Q (4979.142854 sec): 3 clusters Score: Raw -3698486.919059 + Penalty 2066.947232 = -3696419.971827 nChanged 246 SP:Iteration 11Q (4979.242374 sec): 3 clusters Score: Raw -3698712.201484 + Penalty 2066.947232 = -3696645.254253 nChanged 106 SP:Iteration 12Q (4979.350629 sec): 3 clusters Score: Raw -3698799.238505 + Penalty 2066.947232 = -3696732.291274 nChanged 76 SP:Iteration 13Q (4979.459108 sec): 3 clusters Score: Raw -3698863.619360 + Penalty 2066.947232 = -3696796.672129 nChanged 47 SP:Iteration 14Q (4979.566380 sec): 3 clusters Score: Raw -3698891.314787 + Penalty 2066.947232 = -3696824.367556 nChanged 26 SP:Iteration 15Q (4979.679436 sec): 3 clusters Score: Raw -3698903.855958 + Penalty 2066.947232 = -3696836.908727 nChanged 27 SP:Iteration 16Q (4979.785306 sec): 3 clusters Score: Raw -3698913.103030 + Penalty 2066.947232 = -3696846.155798 nChanged 18 SP:Iteration 17Q (4979.890286 sec): 3 clusters Score: Raw -3698918.330794 + Penalty 2066.947232 = -3696851.383562 nChanged 12 SP:Iteration 18Q (4979.996866 sec): 3 clusters Score: Raw -3698922.946442 + Penalty 2066.947232 = -3696855.999210 nChanged 12 SP:Iteration 19Q (4980.103008 sec): 3 clusters Score: Raw -3698927.159990 + Penalty 2066.947232 = -3696860.212758 nChanged 13 SP:Iteration 20F (4980.206004 sec): 3 clusters Score: Raw -3698931.066146 + Penalty 2066.947232 = -3696864.118914 nChanged 10 SP:Iteration 21Q (4980.306243 sec): 3 clusters Score: Raw -3698933.599495 + Penalty 2066.947232 = -3696866.652263 nChanged 11 SP:Iteration 22Q (4980.400421 sec): 3 clusters Score: Raw -3698936.311847 + Penalty 2066.947232 = -3696869.364615 nChanged 8 SP:Iteration 23Q (4980.507404 sec): 3 clusters Score: Raw -3698938.499774 + Penalty 2066.947232 = -3696871.552542 nChanged 8 SP:Iteration 24Q (4980.608372 sec): 3 clusters Score: Raw -3698940.724246 + Penalty 2066.947232 = -3696873.777015 nChanged 6 SP:Iteration 25Q (4980.699156 sec): 3 clusters Score: Raw -3698942.866994 + Penalty 2066.947232 = -3696875.919763 nChanged 7 SP:Iteration 26Q (4980.800174 sec): 3 clusters Score: Raw -3698945.848550 + Penalty 2066.947232 = -3696878.901318 nChanged 7 SP:Iteration 27Q (4980.910672 sec): 3 clusters Score: Raw -3698947.601984 + Penalty 2066.947232 = -3696880.654752 nChanged 5 SP:Iteration 28Q (4981.015638 sec): 3 clusters Score: Raw -3698949.798147 + Penalty 2066.947232 = -3696882.850915 nChanged 3 SP:Iteration 29Q (4981.116982 sec): 3 clusters Score: Raw -3698950.670661 + Penalty 2066.947232 = -3696883.723429 nChanged 4 SP:Iteration 30Q (4981.222288 sec): 3 clusters Score: Raw -3698951.235868 + Penalty 2066.947232 = -3696884.288636 nChanged 3 SP:Iteration 31Q (4981.318201 sec): 3 clusters Score: Raw -3698951.700878 + Penalty 2066.947232 = -3696884.753646 nChanged 2 SP:Iteration 32Q (4981.418633 sec): 3 clusters Score: Raw -3698952.116149 + Penalty 2066.947232 = -3696885.168917 nChanged 2 SP:Iteration 33Q (4981.520593 sec): 3 clusters Score: Raw -3698952.691338 + Penalty 2066.947232 = -3696885.744106 nChanged 2 SP:Iteration 34Q (4981.638778 sec): 3 clusters Score: Raw -3698953.563830 + Penalty 2066.947232 = -3696886.616598 nChanged 0 SP:Iteration 35F (4981.741482 sec): 3 clusters Score: Raw -3698953.563830 + Penalty 2066.947232 = -3696886.616598 nChanged 0 Trying to split cluster 13 (617 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4981.779789 sec): 2 clusters Score: Raw -42738.819954 + Penalty 610.362557 = -42128.457396 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4981.824712 sec): 3 clusters Score: Raw -42526.191131 + Penalty 1220.725115 = -41305.466017 nChanged 203 SP:Iteration 1F (4981.870137 sec): 3 clusters Score: Raw -42721.593131 + Penalty 1220.725115 = -41500.868017 nChanged 45 SP:Iteration 2F (4981.908783 sec): 3 clusters Score: Raw -42787.162574 + Penalty 1220.725115 = -41566.437459 nChanged 34 SP:Iteration 3F (4981.945181 sec): 3 clusters Score: Raw -42825.214338 + Penalty 1220.725115 = -41604.489224 nChanged 23 SP:Iteration 4Q (4981.989427 sec): 3 clusters Score: Raw -42853.082061 + Penalty 1220.725115 = -41632.356947 nChanged 14 SP:Iteration 5Q (4982.029537 sec): 3 clusters Score: Raw -42861.023635 + Penalty 1220.725115 = -41640.298521 nChanged 4 SP:Iteration 6Q (4982.069115 sec): 3 clusters Score: Raw -42864.937927 + Penalty 1220.725115 = -41644.212813 nChanged 5 SP:Iteration 7Q (4982.116242 sec): 3 clusters Score: Raw -42871.797268 + Penalty 1220.725115 = -41651.072153 nChanged 8 SP:Iteration 8Q (4982.165257 sec): 3 clusters Score: Raw -42887.033809 + Penalty 1220.725115 = -41666.308694 nChanged 6 SP:Iteration 9Q (4982.206790 sec): 3 clusters Score: Raw -42893.039720 + Penalty 1220.725115 = -41672.314605 nChanged 5 SP:Iteration 10Q (4982.247703 sec): 3 clusters Score: Raw -42897.718704 + Penalty 1220.725115 = -41676.993589 nChanged 4 SP:Iteration 11Q (4982.288939 sec): 3 clusters Score: Raw -42902.299979 + Penalty 1220.725115 = -41681.574864 nChanged 0 SP:Iteration 12F (4982.334529 sec): 3 clusters Score: Raw -42902.299979 + Penalty 1220.725115 = -41681.574864 nChanged 0 Trying to split cluster 14 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4982.373308 sec): 2 clusters Score: Raw -476471.084413 + Penalty 836.396627 = -475634.687787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4982.414082 sec): 3 clusters Score: Raw -472602.443010 + Penalty 1672.793254 = -470929.649757 nChanged 2950 SP:Iteration 1F (4982.468674 sec): 3 clusters Score: Raw -474270.731614 + Penalty 1672.793254 = -472597.938360 nChanged 414 SP:Iteration 2F (4982.532006 sec): 3 clusters Score: Raw -474466.383957 + Penalty 1672.793254 = -472793.590703 nChanged 374 SP:Iteration 3F (4982.584010 sec): 3 clusters Score: Raw -474651.630233 + Penalty 1672.793254 = -472978.836979 nChanged 375 SP:Iteration 4F (4982.627876 sec): 3 clusters Score: Raw -474841.239988 + Penalty 1672.793254 = -473168.446734 nChanged 366 SP:Iteration 5F (4982.678010 sec): 3 clusters Score: Raw -475037.232485 + Penalty 1672.793254 = -473364.439231 nChanged 341 SP:Iteration 6F (4982.731003 sec): 3 clusters Score: Raw -475219.510659 + Penalty 1672.793254 = -473546.717405 nChanged 369 SP:Iteration 7F (4982.787346 sec): 3 clusters Score: Raw -475432.599688 + Penalty 1672.793254 = -473759.806434 nChanged 341 SP:Iteration 8F (4982.834890 sec): 3 clusters Score: Raw -475650.162954 + Penalty 1672.793254 = -473977.369700 nChanged 309 SP:Iteration 9Q (4982.891741 sec): 3 clusters Score: Raw -475837.139872 + Penalty 1672.793254 = -474164.346618 nChanged 280 SP:Iteration 10Q (4982.948438 sec): 3 clusters Score: Raw -476009.386621 + Penalty 1672.793254 = -474336.593367 nChanged 270 SP:Iteration 11Q (4983.005422 sec): 3 clusters Score: Raw -476187.025685 + Penalty 1672.793254 = -474514.232431 nChanged 237 SP:Iteration 12Q (4983.054426 sec): 3 clusters Score: Raw -476354.162671 + Penalty 1672.793254 = -474681.369417 nChanged 210 SP:Iteration 13Q (4983.111264 sec): 3 clusters Score: Raw -476515.729616 + Penalty 1672.793254 = -474842.936362 nChanged 170 SP:Iteration 14Q (4983.167634 sec): 3 clusters Score: Raw -476637.522356 + Penalty 1672.793254 = -474964.729102 nChanged 147 SP:Iteration 15Q (4983.232010 sec): 3 clusters Score: Raw -476732.231079 + Penalty 1672.793254 = -475059.437825 nChanged 115 SP:Iteration 16Q (4983.280402 sec): 3 clusters Score: Raw -476792.443443 + Penalty 1672.793254 = -475119.650189 nChanged 85 SP:Iteration 17Q (4983.332972 sec): 3 clusters Score: Raw -476842.657197 + Penalty 1672.793254 = -475169.863943 nChanged 60 SP:Iteration 18Q (4983.388396 sec): 3 clusters Score: Raw -476872.952400 + Penalty 1672.793254 = -475200.159147 nChanged 66 SP:Iteration 19Q (4983.442438 sec): 3 clusters Score: Raw -476899.962077 + Penalty 1672.793254 = -475227.168824 nChanged 43 SP:Iteration 20F (4983.491148 sec): 3 clusters Score: Raw -476915.866534 + Penalty 1672.793254 = -475243.073280 nChanged 43 SP:Iteration 21Q (4983.544897 sec): 3 clusters Score: Raw -476933.645245 + Penalty 1672.793254 = -475260.851992 nChanged 38 SP:Iteration 22Q (4983.599892 sec): 3 clusters Score: Raw -476949.185933 + Penalty 1672.793254 = -475276.392679 nChanged 35 SP:Iteration 23Q (4983.648618 sec): 3 clusters Score: Raw -476964.186361 + Penalty 1672.793254 = -475291.393108 nChanged 39 SP:Iteration 24Q (4983.702656 sec): 3 clusters Score: Raw -476977.093384 + Penalty 1672.793254 = -475304.300131 nChanged 34 SP:Iteration 25Q (4983.768526 sec): 3 clusters Score: Raw -476989.517331 + Penalty 1672.793254 = -475316.724077 nChanged 26 SP:Iteration 26Q (4983.822599 sec): 3 clusters Score: Raw -476996.743160 + Penalty 1672.793254 = -475323.949907 nChanged 16 SP:Iteration 27Q (4983.865095 sec): 3 clusters Score: Raw -477000.553496 + Penalty 1672.793254 = -475327.760243 nChanged 12 SP:Iteration 28Q (4983.915865 sec): 3 clusters Score: Raw -477003.440101 + Penalty 1672.793254 = -475330.646848 nChanged 15 SP:Iteration 29Q (4983.969772 sec): 3 clusters Score: Raw -477008.039098 + Penalty 1672.793254 = -475335.245845 nChanged 19 SP:Iteration 30Q (4984.023264 sec): 3 clusters Score: Raw -477012.862592 + Penalty 1672.793254 = -475340.069339 nChanged 11 SP:Iteration 31Q (4984.077603 sec): 3 clusters Score: Raw -477016.061796 + Penalty 1672.793254 = -475343.268542 nChanged 11 SP:Iteration 32Q (4984.143875 sec): 3 clusters Score: Raw -477019.533696 + Penalty 1672.793254 = -475346.740443 nChanged 8 SP:Iteration 33Q (4984.184105 sec): 3 clusters Score: Raw -477022.224403 + Penalty 1672.793254 = -475349.431150 nChanged 5 SP:Iteration 34Q (4984.224297 sec): 3 clusters Score: Raw -477023.609810 + Penalty 1672.793254 = -475350.816556 nChanged 4 SP:Iteration 35Q (4984.278783 sec): 3 clusters Score: Raw -477025.101759 + Penalty 1672.793254 = -475352.308506 nChanged 7 SP:Iteration 36Q (4984.331944 sec): 3 clusters Score: Raw -477026.591738 + Penalty 1672.793254 = -475353.798484 nChanged 3 SP:Iteration 37Q (4984.385880 sec): 3 clusters Score: Raw -477027.327464 + Penalty 1672.793254 = -475354.534210 nChanged 2 SP:Iteration 38Q (4984.440674 sec): 3 clusters Score: Raw -477027.662794 + Penalty 1672.793254 = -475354.869540 nChanged 2 SP:Iteration 39Q (4984.496374 sec): 3 clusters Score: Raw -477027.844033 + Penalty 1672.793254 = -475355.050780 nChanged 1 SP:Iteration 40F (4984.552235 sec): 3 clusters Score: Raw -477028.020605 + Penalty 1672.793254 = -475355.227351 nChanged 2 SP:Iteration 41Q (4984.606873 sec): 3 clusters Score: Raw -477028.740389 + Penalty 1672.793254 = -475355.947136 nChanged 2 SP:Iteration 42Q (4984.660430 sec): 3 clusters Score: Raw -477029.256648 + Penalty 1672.793254 = -475356.463394 nChanged 2 SP:Iteration 43Q (4984.714633 sec): 3 clusters Score: Raw -477029.687431 + Penalty 1672.793254 = -475356.894178 nChanged 0 SP:Iteration 44F (4984.770591 sec): 3 clusters Score: Raw -477029.687431 + Penalty 1672.793254 = -475356.894178 nChanged 0 Trying to split cluster 15 (6256 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4984.801103 sec): 2 clusters Score: Raw -433458.872275 + Penalty 830.423147 = -432628.449128 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4984.856916 sec): 3 clusters Score: Raw -429901.500221 + Penalty 1660.846294 = -428240.653927 nChanged 2660 SP:Iteration 1F (4984.912151 sec): 3 clusters Score: Raw -431486.510960 + Penalty 1660.846294 = -429825.664667 nChanged 455 SP:Iteration 2F (4984.966840 sec): 3 clusters Score: Raw -431763.022501 + Penalty 1660.846294 = -430102.176207 nChanged 416 SP:Iteration 3F (4985.021534 sec): 3 clusters Score: Raw -432034.354917 + Penalty 1660.846294 = -430373.508624 nChanged 388 SP:Iteration 4F (4985.076548 sec): 3 clusters Score: Raw -432295.418311 + Penalty 1660.846294 = -430634.572017 nChanged 356 SP:Iteration 5F (4985.131599 sec): 3 clusters Score: Raw -432580.732247 + Penalty 1660.846294 = -430919.885953 nChanged 304 SP:Iteration 6Q (4985.181323 sec): 3 clusters Score: Raw -432831.449127 + Penalty 1660.846294 = -431170.602833 nChanged 239 SP:Iteration 7Q (4985.236208 sec): 3 clusters Score: Raw -433009.684838 + Penalty 1660.846294 = -431348.838544 nChanged 185 SP:Iteration 8Q (4985.290913 sec): 3 clusters Score: Raw -433149.478341 + Penalty 1660.846294 = -431488.632047 nChanged 140 SP:Iteration 9Q (4985.333488 sec): 3 clusters Score: Raw -433268.791898 + Penalty 1660.846294 = -431607.945604 nChanged 111 SP:Iteration 10Q (4985.379866 sec): 3 clusters Score: Raw -433351.705967 + Penalty 1660.846294 = -431690.859673 nChanged 84 SP:Iteration 11Q (4985.419962 sec): 3 clusters Score: Raw -433417.528468 + Penalty 1660.846294 = -431756.682175 nChanged 75 SP:Iteration 12Q (4985.474419 sec): 3 clusters Score: Raw -433472.768954 + Penalty 1660.846294 = -431811.922661 nChanged 61 SP:Iteration 13Q (4985.522281 sec): 3 clusters Score: Raw -433503.297251 + Penalty 1660.846294 = -431842.450957 nChanged 34 SP:Iteration 14Q (4985.577786 sec): 3 clusters Score: Raw -433524.182205 + Penalty 1660.846294 = -431863.335912 nChanged 33 SP:Iteration 15Q (4985.632497 sec): 3 clusters Score: Raw -433543.023671 + Penalty 1660.846294 = -431882.177378 nChanged 30 SP:Iteration 16Q (4985.687137 sec): 3 clusters Score: Raw -433556.962099 + Penalty 1660.846294 = -431896.115805 nChanged 19 SP:Iteration 17Q (4985.741380 sec): 3 clusters Score: Raw -433565.383165 + Penalty 1660.846294 = -431904.536871 nChanged 13 SP:Iteration 18Q (4985.795345 sec): 3 clusters Score: Raw -433571.509807 + Penalty 1660.846294 = -431910.663514 nChanged 9 SP:Iteration 19Q (4985.849368 sec): 3 clusters Score: Raw -433574.302008 + Penalty 1660.846294 = -431913.455714 nChanged 8 SP:Iteration 20F (4985.916120 sec): 3 clusters Score: Raw -433576.951597 + Penalty 1660.846294 = -431916.105303 nChanged 5 SP:Iteration 21Q (4985.971207 sec): 3 clusters Score: Raw -433578.635331 + Penalty 1660.846294 = -431917.789037 nChanged 3 SP:Iteration 22Q (4986.015068 sec): 3 clusters Score: Raw -433580.781456 + Penalty 1660.846294 = -431919.935162 nChanged 2 SP:Iteration 23Q (4986.063324 sec): 3 clusters Score: Raw -433581.958387 + Penalty 1660.846294 = -431921.112093 nChanged 8 SP:Iteration 24Q (4986.127028 sec): 3 clusters Score: Raw -433586.777343 + Penalty 1660.846294 = -431925.931049 nChanged 3 SP:Iteration 25Q (4986.176014 sec): 3 clusters Score: Raw -433587.837544 + Penalty 1660.846294 = -431926.991250 nChanged 5 SP:Iteration 26Q (4986.224592 sec): 3 clusters Score: Raw -433589.489399 + Penalty 1660.846294 = -431928.643105 nChanged 3 SP:Iteration 27Q (4986.289241 sec): 3 clusters Score: Raw -433590.608745 + Penalty 1660.846294 = -431929.762451 nChanged 3 SP:Iteration 28Q (4986.347531 sec): 3 clusters Score: Raw -433591.026564 + Penalty 1660.846294 = -431930.180270 nChanged 1 SP:Iteration 29Q (4986.404439 sec): 3 clusters Score: Raw -433591.319223 + Penalty 1660.846294 = -431930.472930 nChanged 2 SP:Iteration 30Q (4986.456955 sec): 3 clusters Score: Raw -433591.978255 + Penalty 1660.846294 = -431931.131961 nChanged 1 SP:Iteration 31Q (4986.497410 sec): 3 clusters Score: Raw -433592.703150 + Penalty 1660.846294 = -431931.856857 nChanged 2 SP:Iteration 32Q (4986.560689 sec): 3 clusters Score: Raw -433593.519793 + Penalty 1660.846294 = -431932.673500 nChanged 1 SP:Iteration 33Q (4986.602974 sec): 3 clusters Score: Raw -433593.794587 + Penalty 1660.846294 = -431932.948293 nChanged 1 SP:Iteration 34Q (4986.647534 sec): 3 clusters Score: Raw -433594.162220 + Penalty 1660.846294 = -431933.315926 nChanged 2 SP:Iteration 35Q (4986.699537 sec): 3 clusters Score: Raw -433594.928809 + Penalty 1660.846294 = -431934.082516 nChanged 0 SP:Iteration 36F (4986.751398 sec): 3 clusters Score: Raw -433594.928809 + Penalty 1660.846294 = -431934.082516 nChanged 0 Trying to split cluster 16 (18475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4986.806395 sec): 2 clusters Score: Raw -1376424.981319 + Penalty 933.296506 = -1375491.684813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4986.879370 sec): 3 clusters Score: Raw -1365025.142999 + Penalty 1866.593012 = -1363158.549988 nChanged 8577 SP:Iteration 1F (4986.945626 sec): 3 clusters Score: Raw -1369945.396514 + Penalty 1866.593012 = -1368078.803502 nChanged 962 SP:Iteration 2F (4986.998790 sec): 3 clusters Score: Raw -1370406.451891 + Penalty 1866.593012 = -1368539.858879 nChanged 1047 SP:Iteration 3F (4987.066618 sec): 3 clusters Score: Raw -1370972.526307 + Penalty 1866.593012 = -1369105.933296 nChanged 1125 SP:Iteration 4F (4987.145008 sec): 3 clusters Score: Raw -1371671.215069 + Penalty 1866.593012 = -1369804.622057 nChanged 1170 SP:Iteration 5F (4987.214336 sec): 3 clusters Score: Raw -1372451.621741 + Penalty 1866.593012 = -1370585.028730 nChanged 1158 SP:Iteration 6F (4987.288440 sec): 3 clusters Score: Raw -1373368.654639 + Penalty 1866.593012 = -1371502.061628 nChanged 1105 SP:Iteration 7F (4987.360790 sec): 3 clusters Score: Raw -1374192.589627 + Penalty 1866.593012 = -1372325.996616 nChanged 794 SP:Iteration 8Q (4987.424786 sec): 3 clusters Score: Raw -1374645.300579 + Penalty 1866.593012 = -1372778.707567 nChanged 568 SP:Iteration 9Q (4987.492673 sec): 3 clusters Score: Raw -1374945.956108 + Penalty 1866.593012 = -1373079.363096 nChanged 451 SP:Iteration 10Q (4987.574886 sec): 3 clusters Score: Raw -1375193.208745 + Penalty 1866.593012 = -1373326.615734 nChanged 387 SP:Iteration 11Q (4987.647454 sec): 3 clusters Score: Raw -1375423.755135 + Penalty 1866.593012 = -1373557.162123 nChanged 366 SP:Iteration 12Q (4987.719969 sec): 3 clusters Score: Raw -1375638.415323 + Penalty 1866.593012 = -1373771.822311 nChanged 358 SP:Iteration 13Q (4987.788194 sec): 3 clusters Score: Raw -1375860.596786 + Penalty 1866.593012 = -1373994.003775 nChanged 307 SP:Iteration 14Q (4987.858735 sec): 3 clusters Score: Raw -1376038.077945 + Penalty 1866.593012 = -1374171.484933 nChanged 241 SP:Iteration 15Q (4987.922797 sec): 3 clusters Score: Raw -1376161.958892 + Penalty 1866.593012 = -1374295.365880 nChanged 207 SP:Iteration 16Q (4987.997840 sec): 3 clusters Score: Raw -1376257.132411 + Penalty 1866.593012 = -1374390.539399 nChanged 196 SP:Iteration 17Q (4988.066700 sec): 3 clusters Score: Raw -1376356.120889 + Penalty 1866.593012 = -1374489.527877 nChanged 166 SP:Iteration 18Q (4988.136122 sec): 3 clusters Score: Raw -1376436.014205 + Penalty 1866.593012 = -1374569.421193 nChanged 122 SP:Iteration 19Q (4988.199405 sec): 3 clusters Score: Raw -1376495.605888 + Penalty 1866.593012 = -1374629.012877 nChanged 121 SP:Iteration 20F (4988.256712 sec): 3 clusters Score: Raw -1376546.098882 + Penalty 1866.593012 = -1374679.505870 nChanged 106 SP:Iteration 21Q (4988.333438 sec): 3 clusters Score: Raw -1376587.687935 + Penalty 1866.593012 = -1374721.094923 nChanged 90 SP:Iteration 22Q (4988.400680 sec): 3 clusters Score: Raw -1376623.165689 + Penalty 1866.593012 = -1374756.572677 nChanged 74 SP:Iteration 23Q (4988.459454 sec): 3 clusters Score: Raw -1376649.238655 + Penalty 1866.593012 = -1374782.645643 nChanged 62 SP:Iteration 24Q (4988.532241 sec): 3 clusters Score: Raw -1376672.753462 + Penalty 1866.593012 = -1374806.160450 nChanged 64 SP:Iteration 25Q (4988.600817 sec): 3 clusters Score: Raw -1376693.293858 + Penalty 1866.593012 = -1374826.700846 nChanged 57 SP:Iteration 26Q (4988.666497 sec): 3 clusters Score: Raw -1376708.737452 + Penalty 1866.593012 = -1374842.144441 nChanged 51 SP:Iteration 27Q (4988.727871 sec): 3 clusters Score: Raw -1376718.940892 + Penalty 1866.593012 = -1374852.347880 nChanged 33 SP:Iteration 28Q (4988.805767 sec): 3 clusters Score: Raw -1376726.571974 + Penalty 1866.593012 = -1374859.978963 nChanged 24 SP:Iteration 29Q (4988.866195 sec): 3 clusters Score: Raw -1376731.553284 + Penalty 1866.593012 = -1374864.960273 nChanged 21 SP:Iteration 30Q (4988.942093 sec): 3 clusters Score: Raw -1376734.064345 + Penalty 1866.593012 = -1374867.471333 nChanged 14 SP:Iteration 31Q (4989.012177 sec): 3 clusters Score: Raw -1376735.468184 + Penalty 1866.593012 = -1374868.875172 nChanged 11 SP:Iteration 32Q (4989.081712 sec): 3 clusters Score: Raw -1376736.254559 + Penalty 1866.593012 = -1374869.661547 nChanged 6 SP:Iteration 33Q (4989.145148 sec): 3 clusters Score: Raw -1376737.158541 + Penalty 1866.593012 = -1374870.565530 nChanged 4 SP:Iteration 34Q (4989.195161 sec): 3 clusters Score: Raw -1376737.423105 + Penalty 1866.593012 = -1374870.830094 nChanged 4 SP:Iteration 35Q (4989.253970 sec): 3 clusters Score: Raw -1376737.659204 + Penalty 1866.593012 = -1374871.066192 nChanged 5 SP:Iteration 36Q (4989.330816 sec): 3 clusters Score: Raw -1376738.419143 + Penalty 1866.593012 = -1374871.826132 nChanged 5 SP:Iteration 37Q (4989.388022 sec): 3 clusters Score: Raw -1376738.781685 + Penalty 1866.593012 = -1374872.188673 nChanged 1 SP:Iteration 38Q (4989.451490 sec): 3 clusters Score: Raw -1376738.815566 + Penalty 1866.593012 = -1374872.222555 nChanged 0 SP:Iteration 39F (4989.531250 sec): 3 clusters Score: Raw -1376738.815566 + Penalty 1866.593012 = -1374872.222555 nChanged 0 Trying to split cluster 17 (17974 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4989.563829 sec): 2 clusters Score: Raw -1339424.457140 + Penalty 930.684747 = -1338493.772393 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4989.642184 sec): 3 clusters Score: Raw -1328284.424852 + Penalty 1861.369494 = -1326423.055358 nChanged 8314 SP:Iteration 1F (4989.709112 sec): 3 clusters Score: Raw -1332938.825464 + Penalty 1861.369494 = -1331077.455970 nChanged 836 SP:Iteration 2Q (4989.784515 sec): 3 clusters Score: Raw -1333208.505573 + Penalty 1861.369494 = -1331347.136078 nChanged 814 SP:Iteration 3Q (4989.855963 sec): 3 clusters Score: Raw -1333482.849732 + Penalty 1861.369494 = -1331621.480238 nChanged 731 SP:Iteration 4Q (4989.920799 sec): 3 clusters Score: Raw -1333771.522948 + Penalty 1861.369494 = -1331910.153454 nChanged 759 SP:Iteration 5Q (4990.003005 sec): 3 clusters Score: Raw -1334087.436865 + Penalty 1861.369494 = -1332226.067371 nChanged 767 SP:Iteration 6Q (4990.067554 sec): 3 clusters Score: Raw -1334506.209850 + Penalty 1861.369494 = -1332644.840356 nChanged 866 SP:Iteration 7Q (4990.138483 sec): 3 clusters Score: Raw -1335038.808033 + Penalty 1861.369494 = -1333177.438539 nChanged 915 SP:Iteration 8F (4990.219022 sec): 3 clusters Score: Raw -1335733.251335 + Penalty 1861.369494 = -1333871.881841 nChanged 992 SP:Iteration 9F (4990.282337 sec): 3 clusters Score: Raw -1336499.467276 + Penalty 1861.369494 = -1334638.097782 nChanged 943 SP:Iteration 10F (4990.362008 sec): 3 clusters Score: Raw -1337194.044470 + Penalty 1861.369494 = -1335332.674976 nChanged 789 SP:Iteration 11Q (4990.434069 sec): 3 clusters Score: Raw -1337687.941072 + Penalty 1861.369494 = -1335826.571577 nChanged 597 SP:Iteration 12Q (4990.503822 sec): 3 clusters Score: Raw -1337973.149260 + Penalty 1861.369494 = -1336111.779766 nChanged 432 SP:Iteration 13Q (4990.575235 sec): 3 clusters Score: Raw -1338131.389871 + Penalty 1861.369494 = -1336270.020377 nChanged 310 SP:Iteration 14Q (4990.644871 sec): 3 clusters Score: Raw -1338258.115650 + Penalty 1861.369494 = -1336396.746156 nChanged 265 SP:Iteration 15Q (4990.704768 sec): 3 clusters Score: Raw -1338370.076013 + Penalty 1861.369494 = -1336508.706519 nChanged 255 SP:Iteration 16Q (4990.774581 sec): 3 clusters Score: Raw -1338469.913247 + Penalty 1861.369494 = -1336608.543753 nChanged 244 SP:Iteration 17Q (4990.845231 sec): 3 clusters Score: Raw -1338561.419844 + Penalty 1861.369494 = -1336700.050350 nChanged 220 SP:Iteration 18Q (4990.904954 sec): 3 clusters Score: Raw -1338634.033551 + Penalty 1861.369494 = -1336772.664057 nChanged 188 SP:Iteration 19Q (4990.984337 sec): 3 clusters Score: Raw -1338691.996512 + Penalty 1861.369494 = -1336830.627018 nChanged 182 SP:Iteration 20F (4991.046659 sec): 3 clusters Score: Raw -1338746.115312 + Penalty 1861.369494 = -1336884.745818 nChanged 168 SP:Iteration 21Q (4991.114137 sec): 3 clusters Score: Raw -1338788.951123 + Penalty 1861.369494 = -1336927.581629 nChanged 152 SP:Iteration 22Q (4991.193811 sec): 3 clusters Score: Raw -1338825.184679 + Penalty 1861.369494 = -1336963.815185 nChanged 138 SP:Iteration 23Q (4991.253520 sec): 3 clusters Score: Raw -1338857.643641 + Penalty 1861.369494 = -1336996.274146 nChanged 138 SP:Iteration 24Q (4991.332594 sec): 3 clusters Score: Raw -1338895.225591 + Penalty 1861.369494 = -1337033.856097 nChanged 141 SP:Iteration 25Q (4991.389626 sec): 3 clusters Score: Raw -1338929.909252 + Penalty 1861.369494 = -1337068.539758 nChanged 141 SP:Iteration 26Q (4991.464955 sec): 3 clusters Score: Raw -1338957.252515 + Penalty 1861.369494 = -1337095.883021 nChanged 117 SP:Iteration 27Q (4991.536058 sec): 3 clusters Score: Raw -1338980.131194 + Penalty 1861.369494 = -1337118.761700 nChanged 116 SP:Iteration 28Q (4991.606939 sec): 3 clusters Score: Raw -1339001.696172 + Penalty 1861.369494 = -1337140.326678 nChanged 115 SP:Iteration 29Q (4991.676917 sec): 3 clusters Score: Raw -1339021.029214 + Penalty 1861.369494 = -1337159.659719 nChanged 89 SP:Iteration 30Q (4991.745380 sec): 3 clusters Score: Raw -1339035.206596 + Penalty 1861.369494 = -1337173.837102 nChanged 79 SP:Iteration 31Q (4991.804574 sec): 3 clusters Score: Raw -1339048.416057 + Penalty 1861.369494 = -1337187.046563 nChanged 69 SP:Iteration 32Q (4991.877579 sec): 3 clusters Score: Raw -1339057.456692 + Penalty 1861.369494 = -1337196.087197 nChanged 55 SP:Iteration 33Q (4991.945078 sec): 3 clusters Score: Raw -1339064.314787 + Penalty 1861.369494 = -1337202.945293 nChanged 52 SP:Iteration 34Q (4992.014171 sec): 3 clusters Score: Raw -1339071.718374 + Penalty 1861.369494 = -1337210.348880 nChanged 62 SP:Iteration 35Q (4992.069084 sec): 3 clusters Score: Raw -1339078.975733 + Penalty 1861.369494 = -1337217.606239 nChanged 47 SP:Iteration 36Q (4992.149141 sec): 3 clusters Score: Raw -1339084.676168 + Penalty 1861.369494 = -1337223.306674 nChanged 53 SP:Iteration 37Q (4992.208197 sec): 3 clusters Score: Raw -1339091.274078 + Penalty 1861.369494 = -1337229.904583 nChanged 59 SP:Iteration 38Q (4992.284569 sec): 3 clusters Score: Raw -1339099.030631 + Penalty 1861.369494 = -1337237.661136 nChanged 67 SP:Iteration 39Q (4992.345230 sec): 3 clusters Score: Raw -1339109.387371 + Penalty 1861.369494 = -1337248.017877 nChanged 75 SP:Iteration 40F (4992.424778 sec): 3 clusters Score: Raw -1339121.816167 + Penalty 1861.369494 = -1337260.446673 nChanged 65 SP:Iteration 41Q (4992.492008 sec): 3 clusters Score: Raw -1339131.686946 + Penalty 1861.369494 = -1337270.317452 nChanged 67 SP:Iteration 42Q (4992.546756 sec): 3 clusters Score: Raw -1339143.744362 + Penalty 1861.369494 = -1337282.374868 nChanged 71 SP:Iteration 43Q (4992.612125 sec): 3 clusters Score: Raw -1339155.080417 + Penalty 1861.369494 = -1337293.710922 nChanged 75 SP:Iteration 44Q (4992.679377 sec): 3 clusters Score: Raw -1339168.359857 + Penalty 1861.369494 = -1337306.990363 nChanged 80 SP:Iteration 45Q (4992.749334 sec): 3 clusters Score: Raw -1339180.913807 + Penalty 1861.369494 = -1337319.544313 nChanged 72 SP:Iteration 46Q (4992.826381 sec): 3 clusters Score: Raw -1339191.459163 + Penalty 1861.369494 = -1337330.089669 nChanged 64 SP:Iteration 47Q (4992.895373 sec): 3 clusters Score: Raw -1339201.568684 + Penalty 1861.369494 = -1337340.199190 nChanged 68 SP:Iteration 48Q (4992.955272 sec): 3 clusters Score: Raw -1339212.845706 + Penalty 1861.369494 = -1337351.476212 nChanged 65 SP:Iteration 49Q (4993.018127 sec): 3 clusters Score: Raw -1339224.949231 + Penalty 1861.369494 = -1337363.579736 nChanged 58 SP:Iteration 50Q (4993.095670 sec): 3 clusters Score: Raw -1339233.882717 + Penalty 1861.369494 = -1337372.513223 nChanged 60 SP:Iteration 51Q (4993.157833 sec): 3 clusters Score: Raw -1339245.249111 + Penalty 1861.369494 = -1337383.879617 nChanged 65 SP:Iteration 52Q (4993.234787 sec): 3 clusters Score: Raw -1339257.592956 + Penalty 1861.369494 = -1337396.223462 nChanged 59 SP:Iteration 53Q (4993.294040 sec): 3 clusters Score: Raw -1339266.170654 + Penalty 1861.369494 = -1337404.801160 nChanged 54 SP:Iteration 54Q (4993.372816 sec): 3 clusters Score: Raw -1339274.098782 + Penalty 1861.369494 = -1337412.729287 nChanged 48 SP:Iteration 55Q (4993.432729 sec): 3 clusters Score: Raw -1339280.771358 + Penalty 1861.369494 = -1337419.401864 nChanged 36 SP:Iteration 56Q (4993.498736 sec): 3 clusters Score: Raw -1339285.425576 + Penalty 1861.369494 = -1337424.056082 nChanged 31 SP:Iteration 57Q (4993.578389 sec): 3 clusters Score: Raw -1339289.100521 + Penalty 1861.369494 = -1337427.731027 nChanged 28 SP:Iteration 58Q (4993.642009 sec): 3 clusters Score: Raw -1339291.694980 + Penalty 1861.369494 = -1337430.325486 nChanged 24 SP:Iteration 59Q (4993.710894 sec): 3 clusters Score: Raw -1339293.777004 + Penalty 1861.369494 = -1337432.407510 nChanged 23 SP:Iteration 60F (4993.774051 sec): 3 clusters Score: Raw -1339296.012996 + Penalty 1861.369494 = -1337434.643502 nChanged 22 SP:Iteration 61Q (4993.848262 sec): 3 clusters Score: Raw -1339298.059237 + Penalty 1861.369494 = -1337436.689743 nChanged 22 SP:Iteration 62Q (4993.921199 sec): 3 clusters Score: Raw -1339300.597037 + Penalty 1861.369494 = -1337439.227543 nChanged 17 SP:Iteration 63Q (4993.983578 sec): 3 clusters Score: Raw -1339302.180578 + Penalty 1861.369494 = -1337440.811083 nChanged 20 SP:Iteration 64Q (4994.048642 sec): 3 clusters Score: Raw -1339303.891758 + Penalty 1861.369494 = -1337442.522264 nChanged 15 SP:Iteration 65Q (4994.117807 sec): 3 clusters Score: Raw -1339305.399265 + Penalty 1861.369494 = -1337444.029771 nChanged 13 SP:Iteration 66Q (4994.186243 sec): 3 clusters Score: Raw -1339306.777554 + Penalty 1861.369494 = -1337445.408060 nChanged 16 SP:Iteration 67Q (4994.247690 sec): 3 clusters Score: Raw -1339308.392568 + Penalty 1861.369494 = -1337447.023074 nChanged 20 SP:Iteration 68Q (4994.326379 sec): 3 clusters Score: Raw -1339310.779642 + Penalty 1861.369494 = -1337449.410148 nChanged 25 SP:Iteration 69Q (4994.390054 sec): 3 clusters Score: Raw -1339314.125452 + Penalty 1861.369494 = -1337452.755957 nChanged 30 SP:Iteration 70Q (4994.452653 sec): 3 clusters Score: Raw -1339318.441764 + Penalty 1861.369494 = -1337457.072270 nChanged 24 SP:Iteration 71Q (4994.525047 sec): 3 clusters Score: Raw -1339321.927959 + Penalty 1861.369494 = -1337460.558465 nChanged 32 SP:Iteration 72Q (4994.598563 sec): 3 clusters Score: Raw -1339326.019266 + Penalty 1861.369494 = -1337464.649772 nChanged 25 SP:Iteration 73Q (4994.668331 sec): 3 clusters Score: Raw -1339329.288596 + Penalty 1861.369494 = -1337467.919102 nChanged 23 SP:Iteration 74Q (4994.732841 sec): 3 clusters Score: Raw -1339332.046663 + Penalty 1861.369494 = -1337470.677169 nChanged 34 SP:Iteration 75Q (4994.802576 sec): 3 clusters Score: Raw -1339336.568287 + Penalty 1861.369494 = -1337475.198793 nChanged 30 SP:Iteration 76Q (4994.872721 sec): 3 clusters Score: Raw -1339339.889788 + Penalty 1861.369494 = -1337478.520294 nChanged 17 SP:Iteration 77Q (4994.932275 sec): 3 clusters Score: Raw -1339341.221656 + Penalty 1861.369494 = -1337479.852162 nChanged 15 SP:Iteration 78Q (4994.999535 sec): 3 clusters Score: Raw -1339343.175713 + Penalty 1861.369494 = -1337481.806219 nChanged 14 SP:Iteration 79Q (4995.068782 sec): 3 clusters Score: Raw -1339344.621107 + Penalty 1861.369494 = -1337483.251613 nChanged 11 SP:Iteration 80F (4995.138897 sec): 3 clusters Score: Raw -1339346.078574 + Penalty 1861.369494 = -1337484.709080 nChanged 17 SP:Iteration 81Q (4995.210334 sec): 3 clusters Score: Raw -1339348.257530 + Penalty 1861.369494 = -1337486.888035 nChanged 19 SP:Iteration 82Q (4995.279795 sec): 3 clusters Score: Raw -1339350.611186 + Penalty 1861.369494 = -1337489.241692 nChanged 13 SP:Iteration 83Q (4995.338793 sec): 3 clusters Score: Raw -1339351.645518 + Penalty 1861.369494 = -1337490.276024 nChanged 8 SP:Iteration 84Q (4995.368413 sec): 3 clusters Score: Raw -1339352.161139 + Penalty 1861.369494 = -1337490.791645 nChanged 8 SP:Iteration 85Q (4995.448488 sec): 3 clusters Score: Raw -1339352.920602 + Penalty 1861.369494 = -1337491.551108 nChanged 7 SP:Iteration 86Q (4995.509582 sec): 3 clusters Score: Raw -1339353.456816 + Penalty 1861.369494 = -1337492.087322 nChanged 5 SP:Iteration 87Q (4995.586220 sec): 3 clusters Score: Raw -1339354.076830 + Penalty 1861.369494 = -1337492.707336 nChanged 6 SP:Iteration 88Q (4995.654650 sec): 3 clusters Score: Raw -1339354.874619 + Penalty 1861.369494 = -1337493.505125 nChanged 9 SP:Iteration 89Q (4995.712198 sec): 3 clusters Score: Raw -1339355.906196 + Penalty 1861.369494 = -1337494.536702 nChanged 8 SP:Iteration 90Q (4995.780650 sec): 3 clusters Score: Raw -1339356.681718 + Penalty 1861.369494 = -1337495.312224 nChanged 13 SP:Iteration 91Q (4995.854683 sec): 3 clusters Score: Raw -1339357.822820 + Penalty 1861.369494 = -1337496.453326 nChanged 15 SP:Iteration 92Q (4995.916863 sec): 3 clusters Score: Raw -1339359.405880 + Penalty 1861.369494 = -1337498.036386 nChanged 12 SP:Iteration 93Q (4995.985158 sec): 3 clusters Score: Raw -1339360.812462 + Penalty 1861.369494 = -1337499.442968 nChanged 11 SP:Iteration 94Q (4996.049034 sec): 3 clusters Score: Raw -1339361.707046 + Penalty 1861.369494 = -1337500.337552 nChanged 8 SP:Iteration 95Q (4996.108572 sec): 3 clusters Score: Raw -1339362.415548 + Penalty 1861.369494 = -1337501.046053 nChanged 8 SP:Iteration 96Q (4996.170119 sec): 3 clusters Score: Raw -1339363.280824 + Penalty 1861.369494 = -1337501.911330 nChanged 15 SP:Iteration 97Q (4996.238625 sec): 3 clusters Score: Raw -1339365.305604 + Penalty 1861.369494 = -1337503.936110 nChanged 13 SP:Iteration 98Q (4996.307073 sec): 3 clusters Score: Raw -1339366.384807 + Penalty 1861.369494 = -1337505.015313 nChanged 15 SP:Iteration 99Q (4996.372677 sec): 3 clusters Score: Raw -1339367.841332 + Penalty 1861.369494 = -1337506.471838 nChanged 12 SP:Iteration 100F (4996.443453 sec): 3 clusters Score: Raw -1339368.844020 + Penalty 1861.369494 = -1337507.474525 nChanged 7 SP:Iteration 101Q (4996.518627 sec): 3 clusters Score: Raw -1339369.256650 + Penalty 1861.369494 = -1337507.887156 nChanged 9 SP:Iteration 102Q (4996.580541 sec): 3 clusters Score: Raw -1339370.277201 + Penalty 1861.369494 = -1337508.907706 nChanged 13 SP:Iteration 103Q (4996.645380 sec): 3 clusters Score: Raw -1339371.685821 + Penalty 1861.369494 = -1337510.316327 nChanged 10 SP:Iteration 104Q (4996.707121 sec): 3 clusters Score: Raw -1339372.599682 + Penalty 1861.369494 = -1337511.230188 nChanged 15 SP:Iteration 105Q (4996.769965 sec): 3 clusters Score: Raw -1339373.866403 + Penalty 1861.369494 = -1337512.496909 nChanged 9 SP:Iteration 106Q (4996.842857 sec): 3 clusters Score: Raw -1339374.951823 + Penalty 1861.369494 = -1337513.582329 nChanged 13 SP:Iteration 107Q (4996.907222 sec): 3 clusters Score: Raw -1339375.948789 + Penalty 1861.369494 = -1337514.579295 nChanged 11 SP:Iteration 108Q (4996.963588 sec): 3 clusters Score: Raw -1339376.762597 + Penalty 1861.369494 = -1337515.393103 nChanged 5 SP:Iteration 109Q (4997.029433 sec): 3 clusters Score: Raw -1339377.360320 + Penalty 1861.369494 = -1337515.990826 nChanged 5 SP:Iteration 110Q (4997.095622 sec): 3 clusters Score: Raw -1339377.972907 + Penalty 1861.369494 = -1337516.603413 nChanged 7 SP:Iteration 111Q (4997.161942 sec): 3 clusters Score: Raw -1339378.673153 + Penalty 1861.369494 = -1337517.303659 nChanged 5 SP:Iteration 112Q (4997.228307 sec): 3 clusters Score: Raw -1339379.046557 + Penalty 1861.369494 = -1337517.677063 nChanged 4 SP:Iteration 113Q (4997.294475 sec): 3 clusters Score: Raw -1339379.596707 + Penalty 1861.369494 = -1337518.227213 nChanged 2 SP:Iteration 114Q (4997.361615 sec): 3 clusters Score: Raw -1339379.770243 + Penalty 1861.369494 = -1337518.400748 nChanged 2 SP:Iteration 115Q (4997.419374 sec): 3 clusters Score: Raw -1339379.881287 + Penalty 1861.369494 = -1337518.511793 nChanged 4 SP:Iteration 116Q (4997.485583 sec): 3 clusters Score: Raw -1339380.135802 + Penalty 1861.369494 = -1337518.766308 nChanged 3 SP:Iteration 117Q (4997.552090 sec): 3 clusters Score: Raw -1339380.296736 + Penalty 1861.369494 = -1337518.927242 nChanged 4 SP:Iteration 118Q (4997.612694 sec): 3 clusters Score: Raw -1339380.470574 + Penalty 1861.369494 = -1337519.101080 nChanged 6 SP:Iteration 119Q (4997.688271 sec): 3 clusters Score: Raw -1339380.764249 + Penalty 1861.369494 = -1337519.394755 nChanged 5 SP:Iteration 120F (4997.742774 sec): 3 clusters Score: Raw -1339381.017940 + Penalty 1861.369494 = -1337519.648446 nChanged 4 SP:Iteration 121Q (4997.809882 sec): 3 clusters Score: Raw -1339381.271338 + Penalty 1861.369494 = -1337519.901844 nChanged 2 SP:Iteration 122Q (4997.875733 sec): 3 clusters Score: Raw -1339381.428714 + Penalty 1861.369494 = -1337520.059220 nChanged 2 SP:Iteration 123Q (4997.941568 sec): 3 clusters Score: Raw -1339381.942269 + Penalty 1861.369494 = -1337520.572775 nChanged 5 SP:Iteration 124Q (4998.008768 sec): 3 clusters Score: Raw -1339382.635812 + Penalty 1861.369494 = -1337521.266318 nChanged 4 SP:Iteration 125Q (4998.074080 sec): 3 clusters Score: Raw -1339382.855923 + Penalty 1861.369494 = -1337521.486429 nChanged 4 SP:Iteration 126Q (4998.140720 sec): 3 clusters Score: Raw -1339383.008657 + Penalty 1861.369494 = -1337521.639163 nChanged 3 SP:Iteration 127Q (4998.207250 sec): 3 clusters Score: Raw -1339383.175922 + Penalty 1861.369494 = -1337521.806428 nChanged 2 SP:Iteration 128Q (4998.273835 sec): 3 clusters Score: Raw -1339383.243351 + Penalty 1861.369494 = -1337521.873857 nChanged 0 SP:Iteration 129F (4998.342647 sec): 3 clusters Score: Raw -1339383.243351 + Penalty 1861.369494 = -1337521.873857 nChanged 0 Trying to split cluster 18 (3536 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (4998.369155 sec): 2 clusters Score: Raw -263708.617754 + Penalty 776.221385 = -262932.396369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (4998.418527 sec): 3 clusters Score: Raw -261878.930664 + Penalty 1552.442771 = -260326.487894 nChanged 1438 SP:Iteration 1F (4998.469875 sec): 3 clusters Score: Raw -262660.294180 + Penalty 1552.442771 = -261107.851410 nChanged 217 SP:Iteration 2F (4998.522457 sec): 3 clusters Score: Raw -262764.613788 + Penalty 1552.442771 = -261212.171017 nChanged 168 SP:Iteration 3Q (4998.574287 sec): 3 clusters Score: Raw -262853.608116 + Penalty 1552.442771 = -261301.165345 nChanged 156 SP:Iteration 4Q (4998.626031 sec): 3 clusters Score: Raw -262919.591944 + Penalty 1552.442771 = -261367.149173 nChanged 118 SP:Iteration 5Q (4998.677354 sec): 3 clusters Score: Raw -262964.173390 + Penalty 1552.442771 = -261411.730619 nChanged 97 SP:Iteration 6Q (4998.729355 sec): 3 clusters Score: Raw -263010.705889 + Penalty 1552.442771 = -261458.263118 nChanged 98 SP:Iteration 7Q (4998.781643 sec): 3 clusters Score: Raw -263053.254246 + Penalty 1552.442771 = -261500.811476 nChanged 80 SP:Iteration 8Q (4998.833748 sec): 3 clusters Score: Raw -263087.671016 + Penalty 1552.442771 = -261535.228245 nChanged 77 SP:Iteration 9Q (4998.885737 sec): 3 clusters Score: Raw -263117.204674 + Penalty 1552.442771 = -261564.761904 nChanged 70 SP:Iteration 10Q (4998.934911 sec): 3 clusters Score: Raw -263149.321090 + Penalty 1552.442771 = -261596.878319 nChanged 71 SP:Iteration 11Q (4998.981640 sec): 3 clusters Score: Raw -263179.303989 + Penalty 1552.442771 = -261626.861218 nChanged 80 SP:Iteration 12Q (4999.022840 sec): 3 clusters Score: Raw -263217.072785 + Penalty 1552.442771 = -261664.630015 nChanged 76 SP:Iteration 13Q (4999.067770 sec): 3 clusters Score: Raw -263249.474068 + Penalty 1552.442771 = -261697.031298 nChanged 67 SP:Iteration 14Q (4999.123130 sec): 3 clusters Score: Raw -263278.763602 + Penalty 1552.442771 = -261726.320831 nChanged 67 SP:Iteration 15Q (4999.169849 sec): 3 clusters Score: Raw -263307.673609 + Penalty 1552.442771 = -261755.230839 nChanged 71 SP:Iteration 16Q (4999.212202 sec): 3 clusters Score: Raw -263342.104996 + Penalty 1552.442771 = -261789.662226 nChanged 76 SP:Iteration 17Q (4999.256702 sec): 3 clusters Score: Raw -263386.896583 + Penalty 1552.442771 = -261834.453813 nChanged 85 SP:Iteration 18Q (4999.313406 sec): 3 clusters Score: Raw -263436.641469 + Penalty 1552.442771 = -261884.198698 nChanged 76 SP:Iteration 19Q (4999.353387 sec): 3 clusters Score: Raw -263478.465912 + Penalty 1552.442771 = -261926.023141 nChanged 54 SP:Iteration 20F (4999.410305 sec): 3 clusters Score: Raw -263501.795104 + Penalty 1552.442771 = -261949.352334 nChanged 35 SP:Iteration 21Q (4999.450571 sec): 3 clusters Score: Raw -263517.188156 + Penalty 1552.442771 = -261964.745385 nChanged 41 SP:Iteration 22Q (4999.503237 sec): 3 clusters Score: Raw -263536.339233 + Penalty 1552.442771 = -261983.896462 nChanged 41 SP:Iteration 23Q (4999.542427 sec): 3 clusters Score: Raw -263560.230552 + Penalty 1552.442771 = -262007.787781 nChanged 43 SP:Iteration 24Q (4999.589575 sec): 3 clusters Score: Raw -263584.047115 + Penalty 1552.442771 = -262031.604345 nChanged 38 SP:Iteration 25Q (4999.646028 sec): 3 clusters Score: Raw -263600.813912 + Penalty 1552.442771 = -262048.371141 nChanged 30 SP:Iteration 26Q (4999.686959 sec): 3 clusters Score: Raw -263617.823207 + Penalty 1552.442771 = -262065.380437 nChanged 35 SP:Iteration 27Q (4999.731732 sec): 3 clusters Score: Raw -263639.590677 + Penalty 1552.442771 = -262087.147906 nChanged 36 SP:Iteration 28Q (4999.776827 sec): 3 clusters Score: Raw -263656.860121 + Penalty 1552.442771 = -262104.417350 nChanged 23 SP:Iteration 29Q (4999.827274 sec): 3 clusters Score: Raw -263665.759535 + Penalty 1552.442771 = -262113.316765 nChanged 14 SP:Iteration 30Q (4999.872319 sec): 3 clusters Score: Raw -263671.025776 + Penalty 1552.442771 = -262118.583006 nChanged 11 SP:Iteration 31Q (4999.920148 sec): 3 clusters Score: Raw -263674.840273 + Penalty 1552.442771 = -262122.397502 nChanged 13 SP:Iteration 32Q (4999.967782 sec): 3 clusters Score: Raw -263678.671253 + Penalty 1552.442771 = -262126.228483 nChanged 14 SP:Iteration 33Q (5000.006432 sec): 3 clusters Score: Raw -263683.220334 + Penalty 1552.442771 = -262130.777563 nChanged 16 SP:Iteration 34Q (5000.064596 sec): 3 clusters Score: Raw -263690.099328 + Penalty 1552.442771 = -262137.656557 nChanged 14 SP:Iteration 35Q (5000.113097 sec): 3 clusters Score: Raw -263696.833114 + Penalty 1552.442771 = -262144.390343 nChanged 17 SP:Iteration 36Q (5000.154983 sec): 3 clusters Score: Raw -263704.447492 + Penalty 1552.442771 = -262152.004721 nChanged 20 SP:Iteration 37Q (5000.207869 sec): 3 clusters Score: Raw -263711.068328 + Penalty 1552.442771 = -262158.625557 nChanged 9 SP:Iteration 38Q (5000.250391 sec): 3 clusters Score: Raw -263713.953281 + Penalty 1552.442771 = -262161.510511 nChanged 11 SP:Iteration 39Q (5000.263057 sec): 3 clusters Score: Raw -263717.619182 + Penalty 1552.442771 = -262165.176412 nChanged 11 SP:Iteration 40F (5000.276036 sec): 3 clusters Score: Raw -263721.217144 + Penalty 1552.442771 = -262168.774374 nChanged 6 SP:Iteration 41Q (5000.288288 sec): 3 clusters Score: Raw -263722.962046 + Penalty 1552.442771 = -262170.519276 nChanged 2 SP:Iteration 42Q (5000.300653 sec): 3 clusters Score: Raw -263723.766917 + Penalty 1552.442771 = -262171.324147 nChanged 3 SP:Iteration 43Q (5000.313080 sec): 3 clusters Score: Raw -263724.443931 + Penalty 1552.442771 = -262172.001160 nChanged 1 SP:Iteration 44Q (5000.325258 sec): 3 clusters Score: Raw -263725.003386 + Penalty 1552.442771 = -262172.560615 nChanged 2 SP:Iteration 45Q (5000.337527 sec): 3 clusters Score: Raw -263725.471228 + Penalty 1552.442771 = -262173.028457 nChanged 1 SP:Iteration 46Q (5000.349690 sec): 3 clusters Score: Raw -263726.101171 + Penalty 1552.442771 = -262173.658400 nChanged 3 SP:Iteration 47Q (5000.362005 sec): 3 clusters Score: Raw -263726.751964 + Penalty 1552.442771 = -262174.309193 nChanged 1 SP:Iteration 48Q (5000.374284 sec): 3 clusters Score: Raw -263727.162917 + Penalty 1552.442771 = -262174.720147 nChanged 1 SP:Iteration 49Q (5000.386031 sec): 3 clusters Score: Raw -263727.505217 + Penalty 1552.442771 = -262175.062446 nChanged 1 SP:Iteration 50Q (5000.398194 sec): 3 clusters Score: Raw -263728.025890 + Penalty 1552.442771 = -262175.583120 nChanged 1 SP:Iteration 51Q (5000.411676 sec): 3 clusters Score: Raw -263728.325934 + Penalty 1552.442771 = -262175.883163 nChanged 2 SP:Iteration 52Q (5000.424344 sec): 3 clusters Score: Raw -263729.152287 + Penalty 1552.442771 = -262176.709517 nChanged 3 SP:Iteration 53Q (5000.436673 sec): 3 clusters Score: Raw -263730.518080 + Penalty 1552.442771 = -262178.075310 nChanged 3 SP:Iteration 54Q (5000.448974 sec): 3 clusters Score: Raw -263732.661126 + Penalty 1552.442771 = -262180.218355 nChanged 4 SP:Iteration 55Q (5000.461315 sec): 3 clusters Score: Raw -263734.000331 + Penalty 1552.442771 = -262181.557561 nChanged 1 SP:Iteration 56Q (5000.484754 sec): 3 clusters Score: Raw -263734.463053 + Penalty 1552.442771 = -262182.020283 nChanged 1 SP:Iteration 57Q (5000.497391 sec): 3 clusters Score: Raw -263735.189475 + Penalty 1552.442771 = -262182.746704 nChanged 3 SP:Iteration 58Q (5000.509764 sec): 3 clusters Score: Raw -263736.001987 + Penalty 1552.442771 = -262183.559217 nChanged 2 SP:Iteration 59Q (5000.521992 sec): 3 clusters Score: Raw -263736.392353 + Penalty 1552.442771 = -262183.949583 nChanged 1 SP:Iteration 60F (5000.534679 sec): 3 clusters Score: Raw -263736.558658 + Penalty 1552.442771 = -262184.115888 nChanged 1 SP:Iteration 61Q (5000.547023 sec): 3 clusters Score: Raw -263737.327926 + Penalty 1552.442771 = -262184.885155 nChanged 2 SP:Iteration 62Q (5000.559324 sec): 3 clusters Score: Raw -263738.559956 + Penalty 1552.442771 = -262186.117185 nChanged 3 SP:Iteration 63Q (5000.580971 sec): 3 clusters Score: Raw -263739.431570 + Penalty 1552.442771 = -262186.988800 nChanged 1 SP:Iteration 64Q (5000.593587 sec): 3 clusters Score: Raw -263739.626729 + Penalty 1552.442771 = -262187.183958 nChanged 2 SP:Iteration 65Q (5000.605737 sec): 3 clusters Score: Raw -263739.946690 + Penalty 1552.442771 = -262187.503920 nChanged 4 SP:Iteration 66Q (5000.618117 sec): 3 clusters Score: Raw -263740.372102 + Penalty 1552.442771 = -262187.929331 nChanged 2 SP:Iteration 67Q (5000.630457 sec): 3 clusters Score: Raw -263741.597041 + Penalty 1552.442771 = -262189.154270 nChanged 6 SP:Iteration 68Q (5000.642782 sec): 3 clusters Score: Raw -263744.679171 + Penalty 1552.442771 = -262192.236400 nChanged 6 SP:Iteration 69Q (5000.668786 sec): 3 clusters Score: Raw -263747.702622 + Penalty 1552.442771 = -262195.259851 nChanged 8 SP:Iteration 70Q (5000.681486 sec): 3 clusters Score: Raw -263751.261494 + Penalty 1552.442771 = -262198.818723 nChanged 7 SP:Iteration 71Q (5000.693750 sec): 3 clusters Score: Raw -263756.645950 + Penalty 1552.442771 = -262204.203180 nChanged 9 SP:Iteration 72Q (5000.705920 sec): 3 clusters Score: Raw -263761.923926 + Penalty 1552.442771 = -262209.481156 nChanged 7 SP:Iteration 73Q (5000.717996 sec): 3 clusters Score: Raw -263766.915102 + Penalty 1552.442771 = -262214.472331 nChanged 7 SP:Iteration 74Q (5000.730241 sec): 3 clusters Score: Raw -263770.129580 + Penalty 1552.442771 = -262217.686810 nChanged 7 SP:Iteration 75Q (5000.742318 sec): 3 clusters Score: Raw -263774.503916 + Penalty 1552.442771 = -262222.061145 nChanged 7 SP:Iteration 76Q (5000.766588 sec): 3 clusters Score: Raw -263776.540294 + Penalty 1552.442771 = -262224.097524 nChanged 4 SP:Iteration 77Q (5000.778978 sec): 3 clusters Score: Raw -263777.558033 + Penalty 1552.442771 = -262225.115263 nChanged 4 SP:Iteration 78Q (5000.791136 sec): 3 clusters Score: Raw -263779.000117 + Penalty 1552.442771 = -262226.557347 nChanged 6 SP:Iteration 79Q (5000.803287 sec): 3 clusters Score: Raw -263782.069869 + Penalty 1552.442771 = -262229.627099 nChanged 6 SP:Iteration 80F (5000.816153 sec): 3 clusters Score: Raw -263785.726240 + Penalty 1552.442771 = -262233.283469 nChanged 4 SP:Iteration 81Q (5000.828272 sec): 3 clusters Score: Raw -263789.123146 + Penalty 1552.442771 = -262236.680375 nChanged 6 SP:Iteration 82Q (5000.840429 sec): 3 clusters Score: Raw -263791.929151 + Penalty 1552.442771 = -262239.486381 nChanged 5 SP:Iteration 83Q (5000.852565 sec): 3 clusters Score: Raw -263795.523267 + Penalty 1552.442771 = -262243.080497 nChanged 6 SP:Iteration 84Q (5000.867325 sec): 3 clusters Score: Raw -263799.419744 + Penalty 1552.442771 = -262246.976973 nChanged 6 SP:Iteration 85Q (5000.879871 sec): 3 clusters Score: Raw -263800.744451 + Penalty 1552.442771 = -262248.301680 nChanged 1 SP:Iteration 86Q (5000.892042 sec): 3 clusters Score: Raw -263801.238956 + Penalty 1552.442771 = -262248.796185 nChanged 0 SP:Iteration 87F (5000.904877 sec): 3 clusters Score: Raw -263801.238956 + Penalty 1552.442771 = -262248.796185 nChanged 0 Trying to split cluster 19 (21711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5000.941301 sec): 2 clusters Score: Raw -1648229.315706 + Penalty 948.629561 = -1647280.686145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5001.028477 sec): 3 clusters Score: Raw -1634568.080176 + Penalty 1897.259121 = -1632670.821055 nChanged 10032 SP:Iteration 1F (5001.096203 sec): 3 clusters Score: Raw -1640239.335833 + Penalty 1897.259121 = -1638342.076711 nChanged 1134 SP:Iteration 2F (5001.169387 sec): 3 clusters Score: Raw -1640739.640961 + Penalty 1897.259121 = -1638842.381840 nChanged 1163 SP:Iteration 3F (5001.244778 sec): 3 clusters Score: Raw -1641360.637270 + Penalty 1897.259121 = -1639463.378149 nChanged 1268 SP:Iteration 4F (5001.324437 sec): 3 clusters Score: Raw -1642205.233896 + Penalty 1897.259121 = -1640307.974775 nChanged 1416 SP:Iteration 5F (5001.400600 sec): 3 clusters Score: Raw -1643250.697399 + Penalty 1897.259121 = -1641353.438278 nChanged 1420 SP:Iteration 6F (5001.470225 sec): 3 clusters Score: Raw -1644289.744960 + Penalty 1897.259121 = -1642392.485838 nChanged 1215 SP:Iteration 7F (5001.543297 sec): 3 clusters Score: Raw -1645032.490950 + Penalty 1897.259121 = -1643135.231829 nChanged 955 SP:Iteration 8Q (5001.628079 sec): 3 clusters Score: Raw -1645449.172255 + Penalty 1897.259121 = -1643551.913133 nChanged 612 SP:Iteration 9Q (5001.704911 sec): 3 clusters Score: Raw -1645613.954797 + Penalty 1897.259121 = -1643716.695676 nChanged 375 SP:Iteration 10Q (5001.737515 sec): 3 clusters Score: Raw -1645700.986878 + Penalty 1897.259121 = -1643803.727757 nChanged 295 SP:Iteration 11Q (5001.814395 sec): 3 clusters Score: Raw -1645767.239063 + Penalty 1897.259121 = -1643869.979942 nChanged 250 SP:Iteration 12Q (5001.886315 sec): 3 clusters Score: Raw -1645820.391294 + Penalty 1897.259121 = -1643923.132172 nChanged 242 SP:Iteration 13Q (5001.961242 sec): 3 clusters Score: Raw -1645873.187658 + Penalty 1897.259121 = -1643975.928536 nChanged 224 SP:Iteration 14Q (5002.038103 sec): 3 clusters Score: Raw -1645919.169101 + Penalty 1897.259121 = -1644021.909979 nChanged 212 SP:Iteration 15Q (5002.108520 sec): 3 clusters Score: Raw -1645962.556657 + Penalty 1897.259121 = -1644065.297535 nChanged 200 SP:Iteration 16Q (5002.182525 sec): 3 clusters Score: Raw -1646004.365110 + Penalty 1897.259121 = -1644107.105988 nChanged 211 SP:Iteration 17Q (5002.246871 sec): 3 clusters Score: Raw -1646052.073031 + Penalty 1897.259121 = -1644154.813910 nChanged 206 SP:Iteration 18Q (5002.316618 sec): 3 clusters Score: Raw -1646095.272120 + Penalty 1897.259121 = -1644198.012999 nChanged 196 SP:Iteration 19Q (5002.393513 sec): 3 clusters Score: Raw -1646132.724373 + Penalty 1897.259121 = -1644235.465252 nChanged 187 SP:Iteration 20F (5002.462367 sec): 3 clusters Score: Raw -1646167.920157 + Penalty 1897.259121 = -1644270.661035 nChanged 187 SP:Iteration 21Q (5002.530355 sec): 3 clusters Score: Raw -1646202.947204 + Penalty 1897.259121 = -1644305.688082 nChanged 164 SP:Iteration 22Q (5002.605634 sec): 3 clusters Score: Raw -1646233.378232 + Penalty 1897.259121 = -1644336.119111 nChanged 176 SP:Iteration 23Q (5002.674868 sec): 3 clusters Score: Raw -1646271.600102 + Penalty 1897.259121 = -1644374.340981 nChanged 185 SP:Iteration 24Q (5002.749904 sec): 3 clusters Score: Raw -1646313.946214 + Penalty 1897.259121 = -1644416.687092 nChanged 201 SP:Iteration 25Q (5002.807176 sec): 3 clusters Score: Raw -1646360.078850 + Penalty 1897.259121 = -1644462.819728 nChanged 198 SP:Iteration 26Q (5002.880955 sec): 3 clusters Score: Raw -1646400.871760 + Penalty 1897.259121 = -1644503.612639 nChanged 175 SP:Iteration 27Q (5002.964888 sec): 3 clusters Score: Raw -1646432.870442 + Penalty 1897.259121 = -1644535.611320 nChanged 174 SP:Iteration 28Q (5003.034288 sec): 3 clusters Score: Raw -1646462.282629 + Penalty 1897.259121 = -1644565.023507 nChanged 168 SP:Iteration 29Q (5003.107123 sec): 3 clusters Score: Raw -1646491.731915 + Penalty 1897.259121 = -1644594.472794 nChanged 171 SP:Iteration 30Q (5003.170274 sec): 3 clusters Score: Raw -1646521.336322 + Penalty 1897.259121 = -1644624.077200 nChanged 172 SP:Iteration 31Q (5003.241408 sec): 3 clusters Score: Raw -1646549.618610 + Penalty 1897.259121 = -1644652.359489 nChanged 168 SP:Iteration 32Q (5003.315086 sec): 3 clusters Score: Raw -1646580.049869 + Penalty 1897.259121 = -1644682.790747 nChanged 194 SP:Iteration 33Q (5003.381229 sec): 3 clusters Score: Raw -1646617.805855 + Penalty 1897.259121 = -1644720.546734 nChanged 196 SP:Iteration 34Q (5003.454671 sec): 3 clusters Score: Raw -1646658.061040 + Penalty 1897.259121 = -1644760.801919 nChanged 212 SP:Iteration 35Q (5003.528116 sec): 3 clusters Score: Raw -1646703.194700 + Penalty 1897.259121 = -1644805.935578 nChanged 209 SP:Iteration 36Q (5003.594152 sec): 3 clusters Score: Raw -1646751.199352 + Penalty 1897.259121 = -1644853.940231 nChanged 233 SP:Iteration 37Q (5003.667216 sec): 3 clusters Score: Raw -1646807.311419 + Penalty 1897.259121 = -1644910.052298 nChanged 248 SP:Iteration 38Q (5003.740207 sec): 3 clusters Score: Raw -1646874.663656 + Penalty 1897.259121 = -1644977.404534 nChanged 246 SP:Iteration 39Q (5003.806347 sec): 3 clusters Score: Raw -1646942.603138 + Penalty 1897.259121 = -1645045.344016 nChanged 255 SP:Iteration 40F (5003.879651 sec): 3 clusters Score: Raw -1647014.565593 + Penalty 1897.259121 = -1645117.306472 nChanged 278 SP:Iteration 41Q (5003.958579 sec): 3 clusters Score: Raw -1647095.922494 + Penalty 1897.259121 = -1645198.663372 nChanged 275 SP:Iteration 42Q (5004.035184 sec): 3 clusters Score: Raw -1647178.082920 + Penalty 1897.259121 = -1645280.823798 nChanged 278 SP:Iteration 43Q (5004.101920 sec): 3 clusters Score: Raw -1647260.842294 + Penalty 1897.259121 = -1645363.583172 nChanged 258 SP:Iteration 44Q (5004.171058 sec): 3 clusters Score: Raw -1647336.999201 + Penalty 1897.259121 = -1645439.740080 nChanged 246 SP:Iteration 45Q (5004.235915 sec): 3 clusters Score: Raw -1647418.820844 + Penalty 1897.259121 = -1645521.561722 nChanged 256 SP:Iteration 46Q (5004.298599 sec): 3 clusters Score: Raw -1647511.039756 + Penalty 1897.259121 = -1645613.780635 nChanged 239 SP:Iteration 47Q (5004.361958 sec): 3 clusters Score: Raw -1647600.286002 + Penalty 1897.259121 = -1645703.026881 nChanged 238 SP:Iteration 48Q (5004.423346 sec): 3 clusters Score: Raw -1647692.702556 + Penalty 1897.259121 = -1645795.443434 nChanged 228 SP:Iteration 49Q (5004.488855 sec): 3 clusters Score: Raw -1647780.302490 + Penalty 1897.259121 = -1645883.043368 nChanged 204 SP:Iteration 50Q (5004.567641 sec): 3 clusters Score: Raw -1647860.866133 + Penalty 1897.259121 = -1645963.607012 nChanged 176 SP:Iteration 51Q (5004.632336 sec): 3 clusters Score: Raw -1647923.997955 + Penalty 1897.259121 = -1646026.738833 nChanged 165 SP:Iteration 52Q (5004.692735 sec): 3 clusters Score: Raw -1647984.162155 + Penalty 1897.259121 = -1646086.903033 nChanged 137 SP:Iteration 53Q (5004.763091 sec): 3 clusters Score: Raw -1648037.172396 + Penalty 1897.259121 = -1646139.913275 nChanged 124 SP:Iteration 54Q (5004.828601 sec): 3 clusters Score: Raw -1648085.456470 + Penalty 1897.259121 = -1646188.197349 nChanged 100 SP:Iteration 55Q (5004.877926 sec): 3 clusters Score: Raw -1648123.404083 + Penalty 1897.259121 = -1646226.144962 nChanged 95 SP:Iteration 56Q (5004.935575 sec): 3 clusters Score: Raw -1648154.633137 + Penalty 1897.259121 = -1646257.374015 nChanged 73 SP:Iteration 57Q (5004.996324 sec): 3 clusters Score: Raw -1648180.640957 + Penalty 1897.259121 = -1646283.381835 nChanged 73 SP:Iteration 58Q (5005.065394 sec): 3 clusters Score: Raw -1648205.538308 + Penalty 1897.259121 = -1646308.279187 nChanged 59 SP:Iteration 59Q (5005.134948 sec): 3 clusters Score: Raw -1648229.770731 + Penalty 1897.259121 = -1646332.511609 nChanged 51 SP:Iteration 60F (5005.205432 sec): 3 clusters Score: Raw -1648248.068052 + Penalty 1897.259121 = -1646350.808931 nChanged 44 SP:Iteration 61Q (5005.274034 sec): 3 clusters Score: Raw -1648261.617607 + Penalty 1897.259121 = -1646364.358486 nChanged 39 SP:Iteration 62Q (5005.342415 sec): 3 clusters Score: Raw -1648277.248555 + Penalty 1897.259121 = -1646379.989434 nChanged 34 SP:Iteration 63Q (5005.412048 sec): 3 clusters Score: Raw -1648289.079860 + Penalty 1897.259121 = -1646391.820738 nChanged 24 SP:Iteration 64Q (5005.471452 sec): 3 clusters Score: Raw -1648297.600580 + Penalty 1897.259121 = -1646400.341459 nChanged 26 SP:Iteration 65Q (5005.532482 sec): 3 clusters Score: Raw -1648309.102585 + Penalty 1897.259121 = -1646411.843464 nChanged 27 SP:Iteration 66Q (5005.603878 sec): 3 clusters Score: Raw -1648319.544551 + Penalty 1897.259121 = -1646422.285429 nChanged 19 SP:Iteration 67Q (5005.673251 sec): 3 clusters Score: Raw -1648325.761484 + Penalty 1897.259121 = -1646428.502363 nChanged 15 SP:Iteration 68Q (5005.744592 sec): 3 clusters Score: Raw -1648329.984779 + Penalty 1897.259121 = -1646432.725657 nChanged 15 SP:Iteration 69Q (5005.818671 sec): 3 clusters Score: Raw -1648335.965080 + Penalty 1897.259121 = -1646438.705958 nChanged 10 SP:Iteration 70Q (5005.882434 sec): 3 clusters Score: Raw -1648339.365601 + Penalty 1897.259121 = -1646442.106479 nChanged 11 SP:Iteration 71Q (5005.953515 sec): 3 clusters Score: Raw -1648344.187167 + Penalty 1897.259121 = -1646446.928046 nChanged 8 SP:Iteration 72Q (5006.019695 sec): 3 clusters Score: Raw -1648348.392962 + Penalty 1897.259121 = -1646451.133840 nChanged 11 SP:Iteration 73Q (5006.097892 sec): 3 clusters Score: Raw -1648352.193544 + Penalty 1897.259121 = -1646454.934422 nChanged 11 SP:Iteration 74Q (5006.164843 sec): 3 clusters Score: Raw -1648357.496481 + Penalty 1897.259121 = -1646460.237359 nChanged 17 SP:Iteration 75Q (5006.188269 sec): 3 clusters Score: Raw -1648365.497774 + Penalty 1897.259121 = -1646468.238653 nChanged 13 SP:Iteration 76Q (5006.219598 sec): 3 clusters Score: Raw -1648369.891707 + Penalty 1897.259121 = -1646472.632585 nChanged 11 SP:Iteration 77Q (5006.252989 sec): 3 clusters Score: Raw -1648375.643454 + Penalty 1897.259121 = -1646478.384332 nChanged 15 SP:Iteration 78Q (5006.286524 sec): 3 clusters Score: Raw -1648383.496985 + Penalty 1897.259121 = -1646486.237863 nChanged 18 SP:Iteration 79Q (5006.320055 sec): 3 clusters Score: Raw -1648393.472360 + Penalty 1897.259121 = -1646496.213238 nChanged 15 SP:Iteration 80F (5006.358187 sec): 3 clusters Score: Raw -1648399.351572 + Penalty 1897.259121 = -1646502.092451 nChanged 10 SP:Iteration 81Q (5006.431894 sec): 3 clusters Score: Raw -1648403.756989 + Penalty 1897.259121 = -1646506.497868 nChanged 9 SP:Iteration 82Q (5006.499165 sec): 3 clusters Score: Raw -1648407.111546 + Penalty 1897.259121 = -1646509.852424 nChanged 8 SP:Iteration 83Q (5006.565064 sec): 3 clusters Score: Raw -1648410.894069 + Penalty 1897.259121 = -1646513.634948 nChanged 8 SP:Iteration 84Q (5006.637093 sec): 3 clusters Score: Raw -1648413.603618 + Penalty 1897.259121 = -1646516.344496 nChanged 8 SP:Iteration 85Q (5006.715374 sec): 3 clusters Score: Raw -1648419.764583 + Penalty 1897.259121 = -1646522.505462 nChanged 7 SP:Iteration 86Q (5006.786914 sec): 3 clusters Score: Raw -1648423.181583 + Penalty 1897.259121 = -1646525.922462 nChanged 6 SP:Iteration 87Q (5006.857327 sec): 3 clusters Score: Raw -1648424.864793 + Penalty 1897.259121 = -1646527.605671 nChanged 4 SP:Iteration 88Q (5006.927149 sec): 3 clusters Score: Raw -1648426.419250 + Penalty 1897.259121 = -1646529.160128 nChanged 2 SP:Iteration 89Q (5006.996155 sec): 3 clusters Score: Raw -1648426.899332 + Penalty 1897.259121 = -1646529.640210 nChanged 5 SP:Iteration 90Q (5007.065069 sec): 3 clusters Score: Raw -1648429.597016 + Penalty 1897.259121 = -1646532.337895 nChanged 6 SP:Iteration 91Q (5007.134798 sec): 3 clusters Score: Raw -1648432.089128 + Penalty 1897.259121 = -1646534.830007 nChanged 3 SP:Iteration 92Q (5007.202892 sec): 3 clusters Score: Raw -1648433.052518 + Penalty 1897.259121 = -1646535.793396 nChanged 3 SP:Iteration 93Q (5007.252928 sec): 3 clusters Score: Raw -1648434.346086 + Penalty 1897.259121 = -1646537.086964 nChanged 5 SP:Iteration 94Q (5007.324105 sec): 3 clusters Score: Raw -1648436.711497 + Penalty 1897.259121 = -1646539.452376 nChanged 4 SP:Iteration 95Q (5007.387951 sec): 3 clusters Score: Raw -1648439.065561 + Penalty 1897.259121 = -1646541.806440 nChanged 5 SP:Iteration 96Q (5007.462888 sec): 3 clusters Score: Raw -1648441.580752 + Penalty 1897.259121 = -1646544.321631 nChanged 5 SP:Iteration 97Q (5007.526633 sec): 3 clusters Score: Raw -1648445.461781 + Penalty 1897.259121 = -1646548.202659 nChanged 9 SP:Iteration 98Q (5007.598256 sec): 3 clusters Score: Raw -1648449.936580 + Penalty 1897.259121 = -1646552.677459 nChanged 9 SP:Iteration 99Q (5007.668352 sec): 3 clusters Score: Raw -1648454.033542 + Penalty 1897.259121 = -1646556.774421 nChanged 4 SP:Iteration 100F (5007.742555 sec): 3 clusters Score: Raw -1648455.450413 + Penalty 1897.259121 = -1646558.191292 nChanged 2 SP:Iteration 101Q (5007.810321 sec): 3 clusters Score: Raw -1648455.993261 + Penalty 1897.259121 = -1646558.734140 nChanged 2 SP:Iteration 102Q (5007.869171 sec): 3 clusters Score: Raw -1648456.823354 + Penalty 1897.259121 = -1646559.564232 nChanged 1 SP:Iteration 103Q (5007.940906 sec): 3 clusters Score: Raw -1648457.355891 + Penalty 1897.259121 = -1646560.096769 nChanged 4 SP:Iteration 104Q (5008.010914 sec): 3 clusters Score: Raw -1648459.173625 + Penalty 1897.259121 = -1646561.914504 nChanged 3 SP:Iteration 105Q (5008.076397 sec): 3 clusters Score: Raw -1648459.992386 + Penalty 1897.259121 = -1646562.733265 nChanged 2 SP:Iteration 106Q (5008.141410 sec): 3 clusters Score: Raw -1648461.455652 + Penalty 1897.259121 = -1646564.196531 nChanged 2 SP:Iteration 107Q (5008.210626 sec): 3 clusters Score: Raw -1648462.538396 + Penalty 1897.259121 = -1646565.279274 nChanged 4 SP:Iteration 108Q (5008.279598 sec): 3 clusters Score: Raw -1648465.020508 + Penalty 1897.259121 = -1646567.761386 nChanged 4 SP:Iteration 109Q (5008.348966 sec): 3 clusters Score: Raw -1648467.131461 + Penalty 1897.259121 = -1646569.872340 nChanged 4 SP:Iteration 110Q (5008.405245 sec): 3 clusters Score: Raw -1648468.931896 + Penalty 1897.259121 = -1646571.672774 nChanged 5 SP:Iteration 111Q (5008.474793 sec): 3 clusters Score: Raw -1648471.585963 + Penalty 1897.259121 = -1646574.326842 nChanged 1 SP:Iteration 112Q (5008.550481 sec): 3 clusters Score: Raw -1648471.890208 + Penalty 1897.259121 = -1646574.631086 nChanged 2 SP:Iteration 113Q (5008.612170 sec): 3 clusters Score: Raw -1648472.634544 + Penalty 1897.259121 = -1646575.375422 nChanged 1 SP:Iteration 114Q (5008.694001 sec): 3 clusters Score: Raw -1648473.242018 + Penalty 1897.259121 = -1646575.982897 nChanged 1 SP:Iteration 115Q (5008.749955 sec): 3 clusters Score: Raw -1648473.563523 + Penalty 1897.259121 = -1646576.304401 nChanged 2 SP:Iteration 116Q (5008.820992 sec): 3 clusters Score: Raw -1648474.385370 + Penalty 1897.259121 = -1646577.126249 nChanged 2 SP:Iteration 117Q (5008.895809 sec): 3 clusters Score: Raw -1648475.247397 + Penalty 1897.259121 = -1646577.988275 nChanged 1 SP:Iteration 118Q (5008.954201 sec): 3 clusters Score: Raw -1648475.625215 + Penalty 1897.259121 = -1646578.366094 nChanged 1 SP:Iteration 119Q (5009.025173 sec): 3 clusters Score: Raw -1648475.903652 + Penalty 1897.259121 = -1646578.644530 nChanged 1 SP:Iteration 120F (5009.095732 sec): 3 clusters Score: Raw -1648476.400805 + Penalty 1897.259121 = -1646579.141683 nChanged 1 SP:Iteration 121Q (5009.156036 sec): 3 clusters Score: Raw -1648476.650599 + Penalty 1897.259121 = -1646579.391477 nChanged 1 SP:Iteration 122Q (5009.226361 sec): 3 clusters Score: Raw -1648476.925166 + Penalty 1897.259121 = -1646579.666044 nChanged 0 SP:Iteration 123F (5009.300568 sec): 3 clusters Score: Raw -1648476.925166 + Penalty 1897.259121 = -1646579.666044 nChanged 0 Trying to split cluster 20 (39130 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5009.359530 sec): 2 clusters Score: Raw -2964688.999499 + Penalty 1004.591248 = -2963684.408251 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5009.456177 sec): 3 clusters Score: Raw -2939620.551750 + Penalty 2009.182496 = -2937611.369254 nChanged 18534 SP:Iteration 1F (5009.554047 sec): 3 clusters Score: Raw -2950195.246827 + Penalty 2009.182496 = -2948186.064331 nChanged 1562 SP:Iteration 2Q (5009.655755 sec): 3 clusters Score: Raw -2950617.518520 + Penalty 2009.182496 = -2948608.336025 nChanged 1508 SP:Iteration 3Q (5009.756425 sec): 3 clusters Score: Raw -2951076.642868 + Penalty 2009.182496 = -2949067.460372 nChanged 1672 SP:Iteration 4Q (5009.858848 sec): 3 clusters Score: Raw -2951697.916095 + Penalty 2009.182496 = -2949688.733599 nChanged 1863 SP:Iteration 5Q (5009.945946 sec): 3 clusters Score: Raw -2952625.742080 + Penalty 2009.182496 = -2950616.559584 nChanged 2273 SP:Iteration 6F (5010.037287 sec): 3 clusters Score: Raw -2954080.585628 + Penalty 2009.182496 = -2952071.403132 nChanged 2568 SP:Iteration 7F (5010.111560 sec): 3 clusters Score: Raw -2956068.606284 + Penalty 2009.182496 = -2954059.423788 nChanged 2542 SP:Iteration 8F (5010.200634 sec): 3 clusters Score: Raw -2958239.114490 + Penalty 2009.182496 = -2956229.931994 nChanged 2218 SP:Iteration 9F (5010.293741 sec): 3 clusters Score: Raw -2960121.371485 + Penalty 2009.182496 = -2958112.188989 nChanged 1746 SP:Iteration 10Q (5010.387079 sec): 3 clusters Score: Raw -2961577.016359 + Penalty 2009.182496 = -2959567.833863 nChanged 1280 SP:Iteration 11Q (5010.480167 sec): 3 clusters Score: Raw -2962608.705528 + Penalty 2009.182496 = -2960599.523032 nChanged 895 SP:Iteration 12Q (5010.571091 sec): 3 clusters Score: Raw -2963308.051897 + Penalty 2009.182496 = -2961298.869401 nChanged 642 SP:Iteration 13Q (5010.662961 sec): 3 clusters Score: Raw -2963768.715751 + Penalty 2009.182496 = -2961759.533255 nChanged 460 SP:Iteration 14Q (5010.751618 sec): 3 clusters Score: Raw -2964062.045021 + Penalty 2009.182496 = -2962052.862525 nChanged 364 SP:Iteration 15Q (5010.849228 sec): 3 clusters Score: Raw -2964287.355341 + Penalty 2009.182496 = -2962278.172845 nChanged 277 SP:Iteration 16Q (5010.934891 sec): 3 clusters Score: Raw -2964458.243565 + Penalty 2009.182496 = -2962449.061069 nChanged 210 SP:Iteration 17Q (5011.008945 sec): 3 clusters Score: Raw -2964582.508911 + Penalty 2009.182496 = -2962573.326416 nChanged 151 SP:Iteration 18Q (5011.093683 sec): 3 clusters Score: Raw -2964661.380956 + Penalty 2009.182496 = -2962652.198460 nChanged 125 SP:Iteration 19Q (5011.175441 sec): 3 clusters Score: Raw -2964739.998360 + Penalty 2009.182496 = -2962730.815864 nChanged 102 SP:Iteration 20F (5011.267877 sec): 3 clusters Score: Raw -2964804.816776 + Penalty 2009.182496 = -2962795.634280 nChanged 61 SP:Iteration 21Q (5011.348255 sec): 3 clusters Score: Raw -2964831.345009 + Penalty 2009.182496 = -2962822.162513 nChanged 38 SP:Iteration 22Q (5011.423015 sec): 3 clusters Score: Raw -2964845.804664 + Penalty 2009.182496 = -2962836.622168 nChanged 27 SP:Iteration 23Q (5011.497875 sec): 3 clusters Score: Raw -2964854.247119 + Penalty 2009.182496 = -2962845.064623 nChanged 15 SP:Iteration 24Q (5011.583070 sec): 3 clusters Score: Raw -2964858.488817 + Penalty 2009.182496 = -2962849.306321 nChanged 12 SP:Iteration 25Q (5011.668816 sec): 3 clusters Score: Raw -2964862.225617 + Penalty 2009.182496 = -2962853.043121 nChanged 16 SP:Iteration 26Q (5011.751930 sec): 3 clusters Score: Raw -2964868.460184 + Penalty 2009.182496 = -2962859.277688 nChanged 16 SP:Iteration 27Q (5011.837638 sec): 3 clusters Score: Raw -2964874.288466 + Penalty 2009.182496 = -2962865.105970 nChanged 19 SP:Iteration 28Q (5011.916269 sec): 3 clusters Score: Raw -2964881.498542 + Penalty 2009.182496 = -2962872.316046 nChanged 13 SP:Iteration 29Q (5012.001200 sec): 3 clusters Score: Raw -2964886.222424 + Penalty 2009.182496 = -2962877.039928 nChanged 10 SP:Iteration 30Q (5012.089056 sec): 3 clusters Score: Raw -2964890.039619 + Penalty 2009.182496 = -2962880.857123 nChanged 11 SP:Iteration 31Q (5012.168181 sec): 3 clusters Score: Raw -2964896.359995 + Penalty 2009.182496 = -2962887.177499 nChanged 19 SP:Iteration 32Q (5012.240764 sec): 3 clusters Score: Raw -2964904.437388 + Penalty 2009.182496 = -2962895.254892 nChanged 15 SP:Iteration 33Q (5012.334033 sec): 3 clusters Score: Raw -2964912.583013 + Penalty 2009.182496 = -2962903.400517 nChanged 18 SP:Iteration 34Q (5012.417401 sec): 3 clusters Score: Raw -2964922.304737 + Penalty 2009.182496 = -2962913.122241 nChanged 13 SP:Iteration 35Q (5012.470035 sec): 3 clusters Score: Raw -2964929.027284 + Penalty 2009.182496 = -2962919.844788 nChanged 17 SP:Iteration 36Q (5012.522375 sec): 3 clusters Score: Raw -2964938.325059 + Penalty 2009.182496 = -2962929.142563 nChanged 11 SP:Iteration 37Q (5012.590390 sec): 3 clusters Score: Raw -2964943.571810 + Penalty 2009.182496 = -2962934.389314 nChanged 6 SP:Iteration 38Q (5012.641130 sec): 3 clusters Score: Raw -2964946.239088 + Penalty 2009.182496 = -2962937.056592 nChanged 10 SP:Iteration 39Q (5012.709407 sec): 3 clusters Score: Raw -2964950.568997 + Penalty 2009.182496 = -2962941.386501 nChanged 5 SP:Iteration 40F (5012.806320 sec): 3 clusters Score: Raw -2964952.497153 + Penalty 2009.182496 = -2962943.314657 nChanged 2 SP:Iteration 41Q (5012.899139 sec): 3 clusters Score: Raw -2964953.719796 + Penalty 2009.182496 = -2962944.537300 nChanged 4 SP:Iteration 42Q (5012.971641 sec): 3 clusters Score: Raw -2964956.650608 + Penalty 2009.182496 = -2962947.468113 nChanged 7 SP:Iteration 43Q (5013.064681 sec): 3 clusters Score: Raw -2964959.794027 + Penalty 2009.182496 = -2962950.611531 nChanged 5 SP:Iteration 44Q (5013.153448 sec): 3 clusters Score: Raw -2964961.811283 + Penalty 2009.182496 = -2962952.628787 nChanged 6 SP:Iteration 45Q (5013.242705 sec): 3 clusters Score: Raw -2964964.275679 + Penalty 2009.182496 = -2962955.093183 nChanged 5 SP:Iteration 46Q (5013.328707 sec): 3 clusters Score: Raw -2964965.617916 + Penalty 2009.182496 = -2962956.435420 nChanged 5 SP:Iteration 47Q (5013.418860 sec): 3 clusters Score: Raw -2964967.233626 + Penalty 2009.182496 = -2962958.051130 nChanged 7 SP:Iteration 48Q (5013.507206 sec): 3 clusters Score: Raw -2964970.141214 + Penalty 2009.182496 = -2962960.958718 nChanged 7 SP:Iteration 49Q (5013.589003 sec): 3 clusters Score: Raw -2964973.720557 + Penalty 2009.182496 = -2962964.538061 nChanged 6 SP:Iteration 50Q (5013.677818 sec): 3 clusters Score: Raw -2964977.007724 + Penalty 2009.182496 = -2962967.825228 nChanged 3 SP:Iteration 51Q (5013.769680 sec): 3 clusters Score: Raw -2964978.310093 + Penalty 2009.182496 = -2962969.127597 nChanged 1 SP:Iteration 52Q (5013.858267 sec): 3 clusters Score: Raw -2964978.417935 + Penalty 2009.182496 = -2962969.235439 nChanged 0 SP:Iteration 53F (5013.939897 sec): 3 clusters Score: Raw -2964978.417935 + Penalty 2009.182496 = -2962969.235439 nChanged 0 Trying to split cluster 21 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5013.973192 sec): 2 clusters Score: Raw -209123.532232 + Penalty 756.627820 = -208366.904413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5014.023292 sec): 3 clusters Score: Raw -207634.661444 + Penalty 1513.255639 = -206121.405805 nChanged 1164 SP:Iteration 1F (5014.062494 sec): 3 clusters Score: Raw -208332.459555 + Penalty 1513.255639 = -206819.203916 nChanged 213 SP:Iteration 2F (5014.102530 sec): 3 clusters Score: Raw -208438.456930 + Penalty 1513.255639 = -206925.201291 nChanged 125 SP:Iteration 3Q (5014.153559 sec): 3 clusters Score: Raw -208493.831201 + Penalty 1513.255639 = -206980.575562 nChanged 95 SP:Iteration 4Q (5014.194830 sec): 3 clusters Score: Raw -208540.918311 + Penalty 1513.255639 = -207027.662672 nChanged 108 SP:Iteration 5Q (5014.233484 sec): 3 clusters Score: Raw -208606.104733 + Penalty 1513.255639 = -207092.849094 nChanged 107 SP:Iteration 6Q (5014.275320 sec): 3 clusters Score: Raw -208664.642485 + Penalty 1513.255639 = -207151.386846 nChanged 89 SP:Iteration 7Q (5014.330920 sec): 3 clusters Score: Raw -208723.766343 + Penalty 1513.255639 = -207210.510704 nChanged 87 SP:Iteration 8Q (5014.378453 sec): 3 clusters Score: Raw -208777.057529 + Penalty 1513.255639 = -207263.801890 nChanged 65 SP:Iteration 9Q (5014.414220 sec): 3 clusters Score: Raw -208813.081951 + Penalty 1513.255639 = -207299.826312 nChanged 63 SP:Iteration 10Q (5014.468108 sec): 3 clusters Score: Raw -208853.788686 + Penalty 1513.255639 = -207340.533047 nChanged 68 SP:Iteration 11Q (5014.514555 sec): 3 clusters Score: Raw -208889.248378 + Penalty 1513.255639 = -207375.992739 nChanged 58 SP:Iteration 12Q (5014.564854 sec): 3 clusters Score: Raw -208930.655245 + Penalty 1513.255639 = -207417.399606 nChanged 63 SP:Iteration 13Q (5014.615825 sec): 3 clusters Score: Raw -208968.866826 + Penalty 1513.255639 = -207455.611187 nChanged 59 SP:Iteration 14Q (5014.662688 sec): 3 clusters Score: Raw -208996.387202 + Penalty 1513.255639 = -207483.131563 nChanged 46 SP:Iteration 15Q (5014.720720 sec): 3 clusters Score: Raw -209016.967593 + Penalty 1513.255639 = -207503.711954 nChanged 34 SP:Iteration 16Q (5014.769195 sec): 3 clusters Score: Raw -209031.830943 + Penalty 1513.255639 = -207518.575304 nChanged 30 SP:Iteration 17Q (5014.804233 sec): 3 clusters Score: Raw -209042.249525 + Penalty 1513.255639 = -207528.993886 nChanged 21 SP:Iteration 18Q (5014.859189 sec): 3 clusters Score: Raw -209051.628680 + Penalty 1513.255639 = -207538.373041 nChanged 19 SP:Iteration 19Q (5014.895116 sec): 3 clusters Score: Raw -209057.615937 + Penalty 1513.255639 = -207544.360298 nChanged 14 SP:Iteration 20F (5014.942991 sec): 3 clusters Score: Raw -209063.483319 + Penalty 1513.255639 = -207550.227680 nChanged 13 SP:Iteration 21Q (5014.989365 sec): 3 clusters Score: Raw -209069.944159 + Penalty 1513.255639 = -207556.688520 nChanged 15 SP:Iteration 22Q (5015.039985 sec): 3 clusters Score: Raw -209076.261184 + Penalty 1513.255639 = -207563.005545 nChanged 19 SP:Iteration 23Q (5015.093831 sec): 3 clusters Score: Raw -209082.585444 + Penalty 1513.255639 = -207569.329805 nChanged 16 SP:Iteration 24Q (5015.142703 sec): 3 clusters Score: Raw -209087.603702 + Penalty 1513.255639 = -207574.348063 nChanged 14 SP:Iteration 25Q (5015.192295 sec): 3 clusters Score: Raw -209092.090827 + Penalty 1513.255639 = -207578.835188 nChanged 14 SP:Iteration 26Q (5015.232650 sec): 3 clusters Score: Raw -209096.071086 + Penalty 1513.255639 = -207582.815447 nChanged 13 SP:Iteration 27Q (5015.289273 sec): 3 clusters Score: Raw -209103.086945 + Penalty 1513.255639 = -207589.831305 nChanged 19 SP:Iteration 28Q (5015.333551 sec): 3 clusters Score: Raw -209111.708679 + Penalty 1513.255639 = -207598.453040 nChanged 25 SP:Iteration 29Q (5015.385343 sec): 3 clusters Score: Raw -209122.840427 + Penalty 1513.255639 = -207609.584787 nChanged 20 SP:Iteration 30Q (5015.437664 sec): 3 clusters Score: Raw -209131.687864 + Penalty 1513.255639 = -207618.432225 nChanged 18 SP:Iteration 31Q (5015.482132 sec): 3 clusters Score: Raw -209140.345000 + Penalty 1513.255639 = -207627.089361 nChanged 17 SP:Iteration 32Q (5015.518995 sec): 3 clusters Score: Raw -209147.214919 + Penalty 1513.255639 = -207633.959280 nChanged 11 SP:Iteration 33Q (5015.562288 sec): 3 clusters Score: Raw -209150.404840 + Penalty 1513.255639 = -207637.149201 nChanged 8 SP:Iteration 34Q (5015.599718 sec): 3 clusters Score: Raw -209152.625063 + Penalty 1513.255639 = -207639.369424 nChanged 13 SP:Iteration 35Q (5015.640042 sec): 3 clusters Score: Raw -209156.871900 + Penalty 1513.255639 = -207643.616261 nChanged 12 SP:Iteration 36Q (5015.679515 sec): 3 clusters Score: Raw -209160.338733 + Penalty 1513.255639 = -207647.083094 nChanged 5 SP:Iteration 37Q (5015.730558 sec): 3 clusters Score: Raw -209161.293409 + Penalty 1513.255639 = -207648.037769 nChanged 2 SP:Iteration 38Q (5015.781873 sec): 3 clusters Score: Raw -209161.725553 + Penalty 1513.255639 = -207648.469914 nChanged 0 SP:Iteration 39F (5015.833196 sec): 3 clusters Score: Raw -209161.725553 + Penalty 1513.255639 = -207648.469914 nChanged 0 Trying to split cluster 22 (32804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5015.891672 sec): 2 clusters Score: Raw -2487205.444633 + Penalty 987.839045 = -2486217.605588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5015.972344 sec): 3 clusters Score: Raw -2466307.806845 + Penalty 1975.678090 = -2464332.128755 nChanged 15430 SP:Iteration 1F (5016.051948 sec): 3 clusters Score: Raw -2475523.202639 + Penalty 1975.678090 = -2473547.524549 nChanged 1540 SP:Iteration 2Q (5016.142797 sec): 3 clusters Score: Raw -2476145.758046 + Penalty 1975.678090 = -2474170.079955 nChanged 1622 SP:Iteration 3Q (5016.220311 sec): 3 clusters Score: Raw -2476902.378864 + Penalty 1975.678090 = -2474926.700774 nChanged 1766 SP:Iteration 4F (5016.305426 sec): 3 clusters Score: Raw -2477836.024785 + Penalty 1975.678090 = -2475860.346695 nChanged 1910 SP:Iteration 5F (5016.392760 sec): 3 clusters Score: Raw -2479020.564977 + Penalty 1975.678090 = -2477044.886887 nChanged 2132 SP:Iteration 6F (5016.478275 sec): 3 clusters Score: Raw -2480610.403041 + Penalty 1975.678090 = -2478634.724951 nChanged 2235 SP:Iteration 7F (5016.564680 sec): 3 clusters Score: Raw -2482464.278084 + Penalty 1975.678090 = -2480488.599993 nChanged 2091 SP:Iteration 8F (5016.649771 sec): 3 clusters Score: Raw -2483845.024094 + Penalty 1975.678090 = -2481869.346004 nChanged 1413 SP:Iteration 9Q (5016.738371 sec): 3 clusters Score: Raw -2484394.514352 + Penalty 1975.678090 = -2482418.836262 nChanged 801 SP:Iteration 10Q (5016.825216 sec): 3 clusters Score: Raw -2484608.096515 + Penalty 1975.678090 = -2482632.418425 nChanged 509 SP:Iteration 11Q (5016.910506 sec): 3 clusters Score: Raw -2484744.247122 + Penalty 1975.678090 = -2482768.569031 nChanged 470 SP:Iteration 12Q (5016.997453 sec): 3 clusters Score: Raw -2484871.694340 + Penalty 1975.678090 = -2482896.016250 nChanged 427 SP:Iteration 13Q (5017.084383 sec): 3 clusters Score: Raw -2484985.428582 + Penalty 1975.678090 = -2483009.750492 nChanged 412 SP:Iteration 14Q (5017.155228 sec): 3 clusters Score: Raw -2485092.128979 + Penalty 1975.678090 = -2483116.450889 nChanged 375 SP:Iteration 15Q (5017.243803 sec): 3 clusters Score: Raw -2485179.840001 + Penalty 1975.678090 = -2483204.161910 nChanged 368 SP:Iteration 16Q (5017.325922 sec): 3 clusters Score: Raw -2485263.076273 + Penalty 1975.678090 = -2483287.398182 nChanged 365 SP:Iteration 17Q (5017.403984 sec): 3 clusters Score: Raw -2485351.125637 + Penalty 1975.678090 = -2483375.447547 nChanged 391 SP:Iteration 18Q (5017.489264 sec): 3 clusters Score: Raw -2485450.043916 + Penalty 1975.678090 = -2483474.365825 nChanged 385 SP:Iteration 19Q (5017.574335 sec): 3 clusters Score: Raw -2485547.823707 + Penalty 1975.678090 = -2483572.145617 nChanged 391 SP:Iteration 20F (5017.660911 sec): 3 clusters Score: Raw -2485644.962793 + Penalty 1975.678090 = -2483669.284702 nChanged 391 SP:Iteration 21Q (5017.743981 sec): 3 clusters Score: Raw -2485742.436804 + Penalty 1975.678090 = -2483766.758713 nChanged 372 SP:Iteration 22Q (5017.828034 sec): 3 clusters Score: Raw -2485828.269370 + Penalty 1975.678090 = -2483852.591279 nChanged 359 SP:Iteration 23Q (5017.917117 sec): 3 clusters Score: Raw -2485913.316326 + Penalty 1975.678090 = -2483937.638236 nChanged 350 SP:Iteration 24Q (5017.996418 sec): 3 clusters Score: Raw -2485996.222416 + Penalty 1975.678090 = -2484020.544326 nChanged 327 SP:Iteration 25Q (5018.088728 sec): 3 clusters Score: Raw -2486076.099273 + Penalty 1975.678090 = -2484100.421183 nChanged 358 SP:Iteration 26Q (5018.183750 sec): 3 clusters Score: Raw -2486164.738398 + Penalty 1975.678090 = -2484189.060308 nChanged 327 SP:Iteration 27Q (5018.272054 sec): 3 clusters Score: Raw -2486240.372616 + Penalty 1975.678090 = -2484264.694526 nChanged 318 SP:Iteration 28Q (5018.357817 sec): 3 clusters Score: Raw -2486314.302325 + Penalty 1975.678090 = -2484338.624234 nChanged 295 SP:Iteration 29Q (5018.437244 sec): 3 clusters Score: Raw -2486386.767905 + Penalty 1975.678090 = -2484411.089815 nChanged 322 SP:Iteration 30Q (5018.487038 sec): 3 clusters Score: Raw -2486470.662921 + Penalty 1975.678090 = -2484494.984831 nChanged 306 SP:Iteration 31Q (5018.537746 sec): 3 clusters Score: Raw -2486554.472907 + Penalty 1975.678090 = -2484578.794817 nChanged 314 SP:Iteration 32Q (5018.632472 sec): 3 clusters Score: Raw -2486646.016010 + Penalty 1975.678090 = -2484670.337920 nChanged 316 SP:Iteration 33Q (5018.718967 sec): 3 clusters Score: Raw -2486740.199761 + Penalty 1975.678090 = -2484764.521671 nChanged 279 SP:Iteration 34Q (5018.806825 sec): 3 clusters Score: Raw -2486830.085810 + Penalty 1975.678090 = -2484854.407719 nChanged 270 SP:Iteration 35Q (5018.893308 sec): 3 clusters Score: Raw -2486913.151670 + Penalty 1975.678090 = -2484937.473580 nChanged 257 SP:Iteration 36Q (5018.962444 sec): 3 clusters Score: Raw -2486991.031558 + Penalty 1975.678090 = -2485015.353467 nChanged 245 SP:Iteration 37Q (5019.048509 sec): 3 clusters Score: Raw -2487060.590651 + Penalty 1975.678090 = -2485084.912560 nChanged 217 SP:Iteration 38Q (5019.134911 sec): 3 clusters Score: Raw -2487116.456194 + Penalty 1975.678090 = -2485140.778103 nChanged 212 SP:Iteration 39Q (5019.218030 sec): 3 clusters Score: Raw -2487168.201859 + Penalty 1975.678090 = -2485192.523769 nChanged 193 SP:Iteration 40F (5019.298133 sec): 3 clusters Score: Raw -2487213.860475 + Penalty 1975.678090 = -2485238.182385 nChanged 169 SP:Iteration 41Q (5019.390352 sec): 3 clusters Score: Raw -2487247.491285 + Penalty 1975.678090 = -2485271.813194 nChanged 153 SP:Iteration 42Q (5019.474212 sec): 3 clusters Score: Raw -2487277.077748 + Penalty 1975.678090 = -2485301.399658 nChanged 145 SP:Iteration 43Q (5019.561847 sec): 3 clusters Score: Raw -2487303.323487 + Penalty 1975.678090 = -2485327.645397 nChanged 125 SP:Iteration 44Q (5019.649113 sec): 3 clusters Score: Raw -2487325.423848 + Penalty 1975.678090 = -2485349.745758 nChanged 129 SP:Iteration 45Q (5019.735940 sec): 3 clusters Score: Raw -2487347.805585 + Penalty 1975.678090 = -2485372.127494 nChanged 128 SP:Iteration 46Q (5019.818671 sec): 3 clusters Score: Raw -2487369.434252 + Penalty 1975.678090 = -2485393.756162 nChanged 107 SP:Iteration 47Q (5019.898414 sec): 3 clusters Score: Raw -2487386.436892 + Penalty 1975.678090 = -2485410.758801 nChanged 94 SP:Iteration 48Q (5019.986556 sec): 3 clusters Score: Raw -2487400.900265 + Penalty 1975.678090 = -2485425.222175 nChanged 100 SP:Iteration 49Q (5020.075241 sec): 3 clusters Score: Raw -2487417.000408 + Penalty 1975.678090 = -2485441.322318 nChanged 98 SP:Iteration 50Q (5020.161318 sec): 3 clusters Score: Raw -2487431.639393 + Penalty 1975.678090 = -2485455.961302 nChanged 84 SP:Iteration 51Q (5020.249553 sec): 3 clusters Score: Raw -2487445.783030 + Penalty 1975.678090 = -2485470.104940 nChanged 94 SP:Iteration 52Q (5020.343308 sec): 3 clusters Score: Raw -2487461.399388 + Penalty 1975.678090 = -2485485.721297 nChanged 90 SP:Iteration 53Q (5020.430722 sec): 3 clusters Score: Raw -2487475.414805 + Penalty 1975.678090 = -2485499.736715 nChanged 80 SP:Iteration 54Q (5020.503492 sec): 3 clusters Score: Raw -2487485.953738 + Penalty 1975.678090 = -2485510.275648 nChanged 70 SP:Iteration 55Q (5020.592982 sec): 3 clusters Score: Raw -2487495.665047 + Penalty 1975.678090 = -2485519.986957 nChanged 67 SP:Iteration 56Q (5020.669933 sec): 3 clusters Score: Raw -2487505.033696 + Penalty 1975.678090 = -2485529.355606 nChanged 67 SP:Iteration 57Q (5020.746147 sec): 3 clusters Score: Raw -2487515.102873 + Penalty 1975.678090 = -2485539.424783 nChanged 66 SP:Iteration 58Q (5020.826191 sec): 3 clusters Score: Raw -2487524.473746 + Penalty 1975.678090 = -2485548.795656 nChanged 52 SP:Iteration 59Q (5020.920844 sec): 3 clusters Score: Raw -2487531.596601 + Penalty 1975.678090 = -2485555.918511 nChanged 47 SP:Iteration 60F (5020.999419 sec): 3 clusters Score: Raw -2487537.640145 + Penalty 1975.678090 = -2485561.962054 nChanged 38 SP:Iteration 61Q (5021.088795 sec): 3 clusters Score: Raw -2487541.910625 + Penalty 1975.678090 = -2485566.232535 nChanged 41 SP:Iteration 62Q (5021.167013 sec): 3 clusters Score: Raw -2487546.196549 + Penalty 1975.678090 = -2485570.518458 nChanged 38 SP:Iteration 63Q (5021.262365 sec): 3 clusters Score: Raw -2487549.899449 + Penalty 1975.678090 = -2485574.221359 nChanged 42 SP:Iteration 64Q (5021.341323 sec): 3 clusters Score: Raw -2487554.731141 + Penalty 1975.678090 = -2485579.053051 nChanged 44 SP:Iteration 65Q (5021.425227 sec): 3 clusters Score: Raw -2487559.622680 + Penalty 1975.678090 = -2485583.944589 nChanged 34 SP:Iteration 66Q (5021.519272 sec): 3 clusters Score: Raw -2487562.759359 + Penalty 1975.678090 = -2485587.081269 nChanged 32 SP:Iteration 67Q (5021.599185 sec): 3 clusters Score: Raw -2487565.731503 + Penalty 1975.678090 = -2485590.053412 nChanged 31 SP:Iteration 68Q (5021.687577 sec): 3 clusters Score: Raw -2487568.413134 + Penalty 1975.678090 = -2485592.735044 nChanged 32 SP:Iteration 69Q (5021.771695 sec): 3 clusters Score: Raw -2487572.092167 + Penalty 1975.678090 = -2485596.414077 nChanged 36 SP:Iteration 70Q (5021.867613 sec): 3 clusters Score: Raw -2487576.186306 + Penalty 1975.678090 = -2485600.508216 nChanged 26 SP:Iteration 71Q (5021.952066 sec): 3 clusters Score: Raw -2487578.430420 + Penalty 1975.678090 = -2485602.752330 nChanged 22 SP:Iteration 72Q (5022.022759 sec): 3 clusters Score: Raw -2487580.581699 + Penalty 1975.678090 = -2485604.903608 nChanged 23 SP:Iteration 73Q (5022.111354 sec): 3 clusters Score: Raw -2487582.772729 + Penalty 1975.678090 = -2485607.094639 nChanged 21 SP:Iteration 74Q (5022.186361 sec): 3 clusters Score: Raw -2487585.349178 + Penalty 1975.678090 = -2485609.671088 nChanged 30 SP:Iteration 75Q (5022.277092 sec): 3 clusters Score: Raw -2487588.583477 + Penalty 1975.678090 = -2485612.905387 nChanged 25 SP:Iteration 76Q (5022.359133 sec): 3 clusters Score: Raw -2487591.356847 + Penalty 1975.678090 = -2485615.678757 nChanged 29 SP:Iteration 77Q (5022.420491 sec): 3 clusters Score: Raw -2487594.391356 + Penalty 1975.678090 = -2485618.713265 nChanged 22 SP:Iteration 78Q (5022.498749 sec): 3 clusters Score: Raw -2487596.502802 + Penalty 1975.678090 = -2485620.824711 nChanged 23 SP:Iteration 79Q (5022.581635 sec): 3 clusters Score: Raw -2487598.659154 + Penalty 1975.678090 = -2485622.981064 nChanged 20 SP:Iteration 80F (5022.668685 sec): 3 clusters Score: Raw -2487600.168840 + Penalty 1975.678090 = -2485624.490749 nChanged 10 SP:Iteration 81Q (5022.743688 sec): 3 clusters Score: Raw -2487600.896855 + Penalty 1975.678090 = -2485625.218765 nChanged 9 SP:Iteration 82Q (5022.825432 sec): 3 clusters Score: Raw -2487601.517096 + Penalty 1975.678090 = -2485625.839005 nChanged 14 SP:Iteration 83Q (5022.907881 sec): 3 clusters Score: Raw -2487602.662264 + Penalty 1975.678090 = -2485626.984174 nChanged 12 SP:Iteration 84Q (5022.991052 sec): 3 clusters Score: Raw -2487603.638048 + Penalty 1975.678090 = -2485627.959957 nChanged 9 SP:Iteration 85Q (5023.075096 sec): 3 clusters Score: Raw -2487604.036536 + Penalty 1975.678090 = -2485628.358445 nChanged 8 SP:Iteration 86Q (5023.160935 sec): 3 clusters Score: Raw -2487604.836455 + Penalty 1975.678090 = -2485629.158365 nChanged 13 SP:Iteration 87Q (5023.233373 sec): 3 clusters Score: Raw -2487605.893047 + Penalty 1975.678090 = -2485630.214957 nChanged 12 SP:Iteration 88Q (5023.305522 sec): 3 clusters Score: Raw -2487606.678499 + Penalty 1975.678090 = -2485631.000408 nChanged 6 SP:Iteration 89Q (5023.383720 sec): 3 clusters Score: Raw -2487607.170282 + Penalty 1975.678090 = -2485631.492192 nChanged 3 SP:Iteration 90Q (5023.450466 sec): 3 clusters Score: Raw -2487607.410882 + Penalty 1975.678090 = -2485631.732792 nChanged 7 SP:Iteration 91Q (5023.534610 sec): 3 clusters Score: Raw -2487607.763372 + Penalty 1975.678090 = -2485632.085281 nChanged 9 SP:Iteration 92Q (5023.610419 sec): 3 clusters Score: Raw -2487608.823175 + Penalty 1975.678090 = -2485633.145084 nChanged 11 SP:Iteration 93Q (5023.683581 sec): 3 clusters Score: Raw -2487610.367015 + Penalty 1975.678090 = -2485634.688925 nChanged 13 SP:Iteration 94Q (5023.753418 sec): 3 clusters Score: Raw -2487611.795086 + Penalty 1975.678090 = -2485636.116996 nChanged 14 SP:Iteration 95Q (5023.833694 sec): 3 clusters Score: Raw -2487613.416095 + Penalty 1975.678090 = -2485637.738005 nChanged 17 SP:Iteration 96Q (5023.913692 sec): 3 clusters Score: Raw -2487615.055267 + Penalty 1975.678090 = -2485639.377176 nChanged 19 SP:Iteration 97Q (5023.987289 sec): 3 clusters Score: Raw -2487617.327043 + Penalty 1975.678090 = -2485641.648953 nChanged 15 SP:Iteration 98Q (5024.060304 sec): 3 clusters Score: Raw -2487618.980930 + Penalty 1975.678090 = -2485643.302840 nChanged 15 SP:Iteration 99Q (5024.141955 sec): 3 clusters Score: Raw -2487620.801022 + Penalty 1975.678090 = -2485645.122932 nChanged 16 SP:Iteration 100F (5024.228353 sec): 3 clusters Score: Raw -2487622.769088 + Penalty 1975.678090 = -2485647.090998 nChanged 15 SP:Iteration 101Q (5024.305464 sec): 3 clusters Score: Raw -2487625.363510 + Penalty 1975.678090 = -2485649.685420 nChanged 20 SP:Iteration 102Q (5024.378551 sec): 3 clusters Score: Raw -2487627.863208 + Penalty 1975.678090 = -2485652.185117 nChanged 16 SP:Iteration 103Q (5024.453035 sec): 3 clusters Score: Raw -2487630.873801 + Penalty 1975.678090 = -2485655.195711 nChanged 19 SP:Iteration 104Q (5024.535112 sec): 3 clusters Score: Raw -2487634.266368 + Penalty 1975.678090 = -2485658.588277 nChanged 26 SP:Iteration 105Q (5024.609784 sec): 3 clusters Score: Raw -2487638.068466 + Penalty 1975.678090 = -2485662.390375 nChanged 18 SP:Iteration 106Q (5024.697064 sec): 3 clusters Score: Raw -2487642.028750 + Penalty 1975.678090 = -2485666.350660 nChanged 22 SP:Iteration 107Q (5024.783083 sec): 3 clusters Score: Raw -2487645.535142 + Penalty 1975.678090 = -2485669.857051 nChanged 19 SP:Iteration 108Q (5024.868861 sec): 3 clusters Score: Raw -2487647.945896 + Penalty 1975.678090 = -2485672.267806 nChanged 14 SP:Iteration 109Q (5024.946897 sec): 3 clusters Score: Raw -2487649.520592 + Penalty 1975.678090 = -2485673.842501 nChanged 14 SP:Iteration 110Q (5025.037773 sec): 3 clusters Score: Raw -2487651.047083 + Penalty 1975.678090 = -2485675.368993 nChanged 9 SP:Iteration 111Q (5025.122603 sec): 3 clusters Score: Raw -2487652.048933 + Penalty 1975.678090 = -2485676.370843 nChanged 8 SP:Iteration 112Q (5025.207970 sec): 3 clusters Score: Raw -2487652.565182 + Penalty 1975.678090 = -2485676.887092 nChanged 5 SP:Iteration 113Q (5025.284357 sec): 3 clusters Score: Raw -2487652.899242 + Penalty 1975.678090 = -2485677.221152 nChanged 4 SP:Iteration 114Q (5025.375941 sec): 3 clusters Score: Raw -2487653.110730 + Penalty 1975.678090 = -2485677.432639 nChanged 6 SP:Iteration 115Q (5025.453971 sec): 3 clusters Score: Raw -2487653.813690 + Penalty 1975.678090 = -2485678.135600 nChanged 8 SP:Iteration 116Q (5025.528596 sec): 3 clusters Score: Raw -2487654.559908 + Penalty 1975.678090 = -2485678.881817 nChanged 8 SP:Iteration 117Q (5025.614339 sec): 3 clusters Score: Raw -2487656.063220 + Penalty 1975.678090 = -2485680.385130 nChanged 13 SP:Iteration 118Q (5025.698432 sec): 3 clusters Score: Raw -2487657.412267 + Penalty 1975.678090 = -2485681.734176 nChanged 8 SP:Iteration 119Q (5025.783397 sec): 3 clusters Score: Raw -2487658.176193 + Penalty 1975.678090 = -2485682.498103 nChanged 9 SP:Iteration 120F (5025.864585 sec): 3 clusters Score: Raw -2487659.439846 + Penalty 1975.678090 = -2485683.761756 nChanged 12 SP:Iteration 121Q (5025.955682 sec): 3 clusters Score: Raw -2487660.731110 + Penalty 1975.678090 = -2485685.053019 nChanged 10 SP:Iteration 122Q (5026.040000 sec): 3 clusters Score: Raw -2487661.537387 + Penalty 1975.678090 = -2485685.859297 nChanged 7 SP:Iteration 123Q (5026.120423 sec): 3 clusters Score: Raw -2487662.234490 + Penalty 1975.678090 = -2485686.556400 nChanged 3 SP:Iteration 124Q (5026.213248 sec): 3 clusters Score: Raw -2487662.418360 + Penalty 1975.678090 = -2485686.740270 nChanged 2 SP:Iteration 125Q (5026.294676 sec): 3 clusters Score: Raw -2487662.535329 + Penalty 1975.678090 = -2485686.857239 nChanged 1 SP:Iteration 126Q (5026.372548 sec): 3 clusters Score: Raw -2487662.570202 + Penalty 1975.678090 = -2485686.892112 nChanged 0 SP:Iteration 127F (5026.462173 sec): 3 clusters Score: Raw -2487662.570202 + Penalty 1975.678090 = -2485686.892112 nChanged 0 Trying to split cluster 23 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5026.485359 sec): 2 clusters Score: Raw -97122.717192 + Penalty 689.482229 = -96433.234963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5026.534766 sec): 3 clusters Score: Raw -96461.811468 + Penalty 1378.964459 = -95082.847009 nChanged 538 SP:Iteration 1F (5026.596190 sec): 3 clusters Score: Raw -96866.486731 + Penalty 1378.964459 = -95487.522273 nChanged 123 SP:Iteration 2F (5026.646216 sec): 3 clusters Score: Raw -96984.813991 + Penalty 1378.964459 = -95605.849532 nChanged 99 SP:Iteration 3F (5026.694379 sec): 3 clusters Score: Raw -97067.271117 + Penalty 1378.964459 = -95688.306658 nChanged 72 SP:Iteration 4F (5026.743719 sec): 3 clusters Score: Raw -97118.709270 + Penalty 1378.964459 = -95739.744811 nChanged 40 SP:Iteration 5Q (5026.793156 sec): 3 clusters Score: Raw -97144.985154 + Penalty 1378.964459 = -95766.020696 nChanged 31 SP:Iteration 6Q (5026.836809 sec): 3 clusters Score: Raw -97163.062723 + Penalty 1378.964459 = -95784.098264 nChanged 30 SP:Iteration 7Q (5026.880410 sec): 3 clusters Score: Raw -97180.797204 + Penalty 1378.964459 = -95801.832745 nChanged 23 SP:Iteration 8Q (5026.930505 sec): 3 clusters Score: Raw -97194.582338 + Penalty 1378.964459 = -95815.617880 nChanged 25 SP:Iteration 9Q (5026.966833 sec): 3 clusters Score: Raw -97213.449909 + Penalty 1378.964459 = -95834.485450 nChanged 27 SP:Iteration 10Q (5027.011602 sec): 3 clusters Score: Raw -97228.487093 + Penalty 1378.964459 = -95849.522634 nChanged 15 SP:Iteration 11Q (5027.070904 sec): 3 clusters Score: Raw -97236.657593 + Penalty 1378.964459 = -95857.693135 nChanged 22 SP:Iteration 12Q (5027.112973 sec): 3 clusters Score: Raw -97253.366387 + Penalty 1378.964459 = -95874.401928 nChanged 24 SP:Iteration 13Q (5027.153137 sec): 3 clusters Score: Raw -97270.420293 + Penalty 1378.964459 = -95891.455834 nChanged 23 SP:Iteration 14Q (5027.206318 sec): 3 clusters Score: Raw -97288.408524 + Penalty 1378.964459 = -95909.444065 nChanged 16 SP:Iteration 15Q (5027.253158 sec): 3 clusters Score: Raw -97299.710716 + Penalty 1378.964459 = -95920.746258 nChanged 19 SP:Iteration 16Q (5027.288113 sec): 3 clusters Score: Raw -97317.319836 + Penalty 1378.964459 = -95938.355377 nChanged 17 SP:Iteration 17Q (5027.333056 sec): 3 clusters Score: Raw -97329.511539 + Penalty 1378.964459 = -95950.547081 nChanged 11 SP:Iteration 18Q (5027.390937 sec): 3 clusters Score: Raw -97337.499914 + Penalty 1378.964459 = -95958.535455 nChanged 8 SP:Iteration 19Q (5027.427089 sec): 3 clusters Score: Raw -97344.663753 + Penalty 1378.964459 = -95965.699294 nChanged 4 SP:Iteration 20F (5027.471928 sec): 3 clusters Score: Raw -97348.002429 + Penalty 1378.964459 = -95969.037971 nChanged 3 SP:Iteration 21Q (5027.510096 sec): 3 clusters Score: Raw -97350.501052 + Penalty 1378.964459 = -95971.536593 nChanged 2 SP:Iteration 22Q (5027.551891 sec): 3 clusters Score: Raw -97353.322251 + Penalty 1378.964459 = -95974.357792 nChanged 2 SP:Iteration 23Q (5027.583900 sec): 3 clusters Score: Raw -97354.274039 + Penalty 1378.964459 = -95975.309581 nChanged 1 SP:Iteration 24Q (5027.615956 sec): 3 clusters Score: Raw -97354.809591 + Penalty 1378.964459 = -95975.845133 nChanged 1 SP:Iteration 25Q (5027.648118 sec): 3 clusters Score: Raw -97355.306947 + Penalty 1378.964459 = -95976.342488 nChanged 1 SP:Iteration 26Q (5027.676276 sec): 3 clusters Score: Raw -97355.746412 + Penalty 1378.964459 = -95976.781953 nChanged 1 SP:Iteration 27Q (5027.707969 sec): 3 clusters Score: Raw -97356.137681 + Penalty 1378.964459 = -95977.173222 nChanged 1 SP:Iteration 28Q (5027.740495 sec): 3 clusters Score: Raw -97356.446303 + Penalty 1378.964459 = -95977.481845 nChanged 0 SP:Iteration 29F (5027.772169 sec): 3 clusters Score: Raw -97356.446303 + Penalty 1378.964459 = -95977.481845 nChanged 0 Trying to split cluster 24 (3541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5027.802220 sec): 2 clusters Score: Raw -260213.169607 + Penalty 776.355623 = -259436.813984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5027.834317 sec): 3 clusters Score: Raw -258303.336352 + Penalty 1552.711246 = -256750.625106 nChanged 1488 SP:Iteration 1F (5027.891492 sec): 3 clusters Score: Raw -259143.800232 + Penalty 1552.711246 = -257591.088986 nChanged 264 SP:Iteration 2F (5027.929431 sec): 3 clusters Score: Raw -259289.246169 + Penalty 1552.711246 = -257736.534923 nChanged 209 SP:Iteration 3F (5027.980713 sec): 3 clusters Score: Raw -259385.880825 + Penalty 1552.711246 = -257833.169579 nChanged 143 SP:Iteration 4Q (5028.022581 sec): 3 clusters Score: Raw -259448.535615 + Penalty 1552.711246 = -257895.824369 nChanged 119 SP:Iteration 5Q (5028.082130 sec): 3 clusters Score: Raw -259498.782618 + Penalty 1552.711246 = -257946.071372 nChanged 140 SP:Iteration 6Q (5028.122181 sec): 3 clusters Score: Raw -259564.096117 + Penalty 1552.711246 = -258011.384871 nChanged 116 SP:Iteration 7Q (5028.167028 sec): 3 clusters Score: Raw -259618.090980 + Penalty 1552.711246 = -258065.379734 nChanged 104 SP:Iteration 8Q (5028.213793 sec): 3 clusters Score: Raw -259669.977422 + Penalty 1552.711246 = -258117.266176 nChanged 106 SP:Iteration 9Q (5028.259230 sec): 3 clusters Score: Raw -259732.404854 + Penalty 1552.711246 = -258179.693608 nChanged 114 SP:Iteration 10Q (5028.312135 sec): 3 clusters Score: Raw -259798.664112 + Penalty 1552.711246 = -258245.952867 nChanged 101 SP:Iteration 11Q (5028.347008 sec): 3 clusters Score: Raw -259868.203835 + Penalty 1552.711246 = -258315.492589 nChanged 115 SP:Iteration 12Q (5028.406707 sec): 3 clusters Score: Raw -259937.150493 + Penalty 1552.711246 = -258384.439247 nChanged 115 SP:Iteration 13Q (5028.451882 sec): 3 clusters Score: Raw -260001.900069 + Penalty 1552.711246 = -258449.188823 nChanged 94 SP:Iteration 14Q (5028.498465 sec): 3 clusters Score: Raw -260051.770802 + Penalty 1552.711246 = -258499.059556 nChanged 79 SP:Iteration 15Q (5028.536983 sec): 3 clusters Score: Raw -260105.281957 + Penalty 1552.711246 = -258552.570711 nChanged 100 SP:Iteration 16Q (5028.577942 sec): 3 clusters Score: Raw -260162.003113 + Penalty 1552.711246 = -258609.291867 nChanged 81 SP:Iteration 17Q (5028.629711 sec): 3 clusters Score: Raw -260202.685425 + Penalty 1552.711246 = -258649.974179 nChanged 81 SP:Iteration 18Q (5028.681960 sec): 3 clusters Score: Raw -260248.844265 + Penalty 1552.711246 = -258696.133020 nChanged 70 SP:Iteration 19Q (5028.732511 sec): 3 clusters Score: Raw -260298.563994 + Penalty 1552.711246 = -258745.852748 nChanged 75 SP:Iteration 20F (5028.784390 sec): 3 clusters Score: Raw -260342.123327 + Penalty 1552.711246 = -258789.412081 nChanged 53 SP:Iteration 21Q (5028.831088 sec): 3 clusters Score: Raw -260369.086946 + Penalty 1552.711246 = -258816.375700 nChanged 42 SP:Iteration 22Q (5028.882974 sec): 3 clusters Score: Raw -260386.566793 + Penalty 1552.711246 = -258833.855548 nChanged 32 SP:Iteration 23Q (5028.934887 sec): 3 clusters Score: Raw -260396.931808 + Penalty 1552.711246 = -258844.220562 nChanged 21 SP:Iteration 24Q (5028.983103 sec): 3 clusters Score: Raw -260403.016768 + Penalty 1552.711246 = -258850.305522 nChanged 14 SP:Iteration 25Q (5029.035389 sec): 3 clusters Score: Raw -260405.803332 + Penalty 1552.711246 = -258853.092086 nChanged 7 SP:Iteration 26Q (5029.077006 sec): 3 clusters Score: Raw -260407.204303 + Penalty 1552.711246 = -258854.493058 nChanged 5 SP:Iteration 27Q (5029.128444 sec): 3 clusters Score: Raw -260408.314533 + Penalty 1552.711246 = -258855.603287 nChanged 5 SP:Iteration 28Q (5029.181033 sec): 3 clusters Score: Raw -260409.808149 + Penalty 1552.711246 = -258857.096903 nChanged 5 SP:Iteration 29Q (5029.231409 sec): 3 clusters Score: Raw -260412.048493 + Penalty 1552.711246 = -258859.337248 nChanged 9 SP:Iteration 30Q (5029.280236 sec): 3 clusters Score: Raw -260415.238668 + Penalty 1552.711246 = -258862.527422 nChanged 8 SP:Iteration 31Q (5029.320620 sec): 3 clusters Score: Raw -260416.309562 + Penalty 1552.711246 = -258863.598316 nChanged 5 SP:Iteration 32Q (5029.369905 sec): 3 clusters Score: Raw -260418.135990 + Penalty 1552.711246 = -258865.424744 nChanged 4 SP:Iteration 33Q (5029.422120 sec): 3 clusters Score: Raw -260419.839023 + Penalty 1552.711246 = -258867.127778 nChanged 3 SP:Iteration 34Q (5029.475432 sec): 3 clusters Score: Raw -260420.568870 + Penalty 1552.711246 = -258867.857624 nChanged 2 SP:Iteration 35Q (5029.529768 sec): 3 clusters Score: Raw -260420.893710 + Penalty 1552.711246 = -258868.182464 nChanged 3 SP:Iteration 36Q (5029.582161 sec): 3 clusters Score: Raw -260421.318399 + Penalty 1552.711246 = -258868.607153 nChanged 3 SP:Iteration 37Q (5029.634775 sec): 3 clusters Score: Raw -260421.836659 + Penalty 1552.711246 = -258869.125413 nChanged 4 SP:Iteration 38Q (5029.686759 sec): 3 clusters Score: Raw -260422.372066 + Penalty 1552.711246 = -258869.660820 nChanged 3 SP:Iteration 39Q (5029.737431 sec): 3 clusters Score: Raw -260422.830542 + Penalty 1552.711246 = -258870.119296 nChanged 1 SP:Iteration 40F (5029.777006 sec): 3 clusters Score: Raw -260422.876261 + Penalty 1552.711246 = -258870.165015 nChanged 0 Iteration 459Q (5032.358226 sec): 25 clusters Score: Raw -25401491.565447 + Penalty 29149.392721 = -25372342.172726 nChanged 53 Iteration 460F (5036.581129 sec): 25 clusters Score: Raw -25401492.957644 + Penalty 29149.392721 = -25372343.564923 nChanged 60 Iteration 461Q (5039.274356 sec): 25 clusters Score: Raw -25401494.899723 + Penalty 29149.392721 = -25372345.507002 nChanged 72 Iteration 462Q (5041.671858 sec): 25 clusters Score: Raw -25401496.891281 + Penalty 29149.392721 = -25372347.498560 nChanged 84 Iteration 463Q (5044.104661 sec): 25 clusters Score: Raw -25401499.334540 + Penalty 29149.392721 = -25372349.941820 nChanged 98 Iteration 464Q (5046.885340 sec): 25 clusters Score: Raw -25401502.396238 + Penalty 29149.392721 = -25372353.003517 nChanged 99 Iteration 465Q (5049.256544 sec): 25 clusters Score: Raw -25401505.969545 + Penalty 29149.392721 = -25372356.576824 nChanged 100 Iteration 466Q (5051.690848 sec): 25 clusters Score: Raw -25401509.673413 + Penalty 29149.392721 = -25372360.280692 nChanged 112 Iteration 467Q (5054.274095 sec): 25 clusters Score: Raw -25401512.830434 + Penalty 29149.392721 = -25372363.437713 nChanged 97 Iteration 468Q (5056.724604 sec): 25 clusters Score: Raw -25401516.489508 + Penalty 29149.392721 = -25372367.096787 nChanged 91 Iteration 469Q (5059.241455 sec): 25 clusters Score: Raw -25401520.344735 + Penalty 29149.392721 = -25372370.952014 nChanged 126 Iteration 470Q (5061.875969 sec): 25 clusters Score: Raw -25401525.734134 + Penalty 29149.392721 = -25372376.341413 nChanged 143 Iteration 471Q (5064.256858 sec): 25 clusters Score: Raw -25401531.030836 + Penalty 29149.392721 = -25372381.638115 nChanged 156 Iteration 472Q (5066.820678 sec): 25 clusters Score: Raw -25401537.766989 + Penalty 29149.392721 = -25372388.374268 nChanged 180 Iteration 473Q (5069.402429 sec): 25 clusters Score: Raw -25401545.854254 + Penalty 29149.392721 = -25372396.461533 nChanged 177 Iteration 474Q (5071.868559 sec): 25 clusters Score: Raw -25401553.747246 + Penalty 29149.392721 = -25372404.354525 nChanged 173 Iteration 475Q (5074.374194 sec): 25 clusters Score: Raw -25401561.830339 + Penalty 29149.392721 = -25372412.437618 nChanged 185 Iteration 476Q (5077.047828 sec): 25 clusters Score: Raw -25401570.221031 + Penalty 29149.392721 = -25372420.828310 nChanged 194 Iteration 477Q (5079.409809 sec): 25 clusters Score: Raw -25401580.201384 + Penalty 29149.392721 = -25372430.808663 nChanged 237 Iteration 478Q (5081.898528 sec): 25 clusters Score: Raw -25401592.991071 + Penalty 29149.392721 = -25372443.598350 nChanged 252 Iteration 479Q (5084.613998 sec): 25 clusters Score: Raw -25401607.060526 + Penalty 29149.392721 = -25372457.667805 nChanged 255 Iteration 480F (5088.877739 sec): 25 clusters Score: Raw -25401619.623332 + Penalty 29149.392721 = -25372470.230612 nChanged 264 Iteration 481Q (5091.556194 sec): 25 clusters Score: Raw -25401632.534013 + Penalty 29149.392721 = -25372483.141292 nChanged 245 Iteration 482Q (5094.054766 sec): 25 clusters Score: Raw -25401644.413427 + Penalty 29149.392721 = -25372495.020706 nChanged 253 Iteration 483Q (5096.385934 sec): 25 clusters Score: Raw -25401659.509639 + Penalty 29149.392721 = -25372510.116918 nChanged 286 Iteration 484Q (5098.972476 sec): 25 clusters Score: Raw -25401677.648021 + Penalty 29149.392721 = -25372528.255300 nChanged 324 Iteration 485Q (5101.586978 sec): 25 clusters Score: Raw -25401698.594379 + Penalty 29149.392721 = -25372549.201658 nChanged 313 Iteration 486Q (5104.070437 sec): 25 clusters Score: Raw -25401721.861141 + Penalty 29149.392721 = -25372572.468420 nChanged 344 Iteration 487Q (5106.699255 sec): 25 clusters Score: Raw -25401750.242355 + Penalty 29149.392721 = -25372600.849634 nChanged 390 Iteration 488Q (5109.323474 sec): 25 clusters Score: Raw -25401783.653434 + Penalty 29149.392721 = -25372634.260714 nChanged 407 Iteration 489Q (5111.837553 sec): 25 clusters Score: Raw -25401819.047122 + Penalty 29149.392721 = -25372669.654401 nChanged 419 Iteration 490Q (5114.567582 sec): 25 clusters Score: Raw -25401857.974114 + Penalty 29149.392721 = -25372708.581393 nChanged 477 Iteration 491Q (5117.087607 sec): 25 clusters Score: Raw -25401900.471762 + Penalty 29149.392721 = -25372751.079041 nChanged 463 Iteration 492Q (5119.543365 sec): 25 clusters Score: Raw -25401938.168200 + Penalty 29149.392721 = -25372788.775480 nChanged 432 Iteration 493Q (5122.301371 sec): 25 clusters Score: Raw -25401977.403633 + Penalty 29149.392721 = -25372828.010912 nChanged 459 Iteration 494Q (5124.760156 sec): 25 clusters Score: Raw -25402014.655592 + Penalty 29149.392721 = -25372865.262872 nChanged 497 Iteration 495Q (5127.173484 sec): 25 clusters Score: Raw -25402058.881703 + Penalty 29149.392721 = -25372909.488982 nChanged 518 Iteration 496Q (5129.888259 sec): 25 clusters Score: Raw -25402104.105023 + Penalty 29149.392721 = -25372954.712302 nChanged 505 Iteration 497Q (5132.341215 sec): 25 clusters Score: Raw -25402144.224739 + Penalty 29149.392721 = -25372994.832018 nChanged 492 Iteration 498Q (5134.734253 sec): 25 clusters Score: Raw -25402182.671605 + Penalty 29149.392721 = -25373033.278884 nChanged 430 Writing temp clu file Because OldScore, -25372994.832018, is greater than current (better) Score,-25373033.278884 Compute initial score before splitting: Score: Raw -25402182.671605 + Penalty 29149.392721 = -25373033.278884 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5134.817718 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5134.866910 sec): 3 clusters Score: Raw -170953.944671 + Penalty 1457.912393 = -169496.032278 nChanged 832 SP:Iteration 1F (5134.917678 sec): 3 clusters Score: Raw -171459.154633 + Penalty 1457.912393 = -170001.242240 nChanged 164 SP:Iteration 2F (5134.966641 sec): 3 clusters Score: Raw -171582.792214 + Penalty 1457.912393 = -170124.879821 nChanged 123 SP:Iteration 3F (5135.016015 sec): 3 clusters Score: Raw -171672.775114 + Penalty 1457.912393 = -170214.862721 nChanged 108 SP:Iteration 4F (5135.066014 sec): 3 clusters Score: Raw -171742.120032 + Penalty 1457.912393 = -170284.207639 nChanged 81 SP:Iteration 5Q (5135.116031 sec): 3 clusters Score: Raw -171803.399076 + Penalty 1457.912393 = -170345.486683 nChanged 78 SP:Iteration 6Q (5135.167603 sec): 3 clusters Score: Raw -171870.524321 + Penalty 1457.912393 = -170412.611928 nChanged 90 SP:Iteration 7Q (5135.217537 sec): 3 clusters Score: Raw -171934.315917 + Penalty 1457.912393 = -170476.403524 nChanged 70 SP:Iteration 8Q (5135.280272 sec): 3 clusters Score: Raw -171978.211777 + Penalty 1457.912393 = -170520.299384 nChanged 53 SP:Iteration 9Q (5135.321060 sec): 3 clusters Score: Raw -172010.847502 + Penalty 1457.912393 = -170552.935109 nChanged 60 SP:Iteration 10Q (5135.374024 sec): 3 clusters Score: Raw -172052.557743 + Penalty 1457.912393 = -170594.645350 nChanged 59 SP:Iteration 11Q (5135.417766 sec): 3 clusters Score: Raw -172100.158559 + Penalty 1457.912393 = -170642.246166 nChanged 55 SP:Iteration 12Q (5135.468237 sec): 3 clusters Score: Raw -172135.916803 + Penalty 1457.912393 = -170678.004410 nChanged 56 SP:Iteration 13Q (5135.524846 sec): 3 clusters Score: Raw -172167.641220 + Penalty 1457.912393 = -170709.728827 nChanged 40 SP:Iteration 14Q (5135.552255 sec): 3 clusters Score: Raw -172188.605046 + Penalty 1457.912393 = -170730.692653 nChanged 28 SP:Iteration 15Q (5135.591166 sec): 3 clusters Score: Raw -172203.201784 + Penalty 1457.912393 = -170745.289391 nChanged 26 SP:Iteration 16Q (5135.638776 sec): 3 clusters Score: Raw -172213.223904 + Penalty 1457.912393 = -170755.311511 nChanged 22 SP:Iteration 17Q (5135.688367 sec): 3 clusters Score: Raw -172221.804733 + Penalty 1457.912393 = -170763.892340 nChanged 12 SP:Iteration 18Q (5135.738666 sec): 3 clusters Score: Raw -172226.286399 + Penalty 1457.912393 = -170768.374006 nChanged 10 SP:Iteration 19Q (5135.789144 sec): 3 clusters Score: Raw -172229.616693 + Penalty 1457.912393 = -170771.704300 nChanged 4 SP:Iteration 20F (5135.830753 sec): 3 clusters Score: Raw -172230.495464 + Penalty 1457.912393 = -170772.583071 nChanged 2 SP:Iteration 21Q (5135.881188 sec): 3 clusters Score: Raw -172231.104140 + Penalty 1457.912393 = -170773.191747 nChanged 3 SP:Iteration 22Q (5135.927607 sec): 3 clusters Score: Raw -172232.131584 + Penalty 1457.912393 = -170774.219191 nChanged 4 SP:Iteration 23Q (5135.978141 sec): 3 clusters Score: Raw -172232.845408 + Penalty 1457.912393 = -170774.933015 nChanged 2 SP:Iteration 24Q (5136.023132 sec): 3 clusters Score: Raw -172233.110690 + Penalty 1457.912393 = -170775.198297 nChanged 0 SP:Iteration 25F (5136.073807 sec): 3 clusters Score: Raw -172233.110690 + Penalty 1457.912393 = -170775.198297 nChanged 0 Trying to split cluster 2 (27818 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5136.125707 sec): 2 clusters Score: Raw -2042320.533984 + Penalty 972.176664 = -2041348.357319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5136.210229 sec): 3 clusters Score: Raw -2024794.874693 + Penalty 1944.353329 = -2022850.521364 nChanged 12988 SP:Iteration 1F (5136.292138 sec): 3 clusters Score: Raw -2032249.645342 + Penalty 1944.353329 = -2030305.292013 nChanged 1399 SP:Iteration 2F (5136.372243 sec): 3 clusters Score: Raw -2032854.051020 + Penalty 1944.353329 = -2030909.697691 nChanged 1525 SP:Iteration 3F (5136.452720 sec): 3 clusters Score: Raw -2033643.016623 + Penalty 1944.353329 = -2031698.663294 nChanged 1701 SP:Iteration 4F (5136.530622 sec): 3 clusters Score: Raw -2034703.516296 + Penalty 1944.353329 = -2032759.162968 nChanged 1851 SP:Iteration 5F (5136.611958 sec): 3 clusters Score: Raw -2036043.987355 + Penalty 1944.353329 = -2034099.634026 nChanged 1818 SP:Iteration 6F (5136.692045 sec): 3 clusters Score: Raw -2037392.779541 + Penalty 1944.353329 = -2035448.426213 nChanged 1618 SP:Iteration 7F (5136.766403 sec): 3 clusters Score: Raw -2038423.622553 + Penalty 1944.353329 = -2036479.269224 nChanged 1243 SP:Iteration 8Q (5136.831786 sec): 3 clusters Score: Raw -2039032.493557 + Penalty 1944.353329 = -2037088.140228 nChanged 869 SP:Iteration 9Q (5136.914215 sec): 3 clusters Score: Raw -2039361.322191 + Penalty 1944.353329 = -2037416.968862 nChanged 607 SP:Iteration 10Q (5136.990297 sec): 3 clusters Score: Raw -2039545.864214 + Penalty 1944.353329 = -2037601.510886 nChanged 477 SP:Iteration 11Q (5137.076771 sec): 3 clusters Score: Raw -2039697.413242 + Penalty 1944.353329 = -2037753.059913 nChanged 473 SP:Iteration 12Q (5137.144967 sec): 3 clusters Score: Raw -2039849.655787 + Penalty 1944.353329 = -2037905.302458 nChanged 462 SP:Iteration 13Q (5137.235949 sec): 3 clusters Score: Raw -2040002.368308 + Penalty 1944.353329 = -2038058.014980 nChanged 465 SP:Iteration 14Q (5137.322129 sec): 3 clusters Score: Raw -2040154.136401 + Penalty 1944.353329 = -2038209.783072 nChanged 478 SP:Iteration 15Q (5137.407368 sec): 3 clusters Score: Raw -2040296.448650 + Penalty 1944.353329 = -2038352.095321 nChanged 432 SP:Iteration 16Q (5137.492327 sec): 3 clusters Score: Raw -2040427.519842 + Penalty 1944.353329 = -2038483.166513 nChanged 390 SP:Iteration 17Q (5137.576715 sec): 3 clusters Score: Raw -2040561.602050 + Penalty 1944.353329 = -2038617.248722 nChanged 406 SP:Iteration 18Q (5137.654987 sec): 3 clusters Score: Raw -2040693.699220 + Penalty 1944.353329 = -2038749.345891 nChanged 373 SP:Iteration 19Q (5137.738582 sec): 3 clusters Score: Raw -2040813.173255 + Penalty 1944.353329 = -2038868.819927 nChanged 386 SP:Iteration 20F (5137.801864 sec): 3 clusters Score: Raw -2040944.753008 + Penalty 1944.353329 = -2039000.399679 nChanged 384 SP:Iteration 21Q (5137.875806 sec): 3 clusters Score: Raw -2041075.995897 + Penalty 1944.353329 = -2039131.642569 nChanged 349 SP:Iteration 22Q (5137.964819 sec): 3 clusters Score: Raw -2041190.290845 + Penalty 1944.353329 = -2039245.937517 nChanged 347 SP:Iteration 23Q (5138.048570 sec): 3 clusters Score: Raw -2041322.637063 + Penalty 1944.353329 = -2039378.283734 nChanged 376 SP:Iteration 24Q (5138.133914 sec): 3 clusters Score: Raw -2041478.276259 + Penalty 1944.353329 = -2039533.922931 nChanged 405 SP:Iteration 25Q (5138.217013 sec): 3 clusters Score: Raw -2041661.024314 + Penalty 1944.353329 = -2039716.670985 nChanged 421 SP:Iteration 26Q (5138.300237 sec): 3 clusters Score: Raw -2041876.865282 + Penalty 1944.353329 = -2039932.511953 nChanged 413 SP:Iteration 27Q (5138.380968 sec): 3 clusters Score: Raw -2042080.497587 + Penalty 1944.353329 = -2040136.144258 nChanged 388 SP:Iteration 28Q (5138.460074 sec): 3 clusters Score: Raw -2042267.483023 + Penalty 1944.353329 = -2040323.129694 nChanged 369 SP:Iteration 29Q (5138.532156 sec): 3 clusters Score: Raw -2042441.316656 + Penalty 1944.353329 = -2040496.963328 nChanged 348 SP:Iteration 30Q (5138.623236 sec): 3 clusters Score: Raw -2042600.934084 + Penalty 1944.353329 = -2040656.580755 nChanged 276 SP:Iteration 31Q (5138.698551 sec): 3 clusters Score: Raw -2042705.725444 + Penalty 1944.353329 = -2040761.372116 nChanged 239 SP:Iteration 32Q (5138.764793 sec): 3 clusters Score: Raw -2042771.544516 + Penalty 1944.353329 = -2040827.191187 nChanged 191 SP:Iteration 33Q (5138.844018 sec): 3 clusters Score: Raw -2042817.920854 + Penalty 1944.353329 = -2040873.567525 nChanged 177 SP:Iteration 34Q (5138.916258 sec): 3 clusters Score: Raw -2042859.169407 + Penalty 1944.353329 = -2040914.816078 nChanged 145 SP:Iteration 35Q (5138.999366 sec): 3 clusters Score: Raw -2042886.223810 + Penalty 1944.353329 = -2040941.870481 nChanged 123 SP:Iteration 36Q (5139.080770 sec): 3 clusters Score: Raw -2042903.501192 + Penalty 1944.353329 = -2040959.147863 nChanged 97 SP:Iteration 37Q (5139.160047 sec): 3 clusters Score: Raw -2042917.131576 + Penalty 1944.353329 = -2040972.778248 nChanged 90 SP:Iteration 38Q (5139.228433 sec): 3 clusters Score: Raw -2042930.244528 + Penalty 1944.353329 = -2040985.891199 nChanged 94 SP:Iteration 39Q (5139.305515 sec): 3 clusters Score: Raw -2042945.270903 + Penalty 1944.353329 = -2041000.917574 nChanged 88 SP:Iteration 40F (5139.388421 sec): 3 clusters Score: Raw -2042958.908377 + Penalty 1944.353329 = -2041014.555048 nChanged 85 SP:Iteration 41Q (5139.477199 sec): 3 clusters Score: Raw -2042971.164287 + Penalty 1944.353329 = -2041026.810958 nChanged 81 SP:Iteration 42Q (5139.541093 sec): 3 clusters Score: Raw -2042981.328461 + Penalty 1944.353329 = -2041036.975132 nChanged 72 SP:Iteration 43Q (5139.622026 sec): 3 clusters Score: Raw -2042989.829373 + Penalty 1944.353329 = -2041045.476044 nChanged 66 SP:Iteration 44Q (5139.701916 sec): 3 clusters Score: Raw -2042998.149058 + Penalty 1944.353329 = -2041053.795729 nChanged 77 SP:Iteration 45Q (5139.779585 sec): 3 clusters Score: Raw -2043009.730862 + Penalty 1944.353329 = -2041065.377534 nChanged 83 SP:Iteration 46Q (5139.835513 sec): 3 clusters Score: Raw -2043023.489698 + Penalty 1944.353329 = -2041079.136369 nChanged 71 SP:Iteration 47Q (5139.891358 sec): 3 clusters Score: Raw -2043033.492516 + Penalty 1944.353329 = -2041089.139187 nChanged 71 SP:Iteration 48Q (5139.947073 sec): 3 clusters Score: Raw -2043041.207821 + Penalty 1944.353329 = -2041096.854493 nChanged 52 SP:Iteration 49Q (5140.001657 sec): 3 clusters Score: Raw -2043046.181868 + Penalty 1944.353329 = -2041101.828540 nChanged 39 SP:Iteration 50Q (5140.058412 sec): 3 clusters Score: Raw -2043050.013925 + Penalty 1944.353329 = -2041105.660596 nChanged 43 SP:Iteration 51Q (5140.113861 sec): 3 clusters Score: Raw -2043054.339482 + Penalty 1944.353329 = -2041109.986153 nChanged 46 SP:Iteration 52Q (5140.168250 sec): 3 clusters Score: Raw -2043059.464450 + Penalty 1944.353329 = -2041115.111121 nChanged 38 SP:Iteration 53Q (5140.224854 sec): 3 clusters Score: Raw -2043063.745691 + Penalty 1944.353329 = -2041119.392362 nChanged 32 SP:Iteration 54Q (5140.269085 sec): 3 clusters Score: Raw -2043066.799517 + Penalty 1944.353329 = -2041122.446189 nChanged 37 SP:Iteration 55Q (5140.326217 sec): 3 clusters Score: Raw -2043070.645514 + Penalty 1944.353329 = -2041126.292185 nChanged 37 SP:Iteration 56Q (5140.382356 sec): 3 clusters Score: Raw -2043073.957670 + Penalty 1944.353329 = -2041129.604341 nChanged 37 SP:Iteration 57Q (5140.470199 sec): 3 clusters Score: Raw -2043076.918747 + Penalty 1944.353329 = -2041132.565418 nChanged 22 SP:Iteration 58Q (5140.550966 sec): 3 clusters Score: Raw -2043078.572922 + Penalty 1944.353329 = -2041134.219593 nChanged 29 SP:Iteration 59Q (5140.631937 sec): 3 clusters Score: Raw -2043080.809967 + Penalty 1944.353329 = -2041136.456638 nChanged 24 SP:Iteration 60F (5140.715768 sec): 3 clusters Score: Raw -2043082.901714 + Penalty 1944.353329 = -2041138.548385 nChanged 27 SP:Iteration 61Q (5140.787044 sec): 3 clusters Score: Raw -2043086.269169 + Penalty 1944.353329 = -2041141.915840 nChanged 23 SP:Iteration 62Q (5140.862948 sec): 3 clusters Score: Raw -2043088.148776 + Penalty 1944.353329 = -2041143.795448 nChanged 24 SP:Iteration 63Q (5140.939240 sec): 3 clusters Score: Raw -2043089.804233 + Penalty 1944.353329 = -2041145.450904 nChanged 22 SP:Iteration 64Q (5141.013124 sec): 3 clusters Score: Raw -2043091.214757 + Penalty 1944.353329 = -2041146.861428 nChanged 20 SP:Iteration 65Q (5141.089721 sec): 3 clusters Score: Raw -2043092.591680 + Penalty 1944.353329 = -2041148.238351 nChanged 18 SP:Iteration 66Q (5141.166110 sec): 3 clusters Score: Raw -2043093.747825 + Penalty 1944.353329 = -2041149.394497 nChanged 13 SP:Iteration 67Q (5141.250803 sec): 3 clusters Score: Raw -2043094.523874 + Penalty 1944.353329 = -2041150.170545 nChanged 9 SP:Iteration 68Q (5141.324877 sec): 3 clusters Score: Raw -2043094.929103 + Penalty 1944.353329 = -2041150.575774 nChanged 8 SP:Iteration 69Q (5141.403414 sec): 3 clusters Score: Raw -2043095.489479 + Penalty 1944.353329 = -2041151.136151 nChanged 5 SP:Iteration 70Q (5141.487556 sec): 3 clusters Score: Raw -2043095.723859 + Penalty 1944.353329 = -2041151.370530 nChanged 9 SP:Iteration 71Q (5141.555655 sec): 3 clusters Score: Raw -2043096.289852 + Penalty 1944.353329 = -2041151.936523 nChanged 8 SP:Iteration 72Q (5141.637113 sec): 3 clusters Score: Raw -2043096.855513 + Penalty 1944.353329 = -2041152.502184 nChanged 6 SP:Iteration 73Q (5141.725360 sec): 3 clusters Score: Raw -2043097.210883 + Penalty 1944.353329 = -2041152.857554 nChanged 7 SP:Iteration 74Q (5141.805550 sec): 3 clusters Score: Raw -2043097.622127 + Penalty 1944.353329 = -2041153.268798 nChanged 8 SP:Iteration 75Q (5141.886470 sec): 3 clusters Score: Raw -2043098.082766 + Penalty 1944.353329 = -2041153.729437 nChanged 5 SP:Iteration 76Q (5141.959261 sec): 3 clusters Score: Raw -2043098.297463 + Penalty 1944.353329 = -2041153.944134 nChanged 6 SP:Iteration 77Q (5142.045173 sec): 3 clusters Score: Raw -2043098.510133 + Penalty 1944.353329 = -2041154.156805 nChanged 3 SP:Iteration 78Q (5142.125835 sec): 3 clusters Score: Raw -2043098.731124 + Penalty 1944.353329 = -2041154.377795 nChanged 4 SP:Iteration 79Q (5142.193603 sec): 3 clusters Score: Raw -2043098.902256 + Penalty 1944.353329 = -2041154.548927 nChanged 2 SP:Iteration 80F (5142.282670 sec): 3 clusters Score: Raw -2043098.973075 + Penalty 1944.353329 = -2041154.619747 nChanged 2 SP:Iteration 81Q (5142.356210 sec): 3 clusters Score: Raw -2043099.142124 + Penalty 1944.353329 = -2041154.788796 nChanged 4 SP:Iteration 82Q (5142.438279 sec): 3 clusters Score: Raw -2043099.350251 + Penalty 1944.353329 = -2041154.996922 nChanged 3 SP:Iteration 83Q (5142.517628 sec): 3 clusters Score: Raw -2043099.549503 + Penalty 1944.353329 = -2041155.196175 nChanged 3 SP:Iteration 84Q (5142.595769 sec): 3 clusters Score: Raw -2043099.875718 + Penalty 1944.353329 = -2041155.522390 nChanged 6 SP:Iteration 85Q (5142.675537 sec): 3 clusters Score: Raw -2043100.150420 + Penalty 1944.353329 = -2041155.797091 nChanged 8 SP:Iteration 86Q (5142.764734 sec): 3 clusters Score: Raw -2043100.525378 + Penalty 1944.353329 = -2041156.172049 nChanged 3 SP:Iteration 87Q (5142.844044 sec): 3 clusters Score: Raw -2043100.705997 + Penalty 1944.353329 = -2041156.352669 nChanged 4 SP:Iteration 88Q (5142.914181 sec): 3 clusters Score: Raw -2043100.910916 + Penalty 1944.353329 = -2041156.557588 nChanged 4 SP:Iteration 89Q (5143.005180 sec): 3 clusters Score: Raw -2043101.160923 + Penalty 1944.353329 = -2041156.807594 nChanged 6 SP:Iteration 90Q (5143.078105 sec): 3 clusters Score: Raw -2043101.656170 + Penalty 1944.353329 = -2041157.302842 nChanged 7 SP:Iteration 91Q (5143.166950 sec): 3 clusters Score: Raw -2043102.243805 + Penalty 1944.353329 = -2041157.890476 nChanged 5 SP:Iteration 92Q (5143.247571 sec): 3 clusters Score: Raw -2043102.535102 + Penalty 1944.353329 = -2041158.181773 nChanged 1 SP:Iteration 93Q (5143.327551 sec): 3 clusters Score: Raw -2043102.588012 + Penalty 1944.353329 = -2041158.234683 nChanged 1 SP:Iteration 94Q (5143.407595 sec): 3 clusters Score: Raw -2043102.639462 + Penalty 1944.353329 = -2041158.286133 nChanged 1 SP:Iteration 95Q (5143.486990 sec): 3 clusters Score: Raw -2043102.659483 + Penalty 1944.353329 = -2041158.306154 nChanged 0 SP:Iteration 96F (5143.570407 sec): 3 clusters Score: Raw -2043102.659483 + Penalty 1944.353329 = -2041158.306154 nChanged 0 Trying to split cluster 3 (4890 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5143.602206 sec): 2 clusters Score: Raw -365167.213961 + Penalty 807.020020 = -364360.193941 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5143.657671 sec): 3 clusters Score: Raw -362421.338155 + Penalty 1614.040041 = -360807.298114 nChanged 2089 SP:Iteration 1F (5143.713134 sec): 3 clusters Score: Raw -363607.034076 + Penalty 1614.040041 = -361992.994035 nChanged 362 SP:Iteration 2F (5143.757165 sec): 3 clusters Score: Raw -363815.974060 + Penalty 1614.040041 = -362201.934019 nChanged 283 SP:Iteration 3F (5143.803053 sec): 3 clusters Score: Raw -363970.143398 + Penalty 1614.040041 = -362356.103358 nChanged 266 SP:Iteration 4F (5143.858188 sec): 3 clusters Score: Raw -364107.705502 + Penalty 1614.040041 = -362493.665461 nChanged 230 SP:Iteration 5Q (5143.911171 sec): 3 clusters Score: Raw -364217.205621 + Penalty 1614.040041 = -362603.165580 nChanged 212 SP:Iteration 6Q (5143.960888 sec): 3 clusters Score: Raw -364313.895197 + Penalty 1614.040041 = -362699.855157 nChanged 176 SP:Iteration 7Q (5144.009326 sec): 3 clusters Score: Raw -364408.228279 + Penalty 1614.040041 = -362794.188238 nChanged 184 SP:Iteration 8Q (5144.062914 sec): 3 clusters Score: Raw -364515.762006 + Penalty 1614.040041 = -362901.721966 nChanged 186 SP:Iteration 9Q (5144.081131 sec): 3 clusters Score: Raw -364620.337959 + Penalty 1614.040041 = -363006.297919 nChanged 181 SP:Iteration 10Q (5144.098783 sec): 3 clusters Score: Raw -364728.909093 + Penalty 1614.040041 = -363114.869052 nChanged 170 SP:Iteration 11Q (5144.116382 sec): 3 clusters Score: Raw -364838.470078 + Penalty 1614.040041 = -363224.430037 nChanged 166 SP:Iteration 12Q (5144.134076 sec): 3 clusters Score: Raw -364943.510423 + Penalty 1614.040041 = -363329.470382 nChanged 136 SP:Iteration 13Q (5144.151575 sec): 3 clusters Score: Raw -365010.585864 + Penalty 1614.040041 = -363396.545824 nChanged 100 SP:Iteration 14Q (5144.169221 sec): 3 clusters Score: Raw -365056.228915 + Penalty 1614.040041 = -363442.188874 nChanged 80 SP:Iteration 15Q (5144.186702 sec): 3 clusters Score: Raw -365090.068874 + Penalty 1614.040041 = -363476.028834 nChanged 72 SP:Iteration 16Q (5144.204293 sec): 3 clusters Score: Raw -365121.243758 + Penalty 1614.040041 = -363507.203717 nChanged 61 SP:Iteration 17Q (5144.258266 sec): 3 clusters Score: Raw -365144.346017 + Penalty 1614.040041 = -363530.305976 nChanged 56 SP:Iteration 18Q (5144.311084 sec): 3 clusters Score: Raw -365167.730295 + Penalty 1614.040041 = -363553.690254 nChanged 54 SP:Iteration 19Q (5144.360692 sec): 3 clusters Score: Raw -365188.151468 + Penalty 1614.040041 = -363574.111427 nChanged 56 SP:Iteration 20F (5144.411138 sec): 3 clusters Score: Raw -365208.210252 + Penalty 1614.040041 = -363594.170211 nChanged 44 SP:Iteration 21Q (5144.462938 sec): 3 clusters Score: Raw -365223.419137 + Penalty 1614.040041 = -363609.379097 nChanged 44 SP:Iteration 22Q (5144.524086 sec): 3 clusters Score: Raw -365239.685325 + Penalty 1614.040041 = -363625.645284 nChanged 43 SP:Iteration 23Q (5144.581125 sec): 3 clusters Score: Raw -365252.111787 + Penalty 1614.040041 = -363638.071747 nChanged 27 SP:Iteration 24Q (5144.613844 sec): 3 clusters Score: Raw -365260.907770 + Penalty 1614.040041 = -363646.867729 nChanged 27 SP:Iteration 25Q (5144.671205 sec): 3 clusters Score: Raw -365270.288461 + Penalty 1614.040041 = -363656.248420 nChanged 25 SP:Iteration 26Q (5144.726778 sec): 3 clusters Score: Raw -365277.751682 + Penalty 1614.040041 = -363663.711641 nChanged 21 SP:Iteration 27Q (5144.779957 sec): 3 clusters Score: Raw -365283.966564 + Penalty 1614.040041 = -363669.926524 nChanged 14 SP:Iteration 28Q (5144.833938 sec): 3 clusters Score: Raw -365288.238989 + Penalty 1614.040041 = -363674.198949 nChanged 19 SP:Iteration 29Q (5144.881001 sec): 3 clusters Score: Raw -365293.065025 + Penalty 1614.040041 = -363679.024985 nChanged 16 SP:Iteration 30Q (5144.935290 sec): 3 clusters Score: Raw -365296.939407 + Penalty 1614.040041 = -363682.899367 nChanged 15 SP:Iteration 31Q (5144.991700 sec): 3 clusters Score: Raw -365301.139084 + Penalty 1614.040041 = -363687.099043 nChanged 16 SP:Iteration 32Q (5145.039171 sec): 3 clusters Score: Raw -365304.347259 + Penalty 1614.040041 = -363690.307218 nChanged 14 SP:Iteration 33Q (5145.096796 sec): 3 clusters Score: Raw -365307.571182 + Penalty 1614.040041 = -363693.531141 nChanged 10 SP:Iteration 34Q (5145.154492 sec): 3 clusters Score: Raw -365310.121379 + Penalty 1614.040041 = -363696.081338 nChanged 9 SP:Iteration 35Q (5145.198066 sec): 3 clusters Score: Raw -365311.851832 + Penalty 1614.040041 = -363697.811792 nChanged 7 SP:Iteration 36Q (5145.256824 sec): 3 clusters Score: Raw -365313.453230 + Penalty 1614.040041 = -363699.413190 nChanged 9 SP:Iteration 37Q (5145.315607 sec): 3 clusters Score: Raw -365315.903151 + Penalty 1614.040041 = -363701.863110 nChanged 11 SP:Iteration 38Q (5145.363739 sec): 3 clusters Score: Raw -365318.517365 + Penalty 1614.040041 = -363704.477324 nChanged 8 SP:Iteration 39Q (5145.419661 sec): 3 clusters Score: Raw -365319.348459 + Penalty 1614.040041 = -363705.308419 nChanged 4 SP:Iteration 40F (5145.466180 sec): 3 clusters Score: Raw -365319.777895 + Penalty 1614.040041 = -363705.737854 nChanged 4 SP:Iteration 41Q (5145.532894 sec): 3 clusters Score: Raw -365320.215788 + Penalty 1614.040041 = -363706.175747 nChanged 2 SP:Iteration 42Q (5145.587731 sec): 3 clusters Score: Raw -365320.734170 + Penalty 1614.040041 = -363706.694129 nChanged 3 SP:Iteration 43Q (5145.637665 sec): 3 clusters Score: Raw -365321.345299 + Penalty 1614.040041 = -363707.305258 nChanged 4 SP:Iteration 44Q (5145.685558 sec): 3 clusters Score: Raw -365322.132826 + Penalty 1614.040041 = -363708.092785 nChanged 4 SP:Iteration 45Q (5145.751801 sec): 3 clusters Score: Raw -365323.522575 + Penalty 1614.040041 = -363709.482534 nChanged 4 SP:Iteration 46Q (5145.793893 sec): 3 clusters Score: Raw -365324.207048 + Penalty 1614.040041 = -363710.167007 nChanged 2 SP:Iteration 47Q (5145.848609 sec): 3 clusters Score: Raw -365324.826723 + Penalty 1614.040041 = -363710.786682 nChanged 2 SP:Iteration 48Q (5145.888305 sec): 3 clusters Score: Raw -365325.431055 + Penalty 1614.040041 = -363711.391015 nChanged 3 SP:Iteration 49Q (5145.943664 sec): 3 clusters Score: Raw -365325.852375 + Penalty 1614.040041 = -363711.812334 nChanged 3 SP:Iteration 50Q (5146.005643 sec): 3 clusters Score: Raw -365326.489847 + Penalty 1614.040041 = -363712.449806 nChanged 4 SP:Iteration 51Q (5146.061848 sec): 3 clusters Score: Raw -365327.454286 + Penalty 1614.040041 = -363713.414245 nChanged 4 SP:Iteration 52Q (5146.122562 sec): 3 clusters Score: Raw -365328.140972 + Penalty 1614.040041 = -363714.100931 nChanged 3 SP:Iteration 53Q (5146.172215 sec): 3 clusters Score: Raw -365329.099954 + Penalty 1614.040041 = -363715.059913 nChanged 1 SP:Iteration 54Q (5146.226535 sec): 3 clusters Score: Raw -365329.262896 + Penalty 1614.040041 = -363715.222856 nChanged 0 SP:Iteration 55F (5146.280417 sec): 3 clusters Score: Raw -365329.262896 + Penalty 1614.040041 = -363715.222856 nChanged 0 Trying to split cluster 4 (3492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5146.301205 sec): 2 clusters Score: Raw -255605.889448 + Penalty 775.031842 = -254830.857606 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5146.353850 sec): 3 clusters Score: Raw -253722.529296 + Penalty 1550.063684 = -252172.465612 nChanged 1448 SP:Iteration 1F (5146.407261 sec): 3 clusters Score: Raw -254559.467508 + Penalty 1550.063684 = -253009.403824 nChanged 233 SP:Iteration 2F (5146.459713 sec): 3 clusters Score: Raw -254689.694802 + Penalty 1550.063684 = -253139.631118 nChanged 193 SP:Iteration 3F (5146.507856 sec): 3 clusters Score: Raw -254798.407523 + Penalty 1550.063684 = -253248.343839 nChanged 157 SP:Iteration 4Q (5146.559485 sec): 3 clusters Score: Raw -254873.095794 + Penalty 1550.063684 = -253323.032110 nChanged 122 SP:Iteration 5Q (5146.617167 sec): 3 clusters Score: Raw -254934.332001 + Penalty 1550.063684 = -253384.268317 nChanged 124 SP:Iteration 6Q (5146.666685 sec): 3 clusters Score: Raw -255014.021322 + Penalty 1550.063684 = -253463.957638 nChanged 139 SP:Iteration 7Q (5146.707528 sec): 3 clusters Score: Raw -255102.673399 + Penalty 1550.063684 = -253552.609714 nChanged 137 SP:Iteration 8Q (5146.755811 sec): 3 clusters Score: Raw -255194.890654 + Penalty 1550.063684 = -253644.826970 nChanged 131 SP:Iteration 9Q (5146.819941 sec): 3 clusters Score: Raw -255288.144148 + Penalty 1550.063684 = -253738.080463 nChanged 138 SP:Iteration 10Q (5146.861656 sec): 3 clusters Score: Raw -255391.090583 + Penalty 1550.063684 = -253841.026899 nChanged 113 SP:Iteration 11Q (5146.912020 sec): 3 clusters Score: Raw -255453.714491 + Penalty 1550.063684 = -253903.650807 nChanged 93 SP:Iteration 12Q (5146.964093 sec): 3 clusters Score: Raw -255502.027035 + Penalty 1550.063684 = -253951.963350 nChanged 82 SP:Iteration 13Q (5147.013130 sec): 3 clusters Score: Raw -255535.180359 + Penalty 1550.063684 = -253985.116675 nChanged 72 SP:Iteration 14Q (5147.070983 sec): 3 clusters Score: Raw -255558.307789 + Penalty 1550.063684 = -254008.244104 nChanged 42 SP:Iteration 15Q (5147.117490 sec): 3 clusters Score: Raw -255571.661471 + Penalty 1550.063684 = -254021.597787 nChanged 27 SP:Iteration 16Q (5147.160122 sec): 3 clusters Score: Raw -255580.938332 + Penalty 1550.063684 = -254030.874648 nChanged 36 SP:Iteration 17Q (5147.211988 sec): 3 clusters Score: Raw -255591.186276 + Penalty 1550.063684 = -254041.122591 nChanged 25 SP:Iteration 18Q (5147.267668 sec): 3 clusters Score: Raw -255598.307385 + Penalty 1550.063684 = -254048.243701 nChanged 28 SP:Iteration 19Q (5147.308539 sec): 3 clusters Score: Raw -255606.488741 + Penalty 1550.063684 = -254056.425057 nChanged 26 SP:Iteration 20F (5147.360507 sec): 3 clusters Score: Raw -255613.263902 + Penalty 1550.063684 = -254063.200218 nChanged 21 SP:Iteration 21Q (5147.413171 sec): 3 clusters Score: Raw -255619.587895 + Penalty 1550.063684 = -254069.524210 nChanged 20 SP:Iteration 22Q (5147.464738 sec): 3 clusters Score: Raw -255624.607161 + Penalty 1550.063684 = -254074.543477 nChanged 27 SP:Iteration 23Q (5147.513640 sec): 3 clusters Score: Raw -255635.991350 + Penalty 1550.063684 = -254085.927666 nChanged 35 SP:Iteration 24Q (5147.556508 sec): 3 clusters Score: Raw -255647.849861 + Penalty 1550.063684 = -254097.786177 nChanged 37 SP:Iteration 25Q (5147.604841 sec): 3 clusters Score: Raw -255660.274661 + Penalty 1550.063684 = -254110.210977 nChanged 36 SP:Iteration 26Q (5147.656401 sec): 3 clusters Score: Raw -255671.349783 + Penalty 1550.063684 = -254121.286098 nChanged 28 SP:Iteration 27Q (5147.709210 sec): 3 clusters Score: Raw -255679.322555 + Penalty 1550.063684 = -254129.258870 nChanged 24 SP:Iteration 28Q (5147.763402 sec): 3 clusters Score: Raw -255686.036053 + Penalty 1550.063684 = -254135.972369 nChanged 23 SP:Iteration 29Q (5147.816822 sec): 3 clusters Score: Raw -255693.437663 + Penalty 1550.063684 = -254143.373978 nChanged 30 SP:Iteration 30Q (5147.870086 sec): 3 clusters Score: Raw -255710.275919 + Penalty 1550.063684 = -254160.212234 nChanged 37 SP:Iteration 31Q (5147.923345 sec): 3 clusters Score: Raw -255730.170539 + Penalty 1550.063684 = -254180.106855 nChanged 39 SP:Iteration 32Q (5147.971370 sec): 3 clusters Score: Raw -255745.907077 + Penalty 1550.063684 = -254195.843393 nChanged 29 SP:Iteration 33Q (5148.023340 sec): 3 clusters Score: Raw -255756.003311 + Penalty 1550.063684 = -254205.939627 nChanged 29 SP:Iteration 34Q (5148.075154 sec): 3 clusters Score: Raw -255764.549035 + Penalty 1550.063684 = -254214.485350 nChanged 25 SP:Iteration 35Q (5148.126922 sec): 3 clusters Score: Raw -255773.939907 + Penalty 1550.063684 = -254223.876222 nChanged 29 SP:Iteration 36Q (5148.178734 sec): 3 clusters Score: Raw -255783.548221 + Penalty 1550.063684 = -254233.484537 nChanged 28 SP:Iteration 37Q (5148.230630 sec): 3 clusters Score: Raw -255793.285417 + Penalty 1550.063684 = -254243.221733 nChanged 21 SP:Iteration 38Q (5148.282440 sec): 3 clusters Score: Raw -255800.314043 + Penalty 1550.063684 = -254250.250359 nChanged 19 SP:Iteration 39Q (5148.334158 sec): 3 clusters Score: Raw -255805.937879 + Penalty 1550.063684 = -254255.874195 nChanged 17 SP:Iteration 40F (5148.386304 sec): 3 clusters Score: Raw -255811.796021 + Penalty 1550.063684 = -254261.732337 nChanged 17 SP:Iteration 41Q (5148.438026 sec): 3 clusters Score: Raw -255818.480010 + Penalty 1550.063684 = -254268.416325 nChanged 20 SP:Iteration 42Q (5148.479213 sec): 3 clusters Score: Raw -255824.444005 + Penalty 1550.063684 = -254274.380320 nChanged 23 SP:Iteration 43Q (5148.531254 sec): 3 clusters Score: Raw -255831.967462 + Penalty 1550.063684 = -254281.903778 nChanged 22 SP:Iteration 44Q (5148.583377 sec): 3 clusters Score: Raw -255838.478284 + Penalty 1550.063684 = -254288.414600 nChanged 20 SP:Iteration 45Q (5148.635613 sec): 3 clusters Score: Raw -255844.950421 + Penalty 1550.063684 = -254294.886737 nChanged 21 SP:Iteration 46Q (5148.687383 sec): 3 clusters Score: Raw -255849.433279 + Penalty 1550.063684 = -254299.369595 nChanged 11 SP:Iteration 47Q (5148.739275 sec): 3 clusters Score: Raw -255852.409290 + Penalty 1550.063684 = -254302.345606 nChanged 4 SP:Iteration 48Q (5148.791223 sec): 3 clusters Score: Raw -255853.041805 + Penalty 1550.063684 = -254302.978120 nChanged 4 SP:Iteration 49Q (5148.842958 sec): 3 clusters Score: Raw -255853.383831 + Penalty 1550.063684 = -254303.320147 nChanged 3 SP:Iteration 50Q (5148.894273 sec): 3 clusters Score: Raw -255853.932576 + Penalty 1550.063684 = -254303.868892 nChanged 3 SP:Iteration 51Q (5148.945126 sec): 3 clusters Score: Raw -255854.675578 + Penalty 1550.063684 = -254304.611894 nChanged 3 SP:Iteration 52Q (5148.996578 sec): 3 clusters Score: Raw -255854.963802 + Penalty 1550.063684 = -254304.900117 nChanged 3 SP:Iteration 53Q (5149.048078 sec): 3 clusters Score: Raw -255855.355856 + Penalty 1550.063684 = -254305.292172 nChanged 5 SP:Iteration 54Q (5149.099520 sec): 3 clusters Score: Raw -255856.423001 + Penalty 1550.063684 = -254306.359316 nChanged 3 SP:Iteration 55Q (5149.151054 sec): 3 clusters Score: Raw -255857.558631 + Penalty 1550.063684 = -254307.494947 nChanged 4 SP:Iteration 56Q (5149.195947 sec): 3 clusters Score: Raw -255858.265174 + Penalty 1550.063684 = -254308.201489 nChanged 4 SP:Iteration 57Q (5149.247151 sec): 3 clusters Score: Raw -255858.889300 + Penalty 1550.063684 = -254308.825616 nChanged 1 SP:Iteration 58Q (5149.298386 sec): 3 clusters Score: Raw -255859.049915 + Penalty 1550.063684 = -254308.986231 nChanged 2 SP:Iteration 59Q (5149.350280 sec): 3 clusters Score: Raw -255859.505969 + Penalty 1550.063684 = -254309.442285 nChanged 2 SP:Iteration 60F (5149.402180 sec): 3 clusters Score: Raw -255859.793005 + Penalty 1550.063684 = -254309.729321 nChanged 3 SP:Iteration 61Q (5149.453595 sec): 3 clusters Score: Raw -255860.267605 + Penalty 1550.063684 = -254310.203921 nChanged 2 SP:Iteration 62Q (5149.494727 sec): 3 clusters Score: Raw -255860.606306 + Penalty 1550.063684 = -254310.542622 nChanged 0 SP:Iteration 63F (5149.544333 sec): 3 clusters Score: Raw -255860.606306 + Penalty 1550.063684 = -254310.542622 nChanged 0 Trying to split cluster 5 (16909 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5149.592055 sec): 2 clusters Score: Raw -1228790.482262 + Penalty 924.882124 = -1227865.600138 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5149.651489 sec): 3 clusters Score: Raw -1218264.466508 + Penalty 1849.764248 = -1216414.702260 nChanged 7778 SP:Iteration 1F (5149.728193 sec): 3 clusters Score: Raw -1222690.502462 + Penalty 1849.764248 = -1220840.738214 nChanged 809 SP:Iteration 2Q (5149.788504 sec): 3 clusters Score: Raw -1223020.935186 + Penalty 1849.764248 = -1221171.170939 nChanged 931 SP:Iteration 3F (5149.856994 sec): 3 clusters Score: Raw -1223513.927051 + Penalty 1849.764248 = -1221664.162803 nChanged 1144 SP:Iteration 4F (5149.924565 sec): 3 clusters Score: Raw -1224272.689224 + Penalty 1849.764248 = -1222422.924977 nChanged 1313 SP:Iteration 5F (5149.994165 sec): 3 clusters Score: Raw -1225305.389892 + Penalty 1849.764248 = -1223455.625644 nChanged 1281 SP:Iteration 6F (5150.062425 sec): 3 clusters Score: Raw -1226476.241294 + Penalty 1849.764248 = -1224626.477046 nChanged 992 SP:Iteration 7F (5150.126187 sec): 3 clusters Score: Raw -1227421.305640 + Penalty 1849.764248 = -1225571.541392 nChanged 647 SP:Iteration 8Q (5150.203137 sec): 3 clusters Score: Raw -1227998.078934 + Penalty 1849.764248 = -1226148.314687 nChanged 453 SP:Iteration 9Q (5150.273995 sec): 3 clusters Score: Raw -1228352.308014 + Penalty 1849.764248 = -1226502.543766 nChanged 269 SP:Iteration 10Q (5150.331025 sec): 3 clusters Score: Raw -1228507.924284 + Penalty 1849.764248 = -1226658.160036 nChanged 178 SP:Iteration 11Q (5150.405654 sec): 3 clusters Score: Raw -1228617.646869 + Penalty 1849.764248 = -1226767.882621 nChanged 132 SP:Iteration 12Q (5150.470226 sec): 3 clusters Score: Raw -1228693.095335 + Penalty 1849.764248 = -1226843.331088 nChanged 91 SP:Iteration 13Q (5150.537120 sec): 3 clusters Score: Raw -1228735.620719 + Penalty 1849.764248 = -1226885.856472 nChanged 81 SP:Iteration 14Q (5150.603901 sec): 3 clusters Score: Raw -1228777.991271 + Penalty 1849.764248 = -1226928.227024 nChanged 69 SP:Iteration 15Q (5150.670275 sec): 3 clusters Score: Raw -1228804.849297 + Penalty 1849.764248 = -1226955.085049 nChanged 51 SP:Iteration 16Q (5150.736683 sec): 3 clusters Score: Raw -1228823.303404 + Penalty 1849.764248 = -1226973.539156 nChanged 43 SP:Iteration 17Q (5150.793868 sec): 3 clusters Score: Raw -1228842.007740 + Penalty 1849.764248 = -1226992.243493 nChanged 42 SP:Iteration 18Q (5150.857784 sec): 3 clusters Score: Raw -1228861.472318 + Penalty 1849.764248 = -1227011.708070 nChanged 24 SP:Iteration 19Q (5150.932918 sec): 3 clusters Score: Raw -1228872.812880 + Penalty 1849.764248 = -1227023.048632 nChanged 23 SP:Iteration 20F (5151.002187 sec): 3 clusters Score: Raw -1228883.985778 + Penalty 1849.764248 = -1227034.221530 nChanged 17 SP:Iteration 21Q (5151.028806 sec): 3 clusters Score: Raw -1228890.982231 + Penalty 1849.764248 = -1227041.217984 nChanged 7 SP:Iteration 22Q (5151.057597 sec): 3 clusters Score: Raw -1228892.513813 + Penalty 1849.764248 = -1227042.749566 nChanged 4 SP:Iteration 23Q (5151.086947 sec): 3 clusters Score: Raw -1228893.520227 + Penalty 1849.764248 = -1227043.755979 nChanged 3 SP:Iteration 24Q (5151.116616 sec): 3 clusters Score: Raw -1228894.690100 + Penalty 1849.764248 = -1227044.925852 nChanged 7 SP:Iteration 25Q (5151.145554 sec): 3 clusters Score: Raw -1228898.635085 + Penalty 1849.764248 = -1227048.870837 nChanged 11 SP:Iteration 26Q (5151.174617 sec): 3 clusters Score: Raw -1228904.050300 + Penalty 1849.764248 = -1227054.286053 nChanged 10 SP:Iteration 27Q (5151.250687 sec): 3 clusters Score: Raw -1228908.275446 + Penalty 1849.764248 = -1227058.511198 nChanged 11 SP:Iteration 28Q (5151.315815 sec): 3 clusters Score: Raw -1228913.179241 + Penalty 1849.764248 = -1227063.414993 nChanged 12 SP:Iteration 29Q (5151.371250 sec): 3 clusters Score: Raw -1228920.193130 + Penalty 1849.764248 = -1227070.428882 nChanged 13 SP:Iteration 30Q (5151.440505 sec): 3 clusters Score: Raw -1228928.658349 + Penalty 1849.764248 = -1227078.894102 nChanged 13 SP:Iteration 31Q (5151.497490 sec): 3 clusters Score: Raw -1228938.652141 + Penalty 1849.764248 = -1227088.887893 nChanged 14 SP:Iteration 32Q (5151.565594 sec): 3 clusters Score: Raw -1228947.123827 + Penalty 1849.764248 = -1227097.359579 nChanged 13 SP:Iteration 33Q (5151.624279 sec): 3 clusters Score: Raw -1228955.315330 + Penalty 1849.764248 = -1227105.551083 nChanged 11 SP:Iteration 34Q (5151.685382 sec): 3 clusters Score: Raw -1228959.747440 + Penalty 1849.764248 = -1227109.983192 nChanged 10 SP:Iteration 35Q (5151.740336 sec): 3 clusters Score: Raw -1228965.396678 + Penalty 1849.764248 = -1227115.632431 nChanged 10 SP:Iteration 36Q (5151.806156 sec): 3 clusters Score: Raw -1228969.108546 + Penalty 1849.764248 = -1227119.344298 nChanged 10 SP:Iteration 37Q (5151.879024 sec): 3 clusters Score: Raw -1228972.632215 + Penalty 1849.764248 = -1227122.867967 nChanged 6 SP:Iteration 38Q (5151.944593 sec): 3 clusters Score: Raw -1228974.597006 + Penalty 1849.764248 = -1227124.832759 nChanged 4 SP:Iteration 39Q (5152.000064 sec): 3 clusters Score: Raw -1228976.069913 + Penalty 1849.764248 = -1227126.305665 nChanged 7 SP:Iteration 40F (5152.075095 sec): 3 clusters Score: Raw -1228979.338365 + Penalty 1849.764248 = -1227129.574118 nChanged 6 SP:Iteration 41Q (5152.137200 sec): 3 clusters Score: Raw -1228981.798526 + Penalty 1849.764248 = -1227132.034278 nChanged 4 SP:Iteration 42Q (5152.200798 sec): 3 clusters Score: Raw -1228982.897378 + Penalty 1849.764248 = -1227133.133130 nChanged 1 SP:Iteration 43Q (5152.260212 sec): 3 clusters Score: Raw -1228983.080285 + Penalty 1849.764248 = -1227133.316037 nChanged 0 SP:Iteration 44F (5152.331783 sec): 3 clusters Score: Raw -1228983.080285 + Penalty 1849.764248 = -1227133.316037 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5152.357274 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5152.404632 sec): 3 clusters Score: Raw -14518.572951 + Penalty 1054.324456 = -13464.248495 nChanged 62 SP:Iteration 1F (5152.445647 sec): 3 clusters Score: Raw -14606.426477 + Penalty 1054.324456 = -13552.102021 nChanged 15 SP:Iteration 2F (5152.492691 sec): 3 clusters Score: Raw -14641.085182 + Penalty 1054.324456 = -13586.760726 nChanged 13 SP:Iteration 3F (5152.527468 sec): 3 clusters Score: Raw -14694.069994 + Penalty 1054.324456 = -13639.745538 nChanged 7 SP:Iteration 4Q (5152.566628 sec): 3 clusters Score: Raw -14711.725752 + Penalty 1054.324456 = -13657.401296 nChanged 3 SP:Iteration 5Q (5152.607602 sec): 3 clusters Score: Raw -14717.160081 + Penalty 1054.324456 = -13662.835625 nChanged 2 SP:Iteration 6Q (5152.653440 sec): 3 clusters Score: Raw -14722.430928 + Penalty 1054.324456 = -13668.106471 nChanged 3 SP:Iteration 7Q (5152.703227 sec): 3 clusters Score: Raw -14729.946326 + Penalty 1054.324456 = -13675.621870 nChanged 5 SP:Iteration 8Q (5152.747335 sec): 3 clusters Score: Raw -14758.132450 + Penalty 1054.324456 = -13703.807994 nChanged 5 SP:Iteration 9Q (5152.794373 sec): 3 clusters Score: Raw -14779.609824 + Penalty 1054.324456 = -13725.285368 nChanged 4 SP:Iteration 10Q (5152.846662 sec): 3 clusters Score: Raw -14787.410869 + Penalty 1054.324456 = -13733.086413 nChanged 2 SP:Iteration 11Q (5152.896819 sec): 3 clusters Score: Raw -14797.004866 + Penalty 1054.324456 = -13742.680410 nChanged 2 SP:Iteration 12Q (5152.945426 sec): 3 clusters Score: Raw -14799.282437 + Penalty 1054.324456 = -13744.957981 nChanged 1 SP:Iteration 13Q (5152.992621 sec): 3 clusters Score: Raw -14799.815945 + Penalty 1054.324456 = -13745.491488 nChanged 0 SP:Iteration 14F (5153.036868 sec): 3 clusters Score: Raw -14799.815945 + Penalty 1054.324456 = -13745.491488 nChanged 0 Trying to split cluster 7 (510 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5153.060885 sec): 2 clusters Score: Raw -29199.224504 + Penalty 592.269019 = -28606.955485 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5153.095040 sec): 3 clusters Score: Raw -29117.148709 + Penalty 1184.538038 = -27932.610671 nChanged 173 SP:Iteration 1F (5153.139550 sec): 3 clusters Score: Raw -29401.396149 + Penalty 1184.538038 = -28216.858111 nChanged 53 SP:Iteration 2F (5153.185043 sec): 3 clusters Score: Raw -29495.390902 + Penalty 1184.538038 = -28310.852864 nChanged 32 SP:Iteration 3F (5153.232662 sec): 3 clusters Score: Raw -29549.094794 + Penalty 1184.538038 = -28364.556757 nChanged 17 SP:Iteration 4Q (5153.271512 sec): 3 clusters Score: Raw -29579.832731 + Penalty 1184.538038 = -28395.294693 nChanged 12 SP:Iteration 5Q (5153.315045 sec): 3 clusters Score: Raw -29631.641319 + Penalty 1184.538038 = -28447.103282 nChanged 15 SP:Iteration 6Q (5153.351462 sec): 3 clusters Score: Raw -29682.701848 + Penalty 1184.538038 = -28498.163810 nChanged 13 SP:Iteration 7Q (5153.402452 sec): 3 clusters Score: Raw -29730.862966 + Penalty 1184.538038 = -28546.324928 nChanged 17 SP:Iteration 8Q (5153.434434 sec): 3 clusters Score: Raw -29756.993067 + Penalty 1184.538038 = -28572.455029 nChanged 15 SP:Iteration 9Q (5153.490774 sec): 3 clusters Score: Raw -29779.736843 + Penalty 1184.538038 = -28595.198805 nChanged 14 SP:Iteration 10Q (5153.536621 sec): 3 clusters Score: Raw -29800.240842 + Penalty 1184.538038 = -28615.702804 nChanged 8 SP:Iteration 11Q (5153.583067 sec): 3 clusters Score: Raw -29804.654173 + Penalty 1184.538038 = -28620.116135 nChanged 9 SP:Iteration 12Q (5153.630441 sec): 3 clusters Score: Raw -29811.249277 + Penalty 1184.538038 = -28626.711239 nChanged 12 SP:Iteration 13Q (5153.678547 sec): 3 clusters Score: Raw -29819.517327 + Penalty 1184.538038 = -28634.979289 nChanged 11 SP:Iteration 14Q (5153.722611 sec): 3 clusters Score: Raw -29829.791564 + Penalty 1184.538038 = -28645.253527 nChanged 11 SP:Iteration 15Q (5153.763246 sec): 3 clusters Score: Raw -29838.508821 + Penalty 1184.538038 = -28653.970783 nChanged 12 SP:Iteration 16Q (5153.800414 sec): 3 clusters Score: Raw -29849.882474 + Penalty 1184.538038 = -28665.344436 nChanged 20 SP:Iteration 17Q (5153.835943 sec): 3 clusters Score: Raw -29877.812319 + Penalty 1184.538038 = -28693.274282 nChanged 26 SP:Iteration 18F (5153.879944 sec): 3 clusters Score: Raw -29927.887713 + Penalty 1184.538038 = -28743.349676 nChanged 16 SP:Iteration 19Q (5153.929739 sec): 3 clusters Score: Raw -29950.595744 + Penalty 1184.538038 = -28766.057706 nChanged 14 SP:Iteration 20F (5153.968102 sec): 3 clusters Score: Raw -29968.869684 + Penalty 1184.538038 = -28784.331646 nChanged 9 SP:Iteration 21Q (5154.009228 sec): 3 clusters Score: Raw -29981.570676 + Penalty 1184.538038 = -28797.032638 nChanged 5 SP:Iteration 22Q (5154.058282 sec): 3 clusters Score: Raw -29988.072027 + Penalty 1184.538038 = -28803.533989 nChanged 1 SP:Iteration 23Q (5154.105350 sec): 3 clusters Score: Raw -29988.497331 + Penalty 1184.538038 = -28803.959293 nChanged 0 SP:Iteration 24F (5154.159728 sec): 3 clusters Score: Raw -29988.497331 + Penalty 1184.538038 = -28803.959293 nChanged 0 Score: Raw -25402989.869740 + Penalty 30363.950751 = -25372625.918990 Splitting cluster 7 changes total score from -25373033.278884 to -25372625.918990 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5158.701414 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5158.750389 sec): 3 clusters Score: Raw -141640.100028 + Penalty 1423.730277 = -140216.369750 nChanged 676 SP:Iteration 1F (5158.786193 sec): 3 clusters Score: Raw -142027.104803 + Penalty 1423.730277 = -140603.374526 nChanged 145 SP:Iteration 2F (5158.841264 sec): 3 clusters Score: Raw -142131.448805 + Penalty 1423.730277 = -140707.718527 nChanged 124 SP:Iteration 3F (5158.880360 sec): 3 clusters Score: Raw -142219.845242 + Penalty 1423.730277 = -140796.114964 nChanged 80 SP:Iteration 4Q (5158.926574 sec): 3 clusters Score: Raw -142269.428867 + Penalty 1423.730277 = -140845.698590 nChanged 77 SP:Iteration 5Q (5158.983726 sec): 3 clusters Score: Raw -142319.286836 + Penalty 1423.730277 = -140895.556558 nChanged 56 SP:Iteration 6Q (5159.025558 sec): 3 clusters Score: Raw -142374.043339 + Penalty 1423.730277 = -140950.313062 nChanged 74 SP:Iteration 7Q (5159.073660 sec): 3 clusters Score: Raw -142433.313121 + Penalty 1423.730277 = -141009.582844 nChanged 64 SP:Iteration 8Q (5159.116921 sec): 3 clusters Score: Raw -142489.767890 + Penalty 1423.730277 = -141066.037612 nChanged 75 SP:Iteration 9Q (5159.150294 sec): 3 clusters Score: Raw -142557.349852 + Penalty 1423.730277 = -141133.619574 nChanged 54 SP:Iteration 10Q (5159.196737 sec): 3 clusters Score: Raw -142615.717791 + Penalty 1423.730277 = -141191.987514 nChanged 41 SP:Iteration 11Q (5159.252211 sec): 3 clusters Score: Raw -142652.122651 + Penalty 1423.730277 = -141228.392374 nChanged 47 SP:Iteration 12Q (5159.285639 sec): 3 clusters Score: Raw -142697.231828 + Penalty 1423.730277 = -141273.501551 nChanged 40 SP:Iteration 13Q (5159.319303 sec): 3 clusters Score: Raw -142732.192449 + Penalty 1423.730277 = -141308.462172 nChanged 30 SP:Iteration 14Q (5159.367004 sec): 3 clusters Score: Raw -142760.408512 + Penalty 1423.730277 = -141336.678234 nChanged 35 SP:Iteration 15Q (5159.424787 sec): 3 clusters Score: Raw -142790.377260 + Penalty 1423.730277 = -141366.646983 nChanged 23 SP:Iteration 16Q (5159.458508 sec): 3 clusters Score: Raw -142806.512490 + Penalty 1423.730277 = -141382.782212 nChanged 18 SP:Iteration 17Q (5159.512576 sec): 3 clusters Score: Raw -142815.727956 + Penalty 1423.730277 = -141391.997678 nChanged 10 SP:Iteration 18Q (5159.550412 sec): 3 clusters Score: Raw -142820.294766 + Penalty 1423.730277 = -141396.564489 nChanged 4 SP:Iteration 19Q (5159.594348 sec): 3 clusters Score: Raw -142821.901054 + Penalty 1423.730277 = -141398.170777 nChanged 3 SP:Iteration 20F (5159.638844 sec): 3 clusters Score: Raw -142822.865010 + Penalty 1423.730277 = -141399.134732 nChanged 0 Trying to split cluster 9 (63519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5159.739967 sec): 2 clusters Score: Raw -4791867.580731 + Penalty 1050.613964 = -4790816.966768 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5159.853918 sec): 3 clusters Score: Raw -4750506.727737 + Penalty 2101.227927 = -4748405.499810 nChanged 30528 SP:Iteration 1F (5159.973284 sec): 3 clusters Score: Raw -4768752.207835 + Penalty 2101.227927 = -4766650.979908 nChanged 3239 SP:Iteration 2F (5160.102646 sec): 3 clusters Score: Raw -4770037.149548 + Penalty 2101.227927 = -4767935.921621 nChanged 3560 SP:Iteration 3F (5160.224157 sec): 3 clusters Score: Raw -4771702.336367 + Penalty 2101.227927 = -4769601.108440 nChanged 3877 SP:Iteration 4F (5160.352776 sec): 3 clusters Score: Raw -4773787.787552 + Penalty 2101.227927 = -4771686.559625 nChanged 4063 SP:Iteration 5F (5160.480550 sec): 3 clusters Score: Raw -4776290.376778 + Penalty 2101.227927 = -4774189.148851 nChanged 3955 SP:Iteration 6F (5160.584677 sec): 3 clusters Score: Raw -4779183.926914 + Penalty 2101.227927 = -4777082.698987 nChanged 3550 SP:Iteration 7F (5160.711110 sec): 3 clusters Score: Raw -4782352.069500 + Penalty 2101.227927 = -4780250.841573 nChanged 2985 SP:Iteration 8Q (5160.816949 sec): 3 clusters Score: Raw -4785369.403563 + Penalty 2101.227927 = -4783268.175636 nChanged 2267 SP:Iteration 9Q (5160.920551 sec): 3 clusters Score: Raw -4787156.832380 + Penalty 2101.227927 = -4785055.604453 nChanged 1449 SP:Iteration 10Q (5161.048777 sec): 3 clusters Score: Raw -4787930.302332 + Penalty 2101.227927 = -4785829.074405 nChanged 1060 SP:Iteration 11Q (5161.186815 sec): 3 clusters Score: Raw -4788418.072141 + Penalty 2101.227927 = -4786316.844214 nChanged 944 SP:Iteration 12Q (5161.313132 sec): 3 clusters Score: Raw -4788831.555044 + Penalty 2101.227927 = -4786730.327117 nChanged 894 SP:Iteration 13Q (5161.431839 sec): 3 clusters Score: Raw -4789206.036478 + Penalty 2101.227927 = -4787104.808551 nChanged 813 SP:Iteration 14Q (5161.559857 sec): 3 clusters Score: Raw -4789545.023583 + Penalty 2101.227927 = -4787443.795656 nChanged 760 SP:Iteration 15Q (5161.689694 sec): 3 clusters Score: Raw -4789873.601701 + Penalty 2101.227927 = -4787772.373774 nChanged 684 SP:Iteration 16Q (5161.801313 sec): 3 clusters Score: Raw -4790172.861457 + Penalty 2101.227927 = -4788071.633530 nChanged 612 SP:Iteration 17Q (5161.918314 sec): 3 clusters Score: Raw -4790430.713652 + Penalty 2101.227927 = -4788329.485725 nChanged 514 SP:Iteration 18Q (5162.028696 sec): 3 clusters Score: Raw -4790641.469793 + Penalty 2101.227927 = -4788540.241866 nChanged 500 SP:Iteration 19Q (5162.150812 sec): 3 clusters Score: Raw -4790854.824382 + Penalty 2101.227927 = -4788753.596455 nChanged 427 SP:Iteration 20F (5162.271316 sec): 3 clusters Score: Raw -4791032.725170 + Penalty 2101.227927 = -4788931.497243 nChanged 381 SP:Iteration 21Q (5162.391520 sec): 3 clusters Score: Raw -4791180.821293 + Penalty 2101.227927 = -4789079.593366 nChanged 323 SP:Iteration 22Q (5162.501608 sec): 3 clusters Score: Raw -4791307.130324 + Penalty 2101.227927 = -4789205.902397 nChanged 301 SP:Iteration 23Q (5162.615301 sec): 3 clusters Score: Raw -4791419.855822 + Penalty 2101.227927 = -4789318.627895 nChanged 247 SP:Iteration 24Q (5162.727502 sec): 3 clusters Score: Raw -4791508.938247 + Penalty 2101.227927 = -4789407.710320 nChanged 191 SP:Iteration 25Q (5162.837738 sec): 3 clusters Score: Raw -4791568.969619 + Penalty 2101.227927 = -4789467.741692 nChanged 167 SP:Iteration 26Q (5162.947437 sec): 3 clusters Score: Raw -4791624.903834 + Penalty 2101.227927 = -4789523.675907 nChanged 155 SP:Iteration 27Q (5163.059521 sec): 3 clusters Score: Raw -4791679.190362 + Penalty 2101.227927 = -4789577.962435 nChanged 136 SP:Iteration 28Q (5163.171635 sec): 3 clusters Score: Raw -4791721.441869 + Penalty 2101.227927 = -4789620.213942 nChanged 116 SP:Iteration 29Q (5163.281659 sec): 3 clusters Score: Raw -4791758.791890 + Penalty 2101.227927 = -4789657.563963 nChanged 105 SP:Iteration 30Q (5163.393191 sec): 3 clusters Score: Raw -4791793.117988 + Penalty 2101.227927 = -4789691.890061 nChanged 90 SP:Iteration 31Q (5163.494725 sec): 3 clusters Score: Raw -4791821.579023 + Penalty 2101.227927 = -4789720.351096 nChanged 80 SP:Iteration 32Q (5163.587515 sec): 3 clusters Score: Raw -4791848.611706 + Penalty 2101.227927 = -4789747.383779 nChanged 79 SP:Iteration 33Q (5163.701158 sec): 3 clusters Score: Raw -4791877.872373 + Penalty 2101.227927 = -4789776.644446 nChanged 79 SP:Iteration 34Q (5163.808807 sec): 3 clusters Score: Raw -4791909.798485 + Penalty 2101.227927 = -4789808.570558 nChanged 61 SP:Iteration 35Q (5163.925339 sec): 3 clusters Score: Raw -4791930.473290 + Penalty 2101.227927 = -4789829.245363 nChanged 57 SP:Iteration 36Q (5164.035698 sec): 3 clusters Score: Raw -4791950.810547 + Penalty 2101.227927 = -4789849.582620 nChanged 47 SP:Iteration 37Q (5164.149163 sec): 3 clusters Score: Raw -4791967.821867 + Penalty 2101.227927 = -4789866.593939 nChanged 46 SP:Iteration 38Q (5164.267586 sec): 3 clusters Score: Raw -4791984.683375 + Penalty 2101.227927 = -4789883.455448 nChanged 37 SP:Iteration 39Q (5164.369177 sec): 3 clusters Score: Raw -4791998.447163 + Penalty 2101.227927 = -4789897.219236 nChanged 32 SP:Iteration 40F (5164.488690 sec): 3 clusters Score: Raw -4792009.975118 + Penalty 2101.227927 = -4789908.747191 nChanged 31 SP:Iteration 41Q (5164.605975 sec): 3 clusters Score: Raw -4792019.953551 + Penalty 2101.227927 = -4789918.725624 nChanged 25 SP:Iteration 42Q (5164.715076 sec): 3 clusters Score: Raw -4792030.581604 + Penalty 2101.227927 = -4789929.353677 nChanged 27 SP:Iteration 43Q (5164.836306 sec): 3 clusters Score: Raw -4792039.234432 + Penalty 2101.227927 = -4789938.006505 nChanged 30 SP:Iteration 44Q (5164.951506 sec): 3 clusters Score: Raw -4792050.585611 + Penalty 2101.227927 = -4789949.357684 nChanged 22 SP:Iteration 45Q (5165.064234 sec): 3 clusters Score: Raw -4792057.620461 + Penalty 2101.227927 = -4789956.392534 nChanged 22 SP:Iteration 46Q (5165.186119 sec): 3 clusters Score: Raw -4792063.113844 + Penalty 2101.227927 = -4789961.885917 nChanged 18 SP:Iteration 47Q (5165.302614 sec): 3 clusters Score: Raw -4792069.850996 + Penalty 2101.227927 = -4789968.623069 nChanged 16 SP:Iteration 48Q (5165.417745 sec): 3 clusters Score: Raw -4792076.238421 + Penalty 2101.227927 = -4789975.010494 nChanged 12 SP:Iteration 49Q (5165.530325 sec): 3 clusters Score: Raw -4792081.270237 + Penalty 2101.227927 = -4789980.042310 nChanged 11 SP:Iteration 50Q (5165.645797 sec): 3 clusters Score: Raw -4792084.337280 + Penalty 2101.227927 = -4789983.109353 nChanged 7 SP:Iteration 51Q (5165.759488 sec): 3 clusters Score: Raw -4792086.447487 + Penalty 2101.227927 = -4789985.219560 nChanged 7 SP:Iteration 52Q (5165.871922 sec): 3 clusters Score: Raw -4792088.892109 + Penalty 2101.227927 = -4789987.664182 nChanged 10 SP:Iteration 53Q (5165.988559 sec): 3 clusters Score: Raw -4792093.327027 + Penalty 2101.227927 = -4789992.099100 nChanged 12 SP:Iteration 54Q (5166.070545 sec): 3 clusters Score: Raw -4792097.378192 + Penalty 2101.227927 = -4789996.150265 nChanged 8 SP:Iteration 55Q (5166.184553 sec): 3 clusters Score: Raw -4792100.158470 + Penalty 2101.227927 = -4789998.930543 nChanged 3 SP:Iteration 56Q (5166.302392 sec): 3 clusters Score: Raw -4792100.764192 + Penalty 2101.227927 = -4789999.536265 nChanged 2 SP:Iteration 57Q (5166.409694 sec): 3 clusters Score: Raw -4792100.942863 + Penalty 2101.227927 = -4789999.714936 nChanged 0 SP:Iteration 58F (5166.539710 sec): 3 clusters Score: Raw -4792100.942863 + Penalty 2101.227927 = -4789999.714936 nChanged 0 Trying to split cluster 10 (5695 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5166.572224 sec): 2 clusters Score: Raw -374029.720589 + Penalty 821.497668 = -373208.222921 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5166.628598 sec): 3 clusters Score: Raw -370844.708233 + Penalty 1642.995336 = -369201.712897 nChanged 2482 SP:Iteration 1F (5166.672923 sec): 3 clusters Score: Raw -372601.217214 + Penalty 1642.995336 = -370958.221877 nChanged 578 SP:Iteration 2F (5166.727350 sec): 3 clusters Score: Raw -373075.378813 + Penalty 1642.995336 = -371432.383477 nChanged 478 SP:Iteration 3F (5166.782259 sec): 3 clusters Score: Raw -373420.639622 + Penalty 1642.995336 = -371777.644286 nChanged 332 SP:Iteration 4F (5166.836838 sec): 3 clusters Score: Raw -373638.598435 + Penalty 1642.995336 = -371995.603098 nChanged 255 SP:Iteration 5Q (5166.890979 sec): 3 clusters Score: Raw -373797.207304 + Penalty 1642.995336 = -372154.211967 nChanged 192 SP:Iteration 6Q (5166.947514 sec): 3 clusters Score: Raw -373900.646878 + Penalty 1642.995336 = -372257.651541 nChanged 148 SP:Iteration 7Q (5166.997365 sec): 3 clusters Score: Raw -373973.347222 + Penalty 1642.995336 = -372330.351886 nChanged 116 SP:Iteration 8Q (5167.049471 sec): 3 clusters Score: Raw -374021.998244 + Penalty 1642.995336 = -372379.002907 nChanged 98 SP:Iteration 9Q (5167.109410 sec): 3 clusters Score: Raw -374067.193393 + Penalty 1642.995336 = -372424.198056 nChanged 71 SP:Iteration 10Q (5167.166811 sec): 3 clusters Score: Raw -374095.990510 + Penalty 1642.995336 = -372452.995174 nChanged 61 SP:Iteration 11Q (5167.210685 sec): 3 clusters Score: Raw -374126.415570 + Penalty 1642.995336 = -372483.420234 nChanged 70 SP:Iteration 12Q (5167.264819 sec): 3 clusters Score: Raw -374163.014874 + Penalty 1642.995336 = -372520.019538 nChanged 69 SP:Iteration 13Q (5167.330125 sec): 3 clusters Score: Raw -374199.728326 + Penalty 1642.995336 = -372556.732990 nChanged 56 SP:Iteration 14Q (5167.384353 sec): 3 clusters Score: Raw -374234.038769 + Penalty 1642.995336 = -372591.043432 nChanged 64 SP:Iteration 15Q (5167.429365 sec): 3 clusters Score: Raw -374282.261246 + Penalty 1642.995336 = -372639.265909 nChanged 57 SP:Iteration 16Q (5167.489856 sec): 3 clusters Score: Raw -374333.367252 + Penalty 1642.995336 = -372690.371915 nChanged 61 SP:Iteration 17Q (5167.527259 sec): 3 clusters Score: Raw -374383.654388 + Penalty 1642.995336 = -372740.659051 nChanged 44 SP:Iteration 18Q (5167.585157 sec): 3 clusters Score: Raw -374427.776871 + Penalty 1642.995336 = -372784.781534 nChanged 55 SP:Iteration 19Q (5167.626577 sec): 3 clusters Score: Raw -374468.003021 + Penalty 1642.995336 = -372825.007684 nChanged 43 SP:Iteration 20F (5167.681291 sec): 3 clusters Score: Raw -374491.336691 + Penalty 1642.995336 = -372848.341355 nChanged 30 SP:Iteration 21Q (5167.730436 sec): 3 clusters Score: Raw -374503.295531 + Penalty 1642.995336 = -372860.300194 nChanged 22 SP:Iteration 22Q (5167.784285 sec): 3 clusters Score: Raw -374509.014841 + Penalty 1642.995336 = -372866.019505 nChanged 8 SP:Iteration 23Q (5167.838210 sec): 3 clusters Score: Raw -374511.506374 + Penalty 1642.995336 = -372868.511037 nChanged 8 SP:Iteration 24Q (5167.880075 sec): 3 clusters Score: Raw -374513.452913 + Penalty 1642.995336 = -372870.457577 nChanged 9 SP:Iteration 25Q (5167.934237 sec): 3 clusters Score: Raw -374517.398587 + Penalty 1642.995336 = -372874.403251 nChanged 9 SP:Iteration 26Q (5167.987984 sec): 3 clusters Score: Raw -374519.479804 + Penalty 1642.995336 = -372876.484468 nChanged 1 SP:Iteration 27Q (5168.041809 sec): 3 clusters Score: Raw -374519.732900 + Penalty 1642.995336 = -372876.737563 nChanged 5 SP:Iteration 28Q (5168.095929 sec): 3 clusters Score: Raw -374521.377649 + Penalty 1642.995336 = -372878.382313 nChanged 9 SP:Iteration 29Q (5168.140942 sec): 3 clusters Score: Raw -374523.896357 + Penalty 1642.995336 = -372880.901021 nChanged 9 SP:Iteration 30Q (5168.194794 sec): 3 clusters Score: Raw -374526.419294 + Penalty 1642.995336 = -372883.423957 nChanged 8 SP:Iteration 31Q (5168.248773 sec): 3 clusters Score: Raw -374530.424737 + Penalty 1642.995336 = -372887.429401 nChanged 8 SP:Iteration 32Q (5168.304769 sec): 3 clusters Score: Raw -374533.414298 + Penalty 1642.995336 = -372890.418961 nChanged 14 SP:Iteration 33Q (5168.359270 sec): 3 clusters Score: Raw -374536.866577 + Penalty 1642.995336 = -372893.871240 nChanged 7 SP:Iteration 34Q (5168.413267 sec): 3 clusters Score: Raw -374537.822579 + Penalty 1642.995336 = -372894.827242 nChanged 6 SP:Iteration 35Q (5168.466404 sec): 3 clusters Score: Raw -374539.724376 + Penalty 1642.995336 = -372896.729040 nChanged 5 SP:Iteration 36Q (5168.520072 sec): 3 clusters Score: Raw -374540.540222 + Penalty 1642.995336 = -372897.544885 nChanged 4 SP:Iteration 37Q (5168.575877 sec): 3 clusters Score: Raw -374542.126683 + Penalty 1642.995336 = -372899.131347 nChanged 2 SP:Iteration 38Q (5168.632154 sec): 3 clusters Score: Raw -374542.246030 + Penalty 1642.995336 = -372899.250693 nChanged 1 SP:Iteration 39Q (5168.689415 sec): 3 clusters Score: Raw -374542.304302 + Penalty 1642.995336 = -372899.308965 nChanged 1 SP:Iteration 40F (5168.743293 sec): 3 clusters Score: Raw -374542.397228 + Penalty 1642.995336 = -372899.401892 nChanged 2 SP:Iteration 41Q (5168.796220 sec): 3 clusters Score: Raw -374542.779267 + Penalty 1642.995336 = -372899.783931 nChanged 1 SP:Iteration 42Q (5168.849528 sec): 3 clusters Score: Raw -374543.168269 + Penalty 1642.995336 = -372900.172933 nChanged 3 SP:Iteration 43Q (5168.902825 sec): 3 clusters Score: Raw -374543.849229 + Penalty 1642.995336 = -372900.853892 nChanged 1 SP:Iteration 44Q (5168.945932 sec): 3 clusters Score: Raw -374543.911190 + Penalty 1642.995336 = -372900.915854 nChanged 2 SP:Iteration 45Q (5169.000591 sec): 3 clusters Score: Raw -374544.503512 + Penalty 1642.995336 = -372901.508175 nChanged 3 SP:Iteration 46Q (5169.053770 sec): 3 clusters Score: Raw -374545.046098 + Penalty 1642.995336 = -372902.050762 nChanged 4 SP:Iteration 47Q (5169.101893 sec): 3 clusters Score: Raw -374545.749095 + Penalty 1642.995336 = -372902.753759 nChanged 0 SP:Iteration 48F (5169.156335 sec): 3 clusters Score: Raw -374545.749095 + Penalty 1642.995336 = -372902.753759 nChanged 0 Trying to split cluster 11 (17357 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5169.193429 sec): 2 clusters Score: Raw -1295850.799008 + Penalty 927.366360 = -1294923.432648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5169.263066 sec): 3 clusters Score: Raw -1285134.479995 + Penalty 1854.732721 = -1283279.747274 nChanged 8043 SP:Iteration 1F (5169.320246 sec): 3 clusters Score: Raw -1289728.818228 + Penalty 1854.732721 = -1287874.085507 nChanged 834 SP:Iteration 2Q (5169.389511 sec): 3 clusters Score: Raw -1290025.627039 + Penalty 1854.732721 = -1288170.894318 nChanged 817 SP:Iteration 3Q (5169.458805 sec): 3 clusters Score: Raw -1290401.839800 + Penalty 1854.732721 = -1288547.107079 nChanged 914 SP:Iteration 4F (5169.524876 sec): 3 clusters Score: Raw -1290947.547626 + Penalty 1854.732721 = -1289092.814905 nChanged 984 SP:Iteration 5F (5169.593744 sec): 3 clusters Score: Raw -1291659.343518 + Penalty 1854.732721 = -1289804.610798 nChanged 1052 SP:Iteration 6F (5169.662123 sec): 3 clusters Score: Raw -1292507.072625 + Penalty 1854.732721 = -1290652.339904 nChanged 1063 SP:Iteration 7F (5169.730014 sec): 3 clusters Score: Raw -1293278.678545 + Penalty 1854.732721 = -1291423.945824 nChanged 807 SP:Iteration 8Q (5169.807350 sec): 3 clusters Score: Raw -1293671.153501 + Penalty 1854.732721 = -1291816.420780 nChanged 521 SP:Iteration 9Q (5169.867312 sec): 3 clusters Score: Raw -1293870.649335 + Penalty 1854.732721 = -1292015.916614 nChanged 377 SP:Iteration 10Q (5169.935481 sec): 3 clusters Score: Raw -1294029.176392 + Penalty 1854.732721 = -1292174.443671 nChanged 359 SP:Iteration 11Q (5170.003625 sec): 3 clusters Score: Raw -1294195.996593 + Penalty 1854.732721 = -1292341.263873 nChanged 344 SP:Iteration 12Q (5170.062736 sec): 3 clusters Score: Raw -1294375.897082 + Penalty 1854.732721 = -1292521.164361 nChanged 378 SP:Iteration 13Q (5170.131942 sec): 3 clusters Score: Raw -1294591.857443 + Penalty 1854.732721 = -1292737.124722 nChanged 394 SP:Iteration 14Q (5170.200073 sec): 3 clusters Score: Raw -1294839.850441 + Penalty 1854.732721 = -1292985.117720 nChanged 382 SP:Iteration 15Q (5170.267941 sec): 3 clusters Score: Raw -1295073.545760 + Penalty 1854.732721 = -1293218.813039 nChanged 342 SP:Iteration 16Q (5170.335872 sec): 3 clusters Score: Raw -1295259.006036 + Penalty 1854.732721 = -1293404.273315 nChanged 295 SP:Iteration 17Q (5170.404261 sec): 3 clusters Score: Raw -1295393.038383 + Penalty 1854.732721 = -1293538.305662 nChanged 244 SP:Iteration 18Q (5170.472461 sec): 3 clusters Score: Raw -1295493.757899 + Penalty 1854.732721 = -1293639.025178 nChanged 214 SP:Iteration 19Q (5170.539916 sec): 3 clusters Score: Raw -1295565.044343 + Penalty 1854.732721 = -1293710.311622 nChanged 182 SP:Iteration 20F (5170.602000 sec): 3 clusters Score: Raw -1295617.921072 + Penalty 1854.732721 = -1293763.188352 nChanged 133 SP:Iteration 21Q (5170.666597 sec): 3 clusters Score: Raw -1295646.033561 + Penalty 1854.732721 = -1293791.300840 nChanged 100 SP:Iteration 22Q (5170.736190 sec): 3 clusters Score: Raw -1295664.862757 + Penalty 1854.732721 = -1293810.130036 nChanged 95 SP:Iteration 23Q (5170.799580 sec): 3 clusters Score: Raw -1295683.328215 + Penalty 1854.732721 = -1293828.595494 nChanged 84 SP:Iteration 24Q (5170.866411 sec): 3 clusters Score: Raw -1295694.596147 + Penalty 1854.732721 = -1293839.863426 nChanged 60 SP:Iteration 25Q (5170.920669 sec): 3 clusters Score: Raw -1295701.200315 + Penalty 1854.732721 = -1293846.467594 nChanged 46 SP:Iteration 26Q (5170.979745 sec): 3 clusters Score: Raw -1295705.946972 + Penalty 1854.732721 = -1293851.214251 nChanged 47 SP:Iteration 27Q (5171.044651 sec): 3 clusters Score: Raw -1295710.646458 + Penalty 1854.732721 = -1293855.913738 nChanged 32 SP:Iteration 28Q (5171.112588 sec): 3 clusters Score: Raw -1295713.029035 + Penalty 1854.732721 = -1293858.296315 nChanged 25 SP:Iteration 29Q (5171.171139 sec): 3 clusters Score: Raw -1295715.167420 + Penalty 1854.732721 = -1293860.434700 nChanged 27 SP:Iteration 30Q (5171.244768 sec): 3 clusters Score: Raw -1295718.020334 + Penalty 1854.732721 = -1293863.287613 nChanged 32 SP:Iteration 31Q (5171.309663 sec): 3 clusters Score: Raw -1295720.393457 + Penalty 1854.732721 = -1293865.660736 nChanged 23 SP:Iteration 32Q (5171.365776 sec): 3 clusters Score: Raw -1295721.735307 + Penalty 1854.732721 = -1293867.002586 nChanged 16 SP:Iteration 33Q (5171.436812 sec): 3 clusters Score: Raw -1295723.074586 + Penalty 1854.732721 = -1293868.341865 nChanged 18 SP:Iteration 34Q (5171.504982 sec): 3 clusters Score: Raw -1295724.225282 + Penalty 1854.732721 = -1293869.492562 nChanged 13 SP:Iteration 35Q (5171.559114 sec): 3 clusters Score: Raw -1295724.868180 + Penalty 1854.732721 = -1293870.135460 nChanged 8 SP:Iteration 36Q (5171.631313 sec): 3 clusters Score: Raw -1295725.336158 + Penalty 1854.732721 = -1293870.603437 nChanged 10 SP:Iteration 37Q (5171.697352 sec): 3 clusters Score: Raw -1295726.021408 + Penalty 1854.732721 = -1293871.288687 nChanged 9 SP:Iteration 38Q (5171.757044 sec): 3 clusters Score: Raw -1295726.392969 + Penalty 1854.732721 = -1293871.660249 nChanged 4 SP:Iteration 39Q (5171.826146 sec): 3 clusters Score: Raw -1295726.573579 + Penalty 1854.732721 = -1293871.840858 nChanged 3 SP:Iteration 40F (5171.905179 sec): 3 clusters Score: Raw -1295726.681899 + Penalty 1854.732721 = -1293871.949178 nChanged 1 SP:Iteration 41Q (5171.966582 sec): 3 clusters Score: Raw -1295726.712018 + Penalty 1854.732721 = -1293871.979297 nChanged 0 SP:Iteration 42F (5172.037272 sec): 3 clusters Score: Raw -1295726.712018 + Penalty 1854.732721 = -1293871.979297 nChanged 0 Trying to split cluster 12 (54463 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5172.123685 sec): 2 clusters Score: Raw -3800438.749427 + Penalty 1036.001301 = -3799402.748126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5172.224590 sec): 3 clusters Score: Raw -3765041.538284 + Penalty 2072.002602 = -3762969.535682 nChanged 26005 SP:Iteration 1F (5172.337860 sec): 3 clusters Score: Raw -3779926.861492 + Penalty 2072.002602 = -3777854.858890 nChanged 2119 SP:Iteration 2Q (5172.464643 sec): 3 clusters Score: Raw -3780537.434846 + Penalty 2072.002602 = -3778465.432244 nChanged 2204 SP:Iteration 3Q (5172.583363 sec): 3 clusters Score: Raw -3781312.629485 + Penalty 2072.002602 = -3779240.626883 nChanged 2601 SP:Iteration 4Q (5172.704176 sec): 3 clusters Score: Raw -3782453.692229 + Penalty 2072.002602 = -3780381.689627 nChanged 2958 SP:Iteration 5F (5172.815074 sec): 3 clusters Score: Raw -3784077.737048 + Penalty 2072.002602 = -3782005.734446 nChanged 3345 SP:Iteration 6F (5172.916855 sec): 3 clusters Score: Raw -3786230.114110 + Penalty 2072.002602 = -3784158.111509 nChanged 3517 SP:Iteration 7F (5173.031014 sec): 3 clusters Score: Raw -3788753.589610 + Penalty 2072.002602 = -3786681.587008 nChanged 3297 SP:Iteration 8F (5173.150836 sec): 3 clusters Score: Raw -3791259.298685 + Penalty 2072.002602 = -3789187.296083 nChanged 2939 SP:Iteration 9F (5173.269271 sec): 3 clusters Score: Raw -3793228.369135 + Penalty 2072.002602 = -3791156.366533 nChanged 2210 SP:Iteration 10Q (5173.396278 sec): 3 clusters Score: Raw -3794425.620051 + Penalty 2072.002602 = -3792353.617449 nChanged 1610 SP:Iteration 11Q (5173.518553 sec): 3 clusters Score: Raw -3795120.169073 + Penalty 2072.002602 = -3793048.166471 nChanged 1228 SP:Iteration 12Q (5173.627322 sec): 3 clusters Score: Raw -3795630.591321 + Penalty 2072.002602 = -3793558.588720 nChanged 1126 SP:Iteration 13Q (5173.748908 sec): 3 clusters Score: Raw -3796132.388643 + Penalty 2072.002602 = -3794060.386041 nChanged 1079 SP:Iteration 14Q (5173.853870 sec): 3 clusters Score: Raw -3796643.956390 + Penalty 2072.002602 = -3794571.953788 nChanged 1077 SP:Iteration 15Q (5173.967426 sec): 3 clusters Score: Raw -3797149.785907 + Penalty 2072.002602 = -3795077.783305 nChanged 1009 SP:Iteration 16Q (5174.084103 sec): 3 clusters Score: Raw -3797638.429534 + Penalty 2072.002602 = -3795566.426933 nChanged 964 SP:Iteration 17Q (5174.191922 sec): 3 clusters Score: Raw -3798130.225346 + Penalty 2072.002602 = -3796058.222744 nChanged 911 SP:Iteration 18Q (5174.298916 sec): 3 clusters Score: Raw -3798620.032404 + Penalty 2072.002602 = -3796548.029803 nChanged 820 SP:Iteration 19Q (5174.415006 sec): 3 clusters Score: Raw -3799052.016651 + Penalty 2072.002602 = -3796980.014049 nChanged 749 SP:Iteration 20F (5174.518561 sec): 3 clusters Score: Raw -3799443.817827 + Penalty 2072.002602 = -3797371.815225 nChanged 632 SP:Iteration 21Q (5174.614713 sec): 3 clusters Score: Raw -3799782.626914 + Penalty 2072.002602 = -3797710.624313 nChanged 537 SP:Iteration 22Q (5174.712887 sec): 3 clusters Score: Raw -3800039.608240 + Penalty 2072.002602 = -3797967.605638 nChanged 457 SP:Iteration 23Q (5174.810105 sec): 3 clusters Score: Raw -3800244.768414 + Penalty 2072.002602 = -3798172.765812 nChanged 362 SP:Iteration 24Q (5174.905042 sec): 3 clusters Score: Raw -3800408.799767 + Penalty 2072.002602 = -3798336.797165 nChanged 317 SP:Iteration 25Q (5175.014206 sec): 3 clusters Score: Raw -3800532.510029 + Penalty 2072.002602 = -3798460.507427 nChanged 254 SP:Iteration 26Q (5175.117303 sec): 3 clusters Score: Raw -3800612.618456 + Penalty 2072.002602 = -3798540.615855 nChanged 210 SP:Iteration 27Q (5175.222016 sec): 3 clusters Score: Raw -3800669.417982 + Penalty 2072.002602 = -3798597.415380 nChanged 182 SP:Iteration 28Q (5175.317302 sec): 3 clusters Score: Raw -3800719.221894 + Penalty 2072.002602 = -3798647.219293 nChanged 142 SP:Iteration 29Q (5175.417296 sec): 3 clusters Score: Raw -3800751.384723 + Penalty 2072.002602 = -3798679.382121 nChanged 118 SP:Iteration 30Q (5175.512715 sec): 3 clusters Score: Raw -3800777.127721 + Penalty 2072.002602 = -3798705.125119 nChanged 91 SP:Iteration 31Q (5175.615001 sec): 3 clusters Score: Raw -3800796.296751 + Penalty 2072.002602 = -3798724.294149 nChanged 103 SP:Iteration 32Q (5175.708001 sec): 3 clusters Score: Raw -3800819.987942 + Penalty 2072.002602 = -3798747.985340 nChanged 92 SP:Iteration 33Q (5175.802741 sec): 3 clusters Score: Raw -3800836.126141 + Penalty 2072.002602 = -3798764.123539 nChanged 63 SP:Iteration 34Q (5175.903982 sec): 3 clusters Score: Raw -3800846.135011 + Penalty 2072.002602 = -3798774.132409 nChanged 50 SP:Iteration 35Q (5175.996838 sec): 3 clusters Score: Raw -3800853.451265 + Penalty 2072.002602 = -3798781.448664 nChanged 44 SP:Iteration 36Q (5176.088124 sec): 3 clusters Score: Raw -3800858.954255 + Penalty 2072.002602 = -3798786.951654 nChanged 39 SP:Iteration 37Q (5176.188461 sec): 3 clusters Score: Raw -3800865.050098 + Penalty 2072.002602 = -3798793.047496 nChanged 44 SP:Iteration 38Q (5176.285442 sec): 3 clusters Score: Raw -3800870.903603 + Penalty 2072.002602 = -3798798.901001 nChanged 28 SP:Iteration 39Q (5176.378469 sec): 3 clusters Score: Raw -3800873.964184 + Penalty 2072.002602 = -3798801.961582 nChanged 28 SP:Iteration 40F (5176.490737 sec): 3 clusters Score: Raw -3800877.028739 + Penalty 2072.002602 = -3798805.026137 nChanged 26 SP:Iteration 41Q (5176.589483 sec): 3 clusters Score: Raw -3800879.770148 + Penalty 2072.002602 = -3798807.767547 nChanged 21 SP:Iteration 42Q (5176.692365 sec): 3 clusters Score: Raw -3800881.981194 + Penalty 2072.002602 = -3798809.978593 nChanged 16 SP:Iteration 43Q (5176.796968 sec): 3 clusters Score: Raw -3800883.775713 + Penalty 2072.002602 = -3798811.773112 nChanged 18 SP:Iteration 44Q (5176.896583 sec): 3 clusters Score: Raw -3800885.756589 + Penalty 2072.002602 = -3798813.753988 nChanged 15 SP:Iteration 45Q (5176.997660 sec): 3 clusters Score: Raw -3800887.247493 + Penalty 2072.002602 = -3798815.244891 nChanged 12 SP:Iteration 46Q (5177.098510 sec): 3 clusters Score: Raw -3800888.436030 + Penalty 2072.002602 = -3798816.433429 nChanged 10 SP:Iteration 47Q (5177.205812 sec): 3 clusters Score: Raw -3800889.554026 + Penalty 2072.002602 = -3798817.551424 nChanged 14 SP:Iteration 48Q (5177.277048 sec): 3 clusters Score: Raw -3800891.072658 + Penalty 2072.002602 = -3798819.070057 nChanged 16 SP:Iteration 49Q (5177.374426 sec): 3 clusters Score: Raw -3800893.262205 + Penalty 2072.002602 = -3798821.259603 nChanged 23 SP:Iteration 50Q (5177.496203 sec): 3 clusters Score: Raw -3800896.626218 + Penalty 2072.002602 = -3798824.623617 nChanged 23 SP:Iteration 51Q (5177.604602 sec): 3 clusters Score: Raw -3800899.171068 + Penalty 2072.002602 = -3798827.168466 nChanged 16 SP:Iteration 52Q (5177.712969 sec): 3 clusters Score: Raw -3800900.738743 + Penalty 2072.002602 = -3798828.736141 nChanged 15 SP:Iteration 53Q (5177.820676 sec): 3 clusters Score: Raw -3800902.353630 + Penalty 2072.002602 = -3798830.351028 nChanged 19 SP:Iteration 54Q (5177.928576 sec): 3 clusters Score: Raw -3800904.889607 + Penalty 2072.002602 = -3798832.887005 nChanged 14 SP:Iteration 55Q (5178.022498 sec): 3 clusters Score: Raw -3800907.568492 + Penalty 2072.002602 = -3798835.565890 nChanged 20 SP:Iteration 56Q (5178.127224 sec): 3 clusters Score: Raw -3800909.831859 + Penalty 2072.002602 = -3798837.829258 nChanged 20 SP:Iteration 57Q (5178.230355 sec): 3 clusters Score: Raw -3800913.526900 + Penalty 2072.002602 = -3798841.524298 nChanged 22 SP:Iteration 58Q (5178.323038 sec): 3 clusters Score: Raw -3800916.909732 + Penalty 2072.002602 = -3798844.907131 nChanged 21 SP:Iteration 59Q (5178.423778 sec): 3 clusters Score: Raw -3800919.835619 + Penalty 2072.002602 = -3798847.833017 nChanged 22 SP:Iteration 60F (5178.541834 sec): 3 clusters Score: Raw -3800922.582562 + Penalty 2072.002602 = -3798850.579960 nChanged 15 SP:Iteration 61Q (5178.645423 sec): 3 clusters Score: Raw -3800924.143321 + Penalty 2072.002602 = -3798852.140719 nChanged 16 SP:Iteration 62Q (5178.750805 sec): 3 clusters Score: Raw -3800927.045325 + Penalty 2072.002602 = -3798855.042724 nChanged 14 SP:Iteration 63Q (5178.852774 sec): 3 clusters Score: Raw -3800929.349664 + Penalty 2072.002602 = -3798857.347062 nChanged 20 SP:Iteration 64Q (5178.953887 sec): 3 clusters Score: Raw -3800932.761984 + Penalty 2072.002602 = -3798860.759382 nChanged 18 SP:Iteration 65Q (5179.050683 sec): 3 clusters Score: Raw -3800934.905037 + Penalty 2072.002602 = -3798862.902435 nChanged 13 SP:Iteration 66Q (5179.159512 sec): 3 clusters Score: Raw -3800936.344503 + Penalty 2072.002602 = -3798864.341902 nChanged 10 SP:Iteration 67Q (5179.266175 sec): 3 clusters Score: Raw -3800937.190517 + Penalty 2072.002602 = -3798865.187915 nChanged 7 SP:Iteration 68Q (5179.364340 sec): 3 clusters Score: Raw -3800937.816705 + Penalty 2072.002602 = -3798865.814103 nChanged 5 SP:Iteration 69Q (5179.471456 sec): 3 clusters Score: Raw -3800938.257699 + Penalty 2072.002602 = -3798866.255097 nChanged 8 SP:Iteration 70Q (5179.577406 sec): 3 clusters Score: Raw -3800939.778446 + Penalty 2072.002602 = -3798867.775845 nChanged 8 SP:Iteration 71Q (5179.681688 sec): 3 clusters Score: Raw -3800941.867744 + Penalty 2072.002602 = -3798869.865142 nChanged 11 SP:Iteration 72Q (5179.787965 sec): 3 clusters Score: Raw -3800943.181902 + Penalty 2072.002602 = -3798871.179300 nChanged 9 SP:Iteration 73Q (5179.897303 sec): 3 clusters Score: Raw -3800943.667299 + Penalty 2072.002602 = -3798871.664698 nChanged 7 SP:Iteration 74Q (5180.002799 sec): 3 clusters Score: Raw -3800944.253905 + Penalty 2072.002602 = -3798872.251303 nChanged 5 SP:Iteration 75Q (5180.100462 sec): 3 clusters Score: Raw -3800944.670370 + Penalty 2072.002602 = -3798872.667769 nChanged 6 SP:Iteration 76Q (5180.202461 sec): 3 clusters Score: Raw -3800945.125664 + Penalty 2072.002602 = -3798873.123063 nChanged 6 SP:Iteration 77Q (5180.303060 sec): 3 clusters Score: Raw -3800945.631317 + Penalty 2072.002602 = -3798873.628715 nChanged 4 SP:Iteration 78Q (5180.403118 sec): 3 clusters Score: Raw -3800945.959029 + Penalty 2072.002602 = -3798873.956428 nChanged 3 SP:Iteration 79Q (5180.504081 sec): 3 clusters Score: Raw -3800946.167429 + Penalty 2072.002602 = -3798874.164827 nChanged 1 SP:Iteration 80F (5180.614849 sec): 3 clusters Score: Raw -3800946.212273 + Penalty 2072.002602 = -3798874.209671 nChanged 0 Trying to split cluster 13 (618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5180.633550 sec): 2 clusters Score: Raw -42818.443068 + Penalty 610.516403 = -42207.926665 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5180.673099 sec): 3 clusters Score: Raw -42625.440727 + Penalty 1221.032807 = -41404.407920 nChanged 197 SP:Iteration 1F (5180.724452 sec): 3 clusters Score: Raw -42806.843125 + Penalty 1221.032807 = -41585.810318 nChanged 49 SP:Iteration 2F (5180.762156 sec): 3 clusters Score: Raw -42874.264549 + Penalty 1221.032807 = -41653.231742 nChanged 39 SP:Iteration 3F (5180.805704 sec): 3 clusters Score: Raw -42948.894211 + Penalty 1221.032807 = -41727.861404 nChanged 31 SP:Iteration 4F (5180.852784 sec): 3 clusters Score: Raw -43004.726827 + Penalty 1221.032807 = -41783.694020 nChanged 26 SP:Iteration 5Q (5180.890758 sec): 3 clusters Score: Raw -43041.767260 + Penalty 1221.032807 = -41820.734453 nChanged 19 SP:Iteration 6Q (5180.937015 sec): 3 clusters Score: Raw -43067.730267 + Penalty 1221.032807 = -41846.697460 nChanged 15 SP:Iteration 7Q (5180.984716 sec): 3 clusters Score: Raw -43077.950161 + Penalty 1221.032807 = -41856.917354 nChanged 6 SP:Iteration 8Q (5181.035887 sec): 3 clusters Score: Raw -43082.748119 + Penalty 1221.032807 = -41861.715312 nChanged 4 SP:Iteration 9Q (5181.086375 sec): 3 clusters Score: Raw -43084.830494 + Penalty 1221.032807 = -41863.797687 nChanged 1 SP:Iteration 10Q (5181.136654 sec): 3 clusters Score: Raw -43085.452783 + Penalty 1221.032807 = -41864.419976 nChanged 2 SP:Iteration 11Q (5181.184943 sec): 3 clusters Score: Raw -43088.175224 + Penalty 1221.032807 = -41867.142417 nChanged 3 SP:Iteration 12Q (5181.235614 sec): 3 clusters Score: Raw -43090.957073 + Penalty 1221.032807 = -41869.924266 nChanged 0 SP:Iteration 13F (5181.289870 sec): 3 clusters Score: Raw -43090.957073 + Penalty 1221.032807 = -41869.924266 nChanged 0 Trying to split cluster 14 (6662 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5181.321097 sec): 2 clusters Score: Raw -476471.084413 + Penalty 836.396627 = -475634.687787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5181.360844 sec): 3 clusters Score: Raw -472614.497338 + Penalty 1672.793254 = -470941.704084 nChanged 2990 SP:Iteration 1F (5181.416164 sec): 3 clusters Score: Raw -474366.939999 + Penalty 1672.793254 = -472694.146746 nChanged 486 SP:Iteration 2F (5181.471929 sec): 3 clusters Score: Raw -474620.662261 + Penalty 1672.793254 = -472947.869007 nChanged 418 SP:Iteration 3F (5181.528218 sec): 3 clusters Score: Raw -474888.756836 + Penalty 1672.793254 = -473215.963583 nChanged 425 SP:Iteration 4F (5181.584530 sec): 3 clusters Score: Raw -475208.491450 + Penalty 1672.793254 = -473535.698196 nChanged 395 SP:Iteration 5F (5181.640667 sec): 3 clusters Score: Raw -475478.003517 + Penalty 1672.793254 = -473805.210263 nChanged 375 SP:Iteration 6F (5181.697688 sec): 3 clusters Score: Raw -475725.070599 + Penalty 1672.793254 = -474052.277345 nChanged 325 SP:Iteration 7Q (5181.754034 sec): 3 clusters Score: Raw -475945.607027 + Penalty 1672.793254 = -474272.813774 nChanged 250 SP:Iteration 8Q (5181.809806 sec): 3 clusters Score: Raw -476102.449278 + Penalty 1672.793254 = -474429.656024 nChanged 181 SP:Iteration 9Q (5181.875466 sec): 3 clusters Score: Raw -476185.471328 + Penalty 1672.793254 = -474512.678074 nChanged 130 SP:Iteration 10Q (5181.922040 sec): 3 clusters Score: Raw -476238.161200 + Penalty 1672.793254 = -474565.367946 nChanged 94 SP:Iteration 11Q (5181.976230 sec): 3 clusters Score: Raw -476275.867720 + Penalty 1672.793254 = -474603.074466 nChanged 81 SP:Iteration 12Q (5182.030525 sec): 3 clusters Score: Raw -476306.565285 + Penalty 1672.793254 = -474633.772031 nChanged 66 SP:Iteration 13Q (5182.086290 sec): 3 clusters Score: Raw -476332.998815 + Penalty 1672.793254 = -474660.205561 nChanged 61 SP:Iteration 14Q (5182.137930 sec): 3 clusters Score: Raw -476360.457889 + Penalty 1672.793254 = -474687.664636 nChanged 59 SP:Iteration 15Q (5182.192277 sec): 3 clusters Score: Raw -476383.739474 + Penalty 1672.793254 = -474710.946221 nChanged 58 SP:Iteration 16Q (5182.249259 sec): 3 clusters Score: Raw -476415.516675 + Penalty 1672.793254 = -474742.723422 nChanged 64 SP:Iteration 17Q (5182.305457 sec): 3 clusters Score: Raw -476469.178581 + Penalty 1672.793254 = -474796.385327 nChanged 72 SP:Iteration 18Q (5182.359443 sec): 3 clusters Score: Raw -476573.304020 + Penalty 1672.793254 = -474900.510766 nChanged 79 SP:Iteration 19Q (5182.414641 sec): 3 clusters Score: Raw -476637.372964 + Penalty 1672.793254 = -474964.579711 nChanged 71 SP:Iteration 20F (5182.470829 sec): 3 clusters Score: Raw -476668.909091 + Penalty 1672.793254 = -474996.115837 nChanged 49 SP:Iteration 21Q (5182.525958 sec): 3 clusters Score: Raw -476686.780269 + Penalty 1672.793254 = -475013.987015 nChanged 33 SP:Iteration 22Q (5182.580834 sec): 3 clusters Score: Raw -476695.760314 + Penalty 1672.793254 = -475022.967060 nChanged 25 SP:Iteration 23Q (5182.637274 sec): 3 clusters Score: Raw -476702.260513 + Penalty 1672.793254 = -475029.467260 nChanged 22 SP:Iteration 24Q (5182.692882 sec): 3 clusters Score: Raw -476706.479503 + Penalty 1672.793254 = -475033.686249 nChanged 23 SP:Iteration 25Q (5182.746849 sec): 3 clusters Score: Raw -476711.979904 + Penalty 1672.793254 = -475039.186651 nChanged 31 SP:Iteration 26Q (5182.801976 sec): 3 clusters Score: Raw -476721.179243 + Penalty 1672.793254 = -475048.385989 nChanged 26 SP:Iteration 27Q (5182.868580 sec): 3 clusters Score: Raw -476727.503580 + Penalty 1672.793254 = -475054.710327 nChanged 18 SP:Iteration 28Q (5182.913048 sec): 3 clusters Score: Raw -476730.165861 + Penalty 1672.793254 = -475057.372608 nChanged 14 SP:Iteration 29Q (5182.966543 sec): 3 clusters Score: Raw -476732.844247 + Penalty 1672.793254 = -475060.050993 nChanged 8 SP:Iteration 30Q (5183.021630 sec): 3 clusters Score: Raw -476734.120346 + Penalty 1672.793254 = -475061.327092 nChanged 9 SP:Iteration 31Q (5183.077874 sec): 3 clusters Score: Raw -476735.451349 + Penalty 1672.793254 = -475062.658095 nChanged 8 SP:Iteration 32Q (5183.132746 sec): 3 clusters Score: Raw -476736.956139 + Penalty 1672.793254 = -475064.162886 nChanged 6 SP:Iteration 33Q (5183.187839 sec): 3 clusters Score: Raw -476739.430569 + Penalty 1672.793254 = -475066.637315 nChanged 14 SP:Iteration 34Q (5183.244355 sec): 3 clusters Score: Raw -476742.888617 + Penalty 1672.793254 = -475070.095364 nChanged 5 SP:Iteration 35Q (5183.301493 sec): 3 clusters Score: Raw -476744.166599 + Penalty 1672.793254 = -475071.373345 nChanged 7 SP:Iteration 36Q (5183.356624 sec): 3 clusters Score: Raw -476745.057115 + Penalty 1672.793254 = -475072.263861 nChanged 7 SP:Iteration 37Q (5183.412173 sec): 3 clusters Score: Raw -476746.178731 + Penalty 1672.793254 = -475073.385477 nChanged 9 SP:Iteration 38Q (5183.467268 sec): 3 clusters Score: Raw -476747.296455 + Penalty 1672.793254 = -475074.503201 nChanged 4 SP:Iteration 39Q (5183.518178 sec): 3 clusters Score: Raw -476747.922566 + Penalty 1672.793254 = -475075.129312 nChanged 4 SP:Iteration 40F (5183.572263 sec): 3 clusters Score: Raw -476748.617264 + Penalty 1672.793254 = -475075.824011 nChanged 6 SP:Iteration 41Q (5183.625915 sec): 3 clusters Score: Raw -476749.238784 + Penalty 1672.793254 = -475076.445530 nChanged 4 SP:Iteration 42Q (5183.679295 sec): 3 clusters Score: Raw -476749.865123 + Penalty 1672.793254 = -475077.071869 nChanged 5 SP:Iteration 43Q (5183.731506 sec): 3 clusters Score: Raw -476750.396629 + Penalty 1672.793254 = -475077.603376 nChanged 6 SP:Iteration 44Q (5183.788997 sec): 3 clusters Score: Raw -476751.472244 + Penalty 1672.793254 = -475078.678991 nChanged 11 SP:Iteration 45Q (5183.840010 sec): 3 clusters Score: Raw -476753.825011 + Penalty 1672.793254 = -475081.031757 nChanged 12 SP:Iteration 46Q (5183.892811 sec): 3 clusters Score: Raw -476756.045674 + Penalty 1672.793254 = -475083.252420 nChanged 13 SP:Iteration 47Q (5183.943381 sec): 3 clusters Score: Raw -476758.830157 + Penalty 1672.793254 = -475086.036903 nChanged 10 SP:Iteration 48Q (5183.995782 sec): 3 clusters Score: Raw -476761.339761 + Penalty 1672.793254 = -475088.546508 nChanged 6 SP:Iteration 49Q (5184.053596 sec): 3 clusters Score: Raw -476762.357289 + Penalty 1672.793254 = -475089.564035 nChanged 8 SP:Iteration 50Q (5184.094065 sec): 3 clusters Score: Raw -476763.600348 + Penalty 1672.793254 = -475090.807094 nChanged 6 SP:Iteration 51Q (5184.154992 sec): 3 clusters Score: Raw -476764.245606 + Penalty 1672.793254 = -475091.452353 nChanged 6 SP:Iteration 52Q (5184.198850 sec): 3 clusters Score: Raw -476764.915402 + Penalty 1672.793254 = -475092.122148 nChanged 2 SP:Iteration 53Q (5184.266908 sec): 3 clusters Score: Raw -476765.026150 + Penalty 1672.793254 = -475092.232896 nChanged 1 SP:Iteration 54Q (5184.323702 sec): 3 clusters Score: Raw -476765.128589 + Penalty 1672.793254 = -475092.335336 nChanged 3 SP:Iteration 55Q (5184.370812 sec): 3 clusters Score: Raw -476765.479826 + Penalty 1672.793254 = -475092.686572 nChanged 2 SP:Iteration 56Q (5184.415815 sec): 3 clusters Score: Raw -476765.685454 + Penalty 1672.793254 = -475092.892200 nChanged 2 SP:Iteration 57Q (5184.481377 sec): 3 clusters Score: Raw -476765.793869 + Penalty 1672.793254 = -475093.000615 nChanged 1 SP:Iteration 58Q (5184.538144 sec): 3 clusters Score: Raw -476765.882102 + Penalty 1672.793254 = -475093.088849 nChanged 2 SP:Iteration 59Q (5184.592751 sec): 3 clusters Score: Raw -476766.009124 + Penalty 1672.793254 = -475093.215870 nChanged 3 SP:Iteration 60F (5184.640607 sec): 3 clusters Score: Raw -476766.561549 + Penalty 1672.793254 = -475093.768295 nChanged 4 SP:Iteration 61Q (5184.698762 sec): 3 clusters Score: Raw -476767.268716 + Penalty 1672.793254 = -475094.475462 nChanged 1 SP:Iteration 62Q (5184.753137 sec): 3 clusters Score: Raw -476767.412994 + Penalty 1672.793254 = -475094.619740 nChanged 2 SP:Iteration 63Q (5184.808863 sec): 3 clusters Score: Raw -476767.647573 + Penalty 1672.793254 = -475094.854320 nChanged 2 SP:Iteration 64Q (5184.857830 sec): 3 clusters Score: Raw -476767.972753 + Penalty 1672.793254 = -475095.179500 nChanged 4 SP:Iteration 65Q (5184.905070 sec): 3 clusters Score: Raw -476768.808117 + Penalty 1672.793254 = -475096.014863 nChanged 6 SP:Iteration 66Q (5184.954644 sec): 3 clusters Score: Raw -476769.825977 + Penalty 1672.793254 = -475097.032723 nChanged 2 SP:Iteration 67Q (5185.009131 sec): 3 clusters Score: Raw -476770.044209 + Penalty 1672.793254 = -475097.250955 nChanged 3 SP:Iteration 68Q (5185.063959 sec): 3 clusters Score: Raw -476770.585072 + Penalty 1672.793254 = -475097.791818 nChanged 3 SP:Iteration 69Q (5185.117945 sec): 3 clusters Score: Raw -476771.068101 + Penalty 1672.793254 = -475098.274848 nChanged 6 SP:Iteration 70Q (5185.167746 sec): 3 clusters Score: Raw -476772.006156 + Penalty 1672.793254 = -475099.212902 nChanged 3 SP:Iteration 71Q (5185.229258 sec): 3 clusters Score: Raw -476772.223111 + Penalty 1672.793254 = -475099.429857 nChanged 1 SP:Iteration 72Q (5185.275279 sec): 3 clusters Score: Raw -476772.320188 + Penalty 1672.793254 = -475099.526935 nChanged 0 SP:Iteration 73F (5185.318248 sec): 3 clusters Score: Raw -476772.320188 + Penalty 1672.793254 = -475099.526935 nChanged 0 Trying to split cluster 15 (6305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5185.359725 sec): 2 clusters Score: Raw -437388.985045 + Penalty 831.164334 = -436557.820711 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5185.412589 sec): 3 clusters Score: Raw -433741.079311 + Penalty 1662.328667 = -432078.750643 nChanged 2820 SP:Iteration 1F (5185.465956 sec): 3 clusters Score: Raw -435336.912752 + Penalty 1662.328667 = -433674.584085 nChanged 446 SP:Iteration 2F (5185.505535 sec): 3 clusters Score: Raw -435602.515741 + Penalty 1662.328667 = -433940.187074 nChanged 407 SP:Iteration 3F (5185.560496 sec): 3 clusters Score: Raw -435901.239377 + Penalty 1662.328667 = -434238.910709 nChanged 415 SP:Iteration 4F (5185.615789 sec): 3 clusters Score: Raw -436214.312274 + Penalty 1662.328667 = -434551.983606 nChanged 401 SP:Iteration 5F (5185.663756 sec): 3 clusters Score: Raw -436498.300817 + Penalty 1662.328667 = -434835.972150 nChanged 341 SP:Iteration 6F (5185.713746 sec): 3 clusters Score: Raw -436713.467971 + Penalty 1662.328667 = -435051.139304 nChanged 276 SP:Iteration 7Q (5185.749732 sec): 3 clusters Score: Raw -436855.035569 + Penalty 1662.328667 = -435192.706902 nChanged 195 SP:Iteration 8Q (5185.811949 sec): 3 clusters Score: Raw -436923.619133 + Penalty 1662.328667 = -435261.290466 nChanged 128 SP:Iteration 9Q (5185.867500 sec): 3 clusters Score: Raw -436963.691210 + Penalty 1662.328667 = -435301.362543 nChanged 94 SP:Iteration 10Q (5185.913070 sec): 3 clusters Score: Raw -436991.949495 + Penalty 1662.328667 = -435329.620828 nChanged 73 SP:Iteration 11Q (5185.964160 sec): 3 clusters Score: Raw -437011.558135 + Penalty 1662.328667 = -435349.229468 nChanged 67 SP:Iteration 12Q (5186.018222 sec): 3 clusters Score: Raw -437027.332632 + Penalty 1662.328667 = -435365.003965 nChanged 45 SP:Iteration 13Q (5186.058932 sec): 3 clusters Score: Raw -437035.691352 + Penalty 1662.328667 = -435373.362685 nChanged 35 SP:Iteration 14Q (5186.110961 sec): 3 clusters Score: Raw -437040.706816 + Penalty 1662.328667 = -435378.378149 nChanged 31 SP:Iteration 15Q (5186.161629 sec): 3 clusters Score: Raw -437046.961279 + Penalty 1662.328667 = -435384.632612 nChanged 39 SP:Iteration 16Q (5186.215072 sec): 3 clusters Score: Raw -437056.855300 + Penalty 1662.328667 = -435394.526632 nChanged 38 SP:Iteration 17Q (5186.264521 sec): 3 clusters Score: Raw -437064.330454 + Penalty 1662.328667 = -435402.001787 nChanged 33 SP:Iteration 18Q (5186.310503 sec): 3 clusters Score: Raw -437070.168951 + Penalty 1662.328667 = -435407.840284 nChanged 30 SP:Iteration 19Q (5186.360663 sec): 3 clusters Score: Raw -437076.076715 + Penalty 1662.328667 = -435413.748047 nChanged 37 SP:Iteration 20F (5186.423349 sec): 3 clusters Score: Raw -437082.262648 + Penalty 1662.328667 = -435419.933980 nChanged 26 SP:Iteration 21Q (5186.466579 sec): 3 clusters Score: Raw -437087.085810 + Penalty 1662.328667 = -435424.757143 nChanged 28 SP:Iteration 22Q (5186.521088 sec): 3 clusters Score: Raw -437092.632016 + Penalty 1662.328667 = -435430.303349 nChanged 32 SP:Iteration 23Q (5186.583599 sec): 3 clusters Score: Raw -437102.267018 + Penalty 1662.328667 = -435439.938351 nChanged 44 SP:Iteration 24Q (5186.597286 sec): 3 clusters Score: Raw -437116.136278 + Penalty 1662.328667 = -435453.807611 nChanged 50 SP:Iteration 25Q (5186.659891 sec): 3 clusters Score: Raw -437132.274364 + Penalty 1662.328667 = -435469.945697 nChanged 49 SP:Iteration 26Q (5186.705034 sec): 3 clusters Score: Raw -437145.839936 + Penalty 1662.328667 = -435483.511269 nChanged 54 SP:Iteration 27Q (5186.755696 sec): 3 clusters Score: Raw -437157.269490 + Penalty 1662.328667 = -435494.940823 nChanged 47 SP:Iteration 28Q (5186.810725 sec): 3 clusters Score: Raw -437167.334964 + Penalty 1662.328667 = -435505.006297 nChanged 56 SP:Iteration 29Q (5186.867404 sec): 3 clusters Score: Raw -437181.588218 + Penalty 1662.328667 = -435519.259550 nChanged 48 SP:Iteration 30Q (5186.917249 sec): 3 clusters Score: Raw -437195.186237 + Penalty 1662.328667 = -435532.857570 nChanged 49 SP:Iteration 31Q (5186.959509 sec): 3 clusters Score: Raw -437204.682075 + Penalty 1662.328667 = -435542.353408 nChanged 34 SP:Iteration 32Q (5187.010340 sec): 3 clusters Score: Raw -437211.284447 + Penalty 1662.328667 = -435548.955780 nChanged 36 SP:Iteration 33Q (5187.055247 sec): 3 clusters Score: Raw -437217.620362 + Penalty 1662.328667 = -435555.291695 nChanged 32 SP:Iteration 34Q (5187.113249 sec): 3 clusters Score: Raw -437223.359866 + Penalty 1662.328667 = -435561.031199 nChanged 31 SP:Iteration 35Q (5187.159997 sec): 3 clusters Score: Raw -437229.589192 + Penalty 1662.328667 = -435567.260525 nChanged 29 SP:Iteration 36Q (5187.224625 sec): 3 clusters Score: Raw -437236.218282 + Penalty 1662.328667 = -435573.889615 nChanged 27 SP:Iteration 37Q (5187.264464 sec): 3 clusters Score: Raw -437241.203327 + Penalty 1662.328667 = -435578.874659 nChanged 32 SP:Iteration 38Q (5187.320045 sec): 3 clusters Score: Raw -437246.667922 + Penalty 1662.328667 = -435584.339255 nChanged 24 SP:Iteration 39Q (5187.369002 sec): 3 clusters Score: Raw -437250.573605 + Penalty 1662.328667 = -435588.244937 nChanged 28 SP:Iteration 40F (5187.421998 sec): 3 clusters Score: Raw -437255.611963 + Penalty 1662.328667 = -435593.283296 nChanged 24 SP:Iteration 41Q (5187.477578 sec): 3 clusters Score: Raw -437261.132160 + Penalty 1662.328667 = -435598.803493 nChanged 28 SP:Iteration 42Q (5187.530384 sec): 3 clusters Score: Raw -437265.039154 + Penalty 1662.328667 = -435602.710487 nChanged 14 SP:Iteration 43Q (5187.584835 sec): 3 clusters Score: Raw -437266.529104 + Penalty 1662.328667 = -435604.200437 nChanged 5 SP:Iteration 44Q (5187.630713 sec): 3 clusters Score: Raw -437267.197958 + Penalty 1662.328667 = -435604.869291 nChanged 7 SP:Iteration 45Q (5187.687858 sec): 3 clusters Score: Raw -437267.990715 + Penalty 1662.328667 = -435605.662048 nChanged 11 SP:Iteration 46Q (5187.744397 sec): 3 clusters Score: Raw -437269.122317 + Penalty 1662.328667 = -435606.793650 nChanged 7 SP:Iteration 47Q (5187.799645 sec): 3 clusters Score: Raw -437270.211172 + Penalty 1662.328667 = -435607.882505 nChanged 9 SP:Iteration 48Q (5187.855028 sec): 3 clusters Score: Raw -437271.372161 + Penalty 1662.328667 = -435609.043494 nChanged 8 SP:Iteration 49Q (5187.904499 sec): 3 clusters Score: Raw -437272.053759 + Penalty 1662.328667 = -435609.725092 nChanged 7 SP:Iteration 50Q (5187.959586 sec): 3 clusters Score: Raw -437273.052400 + Penalty 1662.328667 = -435610.723733 nChanged 10 SP:Iteration 51Q (5188.014448 sec): 3 clusters Score: Raw -437274.728413 + Penalty 1662.328667 = -435612.399746 nChanged 17 SP:Iteration 52Q (5188.064435 sec): 3 clusters Score: Raw -437277.407272 + Penalty 1662.328667 = -435615.078605 nChanged 17 SP:Iteration 53Q (5188.119955 sec): 3 clusters Score: Raw -437280.396703 + Penalty 1662.328667 = -435618.068036 nChanged 13 SP:Iteration 54Q (5188.176391 sec): 3 clusters Score: Raw -437282.097092 + Penalty 1662.328667 = -435619.768425 nChanged 10 SP:Iteration 55Q (5188.227517 sec): 3 clusters Score: Raw -437282.811138 + Penalty 1662.328667 = -435620.482471 nChanged 3 SP:Iteration 56Q (5188.285347 sec): 3 clusters Score: Raw -437282.920443 + Penalty 1662.328667 = -435620.591776 nChanged 2 SP:Iteration 57Q (5188.338572 sec): 3 clusters Score: Raw -437283.018704 + Penalty 1662.328667 = -435620.690037 nChanged 2 SP:Iteration 58Q (5188.370840 sec): 3 clusters Score: Raw -437283.258815 + Penalty 1662.328667 = -435620.930148 nChanged 1 SP:Iteration 59Q (5188.426705 sec): 3 clusters Score: Raw -437283.327050 + Penalty 1662.328667 = -435620.998383 nChanged 0 SP:Iteration 60F (5188.482232 sec): 3 clusters Score: Raw -437283.327050 + Penalty 1662.328667 = -435620.998383 nChanged 0 Trying to split cluster 16 (21061 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5188.526730 sec): 2 clusters Score: Raw -1566802.569158 + Penalty 945.741935 = -1565856.827223 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5188.600558 sec): 3 clusters Score: Raw -1553637.287128 + Penalty 1891.483871 = -1551745.803257 nChanged 9794 SP:Iteration 1F (5188.664627 sec): 3 clusters Score: Raw -1559303.525539 + Penalty 1891.483871 = -1557412.041668 nChanged 1032 SP:Iteration 2Q (5188.739430 sec): 3 clusters Score: Raw -1559673.235029 + Penalty 1891.483871 = -1557781.751158 nChanged 1007 SP:Iteration 3Q (5188.813871 sec): 3 clusters Score: Raw -1560086.314357 + Penalty 1891.483871 = -1558194.830486 nChanged 1022 SP:Iteration 4Q (5188.888375 sec): 3 clusters Score: Raw -1560553.458856 + Penalty 1891.483871 = -1558661.974985 nChanged 1081 SP:Iteration 5F (5188.960398 sec): 3 clusters Score: Raw -1561153.871666 + Penalty 1891.483871 = -1559262.387795 nChanged 1180 SP:Iteration 6F (5189.034601 sec): 3 clusters Score: Raw -1561900.547081 + Penalty 1891.483871 = -1560009.063210 nChanged 1215 SP:Iteration 7F (5189.105118 sec): 3 clusters Score: Raw -1562723.603383 + Penalty 1891.483871 = -1560832.119512 nChanged 1108 SP:Iteration 8F (5189.177046 sec): 3 clusters Score: Raw -1563547.881612 + Penalty 1891.483871 = -1561656.397742 nChanged 958 SP:Iteration 9Q (5189.241526 sec): 3 clusters Score: Raw -1564257.491272 + Penalty 1891.483871 = -1562366.007401 nChanged 804 SP:Iteration 10Q (5189.306308 sec): 3 clusters Score: Raw -1564836.037007 + Penalty 1891.483871 = -1562944.553136 nChanged 591 SP:Iteration 11Q (5189.370237 sec): 3 clusters Score: Raw -1565217.167474 + Penalty 1891.483871 = -1563325.683603 nChanged 474 SP:Iteration 12Q (5189.442819 sec): 3 clusters Score: Raw -1565488.813160 + Penalty 1891.483871 = -1563597.329289 nChanged 345 SP:Iteration 13Q (5189.513802 sec): 3 clusters Score: Raw -1565666.261386 + Penalty 1891.483871 = -1563774.777515 nChanged 315 SP:Iteration 14Q (5189.589651 sec): 3 clusters Score: Raw -1565819.777057 + Penalty 1891.483871 = -1563928.293186 nChanged 279 SP:Iteration 15Q (5189.652514 sec): 3 clusters Score: Raw -1565942.042318 + Penalty 1891.483871 = -1564050.558447 nChanged 245 SP:Iteration 16Q (5189.711744 sec): 3 clusters Score: Raw -1566050.053240 + Penalty 1891.483871 = -1564158.569369 nChanged 254 SP:Iteration 17Q (5189.781850 sec): 3 clusters Score: Raw -1566167.861680 + Penalty 1891.483871 = -1564276.377809 nChanged 223 SP:Iteration 18Q (5189.853944 sec): 3 clusters Score: Raw -1566267.399216 + Penalty 1891.483871 = -1564375.915345 nChanged 204 SP:Iteration 19Q (5189.915173 sec): 3 clusters Score: Raw -1566365.915269 + Penalty 1891.483871 = -1564474.431399 nChanged 199 SP:Iteration 20F (5189.987993 sec): 3 clusters Score: Raw -1566457.772793 + Penalty 1891.483871 = -1564566.288922 nChanged 156 SP:Iteration 21Q (5190.049542 sec): 3 clusters Score: Raw -1566532.114807 + Penalty 1891.483871 = -1564640.630936 nChanged 137 SP:Iteration 22Q (5190.123581 sec): 3 clusters Score: Raw -1566594.117769 + Penalty 1891.483871 = -1564702.633898 nChanged 124 SP:Iteration 23Q (5190.184312 sec): 3 clusters Score: Raw -1566644.637551 + Penalty 1891.483871 = -1564753.153680 nChanged 117 SP:Iteration 24Q (5190.241689 sec): 3 clusters Score: Raw -1566695.717829 + Penalty 1891.483871 = -1564804.233959 nChanged 94 SP:Iteration 25Q (5190.317021 sec): 3 clusters Score: Raw -1566733.950708 + Penalty 1891.483871 = -1564842.466838 nChanged 73 SP:Iteration 26Q (5190.388473 sec): 3 clusters Score: Raw -1566764.386851 + Penalty 1891.483871 = -1564872.902980 nChanged 56 SP:Iteration 27Q (5190.446557 sec): 3 clusters Score: Raw -1566789.446884 + Penalty 1891.483871 = -1564897.963013 nChanged 61 SP:Iteration 28Q (5190.525441 sec): 3 clusters Score: Raw -1566816.485374 + Penalty 1891.483871 = -1564925.001503 nChanged 64 SP:Iteration 29Q (5190.592942 sec): 3 clusters Score: Raw -1566846.600890 + Penalty 1891.483871 = -1564955.117019 nChanged 55 SP:Iteration 30Q (5190.663373 sec): 3 clusters Score: Raw -1566868.342296 + Penalty 1891.483871 = -1564976.858425 nChanged 44 SP:Iteration 31Q (5190.726468 sec): 3 clusters Score: Raw -1566883.632702 + Penalty 1891.483871 = -1564992.148831 nChanged 33 SP:Iteration 32Q (5190.795202 sec): 3 clusters Score: Raw -1566897.063191 + Penalty 1891.483871 = -1565005.579320 nChanged 33 SP:Iteration 33Q (5190.869166 sec): 3 clusters Score: Raw -1566911.948771 + Penalty 1891.483871 = -1565020.464900 nChanged 34 SP:Iteration 34Q (5190.938075 sec): 3 clusters Score: Raw -1566927.462282 + Penalty 1891.483871 = -1565035.978411 nChanged 26 SP:Iteration 35Q (5191.004271 sec): 3 clusters Score: Raw -1566941.229684 + Penalty 1891.483871 = -1565049.745813 nChanged 26 SP:Iteration 36Q (5191.080103 sec): 3 clusters Score: Raw -1566955.399462 + Penalty 1891.483871 = -1565063.915591 nChanged 18 SP:Iteration 37Q (5191.147533 sec): 3 clusters Score: Raw -1566964.840389 + Penalty 1891.483871 = -1565073.356518 nChanged 19 SP:Iteration 38Q (5191.219553 sec): 3 clusters Score: Raw -1566974.590464 + Penalty 1891.483871 = -1565083.106593 nChanged 12 SP:Iteration 39Q (5191.275853 sec): 3 clusters Score: Raw -1566980.475965 + Penalty 1891.483871 = -1565088.992094 nChanged 9 SP:Iteration 40F (5191.351430 sec): 3 clusters Score: Raw -1566983.668238 + Penalty 1891.483871 = -1565092.184368 nChanged 7 SP:Iteration 41Q (5191.417092 sec): 3 clusters Score: Raw -1566986.048960 + Penalty 1891.483871 = -1565094.565089 nChanged 6 SP:Iteration 42Q (5191.487252 sec): 3 clusters Score: Raw -1566987.811205 + Penalty 1891.483871 = -1565096.327334 nChanged 8 SP:Iteration 43Q (5191.556859 sec): 3 clusters Score: Raw -1566993.683521 + Penalty 1891.483871 = -1565102.199651 nChanged 12 SP:Iteration 44Q (5191.626962 sec): 3 clusters Score: Raw -1567002.412423 + Penalty 1891.483871 = -1565110.928552 nChanged 8 SP:Iteration 45Q (5191.696733 sec): 3 clusters Score: Raw -1567006.808702 + Penalty 1891.483871 = -1565115.324831 nChanged 3 SP:Iteration 46Q (5191.763775 sec): 3 clusters Score: Raw -1567008.697207 + Penalty 1891.483871 = -1565117.213336 nChanged 6 SP:Iteration 47Q (5191.833815 sec): 3 clusters Score: Raw -1567010.566124 + Penalty 1891.483871 = -1565119.082253 nChanged 4 SP:Iteration 48Q (5191.897466 sec): 3 clusters Score: Raw -1567013.046881 + Penalty 1891.483871 = -1565121.563010 nChanged 6 SP:Iteration 49Q (5191.961193 sec): 3 clusters Score: Raw -1567015.400363 + Penalty 1891.483871 = -1565123.916492 nChanged 4 SP:Iteration 50Q (5192.038237 sec): 3 clusters Score: Raw -1567016.631223 + Penalty 1891.483871 = -1565125.147352 nChanged 3 SP:Iteration 51Q (5192.102516 sec): 3 clusters Score: Raw -1567017.828652 + Penalty 1891.483871 = -1565126.344781 nChanged 0 SP:Iteration 52F (5192.176944 sec): 3 clusters Score: Raw -1567017.828652 + Penalty 1891.483871 = -1565126.344781 nChanged 0 Trying to split cluster 17 (18553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5192.220514 sec): 2 clusters Score: Raw -1382401.408663 + Penalty 933.696744 = -1381467.711919 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5192.292380 sec): 3 clusters Score: Raw -1370885.253165 + Penalty 1867.393488 = -1369017.859677 nChanged 8587 SP:Iteration 1F (5192.363011 sec): 3 clusters Score: Raw -1375755.939124 + Penalty 1867.393488 = -1373888.545636 nChanged 937 SP:Iteration 2F (5192.434462 sec): 3 clusters Score: Raw -1376115.983336 + Penalty 1867.393488 = -1374248.589848 nChanged 912 SP:Iteration 3Q (5192.493209 sec): 3 clusters Score: Raw -1376500.617785 + Penalty 1867.393488 = -1374633.224297 nChanged 943 SP:Iteration 4F (5192.564723 sec): 3 clusters Score: Raw -1376983.132915 + Penalty 1867.393488 = -1375115.739427 nChanged 1026 SP:Iteration 5F (5192.636990 sec): 3 clusters Score: Raw -1377613.464548 + Penalty 1867.393488 = -1375746.071060 nChanged 1109 SP:Iteration 6F (5192.708324 sec): 3 clusters Score: Raw -1378476.901969 + Penalty 1867.393488 = -1376609.508481 nChanged 1155 SP:Iteration 7F (5192.779835 sec): 3 clusters Score: Raw -1379459.178891 + Penalty 1867.393488 = -1377591.785403 nChanged 979 SP:Iteration 8F (5192.850896 sec): 3 clusters Score: Raw -1380107.336935 + Penalty 1867.393488 = -1378239.943447 nChanged 690 SP:Iteration 9Q (5192.915682 sec): 3 clusters Score: Raw -1380414.181225 + Penalty 1867.393488 = -1378546.787737 nChanged 391 SP:Iteration 10Q (5192.976800 sec): 3 clusters Score: Raw -1380556.601616 + Penalty 1867.393488 = -1378689.208128 nChanged 318 SP:Iteration 11Q (5193.040063 sec): 3 clusters Score: Raw -1380683.108308 + Penalty 1867.393488 = -1378815.714820 nChanged 290 SP:Iteration 12Q (5193.106295 sec): 3 clusters Score: Raw -1380792.190126 + Penalty 1867.393488 = -1378924.796638 nChanged 270 SP:Iteration 13Q (5193.173615 sec): 3 clusters Score: Raw -1380886.163106 + Penalty 1867.393488 = -1379018.769618 nChanged 239 SP:Iteration 14Q (5193.243046 sec): 3 clusters Score: Raw -1380969.957098 + Penalty 1867.393488 = -1379102.563610 nChanged 256 SP:Iteration 15Q (5193.303960 sec): 3 clusters Score: Raw -1381066.734245 + Penalty 1867.393488 = -1379199.340756 nChanged 238 SP:Iteration 16Q (5193.368464 sec): 3 clusters Score: Raw -1381153.790302 + Penalty 1867.393488 = -1379286.396814 nChanged 237 SP:Iteration 17Q (5193.444877 sec): 3 clusters Score: Raw -1381244.140574 + Penalty 1867.393488 = -1379376.747086 nChanged 231 SP:Iteration 18Q (5193.513828 sec): 3 clusters Score: Raw -1381329.205318 + Penalty 1867.393488 = -1379461.811830 nChanged 201 SP:Iteration 19Q (5193.565263 sec): 3 clusters Score: Raw -1381397.658439 + Penalty 1867.393488 = -1379530.264951 nChanged 195 SP:Iteration 20F (5193.643488 sec): 3 clusters Score: Raw -1381474.756032 + Penalty 1867.393488 = -1379607.362544 nChanged 189 SP:Iteration 21Q (5193.705938 sec): 3 clusters Score: Raw -1381544.578255 + Penalty 1867.393488 = -1379677.184767 nChanged 187 SP:Iteration 22Q (5193.783577 sec): 3 clusters Score: Raw -1381610.362010 + Penalty 1867.393488 = -1379742.968522 nChanged 175 SP:Iteration 23Q (5193.838899 sec): 3 clusters Score: Raw -1381681.422386 + Penalty 1867.393488 = -1379814.028898 nChanged 182 SP:Iteration 24Q (5193.914389 sec): 3 clusters Score: Raw -1381750.166029 + Penalty 1867.393488 = -1379882.772541 nChanged 177 SP:Iteration 25Q (5193.969238 sec): 3 clusters Score: Raw -1381816.629639 + Penalty 1867.393488 = -1379949.236151 nChanged 162 SP:Iteration 26Q (5194.039987 sec): 3 clusters Score: Raw -1381874.250479 + Penalty 1867.393488 = -1380006.856991 nChanged 144 SP:Iteration 27Q (5194.112930 sec): 3 clusters Score: Raw -1381919.326017 + Penalty 1867.393488 = -1380051.932529 nChanged 111 SP:Iteration 28Q (5194.182723 sec): 3 clusters Score: Raw -1381952.688078 + Penalty 1867.393488 = -1380085.294590 nChanged 101 SP:Iteration 29Q (5194.250616 sec): 3 clusters Score: Raw -1381983.709764 + Penalty 1867.393488 = -1380116.316276 nChanged 104 SP:Iteration 30Q (5194.316823 sec): 3 clusters Score: Raw -1382015.751203 + Penalty 1867.393488 = -1380148.357714 nChanged 91 SP:Iteration 31Q (5194.381618 sec): 3 clusters Score: Raw -1382043.759146 + Penalty 1867.393488 = -1380176.365657 nChanged 77 SP:Iteration 32Q (5194.428409 sec): 3 clusters Score: Raw -1382065.851123 + Penalty 1867.393488 = -1380198.457635 nChanged 77 SP:Iteration 33Q (5194.491274 sec): 3 clusters Score: Raw -1382087.931390 + Penalty 1867.393488 = -1380220.537902 nChanged 70 SP:Iteration 34Q (5194.553673 sec): 3 clusters Score: Raw -1382106.284326 + Penalty 1867.393488 = -1380238.890838 nChanged 64 SP:Iteration 35Q (5194.613323 sec): 3 clusters Score: Raw -1382123.542051 + Penalty 1867.393488 = -1380256.148562 nChanged 55 SP:Iteration 36Q (5194.673955 sec): 3 clusters Score: Raw -1382137.645885 + Penalty 1867.393488 = -1380270.252397 nChanged 57 SP:Iteration 37Q (5194.738094 sec): 3 clusters Score: Raw -1382156.555876 + Penalty 1867.393488 = -1380289.162388 nChanged 54 SP:Iteration 38Q (5194.805114 sec): 3 clusters Score: Raw -1382172.429112 + Penalty 1867.393488 = -1380305.035623 nChanged 52 SP:Iteration 39Q (5194.875658 sec): 3 clusters Score: Raw -1382186.803441 + Penalty 1867.393488 = -1380319.409953 nChanged 46 SP:Iteration 40F (5194.937756 sec): 3 clusters Score: Raw -1382200.509089 + Penalty 1867.393488 = -1380333.115601 nChanged 35 SP:Iteration 41Q (5195.004643 sec): 3 clusters Score: Raw -1382211.085602 + Penalty 1867.393488 = -1380343.692114 nChanged 38 SP:Iteration 42Q (5195.068231 sec): 3 clusters Score: Raw -1382224.438565 + Penalty 1867.393488 = -1380357.045076 nChanged 39 SP:Iteration 43Q (5195.131875 sec): 3 clusters Score: Raw -1382235.893932 + Penalty 1867.393488 = -1380368.500444 nChanged 41 SP:Iteration 44Q (5195.198364 sec): 3 clusters Score: Raw -1382247.900221 + Penalty 1867.393488 = -1380380.506733 nChanged 31 SP:Iteration 45Q (5195.256239 sec): 3 clusters Score: Raw -1382255.651412 + Penalty 1867.393488 = -1380388.257924 nChanged 30 SP:Iteration 46Q (5195.315753 sec): 3 clusters Score: Raw -1382264.270433 + Penalty 1867.393488 = -1380396.876945 nChanged 38 SP:Iteration 47Q (5195.374281 sec): 3 clusters Score: Raw -1382279.000168 + Penalty 1867.393488 = -1380411.606680 nChanged 39 SP:Iteration 48Q (5195.446717 sec): 3 clusters Score: Raw -1382294.214432 + Penalty 1867.393488 = -1380426.820944 nChanged 37 SP:Iteration 49Q (5195.517816 sec): 3 clusters Score: Raw -1382309.426432 + Penalty 1867.393488 = -1380442.032944 nChanged 39 SP:Iteration 50Q (5195.562867 sec): 3 clusters Score: Raw -1382325.841326 + Penalty 1867.393488 = -1380458.447838 nChanged 42 SP:Iteration 51Q (5195.622792 sec): 3 clusters Score: Raw -1382348.899216 + Penalty 1867.393488 = -1380481.505727 nChanged 48 SP:Iteration 52Q (5195.688708 sec): 3 clusters Score: Raw -1382374.371236 + Penalty 1867.393488 = -1380506.977748 nChanged 40 SP:Iteration 53Q (5195.754881 sec): 3 clusters Score: Raw -1382395.442222 + Penalty 1867.393488 = -1380528.048734 nChanged 41 SP:Iteration 54Q (5195.818765 sec): 3 clusters Score: Raw -1382420.914396 + Penalty 1867.393488 = -1380553.520908 nChanged 34 SP:Iteration 55Q (5195.881564 sec): 3 clusters Score: Raw -1382442.963172 + Penalty 1867.393488 = -1380575.569683 nChanged 25 SP:Iteration 56Q (5195.936751 sec): 3 clusters Score: Raw -1382456.843009 + Penalty 1867.393488 = -1380589.449521 nChanged 27 SP:Iteration 57Q (5196.002288 sec): 3 clusters Score: Raw -1382472.384422 + Penalty 1867.393488 = -1380604.990933 nChanged 23 SP:Iteration 58Q (5196.066697 sec): 3 clusters Score: Raw -1382485.570944 + Penalty 1867.393488 = -1380618.177455 nChanged 26 SP:Iteration 59Q (5196.132520 sec): 3 clusters Score: Raw -1382506.179384 + Penalty 1867.393488 = -1380638.785895 nChanged 32 SP:Iteration 60F (5196.196576 sec): 3 clusters Score: Raw -1382525.734062 + Penalty 1867.393488 = -1380658.340573 nChanged 28 SP:Iteration 61Q (5196.256011 sec): 3 clusters Score: Raw -1382538.466604 + Penalty 1867.393488 = -1380671.073116 nChanged 25 SP:Iteration 62Q (5196.296587 sec): 3 clusters Score: Raw -1382547.244688 + Penalty 1867.393488 = -1380679.851200 nChanged 26 SP:Iteration 63Q (5196.363891 sec): 3 clusters Score: Raw -1382558.463809 + Penalty 1867.393488 = -1380691.070321 nChanged 17 SP:Iteration 64Q (5196.430137 sec): 3 clusters Score: Raw -1382562.739499 + Penalty 1867.393488 = -1380695.346011 nChanged 10 SP:Iteration 65Q (5196.490659 sec): 3 clusters Score: Raw -1382567.196164 + Penalty 1867.393488 = -1380699.802675 nChanged 11 SP:Iteration 66Q (5196.556677 sec): 3 clusters Score: Raw -1382572.420620 + Penalty 1867.393488 = -1380705.027132 nChanged 11 SP:Iteration 67Q (5196.623004 sec): 3 clusters Score: Raw -1382575.251292 + Penalty 1867.393488 = -1380707.857804 nChanged 11 SP:Iteration 68Q (5196.696885 sec): 3 clusters Score: Raw -1382578.352485 + Penalty 1867.393488 = -1380710.958997 nChanged 7 SP:Iteration 69Q (5196.754405 sec): 3 clusters Score: Raw -1382579.890285 + Penalty 1867.393488 = -1380712.496796 nChanged 3 SP:Iteration 70Q (5196.816510 sec): 3 clusters Score: Raw -1382580.659391 + Penalty 1867.393488 = -1380713.265903 nChanged 3 SP:Iteration 71Q (5196.873428 sec): 3 clusters Score: Raw -1382581.297742 + Penalty 1867.393488 = -1380713.904253 nChanged 0 SP:Iteration 72F (5196.935156 sec): 3 clusters Score: Raw -1382581.297742 + Penalty 1867.393488 = -1380713.904253 nChanged 0 Trying to split cluster 18 (3551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5196.972462 sec): 2 clusters Score: Raw -265416.358090 + Penalty 776.623531 = -264639.734560 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5197.014221 sec): 3 clusters Score: Raw -263550.171120 + Penalty 1553.247061 = -261996.924058 nChanged 1442 SP:Iteration 1F (5197.066098 sec): 3 clusters Score: Raw -264301.119669 + Penalty 1553.247061 = -262747.872608 nChanged 255 SP:Iteration 2F (5197.117989 sec): 3 clusters Score: Raw -264436.454396 + Penalty 1553.247061 = -262883.207335 nChanged 178 SP:Iteration 3F (5197.171448 sec): 3 clusters Score: Raw -264513.537883 + Penalty 1553.247061 = -262960.290822 nChanged 133 SP:Iteration 4Q (5197.217889 sec): 3 clusters Score: Raw -264560.770025 + Penalty 1553.247061 = -263007.522964 nChanged 106 SP:Iteration 5Q (5197.268056 sec): 3 clusters Score: Raw -264600.247753 + Penalty 1553.247061 = -263047.000692 nChanged 83 SP:Iteration 6Q (5197.313790 sec): 3 clusters Score: Raw -264627.305946 + Penalty 1553.247061 = -263074.058885 nChanged 72 SP:Iteration 7Q (5197.366869 sec): 3 clusters Score: Raw -264650.855950 + Penalty 1553.247061 = -263097.608889 nChanged 69 SP:Iteration 8Q (5197.407320 sec): 3 clusters Score: Raw -264671.799054 + Penalty 1553.247061 = -263118.551992 nChanged 61 SP:Iteration 9Q (5197.462318 sec): 3 clusters Score: Raw -264689.666433 + Penalty 1553.247061 = -263136.419372 nChanged 57 SP:Iteration 10Q (5197.507505 sec): 3 clusters Score: Raw -264707.720764 + Penalty 1553.247061 = -263154.473703 nChanged 51 SP:Iteration 11Q (5197.550793 sec): 3 clusters Score: Raw -264726.735251 + Penalty 1553.247061 = -263173.488190 nChanged 64 SP:Iteration 12Q (5197.598911 sec): 3 clusters Score: Raw -264745.660940 + Penalty 1553.247061 = -263192.413878 nChanged 57 SP:Iteration 13Q (5197.656356 sec): 3 clusters Score: Raw -264762.559280 + Penalty 1553.247061 = -263209.312219 nChanged 67 SP:Iteration 14Q (5197.707885 sec): 3 clusters Score: Raw -264783.743423 + Penalty 1553.247061 = -263230.496362 nChanged 60 SP:Iteration 15Q (5197.755912 sec): 3 clusters Score: Raw -264805.515236 + Penalty 1553.247061 = -263252.268175 nChanged 57 SP:Iteration 16Q (5197.808347 sec): 3 clusters Score: Raw -264826.529982 + Penalty 1553.247061 = -263273.282920 nChanged 64 SP:Iteration 17Q (5197.857671 sec): 3 clusters Score: Raw -264851.781650 + Penalty 1553.247061 = -263298.534589 nChanged 51 SP:Iteration 18Q (5197.911624 sec): 3 clusters Score: Raw -264872.054915 + Penalty 1553.247061 = -263318.807854 nChanged 55 SP:Iteration 19Q (5197.959966 sec): 3 clusters Score: Raw -264890.483518 + Penalty 1553.247061 = -263337.236456 nChanged 48 SP:Iteration 20F (5198.003375 sec): 3 clusters Score: Raw -264908.283046 + Penalty 1553.247061 = -263355.035984 nChanged 55 SP:Iteration 21Q (5198.058414 sec): 3 clusters Score: Raw -264930.139223 + Penalty 1553.247061 = -263376.892162 nChanged 48 SP:Iteration 22Q (5198.104943 sec): 3 clusters Score: Raw -264948.611667 + Penalty 1553.247061 = -263395.364606 nChanged 43 SP:Iteration 23Q (5198.159328 sec): 3 clusters Score: Raw -264961.626478 + Penalty 1553.247061 = -263408.379417 nChanged 43 SP:Iteration 24Q (5198.203746 sec): 3 clusters Score: Raw -264978.807307 + Penalty 1553.247061 = -263425.560246 nChanged 46 SP:Iteration 25Q (5198.254676 sec): 3 clusters Score: Raw -264995.083000 + Penalty 1553.247061 = -263441.835939 nChanged 47 SP:Iteration 26Q (5198.292644 sec): 3 clusters Score: Raw -265014.531800 + Penalty 1553.247061 = -263461.284739 nChanged 47 SP:Iteration 27Q (5198.338951 sec): 3 clusters Score: Raw -265031.822735 + Penalty 1553.247061 = -263478.575674 nChanged 47 SP:Iteration 28Q (5198.385535 sec): 3 clusters Score: Raw -265052.455325 + Penalty 1553.247061 = -263499.208264 nChanged 48 SP:Iteration 29Q (5198.432530 sec): 3 clusters Score: Raw -265071.731366 + Penalty 1553.247061 = -263518.484305 nChanged 44 SP:Iteration 30Q (5198.479359 sec): 3 clusters Score: Raw -265087.104711 + Penalty 1553.247061 = -263533.857650 nChanged 38 SP:Iteration 31Q (5198.525225 sec): 3 clusters Score: Raw -265101.113294 + Penalty 1553.247061 = -263547.866233 nChanged 40 SP:Iteration 32Q (5198.575415 sec): 3 clusters Score: Raw -265118.046188 + Penalty 1553.247061 = -263564.799127 nChanged 34 SP:Iteration 33Q (5198.613406 sec): 3 clusters Score: Raw -265132.304133 + Penalty 1553.247061 = -263579.057072 nChanged 34 SP:Iteration 34Q (5198.669928 sec): 3 clusters Score: Raw -265144.334481 + Penalty 1553.247061 = -263591.087420 nChanged 32 SP:Iteration 35Q (5198.719177 sec): 3 clusters Score: Raw -265161.409599 + Penalty 1553.247061 = -263608.162538 nChanged 42 SP:Iteration 36Q (5198.760126 sec): 3 clusters Score: Raw -265180.764383 + Penalty 1553.247061 = -263627.517321 nChanged 35 SP:Iteration 37Q (5198.816840 sec): 3 clusters Score: Raw -265200.460063 + Penalty 1553.247061 = -263647.213002 nChanged 38 SP:Iteration 38Q (5198.869378 sec): 3 clusters Score: Raw -265222.812775 + Penalty 1553.247061 = -263669.565713 nChanged 40 SP:Iteration 39Q (5198.917063 sec): 3 clusters Score: Raw -265245.852769 + Penalty 1553.247061 = -263692.605708 nChanged 38 SP:Iteration 40F (5198.968688 sec): 3 clusters Score: Raw -265268.169470 + Penalty 1553.247061 = -263714.922409 nChanged 33 SP:Iteration 41Q (5199.008578 sec): 3 clusters Score: Raw -265289.522751 + Penalty 1553.247061 = -263736.275690 nChanged 31 SP:Iteration 42Q (5199.062177 sec): 3 clusters Score: Raw -265304.664101 + Penalty 1553.247061 = -263751.417040 nChanged 27 SP:Iteration 43Q (5199.105946 sec): 3 clusters Score: Raw -265315.547283 + Penalty 1553.247061 = -263762.300222 nChanged 20 SP:Iteration 44Q (5199.142288 sec): 3 clusters Score: Raw -265324.181135 + Penalty 1553.247061 = -263770.934073 nChanged 28 SP:Iteration 45Q (5199.194067 sec): 3 clusters Score: Raw -265337.400468 + Penalty 1553.247061 = -263784.153407 nChanged 26 SP:Iteration 46Q (5199.245703 sec): 3 clusters Score: Raw -265351.857358 + Penalty 1553.247061 = -263798.610297 nChanged 25 SP:Iteration 47Q (5199.297849 sec): 3 clusters Score: Raw -265362.657493 + Penalty 1553.247061 = -263809.410432 nChanged 16 SP:Iteration 48Q (5199.346722 sec): 3 clusters Score: Raw -265367.338526 + Penalty 1553.247061 = -263814.091465 nChanged 10 SP:Iteration 49Q (5199.394853 sec): 3 clusters Score: Raw -265370.686729 + Penalty 1553.247061 = -263817.439668 nChanged 8 SP:Iteration 50Q (5199.455131 sec): 3 clusters Score: Raw -265373.753285 + Penalty 1553.247061 = -263820.506224 nChanged 11 SP:Iteration 51Q (5199.493423 sec): 3 clusters Score: Raw -265377.663028 + Penalty 1553.247061 = -263824.415967 nChanged 13 SP:Iteration 52Q (5199.539142 sec): 3 clusters Score: Raw -265382.697785 + Penalty 1553.247061 = -263829.450724 nChanged 13 SP:Iteration 53Q (5199.597190 sec): 3 clusters Score: Raw -265389.213171 + Penalty 1553.247061 = -263835.966109 nChanged 14 SP:Iteration 54Q (5199.638366 sec): 3 clusters Score: Raw -265395.096069 + Penalty 1553.247061 = -263841.849008 nChanged 14 SP:Iteration 55Q (5199.689847 sec): 3 clusters Score: Raw -265399.917233 + Penalty 1553.247061 = -263846.670172 nChanged 9 SP:Iteration 56Q (5199.740601 sec): 3 clusters Score: Raw -265403.478963 + Penalty 1553.247061 = -263850.231902 nChanged 11 SP:Iteration 57Q (5199.791283 sec): 3 clusters Score: Raw -265407.026775 + Penalty 1553.247061 = -263853.779714 nChanged 7 SP:Iteration 58Q (5199.839332 sec): 3 clusters Score: Raw -265409.774804 + Penalty 1553.247061 = -263856.527742 nChanged 11 SP:Iteration 59Q (5199.890183 sec): 3 clusters Score: Raw -265414.443498 + Penalty 1553.247061 = -263861.196437 nChanged 10 SP:Iteration 60F (5199.940077 sec): 3 clusters Score: Raw -265417.692858 + Penalty 1553.247061 = -263864.445797 nChanged 6 SP:Iteration 61Q (5199.989813 sec): 3 clusters Score: Raw -265419.825221 + Penalty 1553.247061 = -263866.578160 nChanged 5 SP:Iteration 62Q (5200.048172 sec): 3 clusters Score: Raw -265421.722167 + Penalty 1553.247061 = -263868.475105 nChanged 8 SP:Iteration 63Q (5200.084242 sec): 3 clusters Score: Raw -265424.382421 + Penalty 1553.247061 = -263871.135360 nChanged 7 SP:Iteration 64Q (5200.143534 sec): 3 clusters Score: Raw -265426.555880 + Penalty 1553.247061 = -263873.308819 nChanged 6 SP:Iteration 65Q (5200.189731 sec): 3 clusters Score: Raw -265427.607485 + Penalty 1553.247061 = -263874.360424 nChanged 3 SP:Iteration 66Q (5200.228038 sec): 3 clusters Score: Raw -265428.841782 + Penalty 1553.247061 = -263875.594720 nChanged 1 SP:Iteration 67Q (5200.275709 sec): 3 clusters Score: Raw -265429.242356 + Penalty 1553.247061 = -263875.995295 nChanged 1 SP:Iteration 68Q (5200.326262 sec): 3 clusters Score: Raw -265429.348043 + Penalty 1553.247061 = -263876.100982 nChanged 0 SP:Iteration 69F (5200.375980 sec): 3 clusters Score: Raw -265429.348043 + Penalty 1553.247061 = -263876.100982 nChanged 0 Trying to split cluster 19 (21711 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5200.433816 sec): 2 clusters Score: Raw -1648229.315706 + Penalty 948.629561 = -1647280.686145 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5200.509821 sec): 3 clusters Score: Raw -1634609.783693 + Penalty 1897.259121 = -1632712.524572 nChanged 10175 SP:Iteration 1F (5200.584317 sec): 3 clusters Score: Raw -1640303.289438 + Penalty 1897.259121 = -1638406.030316 nChanged 1021 SP:Iteration 2Q (5200.662048 sec): 3 clusters Score: Raw -1640718.234986 + Penalty 1897.259121 = -1638820.975864 nChanged 1096 SP:Iteration 3F (5200.729244 sec): 3 clusters Score: Raw -1641207.154593 + Penalty 1897.259121 = -1639309.895472 nChanged 1142 SP:Iteration 4F (5200.796205 sec): 3 clusters Score: Raw -1641746.402564 + Penalty 1897.259121 = -1639849.143442 nChanged 1214 SP:Iteration 5F (5200.868122 sec): 3 clusters Score: Raw -1642373.291581 + Penalty 1897.259121 = -1640476.032460 nChanged 1284 SP:Iteration 6F (5200.944265 sec): 3 clusters Score: Raw -1643168.524197 + Penalty 1897.259121 = -1641271.265075 nChanged 1366 SP:Iteration 7F (5201.004788 sec): 3 clusters Score: Raw -1644164.863324 + Penalty 1897.259121 = -1642267.604203 nChanged 1353 SP:Iteration 8F (5201.077068 sec): 3 clusters Score: Raw -1645115.425447 + Penalty 1897.259121 = -1643218.166326 nChanged 1086 SP:Iteration 9F (5201.153688 sec): 3 clusters Score: Raw -1645723.224567 + Penalty 1897.259121 = -1643825.965445 nChanged 807 SP:Iteration 10Q (5201.222935 sec): 3 clusters Score: Raw -1646031.650295 + Penalty 1897.259121 = -1644134.391174 nChanged 494 SP:Iteration 11Q (5201.305751 sec): 3 clusters Score: Raw -1646181.174635 + Penalty 1897.259121 = -1644283.915514 nChanged 344 SP:Iteration 12Q (5201.365801 sec): 3 clusters Score: Raw -1646269.643554 + Penalty 1897.259121 = -1644372.384433 nChanged 285 SP:Iteration 13Q (5201.440808 sec): 3 clusters Score: Raw -1646330.316158 + Penalty 1897.259121 = -1644433.057037 nChanged 233 SP:Iteration 14Q (5201.517500 sec): 3 clusters Score: Raw -1646385.409882 + Penalty 1897.259121 = -1644488.150760 nChanged 232 SP:Iteration 15Q (5201.584821 sec): 3 clusters Score: Raw -1646444.600695 + Penalty 1897.259121 = -1644547.341574 nChanged 268 SP:Iteration 16Q (5201.637933 sec): 3 clusters Score: Raw -1646512.007980 + Penalty 1897.259121 = -1644614.748859 nChanged 268 SP:Iteration 17Q (5201.714105 sec): 3 clusters Score: Raw -1646581.078299 + Penalty 1897.259121 = -1644683.819178 nChanged 266 SP:Iteration 18Q (5201.772691 sec): 3 clusters Score: Raw -1646653.866821 + Penalty 1897.259121 = -1644756.607700 nChanged 268 SP:Iteration 19Q (5201.845928 sec): 3 clusters Score: Raw -1646720.931326 + Penalty 1897.259121 = -1644823.672204 nChanged 249 SP:Iteration 20F (5201.910265 sec): 3 clusters Score: Raw -1646786.058841 + Penalty 1897.259121 = -1644888.799720 nChanged 268 SP:Iteration 21Q (5201.983446 sec): 3 clusters Score: Raw -1646861.297610 + Penalty 1897.259121 = -1644964.038488 nChanged 276 SP:Iteration 22Q (5202.057982 sec): 3 clusters Score: Raw -1646952.178788 + Penalty 1897.259121 = -1645054.919666 nChanged 325 SP:Iteration 23Q (5202.132333 sec): 3 clusters Score: Raw -1647062.981024 + Penalty 1897.259121 = -1645165.721903 nChanged 315 SP:Iteration 24Q (5202.210712 sec): 3 clusters Score: Raw -1647176.182044 + Penalty 1897.259121 = -1645278.922922 nChanged 317 SP:Iteration 25Q (5202.265370 sec): 3 clusters Score: Raw -1647290.410399 + Penalty 1897.259121 = -1645393.151277 nChanged 321 SP:Iteration 26Q (5202.327844 sec): 3 clusters Score: Raw -1647405.881822 + Penalty 1897.259121 = -1645508.622701 nChanged 294 SP:Iteration 27Q (5202.390207 sec): 3 clusters Score: Raw -1647514.774883 + Penalty 1897.259121 = -1645617.515762 nChanged 287 SP:Iteration 28Q (5202.452077 sec): 3 clusters Score: Raw -1647611.832436 + Penalty 1897.259121 = -1645714.573315 nChanged 269 SP:Iteration 29Q (5202.513950 sec): 3 clusters Score: Raw -1647695.711269 + Penalty 1897.259121 = -1645798.452147 nChanged 247 SP:Iteration 30Q (5202.577857 sec): 3 clusters Score: Raw -1647771.396471 + Penalty 1897.259121 = -1645874.137350 nChanged 222 SP:Iteration 31Q (5202.639173 sec): 3 clusters Score: Raw -1647834.584827 + Penalty 1897.259121 = -1645937.325705 nChanged 208 SP:Iteration 32Q (5202.710220 sec): 3 clusters Score: Raw -1647890.739478 + Penalty 1897.259121 = -1645993.480356 nChanged 174 SP:Iteration 33Q (5202.781251 sec): 3 clusters Score: Raw -1647935.558818 + Penalty 1897.259121 = -1646038.299696 nChanged 156 SP:Iteration 34Q (5202.859599 sec): 3 clusters Score: Raw -1647968.706787 + Penalty 1897.259121 = -1646071.447666 nChanged 129 SP:Iteration 35Q (5202.920142 sec): 3 clusters Score: Raw -1647992.574725 + Penalty 1897.259121 = -1646095.315603 nChanged 123 SP:Iteration 36Q (5202.981701 sec): 3 clusters Score: Raw -1648015.937461 + Penalty 1897.259121 = -1646118.678340 nChanged 110 SP:Iteration 37Q (5203.052876 sec): 3 clusters Score: Raw -1648034.852917 + Penalty 1897.259121 = -1646137.593795 nChanged 100 SP:Iteration 38Q (5203.122739 sec): 3 clusters Score: Raw -1648054.571176 + Penalty 1897.259121 = -1646157.312055 nChanged 111 SP:Iteration 39Q (5203.194983 sec): 3 clusters Score: Raw -1648078.186735 + Penalty 1897.259121 = -1646180.927614 nChanged 125 SP:Iteration 40F (5203.265660 sec): 3 clusters Score: Raw -1648101.678474 + Penalty 1897.259121 = -1646204.419352 nChanged 117 SP:Iteration 41Q (5203.326212 sec): 3 clusters Score: Raw -1648124.092217 + Penalty 1897.259121 = -1646226.833095 nChanged 115 SP:Iteration 42Q (5203.388742 sec): 3 clusters Score: Raw -1648148.535686 + Penalty 1897.259121 = -1646251.276564 nChanged 118 SP:Iteration 43Q (5203.460490 sec): 3 clusters Score: Raw -1648172.955816 + Penalty 1897.259121 = -1646275.696694 nChanged 111 SP:Iteration 44Q (5203.532539 sec): 3 clusters Score: Raw -1648193.969182 + Penalty 1897.259121 = -1646296.710060 nChanged 105 SP:Iteration 45Q (5203.597026 sec): 3 clusters Score: Raw -1648214.061429 + Penalty 1897.259121 = -1646316.802307 nChanged 98 SP:Iteration 46Q (5203.669049 sec): 3 clusters Score: Raw -1648232.557873 + Penalty 1897.259121 = -1646335.298751 nChanged 91 SP:Iteration 47Q (5203.747992 sec): 3 clusters Score: Raw -1648249.166057 + Penalty 1897.259121 = -1646351.906935 nChanged 79 SP:Iteration 48Q (5203.803370 sec): 3 clusters Score: Raw -1648262.044220 + Penalty 1897.259121 = -1646364.785099 nChanged 75 SP:Iteration 49Q (5203.870995 sec): 3 clusters Score: Raw -1648273.557832 + Penalty 1897.259121 = -1646376.298711 nChanged 75 SP:Iteration 50Q (5203.946174 sec): 3 clusters Score: Raw -1648285.192921 + Penalty 1897.259121 = -1646387.933800 nChanged 64 SP:Iteration 51Q (5204.008724 sec): 3 clusters Score: Raw -1648295.130491 + Penalty 1897.259121 = -1646397.871369 nChanged 65 SP:Iteration 52Q (5204.079613 sec): 3 clusters Score: Raw -1648306.200099 + Penalty 1897.259121 = -1646408.940978 nChanged 73 SP:Iteration 53Q (5204.148323 sec): 3 clusters Score: Raw -1648320.592126 + Penalty 1897.259121 = -1646423.333005 nChanged 69 SP:Iteration 54Q (5204.225832 sec): 3 clusters Score: Raw -1648334.760113 + Penalty 1897.259121 = -1646437.500991 nChanged 77 SP:Iteration 55Q (5204.298977 sec): 3 clusters Score: Raw -1648349.808126 + Penalty 1897.259121 = -1646452.549004 nChanged 68 SP:Iteration 56Q (5204.355920 sec): 3 clusters Score: Raw -1648363.604613 + Penalty 1897.259121 = -1646466.345491 nChanged 68 SP:Iteration 57Q (5204.422016 sec): 3 clusters Score: Raw -1648378.980056 + Penalty 1897.259121 = -1646481.720934 nChanged 56 SP:Iteration 58Q (5204.491578 sec): 3 clusters Score: Raw -1648389.313322 + Penalty 1897.259121 = -1646492.054201 nChanged 41 SP:Iteration 59Q (5204.562635 sec): 3 clusters Score: Raw -1648395.893233 + Penalty 1897.259121 = -1646498.634112 nChanged 39 SP:Iteration 60F (5204.645798 sec): 3 clusters Score: Raw -1648401.244198 + Penalty 1897.259121 = -1646503.985077 nChanged 29 SP:Iteration 61Q (5204.715596 sec): 3 clusters Score: Raw -1648404.379895 + Penalty 1897.259121 = -1646507.120774 nChanged 29 SP:Iteration 62Q (5204.775173 sec): 3 clusters Score: Raw -1648408.674184 + Penalty 1897.259121 = -1646511.415062 nChanged 35 SP:Iteration 63Q (5204.844455 sec): 3 clusters Score: Raw -1648414.024337 + Penalty 1897.259121 = -1646516.765216 nChanged 44 SP:Iteration 64Q (5204.925470 sec): 3 clusters Score: Raw -1648420.980404 + Penalty 1897.259121 = -1646523.721282 nChanged 48 SP:Iteration 65Q (5204.988960 sec): 3 clusters Score: Raw -1648429.327547 + Penalty 1897.259121 = -1646532.068426 nChanged 41 SP:Iteration 66Q (5205.060212 sec): 3 clusters Score: Raw -1648436.162120 + Penalty 1897.259121 = -1646538.902998 nChanged 42 SP:Iteration 67Q (5205.133319 sec): 3 clusters Score: Raw -1648442.886068 + Penalty 1897.259121 = -1646545.626947 nChanged 41 SP:Iteration 68Q (5205.207197 sec): 3 clusters Score: Raw -1648449.561052 + Penalty 1897.259121 = -1646552.301931 nChanged 34 SP:Iteration 69Q (5205.274453 sec): 3 clusters Score: Raw -1648454.642211 + Penalty 1897.259121 = -1646557.383090 nChanged 34 SP:Iteration 70Q (5205.347270 sec): 3 clusters Score: Raw -1648459.599395 + Penalty 1897.259121 = -1646562.340273 nChanged 29 SP:Iteration 71Q (5205.418821 sec): 3 clusters Score: Raw -1648463.615082 + Penalty 1897.259121 = -1646566.355960 nChanged 27 SP:Iteration 72Q (5205.491667 sec): 3 clusters Score: Raw -1648467.847983 + Penalty 1897.259121 = -1646570.588862 nChanged 24 SP:Iteration 73Q (5205.563664 sec): 3 clusters Score: Raw -1648471.099843 + Penalty 1897.259121 = -1646573.840722 nChanged 29 SP:Iteration 74Q (5205.622353 sec): 3 clusters Score: Raw -1648475.517172 + Penalty 1897.259121 = -1646578.258051 nChanged 26 SP:Iteration 75Q (5205.693908 sec): 3 clusters Score: Raw -1648478.849117 + Penalty 1897.259121 = -1646581.589996 nChanged 21 SP:Iteration 76Q (5205.774486 sec): 3 clusters Score: Raw -1648482.186808 + Penalty 1897.259121 = -1646584.927686 nChanged 16 SP:Iteration 77Q (5205.835903 sec): 3 clusters Score: Raw -1648484.409435 + Penalty 1897.259121 = -1646587.150314 nChanged 17 SP:Iteration 78Q (5205.914634 sec): 3 clusters Score: Raw -1648486.255249 + Penalty 1897.259121 = -1646588.996128 nChanged 19 SP:Iteration 79Q (5205.987004 sec): 3 clusters Score: Raw -1648488.588840 + Penalty 1897.259121 = -1646591.329719 nChanged 21 SP:Iteration 80F (5206.060338 sec): 3 clusters Score: Raw -1648491.155203 + Penalty 1897.259121 = -1646593.896081 nChanged 21 SP:Iteration 81Q (5206.131291 sec): 3 clusters Score: Raw -1648495.285920 + Penalty 1897.259121 = -1646598.026799 nChanged 23 SP:Iteration 82Q (5206.202717 sec): 3 clusters Score: Raw -1648498.873693 + Penalty 1897.259121 = -1646601.614572 nChanged 22 SP:Iteration 83Q (5206.262023 sec): 3 clusters Score: Raw -1648501.541144 + Penalty 1897.259121 = -1646604.282023 nChanged 21 SP:Iteration 84Q (5206.316620 sec): 3 clusters Score: Raw -1648503.890728 + Penalty 1897.259121 = -1646606.631607 nChanged 14 SP:Iteration 85Q (5206.380726 sec): 3 clusters Score: Raw -1648505.461761 + Penalty 1897.259121 = -1646608.202640 nChanged 16 SP:Iteration 86Q (5206.456426 sec): 3 clusters Score: Raw -1648507.633699 + Penalty 1897.259121 = -1646610.374578 nChanged 14 SP:Iteration 87Q (5206.520400 sec): 3 clusters Score: Raw -1648509.296889 + Penalty 1897.259121 = -1646612.037768 nChanged 13 SP:Iteration 88Q (5206.592130 sec): 3 clusters Score: Raw -1648510.635354 + Penalty 1897.259121 = -1646613.376233 nChanged 11 SP:Iteration 89Q (5206.661756 sec): 3 clusters Score: Raw -1648511.980634 + Penalty 1897.259121 = -1646614.721513 nChanged 9 SP:Iteration 90Q (5206.744939 sec): 3 clusters Score: Raw -1648512.941243 + Penalty 1897.259121 = -1646615.682121 nChanged 8 SP:Iteration 91Q (5206.817349 sec): 3 clusters Score: Raw -1648513.732704 + Penalty 1897.259121 = -1646616.473583 nChanged 9 SP:Iteration 92Q (5206.889677 sec): 3 clusters Score: Raw -1648514.611662 + Penalty 1897.259121 = -1646617.352540 nChanged 8 SP:Iteration 93Q (5206.961968 sec): 3 clusters Score: Raw -1648515.654213 + Penalty 1897.259121 = -1646618.395091 nChanged 7 SP:Iteration 94Q (5207.033857 sec): 3 clusters Score: Raw -1648516.243800 + Penalty 1897.259121 = -1646618.984678 nChanged 6 SP:Iteration 95Q (5207.103675 sec): 3 clusters Score: Raw -1648516.844759 + Penalty 1897.259121 = -1646619.585638 nChanged 4 SP:Iteration 96Q (5207.177537 sec): 3 clusters Score: Raw -1648517.203111 + Penalty 1897.259121 = -1646619.943989 nChanged 4 SP:Iteration 97Q (5207.240846 sec): 3 clusters Score: Raw -1648517.572882 + Penalty 1897.259121 = -1646620.313761 nChanged 4 SP:Iteration 98Q (5207.306951 sec): 3 clusters Score: Raw -1648518.011859 + Penalty 1897.259121 = -1646620.752737 nChanged 5 SP:Iteration 99Q (5207.383835 sec): 3 clusters Score: Raw -1648519.155698 + Penalty 1897.259121 = -1646621.896577 nChanged 7 SP:Iteration 100F (5207.439413 sec): 3 clusters Score: Raw -1648520.293550 + Penalty 1897.259121 = -1646623.034428 nChanged 3 SP:Iteration 101Q (5207.509800 sec): 3 clusters Score: Raw -1648520.517747 + Penalty 1897.259121 = -1646623.258625 nChanged 1 SP:Iteration 102Q (5207.586439 sec): 3 clusters Score: Raw -1648520.556104 + Penalty 1897.259121 = -1646623.296983 nChanged 0 SP:Iteration 103F (5207.652520 sec): 3 clusters Score: Raw -1648520.556104 + Penalty 1897.259121 = -1646623.296983 nChanged 0 Trying to split cluster 20 (38796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5207.723613 sec): 2 clusters Score: Raw -2940048.719892 + Penalty 1003.776881 = -2939044.943011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5207.819313 sec): 3 clusters Score: Raw -2915048.643796 + Penalty 2007.553761 = -2913041.090035 nChanged 18615 SP:Iteration 1F (5207.909644 sec): 3 clusters Score: Raw -2926027.640277 + Penalty 2007.553761 = -2924020.086515 nChanged 1827 SP:Iteration 2Q (5208.014671 sec): 3 clusters Score: Raw -2926823.365488 + Penalty 2007.553761 = -2924815.811727 nChanged 1978 SP:Iteration 3F (5208.109435 sec): 3 clusters Score: Raw -2927873.851836 + Penalty 2007.553761 = -2925866.298075 nChanged 2201 SP:Iteration 4F (5208.199618 sec): 3 clusters Score: Raw -2929426.660299 + Penalty 2007.553761 = -2927419.106538 nChanged 2483 SP:Iteration 5F (5208.302269 sec): 3 clusters Score: Raw -2931422.947284 + Penalty 2007.553761 = -2929415.393523 nChanged 2453 SP:Iteration 6F (5208.385434 sec): 3 clusters Score: Raw -2933503.477730 + Penalty 2007.553761 = -2931495.923969 nChanged 2173 SP:Iteration 7F (5208.479441 sec): 3 clusters Score: Raw -2935133.007106 + Penalty 2007.553761 = -2933125.453345 nChanged 1706 SP:Iteration 8Q (5208.568681 sec): 3 clusters Score: Raw -2936258.124294 + Penalty 2007.553761 = -2934250.570533 nChanged 1355 SP:Iteration 9Q (5208.656526 sec): 3 clusters Score: Raw -2937036.690243 + Penalty 2007.553761 = -2935029.136481 nChanged 1063 SP:Iteration 10Q (5208.751509 sec): 3 clusters Score: Raw -2937589.333194 + Penalty 2007.553761 = -2935581.779433 nChanged 912 SP:Iteration 11Q (5208.835566 sec): 3 clusters Score: Raw -2938047.841000 + Penalty 2007.553761 = -2936040.287239 nChanged 817 SP:Iteration 12Q (5208.936230 sec): 3 clusters Score: Raw -2938463.661067 + Penalty 2007.553761 = -2936456.107306 nChanged 709 SP:Iteration 13Q (5209.026533 sec): 3 clusters Score: Raw -2938851.315754 + Penalty 2007.553761 = -2936843.761992 nChanged 629 SP:Iteration 14Q (5209.111908 sec): 3 clusters Score: Raw -2939187.833452 + Penalty 2007.553761 = -2937180.279691 nChanged 505 SP:Iteration 15Q (5209.200337 sec): 3 clusters Score: Raw -2939451.607669 + Penalty 2007.553761 = -2937444.053907 nChanged 404 SP:Iteration 16Q (5209.289036 sec): 3 clusters Score: Raw -2939645.212128 + Penalty 2007.553761 = -2937637.658367 nChanged 327 SP:Iteration 17Q (5209.376258 sec): 3 clusters Score: Raw -2939794.284137 + Penalty 2007.553761 = -2937786.730376 nChanged 234 SP:Iteration 18Q (5209.456101 sec): 3 clusters Score: Raw -2939896.296490 + Penalty 2007.553761 = -2937888.742729 nChanged 183 SP:Iteration 19Q (5209.535087 sec): 3 clusters Score: Raw -2939976.563839 + Penalty 2007.553761 = -2937969.010078 nChanged 131 SP:Iteration 20F (5209.627308 sec): 3 clusters Score: Raw -2940024.408988 + Penalty 2007.553761 = -2938016.855227 nChanged 120 SP:Iteration 21Q (5209.712849 sec): 3 clusters Score: Raw -2940065.558192 + Penalty 2007.553761 = -2938058.004431 nChanged 85 SP:Iteration 22Q (5209.793809 sec): 3 clusters Score: Raw -2940091.732423 + Penalty 2007.553761 = -2938084.178662 nChanged 71 SP:Iteration 23Q (5209.876340 sec): 3 clusters Score: Raw -2940114.090966 + Penalty 2007.553761 = -2938106.537204 nChanged 54 SP:Iteration 24Q (5209.955086 sec): 3 clusters Score: Raw -2940135.856969 + Penalty 2007.553761 = -2938128.303208 nChanged 55 SP:Iteration 25Q (5210.038231 sec): 3 clusters Score: Raw -2940155.773880 + Penalty 2007.553761 = -2938148.220119 nChanged 46 SP:Iteration 26Q (5210.115906 sec): 3 clusters Score: Raw -2940170.703502 + Penalty 2007.553761 = -2938163.149741 nChanged 39 SP:Iteration 27Q (5210.197945 sec): 3 clusters Score: Raw -2940179.663507 + Penalty 2007.553761 = -2938172.109746 nChanged 25 SP:Iteration 28Q (5210.268112 sec): 3 clusters Score: Raw -2940187.110561 + Penalty 2007.553761 = -2938179.556799 nChanged 29 SP:Iteration 29Q (5210.364038 sec): 3 clusters Score: Raw -2940196.021788 + Penalty 2007.553761 = -2938188.468027 nChanged 22 SP:Iteration 30Q (5210.455038 sec): 3 clusters Score: Raw -2940200.867294 + Penalty 2007.553761 = -2938193.313533 nChanged 17 SP:Iteration 31Q (5210.545989 sec): 3 clusters Score: Raw -2940205.276812 + Penalty 2007.553761 = -2938197.723050 nChanged 13 SP:Iteration 32Q (5210.636875 sec): 3 clusters Score: Raw -2940210.786955 + Penalty 2007.553761 = -2938203.233194 nChanged 14 SP:Iteration 33Q (5210.723665 sec): 3 clusters Score: Raw -2940215.546990 + Penalty 2007.553761 = -2938207.993229 nChanged 13 SP:Iteration 34Q (5210.802969 sec): 3 clusters Score: Raw -2940219.312999 + Penalty 2007.553761 = -2938211.759237 nChanged 18 SP:Iteration 35Q (5210.890697 sec): 3 clusters Score: Raw -2940224.028640 + Penalty 2007.553761 = -2938216.474879 nChanged 10 SP:Iteration 36Q (5210.974679 sec): 3 clusters Score: Raw -2940227.251794 + Penalty 2007.553761 = -2938219.698032 nChanged 8 SP:Iteration 37Q (5211.063883 sec): 3 clusters Score: Raw -2940229.407432 + Penalty 2007.553761 = -2938221.853671 nChanged 3 SP:Iteration 38Q (5211.151627 sec): 3 clusters Score: Raw -2940230.341063 + Penalty 2007.553761 = -2938222.787302 nChanged 6 SP:Iteration 39Q (5211.243221 sec): 3 clusters Score: Raw -2940231.747251 + Penalty 2007.553761 = -2938224.193490 nChanged 5 SP:Iteration 40F (5211.327182 sec): 3 clusters Score: Raw -2940232.797501 + Penalty 2007.553761 = -2938225.243740 nChanged 4 SP:Iteration 41Q (5211.421532 sec): 3 clusters Score: Raw -2940233.491804 + Penalty 2007.553761 = -2938225.938043 nChanged 3 SP:Iteration 42Q (5211.511510 sec): 3 clusters Score: Raw -2940234.308642 + Penalty 2007.553761 = -2938226.754881 nChanged 5 SP:Iteration 43Q (5211.602209 sec): 3 clusters Score: Raw -2940235.677063 + Penalty 2007.553761 = -2938228.123302 nChanged 7 SP:Iteration 44Q (5211.692855 sec): 3 clusters Score: Raw -2940237.920941 + Penalty 2007.553761 = -2938230.367180 nChanged 9 SP:Iteration 45Q (5211.782478 sec): 3 clusters Score: Raw -2940240.422671 + Penalty 2007.553761 = -2938232.868910 nChanged 9 SP:Iteration 46Q (5211.874318 sec): 3 clusters Score: Raw -2940242.841858 + Penalty 2007.553761 = -2938235.288097 nChanged 8 SP:Iteration 47Q (5211.961426 sec): 3 clusters Score: Raw -2940245.249458 + Penalty 2007.553761 = -2938237.695696 nChanged 9 SP:Iteration 48Q (5212.042132 sec): 3 clusters Score: Raw -2940247.847570 + Penalty 2007.553761 = -2938240.293809 nChanged 9 SP:Iteration 49Q (5212.139037 sec): 3 clusters Score: Raw -2940250.093955 + Penalty 2007.553761 = -2938242.540194 nChanged 5 SP:Iteration 50Q (5212.230773 sec): 3 clusters Score: Raw -2940251.071399 + Penalty 2007.553761 = -2938243.517638 nChanged 3 SP:Iteration 51Q (5212.314512 sec): 3 clusters Score: Raw -2940251.759646 + Penalty 2007.553761 = -2938244.205884 nChanged 1 SP:Iteration 52Q (5212.398000 sec): 3 clusters Score: Raw -2940251.927143 + Penalty 2007.553761 = -2938244.373382 nChanged 2 SP:Iteration 53Q (5212.486351 sec): 3 clusters Score: Raw -2940252.213230 + Penalty 2007.553761 = -2938244.659468 nChanged 0 SP:Iteration 54F (5212.590936 sec): 3 clusters Score: Raw -2940252.213230 + Penalty 2007.553761 = -2938244.659468 nChanged 0 Trying to split cluster 21 (2877 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5212.618593 sec): 2 clusters Score: Raw -209123.532232 + Penalty 756.627820 = -208366.904413 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5212.655012 sec): 3 clusters Score: Raw -207585.176884 + Penalty 1513.255639 = -206071.921245 nChanged 1204 SP:Iteration 1F (5212.706518 sec): 3 clusters Score: Raw -208310.202005 + Penalty 1513.255639 = -206796.946366 nChanged 222 SP:Iteration 2F (5212.749179 sec): 3 clusters Score: Raw -208433.729976 + Penalty 1513.255639 = -206920.474337 nChanged 167 SP:Iteration 3F (5212.784249 sec): 3 clusters Score: Raw -208511.808203 + Penalty 1513.255639 = -206998.552564 nChanged 106 SP:Iteration 4Q (5212.836499 sec): 3 clusters Score: Raw -208561.004761 + Penalty 1513.255639 = -207047.749122 nChanged 87 SP:Iteration 5Q (5212.882352 sec): 3 clusters Score: Raw -208590.835781 + Penalty 1513.255639 = -207077.580142 nChanged 54 SP:Iteration 6Q (5212.926146 sec): 3 clusters Score: Raw -208607.882191 + Penalty 1513.255639 = -207094.626552 nChanged 45 SP:Iteration 7Q (5212.970093 sec): 3 clusters Score: Raw -208622.823702 + Penalty 1513.255639 = -207109.568063 nChanged 44 SP:Iteration 8Q (5213.032102 sec): 3 clusters Score: Raw -208639.940380 + Penalty 1513.255639 = -207126.684741 nChanged 46 SP:Iteration 9Q (5213.066736 sec): 3 clusters Score: Raw -208658.971783 + Penalty 1513.255639 = -207145.716143 nChanged 52 SP:Iteration 10Q (5213.112740 sec): 3 clusters Score: Raw -208678.275264 + Penalty 1513.255639 = -207165.019625 nChanged 39 SP:Iteration 11Q (5213.157488 sec): 3 clusters Score: Raw -208690.051425 + Penalty 1513.255639 = -207176.795786 nChanged 27 SP:Iteration 12Q (5213.204780 sec): 3 clusters Score: Raw -208698.089004 + Penalty 1513.255639 = -207184.833365 nChanged 34 SP:Iteration 13Q (5213.255791 sec): 3 clusters Score: Raw -208708.754326 + Penalty 1513.255639 = -207195.498687 nChanged 33 SP:Iteration 14Q (5213.296589 sec): 3 clusters Score: Raw -208720.112091 + Penalty 1513.255639 = -207206.856452 nChanged 40 SP:Iteration 15Q (5213.329307 sec): 3 clusters Score: Raw -208737.853012 + Penalty 1513.255639 = -207224.597372 nChanged 43 SP:Iteration 16Q (5213.377839 sec): 3 clusters Score: Raw -208749.894947 + Penalty 1513.255639 = -207236.639308 nChanged 28 SP:Iteration 17Q (5213.423132 sec): 3 clusters Score: Raw -208757.434186 + Penalty 1513.255639 = -207244.178546 nChanged 25 SP:Iteration 18Q (5213.471545 sec): 3 clusters Score: Raw -208765.141236 + Penalty 1513.255639 = -207251.885597 nChanged 24 SP:Iteration 19Q (5213.521202 sec): 3 clusters Score: Raw -208778.049391 + Penalty 1513.255639 = -207264.793752 nChanged 31 SP:Iteration 20F (5213.573318 sec): 3 clusters Score: Raw -208793.841196 + Penalty 1513.255639 = -207280.585557 nChanged 38 SP:Iteration 21Q (5213.620661 sec): 3 clusters Score: Raw -208814.395273 + Penalty 1513.255639 = -207301.139634 nChanged 44 SP:Iteration 22Q (5213.666785 sec): 3 clusters Score: Raw -208833.272135 + Penalty 1513.255639 = -207320.016496 nChanged 51 SP:Iteration 23Q (5213.706880 sec): 3 clusters Score: Raw -208862.270385 + Penalty 1513.255639 = -207349.014746 nChanged 60 SP:Iteration 24Q (5213.760203 sec): 3 clusters Score: Raw -208895.341827 + Penalty 1513.255639 = -207382.086188 nChanged 65 SP:Iteration 25Q (5213.809541 sec): 3 clusters Score: Raw -208927.181267 + Penalty 1513.255639 = -207413.925628 nChanged 56 SP:Iteration 26Q (5213.856562 sec): 3 clusters Score: Raw -208952.934147 + Penalty 1513.255639 = -207439.678508 nChanged 52 SP:Iteration 27Q (5213.900086 sec): 3 clusters Score: Raw -208974.563737 + Penalty 1513.255639 = -207461.308097 nChanged 39 SP:Iteration 28Q (5213.949908 sec): 3 clusters Score: Raw -208986.272098 + Penalty 1513.255639 = -207473.016459 nChanged 23 SP:Iteration 29Q (5213.990792 sec): 3 clusters Score: Raw -208994.869217 + Penalty 1513.255639 = -207481.613578 nChanged 16 SP:Iteration 30Q (5214.044273 sec): 3 clusters Score: Raw -209000.076652 + Penalty 1513.255639 = -207486.821013 nChanged 13 SP:Iteration 31Q (5214.097532 sec): 3 clusters Score: Raw -209003.654008 + Penalty 1513.255639 = -207490.398369 nChanged 19 SP:Iteration 32Q (5214.141254 sec): 3 clusters Score: Raw -209012.331609 + Penalty 1513.255639 = -207499.075970 nChanged 36 SP:Iteration 33Q (5214.191929 sec): 3 clusters Score: Raw -209025.856891 + Penalty 1513.255639 = -207512.601252 nChanged 39 SP:Iteration 34Q (5214.232569 sec): 3 clusters Score: Raw -209042.950803 + Penalty 1513.255639 = -207529.695164 nChanged 43 SP:Iteration 35Q (5214.280289 sec): 3 clusters Score: Raw -209059.610703 + Penalty 1513.255639 = -207546.355064 nChanged 36 SP:Iteration 36Q (5214.326865 sec): 3 clusters Score: Raw -209076.376886 + Penalty 1513.255639 = -207563.121247 nChanged 45 SP:Iteration 37Q (5214.377883 sec): 3 clusters Score: Raw -209102.193963 + Penalty 1513.255639 = -207588.938324 nChanged 50 SP:Iteration 38Q (5214.429464 sec): 3 clusters Score: Raw -209131.675602 + Penalty 1513.255639 = -207618.419963 nChanged 42 SP:Iteration 39Q (5214.480866 sec): 3 clusters Score: Raw -209156.564739 + Penalty 1513.255639 = -207643.309100 nChanged 34 SP:Iteration 40F (5214.533129 sec): 3 clusters Score: Raw -209171.798965 + Penalty 1513.255639 = -207658.543326 nChanged 26 SP:Iteration 41Q (5214.584135 sec): 3 clusters Score: Raw -209181.534378 + Penalty 1513.255639 = -207668.278739 nChanged 19 SP:Iteration 42Q (5214.630607 sec): 3 clusters Score: Raw -209188.492279 + Penalty 1513.255639 = -207675.236640 nChanged 19 SP:Iteration 43Q (5214.681901 sec): 3 clusters Score: Raw -209193.784423 + Penalty 1513.255639 = -207680.528784 nChanged 11 SP:Iteration 44Q (5214.733319 sec): 3 clusters Score: Raw -209196.492763 + Penalty 1513.255639 = -207683.237124 nChanged 14 SP:Iteration 45Q (5214.772509 sec): 3 clusters Score: Raw -209201.191430 + Penalty 1513.255639 = -207687.935791 nChanged 13 SP:Iteration 46Q (5214.819136 sec): 3 clusters Score: Raw -209206.797436 + Penalty 1513.255639 = -207693.541796 nChanged 18 SP:Iteration 47Q (5214.869600 sec): 3 clusters Score: Raw -209212.396697 + Penalty 1513.255639 = -207699.141058 nChanged 10 SP:Iteration 48Q (5214.921500 sec): 3 clusters Score: Raw -209215.537425 + Penalty 1513.255639 = -207702.281786 nChanged 11 SP:Iteration 49Q (5214.969934 sec): 3 clusters Score: Raw -209219.625557 + Penalty 1513.255639 = -207706.369918 nChanged 13 SP:Iteration 50Q (5215.018345 sec): 3 clusters Score: Raw -209222.692187 + Penalty 1513.255639 = -207709.436548 nChanged 11 SP:Iteration 51Q (5215.066112 sec): 3 clusters Score: Raw -209227.087844 + Penalty 1513.255639 = -207713.832205 nChanged 12 SP:Iteration 52Q (5215.106481 sec): 3 clusters Score: Raw -209230.736490 + Penalty 1513.255639 = -207717.480850 nChanged 8 SP:Iteration 53Q (5215.157639 sec): 3 clusters Score: Raw -209232.650422 + Penalty 1513.255639 = -207719.394783 nChanged 11 SP:Iteration 54Q (5215.203720 sec): 3 clusters Score: Raw -209235.972956 + Penalty 1513.255639 = -207722.717317 nChanged 10 SP:Iteration 55Q (5215.257278 sec): 3 clusters Score: Raw -209239.752257 + Penalty 1513.255639 = -207726.496618 nChanged 9 SP:Iteration 56Q (5215.298152 sec): 3 clusters Score: Raw -209242.403730 + Penalty 1513.255639 = -207729.148091 nChanged 4 SP:Iteration 57Q (5215.347385 sec): 3 clusters Score: Raw -209243.386177 + Penalty 1513.255639 = -207730.130538 nChanged 8 SP:Iteration 58Q (5215.380215 sec): 3 clusters Score: Raw -209246.139140 + Penalty 1513.255639 = -207732.883501 nChanged 5 SP:Iteration 59Q (5215.423441 sec): 3 clusters Score: Raw -209247.656133 + Penalty 1513.255639 = -207734.400493 nChanged 5 SP:Iteration 60F (5215.474454 sec): 3 clusters Score: Raw -209249.315510 + Penalty 1513.255639 = -207736.059870 nChanged 8 SP:Iteration 61Q (5215.523710 sec): 3 clusters Score: Raw -209251.206726 + Penalty 1513.255639 = -207737.951087 nChanged 3 SP:Iteration 62Q (5215.574396 sec): 3 clusters Score: Raw -209252.065068 + Penalty 1513.255639 = -207738.809429 nChanged 1 SP:Iteration 63Q (5215.620655 sec): 3 clusters Score: Raw -209252.167373 + Penalty 1513.255639 = -207738.911734 nChanged 0 SP:Iteration 64F (5215.671640 sec): 3 clusters Score: Raw -209252.167373 + Penalty 1513.255639 = -207738.911734 nChanged 0 Trying to split cluster 22 (32804 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5215.727887 sec): 2 clusters Score: Raw -2487205.444633 + Penalty 987.839045 = -2486217.605588 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5215.817993 sec): 3 clusters Score: Raw -2466266.045023 + Penalty 1975.678090 = -2464290.366932 nChanged 15429 SP:Iteration 1F (5215.903253 sec): 3 clusters Score: Raw -2475179.005283 + Penalty 1975.678090 = -2473203.327192 nChanged 1652 SP:Iteration 2F (5215.986982 sec): 3 clusters Score: Raw -2475870.829402 + Penalty 1975.678090 = -2473895.151311 nChanged 1753 SP:Iteration 3F (5216.072203 sec): 3 clusters Score: Raw -2476795.124688 + Penalty 1975.678090 = -2474819.446598 nChanged 1967 SP:Iteration 4F (5216.159663 sec): 3 clusters Score: Raw -2478072.984023 + Penalty 1975.678090 = -2476097.305933 nChanged 2188 SP:Iteration 5F (5216.245600 sec): 3 clusters Score: Raw -2479652.322077 + Penalty 1975.678090 = -2477676.643987 nChanged 2195 SP:Iteration 6F (5216.332768 sec): 3 clusters Score: Raw -2481359.823933 + Penalty 1975.678090 = -2479384.145842 nChanged 2054 SP:Iteration 7F (5216.418551 sec): 3 clusters Score: Raw -2482694.089149 + Penalty 1975.678090 = -2480718.411058 nChanged 1530 SP:Iteration 8Q (5216.504226 sec): 3 clusters Score: Raw -2483382.575841 + Penalty 1975.678090 = -2481406.897750 nChanged 956 SP:Iteration 9Q (5216.591703 sec): 3 clusters Score: Raw -2483658.445376 + Penalty 1975.678090 = -2481682.767286 nChanged 589 SP:Iteration 10Q (5216.673718 sec): 3 clusters Score: Raw -2483782.643018 + Penalty 1975.678090 = -2481806.964928 nChanged 384 SP:Iteration 11Q (5216.759777 sec): 3 clusters Score: Raw -2483858.871297 + Penalty 1975.678090 = -2481883.193207 nChanged 327 SP:Iteration 12Q (5216.844445 sec): 3 clusters Score: Raw -2483925.946844 + Penalty 1975.678090 = -2481950.268754 nChanged 310 SP:Iteration 13Q (5216.920606 sec): 3 clusters Score: Raw -2483983.241585 + Penalty 1975.678090 = -2482007.563495 nChanged 295 SP:Iteration 14Q (5217.007624 sec): 3 clusters Score: Raw -2484034.382651 + Penalty 1975.678090 = -2482058.704560 nChanged 283 SP:Iteration 15Q (5217.101275 sec): 3 clusters Score: Raw -2484085.045210 + Penalty 1975.678090 = -2482109.367119 nChanged 283 SP:Iteration 16Q (5217.177784 sec): 3 clusters Score: Raw -2484136.428506 + Penalty 1975.678090 = -2482160.750416 nChanged 293 SP:Iteration 17Q (5217.273144 sec): 3 clusters Score: Raw -2484193.397285 + Penalty 1975.678090 = -2482217.719194 nChanged 302 SP:Iteration 18Q (5217.362447 sec): 3 clusters Score: Raw -2484254.384644 + Penalty 1975.678090 = -2482278.706553 nChanged 326 SP:Iteration 19Q (5217.452154 sec): 3 clusters Score: Raw -2484320.188395 + Penalty 1975.678090 = -2482344.510305 nChanged 318 SP:Iteration 20F (5217.542016 sec): 3 clusters Score: Raw -2484388.440749 + Penalty 1975.678090 = -2482412.762659 nChanged 342 SP:Iteration 21Q (5217.631581 sec): 3 clusters Score: Raw -2484456.997631 + Penalty 1975.678090 = -2482481.319541 nChanged 331 SP:Iteration 22Q (5217.705071 sec): 3 clusters Score: Raw -2484521.998211 + Penalty 1975.678090 = -2482546.320121 nChanged 306 SP:Iteration 23Q (5217.795160 sec): 3 clusters Score: Raw -2484583.931957 + Penalty 1975.678090 = -2482608.253866 nChanged 311 SP:Iteration 24Q (5217.891526 sec): 3 clusters Score: Raw -2484651.231446 + Penalty 1975.678090 = -2482675.553356 nChanged 331 SP:Iteration 25Q (5217.978274 sec): 3 clusters Score: Raw -2484722.883244 + Penalty 1975.678090 = -2482747.205154 nChanged 340 SP:Iteration 26Q (5218.064086 sec): 3 clusters Score: Raw -2484796.056879 + Penalty 1975.678090 = -2482820.378788 nChanged 319 SP:Iteration 27Q (5218.150703 sec): 3 clusters Score: Raw -2484862.289798 + Penalty 1975.678090 = -2482886.611708 nChanged 306 SP:Iteration 28Q (5218.236649 sec): 3 clusters Score: Raw -2484929.833642 + Penalty 1975.678090 = -2482954.155551 nChanged 344 SP:Iteration 29Q (5218.320604 sec): 3 clusters Score: Raw -2485015.782379 + Penalty 1975.678090 = -2483040.104289 nChanged 352 SP:Iteration 30Q (5218.411311 sec): 3 clusters Score: Raw -2485107.002325 + Penalty 1975.678090 = -2483131.324235 nChanged 371 SP:Iteration 31Q (5218.499267 sec): 3 clusters Score: Raw -2485208.787815 + Penalty 1975.678090 = -2483233.109725 nChanged 364 SP:Iteration 32Q (5218.585053 sec): 3 clusters Score: Raw -2485313.992826 + Penalty 1975.678090 = -2483338.314735 nChanged 369 SP:Iteration 33Q (5218.657434 sec): 3 clusters Score: Raw -2485431.790599 + Penalty 1975.678090 = -2483456.112509 nChanged 376 SP:Iteration 34Q (5218.741895 sec): 3 clusters Score: Raw -2485554.944432 + Penalty 1975.678090 = -2483579.266342 nChanged 402 SP:Iteration 35Q (5218.834635 sec): 3 clusters Score: Raw -2485687.731489 + Penalty 1975.678090 = -2483712.053399 nChanged 355 SP:Iteration 36Q (5218.919071 sec): 3 clusters Score: Raw -2485801.559967 + Penalty 1975.678090 = -2483825.881877 nChanged 367 SP:Iteration 37Q (5218.993704 sec): 3 clusters Score: Raw -2485925.285758 + Penalty 1975.678090 = -2483949.607667 nChanged 401 SP:Iteration 38Q (5219.081258 sec): 3 clusters Score: Raw -2486073.501378 + Penalty 1975.678090 = -2484097.823288 nChanged 379 SP:Iteration 39Q (5219.159427 sec): 3 clusters Score: Raw -2486216.771579 + Penalty 1975.678090 = -2484241.093489 nChanged 337 SP:Iteration 40F (5219.249696 sec): 3 clusters Score: Raw -2486342.786085 + Penalty 1975.678090 = -2484367.107995 nChanged 345 SP:Iteration 41Q (5219.334834 sec): 3 clusters Score: Raw -2486483.821535 + Penalty 1975.678090 = -2484508.143445 nChanged 331 SP:Iteration 42Q (5219.417380 sec): 3 clusters Score: Raw -2486626.118719 + Penalty 1975.678090 = -2484650.440629 nChanged 283 SP:Iteration 43Q (5219.496932 sec): 3 clusters Score: Raw -2486750.690354 + Penalty 1975.678090 = -2484775.012264 nChanged 238 SP:Iteration 44Q (5219.576974 sec): 3 clusters Score: Raw -2486851.110920 + Penalty 1975.678090 = -2484875.432829 nChanged 206 SP:Iteration 45Q (5219.667892 sec): 3 clusters Score: Raw -2486938.274788 + Penalty 1975.678090 = -2484962.596697 nChanged 158 SP:Iteration 46Q (5219.753513 sec): 3 clusters Score: Raw -2487003.228222 + Penalty 1975.678090 = -2485027.550132 nChanged 140 SP:Iteration 47Q (5219.837436 sec): 3 clusters Score: Raw -2487054.221828 + Penalty 1975.678090 = -2485078.543738 nChanged 108 SP:Iteration 48Q (5219.912032 sec): 3 clusters Score: Raw -2487096.321949 + Penalty 1975.678090 = -2485120.643859 nChanged 104 SP:Iteration 49Q (5219.999339 sec): 3 clusters Score: Raw -2487137.985018 + Penalty 1975.678090 = -2485162.306927 nChanged 81 SP:Iteration 50Q (5220.093502 sec): 3 clusters Score: Raw -2487168.621786 + Penalty 1975.678090 = -2485192.943696 nChanged 76 SP:Iteration 51Q (5220.178060 sec): 3 clusters Score: Raw -2487195.670604 + Penalty 1975.678090 = -2485219.992514 nChanged 57 SP:Iteration 52Q (5220.251262 sec): 3 clusters Score: Raw -2487220.904891 + Penalty 1975.678090 = -2485245.226800 nChanged 53 SP:Iteration 53Q (5220.329081 sec): 3 clusters Score: Raw -2487243.681218 + Penalty 1975.678090 = -2485268.003128 nChanged 52 SP:Iteration 54Q (5220.374318 sec): 3 clusters Score: Raw -2487265.840125 + Penalty 1975.678090 = -2485290.162035 nChanged 31 SP:Iteration 55Q (5220.432985 sec): 3 clusters Score: Raw -2487279.332853 + Penalty 1975.678090 = -2485303.654763 nChanged 27 SP:Iteration 56Q (5220.478793 sec): 3 clusters Score: Raw -2487291.071529 + Penalty 1975.678090 = -2485315.393439 nChanged 25 SP:Iteration 57Q (5220.570034 sec): 3 clusters Score: Raw -2487302.268652 + Penalty 1975.678090 = -2485326.590562 nChanged 21 SP:Iteration 58Q (5220.654393 sec): 3 clusters Score: Raw -2487312.570750 + Penalty 1975.678090 = -2485336.892660 nChanged 28 SP:Iteration 59Q (5220.726181 sec): 3 clusters Score: Raw -2487323.912353 + Penalty 1975.678090 = -2485348.234262 nChanged 22 SP:Iteration 60F (5220.827925 sec): 3 clusters Score: Raw -2487330.715577 + Penalty 1975.678090 = -2485355.037487 nChanged 10 SP:Iteration 61Q (5220.895175 sec): 3 clusters Score: Raw -2487334.712718 + Penalty 1975.678090 = -2485359.034628 nChanged 10 SP:Iteration 62Q (5220.976165 sec): 3 clusters Score: Raw -2487337.830675 + Penalty 1975.678090 = -2485362.152585 nChanged 9 SP:Iteration 63Q (5221.054437 sec): 3 clusters Score: Raw -2487341.883477 + Penalty 1975.678090 = -2485366.205387 nChanged 13 SP:Iteration 64Q (5221.133843 sec): 3 clusters Score: Raw -2487346.209673 + Penalty 1975.678090 = -2485370.531583 nChanged 7 SP:Iteration 65Q (5221.220963 sec): 3 clusters Score: Raw -2487349.463578 + Penalty 1975.678090 = -2485373.785488 nChanged 6 SP:Iteration 66Q (5221.311620 sec): 3 clusters Score: Raw -2487351.453182 + Penalty 1975.678090 = -2485375.775092 nChanged 2 SP:Iteration 67Q (5221.383430 sec): 3 clusters Score: Raw -2487352.240688 + Penalty 1975.678090 = -2485376.562598 nChanged 5 SP:Iteration 68Q (5221.466860 sec): 3 clusters Score: Raw -2487353.979761 + Penalty 1975.678090 = -2485378.301671 nChanged 5 SP:Iteration 69Q (5221.556042 sec): 3 clusters Score: Raw -2487355.421357 + Penalty 1975.678090 = -2485379.743267 nChanged 5 SP:Iteration 70Q (5221.636184 sec): 3 clusters Score: Raw -2487356.922592 + Penalty 1975.678090 = -2485381.244502 nChanged 2 SP:Iteration 71Q (5221.712527 sec): 3 clusters Score: Raw -2487358.025563 + Penalty 1975.678090 = -2485382.347473 nChanged 3 SP:Iteration 72Q (5221.783541 sec): 3 clusters Score: Raw -2487359.176310 + Penalty 1975.678090 = -2485383.498220 nChanged 2 SP:Iteration 73Q (5221.852306 sec): 3 clusters Score: Raw -2487360.076687 + Penalty 1975.678090 = -2485384.398597 nChanged 5 SP:Iteration 74Q (5221.927324 sec): 3 clusters Score: Raw -2487361.089604 + Penalty 1975.678090 = -2485385.411514 nChanged 4 SP:Iteration 75Q (5222.011287 sec): 3 clusters Score: Raw -2487362.523355 + Penalty 1975.678090 = -2485386.845265 nChanged 9 SP:Iteration 76Q (5222.090085 sec): 3 clusters Score: Raw -2487365.319176 + Penalty 1975.678090 = -2485389.641086 nChanged 7 SP:Iteration 77Q (5222.163172 sec): 3 clusters Score: Raw -2487368.189186 + Penalty 1975.678090 = -2485392.511095 nChanged 8 SP:Iteration 78Q (5222.253253 sec): 3 clusters Score: Raw -2487370.948099 + Penalty 1975.678090 = -2485395.270009 nChanged 7 SP:Iteration 79Q (5222.329224 sec): 3 clusters Score: Raw -2487373.133551 + Penalty 1975.678090 = -2485397.455461 nChanged 5 SP:Iteration 80F (5222.412584 sec): 3 clusters Score: Raw -2487374.448617 + Penalty 1975.678090 = -2485398.770526 nChanged 4 SP:Iteration 81Q (5222.494746 sec): 3 clusters Score: Raw -2487376.105580 + Penalty 1975.678090 = -2485400.427490 nChanged 3 SP:Iteration 82Q (5222.565897 sec): 3 clusters Score: Raw -2487377.606286 + Penalty 1975.678090 = -2485401.928196 nChanged 3 SP:Iteration 83Q (5222.637518 sec): 3 clusters Score: Raw -2487378.668080 + Penalty 1975.678090 = -2485402.989990 nChanged 2 SP:Iteration 84Q (5222.715746 sec): 3 clusters Score: Raw -2487379.240247 + Penalty 1975.678090 = -2485403.562157 nChanged 1 SP:Iteration 85Q (5222.793561 sec): 3 clusters Score: Raw -2487379.548590 + Penalty 1975.678090 = -2485403.870500 nChanged 1 SP:Iteration 86Q (5222.871847 sec): 3 clusters Score: Raw -2487379.753379 + Penalty 1975.678090 = -2485404.075289 nChanged 2 SP:Iteration 87Q (5222.950371 sec): 3 clusters Score: Raw -2487380.502547 + Penalty 1975.678090 = -2485404.824456 nChanged 1 SP:Iteration 88Q (5223.023828 sec): 3 clusters Score: Raw -2487380.901510 + Penalty 1975.678090 = -2485405.223420 nChanged 1 SP:Iteration 89Q (5223.091276 sec): 3 clusters Score: Raw -2487381.160591 + Penalty 1975.678090 = -2485405.482501 nChanged 1 SP:Iteration 90Q (5223.165647 sec): 3 clusters Score: Raw -2487381.285125 + Penalty 1975.678090 = -2485405.607035 nChanged 1 SP:Iteration 91Q (5223.238828 sec): 3 clusters Score: Raw -2487381.865369 + Penalty 1975.678090 = -2485406.187278 nChanged 1 SP:Iteration 92Q (5223.318003 sec): 3 clusters Score: Raw -2487382.262405 + Penalty 1975.678090 = -2485406.584315 nChanged 2 SP:Iteration 93Q (5223.376278 sec): 3 clusters Score: Raw -2487383.047998 + Penalty 1975.678090 = -2485407.369908 nChanged 2 SP:Iteration 94Q (5223.451348 sec): 3 clusters Score: Raw -2487383.824138 + Penalty 1975.678090 = -2485408.146048 nChanged 3 SP:Iteration 95Q (5223.527518 sec): 3 clusters Score: Raw -2487384.605781 + Penalty 1975.678090 = -2485408.927691 nChanged 1 SP:Iteration 96Q (5223.607479 sec): 3 clusters Score: Raw -2487384.888196 + Penalty 1975.678090 = -2485409.210106 nChanged 0 SP:Iteration 97F (5223.677264 sec): 3 clusters Score: Raw -2487384.888196 + Penalty 1975.678090 = -2485409.210106 nChanged 0 Trying to split cluster 23 (1419 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5223.712920 sec): 2 clusters Score: Raw -97122.717192 + Penalty 689.482229 = -96433.234963 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5223.762748 sec): 3 clusters Score: Raw -96470.232406 + Penalty 1378.964459 = -95091.267947 nChanged 527 SP:Iteration 1F (5223.811987 sec): 3 clusters Score: Raw -96813.316760 + Penalty 1378.964459 = -95434.352302 nChanged 114 SP:Iteration 2F (5223.857178 sec): 3 clusters Score: Raw -96901.807629 + Penalty 1378.964459 = -95522.843170 nChanged 81 SP:Iteration 3F (5223.896947 sec): 3 clusters Score: Raw -96956.808885 + Penalty 1378.964459 = -95577.844426 nChanged 70 SP:Iteration 4Q (5223.950069 sec): 3 clusters Score: Raw -97006.092074 + Penalty 1378.964459 = -95627.127616 nChanged 65 SP:Iteration 5Q (5223.986984 sec): 3 clusters Score: Raw -97053.086980 + Penalty 1378.964459 = -95674.122521 nChanged 53 SP:Iteration 6Q (5224.030840 sec): 3 clusters Score: Raw -97098.934139 + Penalty 1378.964459 = -95719.969680 nChanged 49 SP:Iteration 7Q (5224.080771 sec): 3 clusters Score: Raw -97138.527230 + Penalty 1378.964459 = -95759.562771 nChanged 42 SP:Iteration 8Q (5224.129109 sec): 3 clusters Score: Raw -97172.639893 + Penalty 1378.964459 = -95793.675434 nChanged 32 SP:Iteration 9Q (5224.174237 sec): 3 clusters Score: Raw -97204.339747 + Penalty 1378.964459 = -95825.375288 nChanged 37 SP:Iteration 10Q (5224.198604 sec): 3 clusters Score: Raw -97225.708587 + Penalty 1378.964459 = -95846.744128 nChanged 24 SP:Iteration 11Q (5224.249870 sec): 3 clusters Score: Raw -97250.416440 + Penalty 1378.964459 = -95871.451982 nChanged 28 SP:Iteration 12Q (5224.299856 sec): 3 clusters Score: Raw -97280.756036 + Penalty 1378.964459 = -95901.791577 nChanged 31 SP:Iteration 13Q (5224.347276 sec): 3 clusters Score: Raw -97309.084802 + Penalty 1378.964459 = -95930.120344 nChanged 29 SP:Iteration 14Q (5224.386004 sec): 3 clusters Score: Raw -97331.072474 + Penalty 1378.964459 = -95952.108016 nChanged 20 SP:Iteration 15Q (5224.432871 sec): 3 clusters Score: Raw -97346.201376 + Penalty 1378.964459 = -95967.236918 nChanged 17 SP:Iteration 16Q (5224.481310 sec): 3 clusters Score: Raw -97358.934685 + Penalty 1378.964459 = -95979.970226 nChanged 7 SP:Iteration 17Q (5224.515233 sec): 3 clusters Score: Raw -97362.245155 + Penalty 1378.964459 = -95983.280697 nChanged 6 SP:Iteration 18Q (5224.548398 sec): 3 clusters Score: Raw -97364.788683 + Penalty 1378.964459 = -95985.824225 nChanged 3 SP:Iteration 19Q (5224.590192 sec): 3 clusters Score: Raw -97365.875710 + Penalty 1378.964459 = -95986.911252 nChanged 3 SP:Iteration 20F (5224.631310 sec): 3 clusters Score: Raw -97367.601360 + Penalty 1378.964459 = -95988.636902 nChanged 5 SP:Iteration 21Q (5224.677613 sec): 3 clusters Score: Raw -97369.293313 + Penalty 1378.964459 = -95990.328854 nChanged 2 SP:Iteration 22Q (5224.697714 sec): 3 clusters Score: Raw -97370.335044 + Penalty 1378.964459 = -95991.370586 nChanged 2 SP:Iteration 23Q (5224.703202 sec): 3 clusters Score: Raw -97371.099519 + Penalty 1378.964459 = -95992.135060 nChanged 3 SP:Iteration 24Q (5224.708636 sec): 3 clusters Score: Raw -97372.558125 + Penalty 1378.964459 = -95993.593667 nChanged 5 SP:Iteration 25Q (5224.714107 sec): 3 clusters Score: Raw -97374.886760 + Penalty 1378.964459 = -95995.922301 nChanged 3 SP:Iteration 26Q (5224.719596 sec): 3 clusters Score: Raw -97376.850627 + Penalty 1378.964459 = -95997.886168 nChanged 3 SP:Iteration 27Q (5224.725066 sec): 3 clusters Score: Raw -97379.243788 + Penalty 1378.964459 = -96000.279329 nChanged 3 SP:Iteration 28Q (5224.730586 sec): 3 clusters Score: Raw -97380.568921 + Penalty 1378.964459 = -96001.604462 nChanged 3 SP:Iteration 29Q (5224.736181 sec): 3 clusters Score: Raw -97381.330618 + Penalty 1378.964459 = -96002.366159 nChanged 1 SP:Iteration 30Q (5224.741625 sec): 3 clusters Score: Raw -97381.701994 + Penalty 1378.964459 = -96002.737536 nChanged 0 SP:Iteration 31F (5224.747217 sec): 3 clusters Score: Raw -97381.701994 + Penalty 1378.964459 = -96002.737536 nChanged 0 Trying to split cluster 24 (3541 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5224.777418 sec): 2 clusters Score: Raw -260213.169607 + Penalty 776.355623 = -259436.813984 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5224.835015 sec): 3 clusters Score: Raw -258309.991814 + Penalty 1552.711246 = -256757.280568 nChanged 1449 SP:Iteration 1F (5224.872772 sec): 3 clusters Score: Raw -259064.036982 + Penalty 1552.711246 = -257511.325736 nChanged 233 SP:Iteration 2F (5224.925103 sec): 3 clusters Score: Raw -259165.582673 + Penalty 1552.711246 = -257612.871427 nChanged 170 SP:Iteration 3Q (5224.969227 sec): 3 clusters Score: Raw -259242.922192 + Penalty 1552.711246 = -257690.210946 nChanged 149 SP:Iteration 4Q (5225.011390 sec): 3 clusters Score: Raw -259313.751309 + Penalty 1552.711246 = -257761.040063 nChanged 149 SP:Iteration 5Q (5225.024587 sec): 3 clusters Score: Raw -259384.447247 + Penalty 1552.711246 = -257831.736001 nChanged 141 SP:Iteration 6Q (5225.037520 sec): 3 clusters Score: Raw -259472.276162 + Penalty 1552.711246 = -257919.564916 nChanged 158 SP:Iteration 7Q (5225.050295 sec): 3 clusters Score: Raw -259603.353726 + Penalty 1552.711246 = -258050.642481 nChanged 170 SP:Iteration 8Q (5225.063115 sec): 3 clusters Score: Raw -259732.311096 + Penalty 1552.711246 = -258179.599850 nChanged 153 SP:Iteration 9Q (5225.075907 sec): 3 clusters Score: Raw -259854.304299 + Penalty 1552.711246 = -258301.593053 nChanged 146 SP:Iteration 10Q (5225.088579 sec): 3 clusters Score: Raw -259949.492479 + Penalty 1552.711246 = -258396.781233 nChanged 119 SP:Iteration 11Q (5225.101286 sec): 3 clusters Score: Raw -260014.491687 + Penalty 1552.711246 = -258461.780441 nChanged 108 SP:Iteration 12Q (5225.126262 sec): 3 clusters Score: Raw -260072.358112 + Penalty 1552.711246 = -258519.646866 nChanged 78 SP:Iteration 13Q (5225.139124 sec): 3 clusters Score: Raw -260113.536540 + Penalty 1552.711246 = -258560.825294 nChanged 70 SP:Iteration 14Q (5225.151976 sec): 3 clusters Score: Raw -260151.993404 + Penalty 1552.711246 = -258599.282158 nChanged 76 SP:Iteration 15Q (5225.164690 sec): 3 clusters Score: Raw -260205.423515 + Penalty 1552.711246 = -258652.712269 nChanged 63 SP:Iteration 16Q (5225.177091 sec): 3 clusters Score: Raw -260239.595847 + Penalty 1552.711246 = -258686.884601 nChanged 47 SP:Iteration 17Q (5225.214603 sec): 3 clusters Score: Raw -260263.847217 + Penalty 1552.711246 = -258711.135972 nChanged 46 SP:Iteration 18Q (5225.227398 sec): 3 clusters Score: Raw -260289.013461 + Penalty 1552.711246 = -258736.302216 nChanged 46 SP:Iteration 19Q (5225.239730 sec): 3 clusters Score: Raw -260312.828552 + Penalty 1552.711246 = -258760.117306 nChanged 43 SP:Iteration 20F (5225.254332 sec): 3 clusters Score: Raw -260335.966650 + Penalty 1552.711246 = -258783.255404 nChanged 43 SP:Iteration 21Q (5225.266719 sec): 3 clusters Score: Raw -260360.580041 + Penalty 1552.711246 = -258807.868795 nChanged 30 SP:Iteration 22Q (5225.279114 sec): 3 clusters Score: Raw -260376.486065 + Penalty 1552.711246 = -258823.774819 nChanged 25 SP:Iteration 23Q (5225.296669 sec): 3 clusters Score: Raw -260389.783106 + Penalty 1552.711246 = -258837.071860 nChanged 26 SP:Iteration 24Q (5225.309285 sec): 3 clusters Score: Raw -260403.665996 + Penalty 1552.711246 = -258850.954750 nChanged 30 SP:Iteration 25Q (5225.333648 sec): 3 clusters Score: Raw -260423.273256 + Penalty 1552.711246 = -258870.562010 nChanged 36 SP:Iteration 26Q (5225.387660 sec): 3 clusters Score: Raw -260449.092174 + Penalty 1552.711246 = -258896.380928 nChanged 31 SP:Iteration 27Q (5225.438858 sec): 3 clusters Score: Raw -260472.290068 + Penalty 1552.711246 = -258919.578822 nChanged 33 SP:Iteration 28Q (5225.490432 sec): 3 clusters Score: Raw -260496.156780 + Penalty 1552.711246 = -258943.445534 nChanged 20 SP:Iteration 29Q (5225.532749 sec): 3 clusters Score: Raw -260511.285862 + Penalty 1552.711246 = -258958.574616 nChanged 9 SP:Iteration 30Q (5225.586457 sec): 3 clusters Score: Raw -260517.046776 + Penalty 1552.711246 = -258964.335530 nChanged 5 SP:Iteration 31Q (5225.628268 sec): 3 clusters Score: Raw -260519.018898 + Penalty 1552.711246 = -258966.307652 nChanged 2 SP:Iteration 32Q (5225.674115 sec): 3 clusters Score: Raw -260520.315721 + Penalty 1552.711246 = -258967.604475 nChanged 1 SP:Iteration 33Q (5225.712692 sec): 3 clusters Score: Raw -260520.817270 + Penalty 1552.711246 = -258968.106024 nChanged 2 SP:Iteration 34Q (5225.759591 sec): 3 clusters Score: Raw -260521.599436 + Penalty 1552.711246 = -258968.888190 nChanged 1 SP:Iteration 35Q (5225.808979 sec): 3 clusters Score: Raw -260521.988181 + Penalty 1552.711246 = -258969.276935 nChanged 0 SP:Iteration 36F (5225.821269 sec): 3 clusters Score: Raw -260521.988181 + Penalty 1552.711246 = -258969.276935 nChanged 0 Iteration 499Q (5228.260645 sec): 25 clusters Score: Raw -25402213.917969 + Penalty 29149.392721 = -25373064.525248 nChanged 423 Iteration 500F (5232.628560 sec): 25 clusters Score: Raw -25402244.678222 + Penalty 29149.392721 = -25373095.285502 nChanged 430 Iteration 501Q (5235.105157 sec): 25 clusters Score: Raw -25402272.544299 + Penalty 29149.392721 = -25373123.151579 nChanged 416 Iteration 502Q (5237.799805 sec): 25 clusters Score: Raw -25402299.053690 + Penalty 29149.392721 = -25373149.660969 nChanged 419 Iteration 503Q (5240.375254 sec): 25 clusters Score: Raw -25402324.143993 + Penalty 29149.392721 = -25373174.751272 nChanged 397 Iteration 504Q (5242.835806 sec): 25 clusters Score: Raw -25402345.804250 + Penalty 29149.392721 = -25373196.411530 nChanged 384 Iteration 505Q (5245.450031 sec): 25 clusters Score: Raw -25402366.717098 + Penalty 29149.392721 = -25373217.324377 nChanged 374 Iteration 506Q (5247.987736 sec): 25 clusters Score: Raw -25402385.101166 + Penalty 29149.392721 = -25373235.708445 nChanged 361 Iteration 507Q (5250.426089 sec): 25 clusters Score: Raw -25402401.459244 + Penalty 29149.392721 = -25373252.066524 nChanged 311 Iteration 508Q (5252.782647 sec): 25 clusters Score: Raw -25402415.518552 + Penalty 29149.392721 = -25373266.125832 nChanged 309 Iteration 509Q (5255.454523 sec): 25 clusters Score: Raw -25402429.713894 + Penalty 29149.392721 = -25373280.321173 nChanged 306 Iteration 510Q (5257.910321 sec): 25 clusters Score: Raw -25402443.841507 + Penalty 29149.392721 = -25373294.448786 nChanged 268 Iteration 511Q (5260.267347 sec): 25 clusters Score: Raw -25402458.927249 + Penalty 29149.392721 = -25373309.534529 nChanged 261 Iteration 512Q (5262.935246 sec): 25 clusters Score: Raw -25402471.785711 + Penalty 29149.392721 = -25373322.392990 nChanged 290 Iteration 513Q (5265.458557 sec): 25 clusters Score: Raw -25402485.387750 + Penalty 29149.392721 = -25373335.995029 nChanged 251 Iteration 514Q (5267.987228 sec): 25 clusters Score: Raw -25402495.931458 + Penalty 29149.392721 = -25373346.538737 nChanged 242 Iteration 515Q (5270.645237 sec): 25 clusters Score: Raw -25402505.349261 + Penalty 29149.392721 = -25373355.956540 nChanged 247 Iteration 516Q (5273.107613 sec): 25 clusters Score: Raw -25402514.736770 + Penalty 29149.392721 = -25373365.344049 nChanged 228 Iteration 517Q (5275.590993 sec): 25 clusters Score: Raw -25402522.358903 + Penalty 29149.392721 = -25373372.966182 nChanged 190 Iteration 518Q (5278.260261 sec): 25 clusters Score: Raw -25402529.104879 + Penalty 29149.392721 = -25373379.712158 nChanged 163 Iteration 519Q (5280.770531 sec): 25 clusters Score: Raw -25402535.092893 + Penalty 29149.392721 = -25373385.700172 nChanged 133 Iteration 520F (5285.050386 sec): 25 clusters Score: Raw -25402540.201400 + Penalty 29149.392721 = -25373390.808679 nChanged 138 Iteration 521Q (5287.506891 sec): 25 clusters Score: Raw -25402545.235934 + Penalty 29149.392721 = -25373395.843213 nChanged 123 Iteration 522Q (5289.900540 sec): 25 clusters Score: Raw -25402550.695394 + Penalty 29149.392721 = -25373401.302673 nChanged 117 Iteration 523Q (5292.324344 sec): 25 clusters Score: Raw -25402555.573053 + Penalty 29149.392721 = -25373406.180332 nChanged 117 Iteration 524Q (5294.766209 sec): 25 clusters Score: Raw -25402560.578973 + Penalty 29149.392721 = -25373411.186252 nChanged 125 Iteration 525Q (5297.233404 sec): 25 clusters Score: Raw -25402564.933851 + Penalty 29149.392721 = -25373415.541130 nChanged 123 Iteration 526Q (5299.731968 sec): 25 clusters Score: Raw -25402570.172536 + Penalty 29149.392721 = -25373420.779815 nChanged 145 Iteration 527Q (5302.116050 sec): 25 clusters Score: Raw -25402576.809090 + Penalty 29149.392721 = -25373427.416369 nChanged 159 Iteration 528Q (5304.607426 sec): 25 clusters Score: Raw -25402584.928657 + Penalty 29149.392721 = -25373435.535936 nChanged 164 Iteration 529Q (5307.050910 sec): 25 clusters Score: Raw -25402592.439502 + Penalty 29149.392721 = -25373443.046781 nChanged 166 Iteration 530Q (5309.436763 sec): 25 clusters Score: Raw -25402599.828502 + Penalty 29149.392721 = -25373450.435782 nChanged 143 Iteration 531Q (5311.849459 sec): 25 clusters Score: Raw -25402605.339049 + Penalty 29149.392721 = -25373455.946328 nChanged 123 Iteration 532Q (5314.367548 sec): 25 clusters Score: Raw -25402610.009612 + Penalty 29149.392721 = -25373460.616892 nChanged 117 Iteration 533Q (5316.733406 sec): 25 clusters Score: Raw -25402615.411747 + Penalty 29149.392721 = -25373466.019027 nChanged 101 Iteration 534Q (5319.162916 sec): 25 clusters Score: Raw -25402620.240330 + Penalty 29149.392721 = -25373470.847609 nChanged 101 Iteration 535Q (5321.599294 sec): 25 clusters Score: Raw -25402624.975728 + Penalty 29149.392721 = -25373475.583007 nChanged 99 Iteration 536Q (5324.018369 sec): 25 clusters Score: Raw -25402629.913402 + Penalty 29149.392721 = -25373480.520681 nChanged 96 Iteration 537Q (5326.507650 sec): 25 clusters Score: Raw -25402634.598047 + Penalty 29149.392721 = -25373485.205326 nChanged 112 Iteration 538Q (5328.861668 sec): 25 clusters Score: Raw -25402641.006537 + Penalty 29149.392721 = -25373491.613816 nChanged 103 Writing temp clu file Because OldScore, -25373485.205326, is greater than current (better) Score,-25373491.613816 Compute initial score before splitting: Score: Raw -25402641.006537 + Penalty 29149.392721 = -25373491.613816 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5328.975392 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5329.011503 sec): 3 clusters Score: Raw -170939.058583 + Penalty 1457.912393 = -169481.146190 nChanged 852 SP:Iteration 1F (5329.060238 sec): 3 clusters Score: Raw -171452.888824 + Penalty 1457.912393 = -169994.976431 nChanged 206 SP:Iteration 2F (5329.108567 sec): 3 clusters Score: Raw -171644.120615 + Penalty 1457.912393 = -170186.208222 nChanged 161 SP:Iteration 3F (5329.158165 sec): 3 clusters Score: Raw -171780.543904 + Penalty 1457.912393 = -170322.631511 nChanged 130 SP:Iteration 4F (5329.208683 sec): 3 clusters Score: Raw -171900.247847 + Penalty 1457.912393 = -170442.335454 nChanged 114 SP:Iteration 5F (5329.261617 sec): 3 clusters Score: Raw -172012.180448 + Penalty 1457.912393 = -170554.268055 nChanged 102 SP:Iteration 6Q (5329.289957 sec): 3 clusters Score: Raw -172087.830870 + Penalty 1457.912393 = -170629.918477 nChanged 71 SP:Iteration 7Q (5329.334403 sec): 3 clusters Score: Raw -172137.836127 + Penalty 1457.912393 = -170679.923734 nChanged 50 SP:Iteration 8Q (5329.384676 sec): 3 clusters Score: Raw -172177.738364 + Penalty 1457.912393 = -170719.825971 nChanged 53 SP:Iteration 9Q (5329.435506 sec): 3 clusters Score: Raw -172228.877399 + Penalty 1457.912393 = -170770.965006 nChanged 40 SP:Iteration 10Q (5329.471150 sec): 3 clusters Score: Raw -172270.386018 + Penalty 1457.912393 = -170812.473625 nChanged 38 SP:Iteration 11Q (5329.511120 sec): 3 clusters Score: Raw -172301.297800 + Penalty 1457.912393 = -170843.385407 nChanged 34 SP:Iteration 12Q (5329.561578 sec): 3 clusters Score: Raw -172319.617737 + Penalty 1457.912393 = -170861.705344 nChanged 22 SP:Iteration 13Q (5329.610017 sec): 3 clusters Score: Raw -172329.943352 + Penalty 1457.912393 = -170872.030959 nChanged 16 SP:Iteration 14Q (5329.656128 sec): 3 clusters Score: Raw -172338.089624 + Penalty 1457.912393 = -170880.177231 nChanged 10 SP:Iteration 15Q (5329.706235 sec): 3 clusters Score: Raw -172341.663502 + Penalty 1457.912393 = -170883.751109 nChanged 6 SP:Iteration 16Q (5329.748017 sec): 3 clusters Score: Raw -172343.308077 + Penalty 1457.912393 = -170885.395684 nChanged 3 SP:Iteration 17Q (5329.789902 sec): 3 clusters Score: Raw -172344.202032 + Penalty 1457.912393 = -170886.289639 nChanged 3 SP:Iteration 18Q (5329.839848 sec): 3 clusters Score: Raw -172345.027297 + Penalty 1457.912393 = -170887.114904 nChanged 1 SP:Iteration 19Q (5329.889507 sec): 3 clusters Score: Raw -172345.168143 + Penalty 1457.912393 = -170887.255750 nChanged 2 SP:Iteration 20F (5329.927696 sec): 3 clusters Score: Raw -172345.450973 + Penalty 1457.912393 = -170887.538580 nChanged 1 SP:Iteration 21Q (5329.975474 sec): 3 clusters Score: Raw -172345.725434 + Penalty 1457.912393 = -170887.813041 nChanged 0 SP:Iteration 22F (5330.016284 sec): 3 clusters Score: Raw -172345.725434 + Penalty 1457.912393 = -170887.813041 nChanged 0 Trying to split cluster 2 (27825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5330.075402 sec): 2 clusters Score: Raw -2042874.193124 + Penalty 972.200567 = -2041901.992558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5330.147605 sec): 3 clusters Score: Raw -2025314.180056 + Penalty 1944.401133 = -2023369.778923 nChanged 12972 SP:Iteration 1F (5330.222847 sec): 3 clusters Score: Raw -2032531.891212 + Penalty 1944.401133 = -2030587.490079 nChanged 1231 SP:Iteration 2Q (5330.295847 sec): 3 clusters Score: Raw -2032954.154178 + Penalty 1944.401133 = -2031009.753044 nChanged 1358 SP:Iteration 3Q (5330.369572 sec): 3 clusters Score: Raw -2033564.636501 + Penalty 1944.401133 = -2031620.235368 nChanged 1632 SP:Iteration 4F (5330.454956 sec): 3 clusters Score: Raw -2034471.560291 + Penalty 1944.401133 = -2032527.159157 nChanged 1976 SP:Iteration 5F (5330.522285 sec): 3 clusters Score: Raw -2035919.654395 + Penalty 1944.401133 = -2033975.253261 nChanged 2277 SP:Iteration 6F (5330.600304 sec): 3 clusters Score: Raw -2037954.705515 + Penalty 1944.401133 = -2036010.304381 nChanged 2039 SP:Iteration 7F (5330.686020 sec): 3 clusters Score: Raw -2039958.062467 + Penalty 1944.401133 = -2038013.661334 nChanged 1461 SP:Iteration 8F (5330.741546 sec): 3 clusters Score: Raw -2041420.963778 + Penalty 1944.401133 = -2039476.562644 nChanged 877 SP:Iteration 9Q (5330.821080 sec): 3 clusters Score: Raw -2042293.185123 + Penalty 1944.401133 = -2040348.783989 nChanged 477 SP:Iteration 10Q (5330.887445 sec): 3 clusters Score: Raw -2042721.636350 + Penalty 1944.401133 = -2040777.235217 nChanged 264 SP:Iteration 11Q (5330.968045 sec): 3 clusters Score: Raw -2042910.467529 + Penalty 1944.401133 = -2040966.066396 nChanged 161 SP:Iteration 12Q (5331.045044 sec): 3 clusters Score: Raw -2043020.548006 + Penalty 1944.401133 = -2041076.146872 nChanged 132 SP:Iteration 13Q (5331.111048 sec): 3 clusters Score: Raw -2043100.859536 + Penalty 1944.401133 = -2041156.458402 nChanged 106 SP:Iteration 14Q (5331.190537 sec): 3 clusters Score: Raw -2043153.909592 + Penalty 1944.401133 = -2041209.508458 nChanged 71 SP:Iteration 15Q (5331.261419 sec): 3 clusters Score: Raw -2043186.996222 + Penalty 1944.401133 = -2041242.595088 nChanged 51 SP:Iteration 16Q (5331.324443 sec): 3 clusters Score: Raw -2043204.864725 + Penalty 1944.401133 = -2041260.463592 nChanged 41 SP:Iteration 17Q (5331.401635 sec): 3 clusters Score: Raw -2043219.729751 + Penalty 1944.401133 = -2041275.328618 nChanged 41 SP:Iteration 18Q (5331.477379 sec): 3 clusters Score: Raw -2043239.537399 + Penalty 1944.401133 = -2041295.136266 nChanged 38 SP:Iteration 19Q (5331.544970 sec): 3 clusters Score: Raw -2043256.716990 + Penalty 1944.401133 = -2041312.315857 nChanged 40 SP:Iteration 20F (5331.625490 sec): 3 clusters Score: Raw -2043275.946770 + Penalty 1944.401133 = -2041331.545637 nChanged 28 SP:Iteration 21Q (5331.690551 sec): 3 clusters Score: Raw -2043288.597502 + Penalty 1944.401133 = -2041344.196369 nChanged 27 SP:Iteration 22Q (5331.746985 sec): 3 clusters Score: Raw -2043298.351274 + Penalty 1944.401133 = -2041353.950140 nChanged 22 SP:Iteration 23Q (5331.820888 sec): 3 clusters Score: Raw -2043305.991594 + Penalty 1944.401133 = -2041361.590460 nChanged 24 SP:Iteration 24Q (5331.893139 sec): 3 clusters Score: Raw -2043313.522870 + Penalty 1944.401133 = -2041369.121737 nChanged 16 SP:Iteration 25Q (5331.963510 sec): 3 clusters Score: Raw -2043318.031719 + Penalty 1944.401133 = -2041373.630586 nChanged 13 SP:Iteration 26Q (5332.027104 sec): 3 clusters Score: Raw -2043322.440483 + Penalty 1944.401133 = -2041378.039349 nChanged 11 SP:Iteration 27Q (5332.095541 sec): 3 clusters Score: Raw -2043324.577819 + Penalty 1944.401133 = -2041380.176685 nChanged 10 SP:Iteration 28Q (5332.163218 sec): 3 clusters Score: Raw -2043327.198946 + Penalty 1944.401133 = -2041382.797812 nChanged 9 SP:Iteration 29Q (5332.232224 sec): 3 clusters Score: Raw -2043329.141616 + Penalty 1944.401133 = -2041384.740483 nChanged 2 SP:Iteration 30Q (5332.309446 sec): 3 clusters Score: Raw -2043329.335122 + Penalty 1944.401133 = -2041384.933989 nChanged 2 SP:Iteration 31Q (5332.373716 sec): 3 clusters Score: Raw -2043329.635712 + Penalty 1944.401133 = -2041385.234578 nChanged 1 SP:Iteration 32Q (5332.446154 sec): 3 clusters Score: Raw -2043329.739647 + Penalty 1944.401133 = -2041385.338514 nChanged 2 SP:Iteration 33Q (5332.523964 sec): 3 clusters Score: Raw -2043329.970606 + Penalty 1944.401133 = -2041385.569472 nChanged 1 SP:Iteration 34Q (5332.591228 sec): 3 clusters Score: Raw -2043330.639537 + Penalty 1944.401133 = -2041386.238404 nChanged 3 SP:Iteration 35Q (5332.666802 sec): 3 clusters Score: Raw -2043331.622104 + Penalty 1944.401133 = -2041387.220971 nChanged 3 SP:Iteration 36Q (5332.734588 sec): 3 clusters Score: Raw -2043332.144585 + Penalty 1944.401133 = -2041387.743452 nChanged 3 SP:Iteration 37Q (5332.800489 sec): 3 clusters Score: Raw -2043332.659194 + Penalty 1944.401133 = -2041388.258061 nChanged 1 SP:Iteration 38Q (5332.871807 sec): 3 clusters Score: Raw -2043332.748864 + Penalty 1944.401133 = -2041388.347731 nChanged 0 SP:Iteration 39F (5332.950912 sec): 3 clusters Score: Raw -2043332.748864 + Penalty 1944.401133 = -2041388.347731 nChanged 0 Trying to split cluster 3 (4436 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5332.975605 sec): 2 clusters Score: Raw -331098.722720 + Penalty 797.763293 = -330300.959427 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5333.028574 sec): 3 clusters Score: Raw -328659.802466 + Penalty 1595.526586 = -327064.275880 nChanged 1867 SP:Iteration 1F (5333.065519 sec): 3 clusters Score: Raw -329711.888577 + Penalty 1595.526586 = -328116.361991 nChanged 286 SP:Iteration 2F (5333.117921 sec): 3 clusters Score: Raw -329877.689523 + Penalty 1595.526586 = -328282.162937 nChanged 237 SP:Iteration 3F (5333.171337 sec): 3 clusters Score: Raw -330035.878525 + Penalty 1595.526586 = -328440.351939 nChanged 222 SP:Iteration 4F (5333.219159 sec): 3 clusters Score: Raw -330186.946391 + Penalty 1595.526586 = -328591.419804 nChanged 234 SP:Iteration 5F (5333.255399 sec): 3 clusters Score: Raw -330346.990583 + Penalty 1595.526586 = -328751.463997 nChanged 228 SP:Iteration 6F (5333.309380 sec): 3 clusters Score: Raw -330496.089576 + Penalty 1595.526586 = -328900.562990 nChanged 213 SP:Iteration 7Q (5333.345472 sec): 3 clusters Score: Raw -330637.421029 + Penalty 1595.526586 = -329041.894443 nChanged 202 SP:Iteration 8Q (5333.396589 sec): 3 clusters Score: Raw -330756.612492 + Penalty 1595.526586 = -329161.085906 nChanged 176 SP:Iteration 9Q (5333.448805 sec): 3 clusters Score: Raw -330861.389247 + Penalty 1595.526586 = -329265.862661 nChanged 149 SP:Iteration 10Q (5333.501240 sec): 3 clusters Score: Raw -330939.207589 + Penalty 1595.526586 = -329343.681003 nChanged 117 SP:Iteration 11Q (5333.551572 sec): 3 clusters Score: Raw -330989.418528 + Penalty 1595.526586 = -329393.891941 nChanged 83 SP:Iteration 12Q (5333.604637 sec): 3 clusters Score: Raw -331023.799096 + Penalty 1595.526586 = -329428.272510 nChanged 72 SP:Iteration 13Q (5333.657208 sec): 3 clusters Score: Raw -331051.148464 + Penalty 1595.526586 = -329455.621877 nChanged 57 SP:Iteration 14Q (5333.708491 sec): 3 clusters Score: Raw -331071.881326 + Penalty 1595.526586 = -329476.354740 nChanged 57 SP:Iteration 15Q (5333.761811 sec): 3 clusters Score: Raw -331094.412893 + Penalty 1595.526586 = -329498.886306 nChanged 50 SP:Iteration 16Q (5333.796235 sec): 3 clusters Score: Raw -331111.972977 + Penalty 1595.526586 = -329516.446391 nChanged 50 SP:Iteration 17Q (5333.849168 sec): 3 clusters Score: Raw -331132.194555 + Penalty 1595.526586 = -329536.667969 nChanged 46 SP:Iteration 18Q (5333.903139 sec): 3 clusters Score: Raw -331152.867427 + Penalty 1595.526586 = -329557.340841 nChanged 47 SP:Iteration 19Q (5333.952530 sec): 3 clusters Score: Raw -331170.784330 + Penalty 1595.526586 = -329575.257744 nChanged 45 SP:Iteration 20F (5333.994862 sec): 3 clusters Score: Raw -331186.123202 + Penalty 1595.526586 = -329590.596616 nChanged 35 SP:Iteration 21Q (5334.047690 sec): 3 clusters Score: Raw -331195.930593 + Penalty 1595.526586 = -329600.404007 nChanged 37 SP:Iteration 22Q (5334.100848 sec): 3 clusters Score: Raw -331208.048520 + Penalty 1595.526586 = -329612.521934 nChanged 36 SP:Iteration 23Q (5334.152010 sec): 3 clusters Score: Raw -331219.394065 + Penalty 1595.526586 = -329623.867479 nChanged 36 SP:Iteration 24Q (5334.205900 sec): 3 clusters Score: Raw -331229.424212 + Penalty 1595.526586 = -329633.897626 nChanged 33 SP:Iteration 25Q (5334.251963 sec): 3 clusters Score: Raw -331240.876713 + Penalty 1595.526586 = -329645.350127 nChanged 36 SP:Iteration 26Q (5334.305883 sec): 3 clusters Score: Raw -331254.129991 + Penalty 1595.526586 = -329658.603405 nChanged 34 SP:Iteration 27Q (5334.344043 sec): 3 clusters Score: Raw -331263.422972 + Penalty 1595.526586 = -329667.896386 nChanged 28 SP:Iteration 28Q (5334.390239 sec): 3 clusters Score: Raw -331271.804330 + Penalty 1595.526586 = -329676.277744 nChanged 28 SP:Iteration 29Q (5334.438189 sec): 3 clusters Score: Raw -331280.119912 + Penalty 1595.526586 = -329684.593326 nChanged 21 SP:Iteration 30Q (5334.488454 sec): 3 clusters Score: Raw -331286.253392 + Penalty 1595.526586 = -329690.726806 nChanged 24 SP:Iteration 31Q (5334.533917 sec): 3 clusters Score: Raw -331292.056065 + Penalty 1595.526586 = -329696.529479 nChanged 20 SP:Iteration 32Q (5334.587268 sec): 3 clusters Score: Raw -331297.354712 + Penalty 1595.526586 = -329701.828126 nChanged 22 SP:Iteration 33Q (5334.613708 sec): 3 clusters Score: Raw -331305.347740 + Penalty 1595.526586 = -329709.821154 nChanged 21 SP:Iteration 34Q (5334.652655 sec): 3 clusters Score: Raw -331313.710396 + Penalty 1595.526586 = -329718.183810 nChanged 22 SP:Iteration 35Q (5334.704008 sec): 3 clusters Score: Raw -331321.176043 + Penalty 1595.526586 = -329725.649457 nChanged 18 SP:Iteration 36Q (5334.748843 sec): 3 clusters Score: Raw -331325.764746 + Penalty 1595.526586 = -329730.238160 nChanged 13 SP:Iteration 37Q (5334.807753 sec): 3 clusters Score: Raw -331329.700486 + Penalty 1595.526586 = -329734.173899 nChanged 14 SP:Iteration 38Q (5334.861398 sec): 3 clusters Score: Raw -331332.720476 + Penalty 1595.526586 = -329737.193890 nChanged 5 SP:Iteration 39Q (5334.897998 sec): 3 clusters Score: Raw -331333.403353 + Penalty 1595.526586 = -329737.876766 nChanged 2 SP:Iteration 40F (5334.943314 sec): 3 clusters Score: Raw -331333.602660 + Penalty 1595.526586 = -329738.076073 nChanged 2 SP:Iteration 41Q (5334.988919 sec): 3 clusters Score: Raw -331333.956303 + Penalty 1595.526586 = -329738.429717 nChanged 4 SP:Iteration 42Q (5335.020525 sec): 3 clusters Score: Raw -331334.842589 + Penalty 1595.526586 = -329739.316002 nChanged 7 SP:Iteration 43Q (5335.077751 sec): 3 clusters Score: Raw -331336.354703 + Penalty 1595.526586 = -329740.828117 nChanged 2 SP:Iteration 44Q (5335.114411 sec): 3 clusters Score: Raw -331336.926794 + Penalty 1595.526586 = -329741.400207 nChanged 1 SP:Iteration 45Q (5335.160924 sec): 3 clusters Score: Raw -331337.079578 + Penalty 1595.526586 = -329741.552992 nChanged 0 SP:Iteration 46F (5335.202666 sec): 3 clusters Score: Raw -331337.079578 + Penalty 1595.526586 = -329741.552992 nChanged 0 Trying to split cluster 4 (3496 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5335.234751 sec): 2 clusters Score: Raw -255891.382280 + Penalty 775.140600 = -255116.241680 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5335.278437 sec): 3 clusters Score: Raw -254028.715529 + Penalty 1550.281200 = -252478.434329 nChanged 1445 SP:Iteration 1F (5335.313508 sec): 3 clusters Score: Raw -254806.646542 + Penalty 1550.281200 = -253256.365342 nChanged 247 SP:Iteration 2F (5335.352979 sec): 3 clusters Score: Raw -254924.057373 + Penalty 1550.281200 = -253373.776173 nChanged 185 SP:Iteration 3F (5335.397653 sec): 3 clusters Score: Raw -255026.548508 + Penalty 1550.281200 = -253476.267308 nChanged 164 SP:Iteration 4Q (5335.445015 sec): 3 clusters Score: Raw -255116.100758 + Penalty 1550.281200 = -253565.819558 nChanged 154 SP:Iteration 5Q (5335.492099 sec): 3 clusters Score: Raw -255205.553755 + Penalty 1550.281200 = -253655.272555 nChanged 149 SP:Iteration 6Q (5335.536851 sec): 3 clusters Score: Raw -255306.467809 + Penalty 1550.281200 = -253756.186609 nChanged 168 SP:Iteration 7Q (5335.574147 sec): 3 clusters Score: Raw -255422.524337 + Penalty 1550.281200 = -253872.243137 nChanged 169 SP:Iteration 8Q (5335.620098 sec): 3 clusters Score: Raw -255537.695208 + Penalty 1550.281200 = -253987.414008 nChanged 148 SP:Iteration 9Q (5335.672856 sec): 3 clusters Score: Raw -255651.837775 + Penalty 1550.281200 = -254101.556575 nChanged 134 SP:Iteration 10Q (5335.708547 sec): 3 clusters Score: Raw -255771.060378 + Penalty 1550.281200 = -254220.779179 nChanged 102 SP:Iteration 11Q (5335.740435 sec): 3 clusters Score: Raw -255848.185117 + Penalty 1550.281200 = -254297.903917 nChanged 84 SP:Iteration 12Q (5335.783458 sec): 3 clusters Score: Raw -255907.000238 + Penalty 1550.281200 = -254356.719038 nChanged 58 SP:Iteration 13Q (5335.834877 sec): 3 clusters Score: Raw -255938.365039 + Penalty 1550.281200 = -254388.083839 nChanged 51 SP:Iteration 14Q (5335.866200 sec): 3 clusters Score: Raw -255964.596428 + Penalty 1550.281200 = -254414.315228 nChanged 36 SP:Iteration 15Q (5335.903626 sec): 3 clusters Score: Raw -255987.516767 + Penalty 1550.281200 = -254437.235567 nChanged 35 SP:Iteration 16Q (5335.952373 sec): 3 clusters Score: Raw -256009.169270 + Penalty 1550.281200 = -254458.888070 nChanged 33 SP:Iteration 17Q (5335.993548 sec): 3 clusters Score: Raw -256026.226394 + Penalty 1550.281200 = -254475.945194 nChanged 28 SP:Iteration 18Q (5336.043348 sec): 3 clusters Score: Raw -256042.792109 + Penalty 1550.281200 = -254492.510909 nChanged 26 SP:Iteration 19Q (5336.091043 sec): 3 clusters Score: Raw -256057.915981 + Penalty 1550.281200 = -254507.634781 nChanged 31 SP:Iteration 20F (5336.124008 sec): 3 clusters Score: Raw -256078.601925 + Penalty 1550.281200 = -254528.320725 nChanged 18 SP:Iteration 21Q (5336.173515 sec): 3 clusters Score: Raw -256088.385644 + Penalty 1550.281200 = -254538.104444 nChanged 16 SP:Iteration 22Q (5336.221729 sec): 3 clusters Score: Raw -256094.463883 + Penalty 1550.281200 = -254544.182683 nChanged 12 SP:Iteration 23Q (5336.254934 sec): 3 clusters Score: Raw -256097.400210 + Penalty 1550.281200 = -254547.119010 nChanged 3 SP:Iteration 24Q (5336.303911 sec): 3 clusters Score: Raw -256098.386170 + Penalty 1550.281200 = -254548.104970 nChanged 6 SP:Iteration 25Q (5336.354931 sec): 3 clusters Score: Raw -256100.050494 + Penalty 1550.281200 = -254549.769294 nChanged 5 SP:Iteration 26Q (5336.386949 sec): 3 clusters Score: Raw -256102.216336 + Penalty 1550.281200 = -254551.935136 nChanged 5 SP:Iteration 27Q (5336.422582 sec): 3 clusters Score: Raw -256103.224921 + Penalty 1550.281200 = -254552.943721 nChanged 2 SP:Iteration 28Q (5336.471005 sec): 3 clusters Score: Raw -256103.647530 + Penalty 1550.281200 = -254553.366330 nChanged 0 SP:Iteration 29F (5336.525691 sec): 3 clusters Score: Raw -256103.647530 + Penalty 1550.281200 = -254553.366330 nChanged 0 Trying to split cluster 5 (14892 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5336.561950 sec): 2 clusters Score: Raw -1082049.256356 + Penalty 912.815046 = -1081136.441309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5336.630946 sec): 3 clusters Score: Raw -1072907.174752 + Penalty 1825.630093 = -1071081.544659 nChanged 6794 SP:Iteration 1F (5336.686986 sec): 3 clusters Score: Raw -1076675.203073 + Penalty 1825.630093 = -1074849.572980 nChanged 679 SP:Iteration 2Q (5336.750564 sec): 3 clusters Score: Raw -1076905.311109 + Penalty 1825.630093 = -1075079.681017 nChanged 659 SP:Iteration 3Q (5336.799371 sec): 3 clusters Score: Raw -1077133.719164 + Penalty 1825.630093 = -1075308.089072 nChanged 633 SP:Iteration 4Q (5336.863104 sec): 3 clusters Score: Raw -1077366.797510 + Penalty 1825.630093 = -1075541.167417 nChanged 635 SP:Iteration 5Q (5336.915403 sec): 3 clusters Score: Raw -1077651.799204 + Penalty 1825.630093 = -1075826.169111 nChanged 748 SP:Iteration 6F (5336.981973 sec): 3 clusters Score: Raw -1078072.676999 + Penalty 1825.630093 = -1076247.046906 nChanged 804 SP:Iteration 7F (5337.036981 sec): 3 clusters Score: Raw -1078553.018950 + Penalty 1825.630093 = -1076727.388858 nChanged 785 SP:Iteration 8F (5337.096980 sec): 3 clusters Score: Raw -1079067.780232 + Penalty 1825.630093 = -1077242.150139 nChanged 754 SP:Iteration 9F (5337.156285 sec): 3 clusters Score: Raw -1079531.900682 + Penalty 1825.630093 = -1077706.270590 nChanged 633 SP:Iteration 10Q (5337.211309 sec): 3 clusters Score: Raw -1079833.411850 + Penalty 1825.630093 = -1078007.781758 nChanged 455 SP:Iteration 11Q (5337.266338 sec): 3 clusters Score: Raw -1080002.912019 + Penalty 1825.630093 = -1078177.281927 nChanged 324 SP:Iteration 12Q (5337.327061 sec): 3 clusters Score: Raw -1080099.429188 + Penalty 1825.630093 = -1078273.799096 nChanged 254 SP:Iteration 13Q (5337.385543 sec): 3 clusters Score: Raw -1080176.366714 + Penalty 1825.630093 = -1078350.736621 nChanged 237 SP:Iteration 14Q (5337.440254 sec): 3 clusters Score: Raw -1080256.902347 + Penalty 1825.630093 = -1078431.272254 nChanged 249 SP:Iteration 15Q (5337.505596 sec): 3 clusters Score: Raw -1080340.779599 + Penalty 1825.630093 = -1078515.149506 nChanged 245 SP:Iteration 16Q (5337.562133 sec): 3 clusters Score: Raw -1080419.433908 + Penalty 1825.630093 = -1078593.803815 nChanged 231 SP:Iteration 17Q (5337.633285 sec): 3 clusters Score: Raw -1080497.242454 + Penalty 1825.630093 = -1078671.612361 nChanged 254 SP:Iteration 18Q (5337.687509 sec): 3 clusters Score: Raw -1080594.824692 + Penalty 1825.630093 = -1078769.194600 nChanged 260 SP:Iteration 19Q (5337.740626 sec): 3 clusters Score: Raw -1080701.929587 + Penalty 1825.630093 = -1078876.299494 nChanged 268 SP:Iteration 20F (5337.811460 sec): 3 clusters Score: Raw -1080812.373857 + Penalty 1825.630093 = -1078986.743765 nChanged 256 SP:Iteration 21Q (5337.856436 sec): 3 clusters Score: Raw -1080921.462356 + Penalty 1825.630093 = -1079095.832264 nChanged 253 SP:Iteration 22Q (5337.919349 sec): 3 clusters Score: Raw -1081038.691103 + Penalty 1825.630093 = -1079213.061011 nChanged 239 SP:Iteration 23Q (5337.965959 sec): 3 clusters Score: Raw -1081141.884015 + Penalty 1825.630093 = -1079316.253923 nChanged 225 SP:Iteration 24Q (5338.025113 sec): 3 clusters Score: Raw -1081242.182400 + Penalty 1825.630093 = -1079416.552307 nChanged 228 SP:Iteration 25Q (5338.099547 sec): 3 clusters Score: Raw -1081343.126363 + Penalty 1825.630093 = -1079517.496270 nChanged 210 SP:Iteration 26Q (5338.136465 sec): 3 clusters Score: Raw -1081443.751797 + Penalty 1825.630093 = -1079618.121704 nChanged 216 SP:Iteration 27Q (5338.193721 sec): 3 clusters Score: Raw -1081557.847078 + Penalty 1825.630093 = -1079732.216986 nChanged 204 SP:Iteration 28Q (5338.249993 sec): 3 clusters Score: Raw -1081669.638435 + Penalty 1825.630093 = -1079844.008343 nChanged 178 SP:Iteration 29Q (5338.311708 sec): 3 clusters Score: Raw -1081773.904819 + Penalty 1825.630093 = -1079948.274726 nChanged 161 SP:Iteration 30Q (5338.347499 sec): 3 clusters Score: Raw -1081867.533749 + Penalty 1825.630093 = -1080041.903656 nChanged 116 SP:Iteration 31Q (5338.403976 sec): 3 clusters Score: Raw -1081927.132848 + Penalty 1825.630093 = -1080101.502755 nChanged 102 SP:Iteration 32Q (5338.462568 sec): 3 clusters Score: Raw -1081973.076524 + Penalty 1825.630093 = -1080147.446431 nChanged 100 SP:Iteration 33Q (5338.512769 sec): 3 clusters Score: Raw -1082019.796013 + Penalty 1825.630093 = -1080194.165920 nChanged 79 SP:Iteration 34Q (5338.568548 sec): 3 clusters Score: Raw -1082054.963777 + Penalty 1825.630093 = -1080229.333684 nChanged 58 SP:Iteration 35Q (5338.625370 sec): 3 clusters Score: Raw -1082074.840117 + Penalty 1825.630093 = -1080249.210024 nChanged 43 SP:Iteration 36Q (5338.679791 sec): 3 clusters Score: Raw -1082088.501162 + Penalty 1825.630093 = -1080262.871070 nChanged 45 SP:Iteration 37Q (5338.741236 sec): 3 clusters Score: Raw -1082105.050008 + Penalty 1825.630093 = -1080279.419915 nChanged 36 SP:Iteration 38Q (5338.799502 sec): 3 clusters Score: Raw -1082118.650155 + Penalty 1825.630093 = -1080293.020063 nChanged 34 SP:Iteration 39Q (5338.862088 sec): 3 clusters Score: Raw -1082130.574203 + Penalty 1825.630093 = -1080304.944111 nChanged 32 SP:Iteration 40F (5338.911224 sec): 3 clusters Score: Raw -1082140.963523 + Penalty 1825.630093 = -1080315.333430 nChanged 28 SP:Iteration 41Q (5338.956984 sec): 3 clusters Score: Raw -1082150.944261 + Penalty 1825.630093 = -1080325.314168 nChanged 24 SP:Iteration 42Q (5339.024102 sec): 3 clusters Score: Raw -1082158.569781 + Penalty 1825.630093 = -1080332.939689 nChanged 21 SP:Iteration 43Q (5339.072093 sec): 3 clusters Score: Raw -1082164.254698 + Penalty 1825.630093 = -1080338.624605 nChanged 13 SP:Iteration 44Q (5339.131514 sec): 3 clusters Score: Raw -1082167.360798 + Penalty 1825.630093 = -1080341.730706 nChanged 13 SP:Iteration 45Q (5339.185653 sec): 3 clusters Score: Raw -1082171.448299 + Penalty 1825.630093 = -1080345.818206 nChanged 10 SP:Iteration 46Q (5339.246103 sec): 3 clusters Score: Raw -1082173.913682 + Penalty 1825.630093 = -1080348.283589 nChanged 8 SP:Iteration 47Q (5339.309577 sec): 3 clusters Score: Raw -1082175.880266 + Penalty 1825.630093 = -1080350.250174 nChanged 5 SP:Iteration 48Q (5339.353702 sec): 3 clusters Score: Raw -1082177.377491 + Penalty 1825.630093 = -1080351.747398 nChanged 5 SP:Iteration 49Q (5339.409201 sec): 3 clusters Score: Raw -1082178.324912 + Penalty 1825.630093 = -1080352.694819 nChanged 5 SP:Iteration 50Q (5339.467190 sec): 3 clusters Score: Raw -1082179.312945 + Penalty 1825.630093 = -1080353.682853 nChanged 5 SP:Iteration 51Q (5339.518586 sec): 3 clusters Score: Raw -1082179.925783 + Penalty 1825.630093 = -1080354.295691 nChanged 5 SP:Iteration 52Q (5339.579478 sec): 3 clusters Score: Raw -1082180.752290 + Penalty 1825.630093 = -1080355.122198 nChanged 4 SP:Iteration 53Q (5339.638652 sec): 3 clusters Score: Raw -1082181.904059 + Penalty 1825.630093 = -1080356.273966 nChanged 6 SP:Iteration 54Q (5339.694563 sec): 3 clusters Score: Raw -1082184.470459 + Penalty 1825.630093 = -1080358.840367 nChanged 7 SP:Iteration 55Q (5339.751155 sec): 3 clusters Score: Raw -1082186.127164 + Penalty 1825.630093 = -1080360.497071 nChanged 6 SP:Iteration 56Q (5339.806047 sec): 3 clusters Score: Raw -1082187.278722 + Penalty 1825.630093 = -1080361.648629 nChanged 8 SP:Iteration 57Q (5339.868578 sec): 3 clusters Score: Raw -1082189.125457 + Penalty 1825.630093 = -1080363.495364 nChanged 8 SP:Iteration 58Q (5339.924244 sec): 3 clusters Score: Raw -1082192.281241 + Penalty 1825.630093 = -1080366.651148 nChanged 6 SP:Iteration 59Q (5339.989923 sec): 3 clusters Score: Raw -1082194.530167 + Penalty 1825.630093 = -1080368.900074 nChanged 8 SP:Iteration 60F (5340.040902 sec): 3 clusters Score: Raw -1082199.333977 + Penalty 1825.630093 = -1080373.703884 nChanged 11 SP:Iteration 61Q (5340.100010 sec): 3 clusters Score: Raw -1082205.815243 + Penalty 1825.630093 = -1080380.185150 nChanged 14 SP:Iteration 62Q (5340.152591 sec): 3 clusters Score: Raw -1082211.798522 + Penalty 1825.630093 = -1080386.168430 nChanged 12 SP:Iteration 63Q (5340.220403 sec): 3 clusters Score: Raw -1082215.117249 + Penalty 1825.630093 = -1080389.487156 nChanged 8 SP:Iteration 64Q (5340.272573 sec): 3 clusters Score: Raw -1082217.046276 + Penalty 1825.630093 = -1080391.416183 nChanged 6 SP:Iteration 65Q (5340.332498 sec): 3 clusters Score: Raw -1082218.459775 + Penalty 1825.630093 = -1080392.829683 nChanged 4 SP:Iteration 66Q (5340.376760 sec): 3 clusters Score: Raw -1082219.722209 + Penalty 1825.630093 = -1080394.092116 nChanged 4 SP:Iteration 67Q (5340.428748 sec): 3 clusters Score: Raw -1082221.230847 + Penalty 1825.630093 = -1080395.600755 nChanged 6 SP:Iteration 68Q (5340.491930 sec): 3 clusters Score: Raw -1082223.809132 + Penalty 1825.630093 = -1080398.179040 nChanged 7 SP:Iteration 69Q (5340.549944 sec): 3 clusters Score: Raw -1082225.853418 + Penalty 1825.630093 = -1080400.223326 nChanged 7 SP:Iteration 70Q (5340.599194 sec): 3 clusters Score: Raw -1082227.091909 + Penalty 1825.630093 = -1080401.461816 nChanged 5 SP:Iteration 71Q (5340.660879 sec): 3 clusters Score: Raw -1082228.022172 + Penalty 1825.630093 = -1080402.392079 nChanged 3 SP:Iteration 72Q (5340.729047 sec): 3 clusters Score: Raw -1082228.490039 + Penalty 1825.630093 = -1080402.859947 nChanged 3 SP:Iteration 73Q (5340.788621 sec): 3 clusters Score: Raw -1082228.677657 + Penalty 1825.630093 = -1080403.047565 nChanged 0 SP:Iteration 74F (5340.850892 sec): 3 clusters Score: Raw -1082228.677657 + Penalty 1825.630093 = -1080403.047565 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5340.872258 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5340.921371 sec): 3 clusters Score: Raw -14524.956461 + Penalty 1054.324456 = -13470.632004 nChanged 63 SP:Iteration 1F (5340.964364 sec): 3 clusters Score: Raw -14649.236663 + Penalty 1054.324456 = -13594.912207 nChanged 23 SP:Iteration 2F (5341.014064 sec): 3 clusters Score: Raw -14750.154234 + Penalty 1054.324456 = -13695.829778 nChanged 21 SP:Iteration 3F (5341.057984 sec): 3 clusters Score: Raw -14796.983372 + Penalty 1054.324456 = -13742.658916 nChanged 7 SP:Iteration 4Q (5341.118913 sec): 3 clusters Score: Raw -14807.534783 + Penalty 1054.324456 = -13753.210327 nChanged 2 SP:Iteration 5Q (5341.156033 sec): 3 clusters Score: Raw -14811.905218 + Penalty 1054.324456 = -13757.580762 nChanged 3 SP:Iteration 6Q (5341.205015 sec): 3 clusters Score: Raw -14816.486928 + Penalty 1054.324456 = -13762.162472 nChanged 3 SP:Iteration 7Q (5341.247154 sec): 3 clusters Score: Raw -14820.356627 + Penalty 1054.324456 = -13766.032171 nChanged 1 SP:Iteration 8Q (5341.285924 sec): 3 clusters Score: Raw -14821.626755 + Penalty 1054.324456 = -13767.302299 nChanged 0 SP:Iteration 9F (5341.331722 sec): 3 clusters Score: Raw -14821.626755 + Penalty 1054.324456 = -13767.302299 nChanged 0 Trying to split cluster 7 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5341.357590 sec): 2 clusters Score: Raw -28900.293914 + Penalty 591.333051 = -28308.960863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5341.397160 sec): 3 clusters Score: Raw -28805.632286 + Penalty 1182.666102 = -27622.966185 nChanged 172 SP:Iteration 1F (5341.447084 sec): 3 clusters Score: Raw -29202.015173 + Penalty 1182.666102 = -28019.349071 nChanged 62 SP:Iteration 2F (5341.490126 sec): 3 clusters Score: Raw -29374.575608 + Penalty 1182.666102 = -28191.909506 nChanged 27 SP:Iteration 3F (5341.539484 sec): 3 clusters Score: Raw -29512.254069 + Penalty 1182.666102 = -28329.587967 nChanged 24 SP:Iteration 4Q (5341.561706 sec): 3 clusters Score: Raw -29651.274122 + Penalty 1182.666102 = -28468.608020 nChanged 14 SP:Iteration 5Q (5341.592757 sec): 3 clusters Score: Raw -29728.236160 + Penalty 1182.666102 = -28545.570059 nChanged 4 SP:Iteration 6Q (5341.642023 sec): 3 clusters Score: Raw -29753.489644 + Penalty 1182.666102 = -28570.823542 nChanged 4 SP:Iteration 7Q (5341.691126 sec): 3 clusters Score: Raw -29763.674272 + Penalty 1182.666102 = -28581.008170 nChanged 7 SP:Iteration 8Q (5341.738672 sec): 3 clusters Score: Raw -29780.372836 + Penalty 1182.666102 = -28597.706735 nChanged 8 SP:Iteration 9Q (5341.787687 sec): 3 clusters Score: Raw -29812.687611 + Penalty 1182.666102 = -28630.021510 nChanged 5 SP:Iteration 10Q (5341.838286 sec): 3 clusters Score: Raw -29825.812555 + Penalty 1182.666102 = -28643.146454 nChanged 3 SP:Iteration 11Q (5341.888061 sec): 3 clusters Score: Raw -29830.864204 + Penalty 1182.666102 = -28648.198103 nChanged 1 SP:Iteration 12Q (5341.938434 sec): 3 clusters Score: Raw -29832.238019 + Penalty 1182.666102 = -28649.571917 nChanged 3 SP:Iteration 13Q (5341.976888 sec): 3 clusters Score: Raw -29836.337342 + Penalty 1182.666102 = -28653.671241 nChanged 1 SP:Iteration 14Q (5342.007129 sec): 3 clusters Score: Raw -29838.436307 + Penalty 1182.666102 = -28655.770205 nChanged 1 SP:Iteration 15Q (5342.052333 sec): 3 clusters Score: Raw -29839.906598 + Penalty 1182.666102 = -28657.240496 nChanged 1 SP:Iteration 16Q (5342.083666 sec): 3 clusters Score: Raw -29840.600649 + Penalty 1182.666102 = -28657.934547 nChanged 0 SP:Iteration 17F (5342.115239 sec): 3 clusters Score: Raw -29840.600649 + Penalty 1182.666102 = -28657.934547 nChanged 0 Score: Raw -25403584.651348 + Penalty 30363.950751 = -25373220.700597 Splitting cluster 7 changes total score from -25373491.613816 to -25373220.700597 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5346.536132 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5346.590850 sec): 3 clusters Score: Raw -141613.400532 + Penalty 1423.730277 = -140189.670255 nChanged 707 SP:Iteration 1F (5346.623646 sec): 3 clusters Score: Raw -142062.776279 + Penalty 1423.730277 = -140639.046001 nChanged 144 SP:Iteration 2F (5346.661609 sec): 3 clusters Score: Raw -142200.056759 + Penalty 1423.730277 = -140776.326481 nChanged 138 SP:Iteration 3F (5346.706166 sec): 3 clusters Score: Raw -142314.691080 + Penalty 1423.730277 = -140890.960802 nChanged 98 SP:Iteration 4F (5346.742226 sec): 3 clusters Score: Raw -142403.957657 + Penalty 1423.730277 = -140980.227379 nChanged 75 SP:Iteration 5Q (5346.779161 sec): 3 clusters Score: Raw -142462.600315 + Penalty 1423.730277 = -141038.870038 nChanged 61 SP:Iteration 6Q (5346.814398 sec): 3 clusters Score: Raw -142516.635782 + Penalty 1423.730277 = -141092.905505 nChanged 54 SP:Iteration 7Q (5346.852448 sec): 3 clusters Score: Raw -142564.747505 + Penalty 1423.730277 = -141141.017228 nChanged 50 SP:Iteration 8Q (5346.894479 sec): 3 clusters Score: Raw -142600.376155 + Penalty 1423.730277 = -141176.645878 nChanged 37 SP:Iteration 9Q (5346.946481 sec): 3 clusters Score: Raw -142626.620992 + Penalty 1423.730277 = -141202.890715 nChanged 35 SP:Iteration 10Q (5346.969198 sec): 3 clusters Score: Raw -142642.689846 + Penalty 1423.730277 = -141218.959569 nChanged 25 SP:Iteration 11Q (5346.976233 sec): 3 clusters Score: Raw -142659.674491 + Penalty 1423.730277 = -141235.944214 nChanged 26 SP:Iteration 12Q (5346.983141 sec): 3 clusters Score: Raw -142678.428965 + Penalty 1423.730277 = -141254.698687 nChanged 33 SP:Iteration 13Q (5346.990065 sec): 3 clusters Score: Raw -142705.731564 + Penalty 1423.730277 = -141282.001287 nChanged 30 SP:Iteration 14Q (5346.997034 sec): 3 clusters Score: Raw -142724.247788 + Penalty 1423.730277 = -141300.517511 nChanged 21 SP:Iteration 15Q (5347.035225 sec): 3 clusters Score: Raw -142741.419994 + Penalty 1423.730277 = -141317.689717 nChanged 20 SP:Iteration 16Q (5347.082450 sec): 3 clusters Score: Raw -142756.700360 + Penalty 1423.730277 = -141332.970083 nChanged 22 SP:Iteration 17Q (5347.121898 sec): 3 clusters Score: Raw -142768.432295 + Penalty 1423.730277 = -141344.702018 nChanged 15 SP:Iteration 18Q (5347.168284 sec): 3 clusters Score: Raw -142777.730783 + Penalty 1423.730277 = -141354.000506 nChanged 15 SP:Iteration 19Q (5347.207886 sec): 3 clusters Score: Raw -142785.272206 + Penalty 1423.730277 = -141361.541929 nChanged 7 SP:Iteration 20F (5347.247940 sec): 3 clusters Score: Raw -142789.385960 + Penalty 1423.730277 = -141365.655682 nChanged 9 SP:Iteration 21Q (5347.269420 sec): 3 clusters Score: Raw -142794.590535 + Penalty 1423.730277 = -141370.860258 nChanged 9 SP:Iteration 22Q (5347.276371 sec): 3 clusters Score: Raw -142800.034797 + Penalty 1423.730277 = -141376.304519 nChanged 9 SP:Iteration 23Q (5347.283715 sec): 3 clusters Score: Raw -142805.415059 + Penalty 1423.730277 = -141381.684782 nChanged 8 SP:Iteration 24Q (5347.290577 sec): 3 clusters Score: Raw -142809.444309 + Penalty 1423.730277 = -141385.714031 nChanged 2 SP:Iteration 25Q (5347.297903 sec): 3 clusters Score: Raw -142809.979153 + Penalty 1423.730277 = -141386.248876 nChanged 4 SP:Iteration 26Q (5347.305346 sec): 3 clusters Score: Raw -142811.419535 + Penalty 1423.730277 = -141387.689257 nChanged 2 SP:Iteration 27Q (5347.312163 sec): 3 clusters Score: Raw -142813.949195 + Penalty 1423.730277 = -141390.218917 nChanged 1 SP:Iteration 28Q (5347.319587 sec): 3 clusters Score: Raw -142814.720189 + Penalty 1423.730277 = -141390.989912 nChanged 3 SP:Iteration 29Q (5347.326401 sec): 3 clusters Score: Raw -142815.917830 + Penalty 1423.730277 = -141392.187553 nChanged 3 SP:Iteration 30Q (5347.333239 sec): 3 clusters Score: Raw -142817.200555 + Penalty 1423.730277 = -141393.470277 nChanged 1 SP:Iteration 31Q (5347.340349 sec): 3 clusters Score: Raw -142817.337717 + Penalty 1423.730277 = -141393.607439 nChanged 0 SP:Iteration 32F (5347.347668 sec): 3 clusters Score: Raw -142817.337717 + Penalty 1423.730277 = -141393.607439 nChanged 0 Trying to split cluster 9 (63985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5347.433211 sec): 2 clusters Score: Raw -4825551.636061 + Penalty 1051.308376 = -4824500.327685 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5347.534948 sec): 3 clusters Score: Raw -4783940.384807 + Penalty 2102.616752 = -4781837.768055 nChanged 30650 SP:Iteration 1F (5347.656257 sec): 3 clusters Score: Raw -4802518.526076 + Penalty 2102.616752 = -4800415.909324 nChanged 3240 SP:Iteration 2F (5347.769251 sec): 3 clusters Score: Raw -4803901.247496 + Penalty 2102.616752 = -4801798.630743 nChanged 3673 SP:Iteration 3F (5347.894438 sec): 3 clusters Score: Raw -4805728.529790 + Penalty 2102.616752 = -4803625.913037 nChanged 3959 SP:Iteration 4F (5348.016195 sec): 3 clusters Score: Raw -4808193.896415 + Penalty 2102.616752 = -4806091.279662 nChanged 4164 SP:Iteration 5F (5348.132099 sec): 3 clusters Score: Raw -4811236.055709 + Penalty 2102.616752 = -4809133.438957 nChanged 4029 SP:Iteration 6F (5348.254126 sec): 3 clusters Score: Raw -4814369.849252 + Penalty 2102.616752 = -4812267.232499 nChanged 3506 SP:Iteration 7F (5348.377120 sec): 3 clusters Score: Raw -4816484.086094 + Penalty 2102.616752 = -4814381.469342 nChanged 2316 SP:Iteration 8Q (5348.507396 sec): 3 clusters Score: Raw -4817365.465766 + Penalty 2102.616752 = -4815262.849014 nChanged 1375 SP:Iteration 9Q (5348.627281 sec): 3 clusters Score: Raw -4817736.638498 + Penalty 2102.616752 = -4815634.021746 nChanged 941 SP:Iteration 10Q (5348.751930 sec): 3 clusters Score: Raw -4817980.341030 + Penalty 2102.616752 = -4815877.724278 nChanged 902 SP:Iteration 11Q (5348.880791 sec): 3 clusters Score: Raw -4818211.306563 + Penalty 2102.616752 = -4816108.689811 nChanged 913 SP:Iteration 12Q (5348.993367 sec): 3 clusters Score: Raw -4818438.813686 + Penalty 2102.616752 = -4816336.196933 nChanged 896 SP:Iteration 13Q (5349.117492 sec): 3 clusters Score: Raw -4818666.667832 + Penalty 2102.616752 = -4816564.051080 nChanged 964 SP:Iteration 14Q (5349.246448 sec): 3 clusters Score: Raw -4818924.298101 + Penalty 2102.616752 = -4816821.681349 nChanged 974 SP:Iteration 15Q (5349.363345 sec): 3 clusters Score: Raw -4819195.867058 + Penalty 2102.616752 = -4817093.250305 nChanged 987 SP:Iteration 16Q (5349.494820 sec): 3 clusters Score: Raw -4819492.431782 + Penalty 2102.616752 = -4817389.815029 nChanged 990 SP:Iteration 17Q (5349.614218 sec): 3 clusters Score: Raw -4819800.648077 + Penalty 2102.616752 = -4817698.031325 nChanged 1074 SP:Iteration 18Q (5349.731914 sec): 3 clusters Score: Raw -4820175.267190 + Penalty 2102.616752 = -4818072.650438 nChanged 1104 SP:Iteration 19Q (5349.865696 sec): 3 clusters Score: Raw -4820581.072456 + Penalty 2102.616752 = -4818478.455704 nChanged 1067 SP:Iteration 20F (5349.986826 sec): 3 clusters Score: Raw -4820989.655417 + Penalty 2102.616752 = -4818887.038665 nChanged 1090 SP:Iteration 21Q (5350.097509 sec): 3 clusters Score: Raw -4821455.578328 + Penalty 2102.616752 = -4819352.961576 nChanged 1102 SP:Iteration 22Q (5350.221975 sec): 3 clusters Score: Raw -4821956.028052 + Penalty 2102.616752 = -4819853.411300 nChanged 1022 SP:Iteration 23Q (5350.338597 sec): 3 clusters Score: Raw -4822420.703185 + Penalty 2102.616752 = -4820318.086432 nChanged 941 SP:Iteration 24Q (5350.466645 sec): 3 clusters Score: Raw -4822866.583839 + Penalty 2102.616752 = -4820763.967086 nChanged 868 SP:Iteration 25Q (5350.588855 sec): 3 clusters Score: Raw -4823295.587618 + Penalty 2102.616752 = -4821192.970865 nChanged 810 SP:Iteration 26Q (5350.698893 sec): 3 clusters Score: Raw -4823730.868517 + Penalty 2102.616752 = -4821628.251765 nChanged 714 SP:Iteration 27Q (5350.815750 sec): 3 clusters Score: Raw -4824122.952834 + Penalty 2102.616752 = -4822020.336081 nChanged 579 SP:Iteration 28Q (5350.925227 sec): 3 clusters Score: Raw -4824425.580452 + Penalty 2102.616752 = -4822322.963699 nChanged 485 SP:Iteration 29Q (5351.042380 sec): 3 clusters Score: Raw -4824665.603214 + Penalty 2102.616752 = -4822562.986462 nChanged 394 SP:Iteration 30Q (5351.153743 sec): 3 clusters Score: Raw -4824845.757609 + Penalty 2102.616752 = -4822743.140856 nChanged 343 SP:Iteration 31Q (5351.266120 sec): 3 clusters Score: Raw -4824997.437078 + Penalty 2102.616752 = -4822894.820326 nChanged 288 SP:Iteration 32Q (5351.378198 sec): 3 clusters Score: Raw -4825120.476818 + Penalty 2102.616752 = -4823017.860066 nChanged 247 SP:Iteration 33Q (5351.484331 sec): 3 clusters Score: Raw -4825219.475210 + Penalty 2102.616752 = -4823116.858458 nChanged 220 SP:Iteration 34Q (5351.595025 sec): 3 clusters Score: Raw -4825302.725481 + Penalty 2102.616752 = -4823200.108729 nChanged 196 SP:Iteration 35Q (5351.709561 sec): 3 clusters Score: Raw -4825379.271350 + Penalty 2102.616752 = -4823276.654598 nChanged 150 SP:Iteration 36Q (5351.822356 sec): 3 clusters Score: Raw -4825433.514039 + Penalty 2102.616752 = -4823330.897287 nChanged 135 SP:Iteration 37Q (5351.930835 sec): 3 clusters Score: Raw -4825484.163186 + Penalty 2102.616752 = -4823381.546433 nChanged 110 SP:Iteration 38Q (5352.041790 sec): 3 clusters Score: Raw -4825518.461460 + Penalty 2102.616752 = -4823415.844708 nChanged 92 SP:Iteration 39Q (5352.152039 sec): 3 clusters Score: Raw -4825556.134049 + Penalty 2102.616752 = -4823453.517297 nChanged 82 SP:Iteration 40F (5352.274344 sec): 3 clusters Score: Raw -4825587.355333 + Penalty 2102.616752 = -4823484.738580 nChanged 63 SP:Iteration 41Q (5352.390051 sec): 3 clusters Score: Raw -4825609.806298 + Penalty 2102.616752 = -4823507.189545 nChanged 61 SP:Iteration 42Q (5352.494300 sec): 3 clusters Score: Raw -4825635.856748 + Penalty 2102.616752 = -4823533.239995 nChanged 63 SP:Iteration 43Q (5352.605944 sec): 3 clusters Score: Raw -4825660.984282 + Penalty 2102.616752 = -4823558.367530 nChanged 48 SP:Iteration 44Q (5352.717665 sec): 3 clusters Score: Raw -4825681.764236 + Penalty 2102.616752 = -4823579.147483 nChanged 41 SP:Iteration 45Q (5352.827646 sec): 3 clusters Score: Raw -4825697.521162 + Penalty 2102.616752 = -4823594.904410 nChanged 27 SP:Iteration 46Q (5352.915302 sec): 3 clusters Score: Raw -4825706.437876 + Penalty 2102.616752 = -4823603.821123 nChanged 37 SP:Iteration 47Q (5353.026627 sec): 3 clusters Score: Raw -4825719.547063 + Penalty 2102.616752 = -4823616.930310 nChanged 33 SP:Iteration 48Q (5353.110356 sec): 3 clusters Score: Raw -4825731.448211 + Penalty 2102.616752 = -4823628.831459 nChanged 31 SP:Iteration 49Q (5353.222156 sec): 3 clusters Score: Raw -4825745.765321 + Penalty 2102.616752 = -4823643.148569 nChanged 23 SP:Iteration 50Q (5353.337667 sec): 3 clusters Score: Raw -4825755.570755 + Penalty 2102.616752 = -4823652.954003 nChanged 16 SP:Iteration 51Q (5353.439680 sec): 3 clusters Score: Raw -4825763.228817 + Penalty 2102.616752 = -4823660.612064 nChanged 19 SP:Iteration 52Q (5353.558763 sec): 3 clusters Score: Raw -4825771.072531 + Penalty 2102.616752 = -4823668.455779 nChanged 23 SP:Iteration 53Q (5353.668539 sec): 3 clusters Score: Raw -4825779.142496 + Penalty 2102.616752 = -4823676.525744 nChanged 18 SP:Iteration 54Q (5353.782811 sec): 3 clusters Score: Raw -4825783.664196 + Penalty 2102.616752 = -4823681.047444 nChanged 6 SP:Iteration 55Q (5353.886792 sec): 3 clusters Score: Raw -4825784.802590 + Penalty 2102.616752 = -4823682.185838 nChanged 4 SP:Iteration 56Q (5353.972925 sec): 3 clusters Score: Raw -4825786.153348 + Penalty 2102.616752 = -4823683.536595 nChanged 8 SP:Iteration 57Q (5354.080892 sec): 3 clusters Score: Raw -4825788.521347 + Penalty 2102.616752 = -4823685.904595 nChanged 4 SP:Iteration 58Q (5354.185493 sec): 3 clusters Score: Raw -4825789.502923 + Penalty 2102.616752 = -4823686.886171 nChanged 3 SP:Iteration 59Q (5354.283070 sec): 3 clusters Score: Raw -4825790.400683 + Penalty 2102.616752 = -4823687.783930 nChanged 3 SP:Iteration 60F (5354.396291 sec): 3 clusters Score: Raw -4825791.349471 + Penalty 2102.616752 = -4823688.732719 nChanged 2 SP:Iteration 61Q (5354.510627 sec): 3 clusters Score: Raw -4825791.874286 + Penalty 2102.616752 = -4823689.257533 nChanged 2 SP:Iteration 62Q (5354.616082 sec): 3 clusters Score: Raw -4825792.164705 + Penalty 2102.616752 = -4823689.547953 nChanged 1 SP:Iteration 63Q (5354.721344 sec): 3 clusters Score: Raw -4825792.337555 + Penalty 2102.616752 = -4823689.720802 nChanged 0 SP:Iteration 64F (5354.846552 sec): 3 clusters Score: Raw -4825792.337555 + Penalty 2102.616752 = -4823689.720802 nChanged 0 Trying to split cluster 10 (6192 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5354.880226 sec): 2 clusters Score: Raw -406737.456329 + Penalty 829.446274 = -405908.010055 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5354.934734 sec): 3 clusters Score: Raw -403231.917865 + Penalty 1658.892549 = -401573.025316 nChanged 2699 SP:Iteration 1F (5354.977038 sec): 3 clusters Score: Raw -404765.263061 + Penalty 1658.892549 = -403106.370512 nChanged 403 SP:Iteration 2F (5355.021854 sec): 3 clusters Score: Raw -405018.618740 + Penalty 1658.892549 = -403359.726191 nChanged 397 SP:Iteration 3F (5355.044317 sec): 3 clusters Score: Raw -405292.687868 + Penalty 1658.892549 = -403633.795319 nChanged 379 SP:Iteration 4F (5355.085850 sec): 3 clusters Score: Raw -405544.822581 + Penalty 1658.892549 = -403885.930032 nChanged 345 SP:Iteration 5F (5355.128903 sec): 3 clusters Score: Raw -405772.246259 + Penalty 1658.892549 = -404113.353710 nChanged 353 SP:Iteration 6F (5355.181716 sec): 3 clusters Score: Raw -406037.152511 + Penalty 1658.892549 = -404378.259962 nChanged 373 SP:Iteration 7F (5355.228309 sec): 3 clusters Score: Raw -406326.585725 + Penalty 1658.892549 = -404667.693176 nChanged 338 SP:Iteration 8F (5355.273921 sec): 3 clusters Score: Raw -406592.578204 + Penalty 1658.892549 = -404933.685655 nChanged 278 SP:Iteration 9Q (5355.325745 sec): 3 clusters Score: Raw -406766.370770 + Penalty 1658.892549 = -405107.478221 nChanged 218 SP:Iteration 10Q (5355.374412 sec): 3 clusters Score: Raw -406868.935442 + Penalty 1658.892549 = -405210.042893 nChanged 158 SP:Iteration 11Q (5355.420335 sec): 3 clusters Score: Raw -406927.429323 + Penalty 1658.892549 = -405268.536774 nChanged 109 SP:Iteration 12Q (5355.476519 sec): 3 clusters Score: Raw -406966.123685 + Penalty 1658.892549 = -405307.231136 nChanged 86 SP:Iteration 13Q (5355.517504 sec): 3 clusters Score: Raw -406992.867282 + Penalty 1658.892549 = -405333.974734 nChanged 56 SP:Iteration 14Q (5355.574026 sec): 3 clusters Score: Raw -407006.693877 + Penalty 1658.892549 = -405347.801328 nChanged 39 SP:Iteration 15Q (5355.614067 sec): 3 clusters Score: Raw -407015.021900 + Penalty 1658.892549 = -405356.129351 nChanged 26 SP:Iteration 16Q (5355.631227 sec): 3 clusters Score: Raw -407022.008998 + Penalty 1658.892549 = -405363.116449 nChanged 33 SP:Iteration 17Q (5355.678007 sec): 3 clusters Score: Raw -407029.093211 + Penalty 1658.892549 = -405370.200662 nChanged 28 SP:Iteration 18Q (5355.730877 sec): 3 clusters Score: Raw -407039.053169 + Penalty 1658.892549 = -405380.160620 nChanged 33 SP:Iteration 19Q (5355.776547 sec): 3 clusters Score: Raw -407051.307899 + Penalty 1658.892549 = -405392.415350 nChanged 35 SP:Iteration 20F (5355.824037 sec): 3 clusters Score: Raw -407063.507085 + Penalty 1658.892549 = -405404.614536 nChanged 45 SP:Iteration 21Q (5355.876445 sec): 3 clusters Score: Raw -407078.135032 + Penalty 1658.892549 = -405419.242483 nChanged 44 SP:Iteration 22Q (5355.919694 sec): 3 clusters Score: Raw -407096.214448 + Penalty 1658.892549 = -405437.321899 nChanged 46 SP:Iteration 23Q (5355.974322 sec): 3 clusters Score: Raw -407119.469403 + Penalty 1658.892549 = -405460.576854 nChanged 49 SP:Iteration 24Q (5356.013387 sec): 3 clusters Score: Raw -407137.211752 + Penalty 1658.892549 = -405478.319204 nChanged 39 SP:Iteration 25Q (5356.060056 sec): 3 clusters Score: Raw -407150.225413 + Penalty 1658.892549 = -405491.332864 nChanged 34 SP:Iteration 26Q (5356.113213 sec): 3 clusters Score: Raw -407156.895971 + Penalty 1658.892549 = -405498.003422 nChanged 31 SP:Iteration 27Q (5356.160211 sec): 3 clusters Score: Raw -407161.492760 + Penalty 1658.892549 = -405502.600211 nChanged 20 SP:Iteration 28Q (5356.209143 sec): 3 clusters Score: Raw -407164.178499 + Penalty 1658.892549 = -405505.285950 nChanged 16 SP:Iteration 29Q (5356.246059 sec): 3 clusters Score: Raw -407166.349902 + Penalty 1658.892549 = -405507.457354 nChanged 9 SP:Iteration 30Q (5356.292917 sec): 3 clusters Score: Raw -407167.477114 + Penalty 1658.892549 = -405508.584566 nChanged 8 SP:Iteration 31Q (5356.344349 sec): 3 clusters Score: Raw -407169.174408 + Penalty 1658.892549 = -405510.281859 nChanged 13 SP:Iteration 32Q (5356.390707 sec): 3 clusters Score: Raw -407171.686094 + Penalty 1658.892549 = -405512.793545 nChanged 16 SP:Iteration 33Q (5356.439365 sec): 3 clusters Score: Raw -407175.219311 + Penalty 1658.892549 = -405516.326762 nChanged 16 SP:Iteration 34Q (5356.481418 sec): 3 clusters Score: Raw -407178.068403 + Penalty 1658.892549 = -405519.175854 nChanged 11 SP:Iteration 35Q (5356.525332 sec): 3 clusters Score: Raw -407180.282683 + Penalty 1658.892549 = -405521.390134 nChanged 16 SP:Iteration 36Q (5356.577182 sec): 3 clusters Score: Raw -407183.028262 + Penalty 1658.892549 = -405524.135713 nChanged 18 SP:Iteration 37Q (5356.627047 sec): 3 clusters Score: Raw -407186.684757 + Penalty 1658.892549 = -405527.792208 nChanged 14 SP:Iteration 38Q (5356.679327 sec): 3 clusters Score: Raw -407189.374908 + Penalty 1658.892549 = -405530.482359 nChanged 12 SP:Iteration 39Q (5356.719005 sec): 3 clusters Score: Raw -407191.562316 + Penalty 1658.892549 = -405532.669767 nChanged 20 SP:Iteration 40F (5356.768333 sec): 3 clusters Score: Raw -407195.636859 + Penalty 1658.892549 = -405536.744310 nChanged 19 SP:Iteration 41Q (5356.823897 sec): 3 clusters Score: Raw -407199.692587 + Penalty 1658.892549 = -405540.800038 nChanged 20 SP:Iteration 42Q (5356.863604 sec): 3 clusters Score: Raw -407203.430226 + Penalty 1658.892549 = -405544.537677 nChanged 12 SP:Iteration 43Q (5356.913732 sec): 3 clusters Score: Raw -407205.777698 + Penalty 1658.892549 = -405546.885149 nChanged 21 SP:Iteration 44Q (5356.957678 sec): 3 clusters Score: Raw -407209.747712 + Penalty 1658.892549 = -405550.855163 nChanged 19 SP:Iteration 45Q (5356.989670 sec): 3 clusters Score: Raw -407212.682181 + Penalty 1658.892549 = -405553.789633 nChanged 13 SP:Iteration 46Q (5357.038912 sec): 3 clusters Score: Raw -407215.368159 + Penalty 1658.892549 = -405556.475610 nChanged 14 SP:Iteration 47Q (5357.097000 sec): 3 clusters Score: Raw -407217.963730 + Penalty 1658.892549 = -405559.071181 nChanged 20 SP:Iteration 48Q (5357.117764 sec): 3 clusters Score: Raw -407223.643438 + Penalty 1658.892549 = -405564.750889 nChanged 22 SP:Iteration 49Q (5357.165716 sec): 3 clusters Score: Raw -407229.844118 + Penalty 1658.892549 = -405570.951569 nChanged 22 SP:Iteration 50Q (5357.220176 sec): 3 clusters Score: Raw -407233.920615 + Penalty 1658.892549 = -405575.028066 nChanged 26 SP:Iteration 51Q (5357.267064 sec): 3 clusters Score: Raw -407238.280100 + Penalty 1658.892549 = -405579.387551 nChanged 19 SP:Iteration 52Q (5357.299754 sec): 3 clusters Score: Raw -407242.252103 + Penalty 1658.892549 = -405583.359554 nChanged 19 SP:Iteration 53Q (5357.340444 sec): 3 clusters Score: Raw -407246.215863 + Penalty 1658.892549 = -405587.323314 nChanged 20 SP:Iteration 54Q (5357.398068 sec): 3 clusters Score: Raw -407251.216846 + Penalty 1658.892549 = -405592.324297 nChanged 19 SP:Iteration 55Q (5357.443604 sec): 3 clusters Score: Raw -407256.122243 + Penalty 1658.892549 = -405597.229694 nChanged 21 SP:Iteration 56Q (5357.476852 sec): 3 clusters Score: Raw -407260.685524 + Penalty 1658.892549 = -405601.792975 nChanged 17 SP:Iteration 57Q (5357.532828 sec): 3 clusters Score: Raw -407263.518662 + Penalty 1658.892549 = -405604.626113 nChanged 16 SP:Iteration 58Q (5357.567566 sec): 3 clusters Score: Raw -407266.890546 + Penalty 1658.892549 = -405607.997997 nChanged 22 SP:Iteration 59Q (5357.609553 sec): 3 clusters Score: Raw -407270.750432 + Penalty 1658.892549 = -405611.857883 nChanged 20 SP:Iteration 60F (5357.644222 sec): 3 clusters Score: Raw -407274.084249 + Penalty 1658.892549 = -405615.191700 nChanged 13 SP:Iteration 61Q (5357.695430 sec): 3 clusters Score: Raw -407276.246682 + Penalty 1658.892549 = -405617.354133 nChanged 15 SP:Iteration 62Q (5357.738963 sec): 3 clusters Score: Raw -407279.490659 + Penalty 1658.892549 = -405620.598110 nChanged 16 SP:Iteration 63Q (5357.787908 sec): 3 clusters Score: Raw -407282.147023 + Penalty 1658.892549 = -405623.254474 nChanged 13 SP:Iteration 64Q (5357.832598 sec): 3 clusters Score: Raw -407284.331946 + Penalty 1658.892549 = -405625.439397 nChanged 14 SP:Iteration 65Q (5357.873677 sec): 3 clusters Score: Raw -407285.927113 + Penalty 1658.892549 = -405627.034564 nChanged 9 SP:Iteration 66Q (5357.900505 sec): 3 clusters Score: Raw -407286.928895 + Penalty 1658.892549 = -405628.036346 nChanged 5 SP:Iteration 67Q (5357.941669 sec): 3 clusters Score: Raw -407287.286670 + Penalty 1658.892549 = -405628.394121 nChanged 2 SP:Iteration 68Q (5357.986734 sec): 3 clusters Score: Raw -407287.472768 + Penalty 1658.892549 = -405628.580219 nChanged 0 SP:Iteration 69F (5358.031159 sec): 3 clusters Score: Raw -407287.472768 + Penalty 1658.892549 = -405628.580219 nChanged 0 Trying to split cluster 11 (16375 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5358.069126 sec): 2 clusters Score: Raw -1223329.989746 + Penalty 921.833551 = -1222408.156195 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5358.127385 sec): 3 clusters Score: Raw -1213306.633888 + Penalty 1843.667101 = -1211462.966787 nChanged 7527 SP:Iteration 1F (5358.197395 sec): 3 clusters Score: Raw -1217350.036964 + Penalty 1843.667101 = -1215506.369862 nChanged 668 SP:Iteration 2Q (5358.256410 sec): 3 clusters Score: Raw -1217546.891684 + Penalty 1843.667101 = -1215703.224583 nChanged 636 SP:Iteration 3Q (5358.315866 sec): 3 clusters Score: Raw -1217750.665760 + Penalty 1843.667101 = -1215906.998658 nChanged 631 SP:Iteration 4Q (5358.375145 sec): 3 clusters Score: Raw -1217985.983469 + Penalty 1843.667101 = -1216142.316368 nChanged 671 SP:Iteration 5Q (5358.431459 sec): 3 clusters Score: Raw -1218272.463251 + Penalty 1843.667101 = -1216428.796150 nChanged 717 SP:Iteration 6Q (5358.491680 sec): 3 clusters Score: Raw -1218671.991495 + Penalty 1843.667101 = -1216828.324393 nChanged 776 SP:Iteration 7Q (5358.545760 sec): 3 clusters Score: Raw -1219199.406729 + Penalty 1843.667101 = -1217355.739628 nChanged 847 SP:Iteration 8F (5358.620755 sec): 3 clusters Score: Raw -1219860.894918 + Penalty 1843.667101 = -1218017.227817 nChanged 899 SP:Iteration 9F (5358.682140 sec): 3 clusters Score: Raw -1220569.387129 + Penalty 1843.667101 = -1218725.720027 nChanged 851 SP:Iteration 10F (5358.737180 sec): 3 clusters Score: Raw -1221230.049865 + Penalty 1843.667101 = -1219386.382764 nChanged 726 SP:Iteration 11Q (5358.798198 sec): 3 clusters Score: Raw -1221685.398470 + Penalty 1843.667101 = -1219841.731369 nChanged 580 SP:Iteration 12Q (5358.828380 sec): 3 clusters Score: Raw -1221957.740782 + Penalty 1843.667101 = -1220114.073680 nChanged 417 SP:Iteration 13Q (5358.899569 sec): 3 clusters Score: Raw -1222145.441468 + Penalty 1843.667101 = -1220301.774366 nChanged 317 SP:Iteration 14Q (5358.965806 sec): 3 clusters Score: Raw -1222286.574043 + Penalty 1843.667101 = -1220442.906942 nChanged 274 SP:Iteration 15Q (5359.019054 sec): 3 clusters Score: Raw -1222396.343231 + Penalty 1843.667101 = -1220552.676129 nChanged 234 SP:Iteration 16Q (5359.077425 sec): 3 clusters Score: Raw -1222488.055178 + Penalty 1843.667101 = -1220644.388076 nChanged 222 SP:Iteration 17Q (5359.149709 sec): 3 clusters Score: Raw -1222564.965589 + Penalty 1843.667101 = -1220721.298488 nChanged 183 SP:Iteration 18Q (5359.192749 sec): 3 clusters Score: Raw -1222620.783493 + Penalty 1843.667101 = -1220777.116392 nChanged 146 SP:Iteration 19Q (5359.253883 sec): 3 clusters Score: Raw -1222662.653914 + Penalty 1843.667101 = -1220818.986812 nChanged 143 SP:Iteration 20F (5359.313361 sec): 3 clusters Score: Raw -1222699.334814 + Penalty 1843.667101 = -1220855.667713 nChanged 116 SP:Iteration 21Q (5359.374458 sec): 3 clusters Score: Raw -1222726.520501 + Penalty 1843.667101 = -1220882.853399 nChanged 113 SP:Iteration 22Q (5359.433639 sec): 3 clusters Score: Raw -1222755.136334 + Penalty 1843.667101 = -1220911.469232 nChanged 109 SP:Iteration 23Q (5359.493470 sec): 3 clusters Score: Raw -1222780.288042 + Penalty 1843.667101 = -1220936.620940 nChanged 92 SP:Iteration 24Q (5359.555024 sec): 3 clusters Score: Raw -1222801.169009 + Penalty 1843.667101 = -1220957.501908 nChanged 105 SP:Iteration 25Q (5359.602840 sec): 3 clusters Score: Raw -1222824.259549 + Penalty 1843.667101 = -1220980.592448 nChanged 86 SP:Iteration 26Q (5359.652608 sec): 3 clusters Score: Raw -1222839.499170 + Penalty 1843.667101 = -1220995.832069 nChanged 72 SP:Iteration 27Q (5359.713393 sec): 3 clusters Score: Raw -1222851.285377 + Penalty 1843.667101 = -1221007.618275 nChanged 72 SP:Iteration 28Q (5359.775017 sec): 3 clusters Score: Raw -1222861.106233 + Penalty 1843.667101 = -1221017.439131 nChanged 53 SP:Iteration 29Q (5359.833834 sec): 3 clusters Score: Raw -1222866.702191 + Penalty 1843.667101 = -1221023.035089 nChanged 45 SP:Iteration 30Q (5359.885779 sec): 3 clusters Score: Raw -1222871.222982 + Penalty 1843.667101 = -1221027.555880 nChanged 40 SP:Iteration 31Q (5359.939907 sec): 3 clusters Score: Raw -1222875.817282 + Penalty 1843.667101 = -1221032.150181 nChanged 42 SP:Iteration 32Q (5360.002602 sec): 3 clusters Score: Raw -1222881.585270 + Penalty 1843.667101 = -1221037.918168 nChanged 46 SP:Iteration 33Q (5360.067421 sec): 3 clusters Score: Raw -1222887.949759 + Penalty 1843.667101 = -1221044.282657 nChanged 41 SP:Iteration 34Q (5360.115572 sec): 3 clusters Score: Raw -1222892.458354 + Penalty 1843.667101 = -1221048.791253 nChanged 29 SP:Iteration 35Q (5360.178291 sec): 3 clusters Score: Raw -1222895.898376 + Penalty 1843.667101 = -1221052.231275 nChanged 35 SP:Iteration 36Q (5360.232865 sec): 3 clusters Score: Raw -1222901.012355 + Penalty 1843.667101 = -1221057.345254 nChanged 46 SP:Iteration 37Q (5360.295105 sec): 3 clusters Score: Raw -1222909.205228 + Penalty 1843.667101 = -1221065.538126 nChanged 54 SP:Iteration 38Q (5360.358183 sec): 3 clusters Score: Raw -1222918.456334 + Penalty 1843.667101 = -1221074.789232 nChanged 58 SP:Iteration 39Q (5360.414971 sec): 3 clusters Score: Raw -1222930.088175 + Penalty 1843.667101 = -1221086.421073 nChanged 61 SP:Iteration 40F (5360.476599 sec): 3 clusters Score: Raw -1222940.785621 + Penalty 1843.667101 = -1221097.118519 nChanged 62 SP:Iteration 41Q (5360.520320 sec): 3 clusters Score: Raw -1222951.636480 + Penalty 1843.667101 = -1221107.969379 nChanged 59 SP:Iteration 42Q (5360.578563 sec): 3 clusters Score: Raw -1222962.668724 + Penalty 1843.667101 = -1221119.001622 nChanged 61 SP:Iteration 43Q (5360.638833 sec): 3 clusters Score: Raw -1222974.554309 + Penalty 1843.667101 = -1221130.887208 nChanged 73 SP:Iteration 44Q (5360.685088 sec): 3 clusters Score: Raw -1222988.633092 + Penalty 1843.667101 = -1221144.965991 nChanged 72 SP:Iteration 45Q (5360.757021 sec): 3 clusters Score: Raw -1223001.903982 + Penalty 1843.667101 = -1221158.236880 nChanged 54 SP:Iteration 46Q (5360.807054 sec): 3 clusters Score: Raw -1223010.954195 + Penalty 1843.667101 = -1221167.287094 nChanged 46 SP:Iteration 47Q (5360.866526 sec): 3 clusters Score: Raw -1223019.397564 + Penalty 1843.667101 = -1221175.730463 nChanged 58 SP:Iteration 48Q (5360.921780 sec): 3 clusters Score: Raw -1223028.004929 + Penalty 1843.667101 = -1221184.337828 nChanged 42 SP:Iteration 49Q (5360.982285 sec): 3 clusters Score: Raw -1223034.425763 + Penalty 1843.667101 = -1221190.758661 nChanged 32 SP:Iteration 50Q (5361.052779 sec): 3 clusters Score: Raw -1223039.461232 + Penalty 1843.667101 = -1221195.794131 nChanged 29 SP:Iteration 51Q (5361.101200 sec): 3 clusters Score: Raw -1223044.227366 + Penalty 1843.667101 = -1221200.560265 nChanged 28 SP:Iteration 52Q (5361.153225 sec): 3 clusters Score: Raw -1223047.999692 + Penalty 1843.667101 = -1221204.332591 nChanged 26 SP:Iteration 53Q (5361.210222 sec): 3 clusters Score: Raw -1223051.608915 + Penalty 1843.667101 = -1221207.941814 nChanged 25 SP:Iteration 54Q (5361.253700 sec): 3 clusters Score: Raw -1223056.105383 + Penalty 1843.667101 = -1221212.438282 nChanged 31 SP:Iteration 55Q (5361.320705 sec): 3 clusters Score: Raw -1223060.918675 + Penalty 1843.667101 = -1221217.251573 nChanged 32 SP:Iteration 56Q (5361.378079 sec): 3 clusters Score: Raw -1223067.497317 + Penalty 1843.667101 = -1221223.830215 nChanged 42 SP:Iteration 57Q (5361.424924 sec): 3 clusters Score: Raw -1223074.374770 + Penalty 1843.667101 = -1221230.707668 nChanged 45 SP:Iteration 58Q (5361.481122 sec): 3 clusters Score: Raw -1223082.619874 + Penalty 1843.667101 = -1221238.952773 nChanged 43 SP:Iteration 59Q (5361.538963 sec): 3 clusters Score: Raw -1223091.829550 + Penalty 1843.667101 = -1221248.162448 nChanged 60 SP:Iteration 60F (5361.609307 sec): 3 clusters Score: Raw -1223106.176120 + Penalty 1843.667101 = -1221262.509019 nChanged 53 SP:Iteration 61Q (5361.654087 sec): 3 clusters Score: Raw -1223116.543903 + Penalty 1843.667101 = -1221272.876801 nChanged 45 SP:Iteration 62Q (5361.709939 sec): 3 clusters Score: Raw -1223124.063724 + Penalty 1843.667101 = -1221280.396623 nChanged 42 SP:Iteration 63Q (5361.775420 sec): 3 clusters Score: Raw -1223131.010474 + Penalty 1843.667101 = -1221287.343372 nChanged 36 SP:Iteration 64Q (5361.825035 sec): 3 clusters Score: Raw -1223134.754432 + Penalty 1843.667101 = -1221291.087331 nChanged 26 SP:Iteration 65Q (5361.884583 sec): 3 clusters Score: Raw -1223137.791362 + Penalty 1843.667101 = -1221294.124261 nChanged 29 SP:Iteration 66Q (5361.949149 sec): 3 clusters Score: Raw -1223142.235552 + Penalty 1843.667101 = -1221298.568450 nChanged 26 SP:Iteration 67Q (5361.996695 sec): 3 clusters Score: Raw -1223146.535715 + Penalty 1843.667101 = -1221302.868614 nChanged 28 SP:Iteration 68Q (5362.051690 sec): 3 clusters Score: Raw -1223150.697242 + Penalty 1843.667101 = -1221307.030140 nChanged 28 SP:Iteration 69Q (5362.112368 sec): 3 clusters Score: Raw -1223155.194596 + Penalty 1843.667101 = -1221311.527495 nChanged 26 SP:Iteration 70Q (5362.158525 sec): 3 clusters Score: Raw -1223159.278897 + Penalty 1843.667101 = -1221315.611795 nChanged 25 SP:Iteration 71Q (5362.213930 sec): 3 clusters Score: Raw -1223163.999264 + Penalty 1843.667101 = -1221320.332163 nChanged 29 SP:Iteration 72Q (5362.274009 sec): 3 clusters Score: Raw -1223170.009962 + Penalty 1843.667101 = -1221326.342861 nChanged 32 SP:Iteration 73Q (5362.339803 sec): 3 clusters Score: Raw -1223174.740433 + Penalty 1843.667101 = -1221331.073331 nChanged 31 SP:Iteration 74Q (5362.393641 sec): 3 clusters Score: Raw -1223179.130308 + Penalty 1843.667101 = -1221335.463207 nChanged 21 SP:Iteration 75Q (5362.437265 sec): 3 clusters Score: Raw -1223181.884019 + Penalty 1843.667101 = -1221338.216918 nChanged 19 SP:Iteration 76Q (5362.498649 sec): 3 clusters Score: Raw -1223185.358056 + Penalty 1843.667101 = -1221341.690955 nChanged 23 SP:Iteration 77Q (5362.555209 sec): 3 clusters Score: Raw -1223189.833979 + Penalty 1843.667101 = -1221346.166877 nChanged 30 SP:Iteration 78Q (5362.615240 sec): 3 clusters Score: Raw -1223195.326048 + Penalty 1843.667101 = -1221351.658947 nChanged 33 SP:Iteration 79Q (5362.650944 sec): 3 clusters Score: Raw -1223200.568963 + Penalty 1843.667101 = -1221356.901862 nChanged 30 SP:Iteration 80F (5362.710712 sec): 3 clusters Score: Raw -1223204.956089 + Penalty 1843.667101 = -1221361.288988 nChanged 29 SP:Iteration 81Q (5362.739103 sec): 3 clusters Score: Raw -1223209.253801 + Penalty 1843.667101 = -1221365.586700 nChanged 31 SP:Iteration 82Q (5362.799314 sec): 3 clusters Score: Raw -1223214.457183 + Penalty 1843.667101 = -1221370.790082 nChanged 38 SP:Iteration 83Q (5362.862956 sec): 3 clusters Score: Raw -1223223.600683 + Penalty 1843.667101 = -1221379.933581 nChanged 44 SP:Iteration 84Q (5362.922285 sec): 3 clusters Score: Raw -1223232.880531 + Penalty 1843.667101 = -1221389.213430 nChanged 42 SP:Iteration 85Q (5362.986008 sec): 3 clusters Score: Raw -1223240.326987 + Penalty 1843.667101 = -1221396.659886 nChanged 33 SP:Iteration 86Q (5363.034595 sec): 3 clusters Score: Raw -1223247.223121 + Penalty 1843.667101 = -1221403.556019 nChanged 42 SP:Iteration 87Q (5363.086975 sec): 3 clusters Score: Raw -1223258.068291 + Penalty 1843.667101 = -1221414.401189 nChanged 58 SP:Iteration 88Q (5363.136392 sec): 3 clusters Score: Raw -1223274.134003 + Penalty 1843.667101 = -1221430.466902 nChanged 47 SP:Iteration 89Q (5363.189994 sec): 3 clusters Score: Raw -1223285.065290 + Penalty 1843.667101 = -1221441.398188 nChanged 45 SP:Iteration 90Q (5363.246409 sec): 3 clusters Score: Raw -1223298.046746 + Penalty 1843.667101 = -1221454.379644 nChanged 62 SP:Iteration 91Q (5363.303812 sec): 3 clusters Score: Raw -1223316.528407 + Penalty 1843.667101 = -1221472.861306 nChanged 58 SP:Iteration 92Q (5363.365547 sec): 3 clusters Score: Raw -1223333.225020 + Penalty 1843.667101 = -1221489.557919 nChanged 47 SP:Iteration 93Q (5363.393143 sec): 3 clusters Score: Raw -1223344.481640 + Penalty 1843.667101 = -1221500.814539 nChanged 41 SP:Iteration 94Q (5363.421448 sec): 3 clusters Score: Raw -1223353.779388 + Penalty 1843.667101 = -1221510.112286 nChanged 32 SP:Iteration 95Q (5363.450416 sec): 3 clusters Score: Raw -1223363.484582 + Penalty 1843.667101 = -1221519.817481 nChanged 38 SP:Iteration 96Q (5363.481308 sec): 3 clusters Score: Raw -1223374.071485 + Penalty 1843.667101 = -1221530.404384 nChanged 27 SP:Iteration 97Q (5363.511100 sec): 3 clusters Score: Raw -1223380.556128 + Penalty 1843.667101 = -1221536.889026 nChanged 27 SP:Iteration 98Q (5363.576517 sec): 3 clusters Score: Raw -1223387.094046 + Penalty 1843.667101 = -1221543.426945 nChanged 24 SP:Iteration 99Q (5363.637930 sec): 3 clusters Score: Raw -1223392.097039 + Penalty 1843.667101 = -1221548.429938 nChanged 12 SP:Iteration 100F (5363.695475 sec): 3 clusters Score: Raw -1223394.428531 + Penalty 1843.667101 = -1221550.761429 nChanged 12 SP:Iteration 101Q (5363.753258 sec): 3 clusters Score: Raw -1223396.577253 + Penalty 1843.667101 = -1221552.910152 nChanged 7 SP:Iteration 102Q (5363.804948 sec): 3 clusters Score: Raw -1223397.606082 + Penalty 1843.667101 = -1221553.938980 nChanged 8 SP:Iteration 103Q (5363.868851 sec): 3 clusters Score: Raw -1223399.400554 + Penalty 1843.667101 = -1221555.733452 nChanged 9 SP:Iteration 104Q (5363.920741 sec): 3 clusters Score: Raw -1223401.488324 + Penalty 1843.667101 = -1221557.821223 nChanged 9 SP:Iteration 105Q (5363.978615 sec): 3 clusters Score: Raw -1223403.315353 + Penalty 1843.667101 = -1221559.648251 nChanged 6 SP:Iteration 106Q (5364.043715 sec): 3 clusters Score: Raw -1223405.201271 + Penalty 1843.667101 = -1221561.534170 nChanged 15 SP:Iteration 107Q (5364.098355 sec): 3 clusters Score: Raw -1223409.144194 + Penalty 1843.667101 = -1221565.477092 nChanged 13 SP:Iteration 108Q (5364.162672 sec): 3 clusters Score: Raw -1223412.950215 + Penalty 1843.667101 = -1221569.283113 nChanged 14 SP:Iteration 109Q (5364.214145 sec): 3 clusters Score: Raw -1223416.444203 + Penalty 1843.667101 = -1221572.777101 nChanged 21 SP:Iteration 110Q (5364.272495 sec): 3 clusters Score: Raw -1223421.902408 + Penalty 1843.667101 = -1221578.235307 nChanged 22 SP:Iteration 111Q (5364.330118 sec): 3 clusters Score: Raw -1223428.615479 + Penalty 1843.667101 = -1221584.948378 nChanged 19 SP:Iteration 112Q (5364.393629 sec): 3 clusters Score: Raw -1223434.434440 + Penalty 1843.667101 = -1221590.767338 nChanged 15 SP:Iteration 113Q (5364.463681 sec): 3 clusters Score: Raw -1223439.367820 + Penalty 1843.667101 = -1221595.700718 nChanged 25 SP:Iteration 114Q (5364.521059 sec): 3 clusters Score: Raw -1223446.164445 + Penalty 1843.667101 = -1221602.497343 nChanged 19 SP:Iteration 115Q (5364.579663 sec): 3 clusters Score: Raw -1223451.194398 + Penalty 1843.667101 = -1221607.527297 nChanged 18 SP:Iteration 116Q (5364.631133 sec): 3 clusters Score: Raw -1223457.473397 + Penalty 1843.667101 = -1221613.806296 nChanged 24 SP:Iteration 117Q (5364.652721 sec): 3 clusters Score: Raw -1223466.967398 + Penalty 1843.667101 = -1221623.300297 nChanged 26 SP:Iteration 118Q (5364.681068 sec): 3 clusters Score: Raw -1223474.573483 + Penalty 1843.667101 = -1221630.906382 nChanged 18 SP:Iteration 119Q (5364.709542 sec): 3 clusters Score: Raw -1223480.045932 + Penalty 1843.667101 = -1221636.378831 nChanged 23 SP:Iteration 120F (5364.775012 sec): 3 clusters Score: Raw -1223489.417251 + Penalty 1843.667101 = -1221645.750149 nChanged 22 SP:Iteration 121Q (5364.832404 sec): 3 clusters Score: Raw -1223497.015580 + Penalty 1843.667101 = -1221653.348479 nChanged 12 SP:Iteration 122Q (5364.893256 sec): 3 clusters Score: Raw -1223501.069750 + Penalty 1843.667101 = -1221657.402648 nChanged 13 SP:Iteration 123Q (5364.954925 sec): 3 clusters Score: Raw -1223505.619020 + Penalty 1843.667101 = -1221661.951918 nChanged 9 SP:Iteration 124Q (5365.017276 sec): 3 clusters Score: Raw -1223508.616850 + Penalty 1843.667101 = -1221664.949749 nChanged 13 SP:Iteration 125Q (5365.071222 sec): 3 clusters Score: Raw -1223513.759130 + Penalty 1843.667101 = -1221670.092029 nChanged 17 SP:Iteration 126Q (5365.123758 sec): 3 clusters Score: Raw -1223518.473955 + Penalty 1843.667101 = -1221674.806854 nChanged 13 SP:Iteration 127Q (5365.178913 sec): 3 clusters Score: Raw -1223522.144397 + Penalty 1843.667101 = -1221678.477295 nChanged 8 SP:Iteration 128Q (5365.236041 sec): 3 clusters Score: Raw -1223523.875156 + Penalty 1843.667101 = -1221680.208054 nChanged 10 SP:Iteration 129Q (5365.301299 sec): 3 clusters Score: Raw -1223526.664853 + Penalty 1843.667101 = -1221682.997751 nChanged 8 SP:Iteration 130Q (5365.364619 sec): 3 clusters Score: Raw -1223529.250737 + Penalty 1843.667101 = -1221685.583636 nChanged 8 SP:Iteration 131Q (5365.414004 sec): 3 clusters Score: Raw -1223531.799635 + Penalty 1843.667101 = -1221688.132533 nChanged 6 SP:Iteration 132Q (5365.472567 sec): 3 clusters Score: Raw -1223532.856474 + Penalty 1843.667101 = -1221689.189372 nChanged 3 SP:Iteration 133Q (5365.525933 sec): 3 clusters Score: Raw -1223534.287247 + Penalty 1843.667101 = -1221690.620145 nChanged 4 SP:Iteration 134Q (5365.579127 sec): 3 clusters Score: Raw -1223535.221704 + Penalty 1843.667101 = -1221691.554602 nChanged 3 SP:Iteration 135Q (5365.632960 sec): 3 clusters Score: Raw -1223535.976902 + Penalty 1843.667101 = -1221692.309801 nChanged 3 SP:Iteration 136Q (5365.685476 sec): 3 clusters Score: Raw -1223538.306095 + Penalty 1843.667101 = -1221694.638993 nChanged 7 SP:Iteration 137Q (5365.746735 sec): 3 clusters Score: Raw -1223542.467212 + Penalty 1843.667101 = -1221698.800111 nChanged 8 SP:Iteration 138Q (5365.796055 sec): 3 clusters Score: Raw -1223545.504786 + Penalty 1843.667101 = -1221701.837685 nChanged 8 SP:Iteration 139Q (5365.856151 sec): 3 clusters Score: Raw -1223548.573808 + Penalty 1843.667101 = -1221704.906707 nChanged 6 SP:Iteration 140F (5365.906029 sec): 3 clusters Score: Raw -1223550.730574 + Penalty 1843.667101 = -1221707.063473 nChanged 6 SP:Iteration 141Q (5365.970166 sec): 3 clusters Score: Raw -1223552.567706 + Penalty 1843.667101 = -1221708.900604 nChanged 5 SP:Iteration 142Q (5366.022468 sec): 3 clusters Score: Raw -1223555.528069 + Penalty 1843.667101 = -1221711.860968 nChanged 9 SP:Iteration 143Q (5366.077652 sec): 3 clusters Score: Raw -1223559.157644 + Penalty 1843.667101 = -1221715.490543 nChanged 11 SP:Iteration 144Q (5366.134888 sec): 3 clusters Score: Raw -1223561.875744 + Penalty 1843.667101 = -1221718.208642 nChanged 3 SP:Iteration 145Q (5366.192623 sec): 3 clusters Score: Raw -1223562.476682 + Penalty 1843.667101 = -1221718.809581 nChanged 3 SP:Iteration 146Q (5366.256509 sec): 3 clusters Score: Raw -1223563.452463 + Penalty 1843.667101 = -1221719.785361 nChanged 1 SP:Iteration 147Q (5366.305964 sec): 3 clusters Score: Raw -1223563.781972 + Penalty 1843.667101 = -1221720.114870 nChanged 1 SP:Iteration 148Q (5366.366795 sec): 3 clusters Score: Raw -1223563.943949 + Penalty 1843.667101 = -1221720.276848 nChanged 1 SP:Iteration 149Q (5366.425295 sec): 3 clusters Score: Raw -1223564.209699 + Penalty 1843.667101 = -1221720.542597 nChanged 0 SP:Iteration 150F (5366.488685 sec): 3 clusters Score: Raw -1223564.209699 + Penalty 1843.667101 = -1221720.542597 nChanged 0 Trying to split cluster 12 (54942 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5366.572104 sec): 2 clusters Score: Raw -3837678.546484 + Penalty 1036.833169 = -3836641.713315 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5366.683251 sec): 3 clusters Score: Raw -3802066.258944 + Penalty 2073.666339 = -3799992.592605 nChanged 26325 SP:Iteration 1F (5366.792563 sec): 3 clusters Score: Raw -3817867.517697 + Penalty 2073.666339 = -3815793.851358 nChanged 2552 SP:Iteration 2Q (5366.897805 sec): 3 clusters Score: Raw -3818924.895496 + Penalty 2073.666339 = -3816851.229157 nChanged 2832 SP:Iteration 3F (5367.005113 sec): 3 clusters Score: Raw -3820396.762529 + Penalty 2073.666339 = -3818323.096190 nChanged 3115 SP:Iteration 4F (5367.118942 sec): 3 clusters Score: Raw -3822385.071133 + Penalty 2073.666339 = -3820311.404794 nChanged 3563 SP:Iteration 5F (5367.220264 sec): 3 clusters Score: Raw -3824882.376316 + Penalty 2073.666339 = -3822808.709977 nChanged 3695 SP:Iteration 6F (5367.336745 sec): 3 clusters Score: Raw -3827500.884528 + Penalty 2073.666339 = -3825427.218189 nChanged 3462 SP:Iteration 7F (5367.443357 sec): 3 clusters Score: Raw -3829815.256642 + Penalty 2073.666339 = -3827741.590303 nChanged 2678 SP:Iteration 8Q (5367.559048 sec): 3 clusters Score: Raw -3831153.370891 + Penalty 2073.666339 = -3829079.704552 nChanged 1877 SP:Iteration 9Q (5367.639679 sec): 3 clusters Score: Raw -3831815.930476 + Penalty 2073.666339 = -3829742.264137 nChanged 1190 SP:Iteration 10Q (5367.750780 sec): 3 clusters Score: Raw -3832199.199794 + Penalty 2073.666339 = -3830125.533455 nChanged 946 SP:Iteration 11Q (5367.861550 sec): 3 clusters Score: Raw -3832526.071925 + Penalty 2073.666339 = -3830452.405586 nChanged 900 SP:Iteration 12Q (5367.964583 sec): 3 clusters Score: Raw -3832811.664682 + Penalty 2073.666339 = -3830737.998343 nChanged 836 SP:Iteration 13Q (5368.046722 sec): 3 clusters Score: Raw -3833058.346519 + Penalty 2073.666339 = -3830984.680180 nChanged 796 SP:Iteration 14Q (5368.161203 sec): 3 clusters Score: Raw -3833279.220576 + Penalty 2073.666339 = -3831205.554237 nChanged 728 SP:Iteration 15Q (5368.276950 sec): 3 clusters Score: Raw -3833464.490830 + Penalty 2073.666339 = -3831390.824491 nChanged 674 SP:Iteration 16Q (5368.389482 sec): 3 clusters Score: Raw -3833623.600058 + Penalty 2073.666339 = -3831549.933719 nChanged 586 SP:Iteration 17Q (5368.469242 sec): 3 clusters Score: Raw -3833762.772706 + Penalty 2073.666339 = -3831689.106367 nChanged 574 SP:Iteration 18Q (5368.569308 sec): 3 clusters Score: Raw -3833880.132700 + Penalty 2073.666339 = -3831806.466361 nChanged 518 SP:Iteration 19Q (5368.681894 sec): 3 clusters Score: Raw -3833979.911137 + Penalty 2073.666339 = -3831906.244798 nChanged 499 SP:Iteration 20F (5368.799844 sec): 3 clusters Score: Raw -3834071.320192 + Penalty 2073.666339 = -3831997.653853 nChanged 449 SP:Iteration 21Q (5368.911437 sec): 3 clusters Score: Raw -3834148.677761 + Penalty 2073.666339 = -3832075.011423 nChanged 409 SP:Iteration 22Q (5369.018413 sec): 3 clusters Score: Raw -3834210.920862 + Penalty 2073.666339 = -3832137.254523 nChanged 398 SP:Iteration 23Q (5369.131266 sec): 3 clusters Score: Raw -3834270.545163 + Penalty 2073.666339 = -3832196.878824 nChanged 374 SP:Iteration 24Q (5369.232367 sec): 3 clusters Score: Raw -3834325.969128 + Penalty 2073.666339 = -3832252.302789 nChanged 393 SP:Iteration 25Q (5369.335549 sec): 3 clusters Score: Raw -3834385.981310 + Penalty 2073.666339 = -3832312.314971 nChanged 420 SP:Iteration 26Q (5369.421416 sec): 3 clusters Score: Raw -3834451.625384 + Penalty 2073.666339 = -3832377.959045 nChanged 439 SP:Iteration 27Q (5369.526272 sec): 3 clusters Score: Raw -3834526.450465 + Penalty 2073.666339 = -3832452.784126 nChanged 468 SP:Iteration 28Q (5369.628550 sec): 3 clusters Score: Raw -3834601.475931 + Penalty 2073.666339 = -3832527.809592 nChanged 444 SP:Iteration 29Q (5369.733226 sec): 3 clusters Score: Raw -3834678.167434 + Penalty 2073.666339 = -3832604.501095 nChanged 484 SP:Iteration 30Q (5369.837937 sec): 3 clusters Score: Raw -3834763.101292 + Penalty 2073.666339 = -3832689.434953 nChanged 493 SP:Iteration 31Q (5369.943704 sec): 3 clusters Score: Raw -3834851.372806 + Penalty 2073.666339 = -3832777.706467 nChanged 509 SP:Iteration 32Q (5370.051805 sec): 3 clusters Score: Raw -3834945.524525 + Penalty 2073.666339 = -3832871.858186 nChanged 536 SP:Iteration 33Q (5370.127774 sec): 3 clusters Score: Raw -3835045.725508 + Penalty 2073.666339 = -3832972.059170 nChanged 503 SP:Iteration 34Q (5370.233844 sec): 3 clusters Score: Raw -3835140.707397 + Penalty 2073.666339 = -3833067.041058 nChanged 533 SP:Iteration 35Q (5370.346092 sec): 3 clusters Score: Raw -3835250.029745 + Penalty 2073.666339 = -3833176.363406 nChanged 585 SP:Iteration 36Q (5370.450640 sec): 3 clusters Score: Raw -3835373.660977 + Penalty 2073.666339 = -3833299.994638 nChanged 581 SP:Iteration 37Q (5370.523859 sec): 3 clusters Score: Raw -3835498.473963 + Penalty 2073.666339 = -3833424.807624 nChanged 573 SP:Iteration 38Q (5370.627763 sec): 3 clusters Score: Raw -3835626.462414 + Penalty 2073.666339 = -3833552.796075 nChanged 599 SP:Iteration 39Q (5370.737847 sec): 3 clusters Score: Raw -3835765.693721 + Penalty 2073.666339 = -3833692.027382 nChanged 571 SP:Iteration 40F (5370.814635 sec): 3 clusters Score: Raw -3835903.275593 + Penalty 2073.666339 = -3833829.609254 nChanged 577 SP:Iteration 41Q (5370.887760 sec): 3 clusters Score: Raw -3836052.367330 + Penalty 2073.666339 = -3833978.700991 nChanged 564 SP:Iteration 42Q (5371.004001 sec): 3 clusters Score: Raw -3836198.107132 + Penalty 2073.666339 = -3834124.440794 nChanged 556 SP:Iteration 43Q (5371.107124 sec): 3 clusters Score: Raw -3836341.671333 + Penalty 2073.666339 = -3834268.004995 nChanged 529 SP:Iteration 44Q (5371.215636 sec): 3 clusters Score: Raw -3836480.685919 + Penalty 2073.666339 = -3834407.019581 nChanged 537 SP:Iteration 45Q (5371.320913 sec): 3 clusters Score: Raw -3836634.601501 + Penalty 2073.666339 = -3834560.935162 nChanged 528 SP:Iteration 46Q (5371.423636 sec): 3 clusters Score: Raw -3836785.790066 + Penalty 2073.666339 = -3834712.123727 nChanged 480 SP:Iteration 47Q (5371.532069 sec): 3 clusters Score: Raw -3836921.550745 + Penalty 2073.666339 = -3834847.884406 nChanged 426 SP:Iteration 48Q (5371.632101 sec): 3 clusters Score: Raw -3837038.167407 + Penalty 2073.666339 = -3834964.501068 nChanged 396 SP:Iteration 49Q (5371.702037 sec): 3 clusters Score: Raw -3837140.186712 + Penalty 2073.666339 = -3835066.520374 nChanged 362 SP:Iteration 50Q (5371.797866 sec): 3 clusters Score: Raw -3837230.843212 + Penalty 2073.666339 = -3835157.176873 nChanged 329 SP:Iteration 51Q (5371.898395 sec): 3 clusters Score: Raw -3837314.702667 + Penalty 2073.666339 = -3835241.036328 nChanged 290 SP:Iteration 52Q (5372.007523 sec): 3 clusters Score: Raw -3837383.845978 + Penalty 2073.666339 = -3835310.179639 nChanged 250 SP:Iteration 53Q (5372.082996 sec): 3 clusters Score: Raw -3837439.538761 + Penalty 2073.666339 = -3835365.872422 nChanged 218 SP:Iteration 54Q (5372.162229 sec): 3 clusters Score: Raw -3837481.041973 + Penalty 2073.666339 = -3835407.375634 nChanged 196 SP:Iteration 55Q (5372.256225 sec): 3 clusters Score: Raw -3837518.799224 + Penalty 2073.666339 = -3835445.132886 nChanged 185 SP:Iteration 56Q (5372.353260 sec): 3 clusters Score: Raw -3837556.094326 + Penalty 2073.666339 = -3835482.427987 nChanged 173 SP:Iteration 57Q (5372.453225 sec): 3 clusters Score: Raw -3837590.652301 + Penalty 2073.666339 = -3835516.985962 nChanged 173 SP:Iteration 58Q (5372.551071 sec): 3 clusters Score: Raw -3837625.833521 + Penalty 2073.666339 = -3835552.167182 nChanged 160 SP:Iteration 59Q (5372.650957 sec): 3 clusters Score: Raw -3837663.842820 + Penalty 2073.666339 = -3835590.176482 nChanged 162 SP:Iteration 60F (5372.767705 sec): 3 clusters Score: Raw -3837702.613182 + Penalty 2073.666339 = -3835628.946844 nChanged 151 SP:Iteration 61Q (5372.864329 sec): 3 clusters Score: Raw -3837739.349365 + Penalty 2073.666339 = -3835665.683026 nChanged 147 SP:Iteration 62Q (5372.933742 sec): 3 clusters Score: Raw -3837775.651466 + Penalty 2073.666339 = -3835701.985127 nChanged 129 SP:Iteration 63Q (5373.032485 sec): 3 clusters Score: Raw -3837807.309798 + Penalty 2073.666339 = -3835733.643459 nChanged 126 SP:Iteration 64Q (5373.128819 sec): 3 clusters Score: Raw -3837839.970508 + Penalty 2073.666339 = -3835766.304169 nChanged 114 SP:Iteration 65Q (5373.201360 sec): 3 clusters Score: Raw -3837868.119705 + Penalty 2073.666339 = -3835794.453366 nChanged 111 SP:Iteration 66Q (5373.307372 sec): 3 clusters Score: Raw -3837893.435465 + Penalty 2073.666339 = -3835819.769126 nChanged 97 SP:Iteration 67Q (5373.405705 sec): 3 clusters Score: Raw -3837913.045228 + Penalty 2073.666339 = -3835839.378889 nChanged 77 SP:Iteration 68Q (5373.506378 sec): 3 clusters Score: Raw -3837925.219090 + Penalty 2073.666339 = -3835851.552751 nChanged 68 SP:Iteration 69Q (5373.606742 sec): 3 clusters Score: Raw -3837938.177883 + Penalty 2073.666339 = -3835864.511544 nChanged 65 SP:Iteration 70Q (5373.710005 sec): 3 clusters Score: Raw -3837950.198929 + Penalty 2073.666339 = -3835876.532590 nChanged 72 SP:Iteration 71Q (5373.812184 sec): 3 clusters Score: Raw -3837963.917870 + Penalty 2073.666339 = -3835890.251531 nChanged 72 SP:Iteration 72Q (5373.915717 sec): 3 clusters Score: Raw -3837975.879884 + Penalty 2073.666339 = -3835902.213545 nChanged 67 SP:Iteration 73Q (5374.021004 sec): 3 clusters Score: Raw -3837989.992642 + Penalty 2073.666339 = -3835916.326304 nChanged 70 SP:Iteration 74Q (5374.122109 sec): 3 clusters Score: Raw -3838004.514893 + Penalty 2073.666339 = -3835930.848554 nChanged 73 SP:Iteration 75Q (5374.226595 sec): 3 clusters Score: Raw -3838020.505538 + Penalty 2073.666339 = -3835946.839199 nChanged 69 SP:Iteration 76Q (5374.321796 sec): 3 clusters Score: Raw -3838033.889750 + Penalty 2073.666339 = -3835960.223411 nChanged 53 SP:Iteration 77Q (5374.427933 sec): 3 clusters Score: Raw -3838046.358531 + Penalty 2073.666339 = -3835972.692192 nChanged 69 SP:Iteration 78Q (5374.530156 sec): 3 clusters Score: Raw -3838059.518514 + Penalty 2073.666339 = -3835985.852175 nChanged 63 SP:Iteration 79Q (5374.630309 sec): 3 clusters Score: Raw -3838070.792335 + Penalty 2073.666339 = -3835997.125996 nChanged 59 SP:Iteration 80F (5374.739800 sec): 3 clusters Score: Raw -3838081.105744 + Penalty 2073.666339 = -3836007.439405 nChanged 44 SP:Iteration 81Q (5374.846336 sec): 3 clusters Score: Raw -3838088.210581 + Penalty 2073.666339 = -3836014.544242 nChanged 39 SP:Iteration 82Q (5374.925306 sec): 3 clusters Score: Raw -3838093.390115 + Penalty 2073.666339 = -3836019.723776 nChanged 30 SP:Iteration 83Q (5375.028338 sec): 3 clusters Score: Raw -3838097.793077 + Penalty 2073.666339 = -3836024.126739 nChanged 28 SP:Iteration 84Q (5375.126117 sec): 3 clusters Score: Raw -3838101.008905 + Penalty 2073.666339 = -3836027.342566 nChanged 24 SP:Iteration 85Q (5375.226463 sec): 3 clusters Score: Raw -3838104.098444 + Penalty 2073.666339 = -3836030.432105 nChanged 24 SP:Iteration 86Q (5375.321879 sec): 3 clusters Score: Raw -3838106.465247 + Penalty 2073.666339 = -3836032.798909 nChanged 11 SP:Iteration 87Q (5375.424763 sec): 3 clusters Score: Raw -3838107.921991 + Penalty 2073.666339 = -3836034.255652 nChanged 11 SP:Iteration 88Q (5375.518976 sec): 3 clusters Score: Raw -3838109.000499 + Penalty 2073.666339 = -3836035.334160 nChanged 8 SP:Iteration 89Q (5375.614799 sec): 3 clusters Score: Raw -3838109.451963 + Penalty 2073.666339 = -3836035.785624 nChanged 4 SP:Iteration 90Q (5375.707379 sec): 3 clusters Score: Raw -3838109.969701 + Penalty 2073.666339 = -3836036.303362 nChanged 7 SP:Iteration 91Q (5375.808839 sec): 3 clusters Score: Raw -3838110.558468 + Penalty 2073.666339 = -3836036.892129 nChanged 5 SP:Iteration 92Q (5375.911345 sec): 3 clusters Score: Raw -3838110.946208 + Penalty 2073.666339 = -3836037.279869 nChanged 4 SP:Iteration 93Q (5375.993708 sec): 3 clusters Score: Raw -3838111.365519 + Penalty 2073.666339 = -3836037.699181 nChanged 7 SP:Iteration 94Q (5376.090929 sec): 3 clusters Score: Raw -3838112.157592 + Penalty 2073.666339 = -3836038.491253 nChanged 2 SP:Iteration 95Q (5376.189457 sec): 3 clusters Score: Raw -3838112.721130 + Penalty 2073.666339 = -3836039.054791 nChanged 6 SP:Iteration 96Q (5376.289598 sec): 3 clusters Score: Raw -3838114.011203 + Penalty 2073.666339 = -3836040.344864 nChanged 7 SP:Iteration 97Q (5376.383143 sec): 3 clusters Score: Raw -3838114.755192 + Penalty 2073.666339 = -3836041.088853 nChanged 5 SP:Iteration 98Q (5376.480402 sec): 3 clusters Score: Raw -3838115.246001 + Penalty 2073.666339 = -3836041.579662 nChanged 6 SP:Iteration 99Q (5376.577459 sec): 3 clusters Score: Raw -3838116.007621 + Penalty 2073.666339 = -3836042.341282 nChanged 5 SP:Iteration 100F (5376.659404 sec): 3 clusters Score: Raw -3838116.568373 + Penalty 2073.666339 = -3836042.902034 nChanged 8 SP:Iteration 101Q (5376.767678 sec): 3 clusters Score: Raw -3838117.267447 + Penalty 2073.666339 = -3836043.601108 nChanged 5 SP:Iteration 102Q (5376.866863 sec): 3 clusters Score: Raw -3838117.773771 + Penalty 2073.666339 = -3836044.107432 nChanged 7 SP:Iteration 103Q (5376.966409 sec): 3 clusters Score: Raw -3838118.276072 + Penalty 2073.666339 = -3836044.609733 nChanged 6 SP:Iteration 104Q (5377.058073 sec): 3 clusters Score: Raw -3838118.644966 + Penalty 2073.666339 = -3836044.978627 nChanged 5 SP:Iteration 105Q (5377.161207 sec): 3 clusters Score: Raw -3838118.934179 + Penalty 2073.666339 = -3836045.267840 nChanged 5 SP:Iteration 106Q (5377.255114 sec): 3 clusters Score: Raw -3838119.360968 + Penalty 2073.666339 = -3836045.694629 nChanged 9 SP:Iteration 107Q (5377.351787 sec): 3 clusters Score: Raw -3838120.113915 + Penalty 2073.666339 = -3836046.447576 nChanged 8 SP:Iteration 108Q (5377.440801 sec): 3 clusters Score: Raw -3838120.682487 + Penalty 2073.666339 = -3836047.016148 nChanged 8 SP:Iteration 109Q (5377.544638 sec): 3 clusters Score: Raw -3838121.456592 + Penalty 2073.666339 = -3836047.790253 nChanged 7 SP:Iteration 110Q (5377.643691 sec): 3 clusters Score: Raw -3838122.131680 + Penalty 2073.666339 = -3836048.465342 nChanged 8 SP:Iteration 111Q (5377.736225 sec): 3 clusters Score: Raw -3838122.892589 + Penalty 2073.666339 = -3836049.226250 nChanged 4 SP:Iteration 112Q (5377.838735 sec): 3 clusters Score: Raw -3838123.275656 + Penalty 2073.666339 = -3836049.609317 nChanged 2 SP:Iteration 113Q (5377.938265 sec): 3 clusters Score: Raw -3838123.387500 + Penalty 2073.666339 = -3836049.721161 nChanged 0 SP:Iteration 114F (5378.049282 sec): 3 clusters Score: Raw -3838123.387500 + Penalty 2073.666339 = -3836049.721161 nChanged 0 Trying to split cluster 13 (624 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5378.079311 sec): 2 clusters Score: Raw -43206.806604 + Penalty 611.434285 = -42595.372319 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5378.113628 sec): 3 clusters Score: Raw -43028.023300 + Penalty 1222.868570 = -41805.154730 nChanged 174 SP:Iteration 1F (5378.153250 sec): 3 clusters Score: Raw -43184.200391 + Penalty 1222.868570 = -41961.331821 nChanged 32 SP:Iteration 2F (5378.172582 sec): 3 clusters Score: Raw -43217.924323 + Penalty 1222.868570 = -41995.055753 nChanged 21 SP:Iteration 3Q (5378.208394 sec): 3 clusters Score: Raw -43236.930157 + Penalty 1222.868570 = -42014.061587 nChanged 9 SP:Iteration 4Q (5378.244359 sec): 3 clusters Score: Raw -43245.922870 + Penalty 1222.868570 = -42023.054300 nChanged 4 SP:Iteration 5Q (5378.299756 sec): 3 clusters Score: Raw -43250.492616 + Penalty 1222.868570 = -42027.624046 nChanged 5 SP:Iteration 6Q (5378.331394 sec): 3 clusters Score: Raw -43254.378238 + Penalty 1222.868570 = -42031.509668 nChanged 5 SP:Iteration 7Q (5378.372709 sec): 3 clusters Score: Raw -43258.077734 + Penalty 1222.868570 = -42035.209164 nChanged 3 SP:Iteration 8Q (5378.414119 sec): 3 clusters Score: Raw -43260.559177 + Penalty 1222.868570 = -42037.690607 nChanged 1 SP:Iteration 9Q (5378.457662 sec): 3 clusters Score: Raw -43261.808802 + Penalty 1222.868570 = -42038.940232 nChanged 1 SP:Iteration 10Q (5378.507089 sec): 3 clusters Score: Raw -43262.449254 + Penalty 1222.868570 = -42039.580684 nChanged 3 SP:Iteration 11Q (5378.551373 sec): 3 clusters Score: Raw -43263.324021 + Penalty 1222.868570 = -42040.455451 nChanged 0 SP:Iteration 12F (5378.589594 sec): 3 clusters Score: Raw -43263.324021 + Penalty 1222.868570 = -42040.455451 nChanged 0 Trying to split cluster 14 (6674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5378.620024 sec): 2 clusters Score: Raw -477355.375255 + Penalty 836.567593 = -476518.807663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5378.667290 sec): 3 clusters Score: Raw -473538.869575 + Penalty 1673.135185 = -471865.734389 nChanged 2918 SP:Iteration 1F (5378.724117 sec): 3 clusters Score: Raw -475211.521764 + Penalty 1673.135185 = -473538.386579 nChanged 405 SP:Iteration 2F (5378.783646 sec): 3 clusters Score: Raw -475396.570635 + Penalty 1673.135185 = -473723.435449 nChanged 341 SP:Iteration 3F (5378.835658 sec): 3 clusters Score: Raw -475541.940682 + Penalty 1673.135185 = -473868.805497 nChanged 291 SP:Iteration 4Q (5378.895657 sec): 3 clusters Score: Raw -475673.056185 + Penalty 1673.135185 = -473999.921000 nChanged 294 SP:Iteration 5Q (5378.926133 sec): 3 clusters Score: Raw -475828.419813 + Penalty 1673.135185 = -474155.284627 nChanged 292 SP:Iteration 6Q (5378.982764 sec): 3 clusters Score: Raw -475985.970666 + Penalty 1673.135185 = -474312.835481 nChanged 286 SP:Iteration 7Q (5379.039898 sec): 3 clusters Score: Raw -476149.786969 + Penalty 1673.135185 = -474476.651784 nChanged 282 SP:Iteration 8Q (5379.091539 sec): 3 clusters Score: Raw -476307.365847 + Penalty 1673.135185 = -474634.230661 nChanged 255 SP:Iteration 9Q (5379.149064 sec): 3 clusters Score: Raw -476460.635199 + Penalty 1673.135185 = -474787.500013 nChanged 248 SP:Iteration 10Q (5379.203542 sec): 3 clusters Score: Raw -476605.507209 + Penalty 1673.135185 = -474932.372024 nChanged 250 SP:Iteration 11Q (5379.259818 sec): 3 clusters Score: Raw -476734.170522 + Penalty 1673.135185 = -475061.035337 nChanged 181 SP:Iteration 12Q (5379.316077 sec): 3 clusters Score: Raw -476814.475895 + Penalty 1673.135185 = -475141.340710 nChanged 137 SP:Iteration 13Q (5379.364403 sec): 3 clusters Score: Raw -476853.766278 + Penalty 1673.135185 = -475180.631092 nChanged 100 SP:Iteration 14Q (5379.414742 sec): 3 clusters Score: Raw -476888.097567 + Penalty 1673.135185 = -475214.962382 nChanged 98 SP:Iteration 15Q (5379.470639 sec): 3 clusters Score: Raw -476915.685479 + Penalty 1673.135185 = -475242.550294 nChanged 80 SP:Iteration 16Q (5379.527030 sec): 3 clusters Score: Raw -476937.401367 + Penalty 1673.135185 = -475264.266181 nChanged 72 SP:Iteration 17Q (5379.583554 sec): 3 clusters Score: Raw -476959.737211 + Penalty 1673.135185 = -475286.602026 nChanged 79 SP:Iteration 18Q (5379.643923 sec): 3 clusters Score: Raw -476981.370936 + Penalty 1673.135185 = -475308.235751 nChanged 73 SP:Iteration 19Q (5379.688126 sec): 3 clusters Score: Raw -476995.508717 + Penalty 1673.135185 = -475322.373532 nChanged 58 SP:Iteration 20F (5379.744743 sec): 3 clusters Score: Raw -477009.647190 + Penalty 1673.135185 = -475336.512004 nChanged 63 SP:Iteration 21Q (5379.813115 sec): 3 clusters Score: Raw -477024.553584 + Penalty 1673.135185 = -475351.418398 nChanged 63 SP:Iteration 22Q (5379.860670 sec): 3 clusters Score: Raw -477038.747634 + Penalty 1673.135185 = -475365.612449 nChanged 64 SP:Iteration 23Q (5379.909792 sec): 3 clusters Score: Raw -477053.123699 + Penalty 1673.135185 = -475379.988514 nChanged 67 SP:Iteration 24Q (5379.950482 sec): 3 clusters Score: Raw -477070.039072 + Penalty 1673.135185 = -475396.903887 nChanged 77 SP:Iteration 25Q (5380.006090 sec): 3 clusters Score: Raw -477094.267404 + Penalty 1673.135185 = -475421.132219 nChanged 86 SP:Iteration 26Q (5380.057703 sec): 3 clusters Score: Raw -477122.793091 + Penalty 1673.135185 = -475449.657906 nChanged 82 SP:Iteration 27Q (5380.121058 sec): 3 clusters Score: Raw -477151.021966 + Penalty 1673.135185 = -475477.886780 nChanged 94 SP:Iteration 28Q (5380.161137 sec): 3 clusters Score: Raw -477183.740368 + Penalty 1673.135185 = -475510.605183 nChanged 99 SP:Iteration 29Q (5380.213043 sec): 3 clusters Score: Raw -477218.452399 + Penalty 1673.135185 = -475545.317214 nChanged 100 SP:Iteration 30Q (5380.268683 sec): 3 clusters Score: Raw -477256.956880 + Penalty 1673.135185 = -475583.821695 nChanged 90 SP:Iteration 31Q (5380.323978 sec): 3 clusters Score: Raw -477291.227529 + Penalty 1673.135185 = -475618.092344 nChanged 96 SP:Iteration 32Q (5380.372277 sec): 3 clusters Score: Raw -477330.184201 + Penalty 1673.135185 = -475657.049016 nChanged 107 SP:Iteration 33Q (5380.421291 sec): 3 clusters Score: Raw -477374.166660 + Penalty 1673.135185 = -475701.031475 nChanged 119 SP:Iteration 34Q (5380.472106 sec): 3 clusters Score: Raw -477418.682108 + Penalty 1673.135185 = -475745.546923 nChanged 117 SP:Iteration 35Q (5380.527747 sec): 3 clusters Score: Raw -477464.490051 + Penalty 1673.135185 = -475791.354866 nChanged 111 SP:Iteration 36Q (5380.575836 sec): 3 clusters Score: Raw -477507.044398 + Penalty 1673.135185 = -475833.909213 nChanged 104 SP:Iteration 37Q (5380.630979 sec): 3 clusters Score: Raw -477555.437091 + Penalty 1673.135185 = -475882.301906 nChanged 113 SP:Iteration 38Q (5380.684091 sec): 3 clusters Score: Raw -477608.098926 + Penalty 1673.135185 = -475934.963741 nChanged 103 SP:Iteration 39Q (5380.740274 sec): 3 clusters Score: Raw -477653.757712 + Penalty 1673.135185 = -475980.622526 nChanged 100 SP:Iteration 40F (5380.796242 sec): 3 clusters Score: Raw -477693.679993 + Penalty 1673.135185 = -476020.544808 nChanged 75 SP:Iteration 41Q (5380.849535 sec): 3 clusters Score: Raw -477722.637728 + Penalty 1673.135185 = -476049.502543 nChanged 58 SP:Iteration 42Q (5380.902854 sec): 3 clusters Score: Raw -477742.094597 + Penalty 1673.135185 = -476068.959412 nChanged 57 SP:Iteration 43Q (5380.956288 sec): 3 clusters Score: Raw -477762.367084 + Penalty 1673.135185 = -476089.231898 nChanged 45 SP:Iteration 44Q (5380.996477 sec): 3 clusters Score: Raw -477775.664861 + Penalty 1673.135185 = -476102.529675 nChanged 47 SP:Iteration 45Q (5381.043422 sec): 3 clusters Score: Raw -477792.064705 + Penalty 1673.135185 = -476118.929520 nChanged 40 SP:Iteration 46Q (5381.099417 sec): 3 clusters Score: Raw -477806.147003 + Penalty 1673.135185 = -476133.011818 nChanged 40 SP:Iteration 47Q (5381.155042 sec): 3 clusters Score: Raw -477818.555736 + Penalty 1673.135185 = -476145.420550 nChanged 46 SP:Iteration 48Q (5381.198757 sec): 3 clusters Score: Raw -477832.986224 + Penalty 1673.135185 = -476159.851039 nChanged 39 SP:Iteration 49Q (5381.254047 sec): 3 clusters Score: Raw -477845.704759 + Penalty 1673.135185 = -476172.569574 nChanged 38 SP:Iteration 50Q (5381.303048 sec): 3 clusters Score: Raw -477859.584222 + Penalty 1673.135185 = -476186.449036 nChanged 38 SP:Iteration 51Q (5381.352786 sec): 3 clusters Score: Raw -477871.345369 + Penalty 1673.135185 = -476198.210184 nChanged 19 SP:Iteration 52Q (5381.405520 sec): 3 clusters Score: Raw -477876.458821 + Penalty 1673.135185 = -476203.323636 nChanged 24 SP:Iteration 53Q (5381.460711 sec): 3 clusters Score: Raw -477883.218871 + Penalty 1673.135185 = -476210.083685 nChanged 25 SP:Iteration 54Q (5381.515725 sec): 3 clusters Score: Raw -477890.000910 + Penalty 1673.135185 = -476216.865725 nChanged 23 SP:Iteration 55Q (5381.563384 sec): 3 clusters Score: Raw -477896.672832 + Penalty 1673.135185 = -476223.537646 nChanged 16 SP:Iteration 56Q (5381.614974 sec): 3 clusters Score: Raw -477900.386236 + Penalty 1673.135185 = -476227.251051 nChanged 12 SP:Iteration 57Q (5381.661346 sec): 3 clusters Score: Raw -477903.067156 + Penalty 1673.135185 = -476229.931970 nChanged 8 SP:Iteration 58Q (5381.711085 sec): 3 clusters Score: Raw -477905.917129 + Penalty 1673.135185 = -476232.781944 nChanged 6 SP:Iteration 59Q (5381.768047 sec): 3 clusters Score: Raw -477908.073886 + Penalty 1673.135185 = -476234.938701 nChanged 3 SP:Iteration 60F (5381.804156 sec): 3 clusters Score: Raw -477908.629336 + Penalty 1673.135185 = -476235.494151 nChanged 2 SP:Iteration 61Q (5381.853371 sec): 3 clusters Score: Raw -477908.727017 + Penalty 1673.135185 = -476235.591832 nChanged 1 SP:Iteration 62Q (5381.918012 sec): 3 clusters Score: Raw -477908.791461 + Penalty 1673.135185 = -476235.656276 nChanged 0 SP:Iteration 63F (5381.975285 sec): 3 clusters Score: Raw -477908.791461 + Penalty 1673.135185 = -476235.656276 nChanged 0 Trying to split cluster 15 (6404 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5381.994167 sec): 2 clusters Score: Raw -445842.783744 + Penalty 832.644417 = -445010.139327 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5382.041022 sec): 3 clusters Score: Raw -442144.628948 + Penalty 1665.288834 = -440479.340114 nChanged 2804 SP:Iteration 1F (5382.097130 sec): 3 clusters Score: Raw -443731.267767 + Penalty 1665.288834 = -442065.978933 nChanged 389 SP:Iteration 2F (5382.152659 sec): 3 clusters Score: Raw -443892.941705 + Penalty 1665.288834 = -442227.652871 nChanged 320 SP:Iteration 3Q (5382.208303 sec): 3 clusters Score: Raw -444034.169490 + Penalty 1665.288834 = -442368.880656 nChanged 292 SP:Iteration 4Q (5382.264335 sec): 3 clusters Score: Raw -444145.617411 + Penalty 1665.288834 = -442480.328577 nChanged 216 SP:Iteration 5Q (5382.319555 sec): 3 clusters Score: Raw -444224.533410 + Penalty 1665.288834 = -442559.244576 nChanged 196 SP:Iteration 6Q (5382.367430 sec): 3 clusters Score: Raw -444294.577725 + Penalty 1665.288834 = -442629.288891 nChanged 174 SP:Iteration 7Q (5382.413835 sec): 3 clusters Score: Raw -444355.337818 + Penalty 1665.288834 = -442690.048984 nChanged 158 SP:Iteration 8Q (5382.461707 sec): 3 clusters Score: Raw -444407.935893 + Penalty 1665.288834 = -442742.647059 nChanged 147 SP:Iteration 9Q (5382.514873 sec): 3 clusters Score: Raw -444462.238567 + Penalty 1665.288834 = -442796.949733 nChanged 170 SP:Iteration 10Q (5382.568569 sec): 3 clusters Score: Raw -444534.363822 + Penalty 1665.288834 = -442869.074988 nChanged 170 SP:Iteration 11Q (5382.609788 sec): 3 clusters Score: Raw -444615.508495 + Penalty 1665.288834 = -442950.219661 nChanged 183 SP:Iteration 12Q (5382.664751 sec): 3 clusters Score: Raw -444701.590969 + Penalty 1665.288834 = -443036.302135 nChanged 186 SP:Iteration 13Q (5382.709375 sec): 3 clusters Score: Raw -444799.795903 + Penalty 1665.288834 = -443134.507069 nChanged 200 SP:Iteration 14Q (5382.766566 sec): 3 clusters Score: Raw -444928.080111 + Penalty 1665.288834 = -443262.791277 nChanged 206 SP:Iteration 15Q (5382.822846 sec): 3 clusters Score: Raw -445076.288004 + Penalty 1665.288834 = -443410.999170 nChanged 188 SP:Iteration 16Q (5382.878682 sec): 3 clusters Score: Raw -445226.110537 + Penalty 1665.288834 = -443560.821703 nChanged 183 SP:Iteration 17Q (5382.933171 sec): 3 clusters Score: Raw -445376.964019 + Penalty 1665.288834 = -443711.675185 nChanged 140 SP:Iteration 18Q (5382.986074 sec): 3 clusters Score: Raw -445480.897938 + Penalty 1665.288834 = -443815.609104 nChanged 108 SP:Iteration 19Q (5383.043383 sec): 3 clusters Score: Raw -445560.231415 + Penalty 1665.288834 = -443894.942581 nChanged 82 SP:Iteration 20F (5383.096492 sec): 3 clusters Score: Raw -445609.201002 + Penalty 1665.288834 = -443943.912168 nChanged 75 SP:Iteration 21Q (5383.163420 sec): 3 clusters Score: Raw -445649.634324 + Penalty 1665.288834 = -443984.345490 nChanged 50 SP:Iteration 22Q (5383.208387 sec): 3 clusters Score: Raw -445671.419703 + Penalty 1665.288834 = -444006.130869 nChanged 42 SP:Iteration 23Q (5383.254821 sec): 3 clusters Score: Raw -445691.425454 + Penalty 1665.288834 = -444026.136620 nChanged 35 SP:Iteration 24Q (5383.313866 sec): 3 clusters Score: Raw -445708.418906 + Penalty 1665.288834 = -444043.130072 nChanged 43 SP:Iteration 25Q (5383.357170 sec): 3 clusters Score: Raw -445727.876693 + Penalty 1665.288834 = -444062.587859 nChanged 40 SP:Iteration 26Q (5383.404592 sec): 3 clusters Score: Raw -445750.181857 + Penalty 1665.288834 = -444084.893023 nChanged 42 SP:Iteration 27Q (5383.458605 sec): 3 clusters Score: Raw -445768.896447 + Penalty 1665.288834 = -444103.607612 nChanged 27 SP:Iteration 28Q (5383.513692 sec): 3 clusters Score: Raw -445778.247870 + Penalty 1665.288834 = -444112.959036 nChanged 19 SP:Iteration 29Q (5383.556016 sec): 3 clusters Score: Raw -445784.775401 + Penalty 1665.288834 = -444119.486567 nChanged 22 SP:Iteration 30Q (5383.600807 sec): 3 clusters Score: Raw -445797.550239 + Penalty 1665.288834 = -444132.261405 nChanged 25 SP:Iteration 31Q (5383.651632 sec): 3 clusters Score: Raw -445813.510537 + Penalty 1665.288834 = -444148.221703 nChanged 20 SP:Iteration 32Q (5383.705577 sec): 3 clusters Score: Raw -445823.196588 + Penalty 1665.288834 = -444157.907754 nChanged 16 SP:Iteration 33Q (5383.757178 sec): 3 clusters Score: Raw -445830.356469 + Penalty 1665.288834 = -444165.067635 nChanged 17 SP:Iteration 34Q (5383.799781 sec): 3 clusters Score: Raw -445838.211607 + Penalty 1665.288834 = -444172.922773 nChanged 16 SP:Iteration 35Q (5383.852495 sec): 3 clusters Score: Raw -445846.536524 + Penalty 1665.288834 = -444181.247690 nChanged 14 SP:Iteration 36Q (5383.906120 sec): 3 clusters Score: Raw -445852.631175 + Penalty 1665.288834 = -444187.342341 nChanged 15 SP:Iteration 37Q (5383.960043 sec): 3 clusters Score: Raw -445858.787738 + Penalty 1665.288834 = -444193.498904 nChanged 16 SP:Iteration 38Q (5384.014122 sec): 3 clusters Score: Raw -445868.213013 + Penalty 1665.288834 = -444202.924179 nChanged 17 SP:Iteration 39Q (5384.056389 sec): 3 clusters Score: Raw -445879.349066 + Penalty 1665.288834 = -444214.060232 nChanged 17 SP:Iteration 40F (5384.102109 sec): 3 clusters Score: Raw -445889.328470 + Penalty 1665.288834 = -444224.039636 nChanged 13 SP:Iteration 41Q (5384.150428 sec): 3 clusters Score: Raw -445897.016436 + Penalty 1665.288834 = -444231.727602 nChanged 8 SP:Iteration 42Q (5384.212662 sec): 3 clusters Score: Raw -445901.265471 + Penalty 1665.288834 = -444235.976637 nChanged 9 SP:Iteration 43Q (5384.255797 sec): 3 clusters Score: Raw -445906.046157 + Penalty 1665.288834 = -444240.757323 nChanged 3 SP:Iteration 44Q (5384.295006 sec): 3 clusters Score: Raw -445907.163721 + Penalty 1665.288834 = -444241.874887 nChanged 3 SP:Iteration 45Q (5384.352218 sec): 3 clusters Score: Raw -445908.071294 + Penalty 1665.288834 = -444242.782460 nChanged 2 SP:Iteration 46Q (5384.404796 sec): 3 clusters Score: Raw -445908.528925 + Penalty 1665.288834 = -444243.240091 nChanged 1 SP:Iteration 47Q (5384.458672 sec): 3 clusters Score: Raw -445909.091703 + Penalty 1665.288834 = -444243.802869 nChanged 1 SP:Iteration 48Q (5384.511844 sec): 3 clusters Score: Raw -445909.294829 + Penalty 1665.288834 = -444244.005995 nChanged 1 SP:Iteration 49Q (5384.561922 sec): 3 clusters Score: Raw -445909.645063 + Penalty 1665.288834 = -444244.356229 nChanged 0 SP:Iteration 50F (5384.614984 sec): 3 clusters Score: Raw -445909.645063 + Penalty 1665.288834 = -444244.356229 nChanged 0 Trying to split cluster 16 (22659 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5384.663051 sec): 2 clusters Score: Raw -1684013.106201 + Penalty 952.689678 = -1683060.416522 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5384.747414 sec): 3 clusters Score: Raw -1669936.191691 + Penalty 1905.379357 = -1668030.812334 nChanged 10425 SP:Iteration 1F (5384.792382 sec): 3 clusters Score: Raw -1675721.519451 + Penalty 1905.379357 = -1673816.140094 nChanged 978 SP:Iteration 2Q (5384.878899 sec): 3 clusters Score: Raw -1676030.266904 + Penalty 1905.379357 = -1674124.887547 nChanged 1031 SP:Iteration 3Q (5384.937588 sec): 3 clusters Score: Raw -1676431.115184 + Penalty 1905.379357 = -1674525.735828 nChanged 1154 SP:Iteration 4F (5385.007494 sec): 3 clusters Score: Raw -1676968.321063 + Penalty 1905.379357 = -1675062.941707 nChanged 1321 SP:Iteration 5F (5385.073569 sec): 3 clusters Score: Raw -1677753.312821 + Penalty 1905.379357 = -1675847.933464 nChanged 1511 SP:Iteration 6F (5385.150589 sec): 3 clusters Score: Raw -1678876.286697 + Penalty 1905.379357 = -1676970.907341 nChanged 1646 SP:Iteration 7F (5385.223651 sec): 3 clusters Score: Raw -1680234.113743 + Penalty 1905.379357 = -1678328.734387 nChanged 1433 SP:Iteration 8F (5385.296047 sec): 3 clusters Score: Raw -1681547.312134 + Penalty 1905.379357 = -1679641.932777 nChanged 1105 SP:Iteration 9Q (5385.368459 sec): 3 clusters Score: Raw -1682505.215828 + Penalty 1905.379357 = -1680599.836472 nChanged 685 SP:Iteration 10Q (5385.444882 sec): 3 clusters Score: Raw -1683003.253908 + Penalty 1905.379357 = -1681097.874552 nChanged 443 SP:Iteration 11Q (5385.515938 sec): 3 clusters Score: Raw -1683292.503576 + Penalty 1905.379357 = -1681387.124219 nChanged 313 SP:Iteration 12Q (5385.596311 sec): 3 clusters Score: Raw -1683452.649672 + Penalty 1905.379357 = -1681547.270316 nChanged 242 SP:Iteration 13Q (5385.659386 sec): 3 clusters Score: Raw -1683568.858480 + Penalty 1905.379357 = -1681663.479124 nChanged 230 SP:Iteration 14Q (5385.735085 sec): 3 clusters Score: Raw -1683674.104154 + Penalty 1905.379357 = -1681768.724797 nChanged 187 SP:Iteration 15Q (5385.801333 sec): 3 clusters Score: Raw -1683760.955475 + Penalty 1905.379357 = -1681855.576118 nChanged 179 SP:Iteration 16Q (5385.865763 sec): 3 clusters Score: Raw -1683841.406526 + Penalty 1905.379357 = -1681936.027170 nChanged 140 SP:Iteration 17Q (5385.945141 sec): 3 clusters Score: Raw -1683902.778926 + Penalty 1905.379357 = -1681997.399570 nChanged 137 SP:Iteration 18Q (5386.004354 sec): 3 clusters Score: Raw -1683964.319590 + Penalty 1905.379357 = -1682058.940234 nChanged 105 SP:Iteration 19Q (5386.079447 sec): 3 clusters Score: Raw -1683999.881596 + Penalty 1905.379357 = -1682094.502240 nChanged 87 SP:Iteration 20F (5386.159275 sec): 3 clusters Score: Raw -1684030.142736 + Penalty 1905.379357 = -1682124.763379 nChanged 70 SP:Iteration 21Q (5386.220920 sec): 3 clusters Score: Raw -1684060.679390 + Penalty 1905.379357 = -1682155.300033 nChanged 91 SP:Iteration 22Q (5386.290360 sec): 3 clusters Score: Raw -1684107.540076 + Penalty 1905.379357 = -1682202.160719 nChanged 84 SP:Iteration 23Q (5386.361207 sec): 3 clusters Score: Raw -1684152.620175 + Penalty 1905.379357 = -1682247.240818 nChanged 68 SP:Iteration 24Q (5386.430321 sec): 3 clusters Score: Raw -1684180.898128 + Penalty 1905.379357 = -1682275.518771 nChanged 57 SP:Iteration 25Q (5386.500238 sec): 3 clusters Score: Raw -1684199.376358 + Penalty 1905.379357 = -1682293.997001 nChanged 39 SP:Iteration 26Q (5386.553831 sec): 3 clusters Score: Raw -1684209.273123 + Penalty 1905.379357 = -1682303.893766 nChanged 41 SP:Iteration 27Q (5386.619675 sec): 3 clusters Score: Raw -1684219.416724 + Penalty 1905.379357 = -1682314.037367 nChanged 36 SP:Iteration 28Q (5386.691818 sec): 3 clusters Score: Raw -1684226.758072 + Penalty 1905.379357 = -1682321.378716 nChanged 30 SP:Iteration 29Q (5386.742674 sec): 3 clusters Score: Raw -1684233.651427 + Penalty 1905.379357 = -1682328.272070 nChanged 21 SP:Iteration 30Q (5386.814207 sec): 3 clusters Score: Raw -1684237.693033 + Penalty 1905.379357 = -1682332.313677 nChanged 18 SP:Iteration 31Q (5386.876023 sec): 3 clusters Score: Raw -1684241.176817 + Penalty 1905.379357 = -1682335.797460 nChanged 14 SP:Iteration 32Q (5386.942837 sec): 3 clusters Score: Raw -1684244.870306 + Penalty 1905.379357 = -1682339.490949 nChanged 20 SP:Iteration 33Q (5387.008892 sec): 3 clusters Score: Raw -1684248.769394 + Penalty 1905.379357 = -1682343.390037 nChanged 19 SP:Iteration 34Q (5387.084403 sec): 3 clusters Score: Raw -1684251.316893 + Penalty 1905.379357 = -1682345.937537 nChanged 15 SP:Iteration 35Q (5387.155032 sec): 3 clusters Score: Raw -1684254.111529 + Penalty 1905.379357 = -1682348.732173 nChanged 13 SP:Iteration 36Q (5387.218147 sec): 3 clusters Score: Raw -1684256.649295 + Penalty 1905.379357 = -1682351.269939 nChanged 16 SP:Iteration 37Q (5387.281940 sec): 3 clusters Score: Raw -1684260.664594 + Penalty 1905.379357 = -1682355.285238 nChanged 12 SP:Iteration 38Q (5387.349452 sec): 3 clusters Score: Raw -1684263.262625 + Penalty 1905.379357 = -1682357.883268 nChanged 13 SP:Iteration 39Q (5387.417476 sec): 3 clusters Score: Raw -1684266.186621 + Penalty 1905.379357 = -1682360.807265 nChanged 15 SP:Iteration 40F (5387.498858 sec): 3 clusters Score: Raw -1684268.576310 + Penalty 1905.379357 = -1682363.196953 nChanged 8 SP:Iteration 41Q (5387.556217 sec): 3 clusters Score: Raw -1684269.344527 + Penalty 1905.379357 = -1682363.965170 nChanged 7 SP:Iteration 42Q (5387.627087 sec): 3 clusters Score: Raw -1684270.008250 + Penalty 1905.379357 = -1682364.628893 nChanged 7 SP:Iteration 43Q (5387.694790 sec): 3 clusters Score: Raw -1684270.971012 + Penalty 1905.379357 = -1682365.591655 nChanged 2 SP:Iteration 44Q (5387.764188 sec): 3 clusters Score: Raw -1684271.099644 + Penalty 1905.379357 = -1682365.720288 nChanged 2 SP:Iteration 45Q (5387.831430 sec): 3 clusters Score: Raw -1684271.213549 + Penalty 1905.379357 = -1682365.834192 nChanged 2 SP:Iteration 46Q (5387.898474 sec): 3 clusters Score: Raw -1684271.465336 + Penalty 1905.379357 = -1682366.085979 nChanged 3 SP:Iteration 47Q (5387.968106 sec): 3 clusters Score: Raw -1684271.839712 + Penalty 1905.379357 = -1682366.460355 nChanged 4 SP:Iteration 48Q (5388.017054 sec): 3 clusters Score: Raw -1684272.237335 + Penalty 1905.379357 = -1682366.857978 nChanged 2 SP:Iteration 49Q (5388.072468 sec): 3 clusters Score: Raw -1684272.388412 + Penalty 1905.379357 = -1682367.009055 nChanged 2 SP:Iteration 50Q (5388.144489 sec): 3 clusters Score: Raw -1684272.534157 + Penalty 1905.379357 = -1682367.154800 nChanged 2 SP:Iteration 51Q (5388.213116 sec): 3 clusters Score: Raw -1684272.827607 + Penalty 1905.379357 = -1682367.448251 nChanged 2 SP:Iteration 52Q (5388.282866 sec): 3 clusters Score: Raw -1684273.020004 + Penalty 1905.379357 = -1682367.640647 nChanged 2 SP:Iteration 53Q (5388.338737 sec): 3 clusters Score: Raw -1684273.162630 + Penalty 1905.379357 = -1682367.783274 nChanged 2 SP:Iteration 54Q (5388.386063 sec): 3 clusters Score: Raw -1684273.599397 + Penalty 1905.379357 = -1682368.220040 nChanged 3 SP:Iteration 55Q (5388.451808 sec): 3 clusters Score: Raw -1684273.942973 + Penalty 1905.379357 = -1682368.563617 nChanged 4 SP:Iteration 56Q (5388.510191 sec): 3 clusters Score: Raw -1684274.442050 + Penalty 1905.379357 = -1682369.062694 nChanged 7 SP:Iteration 57Q (5388.579957 sec): 3 clusters Score: Raw -1684275.543033 + Penalty 1905.379357 = -1682370.163676 nChanged 6 SP:Iteration 58Q (5388.644943 sec): 3 clusters Score: Raw -1684276.169252 + Penalty 1905.379357 = -1682370.789895 nChanged 8 SP:Iteration 59Q (5388.703939 sec): 3 clusters Score: Raw -1684277.804452 + Penalty 1905.379357 = -1682372.425095 nChanged 10 SP:Iteration 60F (5388.779303 sec): 3 clusters Score: Raw -1684279.316788 + Penalty 1905.379357 = -1682373.937431 nChanged 5 SP:Iteration 61Q (5388.842242 sec): 3 clusters Score: Raw -1684279.849541 + Penalty 1905.379357 = -1682374.470184 nChanged 4 SP:Iteration 62Q (5388.919761 sec): 3 clusters Score: Raw -1684280.250840 + Penalty 1905.379357 = -1682374.871484 nChanged 3 SP:Iteration 63Q (5388.981083 sec): 3 clusters Score: Raw -1684280.585996 + Penalty 1905.379357 = -1682375.206639 nChanged 4 SP:Iteration 64Q (5389.051073 sec): 3 clusters Score: Raw -1684281.123827 + Penalty 1905.379357 = -1682375.744470 nChanged 3 SP:Iteration 65Q (5389.098762 sec): 3 clusters Score: Raw -1684281.513371 + Penalty 1905.379357 = -1682376.134014 nChanged 2 SP:Iteration 66Q (5389.167728 sec): 3 clusters Score: Raw -1684281.725552 + Penalty 1905.379357 = -1682376.346196 nChanged 3 SP:Iteration 67Q (5389.227522 sec): 3 clusters Score: Raw -1684282.012025 + Penalty 1905.379357 = -1682376.632669 nChanged 2 SP:Iteration 68Q (5389.289173 sec): 3 clusters Score: Raw -1684282.163788 + Penalty 1905.379357 = -1682376.784431 nChanged 2 SP:Iteration 69Q (5389.354337 sec): 3 clusters Score: Raw -1684282.438508 + Penalty 1905.379357 = -1682377.059151 nChanged 2 SP:Iteration 70Q (5389.427118 sec): 3 clusters Score: Raw -1684282.539055 + Penalty 1905.379357 = -1682377.159698 nChanged 2 SP:Iteration 71Q (5389.485633 sec): 3 clusters Score: Raw -1684282.778202 + Penalty 1905.379357 = -1682377.398845 nChanged 2 SP:Iteration 72Q (5389.549743 sec): 3 clusters Score: Raw -1684282.896905 + Penalty 1905.379357 = -1682377.517548 nChanged 4 SP:Iteration 73Q (5389.615408 sec): 3 clusters Score: Raw -1684283.462839 + Penalty 1905.379357 = -1682378.083483 nChanged 4 SP:Iteration 74Q (5389.685556 sec): 3 clusters Score: Raw -1684284.095574 + Penalty 1905.379357 = -1682378.716217 nChanged 2 SP:Iteration 75Q (5389.746079 sec): 3 clusters Score: Raw -1684284.713920 + Penalty 1905.379357 = -1682379.334563 nChanged 1 SP:Iteration 76Q (5389.811756 sec): 3 clusters Score: Raw -1684284.780807 + Penalty 1905.379357 = -1682379.401450 nChanged 0 SP:Iteration 77F (5389.884328 sec): 3 clusters Score: Raw -1684284.780807 + Penalty 1905.379357 = -1682379.401450 nChanged 0 Trying to split cluster 17 (18871 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5389.922828 sec): 2 clusters Score: Raw -1405853.268448 + Penalty 935.311255 = -1404917.957193 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5389.991767 sec): 3 clusters Score: Raw -1394124.662958 + Penalty 1870.622510 = -1392254.040448 nChanged 8751 SP:Iteration 1F (5390.045643 sec): 3 clusters Score: Raw -1399352.610225 + Penalty 1870.622510 = -1397481.987715 nChanged 1143 SP:Iteration 2F (5390.105008 sec): 3 clusters Score: Raw -1399940.982023 + Penalty 1870.622510 = -1398070.359513 nChanged 1154 SP:Iteration 3F (5390.176221 sec): 3 clusters Score: Raw -1400733.619055 + Penalty 1870.622510 = -1398862.996545 nChanged 1294 SP:Iteration 4F (5390.233898 sec): 3 clusters Score: Raw -1401818.951725 + Penalty 1870.622510 = -1399948.329215 nChanged 1399 SP:Iteration 5F (5390.299231 sec): 3 clusters Score: Raw -1403020.658036 + Penalty 1870.622510 = -1401150.035526 nChanged 1147 SP:Iteration 6F (5390.372270 sec): 3 clusters Score: Raw -1403844.243899 + Penalty 1870.622510 = -1401973.621389 nChanged 725 SP:Iteration 7Q (5390.446666 sec): 3 clusters Score: Raw -1404178.197632 + Penalty 1870.622510 = -1402307.575122 nChanged 457 SP:Iteration 8Q (5390.511443 sec): 3 clusters Score: Raw -1404360.442450 + Penalty 1870.622510 = -1402489.819940 nChanged 327 SP:Iteration 9Q (5390.581253 sec): 3 clusters Score: Raw -1404478.773061 + Penalty 1870.622510 = -1402608.150551 nChanged 249 SP:Iteration 10Q (5390.651041 sec): 3 clusters Score: Raw -1404560.175547 + Penalty 1870.622510 = -1402689.553037 nChanged 211 SP:Iteration 11Q (5390.722577 sec): 3 clusters Score: Raw -1404622.899179 + Penalty 1870.622510 = -1402752.276669 nChanged 193 SP:Iteration 12Q (5390.782934 sec): 3 clusters Score: Raw -1404685.869312 + Penalty 1870.622510 = -1402815.246802 nChanged 204 SP:Iteration 13Q (5390.852581 sec): 3 clusters Score: Raw -1404754.744332 + Penalty 1870.622510 = -1402884.121822 nChanged 201 SP:Iteration 14Q (5390.901471 sec): 3 clusters Score: Raw -1404823.110565 + Penalty 1870.622510 = -1402952.488055 nChanged 200 SP:Iteration 15Q (5390.966855 sec): 3 clusters Score: Raw -1404886.853341 + Penalty 1870.622510 = -1403016.230831 nChanged 183 SP:Iteration 16Q (5391.028876 sec): 3 clusters Score: Raw -1404941.815468 + Penalty 1870.622510 = -1403071.192959 nChanged 165 SP:Iteration 17Q (5391.095494 sec): 3 clusters Score: Raw -1404982.330914 + Penalty 1870.622510 = -1403111.708404 nChanged 139 SP:Iteration 18Q (5391.156240 sec): 3 clusters Score: Raw -1405020.497176 + Penalty 1870.622510 = -1403149.874666 nChanged 161 SP:Iteration 19Q (5391.229412 sec): 3 clusters Score: Raw -1405076.662416 + Penalty 1870.622510 = -1403206.039906 nChanged 165 SP:Iteration 20F (5391.291863 sec): 3 clusters Score: Raw -1405127.092480 + Penalty 1870.622510 = -1403256.469970 nChanged 131 SP:Iteration 21Q (5391.354237 sec): 3 clusters Score: Raw -1405165.672501 + Penalty 1870.622510 = -1403295.049991 nChanged 125 SP:Iteration 22Q (5391.416237 sec): 3 clusters Score: Raw -1405210.340338 + Penalty 1870.622510 = -1403339.717829 nChanged 139 SP:Iteration 23Q (5391.481283 sec): 3 clusters Score: Raw -1405270.431123 + Penalty 1870.622510 = -1403399.808613 nChanged 158 SP:Iteration 24Q (5391.559456 sec): 3 clusters Score: Raw -1405337.557896 + Penalty 1870.622510 = -1403466.935386 nChanged 131 SP:Iteration 25Q (5391.621153 sec): 3 clusters Score: Raw -1405405.847760 + Penalty 1870.622510 = -1403535.225250 nChanged 124 SP:Iteration 26Q (5391.670152 sec): 3 clusters Score: Raw -1405458.428726 + Penalty 1870.622510 = -1403587.806216 nChanged 112 SP:Iteration 27Q (5391.746326 sec): 3 clusters Score: Raw -1405498.067946 + Penalty 1870.622510 = -1403627.445436 nChanged 106 SP:Iteration 28Q (5391.785327 sec): 3 clusters Score: Raw -1405537.194971 + Penalty 1870.622510 = -1403666.572461 nChanged 108 SP:Iteration 29Q (5391.856210 sec): 3 clusters Score: Raw -1405582.430775 + Penalty 1870.622510 = -1403711.808265 nChanged 114 SP:Iteration 30Q (5391.922903 sec): 3 clusters Score: Raw -1405625.604157 + Penalty 1870.622510 = -1403754.981647 nChanged 110 SP:Iteration 31Q (5391.983825 sec): 3 clusters Score: Raw -1405666.053265 + Penalty 1870.622510 = -1403795.430755 nChanged 110 SP:Iteration 32Q (5392.045072 sec): 3 clusters Score: Raw -1405697.159031 + Penalty 1870.622510 = -1403826.536521 nChanged 92 SP:Iteration 33Q (5392.100782 sec): 3 clusters Score: Raw -1405718.945735 + Penalty 1870.622510 = -1403848.323225 nChanged 90 SP:Iteration 34Q (5392.163812 sec): 3 clusters Score: Raw -1405738.255484 + Penalty 1870.622510 = -1403867.632974 nChanged 75 SP:Iteration 35Q (5392.228146 sec): 3 clusters Score: Raw -1405752.683346 + Penalty 1870.622510 = -1403882.060836 nChanged 61 SP:Iteration 36Q (5392.284050 sec): 3 clusters Score: Raw -1405764.428190 + Penalty 1870.622510 = -1403893.805680 nChanged 71 SP:Iteration 37Q (5392.351859 sec): 3 clusters Score: Raw -1405782.070615 + Penalty 1870.622510 = -1403911.448105 nChanged 75 SP:Iteration 38Q (5392.411876 sec): 3 clusters Score: Raw -1405801.751927 + Penalty 1870.622510 = -1403931.129418 nChanged 78 SP:Iteration 39Q (5392.476939 sec): 3 clusters Score: Raw -1405822.115727 + Penalty 1870.622510 = -1403951.493217 nChanged 67 SP:Iteration 40F (5392.546260 sec): 3 clusters Score: Raw -1405837.188062 + Penalty 1870.622510 = -1403966.565552 nChanged 52 SP:Iteration 41Q (5392.602149 sec): 3 clusters Score: Raw -1405847.162678 + Penalty 1870.622510 = -1403976.540168 nChanged 53 SP:Iteration 42Q (5392.667567 sec): 3 clusters Score: Raw -1405855.382270 + Penalty 1870.622510 = -1403984.759760 nChanged 43 SP:Iteration 43Q (5392.719844 sec): 3 clusters Score: Raw -1405861.461828 + Penalty 1870.622510 = -1403990.839318 nChanged 32 SP:Iteration 44Q (5392.766331 sec): 3 clusters Score: Raw -1405866.733506 + Penalty 1870.622510 = -1403996.110996 nChanged 29 SP:Iteration 45Q (5392.831680 sec): 3 clusters Score: Raw -1405870.113797 + Penalty 1870.622510 = -1403999.491287 nChanged 18 SP:Iteration 46Q (5392.894408 sec): 3 clusters Score: Raw -1405871.637810 + Penalty 1870.622510 = -1404001.015300 nChanged 12 SP:Iteration 47Q (5392.963208 sec): 3 clusters Score: Raw -1405872.791353 + Penalty 1870.622510 = -1404002.168843 nChanged 12 SP:Iteration 48Q (5393.023168 sec): 3 clusters Score: Raw -1405873.650821 + Penalty 1870.622510 = -1404003.028311 nChanged 12 SP:Iteration 49Q (5393.075827 sec): 3 clusters Score: Raw -1405874.606513 + Penalty 1870.622510 = -1404003.984003 nChanged 10 SP:Iteration 50Q (5393.141359 sec): 3 clusters Score: Raw -1405875.486798 + Penalty 1870.622510 = -1404004.864288 nChanged 14 SP:Iteration 51Q (5393.198538 sec): 3 clusters Score: Raw -1405876.702950 + Penalty 1870.622510 = -1404006.080440 nChanged 14 SP:Iteration 52Q (5393.265565 sec): 3 clusters Score: Raw -1405877.937451 + Penalty 1870.622510 = -1404007.314941 nChanged 15 SP:Iteration 53Q (5393.317842 sec): 3 clusters Score: Raw -1405879.004583 + Penalty 1870.622510 = -1404008.382073 nChanged 13 SP:Iteration 54Q (5393.379314 sec): 3 clusters Score: Raw -1405880.683062 + Penalty 1870.622510 = -1404010.060552 nChanged 13 SP:Iteration 55Q (5393.446830 sec): 3 clusters Score: Raw -1405881.888652 + Penalty 1870.622510 = -1404011.266142 nChanged 4 SP:Iteration 56Q (5393.519817 sec): 3 clusters Score: Raw -1405882.597478 + Penalty 1870.622510 = -1404011.974968 nChanged 6 SP:Iteration 57Q (5393.577854 sec): 3 clusters Score: Raw -1405883.499627 + Penalty 1870.622510 = -1404012.877117 nChanged 13 SP:Iteration 58Q (5393.644822 sec): 3 clusters Score: Raw -1405885.608619 + Penalty 1870.622510 = -1404014.986109 nChanged 15 SP:Iteration 59Q (5393.717874 sec): 3 clusters Score: Raw -1405888.079595 + Penalty 1870.622510 = -1404017.457085 nChanged 20 SP:Iteration 60F (5393.779383 sec): 3 clusters Score: Raw -1405891.352178 + Penalty 1870.622510 = -1404020.729668 nChanged 20 SP:Iteration 61Q (5393.855133 sec): 3 clusters Score: Raw -1405895.049631 + Penalty 1870.622510 = -1404024.427121 nChanged 22 SP:Iteration 62Q (5393.917517 sec): 3 clusters Score: Raw -1405899.366750 + Penalty 1870.622510 = -1404028.744240 nChanged 29 SP:Iteration 63Q (5393.984434 sec): 3 clusters Score: Raw -1405903.992931 + Penalty 1870.622510 = -1404033.370422 nChanged 24 SP:Iteration 64Q (5394.050003 sec): 3 clusters Score: Raw -1405907.734454 + Penalty 1870.622510 = -1404037.111944 nChanged 22 SP:Iteration 65Q (5394.115443 sec): 3 clusters Score: Raw -1405910.376556 + Penalty 1870.622510 = -1404039.754046 nChanged 10 SP:Iteration 66Q (5394.180848 sec): 3 clusters Score: Raw -1405911.266965 + Penalty 1870.622510 = -1404040.644455 nChanged 5 SP:Iteration 67Q (5394.248073 sec): 3 clusters Score: Raw -1405911.663258 + Penalty 1870.622510 = -1404041.040748 nChanged 4 SP:Iteration 68Q (5394.315454 sec): 3 clusters Score: Raw -1405911.878308 + Penalty 1870.622510 = -1404041.255798 nChanged 5 SP:Iteration 69Q (5394.358054 sec): 3 clusters Score: Raw -1405912.114568 + Penalty 1870.622510 = -1404041.492058 nChanged 0 SP:Iteration 70F (5394.425640 sec): 3 clusters Score: Raw -1405912.114568 + Penalty 1870.622510 = -1404041.492058 nChanged 0 Trying to split cluster 18 (3622 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5394.450200 sec): 2 clusters Score: Raw -270530.980423 + Penalty 778.504256 = -269752.476167 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5394.503515 sec): 3 clusters Score: Raw -268554.058907 + Penalty 1557.008511 = -266997.050396 nChanged 1478 SP:Iteration 1F (5394.546119 sec): 3 clusters Score: Raw -269412.363713 + Penalty 1557.008511 = -267855.355202 nChanged 245 SP:Iteration 2F (5394.598330 sec): 3 clusters Score: Raw -269511.725048 + Penalty 1557.008511 = -267954.716536 nChanged 158 SP:Iteration 3Q (5394.638112 sec): 3 clusters Score: Raw -269576.322021 + Penalty 1557.008511 = -268019.313510 nChanged 119 SP:Iteration 4Q (5394.686483 sec): 3 clusters Score: Raw -269620.017836 + Penalty 1557.008511 = -268063.009325 nChanged 101 SP:Iteration 5Q (5394.727301 sec): 3 clusters Score: Raw -269662.054238 + Penalty 1557.008511 = -268105.045727 nChanged 98 SP:Iteration 6Q (5394.780128 sec): 3 clusters Score: Raw -269710.099912 + Penalty 1557.008511 = -268153.091401 nChanged 117 SP:Iteration 7Q (5394.832434 sec): 3 clusters Score: Raw -269773.516273 + Penalty 1557.008511 = -268216.507762 nChanged 141 SP:Iteration 8Q (5394.884354 sec): 3 clusters Score: Raw -269855.803501 + Penalty 1557.008511 = -268298.794990 nChanged 156 SP:Iteration 9Q (5394.929330 sec): 3 clusters Score: Raw -269970.844319 + Penalty 1557.008511 = -268413.835808 nChanged 169 SP:Iteration 10Q (5394.973378 sec): 3 clusters Score: Raw -270096.805810 + Penalty 1557.008511 = -268539.797299 nChanged 151 SP:Iteration 11Q (5395.018201 sec): 3 clusters Score: Raw -270207.597874 + Penalty 1557.008511 = -268650.589363 nChanged 131 SP:Iteration 12Q (5395.067668 sec): 3 clusters Score: Raw -270327.799155 + Penalty 1557.008511 = -268770.790643 nChanged 109 SP:Iteration 13Q (5395.119731 sec): 3 clusters Score: Raw -270432.339100 + Penalty 1557.008511 = -268875.330588 nChanged 81 SP:Iteration 14Q (5395.163898 sec): 3 clusters Score: Raw -270509.717265 + Penalty 1557.008511 = -268952.708753 nChanged 55 SP:Iteration 15Q (5395.224910 sec): 3 clusters Score: Raw -270561.226179 + Penalty 1557.008511 = -269004.217668 nChanged 32 SP:Iteration 16Q (5395.259578 sec): 3 clusters Score: Raw -270586.136883 + Penalty 1557.008511 = -269029.128371 nChanged 25 SP:Iteration 17Q (5395.303223 sec): 3 clusters Score: Raw -270610.449267 + Penalty 1557.008511 = -269053.440756 nChanged 20 SP:Iteration 18Q (5395.348197 sec): 3 clusters Score: Raw -270627.392769 + Penalty 1557.008511 = -269070.384257 nChanged 7 SP:Iteration 19Q (5395.388457 sec): 3 clusters Score: Raw -270634.491444 + Penalty 1557.008511 = -269077.482933 nChanged 8 SP:Iteration 20F (5395.437391 sec): 3 clusters Score: Raw -270641.228957 + Penalty 1557.008511 = -269084.220446 nChanged 6 SP:Iteration 21Q (5395.482195 sec): 3 clusters Score: Raw -270645.797585 + Penalty 1557.008511 = -269088.789074 nChanged 3 SP:Iteration 22Q (5395.532908 sec): 3 clusters Score: Raw -270648.178746 + Penalty 1557.008511 = -269091.170234 nChanged 1 SP:Iteration 23Q (5395.584109 sec): 3 clusters Score: Raw -270649.782323 + Penalty 1557.008511 = -269092.773811 nChanged 1 SP:Iteration 24Q (5395.629845 sec): 3 clusters Score: Raw -270650.598137 + Penalty 1557.008511 = -269093.589626 nChanged 0 SP:Iteration 25F (5395.679465 sec): 3 clusters Score: Raw -270650.598137 + Penalty 1557.008511 = -269093.589626 nChanged 0 Trying to split cluster 19 (21708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5395.724265 sec): 2 clusters Score: Raw -1647995.903331 + Penalty 948.616433 = -1647047.286898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5395.797280 sec): 3 clusters Score: Raw -1634464.387253 + Penalty 1897.232866 = -1632567.154387 nChanged 9973 SP:Iteration 1F (5395.861872 sec): 3 clusters Score: Raw -1640227.955037 + Penalty 1897.232866 = -1638330.722171 nChanged 1163 SP:Iteration 2F (5395.937846 sec): 3 clusters Score: Raw -1640736.983704 + Penalty 1897.232866 = -1638839.750838 nChanged 1188 SP:Iteration 3F (5395.999075 sec): 3 clusters Score: Raw -1641362.652889 + Penalty 1897.232866 = -1639465.420024 nChanged 1294 SP:Iteration 4F (5396.070290 sec): 3 clusters Score: Raw -1642176.642151 + Penalty 1897.232866 = -1640279.409286 nChanged 1414 SP:Iteration 5F (5396.139336 sec): 3 clusters Score: Raw -1643180.428452 + Penalty 1897.232866 = -1641283.195587 nChanged 1467 SP:Iteration 6F (5396.206237 sec): 3 clusters Score: Raw -1644244.306431 + Penalty 1897.232866 = -1642347.073566 nChanged 1211 SP:Iteration 7F (5396.280209 sec): 3 clusters Score: Raw -1644955.456597 + Penalty 1897.232866 = -1643058.223731 nChanged 857 SP:Iteration 8Q (5396.346421 sec): 3 clusters Score: Raw -1645374.995603 + Penalty 1897.232866 = -1643477.762738 nChanged 609 SP:Iteration 9Q (5396.426629 sec): 3 clusters Score: Raw -1645615.260058 + Penalty 1897.232866 = -1643718.027192 nChanged 455 SP:Iteration 10Q (5396.504214 sec): 3 clusters Score: Raw -1645778.660952 + Penalty 1897.232866 = -1643881.428086 nChanged 370 SP:Iteration 11Q (5396.567525 sec): 3 clusters Score: Raw -1645910.684917 + Penalty 1897.232866 = -1644013.452051 nChanged 375 SP:Iteration 12Q (5396.628710 sec): 3 clusters Score: Raw -1646054.401988 + Penalty 1897.232866 = -1644157.169122 nChanged 380 SP:Iteration 13Q (5396.699705 sec): 3 clusters Score: Raw -1646207.953556 + Penalty 1897.232866 = -1644310.720691 nChanged 351 SP:Iteration 14Q (5396.771668 sec): 3 clusters Score: Raw -1646337.613060 + Penalty 1897.232866 = -1644440.380194 nChanged 310 SP:Iteration 15Q (5396.832851 sec): 3 clusters Score: Raw -1646443.232825 + Penalty 1897.232866 = -1644545.999960 nChanged 281 SP:Iteration 16Q (5396.871482 sec): 3 clusters Score: Raw -1646530.966732 + Penalty 1897.232866 = -1644633.733866 nChanged 273 SP:Iteration 17Q (5396.943150 sec): 3 clusters Score: Raw -1646624.390047 + Penalty 1897.232866 = -1644727.157182 nChanged 284 SP:Iteration 18Q (5397.017008 sec): 3 clusters Score: Raw -1646719.846302 + Penalty 1897.232866 = -1644822.613436 nChanged 277 SP:Iteration 19Q (5397.084331 sec): 3 clusters Score: Raw -1646805.244459 + Penalty 1897.232866 = -1644908.011593 nChanged 259 SP:Iteration 20F (5397.157802 sec): 3 clusters Score: Raw -1646889.070523 + Penalty 1897.232866 = -1644991.837657 nChanged 267 SP:Iteration 21Q (5397.195344 sec): 3 clusters Score: Raw -1646983.494595 + Penalty 1897.232866 = -1645086.261729 nChanged 277 SP:Iteration 22Q (5397.270814 sec): 3 clusters Score: Raw -1647086.116864 + Penalty 1897.232866 = -1645188.883999 nChanged 268 SP:Iteration 23Q (5397.348527 sec): 3 clusters Score: Raw -1647195.369062 + Penalty 1897.232866 = -1645298.136196 nChanged 261 SP:Iteration 24Q (5397.408378 sec): 3 clusters Score: Raw -1647300.771233 + Penalty 1897.232866 = -1645403.538367 nChanged 252 SP:Iteration 25Q (5397.472838 sec): 3 clusters Score: Raw -1647405.461787 + Penalty 1897.232866 = -1645508.228921 nChanged 221 SP:Iteration 26Q (5397.542410 sec): 3 clusters Score: Raw -1647489.962376 + Penalty 1897.232866 = -1645592.729511 nChanged 192 SP:Iteration 27Q (5397.614469 sec): 3 clusters Score: Raw -1647562.238485 + Penalty 1897.232866 = -1645665.005619 nChanged 166 SP:Iteration 28Q (5397.682168 sec): 3 clusters Score: Raw -1647628.562528 + Penalty 1897.232866 = -1645731.329662 nChanged 151 SP:Iteration 29Q (5397.751881 sec): 3 clusters Score: Raw -1647690.346018 + Penalty 1897.232866 = -1645793.113152 nChanged 136 SP:Iteration 30Q (5397.800849 sec): 3 clusters Score: Raw -1647744.431488 + Penalty 1897.232866 = -1645847.198623 nChanged 118 SP:Iteration 31Q (5397.865445 sec): 3 clusters Score: Raw -1647786.328698 + Penalty 1897.232866 = -1645889.095833 nChanged 105 SP:Iteration 32Q (5397.931138 sec): 3 clusters Score: Raw -1647821.268698 + Penalty 1897.232866 = -1645924.035833 nChanged 74 SP:Iteration 33Q (5397.990705 sec): 3 clusters Score: Raw -1647845.557694 + Penalty 1897.232866 = -1645948.324829 nChanged 79 SP:Iteration 34Q (5398.042499 sec): 3 clusters Score: Raw -1647874.910288 + Penalty 1897.232866 = -1645977.677423 nChanged 77 SP:Iteration 35Q (5398.112822 sec): 3 clusters Score: Raw -1647902.979311 + Penalty 1897.232866 = -1646005.746445 nChanged 86 SP:Iteration 36Q (5398.186444 sec): 3 clusters Score: Raw -1647935.784661 + Penalty 1897.232866 = -1646038.551795 nChanged 81 SP:Iteration 37Q (5398.245053 sec): 3 clusters Score: Raw -1647965.461802 + Penalty 1897.232866 = -1646068.228936 nChanged 68 SP:Iteration 38Q (5398.312662 sec): 3 clusters Score: Raw -1647990.282230 + Penalty 1897.232866 = -1646093.049364 nChanged 44 SP:Iteration 39Q (5398.381009 sec): 3 clusters Score: Raw -1648005.392312 + Penalty 1897.232866 = -1646108.159446 nChanged 38 SP:Iteration 40F (5398.445171 sec): 3 clusters Score: Raw -1648018.900294 + Penalty 1897.232866 = -1646121.667428 nChanged 35 SP:Iteration 41Q (5398.514374 sec): 3 clusters Score: Raw -1648032.421247 + Penalty 1897.232866 = -1646135.188381 nChanged 37 SP:Iteration 42Q (5398.574949 sec): 3 clusters Score: Raw -1648046.487468 + Penalty 1897.232866 = -1646149.254603 nChanged 23 SP:Iteration 43Q (5398.631978 sec): 3 clusters Score: Raw -1648056.887602 + Penalty 1897.232866 = -1646159.654736 nChanged 21 SP:Iteration 44Q (5398.699829 sec): 3 clusters Score: Raw -1648068.639868 + Penalty 1897.232866 = -1646171.407002 nChanged 18 SP:Iteration 45Q (5398.762059 sec): 3 clusters Score: Raw -1648078.327629 + Penalty 1897.232866 = -1646181.094763 nChanged 18 SP:Iteration 46Q (5398.817114 sec): 3 clusters Score: Raw -1648090.937755 + Penalty 1897.232866 = -1646193.704890 nChanged 15 SP:Iteration 47Q (5398.880944 sec): 3 clusters Score: Raw -1648099.765053 + Penalty 1897.232866 = -1646202.532187 nChanged 10 SP:Iteration 48Q (5398.942862 sec): 3 clusters Score: Raw -1648102.487818 + Penalty 1897.232866 = -1646205.254953 nChanged 9 SP:Iteration 49Q (5399.009375 sec): 3 clusters Score: Raw -1648105.601361 + Penalty 1897.232866 = -1646208.368495 nChanged 12 SP:Iteration 50Q (5399.076806 sec): 3 clusters Score: Raw -1648113.402250 + Penalty 1897.232866 = -1646216.169384 nChanged 13 SP:Iteration 51Q (5399.138892 sec): 3 clusters Score: Raw -1648123.251989 + Penalty 1897.232866 = -1646226.019123 nChanged 21 SP:Iteration 52Q (5399.195209 sec): 3 clusters Score: Raw -1648134.087841 + Penalty 1897.232866 = -1646236.854976 nChanged 16 SP:Iteration 53Q (5399.259246 sec): 3 clusters Score: Raw -1648141.338170 + Penalty 1897.232866 = -1646244.105305 nChanged 9 SP:Iteration 54Q (5399.319092 sec): 3 clusters Score: Raw -1648147.222061 + Penalty 1897.232866 = -1646249.989196 nChanged 13 SP:Iteration 55Q (5399.374444 sec): 3 clusters Score: Raw -1648154.357968 + Penalty 1897.232866 = -1646257.125103 nChanged 12 SP:Iteration 56Q (5399.442076 sec): 3 clusters Score: Raw -1648158.965295 + Penalty 1897.232866 = -1646261.732429 nChanged 6 SP:Iteration 57Q (5399.501161 sec): 3 clusters Score: Raw -1648162.069244 + Penalty 1897.232866 = -1646264.836379 nChanged 5 SP:Iteration 58Q (5399.568958 sec): 3 clusters Score: Raw -1648164.122453 + Penalty 1897.232866 = -1646266.889587 nChanged 7 SP:Iteration 59Q (5399.633636 sec): 3 clusters Score: Raw -1648167.205418 + Penalty 1897.232866 = -1646269.972552 nChanged 6 SP:Iteration 60F (5399.703670 sec): 3 clusters Score: Raw -1648169.948293 + Penalty 1897.232866 = -1646272.715428 nChanged 2 SP:Iteration 61Q (5399.775141 sec): 3 clusters Score: Raw -1648170.334410 + Penalty 1897.232866 = -1646273.101544 nChanged 2 SP:Iteration 62Q (5399.823815 sec): 3 clusters Score: Raw -1648171.075746 + Penalty 1897.232866 = -1646273.842881 nChanged 0 SP:Iteration 63F (5399.877463 sec): 3 clusters Score: Raw -1648171.075746 + Penalty 1897.232866 = -1646273.842881 nChanged 0 Trying to split cluster 20 (38717 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5399.929325 sec): 2 clusters Score: Raw -2934094.697531 + Penalty 1003.583236 = -2933091.114295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5400.028583 sec): 3 clusters Score: Raw -2909460.534996 + Penalty 2007.166471 = -2907453.368525 nChanged 18130 SP:Iteration 1F (5400.119086 sec): 3 clusters Score: Raw -2919786.185769 + Penalty 2007.166471 = -2917779.019298 nChanged 1666 SP:Iteration 2Q (5400.214733 sec): 3 clusters Score: Raw -2920393.649923 + Penalty 2007.166471 = -2918386.483451 nChanged 1966 SP:Iteration 3F (5400.303930 sec): 3 clusters Score: Raw -2921306.740195 + Penalty 2007.166471 = -2919299.573724 nChanged 2352 SP:Iteration 4F (5400.398103 sec): 3 clusters Score: Raw -2922638.273178 + Penalty 2007.166471 = -2920631.106707 nChanged 2649 SP:Iteration 5F (5400.489616 sec): 3 clusters Score: Raw -2924467.900202 + Penalty 2007.166471 = -2922460.733731 nChanged 2846 SP:Iteration 6F (5400.585577 sec): 3 clusters Score: Raw -2926688.641945 + Penalty 2007.166471 = -2924681.475474 nChanged 2568 SP:Iteration 7F (5400.654949 sec): 3 clusters Score: Raw -2928886.430820 + Penalty 2007.166471 = -2926879.264348 nChanged 2143 SP:Iteration 8F (5400.751600 sec): 3 clusters Score: Raw -2930762.704209 + Penalty 2007.166471 = -2928755.537738 nChanged 1467 SP:Iteration 9Q (5400.840212 sec): 3 clusters Score: Raw -2931891.637939 + Penalty 2007.166471 = -2929884.471468 nChanged 921 SP:Iteration 10Q (5400.918117 sec): 3 clusters Score: Raw -2932480.322175 + Penalty 2007.166471 = -2930473.155703 nChanged 630 SP:Iteration 11Q (5401.006220 sec): 3 clusters Score: Raw -2932829.781732 + Penalty 2007.166471 = -2930822.615260 nChanged 470 SP:Iteration 12Q (5401.089285 sec): 3 clusters Score: Raw -2933074.291531 + Penalty 2007.166471 = -2931067.125060 nChanged 396 SP:Iteration 13Q (5401.168525 sec): 3 clusters Score: Raw -2933280.796331 + Penalty 2007.166471 = -2931273.629860 nChanged 347 SP:Iteration 14Q (5401.257288 sec): 3 clusters Score: Raw -2933456.918065 + Penalty 2007.166471 = -2931449.751593 nChanged 276 SP:Iteration 15Q (5401.327610 sec): 3 clusters Score: Raw -2933593.951448 + Penalty 2007.166471 = -2931586.784977 nChanged 239 SP:Iteration 16Q (5401.408944 sec): 3 clusters Score: Raw -2933701.523634 + Penalty 2007.166471 = -2931694.357163 nChanged 187 SP:Iteration 17Q (5401.494689 sec): 3 clusters Score: Raw -2933777.989939 + Penalty 2007.166471 = -2931770.823467 nChanged 166 SP:Iteration 18Q (5401.581384 sec): 3 clusters Score: Raw -2933845.431136 + Penalty 2007.166471 = -2931838.264665 nChanged 156 SP:Iteration 19Q (5401.653054 sec): 3 clusters Score: Raw -2933907.845994 + Penalty 2007.166471 = -2931900.679523 nChanged 131 SP:Iteration 20F (5401.747641 sec): 3 clusters Score: Raw -2933953.831934 + Penalty 2007.166471 = -2931946.665463 nChanged 112 SP:Iteration 21Q (5401.832490 sec): 3 clusters Score: Raw -2933991.199333 + Penalty 2007.166471 = -2931984.032862 nChanged 89 SP:Iteration 22Q (5401.908395 sec): 3 clusters Score: Raw -2934020.115843 + Penalty 2007.166471 = -2932012.949372 nChanged 86 SP:Iteration 23Q (5401.986086 sec): 3 clusters Score: Raw -2934051.471811 + Penalty 2007.166471 = -2932044.305340 nChanged 77 SP:Iteration 24Q (5402.050881 sec): 3 clusters Score: Raw -2934076.568963 + Penalty 2007.166471 = -2932069.402492 nChanged 75 SP:Iteration 25Q (5402.136910 sec): 3 clusters Score: Raw -2934102.076018 + Penalty 2007.166471 = -2932094.909547 nChanged 75 SP:Iteration 26Q (5402.205498 sec): 3 clusters Score: Raw -2934130.539665 + Penalty 2007.166471 = -2932123.373194 nChanged 72 SP:Iteration 27Q (5402.288917 sec): 3 clusters Score: Raw -2934155.997435 + Penalty 2007.166471 = -2932148.830964 nChanged 56 SP:Iteration 28Q (5402.358008 sec): 3 clusters Score: Raw -2934176.635031 + Penalty 2007.166471 = -2932169.468560 nChanged 46 SP:Iteration 29Q (5402.451338 sec): 3 clusters Score: Raw -2934192.514940 + Penalty 2007.166471 = -2932185.348469 nChanged 47 SP:Iteration 30Q (5402.525990 sec): 3 clusters Score: Raw -2934207.708940 + Penalty 2007.166471 = -2932200.542469 nChanged 40 SP:Iteration 31Q (5402.619581 sec): 3 clusters Score: Raw -2934220.740223 + Penalty 2007.166471 = -2932213.573752 nChanged 42 SP:Iteration 32Q (5402.702878 sec): 3 clusters Score: Raw -2934234.927005 + Penalty 2007.166471 = -2932227.760534 nChanged 42 SP:Iteration 33Q (5402.784277 sec): 3 clusters Score: Raw -2934248.105949 + Penalty 2007.166471 = -2932240.939478 nChanged 35 SP:Iteration 34Q (5402.864378 sec): 3 clusters Score: Raw -2934258.987304 + Penalty 2007.166471 = -2932251.820833 nChanged 35 SP:Iteration 35Q (5402.945178 sec): 3 clusters Score: Raw -2934271.133348 + Penalty 2007.166471 = -2932263.966877 nChanged 27 SP:Iteration 36Q (5403.027860 sec): 3 clusters Score: Raw -2934280.195829 + Penalty 2007.166471 = -2932273.029358 nChanged 23 SP:Iteration 37Q (5403.100837 sec): 3 clusters Score: Raw -2934287.260594 + Penalty 2007.166471 = -2932280.094123 nChanged 15 SP:Iteration 38Q (5403.183282 sec): 3 clusters Score: Raw -2934291.990754 + Penalty 2007.166471 = -2932284.824282 nChanged 16 SP:Iteration 39Q (5403.255536 sec): 3 clusters Score: Raw -2934296.698909 + Penalty 2007.166471 = -2932289.532438 nChanged 16 SP:Iteration 40F (5403.334873 sec): 3 clusters Score: Raw -2934300.947692 + Penalty 2007.166471 = -2932293.781221 nChanged 21 SP:Iteration 41Q (5403.403258 sec): 3 clusters Score: Raw -2934307.910645 + Penalty 2007.166471 = -2932300.744174 nChanged 22 SP:Iteration 42Q (5403.482947 sec): 3 clusters Score: Raw -2934316.913718 + Penalty 2007.166471 = -2932309.747247 nChanged 20 SP:Iteration 43Q (5403.561079 sec): 3 clusters Score: Raw -2934322.455915 + Penalty 2007.166471 = -2932315.289444 nChanged 13 SP:Iteration 44Q (5403.645360 sec): 3 clusters Score: Raw -2934325.822090 + Penalty 2007.166471 = -2932318.655618 nChanged 7 SP:Iteration 45Q (5403.726951 sec): 3 clusters Score: Raw -2934327.248398 + Penalty 2007.166471 = -2932320.081927 nChanged 7 SP:Iteration 46Q (5403.807118 sec): 3 clusters Score: Raw -2934329.645844 + Penalty 2007.166471 = -2932322.479373 nChanged 6 SP:Iteration 47Q (5403.882190 sec): 3 clusters Score: Raw -2934331.879912 + Penalty 2007.166471 = -2932324.713440 nChanged 8 SP:Iteration 48Q (5403.966960 sec): 3 clusters Score: Raw -2934333.777589 + Penalty 2007.166471 = -2932326.611118 nChanged 7 SP:Iteration 49Q (5404.048327 sec): 3 clusters Score: Raw -2934335.730286 + Penalty 2007.166471 = -2932328.563815 nChanged 4 SP:Iteration 50Q (5404.124214 sec): 3 clusters Score: Raw -2934336.610374 + Penalty 2007.166471 = -2932329.443903 nChanged 3 SP:Iteration 51Q (5404.201379 sec): 3 clusters Score: Raw -2934337.596218 + Penalty 2007.166471 = -2932330.429747 nChanged 2 SP:Iteration 52Q (5404.282871 sec): 3 clusters Score: Raw -2934338.497695 + Penalty 2007.166471 = -2932331.331223 nChanged 3 SP:Iteration 53Q (5404.363010 sec): 3 clusters Score: Raw -2934339.625984 + Penalty 2007.166471 = -2932332.459512 nChanged 2 SP:Iteration 54Q (5404.441210 sec): 3 clusters Score: Raw -2934340.071164 + Penalty 2007.166471 = -2932332.904692 nChanged 1 SP:Iteration 55Q (5404.521433 sec): 3 clusters Score: Raw -2934340.331605 + Penalty 2007.166471 = -2932333.165133 nChanged 1 SP:Iteration 56Q (5404.609885 sec): 3 clusters Score: Raw -2934340.479851 + Penalty 2007.166471 = -2932333.313379 nChanged 2 SP:Iteration 57Q (5404.692509 sec): 3 clusters Score: Raw -2934340.583504 + Penalty 2007.166471 = -2932333.417033 nChanged 2 SP:Iteration 58Q (5404.776707 sec): 3 clusters Score: Raw -2934341.334120 + Penalty 2007.166471 = -2932334.167649 nChanged 3 SP:Iteration 59Q (5404.866520 sec): 3 clusters Score: Raw -2934342.117695 + Penalty 2007.166471 = -2932334.951224 nChanged 3 SP:Iteration 60F (5404.952646 sec): 3 clusters Score: Raw -2934343.006543 + Penalty 2007.166471 = -2932335.840072 nChanged 2 SP:Iteration 61Q (5405.041998 sec): 3 clusters Score: Raw -2934343.781059 + Penalty 2007.166471 = -2932336.614587 nChanged 1 SP:Iteration 62Q (5405.128216 sec): 3 clusters Score: Raw -2934343.907181 + Penalty 2007.166471 = -2932336.740710 nChanged 2 SP:Iteration 63Q (5405.216044 sec): 3 clusters Score: Raw -2934344.252161 + Penalty 2007.166471 = -2932337.085690 nChanged 2 SP:Iteration 64Q (5405.297070 sec): 3 clusters Score: Raw -2934344.438496 + Penalty 2007.166471 = -2932337.272025 nChanged 1 SP:Iteration 65Q (5405.382917 sec): 3 clusters Score: Raw -2934344.474317 + Penalty 2007.166471 = -2932337.307846 nChanged 0 SP:Iteration 66F (5405.461242 sec): 3 clusters Score: Raw -2934344.474317 + Penalty 2007.166471 = -2932337.307846 nChanged 0 Trying to split cluster 21 (2869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5405.479816 sec): 2 clusters Score: Raw -208537.776880 + Penalty 756.363288 = -207781.413592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5405.525207 sec): 3 clusters Score: Raw -207043.214335 + Penalty 1512.726575 = -205530.487760 nChanged 1186 SP:Iteration 1F (5405.576295 sec): 3 clusters Score: Raw -207741.166501 + Penalty 1512.726575 = -206228.439926 nChanged 233 SP:Iteration 2F (5405.627734 sec): 3 clusters Score: Raw -207874.543363 + Penalty 1512.726575 = -206361.816788 nChanged 138 SP:Iteration 3Q (5405.665876 sec): 3 clusters Score: Raw -207945.263792 + Penalty 1512.726575 = -206432.537217 nChanged 105 SP:Iteration 4Q (5405.711739 sec): 3 clusters Score: Raw -207994.153127 + Penalty 1512.726575 = -206481.426552 nChanged 99 SP:Iteration 5Q (5405.760253 sec): 3 clusters Score: Raw -208052.271065 + Penalty 1512.726575 = -206539.544490 nChanged 105 SP:Iteration 6Q (5405.796227 sec): 3 clusters Score: Raw -208116.987519 + Penalty 1512.726575 = -206604.260944 nChanged 101 SP:Iteration 7Q (5405.846299 sec): 3 clusters Score: Raw -208171.430334 + Penalty 1512.726575 = -206658.703759 nChanged 97 SP:Iteration 8Q (5405.894239 sec): 3 clusters Score: Raw -208230.828414 + Penalty 1512.726575 = -206718.101839 nChanged 87 SP:Iteration 9Q (5405.938801 sec): 3 clusters Score: Raw -208280.663191 + Penalty 1512.726575 = -206767.936616 nChanged 89 SP:Iteration 10Q (5405.988886 sec): 3 clusters Score: Raw -208330.285383 + Penalty 1512.726575 = -206817.558808 nChanged 75 SP:Iteration 11Q (5406.038654 sec): 3 clusters Score: Raw -208370.355366 + Penalty 1512.726575 = -206857.628791 nChanged 56 SP:Iteration 12Q (5406.084406 sec): 3 clusters Score: Raw -208397.151938 + Penalty 1512.726575 = -206884.425363 nChanged 45 SP:Iteration 13Q (5406.135582 sec): 3 clusters Score: Raw -208413.394811 + Penalty 1512.726575 = -206900.668236 nChanged 39 SP:Iteration 14Q (5406.181381 sec): 3 clusters Score: Raw -208426.659970 + Penalty 1512.726575 = -206913.933395 nChanged 32 SP:Iteration 15Q (5406.238390 sec): 3 clusters Score: Raw -208439.569879 + Penalty 1512.726575 = -206926.843304 nChanged 25 SP:Iteration 16Q (5406.280944 sec): 3 clusters Score: Raw -208449.191399 + Penalty 1512.726575 = -206936.464824 nChanged 23 SP:Iteration 17Q (5406.329639 sec): 3 clusters Score: Raw -208456.923168 + Penalty 1512.726575 = -206944.196593 nChanged 23 SP:Iteration 18Q (5406.370466 sec): 3 clusters Score: Raw -208465.638242 + Penalty 1512.726575 = -206952.911667 nChanged 21 SP:Iteration 19Q (5406.426451 sec): 3 clusters Score: Raw -208472.633306 + Penalty 1512.726575 = -206959.906731 nChanged 15 SP:Iteration 20F (5406.461245 sec): 3 clusters Score: Raw -208477.881033 + Penalty 1512.726575 = -206965.154458 nChanged 17 SP:Iteration 21Q (5406.507163 sec): 3 clusters Score: Raw -208481.927884 + Penalty 1512.726575 = -206969.201309 nChanged 17 SP:Iteration 22Q (5406.551135 sec): 3 clusters Score: Raw -208487.755761 + Penalty 1512.726575 = -206975.029186 nChanged 23 SP:Iteration 23Q (5406.595747 sec): 3 clusters Score: Raw -208495.572371 + Penalty 1512.726575 = -206982.845796 nChanged 19 SP:Iteration 24Q (5406.634285 sec): 3 clusters Score: Raw -208500.533942 + Penalty 1512.726575 = -206987.807366 nChanged 16 SP:Iteration 25Q (5406.676380 sec): 3 clusters Score: Raw -208505.576429 + Penalty 1512.726575 = -206992.849854 nChanged 17 SP:Iteration 26Q (5406.724331 sec): 3 clusters Score: Raw -208509.765849 + Penalty 1512.726575 = -206997.039274 nChanged 14 SP:Iteration 27Q (5406.775556 sec): 3 clusters Score: Raw -208512.930549 + Penalty 1512.726575 = -207000.203974 nChanged 8 SP:Iteration 28Q (5406.826326 sec): 3 clusters Score: Raw -208514.318853 + Penalty 1512.726575 = -207001.592278 nChanged 5 SP:Iteration 29Q (5406.877239 sec): 3 clusters Score: Raw -208515.600632 + Penalty 1512.726575 = -207002.874057 nChanged 9 SP:Iteration 30Q (5406.921320 sec): 3 clusters Score: Raw -208518.186926 + Penalty 1512.726575 = -207005.460351 nChanged 6 SP:Iteration 31Q (5406.969095 sec): 3 clusters Score: Raw -208520.016632 + Penalty 1512.726575 = -207007.290057 nChanged 6 SP:Iteration 32Q (5407.013427 sec): 3 clusters Score: Raw -208521.537680 + Penalty 1512.726575 = -207008.811105 nChanged 6 SP:Iteration 33Q (5407.060295 sec): 3 clusters Score: Raw -208522.371699 + Penalty 1512.726575 = -207009.645124 nChanged 4 SP:Iteration 34Q (5407.111435 sec): 3 clusters Score: Raw -208523.562562 + Penalty 1512.726575 = -207010.835987 nChanged 5 SP:Iteration 35Q (5407.162580 sec): 3 clusters Score: Raw -208524.532950 + Penalty 1512.726575 = -207011.806375 nChanged 5 SP:Iteration 36Q (5407.198197 sec): 3 clusters Score: Raw -208525.459280 + Penalty 1512.726575 = -207012.732705 nChanged 6 SP:Iteration 37Q (5407.249751 sec): 3 clusters Score: Raw -208526.706921 + Penalty 1512.726575 = -207013.980346 nChanged 5 SP:Iteration 38Q (5407.287458 sec): 3 clusters Score: Raw -208527.869906 + Penalty 1512.726575 = -207015.143331 nChanged 6 SP:Iteration 39Q (5407.338589 sec): 3 clusters Score: Raw -208530.025187 + Penalty 1512.726575 = -207017.298612 nChanged 8 SP:Iteration 40F (5407.390500 sec): 3 clusters Score: Raw -208531.746995 + Penalty 1512.726575 = -207019.020420 nChanged 9 SP:Iteration 41Q (5407.442096 sec): 3 clusters Score: Raw -208533.783018 + Penalty 1512.726575 = -207021.056443 nChanged 9 SP:Iteration 42Q (5407.493173 sec): 3 clusters Score: Raw -208536.875212 + Penalty 1512.726575 = -207024.148637 nChanged 8 SP:Iteration 43Q (5407.543352 sec): 3 clusters Score: Raw -208539.682444 + Penalty 1512.726575 = -207026.955869 nChanged 10 SP:Iteration 44Q (5407.596480 sec): 3 clusters Score: Raw -208543.108401 + Penalty 1512.726575 = -207030.381826 nChanged 10 SP:Iteration 45Q (5407.649244 sec): 3 clusters Score: Raw -208545.569464 + Penalty 1512.726575 = -207032.842889 nChanged 5 SP:Iteration 46Q (5407.659855 sec): 3 clusters Score: Raw -208546.827502 + Penalty 1512.726575 = -207034.100927 nChanged 3 SP:Iteration 47Q (5407.670227 sec): 3 clusters Score: Raw -208547.499956 + Penalty 1512.726575 = -207034.773381 nChanged 1 SP:Iteration 48Q (5407.680625 sec): 3 clusters Score: Raw -208547.589527 + Penalty 1512.726575 = -207034.862952 nChanged 1 SP:Iteration 49Q (5407.690902 sec): 3 clusters Score: Raw -208547.756243 + Penalty 1512.726575 = -207035.029668 nChanged 0 SP:Iteration 50F (5407.701409 sec): 3 clusters Score: Raw -208547.756243 + Penalty 1512.726575 = -207035.029668 nChanged 0 Trying to split cluster 22 (32795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5407.760670 sec): 2 clusters Score: Raw -2486535.550441 + Penalty 987.812978 = -2485547.737463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5407.853579 sec): 3 clusters Score: Raw -2465635.148685 + Penalty 1975.625955 = -2463659.522730 nChanged 15480 SP:Iteration 1F (5407.931515 sec): 3 clusters Score: Raw -2474740.347523 + Penalty 1975.625955 = -2472764.721568 nChanged 1586 SP:Iteration 2Q (5408.009548 sec): 3 clusters Score: Raw -2475357.836639 + Penalty 1975.625955 = -2473382.210684 nChanged 1684 SP:Iteration 3F (5408.092532 sec): 3 clusters Score: Raw -2476127.577464 + Penalty 1975.625955 = -2474151.951509 nChanged 1803 SP:Iteration 4F (5408.155927 sec): 3 clusters Score: Raw -2477066.699258 + Penalty 1975.625955 = -2475091.073303 nChanged 1959 SP:Iteration 5F (5408.244854 sec): 3 clusters Score: Raw -2478225.861840 + Penalty 1975.625955 = -2476250.235884 nChanged 1916 SP:Iteration 6F (5408.334082 sec): 3 clusters Score: Raw -2479431.072655 + Penalty 1975.625955 = -2477455.446700 nChanged 1773 SP:Iteration 7F (5408.420057 sec): 3 clusters Score: Raw -2480579.463315 + Penalty 1975.625955 = -2478603.837360 nChanged 1542 SP:Iteration 8Q (5408.502260 sec): 3 clusters Score: Raw -2481635.147134 + Penalty 1975.625955 = -2479659.521179 nChanged 1326 SP:Iteration 9Q (5408.593906 sec): 3 clusters Score: Raw -2482561.161129 + Penalty 1975.625955 = -2480585.535174 nChanged 1134 SP:Iteration 10Q (5408.683076 sec): 3 clusters Score: Raw -2483271.227506 + Penalty 1975.625955 = -2481295.601551 nChanged 860 SP:Iteration 11Q (5408.761445 sec): 3 clusters Score: Raw -2483802.037299 + Penalty 1975.625955 = -2481826.411344 nChanged 791 SP:Iteration 12Q (5408.837247 sec): 3 clusters Score: Raw -2484268.428849 + Penalty 1975.625955 = -2482292.802894 nChanged 706 SP:Iteration 13Q (5408.918467 sec): 3 clusters Score: Raw -2484685.037361 + Penalty 1975.625955 = -2482709.411406 nChanged 621 SP:Iteration 14Q (5408.983250 sec): 3 clusters Score: Raw -2485045.973916 + Penalty 1975.625955 = -2483070.347961 nChanged 528 SP:Iteration 15Q (5409.064951 sec): 3 clusters Score: Raw -2485341.057312 + Penalty 1975.625955 = -2483365.431356 nChanged 458 SP:Iteration 16Q (5409.143238 sec): 3 clusters Score: Raw -2485606.605039 + Penalty 1975.625955 = -2483630.979084 nChanged 417 SP:Iteration 17Q (5409.221859 sec): 3 clusters Score: Raw -2485865.040141 + Penalty 1975.625955 = -2483889.414185 nChanged 366 SP:Iteration 18Q (5409.294521 sec): 3 clusters Score: Raw -2486102.994510 + Penalty 1975.625955 = -2484127.368555 nChanged 301 SP:Iteration 19Q (5409.366655 sec): 3 clusters Score: Raw -2486287.984308 + Penalty 1975.625955 = -2484312.358353 nChanged 212 SP:Iteration 20F (5409.448857 sec): 3 clusters Score: Raw -2486402.740150 + Penalty 1975.625955 = -2484427.114195 nChanged 171 SP:Iteration 21Q (5409.525700 sec): 3 clusters Score: Raw -2486498.432652 + Penalty 1975.625955 = -2484522.806697 nChanged 135 SP:Iteration 22Q (5409.601439 sec): 3 clusters Score: Raw -2486566.678449 + Penalty 1975.625955 = -2484591.052493 nChanged 95 SP:Iteration 23Q (5409.683128 sec): 3 clusters Score: Raw -2486609.520194 + Penalty 1975.625955 = -2484633.894239 nChanged 69 SP:Iteration 24Q (5409.751489 sec): 3 clusters Score: Raw -2486643.550463 + Penalty 1975.625955 = -2484667.924508 nChanged 55 SP:Iteration 25Q (5409.824055 sec): 3 clusters Score: Raw -2486668.898153 + Penalty 1975.625955 = -2484693.272197 nChanged 42 SP:Iteration 26Q (5409.902076 sec): 3 clusters Score: Raw -2486684.659238 + Penalty 1975.625955 = -2484709.033282 nChanged 26 SP:Iteration 27Q (5409.976291 sec): 3 clusters Score: Raw -2486693.529638 + Penalty 1975.625955 = -2484717.903683 nChanged 28 SP:Iteration 28Q (5410.042132 sec): 3 clusters Score: Raw -2486701.608426 + Penalty 1975.625955 = -2484725.982471 nChanged 26 SP:Iteration 29Q (5410.121447 sec): 3 clusters Score: Raw -2486710.084074 + Penalty 1975.625955 = -2484734.458118 nChanged 16 SP:Iteration 30Q (5410.179335 sec): 3 clusters Score: Raw -2486715.692835 + Penalty 1975.625955 = -2484740.066880 nChanged 14 SP:Iteration 31Q (5410.260052 sec): 3 clusters Score: Raw -2486720.627863 + Penalty 1975.625955 = -2484745.001907 nChanged 17 SP:Iteration 32Q (5410.333824 sec): 3 clusters Score: Raw -2486726.629470 + Penalty 1975.625955 = -2484751.003515 nChanged 19 SP:Iteration 33Q (5410.392035 sec): 3 clusters Score: Raw -2486733.141319 + Penalty 1975.625955 = -2484757.515364 nChanged 15 SP:Iteration 34Q (5410.465882 sec): 3 clusters Score: Raw -2486738.264525 + Penalty 1975.625955 = -2484762.638570 nChanged 13 SP:Iteration 35Q (5410.539813 sec): 3 clusters Score: Raw -2486742.482668 + Penalty 1975.625955 = -2484766.856713 nChanged 11 SP:Iteration 36Q (5410.607159 sec): 3 clusters Score: Raw -2486745.718379 + Penalty 1975.625955 = -2484770.092424 nChanged 11 SP:Iteration 37Q (5410.686416 sec): 3 clusters Score: Raw -2486748.914795 + Penalty 1975.625955 = -2484773.288839 nChanged 6 SP:Iteration 38Q (5410.762445 sec): 3 clusters Score: Raw -2486751.434666 + Penalty 1975.625955 = -2484775.808710 nChanged 2 SP:Iteration 39Q (5410.837273 sec): 3 clusters Score: Raw -2486751.785070 + Penalty 1975.625955 = -2484776.159115 nChanged 2 SP:Iteration 40F (5410.924085 sec): 3 clusters Score: Raw -2486752.096834 + Penalty 1975.625955 = -2484776.470879 nChanged 0 Trying to split cluster 23 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5410.944835 sec): 2 clusters Score: Raw -97207.906521 + Penalty 689.549154 = -96518.357367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5410.999069 sec): 3 clusters Score: Raw -96577.992661 + Penalty 1379.098309 = -95198.894352 nChanged 550 SP:Iteration 1F (5411.038209 sec): 3 clusters Score: Raw -96900.431194 + Penalty 1379.098309 = -95521.332885 nChanged 111 SP:Iteration 2F (5411.079967 sec): 3 clusters Score: Raw -96986.185267 + Penalty 1379.098309 = -95607.086959 nChanged 72 SP:Iteration 3F (5411.126723 sec): 3 clusters Score: Raw -97039.759666 + Penalty 1379.098309 = -95660.661357 nChanged 43 SP:Iteration 4Q (5411.166951 sec): 3 clusters Score: Raw -97066.536169 + Penalty 1379.098309 = -95687.437860 nChanged 38 SP:Iteration 5Q (5411.215487 sec): 3 clusters Score: Raw -97090.023777 + Penalty 1379.098309 = -95710.925469 nChanged 26 SP:Iteration 6Q (5411.265257 sec): 3 clusters Score: Raw -97102.689663 + Penalty 1379.098309 = -95723.591355 nChanged 26 SP:Iteration 7Q (5411.309241 sec): 3 clusters Score: Raw -97119.939429 + Penalty 1379.098309 = -95740.841120 nChanged 19 SP:Iteration 8Q (5411.359324 sec): 3 clusters Score: Raw -97129.199601 + Penalty 1379.098309 = -95750.101292 nChanged 18 SP:Iteration 9Q (5411.392537 sec): 3 clusters Score: Raw -97143.338789 + Penalty 1379.098309 = -95764.240480 nChanged 19 SP:Iteration 10Q (5411.422791 sec): 3 clusters Score: Raw -97154.391210 + Penalty 1379.098309 = -95775.292901 nChanged 14 SP:Iteration 11Q (5411.465801 sec): 3 clusters Score: Raw -97163.041839 + Penalty 1379.098309 = -95783.943530 nChanged 18 SP:Iteration 12Q (5411.500043 sec): 3 clusters Score: Raw -97172.898544 + Penalty 1379.098309 = -95793.800236 nChanged 15 SP:Iteration 13Q (5411.549500 sec): 3 clusters Score: Raw -97181.994670 + Penalty 1379.098309 = -95802.896361 nChanged 18 SP:Iteration 14Q (5411.599712 sec): 3 clusters Score: Raw -97195.567761 + Penalty 1379.098309 = -95816.469452 nChanged 28 SP:Iteration 15Q (5411.638131 sec): 3 clusters Score: Raw -97213.321715 + Penalty 1379.098309 = -95834.223407 nChanged 23 SP:Iteration 16Q (5411.685968 sec): 3 clusters Score: Raw -97224.528624 + Penalty 1379.098309 = -95845.430316 nChanged 21 SP:Iteration 17Q (5411.726022 sec): 3 clusters Score: Raw -97232.992612 + Penalty 1379.098309 = -95853.894304 nChanged 12 SP:Iteration 18Q (5411.776102 sec): 3 clusters Score: Raw -97239.539678 + Penalty 1379.098309 = -95860.441369 nChanged 6 SP:Iteration 19Q (5411.820305 sec): 3 clusters Score: Raw -97242.597281 + Penalty 1379.098309 = -95863.498972 nChanged 8 SP:Iteration 20F (5411.870525 sec): 3 clusters Score: Raw -97244.689148 + Penalty 1379.098309 = -95865.590839 nChanged 2 SP:Iteration 21Q (5411.910980 sec): 3 clusters Score: Raw -97245.388403 + Penalty 1379.098309 = -95866.290094 nChanged 2 SP:Iteration 22Q (5411.954458 sec): 3 clusters Score: Raw -97245.841081 + Penalty 1379.098309 = -95866.742772 nChanged 1 SP:Iteration 23Q (5411.989446 sec): 3 clusters Score: Raw -97246.353174 + Penalty 1379.098309 = -95867.254865 nChanged 0 SP:Iteration 24F (5412.037129 sec): 3 clusters Score: Raw -97246.353174 + Penalty 1379.098309 = -95867.254865 nChanged 0 Trying to split cluster 24 (3540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5412.062730 sec): 2 clusters Score: Raw -260135.965185 + Penalty 776.328791 = -259359.636394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5412.108142 sec): 3 clusters Score: Raw -258248.754352 + Penalty 1552.657581 = -256696.096771 nChanged 1503 SP:Iteration 1F (5412.161139 sec): 3 clusters Score: Raw -259203.972743 + Penalty 1552.657581 = -257651.315161 nChanged 305 SP:Iteration 2F (5412.212301 sec): 3 clusters Score: Raw -259408.287608 + Penalty 1552.657581 = -257855.630027 nChanged 260 SP:Iteration 3F (5412.264265 sec): 3 clusters Score: Raw -259610.490914 + Penalty 1552.657581 = -258057.833333 nChanged 233 SP:Iteration 4F (5412.316606 sec): 3 clusters Score: Raw -259762.815788 + Penalty 1552.657581 = -258210.158206 nChanged 179 SP:Iteration 5F (5412.377552 sec): 3 clusters Score: Raw -259878.099918 + Penalty 1552.657581 = -258325.442337 nChanged 134 SP:Iteration 6Q (5412.425823 sec): 3 clusters Score: Raw -259958.905633 + Penalty 1552.657581 = -258406.248052 nChanged 118 SP:Iteration 7Q (5412.466762 sec): 3 clusters Score: Raw -260032.712865 + Penalty 1552.657581 = -258480.055284 nChanged 93 SP:Iteration 8Q (5412.518361 sec): 3 clusters Score: Raw -260080.441229 + Penalty 1552.657581 = -258527.783648 nChanged 85 SP:Iteration 9Q (5412.561564 sec): 3 clusters Score: Raw -260122.294361 + Penalty 1552.657581 = -258569.636780 nChanged 59 SP:Iteration 10Q (5412.613194 sec): 3 clusters Score: Raw -260154.999656 + Penalty 1552.657581 = -258602.342075 nChanged 51 SP:Iteration 11Q (5412.649489 sec): 3 clusters Score: Raw -260179.379395 + Penalty 1552.657581 = -258626.721814 nChanged 51 SP:Iteration 12Q (5412.693870 sec): 3 clusters Score: Raw -260201.980037 + Penalty 1552.657581 = -258649.322456 nChanged 33 SP:Iteration 13Q (5412.740507 sec): 3 clusters Score: Raw -260214.527203 + Penalty 1552.657581 = -258661.869622 nChanged 26 SP:Iteration 14Q (5412.792848 sec): 3 clusters Score: Raw -260223.262133 + Penalty 1552.657581 = -258670.604552 nChanged 33 SP:Iteration 15Q (5412.844312 sec): 3 clusters Score: Raw -260234.867777 + Penalty 1552.657581 = -258682.210196 nChanged 35 SP:Iteration 16Q (5412.885893 sec): 3 clusters Score: Raw -260248.970440 + Penalty 1552.657581 = -258696.312859 nChanged 32 SP:Iteration 17Q (5412.908734 sec): 3 clusters Score: Raw -260260.863639 + Penalty 1552.657581 = -258708.206058 nChanged 30 SP:Iteration 18Q (5412.961573 sec): 3 clusters Score: Raw -260274.163303 + Penalty 1552.657581 = -258721.505722 nChanged 33 SP:Iteration 19Q (5413.000581 sec): 3 clusters Score: Raw -260291.793695 + Penalty 1552.657581 = -258739.136114 nChanged 32 SP:Iteration 20F (5413.046780 sec): 3 clusters Score: Raw -260306.015636 + Penalty 1552.657581 = -258753.358054 nChanged 34 SP:Iteration 21Q (5413.091240 sec): 3 clusters Score: Raw -260320.816421 + Penalty 1552.657581 = -258768.158839 nChanged 25 SP:Iteration 22Q (5413.142601 sec): 3 clusters Score: Raw -260332.087421 + Penalty 1552.657581 = -258779.429840 nChanged 14 SP:Iteration 23Q (5413.168793 sec): 3 clusters Score: Raw -260338.770295 + Penalty 1552.657581 = -258786.112713 nChanged 13 SP:Iteration 24Q (5413.181713 sec): 3 clusters Score: Raw -260345.394221 + Penalty 1552.657581 = -258792.736640 nChanged 15 SP:Iteration 25Q (5413.194282 sec): 3 clusters Score: Raw -260351.698966 + Penalty 1552.657581 = -258799.041384 nChanged 19 SP:Iteration 26Q (5413.206817 sec): 3 clusters Score: Raw -260362.450904 + Penalty 1552.657581 = -258809.793323 nChanged 15 SP:Iteration 27Q (5413.219253 sec): 3 clusters Score: Raw -260369.911216 + Penalty 1552.657581 = -258817.253635 nChanged 10 SP:Iteration 28Q (5413.231557 sec): 3 clusters Score: Raw -260374.670585 + Penalty 1552.657581 = -258822.013004 nChanged 10 SP:Iteration 29Q (5413.243932 sec): 3 clusters Score: Raw -260379.032659 + Penalty 1552.657581 = -258826.375078 nChanged 5 SP:Iteration 30Q (5413.256317 sec): 3 clusters Score: Raw -260380.136764 + Penalty 1552.657581 = -258827.479183 nChanged 1 SP:Iteration 31Q (5413.268618 sec): 3 clusters Score: Raw -260380.301156 + Penalty 1552.657581 = -258827.643575 nChanged 0 SP:Iteration 32F (5413.281253 sec): 3 clusters Score: Raw -260380.301156 + Penalty 1552.657581 = -258827.643575 nChanged 0 Iteration 539Q (5415.878618 sec): 25 clusters Score: Raw -25402645.763899 + Penalty 29149.392721 = -25373496.371178 nChanged 102 Iteration 540F (5420.245034 sec): 25 clusters Score: Raw -25402649.792679 + Penalty 29149.392721 = -25373500.399959 nChanged 95 Iteration 541Q (5422.668906 sec): 25 clusters Score: Raw -25402654.326061 + Penalty 29149.392721 = -25373504.933340 nChanged 92 Iteration 542Q (5425.106134 sec): 25 clusters Score: Raw -25402658.082331 + Penalty 29149.392721 = -25373508.689610 nChanged 86 Iteration 543Q (5427.612954 sec): 25 clusters Score: Raw -25402661.390775 + Penalty 29149.392721 = -25373511.998054 nChanged 75 Iteration 544Q (5430.063862 sec): 25 clusters Score: Raw -25402664.994689 + Penalty 29149.392721 = -25373515.601968 nChanged 69 Iteration 545Q (5432.505349 sec): 25 clusters Score: Raw -25402667.913774 + Penalty 29149.392721 = -25373518.521053 nChanged 68 Iteration 546Q (5434.963706 sec): 25 clusters Score: Raw -25402670.502434 + Penalty 29149.392721 = -25373521.109713 nChanged 66 Iteration 547Q (5437.424098 sec): 25 clusters Score: Raw -25402673.028341 + Penalty 29149.392721 = -25373523.635620 nChanged 86 Iteration 548Q (5439.867240 sec): 25 clusters Score: Raw -25402676.613238 + Penalty 29149.392721 = -25373527.220517 nChanged 80 Iteration 549Q (5442.307026 sec): 25 clusters Score: Raw -25402680.019880 + Penalty 29149.392721 = -25373530.627160 nChanged 96 Iteration 550Q (5444.734313 sec): 25 clusters Score: Raw -25402683.761416 + Penalty 29149.392721 = -25373534.368695 nChanged 101 Iteration 551Q (5447.187515 sec): 25 clusters Score: Raw -25402687.681374 + Penalty 29149.392721 = -25373538.288653 nChanged 84 Iteration 552Q (5449.502835 sec): 25 clusters Score: Raw -25402691.325557 + Penalty 29149.392721 = -25373541.932836 nChanged 76 Iteration 553Q (5451.931753 sec): 25 clusters Score: Raw -25402694.996068 + Penalty 29149.392721 = -25373545.603348 nChanged 85 Iteration 554Q (5454.137280 sec): 25 clusters Score: Raw -25402700.567762 + Penalty 29149.392721 = -25373551.175041 nChanged 99 Iteration 555Q (5456.324787 sec): 25 clusters Score: Raw -25402707.211851 + Penalty 29149.392721 = -25373557.819131 nChanged 113 Iteration 556Q (5458.536731 sec): 25 clusters Score: Raw -25402713.887428 + Penalty 29149.392721 = -25373564.494707 nChanged 116 Iteration 557Q (5460.726775 sec): 25 clusters Score: Raw -25402721.205862 + Penalty 29149.392721 = -25373571.813141 nChanged 95 Iteration 558Q (5462.921198 sec): 25 clusters Score: Raw -25402727.916401 + Penalty 29149.392721 = -25373578.523680 nChanged 97 Iteration 559Q (5465.436595 sec): 25 clusters Score: Raw -25402733.904833 + Penalty 29149.392721 = -25373584.512112 nChanged 102 Iteration 560F (5469.837120 sec): 25 clusters Score: Raw -25402738.524287 + Penalty 29149.392721 = -25373589.131566 nChanged 93 Iteration 561Q (5472.434691 sec): 25 clusters Score: Raw -25402742.484157 + Penalty 29149.392721 = -25373593.091437 nChanged 90 Iteration 562Q (5475.070006 sec): 25 clusters Score: Raw -25402745.456494 + Penalty 29149.392721 = -25373596.063773 nChanged 85 Iteration 563Q (5477.696783 sec): 25 clusters Score: Raw -25402748.428217 + Penalty 29149.392721 = -25373599.035496 nChanged 69 Iteration 564Q (5480.270586 sec): 25 clusters Score: Raw -25402751.155655 + Penalty 29149.392721 = -25373601.762935 nChanged 67 Iteration 565Q (5482.869246 sec): 25 clusters Score: Raw -25402753.919509 + Penalty 29149.392721 = -25373604.526788 nChanged 76 Iteration 566Q (5485.487743 sec): 25 clusters Score: Raw -25402757.058562 + Penalty 29149.392721 = -25373607.665841 nChanged 80 Iteration 567Q (5488.157809 sec): 25 clusters Score: Raw -25402759.887952 + Penalty 29149.392721 = -25373610.495231 nChanged 77 Iteration 568Q (5490.777052 sec): 25 clusters Score: Raw -25402762.003330 + Penalty 29149.392721 = -25373612.610609 nChanged 57 Iteration 569Q (5493.371529 sec): 25 clusters Score: Raw -25402763.605536 + Penalty 29149.392721 = -25373614.212816 nChanged 44 Iteration 570Q (5496.064600 sec): 25 clusters Score: Raw -25402764.698556 + Penalty 29149.392721 = -25373615.305835 nChanged 43 Iteration 571Q (5498.669513 sec): 25 clusters Score: Raw -25402766.408098 + Penalty 29149.392721 = -25373617.015377 nChanged 34 Iteration 572Q (5501.126328 sec): 25 clusters Score: Raw -25402767.790284 + Penalty 29149.392721 = -25373618.397563 nChanged 37 Iteration 573Q (5503.521139 sec): 25 clusters Score: Raw -25402769.135563 + Penalty 29149.392721 = -25373619.742842 nChanged 34 Iteration 574Q (5506.178318 sec): 25 clusters Score: Raw -25402770.138934 + Penalty 29149.392721 = -25373620.746213 nChanged 23 Iteration 575Q (5508.502170 sec): 25 clusters Score: Raw -25402770.603967 + Penalty 29149.392721 = -25373621.211247 nChanged 25 Iteration 576Q (5510.956771 sec): 25 clusters Score: Raw -25402771.095048 + Penalty 29149.392721 = -25373621.702327 nChanged 23 Iteration 577Q (5513.388951 sec): 25 clusters Score: Raw -25402771.515204 + Penalty 29149.392721 = -25373622.122483 nChanged 18 Iteration 578Q (5515.818253 sec): 25 clusters Score: Raw -25402771.930280 + Penalty 29149.392721 = -25373622.537559 nChanged 25 Writing temp clu file Because OldScore, -25373622.122483, is greater than current (better) Score,-25373622.537559 Compute initial score before splitting: Score: Raw -25402771.930280 + Penalty 29149.392721 = -25373622.537559 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5515.931551 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5515.967758 sec): 3 clusters Score: Raw -170982.756543 + Penalty 1457.912393 = -169524.844150 nChanged 833 SP:Iteration 1F (5516.007600 sec): 3 clusters Score: Raw -171506.557475 + Penalty 1457.912393 = -170048.645082 nChanged 182 SP:Iteration 2F (5516.052237 sec): 3 clusters Score: Raw -171612.185957 + Penalty 1457.912393 = -170154.273564 nChanged 130 SP:Iteration 3F (5516.095303 sec): 3 clusters Score: Raw -171695.735578 + Penalty 1457.912393 = -170237.823185 nChanged 92 SP:Iteration 4Q (5516.138442 sec): 3 clusters Score: Raw -171759.760631 + Penalty 1457.912393 = -170301.848238 nChanged 68 SP:Iteration 5Q (5516.177185 sec): 3 clusters Score: Raw -171803.849376 + Penalty 1457.912393 = -170345.936983 nChanged 73 SP:Iteration 6Q (5516.217825 sec): 3 clusters Score: Raw -171854.731302 + Penalty 1457.912393 = -170396.818909 nChanged 72 SP:Iteration 7Q (5516.272355 sec): 3 clusters Score: Raw -171899.357687 + Penalty 1457.912393 = -170441.445294 nChanged 63 SP:Iteration 8Q (5516.312301 sec): 3 clusters Score: Raw -171945.018343 + Penalty 1457.912393 = -170487.105950 nChanged 57 SP:Iteration 9Q (5516.363077 sec): 3 clusters Score: Raw -171989.737500 + Penalty 1457.912393 = -170531.825107 nChanged 59 SP:Iteration 10Q (5516.414482 sec): 3 clusters Score: Raw -172033.075180 + Penalty 1457.912393 = -170575.162787 nChanged 57 SP:Iteration 11Q (5516.455370 sec): 3 clusters Score: Raw -172072.268672 + Penalty 1457.912393 = -170614.356279 nChanged 49 SP:Iteration 12Q (5516.495743 sec): 3 clusters Score: Raw -172111.278885 + Penalty 1457.912393 = -170653.366492 nChanged 39 SP:Iteration 13Q (5516.536310 sec): 3 clusters Score: Raw -172133.109575 + Penalty 1457.912393 = -170675.197182 nChanged 29 SP:Iteration 14Q (5516.590360 sec): 3 clusters Score: Raw -172147.522255 + Penalty 1457.912393 = -170689.609862 nChanged 20 SP:Iteration 15Q (5516.627605 sec): 3 clusters Score: Raw -172154.673609 + Penalty 1457.912393 = -170696.761216 nChanged 11 SP:Iteration 16Q (5516.678414 sec): 3 clusters Score: Raw -172161.305948 + Penalty 1457.912393 = -170703.393555 nChanged 16 SP:Iteration 17Q (5516.728987 sec): 3 clusters Score: Raw -172171.288991 + Penalty 1457.912393 = -170713.376598 nChanged 15 SP:Iteration 18Q (5516.769440 sec): 3 clusters Score: Raw -172178.341963 + Penalty 1457.912393 = -170720.429570 nChanged 17 SP:Iteration 19Q (5516.823998 sec): 3 clusters Score: Raw -172184.964869 + Penalty 1457.912393 = -170727.052476 nChanged 11 SP:Iteration 20F (5516.863814 sec): 3 clusters Score: Raw -172189.308927 + Penalty 1457.912393 = -170731.396534 nChanged 14 SP:Iteration 21Q (5516.905877 sec): 3 clusters Score: Raw -172197.044846 + Penalty 1457.912393 = -170739.132453 nChanged 8 SP:Iteration 22Q (5516.956188 sec): 3 clusters Score: Raw -172200.466104 + Penalty 1457.912393 = -170742.553711 nChanged 6 SP:Iteration 23Q (5517.001026 sec): 3 clusters Score: Raw -172202.291162 + Penalty 1457.912393 = -170744.378769 nChanged 6 SP:Iteration 24Q (5517.051789 sec): 3 clusters Score: Raw -172203.794082 + Penalty 1457.912393 = -170745.881689 nChanged 3 SP:Iteration 25Q (5517.103175 sec): 3 clusters Score: Raw -172204.196374 + Penalty 1457.912393 = -170746.283981 nChanged 1 SP:Iteration 26Q (5517.141669 sec): 3 clusters Score: Raw -172204.307856 + Penalty 1457.912393 = -170746.395463 nChanged 1 SP:Iteration 27Q (5517.178810 sec): 3 clusters Score: Raw -172205.105323 + Penalty 1457.912393 = -170747.192930 nChanged 2 SP:Iteration 28Q (5517.216161 sec): 3 clusters Score: Raw -172205.884797 + Penalty 1457.912393 = -170747.972404 nChanged 3 SP:Iteration 29Q (5517.270450 sec): 3 clusters Score: Raw -172206.659856 + Penalty 1457.912393 = -170748.747463 nChanged 2 SP:Iteration 30Q (5517.305687 sec): 3 clusters Score: Raw -172207.494991 + Penalty 1457.912393 = -170749.582598 nChanged 2 SP:Iteration 31Q (5517.353434 sec): 3 clusters Score: Raw -172208.286046 + Penalty 1457.912393 = -170750.373653 nChanged 3 SP:Iteration 32Q (5517.394175 sec): 3 clusters Score: Raw -172208.898342 + Penalty 1457.912393 = -170750.985949 nChanged 2 SP:Iteration 33Q (5517.433315 sec): 3 clusters Score: Raw -172210.091023 + Penalty 1457.912393 = -170752.178630 nChanged 2 SP:Iteration 34Q (5517.475258 sec): 3 clusters Score: Raw -172210.298678 + Penalty 1457.912393 = -170752.386285 nChanged 1 SP:Iteration 35Q (5517.517032 sec): 3 clusters Score: Raw -172210.759461 + Penalty 1457.912393 = -170752.847068 nChanged 3 SP:Iteration 36Q (5517.560166 sec): 3 clusters Score: Raw -172211.689707 + Penalty 1457.912393 = -170753.777314 nChanged 3 SP:Iteration 37Q (5517.610657 sec): 3 clusters Score: Raw -172212.104890 + Penalty 1457.912393 = -170754.192497 nChanged 1 SP:Iteration 38Q (5517.654185 sec): 3 clusters Score: Raw -172212.368750 + Penalty 1457.912393 = -170754.456357 nChanged 1 SP:Iteration 39Q (5517.695880 sec): 3 clusters Score: Raw -172212.462487 + Penalty 1457.912393 = -170754.550094 nChanged 0 SP:Iteration 40F (5517.751920 sec): 3 clusters Score: Raw -172212.462487 + Penalty 1457.912393 = -170754.550094 nChanged 0 Trying to split cluster 2 (27825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5517.794771 sec): 2 clusters Score: Raw -2042874.193124 + Penalty 972.200567 = -2041901.992558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5517.878119 sec): 3 clusters Score: Raw -2025422.304712 + Penalty 1944.401133 = -2023477.903578 nChanged 13018 SP:Iteration 1F (5517.939121 sec): 3 clusters Score: Raw -2032957.942920 + Penalty 1944.401133 = -2031013.541787 nChanged 1587 SP:Iteration 2F (5518.024475 sec): 3 clusters Score: Raw -2033680.186500 + Penalty 1944.401133 = -2031735.785367 nChanged 1808 SP:Iteration 3F (5518.096564 sec): 3 clusters Score: Raw -2034770.469731 + Penalty 1944.401133 = -2032826.068597 nChanged 2117 SP:Iteration 4F (5518.176485 sec): 3 clusters Score: Raw -2036370.107334 + Penalty 1944.401133 = -2034425.706201 nChanged 2187 SP:Iteration 5F (5518.248892 sec): 3 clusters Score: Raw -2038378.951118 + Penalty 1944.401133 = -2036434.549985 nChanged 1840 SP:Iteration 6F (5518.334937 sec): 3 clusters Score: Raw -2040273.276395 + Penalty 1944.401133 = -2038328.875262 nChanged 1189 SP:Iteration 7Q (5518.412477 sec): 3 clusters Score: Raw -2041576.240292 + Penalty 1944.401133 = -2039631.839159 nChanged 693 SP:Iteration 8Q (5518.486195 sec): 3 clusters Score: Raw -2042350.464272 + Penalty 1944.401133 = -2040406.063139 nChanged 420 SP:Iteration 9Q (5518.551651 sec): 3 clusters Score: Raw -2042755.562788 + Penalty 1944.401133 = -2040811.161655 nChanged 267 SP:Iteration 10Q (5518.620521 sec): 3 clusters Score: Raw -2042937.440548 + Penalty 1944.401133 = -2040993.039414 nChanged 169 SP:Iteration 11Q (5518.696538 sec): 3 clusters Score: Raw -2043034.086402 + Penalty 1944.401133 = -2041089.685269 nChanged 113 SP:Iteration 12Q (5518.774288 sec): 3 clusters Score: Raw -2043090.154608 + Penalty 1944.401133 = -2041145.753474 nChanged 86 SP:Iteration 13Q (5518.846363 sec): 3 clusters Score: Raw -2043125.283197 + Penalty 1944.401133 = -2041180.882064 nChanged 75 SP:Iteration 14Q (5518.892956 sec): 3 clusters Score: Raw -2043159.187012 + Penalty 1944.401133 = -2041214.785879 nChanged 66 SP:Iteration 15Q (5518.958313 sec): 3 clusters Score: Raw -2043184.443615 + Penalty 1944.401133 = -2041240.042482 nChanged 52 SP:Iteration 16Q (5519.028983 sec): 3 clusters Score: Raw -2043207.384617 + Penalty 1944.401133 = -2041262.983484 nChanged 47 SP:Iteration 17Q (5519.101048 sec): 3 clusters Score: Raw -2043223.507769 + Penalty 1944.401133 = -2041279.106636 nChanged 40 SP:Iteration 18Q (5519.175804 sec): 3 clusters Score: Raw -2043236.216352 + Penalty 1944.401133 = -2041291.815218 nChanged 29 SP:Iteration 19Q (5519.245940 sec): 3 clusters Score: Raw -2043244.447816 + Penalty 1944.401133 = -2041300.046682 nChanged 26 SP:Iteration 20F (5519.321972 sec): 3 clusters Score: Raw -2043252.881897 + Penalty 1944.401133 = -2041308.480763 nChanged 22 SP:Iteration 21Q (5519.395479 sec): 3 clusters Score: Raw -2043260.186752 + Penalty 1944.401133 = -2041315.785618 nChanged 23 SP:Iteration 22Q (5519.469170 sec): 3 clusters Score: Raw -2043266.701920 + Penalty 1944.401133 = -2041322.300786 nChanged 19 SP:Iteration 23Q (5519.525965 sec): 3 clusters Score: Raw -2043271.507073 + Penalty 1944.401133 = -2041327.105940 nChanged 19 SP:Iteration 24Q (5519.609648 sec): 3 clusters Score: Raw -2043275.540278 + Penalty 1944.401133 = -2041331.139144 nChanged 20 SP:Iteration 25Q (5519.680365 sec): 3 clusters Score: Raw -2043279.666540 + Penalty 1944.401133 = -2041335.265407 nChanged 16 SP:Iteration 26Q (5519.741711 sec): 3 clusters Score: Raw -2043283.911324 + Penalty 1944.401133 = -2041339.510191 nChanged 9 SP:Iteration 27Q (5519.817169 sec): 3 clusters Score: Raw -2043285.755416 + Penalty 1944.401133 = -2041341.354282 nChanged 5 SP:Iteration 28Q (5519.883832 sec): 3 clusters Score: Raw -2043286.665335 + Penalty 1944.401133 = -2041342.264202 nChanged 6 SP:Iteration 29Q (5519.951327 sec): 3 clusters Score: Raw -2043287.938307 + Penalty 1944.401133 = -2041343.537174 nChanged 6 SP:Iteration 30Q (5520.026539 sec): 3 clusters Score: Raw -2043289.258729 + Penalty 1944.401133 = -2041344.857595 nChanged 6 SP:Iteration 31Q (5520.088785 sec): 3 clusters Score: Raw -2043290.182198 + Penalty 1944.401133 = -2041345.781064 nChanged 7 SP:Iteration 32Q (5520.155545 sec): 3 clusters Score: Raw -2043290.925509 + Penalty 1944.401133 = -2041346.524376 nChanged 8 SP:Iteration 33Q (5520.234942 sec): 3 clusters Score: Raw -2043291.904584 + Penalty 1944.401133 = -2041347.503450 nChanged 6 SP:Iteration 34Q (5520.279567 sec): 3 clusters Score: Raw -2043293.038361 + Penalty 1944.401133 = -2041348.637228 nChanged 4 SP:Iteration 35Q (5520.354625 sec): 3 clusters Score: Raw -2043294.103212 + Penalty 1944.401133 = -2041349.702079 nChanged 9 SP:Iteration 36Q (5520.431880 sec): 3 clusters Score: Raw -2043295.519737 + Penalty 1944.401133 = -2041351.118603 nChanged 5 SP:Iteration 37Q (5520.498521 sec): 3 clusters Score: Raw -2043296.085512 + Penalty 1944.401133 = -2041351.684378 nChanged 5 SP:Iteration 38Q (5520.569877 sec): 3 clusters Score: Raw -2043296.737005 + Penalty 1944.401133 = -2041352.335871 nChanged 4 SP:Iteration 39Q (5520.614832 sec): 3 clusters Score: Raw -2043297.387733 + Penalty 1944.401133 = -2041352.986599 nChanged 3 SP:Iteration 40F (5520.704269 sec): 3 clusters Score: Raw -2043298.669164 + Penalty 1944.401133 = -2041354.268030 nChanged 5 SP:Iteration 41Q (5520.776225 sec): 3 clusters Score: Raw -2043299.758210 + Penalty 1944.401133 = -2041355.357076 nChanged 3 SP:Iteration 42Q (5520.840972 sec): 3 clusters Score: Raw -2043300.016439 + Penalty 1944.401133 = -2041355.615306 nChanged 3 SP:Iteration 43Q (5520.912133 sec): 3 clusters Score: Raw -2043300.818847 + Penalty 1944.401133 = -2041356.417713 nChanged 4 SP:Iteration 44Q (5520.983967 sec): 3 clusters Score: Raw -2043301.504578 + Penalty 1944.401133 = -2041357.103444 nChanged 2 SP:Iteration 45Q (5521.049883 sec): 3 clusters Score: Raw -2043301.814006 + Penalty 1944.401133 = -2041357.412873 nChanged 1 SP:Iteration 46Q (5521.126292 sec): 3 clusters Score: Raw -2043301.892078 + Penalty 1944.401133 = -2041357.490944 nChanged 0 SP:Iteration 47F (5521.207740 sec): 3 clusters Score: Raw -2043301.892078 + Penalty 1944.401133 = -2041357.490944 nChanged 0 Trying to split cluster 3 (4236 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5521.233556 sec): 2 clusters Score: Raw -314183.201823 + Penalty 793.380597 = -313389.821226 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5521.284821 sec): 3 clusters Score: Raw -311870.139595 + Penalty 1586.761194 = -310283.378401 nChanged 1761 SP:Iteration 1F (5521.343144 sec): 3 clusters Score: Raw -312847.257102 + Penalty 1586.761194 = -311260.495907 nChanged 334 SP:Iteration 2F (5521.375345 sec): 3 clusters Score: Raw -313097.083493 + Penalty 1586.761194 = -311510.322299 nChanged 301 SP:Iteration 3F (5521.421090 sec): 3 clusters Score: Raw -313324.327071 + Penalty 1586.761194 = -311737.565876 nChanged 269 SP:Iteration 4F (5521.466512 sec): 3 clusters Score: Raw -313543.941192 + Penalty 1586.761194 = -311957.179997 nChanged 236 SP:Iteration 5F (5521.514408 sec): 3 clusters Score: Raw -313704.506395 + Penalty 1586.761194 = -312117.745201 nChanged 211 SP:Iteration 6Q (5521.565079 sec): 3 clusters Score: Raw -313853.514059 + Penalty 1586.761194 = -312266.752864 nChanged 203 SP:Iteration 7Q (5521.620998 sec): 3 clusters Score: Raw -313993.718282 + Penalty 1586.761194 = -312406.957088 nChanged 169 SP:Iteration 8Q (5521.665281 sec): 3 clusters Score: Raw -314083.397098 + Penalty 1586.761194 = -312496.635904 nChanged 116 SP:Iteration 9Q (5521.717505 sec): 3 clusters Score: Raw -314148.224240 + Penalty 1586.761194 = -312561.463045 nChanged 103 SP:Iteration 10Q (5521.765811 sec): 3 clusters Score: Raw -314197.933578 + Penalty 1586.761194 = -312611.172384 nChanged 86 SP:Iteration 11Q (5521.818153 sec): 3 clusters Score: Raw -314237.604799 + Penalty 1586.761194 = -312650.843604 nChanged 65 SP:Iteration 12Q (5521.863717 sec): 3 clusters Score: Raw -314264.552993 + Penalty 1586.761194 = -312677.791799 nChanged 57 SP:Iteration 13Q (5521.909790 sec): 3 clusters Score: Raw -314289.206237 + Penalty 1586.761194 = -312702.445043 nChanged 59 SP:Iteration 14Q (5521.960140 sec): 3 clusters Score: Raw -314314.600062 + Penalty 1586.761194 = -312727.838868 nChanged 45 SP:Iteration 15Q (5522.012008 sec): 3 clusters Score: Raw -314332.639035 + Penalty 1586.761194 = -312745.877841 nChanged 40 SP:Iteration 16Q (5522.065568 sec): 3 clusters Score: Raw -314346.551910 + Penalty 1586.761194 = -312759.790716 nChanged 38 SP:Iteration 17Q (5522.118357 sec): 3 clusters Score: Raw -314359.388911 + Penalty 1586.761194 = -312772.627717 nChanged 32 SP:Iteration 18Q (5522.163041 sec): 3 clusters Score: Raw -314370.352610 + Penalty 1586.761194 = -312783.591416 nChanged 34 SP:Iteration 19Q (5522.207395 sec): 3 clusters Score: Raw -314386.882205 + Penalty 1586.761194 = -312800.121011 nChanged 45 SP:Iteration 20F (5522.250770 sec): 3 clusters Score: Raw -314405.485767 + Penalty 1586.761194 = -312818.724573 nChanged 38 SP:Iteration 21Q (5522.302734 sec): 3 clusters Score: Raw -314419.629888 + Penalty 1586.761194 = -312832.868694 nChanged 31 SP:Iteration 22Q (5522.353985 sec): 3 clusters Score: Raw -314429.965626 + Penalty 1586.761194 = -312843.204432 nChanged 23 SP:Iteration 23Q (5522.405868 sec): 3 clusters Score: Raw -314438.599989 + Penalty 1586.761194 = -312851.838795 nChanged 23 SP:Iteration 24Q (5522.458044 sec): 3 clusters Score: Raw -314448.446489 + Penalty 1586.761194 = -312861.685295 nChanged 16 SP:Iteration 25Q (5522.503143 sec): 3 clusters Score: Raw -314454.403179 + Penalty 1586.761194 = -312867.641985 nChanged 25 SP:Iteration 26Q (5522.549979 sec): 3 clusters Score: Raw -314462.256121 + Penalty 1586.761194 = -312875.494927 nChanged 15 SP:Iteration 27Q (5522.591581 sec): 3 clusters Score: Raw -314467.384940 + Penalty 1586.761194 = -312880.623746 nChanged 16 SP:Iteration 28Q (5522.638674 sec): 3 clusters Score: Raw -314471.608327 + Penalty 1586.761194 = -312884.847133 nChanged 14 SP:Iteration 29Q (5522.686079 sec): 3 clusters Score: Raw -314474.851765 + Penalty 1586.761194 = -312888.090571 nChanged 8 SP:Iteration 30Q (5522.745366 sec): 3 clusters Score: Raw -314476.144108 + Penalty 1586.761194 = -312889.382913 nChanged 4 SP:Iteration 31Q (5522.793547 sec): 3 clusters Score: Raw -314476.847228 + Penalty 1586.761194 = -312890.086033 nChanged 6 SP:Iteration 32Q (5522.835518 sec): 3 clusters Score: Raw -314478.054104 + Penalty 1586.761194 = -312891.292910 nChanged 5 SP:Iteration 33Q (5522.887938 sec): 3 clusters Score: Raw -314479.167255 + Penalty 1586.761194 = -312892.406060 nChanged 5 SP:Iteration 34Q (5522.940051 sec): 3 clusters Score: Raw -314480.044045 + Penalty 1586.761194 = -312893.282851 nChanged 3 SP:Iteration 35Q (5522.992661 sec): 3 clusters Score: Raw -314480.618709 + Penalty 1586.761194 = -312893.857514 nChanged 2 SP:Iteration 36Q (5523.044675 sec): 3 clusters Score: Raw -314481.149126 + Penalty 1586.761194 = -312894.387931 nChanged 2 SP:Iteration 37Q (5523.105137 sec): 3 clusters Score: Raw -314482.034599 + Penalty 1586.761194 = -312895.273404 nChanged 4 SP:Iteration 38Q (5523.142970 sec): 3 clusters Score: Raw -314482.762743 + Penalty 1586.761194 = -312896.001548 nChanged 3 SP:Iteration 39Q (5523.193198 sec): 3 clusters Score: Raw -314483.334860 + Penalty 1586.761194 = -312896.573665 nChanged 1 SP:Iteration 40F (5523.245291 sec): 3 clusters Score: Raw -314483.486419 + Penalty 1586.761194 = -312896.725225 nChanged 1 SP:Iteration 41Q (5523.302109 sec): 3 clusters Score: Raw -314483.805838 + Penalty 1586.761194 = -312897.044644 nChanged 2 SP:Iteration 42Q (5523.346086 sec): 3 clusters Score: Raw -314484.384212 + Penalty 1586.761194 = -312897.623017 nChanged 2 SP:Iteration 43Q (5523.377325 sec): 3 clusters Score: Raw -314484.589799 + Penalty 1586.761194 = -312897.828605 nChanged 1 SP:Iteration 44Q (5523.429636 sec): 3 clusters Score: Raw -314484.716827 + Penalty 1586.761194 = -312897.955633 nChanged 1 SP:Iteration 45Q (5523.460633 sec): 3 clusters Score: Raw -314484.916668 + Penalty 1586.761194 = -312898.155474 nChanged 3 SP:Iteration 46Q (5523.512886 sec): 3 clusters Score: Raw -314485.776278 + Penalty 1586.761194 = -312899.015084 nChanged 3 SP:Iteration 47Q (5523.565127 sec): 3 clusters Score: Raw -314486.367259 + Penalty 1586.761194 = -312899.606065 nChanged 1 SP:Iteration 48Q (5523.596212 sec): 3 clusters Score: Raw -314486.512082 + Penalty 1586.761194 = -312899.750888 nChanged 0 SP:Iteration 49F (5523.641242 sec): 3 clusters Score: Raw -314486.512082 + Penalty 1586.761194 = -312899.750888 nChanged 0 Trying to split cluster 4 (3497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5523.667783 sec): 2 clusters Score: Raw -255974.386570 + Penalty 775.167770 = -255199.218800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5523.719875 sec): 3 clusters Score: Raw -254105.027494 + Penalty 1550.335540 = -252554.691954 nChanged 1445 SP:Iteration 1F (5523.771804 sec): 3 clusters Score: Raw -254945.470545 + Penalty 1550.335540 = -253395.135005 nChanged 272 SP:Iteration 2F (5523.823734 sec): 3 clusters Score: Raw -255105.943220 + Penalty 1550.335540 = -253555.607680 nChanged 184 SP:Iteration 3F (5523.868715 sec): 3 clusters Score: Raw -255239.506207 + Penalty 1550.335540 = -253689.170667 nChanged 178 SP:Iteration 4F (5523.904991 sec): 3 clusters Score: Raw -255358.491824 + Penalty 1550.335540 = -253808.156284 nChanged 142 SP:Iteration 5Q (5523.953713 sec): 3 clusters Score: Raw -255465.828746 + Penalty 1550.335540 = -253915.493206 nChanged 129 SP:Iteration 6Q (5524.013269 sec): 3 clusters Score: Raw -255562.908099 + Penalty 1550.335540 = -254012.572559 nChanged 115 SP:Iteration 7Q (5524.053826 sec): 3 clusters Score: Raw -255622.007989 + Penalty 1550.335540 = -254071.672449 nChanged 102 SP:Iteration 8Q (5524.093997 sec): 3 clusters Score: Raw -255679.614940 + Penalty 1550.335540 = -254129.279400 nChanged 92 SP:Iteration 9Q (5524.146103 sec): 3 clusters Score: Raw -255719.609207 + Penalty 1550.335540 = -254169.273667 nChanged 87 SP:Iteration 10Q (5524.179362 sec): 3 clusters Score: Raw -255765.891088 + Penalty 1550.335540 = -254215.555548 nChanged 72 SP:Iteration 11Q (5524.227419 sec): 3 clusters Score: Raw -255798.170417 + Penalty 1550.335540 = -254247.834877 nChanged 60 SP:Iteration 12Q (5524.274261 sec): 3 clusters Score: Raw -255821.980148 + Penalty 1550.335540 = -254271.644608 nChanged 49 SP:Iteration 13Q (5524.312186 sec): 3 clusters Score: Raw -255839.530431 + Penalty 1550.335540 = -254289.194891 nChanged 44 SP:Iteration 14Q (5524.347250 sec): 3 clusters Score: Raw -255855.716019 + Penalty 1550.335540 = -254305.380479 nChanged 28 SP:Iteration 15Q (5524.391439 sec): 3 clusters Score: Raw -255864.085866 + Penalty 1550.335540 = -254313.750326 nChanged 19 SP:Iteration 16Q (5524.437803 sec): 3 clusters Score: Raw -255870.490019 + Penalty 1550.335540 = -254320.154479 nChanged 15 SP:Iteration 17Q (5524.495669 sec): 3 clusters Score: Raw -255874.498266 + Penalty 1550.335540 = -254324.162726 nChanged 16 SP:Iteration 18Q (5524.533422 sec): 3 clusters Score: Raw -255878.553482 + Penalty 1550.335540 = -254328.217942 nChanged 12 SP:Iteration 19Q (5524.585473 sec): 3 clusters Score: Raw -255881.525379 + Penalty 1550.335540 = -254331.189839 nChanged 14 SP:Iteration 20F (5524.632735 sec): 3 clusters Score: Raw -255885.214915 + Penalty 1550.335540 = -254334.879375 nChanged 18 SP:Iteration 21Q (5524.670300 sec): 3 clusters Score: Raw -255889.848293 + Penalty 1550.335540 = -254339.512753 nChanged 16 SP:Iteration 22Q (5524.721241 sec): 3 clusters Score: Raw -255895.226245 + Penalty 1550.335540 = -254344.890705 nChanged 16 SP:Iteration 23Q (5524.762738 sec): 3 clusters Score: Raw -255899.769931 + Penalty 1550.335540 = -254349.434391 nChanged 19 SP:Iteration 24Q (5524.814310 sec): 3 clusters Score: Raw -255905.712408 + Penalty 1550.335540 = -254355.376868 nChanged 19 SP:Iteration 25Q (5524.865563 sec): 3 clusters Score: Raw -255911.428553 + Penalty 1550.335540 = -254361.093013 nChanged 14 SP:Iteration 26Q (5524.917592 sec): 3 clusters Score: Raw -255914.852051 + Penalty 1550.335540 = -254364.516511 nChanged 15 SP:Iteration 27Q (5524.961868 sec): 3 clusters Score: Raw -255918.705153 + Penalty 1550.335540 = -254368.369613 nChanged 11 SP:Iteration 28Q (5525.003160 sec): 3 clusters Score: Raw -255922.674851 + Penalty 1550.335540 = -254372.339311 nChanged 10 SP:Iteration 29Q (5525.051823 sec): 3 clusters Score: Raw -255926.791411 + Penalty 1550.335540 = -254376.455871 nChanged 11 SP:Iteration 30Q (5525.103899 sec): 3 clusters Score: Raw -255929.212006 + Penalty 1550.335540 = -254378.876466 nChanged 7 SP:Iteration 31Q (5525.153159 sec): 3 clusters Score: Raw -255931.330235 + Penalty 1550.335540 = -254380.994695 nChanged 10 SP:Iteration 32Q (5525.202469 sec): 3 clusters Score: Raw -255936.390647 + Penalty 1550.335540 = -254386.055107 nChanged 12 SP:Iteration 33Q (5525.248533 sec): 3 clusters Score: Raw -255939.125065 + Penalty 1550.335540 = -254388.789524 nChanged 8 SP:Iteration 34Q (5525.299969 sec): 3 clusters Score: Raw -255940.688043 + Penalty 1550.335540 = -254390.352503 nChanged 6 SP:Iteration 35Q (5525.351264 sec): 3 clusters Score: Raw -255941.815942 + Penalty 1550.335540 = -254391.480402 nChanged 10 SP:Iteration 36Q (5525.398364 sec): 3 clusters Score: Raw -255943.741826 + Penalty 1550.335540 = -254393.406286 nChanged 8 SP:Iteration 37Q (5525.449707 sec): 3 clusters Score: Raw -255946.330864 + Penalty 1550.335540 = -254395.995324 nChanged 7 SP:Iteration 38Q (5525.495613 sec): 3 clusters Score: Raw -255950.374214 + Penalty 1550.335540 = -254400.038674 nChanged 14 SP:Iteration 39Q (5525.537290 sec): 3 clusters Score: Raw -255955.458035 + Penalty 1550.335540 = -254405.122494 nChanged 13 SP:Iteration 40F (5525.581754 sec): 3 clusters Score: Raw -255958.311105 + Penalty 1550.335540 = -254407.975565 nChanged 11 SP:Iteration 41Q (5525.630251 sec): 3 clusters Score: Raw -255960.308858 + Penalty 1550.335540 = -254409.973318 nChanged 8 SP:Iteration 42Q (5525.669703 sec): 3 clusters Score: Raw -255962.477667 + Penalty 1550.335540 = -254412.142127 nChanged 10 SP:Iteration 43Q (5525.721138 sec): 3 clusters Score: Raw -255964.829631 + Penalty 1550.335540 = -254414.494091 nChanged 6 SP:Iteration 44Q (5525.765041 sec): 3 clusters Score: Raw -255966.943473 + Penalty 1550.335540 = -254416.607933 nChanged 4 SP:Iteration 45Q (5525.800111 sec): 3 clusters Score: Raw -255968.224595 + Penalty 1550.335540 = -254417.889055 nChanged 4 SP:Iteration 46Q (5525.847780 sec): 3 clusters Score: Raw -255969.453766 + Penalty 1550.335540 = -254419.118226 nChanged 11 SP:Iteration 47Q (5525.897478 sec): 3 clusters Score: Raw -255972.166040 + Penalty 1550.335540 = -254421.830500 nChanged 7 SP:Iteration 48Q (5525.949326 sec): 3 clusters Score: Raw -255973.619789 + Penalty 1550.335540 = -254423.284249 nChanged 5 SP:Iteration 49Q (5526.000987 sec): 3 clusters Score: Raw -255974.552602 + Penalty 1550.335540 = -254424.217062 nChanged 0 SP:Iteration 50F (5526.059022 sec): 3 clusters Score: Raw -255974.552602 + Penalty 1550.335540 = -254424.217062 nChanged 0 Trying to split cluster 5 (14637 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5526.087126 sec): 2 clusters Score: Raw -1063582.054009 + Penalty 911.174246 = -1062670.879763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5526.150379 sec): 3 clusters Score: Raw -1054627.976068 + Penalty 1822.348491 = -1052805.627577 nChanged 6665 SP:Iteration 1F (5526.214117 sec): 3 clusters Score: Raw -1058364.918546 + Penalty 1822.348491 = -1056542.570055 nChanged 708 SP:Iteration 2Q (5526.283273 sec): 3 clusters Score: Raw -1058622.420192 + Penalty 1822.348491 = -1056800.071701 nChanged 705 SP:Iteration 3Q (5526.339164 sec): 3 clusters Score: Raw -1058916.439438 + Penalty 1822.348491 = -1057094.090946 nChanged 705 SP:Iteration 4Q (5526.391988 sec): 3 clusters Score: Raw -1059261.343828 + Penalty 1822.348491 = -1057438.995337 nChanged 749 SP:Iteration 5F (5526.445866 sec): 3 clusters Score: Raw -1059653.311021 + Penalty 1822.348491 = -1057830.962530 nChanged 776 SP:Iteration 6F (5526.513089 sec): 3 clusters Score: Raw -1060110.541694 + Penalty 1822.348491 = -1058288.193203 nChanged 826 SP:Iteration 7F (5526.565934 sec): 3 clusters Score: Raw -1060628.300516 + Penalty 1822.348491 = -1058805.952025 nChanged 752 SP:Iteration 8F (5526.627030 sec): 3 clusters Score: Raw -1061123.468094 + Penalty 1822.348491 = -1059301.119603 nChanged 696 SP:Iteration 9Q (5526.691785 sec): 3 clusters Score: Raw -1061577.070170 + Penalty 1822.348491 = -1059754.721679 nChanged 579 SP:Iteration 10Q (5526.758443 sec): 3 clusters Score: Raw -1061908.829375 + Penalty 1822.348491 = -1060086.480884 nChanged 423 SP:Iteration 11Q (5526.829654 sec): 3 clusters Score: Raw -1062113.608427 + Penalty 1822.348491 = -1060291.259936 nChanged 333 SP:Iteration 12Q (5526.891714 sec): 3 clusters Score: Raw -1062278.691098 + Penalty 1822.348491 = -1060456.342607 nChanged 291 SP:Iteration 13Q (5526.933659 sec): 3 clusters Score: Raw -1062437.580056 + Penalty 1822.348491 = -1060615.231565 nChanged 303 SP:Iteration 14Q (5526.993747 sec): 3 clusters Score: Raw -1062618.053552 + Penalty 1822.348491 = -1060795.705061 nChanged 276 SP:Iteration 15Q (5527.042428 sec): 3 clusters Score: Raw -1062765.625974 + Penalty 1822.348491 = -1060943.277482 nChanged 247 SP:Iteration 16Q (5527.110845 sec): 3 clusters Score: Raw -1062885.409772 + Penalty 1822.348491 = -1061063.061281 nChanged 230 SP:Iteration 17Q (5527.172836 sec): 3 clusters Score: Raw -1062995.871932 + Penalty 1822.348491 = -1061173.523441 nChanged 191 SP:Iteration 18Q (5527.238200 sec): 3 clusters Score: Raw -1063078.061961 + Penalty 1822.348491 = -1061255.713469 nChanged 198 SP:Iteration 19Q (5527.291570 sec): 3 clusters Score: Raw -1063166.995805 + Penalty 1822.348491 = -1061344.647314 nChanged 157 SP:Iteration 20F (5527.357362 sec): 3 clusters Score: Raw -1063234.723090 + Penalty 1822.348491 = -1061412.374599 nChanged 144 SP:Iteration 21Q (5527.431218 sec): 3 clusters Score: Raw -1063294.982743 + Penalty 1822.348491 = -1061472.634252 nChanged 136 SP:Iteration 22Q (5527.473030 sec): 3 clusters Score: Raw -1063360.145715 + Penalty 1822.348491 = -1061537.797224 nChanged 146 SP:Iteration 23Q (5527.498015 sec): 3 clusters Score: Raw -1063428.668025 + Penalty 1822.348491 = -1061606.319534 nChanged 126 SP:Iteration 24Q (5527.574512 sec): 3 clusters Score: Raw -1063473.895923 + Penalty 1822.348491 = -1061651.547432 nChanged 90 SP:Iteration 25Q (5527.617279 sec): 3 clusters Score: Raw -1063502.540453 + Penalty 1822.348491 = -1061680.191961 nChanged 83 SP:Iteration 26Q (5527.680909 sec): 3 clusters Score: Raw -1063530.602482 + Penalty 1822.348491 = -1061708.253990 nChanged 80 SP:Iteration 27Q (5527.737498 sec): 3 clusters Score: Raw -1063562.022655 + Penalty 1822.348491 = -1061739.674164 nChanged 75 SP:Iteration 28Q (5527.792888 sec): 3 clusters Score: Raw -1063584.426728 + Penalty 1822.348491 = -1061762.078237 nChanged 55 SP:Iteration 29Q (5527.866728 sec): 3 clusters Score: Raw -1063599.908757 + Penalty 1822.348491 = -1061777.560266 nChanged 46 SP:Iteration 30Q (5527.906434 sec): 3 clusters Score: Raw -1063610.579450 + Penalty 1822.348491 = -1061788.230959 nChanged 34 SP:Iteration 31Q (5527.969722 sec): 3 clusters Score: Raw -1063618.750180 + Penalty 1822.348491 = -1061796.401689 nChanged 32 SP:Iteration 32Q (5528.016409 sec): 3 clusters Score: Raw -1063626.178671 + Penalty 1822.348491 = -1061803.830179 nChanged 34 SP:Iteration 33Q (5528.081586 sec): 3 clusters Score: Raw -1063634.793307 + Penalty 1822.348491 = -1061812.444815 nChanged 36 SP:Iteration 34Q (5528.133743 sec): 3 clusters Score: Raw -1063644.080879 + Penalty 1822.348491 = -1061821.732388 nChanged 33 SP:Iteration 35Q (5528.190867 sec): 3 clusters Score: Raw -1063651.265426 + Penalty 1822.348491 = -1061828.916935 nChanged 30 SP:Iteration 36Q (5528.239808 sec): 3 clusters Score: Raw -1063656.158505 + Penalty 1822.348491 = -1061833.810014 nChanged 20 SP:Iteration 37Q (5528.305034 sec): 3 clusters Score: Raw -1063659.860926 + Penalty 1822.348491 = -1061837.512434 nChanged 21 SP:Iteration 38Q (5528.353942 sec): 3 clusters Score: Raw -1063663.854030 + Penalty 1822.348491 = -1061841.505539 nChanged 18 SP:Iteration 39Q (5528.416477 sec): 3 clusters Score: Raw -1063667.334284 + Penalty 1822.348491 = -1061844.985793 nChanged 11 SP:Iteration 40F (5528.482105 sec): 3 clusters Score: Raw -1063669.541363 + Penalty 1822.348491 = -1061847.192872 nChanged 10 SP:Iteration 41Q (5528.541954 sec): 3 clusters Score: Raw -1063671.278830 + Penalty 1822.348491 = -1061848.930338 nChanged 13 SP:Iteration 42Q (5528.602718 sec): 3 clusters Score: Raw -1063674.013734 + Penalty 1822.348491 = -1061851.665243 nChanged 12 SP:Iteration 43Q (5528.656917 sec): 3 clusters Score: Raw -1063676.029547 + Penalty 1822.348491 = -1061853.681056 nChanged 13 SP:Iteration 44Q (5528.715047 sec): 3 clusters Score: Raw -1063677.846603 + Penalty 1822.348491 = -1061855.498112 nChanged 11 SP:Iteration 45Q (5528.781144 sec): 3 clusters Score: Raw -1063679.616469 + Penalty 1822.348491 = -1061857.267977 nChanged 16 SP:Iteration 46Q (5528.833359 sec): 3 clusters Score: Raw -1063682.841414 + Penalty 1822.348491 = -1061860.492923 nChanged 13 SP:Iteration 47Q (5528.896098 sec): 3 clusters Score: Raw -1063684.506140 + Penalty 1822.348491 = -1061862.157649 nChanged 9 SP:Iteration 48Q (5528.955243 sec): 3 clusters Score: Raw -1063685.835948 + Penalty 1822.348491 = -1061863.487457 nChanged 9 SP:Iteration 49Q (5529.010660 sec): 3 clusters Score: Raw -1063687.084329 + Penalty 1822.348491 = -1061864.735838 nChanged 4 SP:Iteration 50Q (5529.068114 sec): 3 clusters Score: Raw -1063687.694260 + Penalty 1822.348491 = -1061865.345768 nChanged 8 SP:Iteration 51Q (5529.130743 sec): 3 clusters Score: Raw -1063689.207828 + Penalty 1822.348491 = -1061866.859337 nChanged 13 SP:Iteration 52Q (5529.194763 sec): 3 clusters Score: Raw -1063691.926806 + Penalty 1822.348491 = -1061869.578314 nChanged 12 SP:Iteration 53Q (5529.246127 sec): 3 clusters Score: Raw -1063694.633654 + Penalty 1822.348491 = -1061872.285163 nChanged 11 SP:Iteration 54Q (5529.305611 sec): 3 clusters Score: Raw -1063697.152140 + Penalty 1822.348491 = -1061874.803649 nChanged 13 SP:Iteration 55Q (5529.331486 sec): 3 clusters Score: Raw -1063700.169189 + Penalty 1822.348491 = -1061877.820698 nChanged 13 SP:Iteration 56Q (5529.393926 sec): 3 clusters Score: Raw -1063702.339824 + Penalty 1822.348491 = -1061879.991332 nChanged 17 SP:Iteration 57Q (5529.453227 sec): 3 clusters Score: Raw -1063706.911760 + Penalty 1822.348491 = -1061884.563269 nChanged 18 SP:Iteration 58Q (5529.509556 sec): 3 clusters Score: Raw -1063710.854078 + Penalty 1822.348491 = -1061888.505587 nChanged 16 SP:Iteration 59Q (5529.560183 sec): 3 clusters Score: Raw -1063713.792218 + Penalty 1822.348491 = -1061891.443727 nChanged 11 SP:Iteration 60F (5529.625622 sec): 3 clusters Score: Raw -1063716.448523 + Penalty 1822.348491 = -1061894.100031 nChanged 16 SP:Iteration 61Q (5529.680417 sec): 3 clusters Score: Raw -1063720.040573 + Penalty 1822.348491 = -1061897.692082 nChanged 15 SP:Iteration 62Q (5529.738566 sec): 3 clusters Score: Raw -1063723.190872 + Penalty 1822.348491 = -1061900.842381 nChanged 13 SP:Iteration 63Q (5529.798323 sec): 3 clusters Score: Raw -1063726.646061 + Penalty 1822.348491 = -1061904.297570 nChanged 16 SP:Iteration 64Q (5529.853521 sec): 3 clusters Score: Raw -1063731.075791 + Penalty 1822.348491 = -1061908.727300 nChanged 16 SP:Iteration 65Q (5529.906070 sec): 3 clusters Score: Raw -1063734.404433 + Penalty 1822.348491 = -1061912.055942 nChanged 17 SP:Iteration 66Q (5529.962328 sec): 3 clusters Score: Raw -1063739.262863 + Penalty 1822.348491 = -1061916.914372 nChanged 19 SP:Iteration 67Q (5530.020316 sec): 3 clusters Score: Raw -1063743.280922 + Penalty 1822.348491 = -1061920.932431 nChanged 14 SP:Iteration 68Q (5530.082513 sec): 3 clusters Score: Raw -1063746.202231 + Penalty 1822.348491 = -1061923.853740 nChanged 12 SP:Iteration 69Q (5530.142275 sec): 3 clusters Score: Raw -1063749.892490 + Penalty 1822.348491 = -1061927.543998 nChanged 19 SP:Iteration 70Q (5530.204188 sec): 3 clusters Score: Raw -1063755.331365 + Penalty 1822.348491 = -1061932.982874 nChanged 16 SP:Iteration 71Q (5530.261096 sec): 3 clusters Score: Raw -1063760.394850 + Penalty 1822.348491 = -1061938.046359 nChanged 17 SP:Iteration 72Q (5530.318362 sec): 3 clusters Score: Raw -1063764.906288 + Penalty 1822.348491 = -1061942.557797 nChanged 14 SP:Iteration 73Q (5530.366636 sec): 3 clusters Score: Raw -1063769.096654 + Penalty 1822.348491 = -1061946.748163 nChanged 13 SP:Iteration 74Q (5530.426064 sec): 3 clusters Score: Raw -1063773.450448 + Penalty 1822.348491 = -1061951.101957 nChanged 16 SP:Iteration 75Q (5530.486416 sec): 3 clusters Score: Raw -1063777.676485 + Penalty 1822.348491 = -1061955.327994 nChanged 9 SP:Iteration 76Q (5530.545239 sec): 3 clusters Score: Raw -1063779.933480 + Penalty 1822.348491 = -1061957.584989 nChanged 10 SP:Iteration 77Q (5530.599816 sec): 3 clusters Score: Raw -1063782.956293 + Penalty 1822.348491 = -1061960.607802 nChanged 14 SP:Iteration 78Q (5530.662108 sec): 3 clusters Score: Raw -1063786.830175 + Penalty 1822.348491 = -1061964.481684 nChanged 14 SP:Iteration 79Q (5530.720369 sec): 3 clusters Score: Raw -1063790.004415 + Penalty 1822.348491 = -1061967.655924 nChanged 8 SP:Iteration 80F (5530.775585 sec): 3 clusters Score: Raw -1063791.578195 + Penalty 1822.348491 = -1061969.229704 nChanged 8 SP:Iteration 81Q (5530.830563 sec): 3 clusters Score: Raw -1063794.000498 + Penalty 1822.348491 = -1061971.652007 nChanged 6 SP:Iteration 82Q (5530.891205 sec): 3 clusters Score: Raw -1063796.255815 + Penalty 1822.348491 = -1061973.907323 nChanged 8 SP:Iteration 83Q (5530.938279 sec): 3 clusters Score: Raw -1063799.552617 + Penalty 1822.348491 = -1061977.204125 nChanged 7 SP:Iteration 84Q (5530.995091 sec): 3 clusters Score: Raw -1063800.786498 + Penalty 1822.348491 = -1061978.438006 nChanged 3 SP:Iteration 85Q (5531.048556 sec): 3 clusters Score: Raw -1063801.107900 + Penalty 1822.348491 = -1061978.759409 nChanged 0 SP:Iteration 86F (5531.106363 sec): 3 clusters Score: Raw -1063801.107900 + Penalty 1822.348491 = -1061978.759409 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5531.137994 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5531.165598 sec): 3 clusters Score: Raw -14552.990967 + Penalty 1054.324456 = -13498.666511 nChanged 57 SP:Iteration 1F (5531.207038 sec): 3 clusters Score: Raw -14662.393846 + Penalty 1054.324456 = -13608.069390 nChanged 24 SP:Iteration 2F (5531.247276 sec): 3 clusters Score: Raw -14716.920055 + Penalty 1054.324456 = -13662.595599 nChanged 13 SP:Iteration 3F (5531.285448 sec): 3 clusters Score: Raw -14738.516865 + Penalty 1054.324456 = -13684.192409 nChanged 9 SP:Iteration 4Q (5531.326743 sec): 3 clusters Score: Raw -14766.811641 + Penalty 1054.324456 = -13712.487185 nChanged 5 SP:Iteration 5Q (5531.374431 sec): 3 clusters Score: Raw -14785.900270 + Penalty 1054.324456 = -13731.575814 nChanged 4 SP:Iteration 6Q (5531.403666 sec): 3 clusters Score: Raw -14800.959124 + Penalty 1054.324456 = -13746.634668 nChanged 4 SP:Iteration 7Q (5531.405415 sec): 3 clusters Score: Raw -14813.255510 + Penalty 1054.324456 = -13758.931054 nChanged 2 SP:Iteration 8Q (5531.406856 sec): 3 clusters Score: Raw -14816.271477 + Penalty 1054.324456 = -13761.947021 nChanged 0 SP:Iteration 9F (5531.408333 sec): 3 clusters Score: Raw -14816.271477 + Penalty 1054.324456 = -13761.947021 nChanged 0 Trying to split cluster 7 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5531.415534 sec): 2 clusters Score: Raw -28900.293914 + Penalty 591.333051 = -28308.960863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5531.418078 sec): 3 clusters Score: Raw -28812.266092 + Penalty 1182.666102 = -27629.599990 nChanged 157 SP:Iteration 1F (5531.420413 sec): 3 clusters Score: Raw -29047.443226 + Penalty 1182.666102 = -27864.777124 nChanged 61 SP:Iteration 2F (5531.422718 sec): 3 clusters Score: Raw -29242.457239 + Penalty 1182.666102 = -28059.791137 nChanged 35 SP:Iteration 3F (5531.425019 sec): 3 clusters Score: Raw -29386.738419 + Penalty 1182.666102 = -28204.072317 nChanged 20 SP:Iteration 4Q (5531.427267 sec): 3 clusters Score: Raw -29470.984759 + Penalty 1182.666102 = -28288.318658 nChanged 14 SP:Iteration 5Q (5531.429515 sec): 3 clusters Score: Raw -29508.997059 + Penalty 1182.666102 = -28326.330958 nChanged 10 SP:Iteration 6Q (5531.431745 sec): 3 clusters Score: Raw -29530.915985 + Penalty 1182.666102 = -28348.249884 nChanged 4 SP:Iteration 7Q (5531.433963 sec): 3 clusters Score: Raw -29543.965682 + Penalty 1182.666102 = -28361.299581 nChanged 6 SP:Iteration 8Q (5531.436258 sec): 3 clusters Score: Raw -29556.570484 + Penalty 1182.666102 = -28373.904383 nChanged 6 SP:Iteration 9Q (5531.438485 sec): 3 clusters Score: Raw -29563.241698 + Penalty 1182.666102 = -28380.575597 nChanged 0 SP:Iteration 10F (5531.440771 sec): 3 clusters Score: Raw -29563.241698 + Penalty 1182.666102 = -28380.575597 nChanged 0 Score: Raw -25403435.321979 + Penalty 30363.950751 = -25373071.371229 Splitting cluster 7 changes total score from -25373622.537559 to -25373071.371229 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5535.960553 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5536.004726 sec): 3 clusters Score: Raw -141612.168385 + Penalty 1423.730277 = -140188.438107 nChanged 707 SP:Iteration 1F (5536.044160 sec): 3 clusters Score: Raw -142055.194215 + Penalty 1423.730277 = -140631.463938 nChanged 144 SP:Iteration 2F (5536.088778 sec): 3 clusters Score: Raw -142158.635336 + Penalty 1423.730277 = -140734.905058 nChanged 91 SP:Iteration 3F (5536.151338 sec): 3 clusters Score: Raw -142219.167865 + Penalty 1423.730277 = -140795.437588 nChanged 70 SP:Iteration 4Q (5536.187905 sec): 3 clusters Score: Raw -142275.844316 + Penalty 1423.730277 = -140852.114038 nChanged 66 SP:Iteration 5Q (5536.226331 sec): 3 clusters Score: Raw -142324.288902 + Penalty 1423.730277 = -140900.558625 nChanged 66 SP:Iteration 6Q (5536.266107 sec): 3 clusters Score: Raw -142376.773897 + Penalty 1423.730277 = -140953.043619 nChanged 60 SP:Iteration 7Q (5536.306402 sec): 3 clusters Score: Raw -142412.443765 + Penalty 1423.730277 = -140988.713488 nChanged 50 SP:Iteration 8Q (5536.352419 sec): 3 clusters Score: Raw -142450.606625 + Penalty 1423.730277 = -141026.876348 nChanged 50 SP:Iteration 9Q (5536.392211 sec): 3 clusters Score: Raw -142493.333535 + Penalty 1423.730277 = -141069.603258 nChanged 49 SP:Iteration 10Q (5536.425270 sec): 3 clusters Score: Raw -142529.633826 + Penalty 1423.730277 = -141105.903548 nChanged 41 SP:Iteration 11Q (5536.477323 sec): 3 clusters Score: Raw -142553.405277 + Penalty 1423.730277 = -141129.675000 nChanged 27 SP:Iteration 12Q (5536.515135 sec): 3 clusters Score: Raw -142569.514331 + Penalty 1423.730277 = -141145.784054 nChanged 23 SP:Iteration 13Q (5536.550449 sec): 3 clusters Score: Raw -142580.153775 + Penalty 1423.730277 = -141156.423497 nChanged 23 SP:Iteration 14Q (5536.583291 sec): 3 clusters Score: Raw -142589.668780 + Penalty 1423.730277 = -141165.938503 nChanged 10 SP:Iteration 15Q (5536.638447 sec): 3 clusters Score: Raw -142592.624974 + Penalty 1423.730277 = -141168.894696 nChanged 7 SP:Iteration 16Q (5536.678123 sec): 3 clusters Score: Raw -142598.222864 + Penalty 1423.730277 = -141174.492587 nChanged 12 SP:Iteration 17Q (5536.724462 sec): 3 clusters Score: Raw -142603.638402 + Penalty 1423.730277 = -141179.908125 nChanged 10 SP:Iteration 18Q (5536.763879 sec): 3 clusters Score: Raw -142608.772449 + Penalty 1423.730277 = -141185.042171 nChanged 17 SP:Iteration 19Q (5536.794474 sec): 3 clusters Score: Raw -142617.752383 + Penalty 1423.730277 = -141194.022105 nChanged 13 SP:Iteration 20F (5536.829357 sec): 3 clusters Score: Raw -142627.426658 + Penalty 1423.730277 = -141203.696381 nChanged 12 SP:Iteration 21Q (5536.867028 sec): 3 clusters Score: Raw -142640.112364 + Penalty 1423.730277 = -141216.382087 nChanged 21 SP:Iteration 22Q (5536.909598 sec): 3 clusters Score: Raw -142653.573734 + Penalty 1423.730277 = -141229.843457 nChanged 18 SP:Iteration 23Q (5536.959333 sec): 3 clusters Score: Raw -142662.609399 + Penalty 1423.730277 = -141238.879122 nChanged 17 SP:Iteration 24Q (5536.991608 sec): 3 clusters Score: Raw -142674.237241 + Penalty 1423.730277 = -141250.506964 nChanged 20 SP:Iteration 25Q (5537.029333 sec): 3 clusters Score: Raw -142688.079693 + Penalty 1423.730277 = -141264.349416 nChanged 19 SP:Iteration 26Q (5537.071675 sec): 3 clusters Score: Raw -142697.341591 + Penalty 1423.730277 = -141273.611313 nChanged 13 SP:Iteration 27Q (5537.114824 sec): 3 clusters Score: Raw -142704.342570 + Penalty 1423.730277 = -141280.612292 nChanged 14 SP:Iteration 28Q (5537.154744 sec): 3 clusters Score: Raw -142710.681875 + Penalty 1423.730277 = -141286.951598 nChanged 14 SP:Iteration 29Q (5537.195919 sec): 3 clusters Score: Raw -142717.629653 + Penalty 1423.730277 = -141293.899376 nChanged 11 SP:Iteration 30Q (5537.245692 sec): 3 clusters Score: Raw -142722.168525 + Penalty 1423.730277 = -141298.438248 nChanged 12 SP:Iteration 31Q (5537.296660 sec): 3 clusters Score: Raw -142727.830313 + Penalty 1423.730277 = -141304.100036 nChanged 10 SP:Iteration 32Q (5537.331710 sec): 3 clusters Score: Raw -142731.695047 + Penalty 1423.730277 = -141307.964770 nChanged 6 SP:Iteration 33Q (5537.370353 sec): 3 clusters Score: Raw -142732.831855 + Penalty 1423.730277 = -141309.101578 nChanged 0 SP:Iteration 34F (5537.412685 sec): 3 clusters Score: Raw -142732.831855 + Penalty 1423.730277 = -141309.101578 nChanged 0 Trying to split cluster 9 (64048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5537.508209 sec): 2 clusters Score: Raw -4830093.130716 + Penalty 1051.401868 = -4829041.728848 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5537.633565 sec): 3 clusters Score: Raw -4788309.857986 + Penalty 2102.803735 = -4786207.054251 nChanged 30632 SP:Iteration 1F (5537.752023 sec): 3 clusters Score: Raw -4806318.468968 + Penalty 2102.803735 = -4804215.665232 nChanged 2438 SP:Iteration 2Q (5537.880209 sec): 3 clusters Score: Raw -4807062.671052 + Penalty 2102.803735 = -4804959.867317 nChanged 2708 SP:Iteration 3Q (5537.999756 sec): 3 clusters Score: Raw -4808075.276054 + Penalty 2102.803735 = -4805972.472318 nChanged 3243 SP:Iteration 4F (5538.121359 sec): 3 clusters Score: Raw -4809584.588941 + Penalty 2102.803735 = -4807481.785205 nChanged 3688 SP:Iteration 5F (5538.232129 sec): 3 clusters Score: Raw -4811750.737630 + Penalty 2102.803735 = -4809647.933895 nChanged 4295 SP:Iteration 6F (5538.348078 sec): 3 clusters Score: Raw -4815025.077514 + Penalty 2102.803735 = -4812922.273778 nChanged 4630 SP:Iteration 7F (5538.481361 sec): 3 clusters Score: Raw -4819251.161067 + Penalty 2102.803735 = -4817148.357332 nChanged 3993 SP:Iteration 8F (5538.602962 sec): 3 clusters Score: Raw -4823142.634414 + Penalty 2102.803735 = -4821039.830679 nChanged 2699 SP:Iteration 9Q (5538.730081 sec): 3 clusters Score: Raw -4825540.018604 + Penalty 2102.803735 = -4823437.214869 nChanged 1765 SP:Iteration 10Q (5538.850297 sec): 3 clusters Score: Raw -4826833.533940 + Penalty 2102.803735 = -4824730.730205 nChanged 1249 SP:Iteration 11Q (5538.968413 sec): 3 clusters Score: Raw -4827625.554669 + Penalty 2102.803735 = -4825522.750934 nChanged 921 SP:Iteration 12Q (5539.078166 sec): 3 clusters Score: Raw -4828133.911101 + Penalty 2102.803735 = -4826031.107366 nChanged 761 SP:Iteration 13Q (5539.192187 sec): 3 clusters Score: Raw -4828566.344851 + Penalty 2102.803735 = -4826463.541115 nChanged 660 SP:Iteration 14Q (5539.305394 sec): 3 clusters Score: Raw -4828928.536932 + Penalty 2102.803735 = -4826825.733197 nChanged 561 SP:Iteration 15Q (5539.418186 sec): 3 clusters Score: Raw -4829223.929361 + Penalty 2102.803735 = -4827121.125626 nChanged 433 SP:Iteration 16Q (5539.530394 sec): 3 clusters Score: Raw -4829442.396314 + Penalty 2102.803735 = -4827339.592579 nChanged 341 SP:Iteration 17Q (5539.642053 sec): 3 clusters Score: Raw -4829605.500687 + Penalty 2102.803735 = -4827502.696951 nChanged 278 SP:Iteration 18Q (5539.741525 sec): 3 clusters Score: Raw -4829732.480678 + Penalty 2102.803735 = -4827629.676942 nChanged 238 SP:Iteration 19Q (5539.858650 sec): 3 clusters Score: Raw -4829834.719649 + Penalty 2102.803735 = -4827731.915913 nChanged 203 SP:Iteration 20F (5539.978869 sec): 3 clusters Score: Raw -4829929.327759 + Penalty 2102.803735 = -4827826.524024 nChanged 161 SP:Iteration 21Q (5540.058850 sec): 3 clusters Score: Raw -4829997.653654 + Penalty 2102.803735 = -4827894.849919 nChanged 145 SP:Iteration 22Q (5540.170320 sec): 3 clusters Score: Raw -4830062.449259 + Penalty 2102.803735 = -4827959.645523 nChanged 109 SP:Iteration 23Q (5540.287492 sec): 3 clusters Score: Raw -4830110.266747 + Penalty 2102.803735 = -4828007.463012 nChanged 82 SP:Iteration 24Q (5540.399572 sec): 3 clusters Score: Raw -4830143.994716 + Penalty 2102.803735 = -4828041.190980 nChanged 69 SP:Iteration 25Q (5540.514156 sec): 3 clusters Score: Raw -4830173.094697 + Penalty 2102.803735 = -4828070.290962 nChanged 56 SP:Iteration 26Q (5540.628308 sec): 3 clusters Score: Raw -4830194.841852 + Penalty 2102.803735 = -4828092.038116 nChanged 44 SP:Iteration 27Q (5540.741836 sec): 3 clusters Score: Raw -4830211.782712 + Penalty 2102.803735 = -4828108.978977 nChanged 38 SP:Iteration 28Q (5540.854343 sec): 3 clusters Score: Raw -4830228.528007 + Penalty 2102.803735 = -4828125.724272 nChanged 40 SP:Iteration 29Q (5540.970614 sec): 3 clusters Score: Raw -4830248.505232 + Penalty 2102.803735 = -4828145.701497 nChanged 36 SP:Iteration 30Q (5541.082243 sec): 3 clusters Score: Raw -4830271.571777 + Penalty 2102.803735 = -4828168.768042 nChanged 32 SP:Iteration 31Q (5541.201548 sec): 3 clusters Score: Raw -4830288.565091 + Penalty 2102.803735 = -4828185.761355 nChanged 24 SP:Iteration 32Q (5541.317130 sec): 3 clusters Score: Raw -4830301.913339 + Penalty 2102.803735 = -4828199.109604 nChanged 27 SP:Iteration 33Q (5541.432366 sec): 3 clusters Score: Raw -4830315.855556 + Penalty 2102.803735 = -4828213.051820 nChanged 21 SP:Iteration 34Q (5541.547416 sec): 3 clusters Score: Raw -4830324.787246 + Penalty 2102.803735 = -4828221.983511 nChanged 17 SP:Iteration 35Q (5541.662741 sec): 3 clusters Score: Raw -4830334.141376 + Penalty 2102.803735 = -4828231.337641 nChanged 13 SP:Iteration 36Q (5541.776908 sec): 3 clusters Score: Raw -4830342.050201 + Penalty 2102.803735 = -4828239.246466 nChanged 17 SP:Iteration 37Q (5541.885885 sec): 3 clusters Score: Raw -4830350.397229 + Penalty 2102.803735 = -4828247.593494 nChanged 12 SP:Iteration 38Q (5541.998109 sec): 3 clusters Score: Raw -4830353.720190 + Penalty 2102.803735 = -4828250.916454 nChanged 4 SP:Iteration 39Q (5542.119517 sec): 3 clusters Score: Raw -4830354.616958 + Penalty 2102.803735 = -4828251.813223 nChanged 2 SP:Iteration 40F (5542.242087 sec): 3 clusters Score: Raw -4830355.284731 + Penalty 2102.803735 = -4828252.480995 nChanged 2 SP:Iteration 41Q (5542.367019 sec): 3 clusters Score: Raw -4830355.742751 + Penalty 2102.803735 = -4828252.939015 nChanged 2 SP:Iteration 42Q (5542.475497 sec): 3 clusters Score: Raw -4830356.438252 + Penalty 2102.803735 = -4828253.634517 nChanged 0 SP:Iteration 43F (5542.612857 sec): 3 clusters Score: Raw -4830356.438252 + Penalty 2102.803735 = -4828253.634517 nChanged 0 Trying to split cluster 10 (6449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5542.649883 sec): 2 clusters Score: Raw -423895.996111 + Penalty 833.309634 = -423062.686477 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5542.707459 sec): 3 clusters Score: Raw -420174.492500 + Penalty 1666.619268 = -418507.873232 nChanged 2855 SP:Iteration 1F (5542.750351 sec): 3 clusters Score: Raw -421961.086248 + Penalty 1666.619268 = -420294.466980 nChanged 519 SP:Iteration 2F (5542.812562 sec): 3 clusters Score: Raw -422254.074804 + Penalty 1666.619268 = -420587.455536 nChanged 414 SP:Iteration 3F (5542.863368 sec): 3 clusters Score: Raw -422473.888843 + Penalty 1666.619268 = -420807.269575 nChanged 357 SP:Iteration 4F (5542.904589 sec): 3 clusters Score: Raw -422640.655218 + Penalty 1666.619268 = -420974.035950 nChanged 298 SP:Iteration 5Q (5542.957930 sec): 3 clusters Score: Raw -422792.692147 + Penalty 1666.619268 = -421126.072879 nChanged 279 SP:Iteration 6Q (5543.015507 sec): 3 clusters Score: Raw -422939.470032 + Penalty 1666.619268 = -421272.850764 nChanged 272 SP:Iteration 7Q (5543.060714 sec): 3 clusters Score: Raw -423077.930963 + Penalty 1666.619268 = -421411.311695 nChanged 246 SP:Iteration 8Q (5543.110998 sec): 3 clusters Score: Raw -423207.516127 + Penalty 1666.619268 = -421540.896859 nChanged 197 SP:Iteration 9Q (5543.168088 sec): 3 clusters Score: Raw -423303.735378 + Penalty 1666.619268 = -421637.116110 nChanged 175 SP:Iteration 10Q (5543.224191 sec): 3 clusters Score: Raw -423379.362201 + Penalty 1666.619268 = -421712.742933 nChanged 146 SP:Iteration 11Q (5543.290972 sec): 3 clusters Score: Raw -423449.463327 + Penalty 1666.619268 = -421782.844059 nChanged 122 SP:Iteration 12Q (5543.336397 sec): 3 clusters Score: Raw -423499.700383 + Penalty 1666.619268 = -421833.081114 nChanged 111 SP:Iteration 13Q (5543.392233 sec): 3 clusters Score: Raw -423541.742940 + Penalty 1666.619268 = -421875.123672 nChanged 87 SP:Iteration 14Q (5543.448058 sec): 3 clusters Score: Raw -423574.967181 + Penalty 1666.619268 = -421908.347913 nChanged 79 SP:Iteration 15Q (5543.496892 sec): 3 clusters Score: Raw -423597.930396 + Penalty 1666.619268 = -421931.311128 nChanged 67 SP:Iteration 16Q (5543.541865 sec): 3 clusters Score: Raw -423619.704478 + Penalty 1666.619268 = -421953.085210 nChanged 70 SP:Iteration 17Q (5543.595804 sec): 3 clusters Score: Raw -423644.645339 + Penalty 1666.619268 = -421978.026071 nChanged 59 SP:Iteration 18Q (5543.660951 sec): 3 clusters Score: Raw -423661.997246 + Penalty 1666.619268 = -421995.377977 nChanged 53 SP:Iteration 19Q (5543.706213 sec): 3 clusters Score: Raw -423678.497774 + Penalty 1666.619268 = -422011.878505 nChanged 57 SP:Iteration 20F (5543.763078 sec): 3 clusters Score: Raw -423699.143853 + Penalty 1666.619268 = -422032.524584 nChanged 55 SP:Iteration 21Q (5543.818254 sec): 3 clusters Score: Raw -423717.814856 + Penalty 1666.619268 = -422051.195588 nChanged 55 SP:Iteration 22Q (5543.865460 sec): 3 clusters Score: Raw -423739.833902 + Penalty 1666.619268 = -422073.214634 nChanged 57 SP:Iteration 23Q (5543.919918 sec): 3 clusters Score: Raw -423760.375409 + Penalty 1666.619268 = -422093.756141 nChanged 52 SP:Iteration 24Q (5543.973867 sec): 3 clusters Score: Raw -423780.920061 + Penalty 1666.619268 = -422114.300793 nChanged 56 SP:Iteration 25Q (5544.020124 sec): 3 clusters Score: Raw -423802.973387 + Penalty 1666.619268 = -422136.354118 nChanged 60 SP:Iteration 26Q (5544.075016 sec): 3 clusters Score: Raw -423834.767299 + Penalty 1666.619268 = -422168.148031 nChanged 73 SP:Iteration 27Q (5544.130152 sec): 3 clusters Score: Raw -423877.602389 + Penalty 1666.619268 = -422210.983121 nChanged 58 SP:Iteration 28Q (5544.188376 sec): 3 clusters Score: Raw -423904.500946 + Penalty 1666.619268 = -422237.881678 nChanged 46 SP:Iteration 29Q (5544.235348 sec): 3 clusters Score: Raw -423922.900172 + Penalty 1666.619268 = -422256.280904 nChanged 36 SP:Iteration 30Q (5544.292214 sec): 3 clusters Score: Raw -423931.586555 + Penalty 1666.619268 = -422264.967287 nChanged 29 SP:Iteration 31Q (5544.339333 sec): 3 clusters Score: Raw -423939.236791 + Penalty 1666.619268 = -422272.617522 nChanged 27 SP:Iteration 32Q (5544.394883 sec): 3 clusters Score: Raw -423946.954573 + Penalty 1666.619268 = -422280.335305 nChanged 26 SP:Iteration 33Q (5544.449535 sec): 3 clusters Score: Raw -423953.350746 + Penalty 1666.619268 = -422286.731478 nChanged 18 SP:Iteration 34Q (5544.515379 sec): 3 clusters Score: Raw -423956.950191 + Penalty 1666.619268 = -422290.330923 nChanged 13 SP:Iteration 35Q (5544.559190 sec): 3 clusters Score: Raw -423958.929721 + Penalty 1666.619268 = -422292.310453 nChanged 9 SP:Iteration 36Q (5544.613507 sec): 3 clusters Score: Raw -423959.945687 + Penalty 1666.619268 = -422293.326418 nChanged 10 SP:Iteration 37Q (5544.668236 sec): 3 clusters Score: Raw -423961.962610 + Penalty 1666.619268 = -422295.343342 nChanged 8 SP:Iteration 38Q (5544.716818 sec): 3 clusters Score: Raw -423963.405191 + Penalty 1666.619268 = -422296.785923 nChanged 8 SP:Iteration 39Q (5544.771708 sec): 3 clusters Score: Raw -423965.131947 + Penalty 1666.619268 = -422298.512679 nChanged 8 SP:Iteration 40F (5544.828295 sec): 3 clusters Score: Raw -423966.366401 + Penalty 1666.619268 = -422299.747133 nChanged 6 SP:Iteration 41Q (5544.882528 sec): 3 clusters Score: Raw -423967.645986 + Penalty 1666.619268 = -422301.026718 nChanged 2 SP:Iteration 42Q (5544.936735 sec): 3 clusters Score: Raw -423967.907595 + Penalty 1666.619268 = -422301.288327 nChanged 0 SP:Iteration 43F (5544.991891 sec): 3 clusters Score: Raw -423967.907595 + Penalty 1666.619268 = -422301.288327 nChanged 0 Trying to split cluster 11 (16440 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5545.031787 sec): 2 clusters Score: Raw -1228162.674237 + Penalty 922.209904 = -1227240.464333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5545.100861 sec): 3 clusters Score: Raw -1218041.659469 + Penalty 1844.419807 = -1216197.239662 nChanged 7491 SP:Iteration 1F (5545.160955 sec): 3 clusters Score: Raw -1222333.778003 + Penalty 1844.419807 = -1220489.358196 nChanged 837 SP:Iteration 2F (5545.237052 sec): 3 clusters Score: Raw -1222657.167577 + Penalty 1844.419807 = -1220812.747770 nChanged 808 SP:Iteration 3Q (5545.295940 sec): 3 clusters Score: Raw -1222983.565754 + Penalty 1844.419807 = -1221139.145947 nChanged 789 SP:Iteration 4Q (5545.359704 sec): 3 clusters Score: Raw -1223339.743946 + Penalty 1844.419807 = -1221495.324139 nChanged 789 SP:Iteration 5Q (5545.427709 sec): 3 clusters Score: Raw -1223748.447314 + Penalty 1844.419807 = -1221904.027507 nChanged 857 SP:Iteration 6F (5545.495828 sec): 3 clusters Score: Raw -1224316.257071 + Penalty 1844.419807 = -1222471.837264 nChanged 911 SP:Iteration 7F (5545.563232 sec): 3 clusters Score: Raw -1224924.382162 + Penalty 1844.419807 = -1223079.962355 nChanged 855 SP:Iteration 8F (5545.616167 sec): 3 clusters Score: Raw -1225431.481269 + Penalty 1844.419807 = -1223587.061462 nChanged 659 SP:Iteration 9Q (5545.681824 sec): 3 clusters Score: Raw -1225750.362312 + Penalty 1844.419807 = -1223905.942505 nChanged 491 SP:Iteration 10Q (5545.750062 sec): 3 clusters Score: Raw -1225902.582608 + Penalty 1844.419807 = -1224058.162801 nChanged 296 SP:Iteration 11Q (5545.818170 sec): 3 clusters Score: Raw -1225977.964997 + Penalty 1844.419807 = -1224133.545190 nChanged 221 SP:Iteration 12Q (5545.886055 sec): 3 clusters Score: Raw -1226033.835928 + Penalty 1844.419807 = -1224189.416121 nChanged 189 SP:Iteration 13Q (5545.962571 sec): 3 clusters Score: Raw -1226078.606177 + Penalty 1844.419807 = -1224234.186370 nChanged 168 SP:Iteration 14Q (5546.020416 sec): 3 clusters Score: Raw -1226123.098998 + Penalty 1844.419807 = -1224278.679191 nChanged 162 SP:Iteration 15Q (5546.089333 sec): 3 clusters Score: Raw -1226165.581841 + Penalty 1844.419807 = -1224321.162034 nChanged 148 SP:Iteration 16Q (5546.157222 sec): 3 clusters Score: Raw -1226206.898407 + Penalty 1844.419807 = -1224362.478600 nChanged 155 SP:Iteration 17Q (5546.228081 sec): 3 clusters Score: Raw -1226249.495619 + Penalty 1844.419807 = -1224405.075812 nChanged 160 SP:Iteration 18Q (5546.300052 sec): 3 clusters Score: Raw -1226303.570980 + Penalty 1844.419807 = -1224459.151173 nChanged 189 SP:Iteration 19Q (5546.369804 sec): 3 clusters Score: Raw -1226380.457197 + Penalty 1844.419807 = -1224536.037390 nChanged 219 SP:Iteration 20F (5546.437995 sec): 3 clusters Score: Raw -1226465.250684 + Penalty 1844.419807 = -1224620.830877 nChanged 216 SP:Iteration 21Q (5546.505354 sec): 3 clusters Score: Raw -1226540.671322 + Penalty 1844.419807 = -1224696.251515 nChanged 226 SP:Iteration 22Q (5546.572011 sec): 3 clusters Score: Raw -1226626.407458 + Penalty 1844.419807 = -1224781.987651 nChanged 229 SP:Iteration 23Q (5546.641561 sec): 3 clusters Score: Raw -1226716.021352 + Penalty 1844.419807 = -1224871.601545 nChanged 257 SP:Iteration 24Q (5546.710555 sec): 3 clusters Score: Raw -1226817.707625 + Penalty 1844.419807 = -1224973.287818 nChanged 242 SP:Iteration 25Q (5546.761829 sec): 3 clusters Score: Raw -1226911.578441 + Penalty 1844.419807 = -1225067.158634 nChanged 250 SP:Iteration 26Q (5546.830610 sec): 3 clusters Score: Raw -1226999.060944 + Penalty 1844.419807 = -1225154.641137 nChanged 256 SP:Iteration 27Q (5546.898176 sec): 3 clusters Score: Raw -1227094.480631 + Penalty 1844.419807 = -1225250.060823 nChanged 251 SP:Iteration 28Q (5546.963573 sec): 3 clusters Score: Raw -1227185.469114 + Penalty 1844.419807 = -1225341.049307 nChanged 253 SP:Iteration 29Q (5547.038619 sec): 3 clusters Score: Raw -1227273.050006 + Penalty 1844.419807 = -1225428.630199 nChanged 222 SP:Iteration 30Q (5547.107975 sec): 3 clusters Score: Raw -1227353.102427 + Penalty 1844.419807 = -1225508.682620 nChanged 210 SP:Iteration 31Q (5547.166940 sec): 3 clusters Score: Raw -1227426.764543 + Penalty 1844.419807 = -1225582.344736 nChanged 205 SP:Iteration 32Q (5547.235813 sec): 3 clusters Score: Raw -1227493.013911 + Penalty 1844.419807 = -1225648.594104 nChanged 176 SP:Iteration 33Q (5547.309547 sec): 3 clusters Score: Raw -1227546.483750 + Penalty 1844.419807 = -1225702.063943 nChanged 167 SP:Iteration 34Q (5547.365183 sec): 3 clusters Score: Raw -1227593.444039 + Penalty 1844.419807 = -1225749.024232 nChanged 147 SP:Iteration 35Q (5547.437336 sec): 3 clusters Score: Raw -1227629.087275 + Penalty 1844.419807 = -1225784.667468 nChanged 131 SP:Iteration 36Q (5547.506326 sec): 3 clusters Score: Raw -1227655.217262 + Penalty 1844.419807 = -1225810.797455 nChanged 108 SP:Iteration 37Q (5547.564549 sec): 3 clusters Score: Raw -1227673.545254 + Penalty 1844.419807 = -1225829.125447 nChanged 97 SP:Iteration 38Q (5547.639208 sec): 3 clusters Score: Raw -1227691.796636 + Penalty 1844.419807 = -1225847.376829 nChanged 101 SP:Iteration 39Q (5547.706100 sec): 3 clusters Score: Raw -1227707.907503 + Penalty 1844.419807 = -1225863.487696 nChanged 78 SP:Iteration 40F (5547.782867 sec): 3 clusters Score: Raw -1227723.963165 + Penalty 1844.419807 = -1225879.543358 nChanged 80 SP:Iteration 41Q (5547.843619 sec): 3 clusters Score: Raw -1227737.959200 + Penalty 1844.419807 = -1225893.539393 nChanged 73 SP:Iteration 42Q (5547.917746 sec): 3 clusters Score: Raw -1227749.114139 + Penalty 1844.419807 = -1225904.694332 nChanged 67 SP:Iteration 43Q (5547.987087 sec): 3 clusters Score: Raw -1227759.299454 + Penalty 1844.419807 = -1225914.879647 nChanged 69 SP:Iteration 44Q (5548.045957 sec): 3 clusters Score: Raw -1227768.824648 + Penalty 1844.419807 = -1225924.404841 nChanged 66 SP:Iteration 45Q (5548.115503 sec): 3 clusters Score: Raw -1227776.858895 + Penalty 1844.419807 = -1225932.439088 nChanged 63 SP:Iteration 46Q (5548.149997 sec): 3 clusters Score: Raw -1227786.164384 + Penalty 1844.419807 = -1225941.744577 nChanged 67 SP:Iteration 47Q (5548.179987 sec): 3 clusters Score: Raw -1227796.186301 + Penalty 1844.419807 = -1225951.766494 nChanged 68 SP:Iteration 48Q (5548.210698 sec): 3 clusters Score: Raw -1227804.330611 + Penalty 1844.419807 = -1225959.910804 nChanged 49 SP:Iteration 49Q (5548.241442 sec): 3 clusters Score: Raw -1227810.292951 + Penalty 1844.419807 = -1225965.873144 nChanged 45 SP:Iteration 50Q (5548.272287 sec): 3 clusters Score: Raw -1227815.139533 + Penalty 1844.419807 = -1225970.719726 nChanged 48 SP:Iteration 51Q (5548.316726 sec): 3 clusters Score: Raw -1227820.080619 + Penalty 1844.419807 = -1225975.660812 nChanged 48 SP:Iteration 52Q (5548.346460 sec): 3 clusters Score: Raw -1227825.079612 + Penalty 1844.419807 = -1225980.659805 nChanged 40 SP:Iteration 53Q (5548.377063 sec): 3 clusters Score: Raw -1227829.137049 + Penalty 1844.419807 = -1225984.717242 nChanged 39 SP:Iteration 54Q (5548.407685 sec): 3 clusters Score: Raw -1227833.547655 + Penalty 1844.419807 = -1225989.127848 nChanged 42 SP:Iteration 55Q (5548.438351 sec): 3 clusters Score: Raw -1227837.734714 + Penalty 1844.419807 = -1225993.314907 nChanged 36 SP:Iteration 56Q (5548.482929 sec): 3 clusters Score: Raw -1227842.406665 + Penalty 1844.419807 = -1225997.986857 nChanged 46 SP:Iteration 57Q (5548.512915 sec): 3 clusters Score: Raw -1227847.539916 + Penalty 1844.419807 = -1226003.120109 nChanged 46 SP:Iteration 58Q (5548.543504 sec): 3 clusters Score: Raw -1227852.296069 + Penalty 1844.419807 = -1226007.876262 nChanged 45 SP:Iteration 59Q (5548.574046 sec): 3 clusters Score: Raw -1227858.004989 + Penalty 1844.419807 = -1226013.585182 nChanged 53 SP:Iteration 60F (5548.606507 sec): 3 clusters Score: Raw -1227864.635150 + Penalty 1844.419807 = -1226020.215343 nChanged 50 SP:Iteration 61Q (5548.651014 sec): 3 clusters Score: Raw -1227870.628226 + Penalty 1844.419807 = -1226026.208419 nChanged 47 SP:Iteration 62Q (5548.680856 sec): 3 clusters Score: Raw -1227878.123870 + Penalty 1844.419807 = -1226033.704063 nChanged 51 SP:Iteration 63Q (5548.711360 sec): 3 clusters Score: Raw -1227886.881622 + Penalty 1844.419807 = -1226042.461815 nChanged 65 SP:Iteration 64Q (5548.742182 sec): 3 clusters Score: Raw -1227896.924776 + Penalty 1844.419807 = -1226052.504969 nChanged 52 SP:Iteration 65Q (5548.772912 sec): 3 clusters Score: Raw -1227904.973927 + Penalty 1844.419807 = -1226060.554120 nChanged 51 SP:Iteration 66Q (5548.803194 sec): 3 clusters Score: Raw -1227913.029403 + Penalty 1844.419807 = -1226068.609596 nChanged 57 SP:Iteration 67Q (5548.833768 sec): 3 clusters Score: Raw -1227921.998599 + Penalty 1844.419807 = -1226077.578792 nChanged 51 SP:Iteration 68Q (5548.901180 sec): 3 clusters Score: Raw -1227928.875457 + Penalty 1844.419807 = -1226084.455649 nChanged 44 SP:Iteration 69Q (5548.966646 sec): 3 clusters Score: Raw -1227934.590681 + Penalty 1844.419807 = -1226090.170874 nChanged 47 SP:Iteration 70Q (5549.045270 sec): 3 clusters Score: Raw -1227940.346751 + Penalty 1844.419807 = -1226095.926944 nChanged 47 SP:Iteration 71Q (5549.105988 sec): 3 clusters Score: Raw -1227947.138988 + Penalty 1844.419807 = -1226102.719181 nChanged 49 SP:Iteration 72Q (5549.178250 sec): 3 clusters Score: Raw -1227953.358893 + Penalty 1844.419807 = -1226108.939086 nChanged 39 SP:Iteration 73Q (5549.247719 sec): 3 clusters Score: Raw -1227958.209226 + Penalty 1844.419807 = -1226113.789419 nChanged 41 SP:Iteration 74Q (5549.315027 sec): 3 clusters Score: Raw -1227965.003427 + Penalty 1844.419807 = -1226120.583620 nChanged 48 SP:Iteration 75Q (5549.372371 sec): 3 clusters Score: Raw -1227972.183231 + Penalty 1844.419807 = -1226127.763424 nChanged 45 SP:Iteration 76Q (5549.441767 sec): 3 clusters Score: Raw -1227978.139156 + Penalty 1844.419807 = -1226133.719349 nChanged 46 SP:Iteration 77Q (5549.500166 sec): 3 clusters Score: Raw -1227984.708549 + Penalty 1844.419807 = -1226140.288742 nChanged 52 SP:Iteration 78Q (5549.577700 sec): 3 clusters Score: Raw -1227991.745745 + Penalty 1844.419807 = -1226147.325938 nChanged 48 SP:Iteration 79Q (5549.636418 sec): 3 clusters Score: Raw -1227997.863826 + Penalty 1844.419807 = -1226153.444019 nChanged 51 SP:Iteration 80F (5549.696476 sec): 3 clusters Score: Raw -1228005.010137 + Penalty 1844.419807 = -1226160.590330 nChanged 50 SP:Iteration 81Q (5549.763462 sec): 3 clusters Score: Raw -1228010.753228 + Penalty 1844.419807 = -1226166.333421 nChanged 35 SP:Iteration 82Q (5549.840986 sec): 3 clusters Score: Raw -1228014.866374 + Penalty 1844.419807 = -1226170.446567 nChanged 45 SP:Iteration 83Q (5549.898644 sec): 3 clusters Score: Raw -1228019.841209 + Penalty 1844.419807 = -1226175.421402 nChanged 34 SP:Iteration 84Q (5549.965875 sec): 3 clusters Score: Raw -1228023.256463 + Penalty 1844.419807 = -1226178.836656 nChanged 32 SP:Iteration 85Q (5550.042873 sec): 3 clusters Score: Raw -1228026.374092 + Penalty 1844.419807 = -1226181.954285 nChanged 33 SP:Iteration 86Q (5550.101663 sec): 3 clusters Score: Raw -1228029.512025 + Penalty 1844.419807 = -1226185.092218 nChanged 29 SP:Iteration 87Q (5550.160318 sec): 3 clusters Score: Raw -1228032.448341 + Penalty 1844.419807 = -1226188.028534 nChanged 31 SP:Iteration 88Q (5550.208811 sec): 3 clusters Score: Raw -1228035.543410 + Penalty 1844.419807 = -1226191.123603 nChanged 26 SP:Iteration 89Q (5550.270531 sec): 3 clusters Score: Raw -1228037.421346 + Penalty 1844.419807 = -1226193.001539 nChanged 19 SP:Iteration 90Q (5550.339872 sec): 3 clusters Score: Raw -1228039.189707 + Penalty 1844.419807 = -1226194.769900 nChanged 23 SP:Iteration 91Q (5550.405177 sec): 3 clusters Score: Raw -1228040.995711 + Penalty 1844.419807 = -1226196.575904 nChanged 20 SP:Iteration 92Q (5550.467878 sec): 3 clusters Score: Raw -1228042.915447 + Penalty 1844.419807 = -1226198.495640 nChanged 18 SP:Iteration 93Q (5550.533157 sec): 3 clusters Score: Raw -1228044.358600 + Penalty 1844.419807 = -1226199.938793 nChanged 15 SP:Iteration 94Q (5550.598290 sec): 3 clusters Score: Raw -1228045.464346 + Penalty 1844.419807 = -1226201.044539 nChanged 17 SP:Iteration 95Q (5550.628834 sec): 3 clusters Score: Raw -1228046.715407 + Penalty 1844.419807 = -1226202.295600 nChanged 14 SP:Iteration 96Q (5550.659658 sec): 3 clusters Score: Raw -1228047.462068 + Penalty 1844.419807 = -1226203.042261 nChanged 10 SP:Iteration 97Q (5550.706037 sec): 3 clusters Score: Raw -1228048.071125 + Penalty 1844.419807 = -1226203.651318 nChanged 9 SP:Iteration 98Q (5550.733823 sec): 3 clusters Score: Raw -1228048.608812 + Penalty 1844.419807 = -1226204.189005 nChanged 8 SP:Iteration 99Q (5550.764497 sec): 3 clusters Score: Raw -1228049.024149 + Penalty 1844.419807 = -1226204.604342 nChanged 8 SP:Iteration 100F (5550.796924 sec): 3 clusters Score: Raw -1228049.297320 + Penalty 1844.419807 = -1226204.877513 nChanged 3 SP:Iteration 101Q (5550.827883 sec): 3 clusters Score: Raw -1228049.398537 + Penalty 1844.419807 = -1226204.978730 nChanged 5 SP:Iteration 102Q (5550.872988 sec): 3 clusters Score: Raw -1228049.531968 + Penalty 1844.419807 = -1226205.112161 nChanged 1 SP:Iteration 103Q (5550.912579 sec): 3 clusters Score: Raw -1228049.686807 + Penalty 1844.419807 = -1226205.267000 nChanged 2 SP:Iteration 104Q (5550.933411 sec): 3 clusters Score: Raw -1228049.772373 + Penalty 1844.419807 = -1226205.352566 nChanged 3 SP:Iteration 105Q (5550.974674 sec): 3 clusters Score: Raw -1228049.852476 + Penalty 1844.419807 = -1226205.432669 nChanged 1 SP:Iteration 106Q (5550.995422 sec): 3 clusters Score: Raw -1228049.869824 + Penalty 1844.419807 = -1226205.450017 nChanged 1 SP:Iteration 107Q (5551.026249 sec): 3 clusters Score: Raw -1228049.930482 + Penalty 1844.419807 = -1226205.510675 nChanged 0 SP:Iteration 108F (5551.058727 sec): 3 clusters Score: Raw -1228049.930482 + Penalty 1844.419807 = -1226205.510675 nChanged 0 Trying to split cluster 12 (54494 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5551.147153 sec): 2 clusters Score: Raw -3808293.646772 + Penalty 1036.055359 = -3807257.591414 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5551.242039 sec): 3 clusters Score: Raw -3772982.511021 + Penalty 2072.110718 = -3770910.400304 nChanged 25985 SP:Iteration 1F (5551.334993 sec): 3 clusters Score: Raw -3788106.692522 + Penalty 2072.110718 = -3786034.581804 nChanged 2391 SP:Iteration 2Q (5551.433133 sec): 3 clusters Score: Raw -3789002.357766 + Penalty 2072.110718 = -3786930.247049 nChanged 2689 SP:Iteration 3Q (5551.531288 sec): 3 clusters Score: Raw -3790251.605540 + Penalty 2072.110718 = -3788179.494823 nChanged 2974 SP:Iteration 4F (5551.646938 sec): 3 clusters Score: Raw -3792021.000624 + Penalty 2072.110718 = -3789948.889906 nChanged 3341 SP:Iteration 5F (5551.741610 sec): 3 clusters Score: Raw -3794326.899067 + Penalty 2072.110718 = -3792254.788349 nChanged 3485 SP:Iteration 6F (5551.834653 sec): 3 clusters Score: Raw -3796647.179675 + Penalty 2072.110718 = -3794575.068957 nChanged 3222 SP:Iteration 7F (5551.927460 sec): 3 clusters Score: Raw -3798667.594620 + Penalty 2072.110718 = -3796595.483902 nChanged 2731 SP:Iteration 8F (5552.032804 sec): 3 clusters Score: Raw -3800165.418654 + Penalty 2072.110718 = -3798093.307936 nChanged 2279 SP:Iteration 9Q (5552.154889 sec): 3 clusters Score: Raw -3801304.341799 + Penalty 2072.110718 = -3799232.231081 nChanged 1870 SP:Iteration 10Q (5552.271111 sec): 3 clusters Score: Raw -3802153.256580 + Penalty 2072.110718 = -3800081.145862 nChanged 1586 SP:Iteration 11Q (5552.383904 sec): 3 clusters Score: Raw -3802834.429630 + Penalty 2072.110718 = -3800762.318912 nChanged 1422 SP:Iteration 12Q (5552.502101 sec): 3 clusters Score: Raw -3803466.647177 + Penalty 2072.110718 = -3801394.536459 nChanged 1348 SP:Iteration 13Q (5552.617080 sec): 3 clusters Score: Raw -3804106.430650 + Penalty 2072.110718 = -3802034.319932 nChanged 1364 SP:Iteration 14Q (5552.742127 sec): 3 clusters Score: Raw -3804797.125149 + Penalty 2072.110718 = -3802725.014431 nChanged 1248 SP:Iteration 15Q (5552.857718 sec): 3 clusters Score: Raw -3805472.901476 + Penalty 2072.110718 = -3803400.790759 nChanged 1110 SP:Iteration 16Q (5552.959512 sec): 3 clusters Score: Raw -3806098.422389 + Penalty 2072.110718 = -3804026.311672 nChanged 1020 SP:Iteration 17Q (5553.074594 sec): 3 clusters Score: Raw -3806695.974793 + Penalty 2072.110718 = -3804623.864076 nChanged 837 SP:Iteration 18Q (5553.187752 sec): 3 clusters Score: Raw -3807179.623384 + Penalty 2072.110718 = -3805107.512666 nChanged 657 SP:Iteration 19Q (5553.286362 sec): 3 clusters Score: Raw -3807560.393520 + Penalty 2072.110718 = -3805488.282802 nChanged 547 SP:Iteration 20F (5553.402504 sec): 3 clusters Score: Raw -3807896.906745 + Penalty 2072.110718 = -3805824.796028 nChanged 406 SP:Iteration 21Q (5553.513807 sec): 3 clusters Score: Raw -3808149.984412 + Penalty 2072.110718 = -3806077.873695 nChanged 291 SP:Iteration 22Q (5553.628116 sec): 3 clusters Score: Raw -3808319.260688 + Penalty 2072.110718 = -3806247.149971 nChanged 195 SP:Iteration 23Q (5553.727709 sec): 3 clusters Score: Raw -3808424.146154 + Penalty 2072.110718 = -3806352.035436 nChanged 127 SP:Iteration 24Q (5553.835449 sec): 3 clusters Score: Raw -3808480.005058 + Penalty 2072.110718 = -3806407.894340 nChanged 89 SP:Iteration 25Q (5553.942411 sec): 3 clusters Score: Raw -3808513.667718 + Penalty 2072.110718 = -3806441.557000 nChanged 70 SP:Iteration 26Q (5554.045799 sec): 3 clusters Score: Raw -3808542.771617 + Penalty 2072.110718 = -3806470.660899 nChanged 56 SP:Iteration 27Q (5554.156287 sec): 3 clusters Score: Raw -3808563.818090 + Penalty 2072.110718 = -3806491.707373 nChanged 46 SP:Iteration 28Q (5554.262018 sec): 3 clusters Score: Raw -3808580.107289 + Penalty 2072.110718 = -3806507.996571 nChanged 46 SP:Iteration 29Q (5554.373662 sec): 3 clusters Score: Raw -3808593.274530 + Penalty 2072.110718 = -3806521.163812 nChanged 33 SP:Iteration 30Q (5554.471957 sec): 3 clusters Score: Raw -3808605.343483 + Penalty 2072.110718 = -3806533.232766 nChanged 34 SP:Iteration 31Q (5554.585803 sec): 3 clusters Score: Raw -3808615.328433 + Penalty 2072.110718 = -3806543.217716 nChanged 27 SP:Iteration 32Q (5554.681992 sec): 3 clusters Score: Raw -3808623.690314 + Penalty 2072.110718 = -3806551.579596 nChanged 27 SP:Iteration 33Q (5554.789558 sec): 3 clusters Score: Raw -3808630.391799 + Penalty 2072.110718 = -3806558.281082 nChanged 22 SP:Iteration 34Q (5554.896500 sec): 3 clusters Score: Raw -3808635.988464 + Penalty 2072.110718 = -3806563.877746 nChanged 19 SP:Iteration 35Q (5555.012372 sec): 3 clusters Score: Raw -3808641.221473 + Penalty 2072.110718 = -3806569.110755 nChanged 11 SP:Iteration 36Q (5555.111706 sec): 3 clusters Score: Raw -3808644.346064 + Penalty 2072.110718 = -3806572.235346 nChanged 11 SP:Iteration 37Q (5555.212828 sec): 3 clusters Score: Raw -3808649.542766 + Penalty 2072.110718 = -3806577.432048 nChanged 16 SP:Iteration 38Q (5555.294650 sec): 3 clusters Score: Raw -3808656.062106 + Penalty 2072.110718 = -3806583.951388 nChanged 16 SP:Iteration 39Q (5555.397148 sec): 3 clusters Score: Raw -3808659.990653 + Penalty 2072.110718 = -3806587.879935 nChanged 8 SP:Iteration 40F (5555.506986 sec): 3 clusters Score: Raw -3808662.026413 + Penalty 2072.110718 = -3806589.915695 nChanged 12 SP:Iteration 41Q (5555.611049 sec): 3 clusters Score: Raw -3808664.405343 + Penalty 2072.110718 = -3806592.294625 nChanged 9 SP:Iteration 42Q (5555.715965 sec): 3 clusters Score: Raw -3808667.127058 + Penalty 2072.110718 = -3806595.016340 nChanged 9 SP:Iteration 43Q (5555.817352 sec): 3 clusters Score: Raw -3808668.898327 + Penalty 2072.110718 = -3806596.787609 nChanged 8 SP:Iteration 44Q (5555.915589 sec): 3 clusters Score: Raw -3808671.133089 + Penalty 2072.110718 = -3806599.022371 nChanged 8 SP:Iteration 45Q (5556.013301 sec): 3 clusters Score: Raw -3808672.073429 + Penalty 2072.110718 = -3806599.962712 nChanged 9 SP:Iteration 46Q (5556.102654 sec): 3 clusters Score: Raw -3808673.977682 + Penalty 2072.110718 = -3806601.866965 nChanged 3 SP:Iteration 47Q (5556.181379 sec): 3 clusters Score: Raw -3808674.774958 + Penalty 2072.110718 = -3806602.664241 nChanged 2 SP:Iteration 48Q (5556.281064 sec): 3 clusters Score: Raw -3808675.298890 + Penalty 2072.110718 = -3806603.188173 nChanged 2 SP:Iteration 49Q (5556.380908 sec): 3 clusters Score: Raw -3808675.821924 + Penalty 2072.110718 = -3806603.711206 nChanged 2 SP:Iteration 50Q (5556.478319 sec): 3 clusters Score: Raw -3808676.033869 + Penalty 2072.110718 = -3806603.923151 nChanged 1 SP:Iteration 51Q (5556.576557 sec): 3 clusters Score: Raw -3808676.206825 + Penalty 2072.110718 = -3806604.096107 nChanged 0 SP:Iteration 52F (5556.685694 sec): 3 clusters Score: Raw -3808676.206825 + Penalty 2072.110718 = -3806604.096107 nChanged 0 Trying to split cluster 13 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5556.692956 sec): 2 clusters Score: Raw -43531.708963 + Penalty 612.192469 = -42919.516493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5556.742466 sec): 3 clusters Score: Raw -43325.738924 + Penalty 1224.384939 = -42101.353985 nChanged 199 SP:Iteration 1F (5556.789099 sec): 3 clusters Score: Raw -43493.403139 + Penalty 1224.384939 = -42269.018201 nChanged 45 SP:Iteration 2F (5556.838039 sec): 3 clusters Score: Raw -43532.227358 + Penalty 1224.384939 = -42307.842419 nChanged 25 SP:Iteration 3Q (5556.872547 sec): 3 clusters Score: Raw -43558.785718 + Penalty 1224.384939 = -42334.400779 nChanged 26 SP:Iteration 4Q (5556.921822 sec): 3 clusters Score: Raw -43600.749224 + Penalty 1224.384939 = -42376.364285 nChanged 24 SP:Iteration 5Q (5556.968379 sec): 3 clusters Score: Raw -43654.817948 + Penalty 1224.384939 = -42430.433009 nChanged 17 SP:Iteration 6Q (5557.017674 sec): 3 clusters Score: Raw -43683.154393 + Penalty 1224.384939 = -42458.769454 nChanged 17 SP:Iteration 7Q (5557.064555 sec): 3 clusters Score: Raw -43713.428412 + Penalty 1224.384939 = -42489.043473 nChanged 20 SP:Iteration 8Q (5557.113953 sec): 3 clusters Score: Raw -43736.472525 + Penalty 1224.384939 = -42512.087586 nChanged 11 SP:Iteration 9Q (5557.163183 sec): 3 clusters Score: Raw -43746.685881 + Penalty 1224.384939 = -42522.300942 nChanged 6 SP:Iteration 10Q (5557.215598 sec): 3 clusters Score: Raw -43751.256916 + Penalty 1224.384939 = -42526.871977 nChanged 3 SP:Iteration 11Q (5557.251204 sec): 3 clusters Score: Raw -43753.686788 + Penalty 1224.384939 = -42529.301849 nChanged 5 SP:Iteration 12Q (5557.291833 sec): 3 clusters Score: Raw -43759.544876 + Penalty 1224.384939 = -42535.159937 nChanged 4 SP:Iteration 13Q (5557.334941 sec): 3 clusters Score: Raw -43769.941438 + Penalty 1224.384939 = -42545.556499 nChanged 1 SP:Iteration 14Q (5557.377831 sec): 3 clusters Score: Raw -43772.225188 + Penalty 1224.384939 = -42547.840249 nChanged 3 SP:Iteration 15Q (5557.427389 sec): 3 clusters Score: Raw -43774.953140 + Penalty 1224.384939 = -42550.568201 nChanged 1 SP:Iteration 16Q (5557.476667 sec): 3 clusters Score: Raw -43775.180677 + Penalty 1224.384939 = -42550.795738 nChanged 0 SP:Iteration 17F (5557.522514 sec): 3 clusters Score: Raw -43775.180677 + Penalty 1224.384939 = -42550.795738 nChanged 0 Trying to split cluster 14 (6674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5557.561201 sec): 2 clusters Score: Raw -477355.375255 + Penalty 836.567593 = -476518.807663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5557.606277 sec): 3 clusters Score: Raw -473429.748866 + Penalty 1673.135185 = -471756.613681 nChanged 2968 SP:Iteration 1F (5557.655862 sec): 3 clusters Score: Raw -475194.387912 + Penalty 1673.135185 = -473521.252727 nChanged 517 SP:Iteration 2F (5557.721588 sec): 3 clusters Score: Raw -475563.313211 + Penalty 1673.135185 = -473890.178025 nChanged 504 SP:Iteration 3F (5557.769148 sec): 3 clusters Score: Raw -475998.731245 + Penalty 1673.135185 = -474325.596060 nChanged 552 SP:Iteration 4F (5557.826148 sec): 3 clusters Score: Raw -476483.641869 + Penalty 1673.135185 = -474810.506683 nChanged 478 SP:Iteration 5F (5557.879677 sec): 3 clusters Score: Raw -476886.569745 + Penalty 1673.135185 = -475213.434559 nChanged 399 SP:Iteration 6F (5557.935449 sec): 3 clusters Score: Raw -477241.320399 + Penalty 1673.135185 = -475568.185214 nChanged 290 SP:Iteration 7Q (5558.001366 sec): 3 clusters Score: Raw -477486.906563 + Penalty 1673.135185 = -475813.771377 nChanged 194 SP:Iteration 8Q (5558.044971 sec): 3 clusters Score: Raw -477658.184729 + Penalty 1673.135185 = -475985.049544 nChanged 138 SP:Iteration 9Q (5558.103373 sec): 3 clusters Score: Raw -477768.628530 + Penalty 1673.135185 = -476095.493345 nChanged 83 SP:Iteration 10Q (5558.154432 sec): 3 clusters Score: Raw -477814.626905 + Penalty 1673.135185 = -476141.491720 nChanged 52 SP:Iteration 11Q (5558.205209 sec): 3 clusters Score: Raw -477842.599712 + Penalty 1673.135185 = -476169.464526 nChanged 40 SP:Iteration 12Q (5558.257453 sec): 3 clusters Score: Raw -477866.726822 + Penalty 1673.135185 = -476193.591637 nChanged 41 SP:Iteration 13Q (5558.309416 sec): 3 clusters Score: Raw -477887.175295 + Penalty 1673.135185 = -476214.040110 nChanged 29 SP:Iteration 14Q (5558.346121 sec): 3 clusters Score: Raw -477897.092961 + Penalty 1673.135185 = -476223.957776 nChanged 15 SP:Iteration 15Q (5558.397138 sec): 3 clusters Score: Raw -477903.233372 + Penalty 1673.135185 = -476230.098187 nChanged 17 SP:Iteration 16Q (5558.452653 sec): 3 clusters Score: Raw -477912.901673 + Penalty 1673.135185 = -476239.766488 nChanged 12 SP:Iteration 17Q (5558.508137 sec): 3 clusters Score: Raw -477918.876460 + Penalty 1673.135185 = -476245.741275 nChanged 12 SP:Iteration 18Q (5558.572629 sec): 3 clusters Score: Raw -477923.620087 + Penalty 1673.135185 = -476250.484902 nChanged 4 SP:Iteration 19Q (5558.621850 sec): 3 clusters Score: Raw -477924.364001 + Penalty 1673.135185 = -476251.228816 nChanged 0 SP:Iteration 20F (5558.671604 sec): 3 clusters Score: Raw -477924.364001 + Penalty 1673.135185 = -476251.228816 nChanged 0 Trying to split cluster 15 (6519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5558.700638 sec): 2 clusters Score: Raw -454716.172790 + Penalty 834.335246 = -453881.837544 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5558.766333 sec): 3 clusters Score: Raw -450973.572284 + Penalty 1668.670491 = -449304.901793 nChanged 2834 SP:Iteration 1F (5558.819377 sec): 3 clusters Score: Raw -452552.202117 + Penalty 1668.670491 = -450883.531626 nChanged 387 SP:Iteration 2F (5558.873214 sec): 3 clusters Score: Raw -452737.404833 + Penalty 1668.670491 = -451068.734341 nChanged 343 SP:Iteration 3F (5558.925683 sec): 3 clusters Score: Raw -452898.764276 + Penalty 1668.670491 = -451230.093785 nChanged 305 SP:Iteration 4Q (5558.980348 sec): 3 clusters Score: Raw -453046.373802 + Penalty 1668.670491 = -451377.703311 nChanged 291 SP:Iteration 5Q (5559.039695 sec): 3 clusters Score: Raw -453192.330352 + Penalty 1668.670491 = -451523.659861 nChanged 303 SP:Iteration 6Q (5559.085062 sec): 3 clusters Score: Raw -453363.570906 + Penalty 1668.670491 = -451694.900415 nChanged 302 SP:Iteration 7Q (5559.150449 sec): 3 clusters Score: Raw -453563.699451 + Penalty 1668.670491 = -451895.028960 nChanged 343 SP:Iteration 8F (5559.206373 sec): 3 clusters Score: Raw -453809.726936 + Penalty 1668.670491 = -452141.056445 nChanged 305 SP:Iteration 9Q (5559.259821 sec): 3 clusters Score: Raw -454015.995895 + Penalty 1668.670491 = -452347.325404 nChanged 237 SP:Iteration 10Q (5559.317588 sec): 3 clusters Score: Raw -454166.337617 + Penalty 1668.670491 = -452497.667126 nChanged 202 SP:Iteration 11Q (5559.361453 sec): 3 clusters Score: Raw -454281.024036 + Penalty 1668.670491 = -452612.353545 nChanged 160 SP:Iteration 12Q (5559.426425 sec): 3 clusters Score: Raw -454358.383500 + Penalty 1668.670491 = -452689.713009 nChanged 133 SP:Iteration 13Q (5559.472086 sec): 3 clusters Score: Raw -454419.929194 + Penalty 1668.670491 = -452751.258703 nChanged 106 SP:Iteration 14Q (5559.491962 sec): 3 clusters Score: Raw -454463.334876 + Penalty 1668.670491 = -452794.664385 nChanged 85 SP:Iteration 15Q (5559.537063 sec): 3 clusters Score: Raw -454498.079277 + Penalty 1668.670491 = -452829.408786 nChanged 74 SP:Iteration 16Q (5559.556917 sec): 3 clusters Score: Raw -454527.658501 + Penalty 1668.670491 = -452858.988010 nChanged 66 SP:Iteration 17Q (5559.576689 sec): 3 clusters Score: Raw -454549.403151 + Penalty 1668.670491 = -452880.732660 nChanged 63 SP:Iteration 18Q (5559.596372 sec): 3 clusters Score: Raw -454566.357838 + Penalty 1668.670491 = -452897.687347 nChanged 47 SP:Iteration 19Q (5559.631589 sec): 3 clusters Score: Raw -454580.587485 + Penalty 1668.670491 = -452911.916994 nChanged 46 SP:Iteration 20F (5559.651584 sec): 3 clusters Score: Raw -454594.030562 + Penalty 1668.670491 = -452925.360070 nChanged 50 SP:Iteration 21Q (5559.671221 sec): 3 clusters Score: Raw -454611.528743 + Penalty 1668.670491 = -452942.858252 nChanged 48 SP:Iteration 22Q (5559.690695 sec): 3 clusters Score: Raw -454630.093031 + Penalty 1668.670491 = -452961.422539 nChanged 52 SP:Iteration 23Q (5559.726425 sec): 3 clusters Score: Raw -454649.225301 + Penalty 1668.670491 = -452980.554810 nChanged 48 SP:Iteration 24Q (5559.745682 sec): 3 clusters Score: Raw -454668.300493 + Penalty 1668.670491 = -452999.630002 nChanged 44 SP:Iteration 25Q (5559.765427 sec): 3 clusters Score: Raw -454678.965542 + Penalty 1668.670491 = -453010.295051 nChanged 27 SP:Iteration 26Q (5559.784822 sec): 3 clusters Score: Raw -454685.337997 + Penalty 1668.670491 = -453016.667506 nChanged 24 SP:Iteration 27Q (5559.821882 sec): 3 clusters Score: Raw -454690.443422 + Penalty 1668.670491 = -453021.772931 nChanged 25 SP:Iteration 28Q (5559.841351 sec): 3 clusters Score: Raw -454696.400451 + Penalty 1668.670491 = -453027.729960 nChanged 17 SP:Iteration 29Q (5559.861075 sec): 3 clusters Score: Raw -454699.770334 + Penalty 1668.670491 = -453031.099842 nChanged 15 SP:Iteration 30Q (5559.880623 sec): 3 clusters Score: Raw -454704.290801 + Penalty 1668.670491 = -453035.620310 nChanged 24 SP:Iteration 31Q (5559.916383 sec): 3 clusters Score: Raw -454712.607008 + Penalty 1668.670491 = -453043.936517 nChanged 18 SP:Iteration 32Q (5559.935762 sec): 3 clusters Score: Raw -454716.863426 + Penalty 1668.670491 = -453048.192935 nChanged 16 SP:Iteration 33Q (5559.955187 sec): 3 clusters Score: Raw -454721.827391 + Penalty 1668.670491 = -453053.156900 nChanged 15 SP:Iteration 34Q (5559.974576 sec): 3 clusters Score: Raw -454727.032278 + Penalty 1668.670491 = -453058.361787 nChanged 14 SP:Iteration 35Q (5560.010839 sec): 3 clusters Score: Raw -454729.956141 + Penalty 1668.670491 = -453061.285650 nChanged 14 SP:Iteration 36Q (5560.073291 sec): 3 clusters Score: Raw -454734.158100 + Penalty 1668.670491 = -453065.487609 nChanged 15 SP:Iteration 37Q (5560.130518 sec): 3 clusters Score: Raw -454736.799644 + Penalty 1668.670491 = -453068.129153 nChanged 13 SP:Iteration 38Q (5560.184127 sec): 3 clusters Score: Raw -454739.031870 + Penalty 1668.670491 = -453070.361379 nChanged 16 SP:Iteration 39Q (5560.221975 sec): 3 clusters Score: Raw -454742.183149 + Penalty 1668.670491 = -453073.512658 nChanged 11 SP:Iteration 40F (5560.287175 sec): 3 clusters Score: Raw -454744.633607 + Penalty 1668.670491 = -453075.963116 nChanged 12 SP:Iteration 41Q (5560.338488 sec): 3 clusters Score: Raw -454748.547883 + Penalty 1668.670491 = -453079.877392 nChanged 11 SP:Iteration 42Q (5560.396667 sec): 3 clusters Score: Raw -454752.950478 + Penalty 1668.670491 = -453084.279987 nChanged 17 SP:Iteration 43Q (5560.452108 sec): 3 clusters Score: Raw -454760.262934 + Penalty 1668.670491 = -453091.592443 nChanged 24 SP:Iteration 44Q (5560.506329 sec): 3 clusters Score: Raw -454768.586679 + Penalty 1668.670491 = -453099.916188 nChanged 23 SP:Iteration 45Q (5560.559562 sec): 3 clusters Score: Raw -454776.424910 + Penalty 1668.670491 = -453107.754419 nChanged 25 SP:Iteration 46Q (5560.602538 sec): 3 clusters Score: Raw -454785.186509 + Penalty 1668.670491 = -453116.516018 nChanged 24 SP:Iteration 47Q (5560.658850 sec): 3 clusters Score: Raw -454793.126283 + Penalty 1668.670491 = -453124.455791 nChanged 18 SP:Iteration 48Q (5560.704841 sec): 3 clusters Score: Raw -454797.938684 + Penalty 1668.670491 = -453129.268193 nChanged 16 SP:Iteration 49Q (5560.757448 sec): 3 clusters Score: Raw -454802.733748 + Penalty 1668.670491 = -453134.063257 nChanged 16 SP:Iteration 50Q (5560.814182 sec): 3 clusters Score: Raw -454807.020619 + Penalty 1668.670491 = -453138.350128 nChanged 8 SP:Iteration 51Q (5560.865220 sec): 3 clusters Score: Raw -454809.243090 + Penalty 1668.670491 = -453140.572599 nChanged 7 SP:Iteration 52Q (5560.908533 sec): 3 clusters Score: Raw -454811.997207 + Penalty 1668.670491 = -453143.326716 nChanged 10 SP:Iteration 53Q (5560.966918 sec): 3 clusters Score: Raw -454814.879132 + Penalty 1668.670491 = -453146.208641 nChanged 9 SP:Iteration 54Q (5561.010736 sec): 3 clusters Score: Raw -454817.481261 + Penalty 1668.670491 = -453148.810770 nChanged 13 SP:Iteration 55Q (5561.069475 sec): 3 clusters Score: Raw -454821.094790 + Penalty 1668.670491 = -453152.424299 nChanged 10 SP:Iteration 56Q (5561.113888 sec): 3 clusters Score: Raw -454824.284698 + Penalty 1668.670491 = -453155.614207 nChanged 12 SP:Iteration 57Q (5561.168741 sec): 3 clusters Score: Raw -454827.091894 + Penalty 1668.670491 = -453158.421403 nChanged 6 SP:Iteration 58Q (5561.223851 sec): 3 clusters Score: Raw -454828.881141 + Penalty 1668.670491 = -453160.210650 nChanged 6 SP:Iteration 59Q (5561.278999 sec): 3 clusters Score: Raw -454830.198843 + Penalty 1668.670491 = -453161.528352 nChanged 5 SP:Iteration 60F (5561.333441 sec): 3 clusters Score: Raw -454831.402869 + Penalty 1668.670491 = -453162.732378 nChanged 8 SP:Iteration 61Q (5561.388419 sec): 3 clusters Score: Raw -454833.078724 + Penalty 1668.670491 = -453164.408233 nChanged 5 SP:Iteration 62Q (5561.444158 sec): 3 clusters Score: Raw -454834.497509 + Penalty 1668.670491 = -453165.827018 nChanged 9 SP:Iteration 63Q (5561.499041 sec): 3 clusters Score: Raw -454838.110275 + Penalty 1668.670491 = -453169.439784 nChanged 12 SP:Iteration 64Q (5561.554051 sec): 3 clusters Score: Raw -454841.796632 + Penalty 1668.670491 = -453173.126141 nChanged 12 SP:Iteration 65Q (5561.612170 sec): 3 clusters Score: Raw -454846.444892 + Penalty 1668.670491 = -453177.774401 nChanged 14 SP:Iteration 66Q (5561.656137 sec): 3 clusters Score: Raw -454853.667276 + Penalty 1668.670491 = -453184.996785 nChanged 15 SP:Iteration 67Q (5561.710842 sec): 3 clusters Score: Raw -454858.823531 + Penalty 1668.670491 = -453190.153040 nChanged 14 SP:Iteration 68Q (5561.774201 sec): 3 clusters Score: Raw -454863.464053 + Penalty 1668.670491 = -453194.793562 nChanged 12 SP:Iteration 69Q (5561.818007 sec): 3 clusters Score: Raw -454867.562890 + Penalty 1668.670491 = -453198.892399 nChanged 9 SP:Iteration 70Q (5561.865164 sec): 3 clusters Score: Raw -454871.841519 + Penalty 1668.670491 = -453203.171027 nChanged 8 SP:Iteration 71Q (5561.919979 sec): 3 clusters Score: Raw -454876.337909 + Penalty 1668.670491 = -453207.667418 nChanged 10 SP:Iteration 72Q (5561.974317 sec): 3 clusters Score: Raw -454880.551852 + Penalty 1668.670491 = -453211.881361 nChanged 11 SP:Iteration 73Q (5562.032038 sec): 3 clusters Score: Raw -454884.582180 + Penalty 1668.670491 = -453215.911689 nChanged 9 SP:Iteration 74Q (5562.078524 sec): 3 clusters Score: Raw -454887.736080 + Penalty 1668.670491 = -453219.065589 nChanged 6 SP:Iteration 75Q (5562.144359 sec): 3 clusters Score: Raw -454890.186494 + Penalty 1668.670491 = -453221.516003 nChanged 10 SP:Iteration 76Q (5562.192614 sec): 3 clusters Score: Raw -454895.911235 + Penalty 1668.670491 = -453227.240744 nChanged 9 SP:Iteration 77Q (5562.243813 sec): 3 clusters Score: Raw -454900.272908 + Penalty 1668.670491 = -453231.602417 nChanged 14 SP:Iteration 78Q (5562.297813 sec): 3 clusters Score: Raw -454907.049794 + Penalty 1668.670491 = -453238.379303 nChanged 8 SP:Iteration 79Q (5562.351978 sec): 3 clusters Score: Raw -454911.691942 + Penalty 1668.670491 = -453243.021451 nChanged 8 SP:Iteration 80F (5562.404849 sec): 3 clusters Score: Raw -454914.837708 + Penalty 1668.670491 = -453246.167216 nChanged 1 SP:Iteration 81Q (5562.460198 sec): 3 clusters Score: Raw -454915.808441 + Penalty 1668.670491 = -453247.137950 nChanged 1 SP:Iteration 82Q (5562.514931 sec): 3 clusters Score: Raw -454915.929066 + Penalty 1668.670491 = -453247.258575 nChanged 0 SP:Iteration 83F (5562.570319 sec): 3 clusters Score: Raw -454915.929066 + Penalty 1668.670491 = -453247.258575 nChanged 0 Trying to split cluster 16 (22879 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5562.616910 sec): 2 clusters Score: Raw -1700282.578577 + Penalty 953.607600 = -1699328.970977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5562.686503 sec): 3 clusters Score: Raw -1686070.670569 + Penalty 1907.215200 = -1684163.455368 nChanged 10574 SP:Iteration 1F (5562.762170 sec): 3 clusters Score: Raw -1692561.765343 + Penalty 1907.215200 = -1690654.550143 nChanged 1311 SP:Iteration 2F (5562.844772 sec): 3 clusters Score: Raw -1693241.897564 + Penalty 1907.215200 = -1691334.682364 nChanged 1391 SP:Iteration 3F (5562.908947 sec): 3 clusters Score: Raw -1694090.699607 + Penalty 1907.215200 = -1692183.484407 nChanged 1467 SP:Iteration 4F (5562.991870 sec): 3 clusters Score: Raw -1695153.321115 + Penalty 1907.215200 = -1693246.105914 nChanged 1435 SP:Iteration 5F (5563.059283 sec): 3 clusters Score: Raw -1696351.243250 + Penalty 1907.215200 = -1694444.028049 nChanged 1350 SP:Iteration 6F (5563.124185 sec): 3 clusters Score: Raw -1697377.921858 + Penalty 1907.215200 = -1695470.706658 nChanged 1058 SP:Iteration 7Q (5563.199116 sec): 3 clusters Score: Raw -1698021.370178 + Penalty 1907.215200 = -1696114.154978 nChanged 747 SP:Iteration 8Q (5563.264272 sec): 3 clusters Score: Raw -1698420.136892 + Penalty 1907.215200 = -1696512.921692 nChanged 565 SP:Iteration 9Q (5563.322071 sec): 3 clusters Score: Raw -1698719.407983 + Penalty 1907.215200 = -1696812.192783 nChanged 478 SP:Iteration 10Q (5563.392302 sec): 3 clusters Score: Raw -1698985.469703 + Penalty 1907.215200 = -1697078.254502 nChanged 453 SP:Iteration 11Q (5563.474076 sec): 3 clusters Score: Raw -1699250.415632 + Penalty 1907.215200 = -1697343.200432 nChanged 399 SP:Iteration 12Q (5563.547058 sec): 3 clusters Score: Raw -1699504.863614 + Penalty 1907.215200 = -1697597.648414 nChanged 388 SP:Iteration 13Q (5563.601729 sec): 3 clusters Score: Raw -1699767.998531 + Penalty 1907.215200 = -1697860.783331 nChanged 362 SP:Iteration 14Q (5563.674580 sec): 3 clusters Score: Raw -1699995.320054 + Penalty 1907.215200 = -1698088.104854 nChanged 318 SP:Iteration 15Q (5563.749598 sec): 3 clusters Score: Raw -1700171.065265 + Penalty 1907.215200 = -1698263.850065 nChanged 261 SP:Iteration 16Q (5563.829575 sec): 3 clusters Score: Raw -1700284.267886 + Penalty 1907.215200 = -1698377.052686 nChanged 210 SP:Iteration 17Q (5563.891007 sec): 3 clusters Score: Raw -1700364.304338 + Penalty 1907.215200 = -1698457.089138 nChanged 186 SP:Iteration 18Q (5563.963657 sec): 3 clusters Score: Raw -1700430.696154 + Penalty 1907.215200 = -1698523.480954 nChanged 131 SP:Iteration 19Q (5564.029516 sec): 3 clusters Score: Raw -1700468.209297 + Penalty 1907.215200 = -1698560.994097 nChanged 91 SP:Iteration 20F (5564.100728 sec): 3 clusters Score: Raw -1700492.765077 + Penalty 1907.215200 = -1698585.549877 nChanged 77 SP:Iteration 21Q (5564.157449 sec): 3 clusters Score: Raw -1700509.848783 + Penalty 1907.215200 = -1698602.633582 nChanged 70 SP:Iteration 22Q (5564.221610 sec): 3 clusters Score: Raw -1700520.972715 + Penalty 1907.215200 = -1698613.757515 nChanged 48 SP:Iteration 23Q (5564.291211 sec): 3 clusters Score: Raw -1700527.711018 + Penalty 1907.215200 = -1698620.495817 nChanged 50 SP:Iteration 24Q (5564.373602 sec): 3 clusters Score: Raw -1700532.898401 + Penalty 1907.215200 = -1698625.683201 nChanged 33 SP:Iteration 25Q (5564.439413 sec): 3 clusters Score: Raw -1700536.860802 + Penalty 1907.215200 = -1698629.645602 nChanged 33 SP:Iteration 26Q (5564.510603 sec): 3 clusters Score: Raw -1700540.912139 + Penalty 1907.215200 = -1698633.696938 nChanged 40 SP:Iteration 27Q (5564.582188 sec): 3 clusters Score: Raw -1700546.283247 + Penalty 1907.215200 = -1698639.068046 nChanged 35 SP:Iteration 28Q (5564.658506 sec): 3 clusters Score: Raw -1700551.350469 + Penalty 1907.215200 = -1698644.135268 nChanged 42 SP:Iteration 29Q (5564.733005 sec): 3 clusters Score: Raw -1700557.114678 + Penalty 1907.215200 = -1698649.899478 nChanged 33 SP:Iteration 30Q (5564.807494 sec): 3 clusters Score: Raw -1700560.396947 + Penalty 1907.215200 = -1698653.181747 nChanged 21 SP:Iteration 31Q (5564.883007 sec): 3 clusters Score: Raw -1700562.439090 + Penalty 1907.215200 = -1698655.223890 nChanged 19 SP:Iteration 32Q (5564.952520 sec): 3 clusters Score: Raw -1700564.192496 + Penalty 1907.215200 = -1698656.977296 nChanged 11 SP:Iteration 33Q (5565.025216 sec): 3 clusters Score: Raw -1700565.050023 + Penalty 1907.215200 = -1698657.834823 nChanged 8 SP:Iteration 34Q (5565.099525 sec): 3 clusters Score: Raw -1700565.625818 + Penalty 1907.215200 = -1698658.410617 nChanged 10 SP:Iteration 35Q (5565.168664 sec): 3 clusters Score: Raw -1700566.630296 + Penalty 1907.215200 = -1698659.415096 nChanged 18 SP:Iteration 36Q (5565.241665 sec): 3 clusters Score: Raw -1700568.468655 + Penalty 1907.215200 = -1698661.253455 nChanged 15 SP:Iteration 37Q (5565.318767 sec): 3 clusters Score: Raw -1700569.689010 + Penalty 1907.215200 = -1698662.473810 nChanged 16 SP:Iteration 38Q (5565.392926 sec): 3 clusters Score: Raw -1700571.199628 + Penalty 1907.215200 = -1698663.984428 nChanged 19 SP:Iteration 39Q (5565.468746 sec): 3 clusters Score: Raw -1700572.791409 + Penalty 1907.215200 = -1698665.576209 nChanged 15 SP:Iteration 40F (5565.536171 sec): 3 clusters Score: Raw -1700573.657787 + Penalty 1907.215200 = -1698666.442586 nChanged 11 SP:Iteration 41Q (5565.610232 sec): 3 clusters Score: Raw -1700574.209628 + Penalty 1907.215200 = -1698666.994427 nChanged 3 SP:Iteration 42Q (5565.684344 sec): 3 clusters Score: Raw -1700574.376254 + Penalty 1907.215200 = -1698667.161054 nChanged 5 SP:Iteration 43Q (5565.762816 sec): 3 clusters Score: Raw -1700574.554144 + Penalty 1907.215200 = -1698667.338943 nChanged 3 SP:Iteration 44Q (5565.832267 sec): 3 clusters Score: Raw -1700574.652341 + Penalty 1907.215200 = -1698667.437140 nChanged 0 SP:Iteration 45F (5565.870517 sec): 3 clusters Score: Raw -1700574.652341 + Penalty 1907.215200 = -1698667.437140 nChanged 0 Trying to split cluster 17 (19075 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5565.901620 sec): 2 clusters Score: Raw -1421172.050640 + Penalty 936.332716 = -1420235.717924 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5565.939705 sec): 3 clusters Score: Raw -1409354.631888 + Penalty 1872.665433 = -1407481.966456 nChanged 8724 SP:Iteration 1F (5565.975828 sec): 3 clusters Score: Raw -1414208.147051 + Penalty 1872.665433 = -1412335.481619 nChanged 866 SP:Iteration 2Q (5566.012597 sec): 3 clusters Score: Raw -1414510.800495 + Penalty 1872.665433 = -1412638.135062 nChanged 901 SP:Iteration 3Q (5566.048827 sec): 3 clusters Score: Raw -1414876.193703 + Penalty 1872.665433 = -1413003.528270 nChanged 960 SP:Iteration 4F (5566.085012 sec): 3 clusters Score: Raw -1415345.004412 + Penalty 1872.665433 = -1413472.338979 nChanged 1022 SP:Iteration 5F (5566.159990 sec): 3 clusters Score: Raw -1415942.466272 + Penalty 1872.665433 = -1414069.800839 nChanged 1040 SP:Iteration 6F (5566.238594 sec): 3 clusters Score: Raw -1416652.722705 + Penalty 1872.665433 = -1414780.057272 nChanged 1101 SP:Iteration 7F (5566.311878 sec): 3 clusters Score: Raw -1417438.819637 + Penalty 1872.665433 = -1415566.154205 nChanged 1043 SP:Iteration 8F (5566.377796 sec): 3 clusters Score: Raw -1418060.540656 + Penalty 1872.665433 = -1416187.875223 nChanged 837 SP:Iteration 9Q (5566.446498 sec): 3 clusters Score: Raw -1418432.874699 + Penalty 1872.665433 = -1416560.209267 nChanged 539 SP:Iteration 10Q (5566.526025 sec): 3 clusters Score: Raw -1418606.005581 + Penalty 1872.665433 = -1416733.340149 nChanged 376 SP:Iteration 11Q (5566.599828 sec): 3 clusters Score: Raw -1418700.649420 + Penalty 1872.665433 = -1416827.983987 nChanged 261 SP:Iteration 12Q (5566.670172 sec): 3 clusters Score: Raw -1418766.639672 + Penalty 1872.665433 = -1416893.974239 nChanged 211 SP:Iteration 13Q (5566.734604 sec): 3 clusters Score: Raw -1418819.165603 + Penalty 1872.665433 = -1416946.500170 nChanged 220 SP:Iteration 14Q (5566.807130 sec): 3 clusters Score: Raw -1418875.336483 + Penalty 1872.665433 = -1417002.671050 nChanged 229 SP:Iteration 15Q (5566.882056 sec): 3 clusters Score: Raw -1418925.585118 + Penalty 1872.665433 = -1417052.919685 nChanged 212 SP:Iteration 16Q (5566.951009 sec): 3 clusters Score: Raw -1418976.557787 + Penalty 1872.665433 = -1417103.892355 nChanged 230 SP:Iteration 17Q (5567.009457 sec): 3 clusters Score: Raw -1419041.528566 + Penalty 1872.665433 = -1417168.863134 nChanged 238 SP:Iteration 18Q (5567.086804 sec): 3 clusters Score: Raw -1419104.573131 + Penalty 1872.665433 = -1417231.907699 nChanged 230 SP:Iteration 19Q (5567.149703 sec): 3 clusters Score: Raw -1419159.458724 + Penalty 1872.665433 = -1417286.793291 nChanged 197 SP:Iteration 20F (5567.221589 sec): 3 clusters Score: Raw -1419210.309112 + Penalty 1872.665433 = -1417337.643679 nChanged 210 SP:Iteration 21Q (5567.289118 sec): 3 clusters Score: Raw -1419270.664307 + Penalty 1872.665433 = -1417397.998874 nChanged 232 SP:Iteration 22Q (5567.356178 sec): 3 clusters Score: Raw -1419347.091997 + Penalty 1872.665433 = -1417474.426564 nChanged 254 SP:Iteration 23Q (5567.428593 sec): 3 clusters Score: Raw -1419436.865127 + Penalty 1872.665433 = -1417564.199694 nChanged 248 SP:Iteration 24Q (5567.507013 sec): 3 clusters Score: Raw -1419530.579320 + Penalty 1872.665433 = -1417657.913887 nChanged 262 SP:Iteration 25Q (5567.580611 sec): 3 clusters Score: Raw -1419638.843736 + Penalty 1872.665433 = -1417766.178303 nChanged 282 SP:Iteration 26Q (5567.651532 sec): 3 clusters Score: Raw -1419770.327435 + Penalty 1872.665433 = -1417897.662002 nChanged 290 SP:Iteration 27Q (5567.723283 sec): 3 clusters Score: Raw -1419918.698285 + Penalty 1872.665433 = -1418046.032852 nChanged 313 SP:Iteration 28Q (5567.794657 sec): 3 clusters Score: Raw -1420102.267283 + Penalty 1872.665433 = -1418229.601850 nChanged 341 SP:Iteration 29Q (5567.855458 sec): 3 clusters Score: Raw -1420296.671839 + Penalty 1872.665433 = -1418424.006406 nChanged 338 SP:Iteration 30Q (5567.929793 sec): 3 clusters Score: Raw -1420482.023185 + Penalty 1872.665433 = -1418609.357752 nChanged 314 SP:Iteration 31Q (5567.999169 sec): 3 clusters Score: Raw -1420652.674366 + Penalty 1872.665433 = -1418780.008933 nChanged 299 SP:Iteration 32Q (5568.073135 sec): 3 clusters Score: Raw -1420811.206744 + Penalty 1872.665433 = -1418938.541312 nChanged 269 SP:Iteration 33Q (5568.144062 sec): 3 clusters Score: Raw -1420928.806587 + Penalty 1872.665433 = -1419056.141155 nChanged 197 SP:Iteration 34Q (5568.215104 sec): 3 clusters Score: Raw -1420997.344689 + Penalty 1872.665433 = -1419124.679256 nChanged 149 SP:Iteration 35Q (5568.274677 sec): 3 clusters Score: Raw -1421034.940465 + Penalty 1872.665433 = -1419162.275032 nChanged 100 SP:Iteration 36Q (5568.337732 sec): 3 clusters Score: Raw -1421055.320349 + Penalty 1872.665433 = -1419182.654916 nChanged 74 SP:Iteration 37Q (5568.402682 sec): 3 clusters Score: Raw -1421066.877132 + Penalty 1872.665433 = -1419194.211699 nChanged 60 SP:Iteration 38Q (5568.478209 sec): 3 clusters Score: Raw -1421076.945276 + Penalty 1872.665433 = -1419204.279844 nChanged 61 SP:Iteration 39Q (5568.535044 sec): 3 clusters Score: Raw -1421086.379534 + Penalty 1872.665433 = -1419213.714101 nChanged 57 SP:Iteration 40F (5568.603196 sec): 3 clusters Score: Raw -1421127.578154 + Penalty 1872.665433 = -1419254.912721 nChanged 62 SP:Iteration 41Q (5568.660636 sec): 3 clusters Score: Raw -1421139.748988 + Penalty 1872.665433 = -1419267.083556 nChanged 45 SP:Iteration 42Q (5568.721618 sec): 3 clusters Score: Raw -1421146.255148 + Penalty 1872.665433 = -1419273.589715 nChanged 40 SP:Iteration 43Q (5568.781962 sec): 3 clusters Score: Raw -1421151.153394 + Penalty 1872.665433 = -1419278.487961 nChanged 35 SP:Iteration 44Q (5568.848408 sec): 3 clusters Score: Raw -1421155.770335 + Penalty 1872.665433 = -1419283.104903 nChanged 34 SP:Iteration 45Q (5568.909539 sec): 3 clusters Score: Raw -1421160.316684 + Penalty 1872.665433 = -1419287.651251 nChanged 39 SP:Iteration 46Q (5568.972363 sec): 3 clusters Score: Raw -1421165.284635 + Penalty 1872.665433 = -1419292.619202 nChanged 37 SP:Iteration 47Q (5569.034545 sec): 3 clusters Score: Raw -1421170.128199 + Penalty 1872.665433 = -1419297.462766 nChanged 33 SP:Iteration 48Q (5569.104044 sec): 3 clusters Score: Raw -1421173.938507 + Penalty 1872.665433 = -1419301.273074 nChanged 33 SP:Iteration 49Q (5569.153995 sec): 3 clusters Score: Raw -1421177.128976 + Penalty 1872.665433 = -1419304.463544 nChanged 28 SP:Iteration 50Q (5569.218480 sec): 3 clusters Score: Raw -1421180.214948 + Penalty 1872.665433 = -1419307.549516 nChanged 29 SP:Iteration 51Q (5569.278280 sec): 3 clusters Score: Raw -1421183.226859 + Penalty 1872.665433 = -1419310.561427 nChanged 27 SP:Iteration 52Q (5569.344374 sec): 3 clusters Score: Raw -1421185.883157 + Penalty 1872.665433 = -1419313.217724 nChanged 27 SP:Iteration 53Q (5569.405971 sec): 3 clusters Score: Raw -1421188.819888 + Penalty 1872.665433 = -1419316.154455 nChanged 29 SP:Iteration 54Q (5569.476916 sec): 3 clusters Score: Raw -1421191.682616 + Penalty 1872.665433 = -1419319.017183 nChanged 22 SP:Iteration 55Q (5569.551104 sec): 3 clusters Score: Raw -1421193.897110 + Penalty 1872.665433 = -1419321.231677 nChanged 20 SP:Iteration 56Q (5569.616926 sec): 3 clusters Score: Raw -1421195.827923 + Penalty 1872.665433 = -1419323.162490 nChanged 20 SP:Iteration 57Q (5569.683906 sec): 3 clusters Score: Raw -1421197.444526 + Penalty 1872.665433 = -1419324.779093 nChanged 23 SP:Iteration 58Q (5569.751769 sec): 3 clusters Score: Raw -1421199.966084 + Penalty 1872.665433 = -1419327.300651 nChanged 26 SP:Iteration 59Q (5569.819551 sec): 3 clusters Score: Raw -1421202.915389 + Penalty 1872.665433 = -1419330.249957 nChanged 27 SP:Iteration 60F (5569.890198 sec): 3 clusters Score: Raw -1421206.634120 + Penalty 1872.665433 = -1419333.968687 nChanged 33 SP:Iteration 61Q (5569.958414 sec): 3 clusters Score: Raw -1421210.181920 + Penalty 1872.665433 = -1419337.516487 nChanged 31 SP:Iteration 62Q (5570.026534 sec): 3 clusters Score: Raw -1421213.427826 + Penalty 1872.665433 = -1419340.762393 nChanged 26 SP:Iteration 63Q (5570.094066 sec): 3 clusters Score: Raw -1421215.694732 + Penalty 1872.665433 = -1419343.029299 nChanged 21 SP:Iteration 64Q (5570.160073 sec): 3 clusters Score: Raw -1421217.335360 + Penalty 1872.665433 = -1419344.669927 nChanged 22 SP:Iteration 65Q (5570.227200 sec): 3 clusters Score: Raw -1421219.007194 + Penalty 1872.665433 = -1419346.341761 nChanged 19 SP:Iteration 66Q (5570.294175 sec): 3 clusters Score: Raw -1421220.840078 + Penalty 1872.665433 = -1419348.174646 nChanged 15 SP:Iteration 67Q (5570.361830 sec): 3 clusters Score: Raw -1421221.861336 + Penalty 1872.665433 = -1419349.195903 nChanged 8 SP:Iteration 68Q (5570.420729 sec): 3 clusters Score: Raw -1421222.394668 + Penalty 1872.665433 = -1419349.729235 nChanged 13 SP:Iteration 69Q (5570.487839 sec): 3 clusters Score: Raw -1421223.300430 + Penalty 1872.665433 = -1419350.634997 nChanged 9 SP:Iteration 70Q (5570.551717 sec): 3 clusters Score: Raw -1421223.998637 + Penalty 1872.665433 = -1419351.333204 nChanged 12 SP:Iteration 71Q (5570.619748 sec): 3 clusters Score: Raw -1421224.950745 + Penalty 1872.665433 = -1419352.285313 nChanged 9 SP:Iteration 72Q (5570.686418 sec): 3 clusters Score: Raw -1421225.425849 + Penalty 1872.665433 = -1419352.760417 nChanged 7 SP:Iteration 73Q (5570.753376 sec): 3 clusters Score: Raw -1421226.002426 + Penalty 1872.665433 = -1419353.336993 nChanged 10 SP:Iteration 74Q (5570.819957 sec): 3 clusters Score: Raw -1421226.720433 + Penalty 1872.665433 = -1419354.055000 nChanged 9 SP:Iteration 75Q (5570.886630 sec): 3 clusters Score: Raw -1421227.169257 + Penalty 1872.665433 = -1419354.503825 nChanged 5 SP:Iteration 76Q (5570.953257 sec): 3 clusters Score: Raw -1421227.493816 + Penalty 1872.665433 = -1419354.828384 nChanged 6 SP:Iteration 77Q (5571.019840 sec): 3 clusters Score: Raw -1421227.773525 + Penalty 1872.665433 = -1419355.108093 nChanged 4 SP:Iteration 78Q (5571.086877 sec): 3 clusters Score: Raw -1421228.111175 + Penalty 1872.665433 = -1419355.445742 nChanged 8 SP:Iteration 79Q (5571.153467 sec): 3 clusters Score: Raw -1421228.774937 + Penalty 1872.665433 = -1419356.109504 nChanged 12 SP:Iteration 80F (5571.220341 sec): 3 clusters Score: Raw -1421229.758615 + Penalty 1872.665433 = -1419357.093182 nChanged 11 SP:Iteration 81Q (5571.275682 sec): 3 clusters Score: Raw -1421230.448239 + Penalty 1872.665433 = -1419357.782807 nChanged 12 SP:Iteration 82Q (5571.338428 sec): 3 clusters Score: Raw -1421231.305982 + Penalty 1872.665433 = -1419358.640550 nChanged 10 SP:Iteration 83Q (5571.410094 sec): 3 clusters Score: Raw -1421231.998877 + Penalty 1872.665433 = -1419359.333445 nChanged 6 SP:Iteration 84Q (5571.477755 sec): 3 clusters Score: Raw -1421232.442955 + Penalty 1872.665433 = -1419359.777523 nChanged 7 SP:Iteration 85Q (5571.537928 sec): 3 clusters Score: Raw -1421233.011524 + Penalty 1872.665433 = -1419360.346092 nChanged 9 SP:Iteration 86Q (5571.607307 sec): 3 clusters Score: Raw -1421233.726437 + Penalty 1872.665433 = -1419361.061004 nChanged 10 SP:Iteration 87Q (5571.675786 sec): 3 clusters Score: Raw -1421234.551244 + Penalty 1872.665433 = -1419361.885811 nChanged 6 SP:Iteration 88Q (5571.752952 sec): 3 clusters Score: Raw -1421234.917042 + Penalty 1872.665433 = -1419362.251609 nChanged 6 SP:Iteration 89Q (5571.822741 sec): 3 clusters Score: Raw -1421235.471817 + Penalty 1872.665433 = -1419362.806384 nChanged 7 SP:Iteration 90Q (5571.881809 sec): 3 clusters Score: Raw -1421236.150278 + Penalty 1872.665433 = -1419363.484845 nChanged 8 SP:Iteration 91Q (5571.950571 sec): 3 clusters Score: Raw -1421236.935847 + Penalty 1872.665433 = -1419364.270414 nChanged 10 SP:Iteration 92Q (5572.014170 sec): 3 clusters Score: Raw -1421237.622301 + Penalty 1872.665433 = -1419364.956868 nChanged 5 SP:Iteration 93Q (5572.081711 sec): 3 clusters Score: Raw -1421237.805154 + Penalty 1872.665433 = -1419365.139721 nChanged 2 SP:Iteration 94Q (5572.156114 sec): 3 clusters Score: Raw -1421237.856663 + Penalty 1872.665433 = -1419365.191230 nChanged 1 SP:Iteration 95Q (5572.229051 sec): 3 clusters Score: Raw -1421237.991885 + Penalty 1872.665433 = -1419365.326453 nChanged 4 SP:Iteration 96Q (5572.294691 sec): 3 clusters Score: Raw -1421238.212012 + Penalty 1872.665433 = -1419365.546580 nChanged 5 SP:Iteration 97Q (5572.364128 sec): 3 clusters Score: Raw -1421238.595416 + Penalty 1872.665433 = -1419365.929983 nChanged 9 SP:Iteration 98Q (5572.432621 sec): 3 clusters Score: Raw -1421239.577299 + Penalty 1872.665433 = -1419366.911866 nChanged 12 SP:Iteration 99Q (5572.498103 sec): 3 clusters Score: Raw -1421240.699286 + Penalty 1872.665433 = -1419368.033854 nChanged 9 SP:Iteration 100F (5572.557130 sec): 3 clusters Score: Raw -1421241.375497 + Penalty 1872.665433 = -1419368.710064 nChanged 6 SP:Iteration 101Q (5572.616368 sec): 3 clusters Score: Raw -1421241.850090 + Penalty 1872.665433 = -1419369.184657 nChanged 7 SP:Iteration 102Q (5572.697828 sec): 3 clusters Score: Raw -1421242.412141 + Penalty 1872.665433 = -1419369.746709 nChanged 6 SP:Iteration 103Q (5572.768415 sec): 3 clusters Score: Raw -1421242.864783 + Penalty 1872.665433 = -1419370.199350 nChanged 9 SP:Iteration 104Q (5572.838721 sec): 3 clusters Score: Raw -1421243.663959 + Penalty 1872.665433 = -1419370.998526 nChanged 4 SP:Iteration 105Q (5572.905287 sec): 3 clusters Score: Raw -1421243.894323 + Penalty 1872.665433 = -1419371.228890 nChanged 3 SP:Iteration 106Q (5572.976094 sec): 3 clusters Score: Raw -1421244.108849 + Penalty 1872.665433 = -1419371.443416 nChanged 3 SP:Iteration 107Q (5573.045971 sec): 3 clusters Score: Raw -1421244.461760 + Penalty 1872.665433 = -1419371.796327 nChanged 2 SP:Iteration 108Q (5573.104881 sec): 3 clusters Score: Raw -1421244.697435 + Penalty 1872.665433 = -1419372.032003 nChanged 4 SP:Iteration 109Q (5573.172229 sec): 3 clusters Score: Raw -1421245.199573 + Penalty 1872.665433 = -1419372.534141 nChanged 4 SP:Iteration 110Q (5573.240954 sec): 3 clusters Score: Raw -1421245.626729 + Penalty 1872.665433 = -1419372.961296 nChanged 7 SP:Iteration 111Q (5573.308191 sec): 3 clusters Score: Raw -1421246.240237 + Penalty 1872.665433 = -1419373.574804 nChanged 5 SP:Iteration 112Q (5573.376461 sec): 3 clusters Score: Raw -1421246.660991 + Penalty 1872.665433 = -1419373.995558 nChanged 3 SP:Iteration 113Q (5573.446309 sec): 3 clusters Score: Raw -1421246.934383 + Penalty 1872.665433 = -1419374.268950 nChanged 4 SP:Iteration 114Q (5573.506934 sec): 3 clusters Score: Raw -1421247.248943 + Penalty 1872.665433 = -1419374.583510 nChanged 5 SP:Iteration 115Q (5573.577057 sec): 3 clusters Score: Raw -1421247.707725 + Penalty 1872.665433 = -1419375.042293 nChanged 4 SP:Iteration 116Q (5573.647249 sec): 3 clusters Score: Raw -1421248.038417 + Penalty 1872.665433 = -1419375.372984 nChanged 3 SP:Iteration 117Q (5573.718170 sec): 3 clusters Score: Raw -1421248.276231 + Penalty 1872.665433 = -1419375.610798 nChanged 4 SP:Iteration 118Q (5573.795740 sec): 3 clusters Score: Raw -1421248.530737 + Penalty 1872.665433 = -1419375.865305 nChanged 5 SP:Iteration 119Q (5573.865505 sec): 3 clusters Score: Raw -1421249.092417 + Penalty 1872.665433 = -1419376.426984 nChanged 6 SP:Iteration 120F (5573.938172 sec): 3 clusters Score: Raw -1421249.612845 + Penalty 1872.665433 = -1419376.947412 nChanged 3 SP:Iteration 121Q (5573.998544 sec): 3 clusters Score: Raw -1421250.054834 + Penalty 1872.665433 = -1419377.389401 nChanged 4 SP:Iteration 122Q (5574.076669 sec): 3 clusters Score: Raw -1421250.397128 + Penalty 1872.665433 = -1419377.731695 nChanged 3 SP:Iteration 123Q (5574.144364 sec): 3 clusters Score: Raw -1421250.658551 + Penalty 1872.665433 = -1419377.993119 nChanged 5 SP:Iteration 124Q (5574.210830 sec): 3 clusters Score: Raw -1421251.121129 + Penalty 1872.665433 = -1419378.455697 nChanged 3 SP:Iteration 125Q (5574.280728 sec): 3 clusters Score: Raw -1421251.406709 + Penalty 1872.665433 = -1419378.741277 nChanged 1 SP:Iteration 126Q (5574.350851 sec): 3 clusters Score: Raw -1421251.500396 + Penalty 1872.665433 = -1419378.834964 nChanged 0 SP:Iteration 127F (5574.414404 sec): 3 clusters Score: Raw -1421251.500396 + Penalty 1872.665433 = -1419378.834964 nChanged 0 Trying to split cluster 18 (3648 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5574.451748 sec): 2 clusters Score: Raw -272458.841966 + Penalty 779.183763 = -271679.658203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5574.496689 sec): 3 clusters Score: Raw -270467.527599 + Penalty 1558.367527 = -268909.160072 nChanged 1515 SP:Iteration 1F (5574.549816 sec): 3 clusters Score: Raw -271222.588202 + Penalty 1558.367527 = -269664.220675 nChanged 226 SP:Iteration 2F (5574.600364 sec): 3 clusters Score: Raw -271351.890566 + Penalty 1558.367527 = -269793.523039 nChanged 195 SP:Iteration 3F (5574.655832 sec): 3 clusters Score: Raw -271462.928321 + Penalty 1558.367527 = -269904.560794 nChanged 188 SP:Iteration 4F (5574.709114 sec): 3 clusters Score: Raw -271565.580753 + Penalty 1558.367527 = -270007.213226 nChanged 181 SP:Iteration 5Q (5574.762891 sec): 3 clusters Score: Raw -271667.732674 + Penalty 1558.367527 = -270109.365147 nChanged 145 SP:Iteration 6Q (5574.813084 sec): 3 clusters Score: Raw -271748.527000 + Penalty 1558.367527 = -270190.159473 nChanged 143 SP:Iteration 7Q (5574.868597 sec): 3 clusters Score: Raw -271827.584985 + Penalty 1558.367527 = -270269.217458 nChanged 130 SP:Iteration 8Q (5574.904360 sec): 3 clusters Score: Raw -271898.852011 + Penalty 1558.367527 = -270340.484485 nChanged 113 SP:Iteration 9Q (5574.964192 sec): 3 clusters Score: Raw -271963.119934 + Penalty 1558.367527 = -270404.752408 nChanged 105 SP:Iteration 10Q (5575.002657 sec): 3 clusters Score: Raw -272020.122040 + Penalty 1558.367527 = -270461.754513 nChanged 92 SP:Iteration 11Q (5575.053608 sec): 3 clusters Score: Raw -272072.942830 + Penalty 1558.367527 = -270514.575303 nChanged 91 SP:Iteration 12Q (5575.115828 sec): 3 clusters Score: Raw -272126.764218 + Penalty 1558.367527 = -270568.396691 nChanged 69 SP:Iteration 13Q (5575.157958 sec): 3 clusters Score: Raw -272167.195645 + Penalty 1558.367527 = -270608.828118 nChanged 58 SP:Iteration 14Q (5575.218724 sec): 3 clusters Score: Raw -272193.481533 + Penalty 1558.367527 = -270635.114006 nChanged 53 SP:Iteration 15Q (5575.260391 sec): 3 clusters Score: Raw -272219.281769 + Penalty 1558.367527 = -270660.914243 nChanged 45 SP:Iteration 16Q (5575.308807 sec): 3 clusters Score: Raw -272235.265890 + Penalty 1558.367527 = -270676.898363 nChanged 36 SP:Iteration 17Q (5575.349171 sec): 3 clusters Score: Raw -272247.572220 + Penalty 1558.367527 = -270689.204694 nChanged 31 SP:Iteration 18Q (5575.408400 sec): 3 clusters Score: Raw -272259.224414 + Penalty 1558.367527 = -270700.856887 nChanged 26 SP:Iteration 19Q (5575.444563 sec): 3 clusters Score: Raw -272267.447510 + Penalty 1558.367527 = -270709.079983 nChanged 22 SP:Iteration 20F (5575.504160 sec): 3 clusters Score: Raw -272274.274503 + Penalty 1558.367527 = -270715.906976 nChanged 17 SP:Iteration 21Q (5575.543526 sec): 3 clusters Score: Raw -272279.165774 + Penalty 1558.367527 = -270720.798247 nChanged 20 SP:Iteration 22Q (5575.589947 sec): 3 clusters Score: Raw -272286.742754 + Penalty 1558.367527 = -270728.375227 nChanged 16 SP:Iteration 23Q (5575.630798 sec): 3 clusters Score: Raw -272292.885334 + Penalty 1558.367527 = -270734.517807 nChanged 19 SP:Iteration 24Q (5575.669596 sec): 3 clusters Score: Raw -272300.959368 + Penalty 1558.367527 = -270742.591842 nChanged 25 SP:Iteration 25Q (5575.682932 sec): 3 clusters Score: Raw -272309.620969 + Penalty 1558.367527 = -270751.253442 nChanged 23 SP:Iteration 26Q (5575.734091 sec): 3 clusters Score: Raw -272320.327491 + Penalty 1558.367527 = -270761.959964 nChanged 22 SP:Iteration 27Q (5575.790459 sec): 3 clusters Score: Raw -272329.224274 + Penalty 1558.367527 = -270770.856747 nChanged 26 SP:Iteration 28Q (5575.821754 sec): 3 clusters Score: Raw -272338.094872 + Penalty 1558.367527 = -270779.727346 nChanged 21 SP:Iteration 29Q (5575.874127 sec): 3 clusters Score: Raw -272343.904707 + Penalty 1558.367527 = -270785.537181 nChanged 14 SP:Iteration 30Q (5575.926273 sec): 3 clusters Score: Raw -272348.283586 + Penalty 1558.367527 = -270789.916059 nChanged 15 SP:Iteration 31Q (5575.975816 sec): 3 clusters Score: Raw -272353.813848 + Penalty 1558.367527 = -270795.446321 nChanged 17 SP:Iteration 32Q (5576.027670 sec): 3 clusters Score: Raw -272359.857620 + Penalty 1558.367527 = -270801.490094 nChanged 12 SP:Iteration 33Q (5576.083420 sec): 3 clusters Score: Raw -272364.313690 + Penalty 1558.367527 = -270805.946164 nChanged 10 SP:Iteration 34Q (5576.121400 sec): 3 clusters Score: Raw -272368.674840 + Penalty 1558.367527 = -270810.307313 nChanged 7 SP:Iteration 35Q (5576.162254 sec): 3 clusters Score: Raw -272371.776840 + Penalty 1558.367527 = -270813.409314 nChanged 9 SP:Iteration 36Q (5576.214043 sec): 3 clusters Score: Raw -272376.017754 + Penalty 1558.367527 = -270817.650227 nChanged 10 SP:Iteration 37Q (5576.277538 sec): 3 clusters Score: Raw -272380.270161 + Penalty 1558.367527 = -270821.902634 nChanged 6 SP:Iteration 38Q (5576.311292 sec): 3 clusters Score: Raw -272381.542548 + Penalty 1558.367527 = -270823.175022 nChanged 5 SP:Iteration 39Q (5576.364460 sec): 3 clusters Score: Raw -272382.471688 + Penalty 1558.367527 = -270824.104161 nChanged 4 SP:Iteration 40F (5576.417825 sec): 3 clusters Score: Raw -272383.472719 + Penalty 1558.367527 = -270825.105192 nChanged 4 SP:Iteration 41Q (5576.460124 sec): 3 clusters Score: Raw -272384.009842 + Penalty 1558.367527 = -270825.642315 nChanged 2 SP:Iteration 42Q (5576.507297 sec): 3 clusters Score: Raw -272384.423216 + Penalty 1558.367527 = -270826.055689 nChanged 2 SP:Iteration 43Q (5576.554399 sec): 3 clusters Score: Raw -272385.998833 + Penalty 1558.367527 = -270827.631306 nChanged 4 SP:Iteration 44Q (5576.606654 sec): 3 clusters Score: Raw -272387.555644 + Penalty 1558.367527 = -270829.188118 nChanged 6 SP:Iteration 45Q (5576.655419 sec): 3 clusters Score: Raw -272389.722107 + Penalty 1558.367527 = -270831.354581 nChanged 8 SP:Iteration 46Q (5576.701003 sec): 3 clusters Score: Raw -272392.792125 + Penalty 1558.367527 = -270834.424598 nChanged 10 SP:Iteration 47Q (5576.765567 sec): 3 clusters Score: Raw -272396.591849 + Penalty 1558.367527 = -270838.224322 nChanged 5 SP:Iteration 48Q (5576.809038 sec): 3 clusters Score: Raw -272397.678262 + Penalty 1558.367527 = -270839.310735 nChanged 3 SP:Iteration 49Q (5576.853857 sec): 3 clusters Score: Raw -272398.347376 + Penalty 1558.367527 = -270839.979849 nChanged 2 SP:Iteration 50Q (5576.904425 sec): 3 clusters Score: Raw -272398.811520 + Penalty 1558.367527 = -270840.443993 nChanged 1 SP:Iteration 51Q (5576.946959 sec): 3 clusters Score: Raw -272398.931785 + Penalty 1558.367527 = -270840.564258 nChanged 2 SP:Iteration 52Q (5576.987114 sec): 3 clusters Score: Raw -272399.803811 + Penalty 1558.367527 = -270841.436285 nChanged 3 SP:Iteration 53Q (5577.023810 sec): 3 clusters Score: Raw -272401.458896 + Penalty 1558.367527 = -270843.091369 nChanged 7 SP:Iteration 54Q (5577.071891 sec): 3 clusters Score: Raw -272406.675112 + Penalty 1558.367527 = -270848.307586 nChanged 13 SP:Iteration 55Q (5577.114275 sec): 3 clusters Score: Raw -272413.532799 + Penalty 1558.367527 = -270855.165272 nChanged 9 SP:Iteration 56Q (5577.167067 sec): 3 clusters Score: Raw -272417.109734 + Penalty 1558.367527 = -270858.742207 nChanged 6 SP:Iteration 57Q (5577.220338 sec): 3 clusters Score: Raw -272418.926350 + Penalty 1558.367527 = -270860.558823 nChanged 4 SP:Iteration 58Q (5577.273931 sec): 3 clusters Score: Raw -272419.888736 + Penalty 1558.367527 = -270861.521209 nChanged 4 SP:Iteration 59Q (5577.314611 sec): 3 clusters Score: Raw -272421.019615 + Penalty 1558.367527 = -270862.652088 nChanged 5 SP:Iteration 60F (5577.366791 sec): 3 clusters Score: Raw -272422.814294 + Penalty 1558.367527 = -270864.446767 nChanged 6 SP:Iteration 61Q (5577.418311 sec): 3 clusters Score: Raw -272423.998984 + Penalty 1558.367527 = -270865.631457 nChanged 5 SP:Iteration 62Q (5577.469803 sec): 3 clusters Score: Raw -272425.793435 + Penalty 1558.367527 = -270867.425908 nChanged 6 SP:Iteration 63Q (5577.521239 sec): 3 clusters Score: Raw -272428.063432 + Penalty 1558.367527 = -270869.695906 nChanged 9 SP:Iteration 64Q (5577.572786 sec): 3 clusters Score: Raw -272431.040571 + Penalty 1558.367527 = -270872.673044 nChanged 4 SP:Iteration 65Q (5577.624146 sec): 3 clusters Score: Raw -272432.267162 + Penalty 1558.367527 = -270873.899635 nChanged 6 SP:Iteration 66Q (5577.674608 sec): 3 clusters Score: Raw -272434.872688 + Penalty 1558.367527 = -270876.505162 nChanged 6 SP:Iteration 67Q (5577.726107 sec): 3 clusters Score: Raw -272438.629959 + Penalty 1558.367527 = -270880.262432 nChanged 10 SP:Iteration 68Q (5577.766807 sec): 3 clusters Score: Raw -272444.057811 + Penalty 1558.367527 = -270885.690284 nChanged 7 SP:Iteration 69Q (5577.815615 sec): 3 clusters Score: Raw -272449.243010 + Penalty 1558.367527 = -270890.875483 nChanged 7 SP:Iteration 70Q (5577.866803 sec): 3 clusters Score: Raw -272452.934166 + Penalty 1558.367527 = -270894.566639 nChanged 5 SP:Iteration 71Q (5577.918273 sec): 3 clusters Score: Raw -272455.332431 + Penalty 1558.367527 = -270896.964905 nChanged 5 SP:Iteration 72Q (5577.969786 sec): 3 clusters Score: Raw -272457.958652 + Penalty 1558.367527 = -270899.591125 nChanged 6 SP:Iteration 73Q (5578.009573 sec): 3 clusters Score: Raw -272460.382360 + Penalty 1558.367527 = -270902.014833 nChanged 6 SP:Iteration 74Q (5578.060881 sec): 3 clusters Score: Raw -272462.507637 + Penalty 1558.367527 = -270904.140111 nChanged 6 SP:Iteration 75Q (5578.109433 sec): 3 clusters Score: Raw -272464.527457 + Penalty 1558.367527 = -270906.159930 nChanged 5 SP:Iteration 76Q (5578.152102 sec): 3 clusters Score: Raw -272466.816673 + Penalty 1558.367527 = -270908.449146 nChanged 4 SP:Iteration 77Q (5578.203255 sec): 3 clusters Score: Raw -272468.597282 + Penalty 1558.367527 = -270910.229756 nChanged 5 SP:Iteration 78Q (5578.248748 sec): 3 clusters Score: Raw -272470.811063 + Penalty 1558.367527 = -270912.443537 nChanged 4 SP:Iteration 79Q (5578.300188 sec): 3 clusters Score: Raw -272472.436161 + Penalty 1558.367527 = -270914.068634 nChanged 3 SP:Iteration 80F (5578.345240 sec): 3 clusters Score: Raw -272474.181321 + Penalty 1558.367527 = -270915.813794 nChanged 6 SP:Iteration 81Q (5578.396397 sec): 3 clusters Score: Raw -272476.498674 + Penalty 1558.367527 = -270918.131148 nChanged 6 SP:Iteration 82Q (5578.447582 sec): 3 clusters Score: Raw -272478.789467 + Penalty 1558.367527 = -270920.421940 nChanged 2 SP:Iteration 83Q (5578.495277 sec): 3 clusters Score: Raw -272479.365968 + Penalty 1558.367527 = -270920.998441 nChanged 1 SP:Iteration 84Q (5578.548857 sec): 3 clusters Score: Raw -272479.943803 + Penalty 1558.367527 = -270921.576276 nChanged 2 SP:Iteration 85Q (5578.601063 sec): 3 clusters Score: Raw -272480.944850 + Penalty 1558.367527 = -270922.577324 nChanged 1 SP:Iteration 86Q (5578.650921 sec): 3 clusters Score: Raw -272481.373954 + Penalty 1558.367527 = -270923.006428 nChanged 1 SP:Iteration 87Q (5578.701964 sec): 3 clusters Score: Raw -272481.615062 + Penalty 1558.367527 = -270923.247536 nChanged 3 SP:Iteration 88Q (5578.753853 sec): 3 clusters Score: Raw -272482.966559 + Penalty 1558.367527 = -270924.599032 nChanged 5 SP:Iteration 89Q (5578.804304 sec): 3 clusters Score: Raw -272486.762740 + Penalty 1558.367527 = -270928.395213 nChanged 3 SP:Iteration 90Q (5578.855308 sec): 3 clusters Score: Raw -272488.430414 + Penalty 1558.367527 = -270930.062888 nChanged 0 SP:Iteration 91F (5578.901996 sec): 3 clusters Score: Raw -272488.430414 + Penalty 1558.367527 = -270930.062888 nChanged 0 Trying to split cluster 19 (21708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5578.947494 sec): 2 clusters Score: Raw -1647995.903331 + Penalty 948.616433 = -1647047.286898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5579.025178 sec): 3 clusters Score: Raw -1634467.327423 + Penalty 1897.232866 = -1632570.094557 nChanged 10047 SP:Iteration 1F (5579.097094 sec): 3 clusters Score: Raw -1640206.574227 + Penalty 1897.232866 = -1638309.341361 nChanged 937 SP:Iteration 2Q (5579.165226 sec): 3 clusters Score: Raw -1640586.050720 + Penalty 1897.232866 = -1638688.817854 nChanged 987 SP:Iteration 3Q (5579.240708 sec): 3 clusters Score: Raw -1641105.670689 + Penalty 1897.232866 = -1639208.437823 nChanged 1175 SP:Iteration 4F (5579.317416 sec): 3 clusters Score: Raw -1641894.577204 + Penalty 1897.232866 = -1639997.344339 nChanged 1348 SP:Iteration 5F (5579.389551 sec): 3 clusters Score: Raw -1643009.951098 + Penalty 1897.232866 = -1641112.718232 nChanged 1424 SP:Iteration 6F (5579.460097 sec): 3 clusters Score: Raw -1644353.999851 + Penalty 1897.232866 = -1642456.766985 nChanged 1299 SP:Iteration 7F (5579.539869 sec): 3 clusters Score: Raw -1645560.471851 + Penalty 1897.232866 = -1643663.238985 nChanged 966 SP:Iteration 8Q (5579.616128 sec): 3 clusters Score: Raw -1646377.451402 + Penalty 1897.232866 = -1644480.218536 nChanged 702 SP:Iteration 9Q (5579.691411 sec): 3 clusters Score: Raw -1646929.236704 + Penalty 1897.232866 = -1645032.003839 nChanged 538 SP:Iteration 10Q (5579.758959 sec): 3 clusters Score: Raw -1647340.890248 + Penalty 1897.232866 = -1645443.657382 nChanged 382 SP:Iteration 11Q (5579.832221 sec): 3 clusters Score: Raw -1647636.742303 + Penalty 1897.232866 = -1645739.509437 nChanged 235 SP:Iteration 12Q (5579.900057 sec): 3 clusters Score: Raw -1647786.405215 + Penalty 1897.232866 = -1645889.172349 nChanged 146 SP:Iteration 13Q (5579.968032 sec): 3 clusters Score: Raw -1647885.725018 + Penalty 1897.232866 = -1645988.492152 nChanged 96 SP:Iteration 14Q (5580.040653 sec): 3 clusters Score: Raw -1647958.253767 + Penalty 1897.232866 = -1646061.020901 nChanged 64 SP:Iteration 15Q (5580.110492 sec): 3 clusters Score: Raw -1648015.894829 + Penalty 1897.232866 = -1646118.661964 nChanged 41 SP:Iteration 16Q (5580.189441 sec): 3 clusters Score: Raw -1648058.761701 + Penalty 1897.232866 = -1646161.528835 nChanged 32 SP:Iteration 17Q (5580.258695 sec): 3 clusters Score: Raw -1648089.759450 + Penalty 1897.232866 = -1646192.526584 nChanged 24 SP:Iteration 18Q (5580.329824 sec): 3 clusters Score: Raw -1648111.474844 + Penalty 1897.232866 = -1646214.241978 nChanged 13 SP:Iteration 19Q (5580.400578 sec): 3 clusters Score: Raw -1648123.886595 + Penalty 1897.232866 = -1646226.653729 nChanged 8 SP:Iteration 20F (5580.472068 sec): 3 clusters Score: Raw -1648129.852704 + Penalty 1897.232866 = -1646232.619839 nChanged 10 SP:Iteration 21Q (5580.543319 sec): 3 clusters Score: Raw -1648136.450184 + Penalty 1897.232866 = -1646239.217318 nChanged 5 SP:Iteration 22Q (5580.615258 sec): 3 clusters Score: Raw -1648141.006114 + Penalty 1897.232866 = -1646243.773248 nChanged 4 SP:Iteration 23Q (5580.683160 sec): 3 clusters Score: Raw -1648144.380129 + Penalty 1897.232866 = -1646247.147264 nChanged 3 SP:Iteration 24Q (5580.746983 sec): 3 clusters Score: Raw -1648146.748724 + Penalty 1897.232866 = -1646249.515858 nChanged 3 SP:Iteration 25Q (5580.805366 sec): 3 clusters Score: Raw -1648149.321238 + Penalty 1897.232866 = -1646252.088372 nChanged 5 SP:Iteration 26Q (5580.867366 sec): 3 clusters Score: Raw -1648152.489164 + Penalty 1897.232866 = -1646255.256298 nChanged 3 SP:Iteration 27Q (5580.946847 sec): 3 clusters Score: Raw -1648154.378318 + Penalty 1897.232866 = -1646257.145452 nChanged 7 SP:Iteration 28Q (5581.014353 sec): 3 clusters Score: Raw -1648160.644604 + Penalty 1897.232866 = -1646263.411738 nChanged 4 SP:Iteration 29Q (5581.082227 sec): 3 clusters Score: Raw -1648162.832421 + Penalty 1897.232866 = -1646265.599555 nChanged 1 SP:Iteration 30Q (5581.146390 sec): 3 clusters Score: Raw -1648163.880174 + Penalty 1897.232866 = -1646266.647309 nChanged 1 SP:Iteration 31Q (5581.203243 sec): 3 clusters Score: Raw -1648164.509101 + Penalty 1897.232866 = -1646267.276236 nChanged 0 SP:Iteration 32F (5581.271361 sec): 3 clusters Score: Raw -1648164.509101 + Penalty 1897.232866 = -1646267.276236 nChanged 0 Trying to split cluster 20 (38664 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5581.346292 sec): 2 clusters Score: Raw -2930174.113039 + Penalty 1003.453100 = -2929170.659939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5581.430887 sec): 3 clusters Score: Raw -2905666.368953 + Penalty 2006.906201 = -2903659.462752 nChanged 18178 SP:Iteration 1F (5581.523281 sec): 3 clusters Score: Raw -2916195.856725 + Penalty 2006.906201 = -2914188.950524 nChanged 1882 SP:Iteration 2Q (5581.629957 sec): 3 clusters Score: Raw -2916900.511447 + Penalty 2006.906201 = -2914893.605246 nChanged 2003 SP:Iteration 3F (5581.716955 sec): 3 clusters Score: Raw -2917820.446486 + Penalty 2006.906201 = -2915813.540285 nChanged 2310 SP:Iteration 4F (5581.818185 sec): 3 clusters Score: Raw -2919211.354674 + Penalty 2006.906201 = -2917204.448474 nChanged 2576 SP:Iteration 5F (5581.914695 sec): 3 clusters Score: Raw -2921138.279610 + Penalty 2006.906201 = -2919131.373410 nChanged 2544 SP:Iteration 6F (5582.010977 sec): 3 clusters Score: Raw -2923252.538837 + Penalty 2006.906201 = -2921245.632636 nChanged 2213 SP:Iteration 7F (5582.097664 sec): 3 clusters Score: Raw -2924943.154035 + Penalty 2006.906201 = -2922936.247835 nChanged 1611 SP:Iteration 8Q (5582.205553 sec): 3 clusters Score: Raw -2925933.507265 + Penalty 2006.906201 = -2923926.601065 nChanged 1160 SP:Iteration 9Q (5582.305680 sec): 3 clusters Score: Raw -2926486.130766 + Penalty 2006.906201 = -2924479.224565 nChanged 821 SP:Iteration 10Q (5582.402913 sec): 3 clusters Score: Raw -2926855.779614 + Penalty 2006.906201 = -2924848.873413 nChanged 715 SP:Iteration 11Q (5582.494523 sec): 3 clusters Score: Raw -2927187.448754 + Penalty 2006.906201 = -2925180.542553 nChanged 679 SP:Iteration 12Q (5582.578186 sec): 3 clusters Score: Raw -2927489.141532 + Penalty 2006.906201 = -2925482.235331 nChanged 649 SP:Iteration 13Q (5582.674594 sec): 3 clusters Score: Raw -2927795.123241 + Penalty 2006.906201 = -2925788.217040 nChanged 625 SP:Iteration 14Q (5582.769496 sec): 3 clusters Score: Raw -2928126.269460 + Penalty 2006.906201 = -2926119.363260 nChanged 608 SP:Iteration 15Q (5582.863453 sec): 3 clusters Score: Raw -2928451.980278 + Penalty 2006.906201 = -2926445.074077 nChanged 558 SP:Iteration 16Q (5582.958123 sec): 3 clusters Score: Raw -2928773.341943 + Penalty 2006.906201 = -2926766.435742 nChanged 524 SP:Iteration 17Q (5583.052662 sec): 3 clusters Score: Raw -2929096.011566 + Penalty 2006.906201 = -2927089.105365 nChanged 435 SP:Iteration 18Q (5583.135232 sec): 3 clusters Score: Raw -2929367.139733 + Penalty 2006.906201 = -2927360.233532 nChanged 359 SP:Iteration 19Q (5583.225941 sec): 3 clusters Score: Raw -2929588.115236 + Penalty 2006.906201 = -2927581.209035 nChanged 312 SP:Iteration 20F (5583.316877 sec): 3 clusters Score: Raw -2929803.183227 + Penalty 2006.906201 = -2927796.277026 nChanged 259 SP:Iteration 21Q (5583.404460 sec): 3 clusters Score: Raw -2929956.659822 + Penalty 2006.906201 = -2927949.753621 nChanged 173 SP:Iteration 22Q (5583.489919 sec): 3 clusters Score: Raw -2930047.376693 + Penalty 2006.906201 = -2928040.470493 nChanged 126 SP:Iteration 23Q (5583.585962 sec): 3 clusters Score: Raw -2930110.486654 + Penalty 2006.906201 = -2928103.580454 nChanged 112 SP:Iteration 24Q (5583.631372 sec): 3 clusters Score: Raw -2930172.091283 + Penalty 2006.906201 = -2928165.185082 nChanged 107 SP:Iteration 25Q (5583.723089 sec): 3 clusters Score: Raw -2930234.816148 + Penalty 2006.906201 = -2928227.909947 nChanged 86 SP:Iteration 26Q (5583.813919 sec): 3 clusters Score: Raw -2930284.393167 + Penalty 2006.906201 = -2928277.486966 nChanged 64 SP:Iteration 27Q (5583.904697 sec): 3 clusters Score: Raw -2930319.432372 + Penalty 2006.906201 = -2928312.526172 nChanged 56 SP:Iteration 28Q (5583.995669 sec): 3 clusters Score: Raw -2930349.453785 + Penalty 2006.906201 = -2928342.547584 nChanged 37 SP:Iteration 29Q (5584.091357 sec): 3 clusters Score: Raw -2930364.632482 + Penalty 2006.906201 = -2928357.726281 nChanged 26 SP:Iteration 30Q (5584.168479 sec): 3 clusters Score: Raw -2930374.916600 + Penalty 2006.906201 = -2928368.010399 nChanged 21 SP:Iteration 31Q (5584.264158 sec): 3 clusters Score: Raw -2930382.141541 + Penalty 2006.906201 = -2928375.235340 nChanged 15 SP:Iteration 32Q (5584.346978 sec): 3 clusters Score: Raw -2930388.276659 + Penalty 2006.906201 = -2928381.370458 nChanged 12 SP:Iteration 33Q (5584.432939 sec): 3 clusters Score: Raw -2930393.114550 + Penalty 2006.906201 = -2928386.208350 nChanged 11 SP:Iteration 34Q (5584.521127 sec): 3 clusters Score: Raw -2930396.889129 + Penalty 2006.906201 = -2928389.982929 nChanged 7 SP:Iteration 35Q (5584.599000 sec): 3 clusters Score: Raw -2930399.440938 + Penalty 2006.906201 = -2928392.534738 nChanged 5 SP:Iteration 36Q (5584.687909 sec): 3 clusters Score: Raw -2930401.570607 + Penalty 2006.906201 = -2928394.664407 nChanged 6 SP:Iteration 37Q (5584.768005 sec): 3 clusters Score: Raw -2930405.523369 + Penalty 2006.906201 = -2928398.617168 nChanged 9 SP:Iteration 38Q (5584.855976 sec): 3 clusters Score: Raw -2930408.171519 + Penalty 2006.906201 = -2928401.265319 nChanged 10 SP:Iteration 39Q (5584.934498 sec): 3 clusters Score: Raw -2930411.072526 + Penalty 2006.906201 = -2928404.166325 nChanged 10 SP:Iteration 40F (5585.026395 sec): 3 clusters Score: Raw -2930415.562929 + Penalty 2006.906201 = -2928408.656728 nChanged 6 SP:Iteration 41Q (5585.109100 sec): 3 clusters Score: Raw -2930417.673234 + Penalty 2006.906201 = -2928410.767034 nChanged 2 SP:Iteration 42Q (5585.191311 sec): 3 clusters Score: Raw -2930418.128683 + Penalty 2006.906201 = -2928411.222483 nChanged 1 SP:Iteration 43Q (5585.275812 sec): 3 clusters Score: Raw -2930418.767366 + Penalty 2006.906201 = -2928411.861166 nChanged 1 SP:Iteration 44Q (5585.364783 sec): 3 clusters Score: Raw -2930418.951708 + Penalty 2006.906201 = -2928412.045507 nChanged 1 SP:Iteration 45Q (5585.453702 sec): 3 clusters Score: Raw -2930419.266708 + Penalty 2006.906201 = -2928412.360508 nChanged 0 SP:Iteration 46F (5585.550377 sec): 3 clusters Score: Raw -2930419.266708 + Penalty 2006.906201 = -2928412.360508 nChanged 0 Trying to split cluster 21 (2869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5585.570414 sec): 2 clusters Score: Raw -208537.776880 + Penalty 756.363288 = -207781.413592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5585.621782 sec): 3 clusters Score: Raw -207061.454931 + Penalty 1512.726575 = -205548.728356 nChanged 1145 SP:Iteration 1F (5585.669049 sec): 3 clusters Score: Raw -207712.732823 + Penalty 1512.726575 = -206200.006248 nChanged 209 SP:Iteration 2F (5585.720250 sec): 3 clusters Score: Raw -207831.344899 + Penalty 1512.726575 = -206318.618324 nChanged 162 SP:Iteration 3F (5585.771323 sec): 3 clusters Score: Raw -207922.095421 + Penalty 1512.726575 = -206409.368846 nChanged 117 SP:Iteration 4Q (5585.819555 sec): 3 clusters Score: Raw -207978.248785 + Penalty 1512.726575 = -206465.522210 nChanged 84 SP:Iteration 5Q (5585.870470 sec): 3 clusters Score: Raw -208018.299558 + Penalty 1512.726575 = -206505.572983 nChanged 91 SP:Iteration 6Q (5585.905419 sec): 3 clusters Score: Raw -208060.336874 + Penalty 1512.726575 = -206547.610299 nChanged 78 SP:Iteration 7Q (5585.959240 sec): 3 clusters Score: Raw -208102.888174 + Penalty 1512.726575 = -206590.161599 nChanged 76 SP:Iteration 8Q (5586.010416 sec): 3 clusters Score: Raw -208140.809446 + Penalty 1512.726575 = -206628.082871 nChanged 65 SP:Iteration 9Q (5586.053497 sec): 3 clusters Score: Raw -208170.908676 + Penalty 1512.726575 = -206658.182101 nChanged 50 SP:Iteration 10Q (5586.110765 sec): 3 clusters Score: Raw -208193.287616 + Penalty 1512.726575 = -206680.561041 nChanged 48 SP:Iteration 11Q (5586.154994 sec): 3 clusters Score: Raw -208208.432646 + Penalty 1512.726575 = -206695.706071 nChanged 41 SP:Iteration 12Q (5586.196760 sec): 3 clusters Score: Raw -208224.817158 + Penalty 1512.726575 = -206712.090583 nChanged 45 SP:Iteration 13Q (5586.243803 sec): 3 clusters Score: Raw -208243.799940 + Penalty 1512.726575 = -206731.073365 nChanged 50 SP:Iteration 14Q (5586.285726 sec): 3 clusters Score: Raw -208267.649248 + Penalty 1512.726575 = -206754.922673 nChanged 53 SP:Iteration 15Q (5586.332999 sec): 3 clusters Score: Raw -208296.426901 + Penalty 1512.726575 = -206783.700326 nChanged 49 SP:Iteration 16Q (5586.381986 sec): 3 clusters Score: Raw -208318.051710 + Penalty 1512.726575 = -206805.325135 nChanged 49 SP:Iteration 17Q (5586.436566 sec): 3 clusters Score: Raw -208342.016897 + Penalty 1512.726575 = -206829.290322 nChanged 43 SP:Iteration 18Q (5586.482779 sec): 3 clusters Score: Raw -208357.726420 + Penalty 1512.726575 = -206844.999845 nChanged 41 SP:Iteration 19Q (5586.524041 sec): 3 clusters Score: Raw -208371.916145 + Penalty 1512.726575 = -206859.189570 nChanged 33 SP:Iteration 20F (5586.572104 sec): 3 clusters Score: Raw -208382.732243 + Penalty 1512.726575 = -206870.005668 nChanged 25 SP:Iteration 21Q (5586.615826 sec): 3 clusters Score: Raw -208389.488706 + Penalty 1512.726575 = -206876.762131 nChanged 16 SP:Iteration 22Q (5586.666258 sec): 3 clusters Score: Raw -208393.144908 + Penalty 1512.726575 = -206880.418333 nChanged 18 SP:Iteration 23Q (5586.721839 sec): 3 clusters Score: Raw -208397.641435 + Penalty 1512.726575 = -206884.914860 nChanged 16 SP:Iteration 24Q (5586.763235 sec): 3 clusters Score: Raw -208402.138258 + Penalty 1512.726575 = -206889.411683 nChanged 12 SP:Iteration 25Q (5586.812450 sec): 3 clusters Score: Raw -208404.691007 + Penalty 1512.726575 = -206891.964432 nChanged 11 SP:Iteration 26Q (5586.862613 sec): 3 clusters Score: Raw -208407.596980 + Penalty 1512.726575 = -206894.870405 nChanged 7 SP:Iteration 27Q (5586.912715 sec): 3 clusters Score: Raw -208409.269749 + Penalty 1512.726575 = -206896.543174 nChanged 5 SP:Iteration 28Q (5586.966410 sec): 3 clusters Score: Raw -208410.667671 + Penalty 1512.726575 = -206897.941096 nChanged 3 SP:Iteration 29Q (5587.013702 sec): 3 clusters Score: Raw -208411.308463 + Penalty 1512.726575 = -206898.581888 nChanged 4 SP:Iteration 30Q (5587.049577 sec): 3 clusters Score: Raw -208412.237796 + Penalty 1512.726575 = -206899.511221 nChanged 6 SP:Iteration 31Q (5587.103567 sec): 3 clusters Score: Raw -208413.096107 + Penalty 1512.726575 = -206900.369532 nChanged 8 SP:Iteration 32Q (5587.156367 sec): 3 clusters Score: Raw -208414.950060 + Penalty 1512.726575 = -206902.223485 nChanged 7 SP:Iteration 33Q (5587.196810 sec): 3 clusters Score: Raw -208417.207432 + Penalty 1512.726575 = -206904.480857 nChanged 7 SP:Iteration 34Q (5587.244236 sec): 3 clusters Score: Raw -208419.348635 + Penalty 1512.726575 = -206906.622060 nChanged 6 SP:Iteration 35Q (5587.295190 sec): 3 clusters Score: Raw -208422.366701 + Penalty 1512.726575 = -206909.640126 nChanged 9 SP:Iteration 36Q (5587.353279 sec): 3 clusters Score: Raw -208427.413335 + Penalty 1512.726575 = -206914.686760 nChanged 11 SP:Iteration 37Q (5587.403946 sec): 3 clusters Score: Raw -208430.948567 + Penalty 1512.726575 = -206918.221992 nChanged 6 SP:Iteration 38Q (5587.456929 sec): 3 clusters Score: Raw -208432.387990 + Penalty 1512.726575 = -206919.661415 nChanged 4 SP:Iteration 39Q (5587.504948 sec): 3 clusters Score: Raw -208432.951849 + Penalty 1512.726575 = -206920.225274 nChanged 2 SP:Iteration 40F (5587.556354 sec): 3 clusters Score: Raw -208433.099285 + Penalty 1512.726575 = -206920.372710 nChanged 0 Trying to split cluster 22 (32795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5587.616861 sec): 2 clusters Score: Raw -2486535.550441 + Penalty 987.812978 = -2485547.737463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5587.706371 sec): 3 clusters Score: Raw -2465665.749634 + Penalty 1975.625955 = -2463690.123679 nChanged 15481 SP:Iteration 1F (5587.795751 sec): 3 clusters Score: Raw -2474887.401740 + Penalty 1975.625955 = -2472911.775784 nChanged 1905 SP:Iteration 2F (5587.884131 sec): 3 clusters Score: Raw -2475803.652509 + Penalty 1975.625955 = -2473828.026554 nChanged 2067 SP:Iteration 3F (5587.974070 sec): 3 clusters Score: Raw -2477079.380659 + Penalty 1975.625955 = -2475103.754704 nChanged 2263 SP:Iteration 4F (5588.047354 sec): 3 clusters Score: Raw -2478700.209541 + Penalty 1975.625955 = -2476724.583586 nChanged 2298 SP:Iteration 5F (5588.123724 sec): 3 clusters Score: Raw -2480569.473991 + Penalty 1975.625955 = -2478593.848036 nChanged 2038 SP:Iteration 6F (5588.213213 sec): 3 clusters Score: Raw -2482362.491240 + Penalty 1975.625955 = -2480386.865284 nChanged 1580 SP:Iteration 7Q (5588.302115 sec): 3 clusters Score: Raw -2483437.274330 + Penalty 1975.625955 = -2481461.648375 nChanged 984 SP:Iteration 8Q (5588.374915 sec): 3 clusters Score: Raw -2483934.216462 + Penalty 1975.625955 = -2481958.590507 nChanged 645 SP:Iteration 9Q (5588.470857 sec): 3 clusters Score: Raw -2484237.714717 + Penalty 1975.625955 = -2482262.088762 nChanged 535 SP:Iteration 10Q (5588.549082 sec): 3 clusters Score: Raw -2484492.954967 + Penalty 1975.625955 = -2482517.329011 nChanged 526 SP:Iteration 11Q (5588.644331 sec): 3 clusters Score: Raw -2484718.399399 + Penalty 1975.625955 = -2482742.773444 nChanged 467 SP:Iteration 12Q (5588.729091 sec): 3 clusters Score: Raw -2484892.904649 + Penalty 1975.625955 = -2482917.278694 nChanged 424 SP:Iteration 13Q (5588.821977 sec): 3 clusters Score: Raw -2485060.472851 + Penalty 1975.625955 = -2483084.846896 nChanged 397 SP:Iteration 14Q (5588.911298 sec): 3 clusters Score: Raw -2485206.616612 + Penalty 1975.625955 = -2483230.990657 nChanged 398 SP:Iteration 15Q (5588.999472 sec): 3 clusters Score: Raw -2485362.884104 + Penalty 1975.625955 = -2483387.258149 nChanged 396 SP:Iteration 16Q (5589.083665 sec): 3 clusters Score: Raw -2485504.211581 + Penalty 1975.625955 = -2483528.585625 nChanged 352 SP:Iteration 17Q (5589.172339 sec): 3 clusters Score: Raw -2485627.862952 + Penalty 1975.625955 = -2483652.236997 nChanged 329 SP:Iteration 18Q (5589.249267 sec): 3 clusters Score: Raw -2485734.984041 + Penalty 1975.625955 = -2483759.358085 nChanged 320 SP:Iteration 19Q (5589.332866 sec): 3 clusters Score: Raw -2485831.473295 + Penalty 1975.625955 = -2483855.847340 nChanged 291 SP:Iteration 20F (5589.406993 sec): 3 clusters Score: Raw -2485919.358113 + Penalty 1975.625955 = -2483943.732157 nChanged 257 SP:Iteration 21Q (5589.483879 sec): 3 clusters Score: Raw -2485987.260080 + Penalty 1975.625955 = -2484011.634125 nChanged 227 SP:Iteration 22Q (5589.568337 sec): 3 clusters Score: Raw -2486042.791638 + Penalty 1975.625955 = -2484067.165683 nChanged 212 SP:Iteration 23Q (5589.642625 sec): 3 clusters Score: Raw -2486093.207579 + Penalty 1975.625955 = -2484117.581624 nChanged 191 SP:Iteration 24Q (5589.718698 sec): 3 clusters Score: Raw -2486139.650317 + Penalty 1975.625955 = -2484164.024362 nChanged 184 SP:Iteration 25Q (5589.805806 sec): 3 clusters Score: Raw -2486182.245048 + Penalty 1975.625955 = -2484206.619093 nChanged 167 SP:Iteration 26Q (5589.887880 sec): 3 clusters Score: Raw -2486217.357694 + Penalty 1975.625955 = -2484241.731739 nChanged 160 SP:Iteration 27Q (5589.977385 sec): 3 clusters Score: Raw -2486254.540565 + Penalty 1975.625955 = -2484278.914610 nChanged 162 SP:Iteration 28Q (5590.061517 sec): 3 clusters Score: Raw -2486293.350407 + Penalty 1975.625955 = -2484317.724452 nChanged 159 SP:Iteration 29Q (5590.128178 sec): 3 clusters Score: Raw -2486333.700853 + Penalty 1975.625955 = -2484358.074898 nChanged 147 SP:Iteration 30Q (5590.210579 sec): 3 clusters Score: Raw -2486373.830342 + Penalty 1975.625955 = -2484398.204386 nChanged 151 SP:Iteration 31Q (5590.292286 sec): 3 clusters Score: Raw -2486417.288051 + Penalty 1975.625955 = -2484441.662096 nChanged 145 SP:Iteration 32Q (5590.363293 sec): 3 clusters Score: Raw -2486459.515670 + Penalty 1975.625955 = -2484483.889714 nChanged 136 SP:Iteration 33Q (5590.446375 sec): 3 clusters Score: Raw -2486498.211013 + Penalty 1975.625955 = -2484522.585057 nChanged 127 SP:Iteration 34Q (5590.527115 sec): 3 clusters Score: Raw -2486542.341139 + Penalty 1975.625955 = -2484566.715184 nChanged 140 SP:Iteration 35Q (5590.608691 sec): 3 clusters Score: Raw -2486585.826959 + Penalty 1975.625955 = -2484610.201004 nChanged 114 SP:Iteration 36Q (5590.684111 sec): 3 clusters Score: Raw -2486616.558932 + Penalty 1975.625955 = -2484640.932977 nChanged 105 SP:Iteration 37Q (5590.756576 sec): 3 clusters Score: Raw -2486647.332886 + Penalty 1975.625955 = -2484671.706931 nChanged 94 SP:Iteration 38Q (5590.834574 sec): 3 clusters Score: Raw -2486671.448443 + Penalty 1975.625955 = -2484695.822488 nChanged 73 SP:Iteration 39Q (5590.916964 sec): 3 clusters Score: Raw -2486687.854126 + Penalty 1975.625955 = -2484712.228171 nChanged 71 SP:Iteration 40F (5591.000557 sec): 3 clusters Score: Raw -2486704.997737 + Penalty 1975.625955 = -2484729.371782 nChanged 67 SP:Iteration 41Q (5591.081127 sec): 3 clusters Score: Raw -2486721.729549 + Penalty 1975.625955 = -2484746.103593 nChanged 64 SP:Iteration 42Q (5591.161924 sec): 3 clusters Score: Raw -2486738.836015 + Penalty 1975.625955 = -2484763.210060 nChanged 69 SP:Iteration 43Q (5591.243315 sec): 3 clusters Score: Raw -2486756.450323 + Penalty 1975.625955 = -2484780.824368 nChanged 57 SP:Iteration 44Q (5591.316434 sec): 3 clusters Score: Raw -2486771.146997 + Penalty 1975.625955 = -2484795.521042 nChanged 49 SP:Iteration 45Q (5591.392295 sec): 3 clusters Score: Raw -2486788.149088 + Penalty 1975.625955 = -2484812.523133 nChanged 45 SP:Iteration 46Q (5591.460078 sec): 3 clusters Score: Raw -2486799.765431 + Penalty 1975.625955 = -2484824.139476 nChanged 30 SP:Iteration 47Q (5591.546486 sec): 3 clusters Score: Raw -2486807.459779 + Penalty 1975.625955 = -2484831.833824 nChanged 28 SP:Iteration 48Q (5591.635605 sec): 3 clusters Score: Raw -2486814.169977 + Penalty 1975.625955 = -2484838.544021 nChanged 33 SP:Iteration 49Q (5591.719116 sec): 3 clusters Score: Raw -2486825.888686 + Penalty 1975.625955 = -2484850.262731 nChanged 26 SP:Iteration 50Q (5591.804006 sec): 3 clusters Score: Raw -2486831.409866 + Penalty 1975.625955 = -2484855.783910 nChanged 17 SP:Iteration 51Q (5591.887977 sec): 3 clusters Score: Raw -2486834.836713 + Penalty 1975.625955 = -2484859.210758 nChanged 19 SP:Iteration 52Q (5591.966166 sec): 3 clusters Score: Raw -2486841.175862 + Penalty 1975.625955 = -2484865.549907 nChanged 13 SP:Iteration 53Q (5592.048815 sec): 3 clusters Score: Raw -2486844.020633 + Penalty 1975.625955 = -2484868.394678 nChanged 8 SP:Iteration 54Q (5592.143060 sec): 3 clusters Score: Raw -2486845.061149 + Penalty 1975.625955 = -2484869.435194 nChanged 6 SP:Iteration 55Q (5592.216940 sec): 3 clusters Score: Raw -2486846.589833 + Penalty 1975.625955 = -2484870.963878 nChanged 7 SP:Iteration 56Q (5592.312551 sec): 3 clusters Score: Raw -2486847.650066 + Penalty 1975.625955 = -2484872.024110 nChanged 7 SP:Iteration 57Q (5592.390571 sec): 3 clusters Score: Raw -2486849.008648 + Penalty 1975.625955 = -2484873.382692 nChanged 7 SP:Iteration 58Q (5592.480792 sec): 3 clusters Score: Raw -2486850.841244 + Penalty 1975.625955 = -2484875.215289 nChanged 8 SP:Iteration 59Q (5592.563785 sec): 3 clusters Score: Raw -2486852.411089 + Penalty 1975.625955 = -2484876.785134 nChanged 5 SP:Iteration 60F (5592.651320 sec): 3 clusters Score: Raw -2486854.775673 + Penalty 1975.625955 = -2484879.149718 nChanged 6 SP:Iteration 61Q (5592.726257 sec): 3 clusters Score: Raw -2486856.672066 + Penalty 1975.625955 = -2484881.046111 nChanged 6 SP:Iteration 62Q (5592.793911 sec): 3 clusters Score: Raw -2486857.575430 + Penalty 1975.625955 = -2484881.949475 nChanged 5 SP:Iteration 63Q (5592.839864 sec): 3 clusters Score: Raw -2486858.166142 + Penalty 1975.625955 = -2484882.540187 nChanged 2 SP:Iteration 64Q (5592.886519 sec): 3 clusters Score: Raw -2486858.611656 + Penalty 1975.625955 = -2484882.985700 nChanged 4 SP:Iteration 65Q (5592.932975 sec): 3 clusters Score: Raw -2486860.140564 + Penalty 1975.625955 = -2484884.514608 nChanged 4 SP:Iteration 66Q (5592.979270 sec): 3 clusters Score: Raw -2486860.771003 + Penalty 1975.625955 = -2484885.145047 nChanged 2 SP:Iteration 67Q (5593.025798 sec): 3 clusters Score: Raw -2486861.356236 + Penalty 1975.625955 = -2484885.730281 nChanged 4 SP:Iteration 68Q (5593.071942 sec): 3 clusters Score: Raw -2486861.870056 + Penalty 1975.625955 = -2484886.244101 nChanged 2 SP:Iteration 69Q (5593.118452 sec): 3 clusters Score: Raw -2486862.244637 + Penalty 1975.625955 = -2484886.618682 nChanged 3 SP:Iteration 70Q (5593.164662 sec): 3 clusters Score: Raw -2486862.686144 + Penalty 1975.625955 = -2484887.060189 nChanged 3 SP:Iteration 71Q (5593.226516 sec): 3 clusters Score: Raw -2486863.019900 + Penalty 1975.625955 = -2484887.393945 nChanged 1 SP:Iteration 72Q (5593.268986 sec): 3 clusters Score: Raw -2486863.187445 + Penalty 1975.625955 = -2484887.561490 nChanged 3 SP:Iteration 73Q (5593.315285 sec): 3 clusters Score: Raw -2486863.733701 + Penalty 1975.625955 = -2484888.107746 nChanged 1 SP:Iteration 74Q (5593.361353 sec): 3 clusters Score: Raw -2486863.824533 + Penalty 1975.625955 = -2484888.198578 nChanged 2 SP:Iteration 75Q (5593.407582 sec): 3 clusters Score: Raw -2486863.953559 + Penalty 1975.625955 = -2484888.327604 nChanged 1 SP:Iteration 76Q (5593.453819 sec): 3 clusters Score: Raw -2486864.064258 + Penalty 1975.625955 = -2484888.438303 nChanged 0 SP:Iteration 77F (5593.505529 sec): 3 clusters Score: Raw -2486864.064258 + Penalty 1975.625955 = -2484888.438303 nChanged 0 Trying to split cluster 23 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5593.539928 sec): 2 clusters Score: Raw -97207.906521 + Penalty 689.549154 = -96518.357367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5593.578839 sec): 3 clusters Score: Raw -96555.881322 + Penalty 1379.098309 = -95176.783014 nChanged 527 SP:Iteration 1F (5593.640663 sec): 3 clusters Score: Raw -96867.886280 + Penalty 1379.098309 = -95488.787971 nChanged 122 SP:Iteration 2F (5593.689018 sec): 3 clusters Score: Raw -96981.183752 + Penalty 1379.098309 = -95602.085443 nChanged 101 SP:Iteration 3F (5593.729201 sec): 3 clusters Score: Raw -97054.644560 + Penalty 1379.098309 = -95675.546251 nChanged 78 SP:Iteration 4F (5593.774957 sec): 3 clusters Score: Raw -97115.325324 + Penalty 1379.098309 = -95736.227016 nChanged 53 SP:Iteration 5Q (5593.819309 sec): 3 clusters Score: Raw -97150.384392 + Penalty 1379.098309 = -95771.286084 nChanged 51 SP:Iteration 6Q (5593.871941 sec): 3 clusters Score: Raw -97186.911930 + Penalty 1379.098309 = -95807.813621 nChanged 40 SP:Iteration 7Q (5593.907754 sec): 3 clusters Score: Raw -97212.828383 + Penalty 1379.098309 = -95833.730074 nChanged 36 SP:Iteration 8Q (5593.965647 sec): 3 clusters Score: Raw -97237.884574 + Penalty 1379.098309 = -95858.786265 nChanged 39 SP:Iteration 9Q (5594.006821 sec): 3 clusters Score: Raw -97265.971300 + Penalty 1379.098309 = -95886.872991 nChanged 42 SP:Iteration 10Q (5594.048217 sec): 3 clusters Score: Raw -97295.377098 + Penalty 1379.098309 = -95916.278789 nChanged 36 SP:Iteration 11Q (5594.098775 sec): 3 clusters Score: Raw -97321.384835 + Penalty 1379.098309 = -95942.286526 nChanged 35 SP:Iteration 12Q (5594.130431 sec): 3 clusters Score: Raw -97344.213060 + Penalty 1379.098309 = -95965.114752 nChanged 25 SP:Iteration 13Q (5594.173982 sec): 3 clusters Score: Raw -97361.002297 + Penalty 1379.098309 = -95981.903988 nChanged 15 SP:Iteration 14Q (5594.230358 sec): 3 clusters Score: Raw -97371.303886 + Penalty 1379.098309 = -95992.205578 nChanged 11 SP:Iteration 15Q (5594.272561 sec): 3 clusters Score: Raw -97375.187331 + Penalty 1379.098309 = -95996.089022 nChanged 8 SP:Iteration 16Q (5594.308805 sec): 3 clusters Score: Raw -97378.722963 + Penalty 1379.098309 = -95999.624654 nChanged 8 SP:Iteration 17Q (5594.353558 sec): 3 clusters Score: Raw -97382.711793 + Penalty 1379.098309 = -96003.613484 nChanged 11 SP:Iteration 18Q (5594.400038 sec): 3 clusters Score: Raw -97388.671230 + Penalty 1379.098309 = -96009.572921 nChanged 9 SP:Iteration 19Q (5594.454671 sec): 3 clusters Score: Raw -97392.793933 + Penalty 1379.098309 = -96013.695625 nChanged 7 SP:Iteration 20F (5594.495076 sec): 3 clusters Score: Raw -97396.644036 + Penalty 1379.098309 = -96017.545727 nChanged 8 SP:Iteration 21Q (5594.542323 sec): 3 clusters Score: Raw -97399.364626 + Penalty 1379.098309 = -96020.266318 nChanged 7 SP:Iteration 22Q (5594.598488 sec): 3 clusters Score: Raw -97402.109179 + Penalty 1379.098309 = -96023.010870 nChanged 2 SP:Iteration 23Q (5594.645726 sec): 3 clusters Score: Raw -97402.889962 + Penalty 1379.098309 = -96023.791653 nChanged 2 SP:Iteration 24Q (5594.691962 sec): 3 clusters Score: Raw -97403.616017 + Penalty 1379.098309 = -96024.517708 nChanged 0 SP:Iteration 25F (5594.738630 sec): 3 clusters Score: Raw -97403.616017 + Penalty 1379.098309 = -96024.517708 nChanged 0 Trying to split cluster 24 (3540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5594.762662 sec): 2 clusters Score: Raw -260135.965185 + Penalty 776.328791 = -259359.636394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5594.812255 sec): 3 clusters Score: Raw -258301.978017 + Penalty 1552.657581 = -256749.320435 nChanged 1497 SP:Iteration 1F (5594.849802 sec): 3 clusters Score: Raw -259207.722117 + Penalty 1552.657581 = -257655.064536 nChanged 277 SP:Iteration 2F (5594.895295 sec): 3 clusters Score: Raw -259395.006665 + Penalty 1552.657581 = -257842.349083 nChanged 210 SP:Iteration 3F (5594.943353 sec): 3 clusters Score: Raw -259522.351476 + Penalty 1552.657581 = -257969.693894 nChanged 170 SP:Iteration 4Q (5594.993903 sec): 3 clusters Score: Raw -259626.338439 + Penalty 1552.657581 = -258073.680858 nChanged 154 SP:Iteration 5Q (5595.038777 sec): 3 clusters Score: Raw -259728.255629 + Penalty 1552.657581 = -258175.598048 nChanged 140 SP:Iteration 6Q (5595.096258 sec): 3 clusters Score: Raw -259832.723485 + Penalty 1552.657581 = -258280.065904 nChanged 139 SP:Iteration 7Q (5595.132345 sec): 3 clusters Score: Raw -259920.394173 + Penalty 1552.657581 = -258367.736592 nChanged 103 SP:Iteration 8Q (5595.189316 sec): 3 clusters Score: Raw -259974.887143 + Penalty 1552.657581 = -258422.229562 nChanged 82 SP:Iteration 9Q (5595.227508 sec): 3 clusters Score: Raw -260014.198428 + Penalty 1552.657581 = -258461.540847 nChanged 71 SP:Iteration 10Q (5595.284242 sec): 3 clusters Score: Raw -260053.092444 + Penalty 1552.657581 = -258500.434863 nChanged 63 SP:Iteration 11Q (5595.320061 sec): 3 clusters Score: Raw -260086.900490 + Penalty 1552.657581 = -258534.242909 nChanged 66 SP:Iteration 12Q (5595.377520 sec): 3 clusters Score: Raw -260121.240322 + Penalty 1552.657581 = -258568.582740 nChanged 58 SP:Iteration 13Q (5595.416324 sec): 3 clusters Score: Raw -260152.109982 + Penalty 1552.657581 = -258599.452400 nChanged 60 SP:Iteration 14Q (5595.466589 sec): 3 clusters Score: Raw -260176.753788 + Penalty 1552.657581 = -258624.096207 nChanged 43 SP:Iteration 15Q (5595.512962 sec): 3 clusters Score: Raw -260204.675655 + Penalty 1552.657581 = -258652.018073 nChanged 48 SP:Iteration 16Q (5595.562299 sec): 3 clusters Score: Raw -260229.261626 + Penalty 1552.657581 = -258676.604045 nChanged 48 SP:Iteration 17Q (5595.609484 sec): 3 clusters Score: Raw -260248.240649 + Penalty 1552.657581 = -258695.583068 nChanged 43 SP:Iteration 18Q (5595.652333 sec): 3 clusters Score: Raw -260263.060869 + Penalty 1552.657581 = -258710.403288 nChanged 27 SP:Iteration 19Q (5595.705144 sec): 3 clusters Score: Raw -260271.415297 + Penalty 1552.657581 = -258718.757716 nChanged 23 SP:Iteration 20F (5595.752049 sec): 3 clusters Score: Raw -260282.345503 + Penalty 1552.657581 = -258729.687922 nChanged 26 SP:Iteration 21Q (5595.806373 sec): 3 clusters Score: Raw -260291.447425 + Penalty 1552.657581 = -258738.789844 nChanged 24 SP:Iteration 22Q (5595.847581 sec): 3 clusters Score: Raw -260298.520715 + Penalty 1552.657581 = -258745.863134 nChanged 15 SP:Iteration 23Q (5595.893794 sec): 3 clusters Score: Raw -260302.423248 + Penalty 1552.657581 = -258749.765667 nChanged 9 SP:Iteration 24Q (5595.934165 sec): 3 clusters Score: Raw -260304.262952 + Penalty 1552.657581 = -258751.605371 nChanged 5 SP:Iteration 25Q (5595.982971 sec): 3 clusters Score: Raw -260305.260209 + Penalty 1552.657581 = -258752.602628 nChanged 6 SP:Iteration 26Q (5596.018993 sec): 3 clusters Score: Raw -260305.943286 + Penalty 1552.657581 = -258753.285705 nChanged 1 SP:Iteration 27Q (5596.070489 sec): 3 clusters Score: Raw -260306.074904 + Penalty 1552.657581 = -258753.417323 nChanged 3 SP:Iteration 28Q (5596.123528 sec): 3 clusters Score: Raw -260306.384764 + Penalty 1552.657581 = -258753.727183 nChanged 2 SP:Iteration 29Q (5596.175203 sec): 3 clusters Score: Raw -260306.727513 + Penalty 1552.657581 = -258754.069931 nChanged 3 SP:Iteration 30Q (5596.222674 sec): 3 clusters Score: Raw -260307.015180 + Penalty 1552.657581 = -258754.357599 nChanged 0 SP:Iteration 31F (5596.286236 sec): 3 clusters Score: Raw -260307.015180 + Penalty 1552.657581 = -258754.357599 nChanged 0 Iteration 579Q (5598.961498 sec): 25 clusters Score: Raw -25402772.476393 + Penalty 29149.392721 = -25373623.083672 nChanged 24 Iteration 580F (5603.216007 sec): 25 clusters Score: Raw -25402772.944618 + Penalty 29149.392721 = -25373623.551897 nChanged 25 Iteration 581Q (5605.729846 sec): 25 clusters Score: Raw -25402773.546046 + Penalty 29149.392721 = -25373624.153325 nChanged 22 Iteration 582Q (5608.362211 sec): 25 clusters Score: Raw -25402773.993075 + Penalty 29149.392721 = -25373624.600354 nChanged 19 Iteration 583Q (5610.873029 sec): 25 clusters Score: Raw -25402774.404659 + Penalty 29149.392721 = -25373625.011938 nChanged 21 Iteration 584Q (5613.448971 sec): 25 clusters Score: Raw -25402774.957123 + Penalty 29149.392721 = -25373625.564402 nChanged 24 Iteration 585Q (5615.990781 sec): 25 clusters Score: Raw -25402775.384028 + Penalty 29149.392721 = -25373625.991307 nChanged 19 Iteration 586Q (5618.418832 sec): 25 clusters Score: Raw -25402775.720258 + Penalty 29149.392721 = -25373626.327538 nChanged 18 Iteration 587Q (5621.090903 sec): 25 clusters Score: Raw -25402776.054916 + Penalty 29149.392721 = -25373626.662195 nChanged 16 Iteration 588Q (5623.626878 sec): 25 clusters Score: Raw -25402776.357246 + Penalty 29149.392721 = -25373626.964525 nChanged 8 Iteration 589Q (5626.061669 sec): 25 clusters Score: Raw -25402776.582612 + Penalty 29149.392721 = -25373627.189891 nChanged 4 Iteration 590Q (5628.740266 sec): 25 clusters Score: Raw -25402776.936841 + Penalty 29149.392721 = -25373627.544120 nChanged 6 Iteration 591Q (5631.257247 sec): 25 clusters Score: Raw -25402777.279932 + Penalty 29149.392721 = -25373627.887212 nChanged 10 Iteration 592Q (5633.760980 sec): 25 clusters Score: Raw -25402777.563437 + Penalty 29149.392721 = -25373628.170716 nChanged 12 Iteration 593Q (5636.415377 sec): 25 clusters Score: Raw -25402777.972349 + Penalty 29149.392721 = -25373628.579628 nChanged 10 Iteration 594Q (5638.790324 sec): 25 clusters Score: Raw -25402778.502059 + Penalty 29149.392721 = -25373629.109338 nChanged 10 Iteration 595Q (5641.215097 sec): 25 clusters Score: Raw -25402778.953822 + Penalty 29149.392721 = -25373629.561101 nChanged 12 Iteration 596Q (5643.939492 sec): 25 clusters Score: Raw -25402779.248871 + Penalty 29149.392721 = -25373629.856150 nChanged 13 Iteration 597Q (5646.431674 sec): 25 clusters Score: Raw -25402779.828741 + Penalty 29149.392721 = -25373630.436020 nChanged 13 Iteration 598Q (5648.862966 sec): 25 clusters Score: Raw -25402780.153569 + Penalty 29149.392721 = -25373630.760848 nChanged 12 Iteration 599Q (5651.612735 sec): 25 clusters Score: Raw -25402780.411945 + Penalty 29149.392721 = -25373631.019224 nChanged 10 Iteration 600F (5655.812043 sec): 25 clusters Score: Raw -25402780.668185 + Penalty 29149.392721 = -25373631.275464 nChanged 12 Iteration 601Q (5658.291809 sec): 25 clusters Score: Raw -25402781.026292 + Penalty 29149.392721 = -25373631.633571 nChanged 14 Iteration 602Q (5660.950386 sec): 25 clusters Score: Raw -25402781.535919 + Penalty 29149.392721 = -25373632.143198 nChanged 12 Iteration 603Q (5663.412904 sec): 25 clusters Score: Raw -25402782.118260 + Penalty 29149.392721 = -25373632.725539 nChanged 16 Iteration 604Q (5665.889773 sec): 25 clusters Score: Raw -25402782.987930 + Penalty 29149.392721 = -25373633.595209 nChanged 20 Iteration 605Q (5668.511101 sec): 25 clusters Score: Raw -25402784.055624 + Penalty 29149.392721 = -25373634.662904 nChanged 17 Iteration 606Q (5670.917067 sec): 25 clusters Score: Raw -25402785.079205 + Penalty 29149.392721 = -25373635.686484 nChanged 19 Iteration 607Q (5673.370353 sec): 25 clusters Score: Raw -25402785.959454 + Penalty 29149.392721 = -25373636.566733 nChanged 25 Iteration 608Q (5676.052924 sec): 25 clusters Score: Raw -25402787.028033 + Penalty 29149.392721 = -25373637.635312 nChanged 16 Iteration 609Q (5678.436323 sec): 25 clusters Score: Raw -25402787.458676 + Penalty 29149.392721 = -25373638.065955 nChanged 16 Iteration 610Q (5680.813461 sec): 25 clusters Score: Raw -25402788.044476 + Penalty 29149.392721 = -25373638.651756 nChanged 21 Iteration 611Q (5683.458566 sec): 25 clusters Score: Raw -25402788.596496 + Penalty 29149.392721 = -25373639.203776 nChanged 20 Iteration 612Q (5685.842920 sec): 25 clusters Score: Raw -25402789.129182 + Penalty 29149.392721 = -25373639.736461 nChanged 17 Iteration 613Q (5688.285641 sec): 25 clusters Score: Raw -25402789.679131 + Penalty 29149.392721 = -25373640.286410 nChanged 18 Iteration 614Q (5690.985648 sec): 25 clusters Score: Raw -25402790.114610 + Penalty 29149.392721 = -25373640.721889 nChanged 15 Iteration 615Q (5693.496870 sec): 25 clusters Score: Raw -25402790.395496 + Penalty 29149.392721 = -25373641.002775 nChanged 10 Iteration 616Q (5695.953953 sec): 25 clusters Score: Raw -25402790.907707 + Penalty 29149.392721 = -25373641.514987 nChanged 15 Iteration 617Q (5698.693717 sec): 25 clusters Score: Raw -25402791.740687 + Penalty 29149.392721 = -25373642.347967 nChanged 16 Iteration 618Q (5701.128660 sec): 25 clusters Score: Raw -25402792.444744 + Penalty 29149.392721 = -25373643.052023 nChanged 20 Writing temp clu file Because OldScore, -25373642.347967, is greater than current (better) Score,-25373643.052023 Compute initial score before splitting: Score: Raw -25402792.444744 + Penalty 29149.392721 = -25373643.052023 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5701.254973 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5701.290340 sec): 3 clusters Score: Raw -170987.685668 + Penalty 1457.912393 = -169529.773275 nChanged 854 SP:Iteration 1F (5701.339373 sec): 3 clusters Score: Raw -171558.007634 + Penalty 1457.912393 = -170100.095240 nChanged 191 SP:Iteration 2F (5701.390167 sec): 3 clusters Score: Raw -171740.529514 + Penalty 1457.912393 = -170282.617121 nChanged 154 SP:Iteration 3F (5701.454141 sec): 3 clusters Score: Raw -171878.978640 + Penalty 1457.912393 = -170421.066247 nChanged 114 SP:Iteration 4F (5701.490730 sec): 3 clusters Score: Raw -171979.946264 + Penalty 1457.912393 = -170522.033871 nChanged 83 SP:Iteration 5Q (5701.551932 sec): 3 clusters Score: Raw -172052.141570 + Penalty 1457.912393 = -170594.229177 nChanged 78 SP:Iteration 6Q (5701.590293 sec): 3 clusters Score: Raw -172118.321106 + Penalty 1457.912393 = -170660.408713 nChanged 70 SP:Iteration 7Q (5701.641442 sec): 3 clusters Score: Raw -172167.587126 + Penalty 1457.912393 = -170709.674733 nChanged 62 SP:Iteration 8Q (5701.696754 sec): 3 clusters Score: Raw -172207.145828 + Penalty 1457.912393 = -170749.233435 nChanged 46 SP:Iteration 9Q (5701.754864 sec): 3 clusters Score: Raw -172232.152513 + Penalty 1457.912393 = -170774.240120 nChanged 28 SP:Iteration 10Q (5701.802850 sec): 3 clusters Score: Raw -172245.703435 + Penalty 1457.912393 = -170787.791042 nChanged 23 SP:Iteration 11Q (5701.852882 sec): 3 clusters Score: Raw -172254.546988 + Penalty 1457.912393 = -170796.634595 nChanged 14 SP:Iteration 12Q (5701.900502 sec): 3 clusters Score: Raw -172260.060139 + Penalty 1457.912393 = -170802.147746 nChanged 12 SP:Iteration 13Q (5701.951536 sec): 3 clusters Score: Raw -172263.974568 + Penalty 1457.912393 = -170806.062175 nChanged 9 SP:Iteration 14Q (5701.985674 sec): 3 clusters Score: Raw -172268.466953 + Penalty 1457.912393 = -170810.554560 nChanged 10 SP:Iteration 15Q (5702.046239 sec): 3 clusters Score: Raw -172271.751972 + Penalty 1457.912393 = -170813.839579 nChanged 10 SP:Iteration 16Q (5702.099107 sec): 3 clusters Score: Raw -172275.061158 + Penalty 1457.912393 = -170817.148765 nChanged 4 SP:Iteration 17Q (5702.145476 sec): 3 clusters Score: Raw -172276.751141 + Penalty 1457.912393 = -170818.838748 nChanged 4 SP:Iteration 18Q (5702.190820 sec): 3 clusters Score: Raw -172277.806913 + Penalty 1457.912393 = -170819.894520 nChanged 4 SP:Iteration 19Q (5702.251334 sec): 3 clusters Score: Raw -172278.839662 + Penalty 1457.912393 = -170820.927269 nChanged 3 SP:Iteration 20F (5702.294164 sec): 3 clusters Score: Raw -172279.838562 + Penalty 1457.912393 = -170821.926169 nChanged 3 SP:Iteration 21Q (5702.349463 sec): 3 clusters Score: Raw -172281.367057 + Penalty 1457.912393 = -170823.454664 nChanged 3 SP:Iteration 22Q (5702.404973 sec): 3 clusters Score: Raw -172282.002727 + Penalty 1457.912393 = -170824.090334 nChanged 3 SP:Iteration 23Q (5702.444906 sec): 3 clusters Score: Raw -172282.479964 + Penalty 1457.912393 = -170824.567571 nChanged 3 SP:Iteration 24Q (5702.495802 sec): 3 clusters Score: Raw -172282.881181 + Penalty 1457.912393 = -170824.968788 nChanged 1 SP:Iteration 25Q (5702.550070 sec): 3 clusters Score: Raw -172283.010722 + Penalty 1457.912393 = -170825.098329 nChanged 1 SP:Iteration 26Q (5702.587369 sec): 3 clusters Score: Raw -172283.141911 + Penalty 1457.912393 = -170825.229518 nChanged 0 SP:Iteration 27F (5702.631435 sec): 3 clusters Score: Raw -172283.141911 + Penalty 1457.912393 = -170825.229518 nChanged 0 Trying to split cluster 2 (27825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5702.697025 sec): 2 clusters Score: Raw -2042874.193124 + Penalty 972.200567 = -2041901.992558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5702.782034 sec): 3 clusters Score: Raw -2025231.154656 + Penalty 1944.401133 = -2023286.753523 nChanged 13074 SP:Iteration 1F (5702.865518 sec): 3 clusters Score: Raw -2032677.766055 + Penalty 1944.401133 = -2030733.364922 nChanged 1267 SP:Iteration 2Q (5702.949596 sec): 3 clusters Score: Raw -2033151.570803 + Penalty 1944.401133 = -2031207.169670 nChanged 1324 SP:Iteration 3Q (5703.035722 sec): 3 clusters Score: Raw -2033758.984324 + Penalty 1944.401133 = -2031814.583191 nChanged 1489 SP:Iteration 4F (5703.119498 sec): 3 clusters Score: Raw -2034565.307560 + Penalty 1944.401133 = -2032620.906427 nChanged 1707 SP:Iteration 5F (5703.191861 sec): 3 clusters Score: Raw -2035664.760150 + Penalty 1944.401133 = -2033720.359016 nChanged 1774 SP:Iteration 6F (5703.283825 sec): 3 clusters Score: Raw -2036943.726848 + Penalty 1944.401133 = -2034999.325715 nChanged 1737 SP:Iteration 7F (5703.361628 sec): 3 clusters Score: Raw -2038178.175149 + Penalty 1944.401133 = -2036233.774015 nChanged 1468 SP:Iteration 8F (5703.450147 sec): 3 clusters Score: Raw -2039144.503466 + Penalty 1944.401133 = -2037200.102332 nChanged 1227 SP:Iteration 9Q (5703.520839 sec): 3 clusters Score: Raw -2039839.844080 + Penalty 1944.401133 = -2037895.442947 nChanged 886 SP:Iteration 10Q (5703.613808 sec): 3 clusters Score: Raw -2040240.700447 + Penalty 1944.401133 = -2038296.299314 nChanged 638 SP:Iteration 11Q (5703.690140 sec): 3 clusters Score: Raw -2040508.309748 + Penalty 1944.401133 = -2038563.908615 nChanged 557 SP:Iteration 12Q (5703.768243 sec): 3 clusters Score: Raw -2040735.662358 + Penalty 1944.401133 = -2038791.261224 nChanged 479 SP:Iteration 13Q (5703.852028 sec): 3 clusters Score: Raw -2040927.024768 + Penalty 1944.401133 = -2038982.623635 nChanged 434 SP:Iteration 14Q (5703.937596 sec): 3 clusters Score: Raw -2041092.347563 + Penalty 1944.401133 = -2039147.946429 nChanged 401 SP:Iteration 15Q (5704.015747 sec): 3 clusters Score: Raw -2041238.555583 + Penalty 1944.401133 = -2039294.154450 nChanged 373 SP:Iteration 16Q (5704.097567 sec): 3 clusters Score: Raw -2041381.076425 + Penalty 1944.401133 = -2039436.675292 nChanged 333 SP:Iteration 17Q (5704.170881 sec): 3 clusters Score: Raw -2041504.459973 + Penalty 1944.401133 = -2039560.058840 nChanged 340 SP:Iteration 18Q (5704.253658 sec): 3 clusters Score: Raw -2041629.644674 + Penalty 1944.401133 = -2039685.243541 nChanged 326 SP:Iteration 19Q (5704.339925 sec): 3 clusters Score: Raw -2041741.685654 + Penalty 1944.401133 = -2039797.284521 nChanged 308 SP:Iteration 20F (5704.421908 sec): 3 clusters Score: Raw -2041850.263578 + Penalty 1944.401133 = -2039905.862444 nChanged 294 SP:Iteration 21Q (5704.492906 sec): 3 clusters Score: Raw -2041957.722489 + Penalty 1944.401133 = -2040013.321356 nChanged 308 SP:Iteration 22Q (5704.578701 sec): 3 clusters Score: Raw -2042074.301537 + Penalty 1944.401133 = -2040129.900404 nChanged 297 SP:Iteration 23Q (5704.659234 sec): 3 clusters Score: Raw -2042191.792718 + Penalty 1944.401133 = -2040247.391584 nChanged 297 SP:Iteration 24Q (5704.746748 sec): 3 clusters Score: Raw -2042311.472451 + Penalty 1944.401133 = -2040367.071317 nChanged 292 SP:Iteration 25Q (5704.819112 sec): 3 clusters Score: Raw -2042436.189392 + Penalty 1944.401133 = -2040491.788259 nChanged 283 SP:Iteration 26Q (5704.889311 sec): 3 clusters Score: Raw -2042547.152172 + Penalty 1944.401133 = -2040602.751038 nChanged 239 SP:Iteration 27Q (5704.969562 sec): 3 clusters Score: Raw -2042643.725994 + Penalty 1944.401133 = -2040699.324861 nChanged 211 SP:Iteration 28Q (5705.047767 sec): 3 clusters Score: Raw -2042739.333178 + Penalty 1944.401133 = -2040794.932044 nChanged 210 SP:Iteration 29Q (5705.130479 sec): 3 clusters Score: Raw -2042840.714787 + Penalty 1944.401133 = -2040896.313654 nChanged 193 SP:Iteration 30Q (5705.200719 sec): 3 clusters Score: Raw -2042934.946510 + Penalty 1944.401133 = -2040990.545377 nChanged 176 SP:Iteration 31Q (5705.285984 sec): 3 clusters Score: Raw -2043032.500013 + Penalty 1944.401133 = -2041088.098879 nChanged 145 SP:Iteration 32Q (5705.353370 sec): 3 clusters Score: Raw -2043103.365701 + Penalty 1944.401133 = -2041158.964567 nChanged 103 SP:Iteration 33Q (5705.439890 sec): 3 clusters Score: Raw -2043157.207430 + Penalty 1944.401133 = -2041212.806297 nChanged 89 SP:Iteration 34Q (5705.517217 sec): 3 clusters Score: Raw -2043197.656852 + Penalty 1944.401133 = -2041253.255718 nChanged 78 SP:Iteration 35Q (5705.583220 sec): 3 clusters Score: Raw -2043228.855490 + Penalty 1944.401133 = -2041284.454357 nChanged 67 SP:Iteration 36Q (5705.668069 sec): 3 clusters Score: Raw -2043249.911708 + Penalty 1944.401133 = -2041305.510574 nChanged 52 SP:Iteration 37Q (5705.741055 sec): 3 clusters Score: Raw -2043263.377370 + Penalty 1944.401133 = -2041318.976237 nChanged 41 SP:Iteration 38Q (5705.819287 sec): 3 clusters Score: Raw -2043273.985152 + Penalty 1944.401133 = -2041329.584019 nChanged 33 SP:Iteration 39Q (5705.893559 sec): 3 clusters Score: Raw -2043283.146168 + Penalty 1944.401133 = -2041338.745035 nChanged 35 SP:Iteration 40F (5705.970846 sec): 3 clusters Score: Raw -2043291.664339 + Penalty 1944.401133 = -2041347.263206 nChanged 36 SP:Iteration 41Q (5706.040554 sec): 3 clusters Score: Raw -2043300.543580 + Penalty 1944.401133 = -2041356.142446 nChanged 33 SP:Iteration 42Q (5706.115111 sec): 3 clusters Score: Raw -2043308.295770 + Penalty 1944.401133 = -2041363.894636 nChanged 34 SP:Iteration 43Q (5706.194574 sec): 3 clusters Score: Raw -2043314.800556 + Penalty 1944.401133 = -2041370.399423 nChanged 28 SP:Iteration 44Q (5706.269645 sec): 3 clusters Score: Raw -2043321.444162 + Penalty 1944.401133 = -2041377.043029 nChanged 22 SP:Iteration 45Q (5706.344032 sec): 3 clusters Score: Raw -2043326.403611 + Penalty 1944.401133 = -2041382.002477 nChanged 17 SP:Iteration 46Q (5706.426350 sec): 3 clusters Score: Raw -2043329.484280 + Penalty 1944.401133 = -2041385.083147 nChanged 16 SP:Iteration 47Q (5706.502978 sec): 3 clusters Score: Raw -2043332.019655 + Penalty 1944.401133 = -2041387.618521 nChanged 11 SP:Iteration 48Q (5706.582509 sec): 3 clusters Score: Raw -2043336.361600 + Penalty 1944.401133 = -2041391.960466 nChanged 14 SP:Iteration 49Q (5706.660454 sec): 3 clusters Score: Raw -2043339.748327 + Penalty 1944.401133 = -2041395.347194 nChanged 14 SP:Iteration 50Q (5706.738537 sec): 3 clusters Score: Raw -2043342.329264 + Penalty 1944.401133 = -2041397.928131 nChanged 13 SP:Iteration 51Q (5706.816533 sec): 3 clusters Score: Raw -2043344.665747 + Penalty 1944.401133 = -2041400.264613 nChanged 10 SP:Iteration 52Q (5706.894311 sec): 3 clusters Score: Raw -2043347.078573 + Penalty 1944.401133 = -2041402.677439 nChanged 13 SP:Iteration 53Q (5706.972506 sec): 3 clusters Score: Raw -2043349.617898 + Penalty 1944.401133 = -2041405.216764 nChanged 9 SP:Iteration 54Q (5707.034361 sec): 3 clusters Score: Raw -2043350.780403 + Penalty 1944.401133 = -2041406.379269 nChanged 8 SP:Iteration 55Q (5707.101238 sec): 3 clusters Score: Raw -2043351.488704 + Penalty 1944.401133 = -2041407.087570 nChanged 4 SP:Iteration 56Q (5707.178425 sec): 3 clusters Score: Raw -2043351.859230 + Penalty 1944.401133 = -2041407.458096 nChanged 2 SP:Iteration 57Q (5707.255367 sec): 3 clusters Score: Raw -2043352.084810 + Penalty 1944.401133 = -2041407.683677 nChanged 2 SP:Iteration 58Q (5707.332622 sec): 3 clusters Score: Raw -2043352.325099 + Penalty 1944.401133 = -2041407.923965 nChanged 1 SP:Iteration 59Q (5707.402996 sec): 3 clusters Score: Raw -2043352.564745 + Penalty 1944.401133 = -2041408.163611 nChanged 2 SP:Iteration 60F (5707.485983 sec): 3 clusters Score: Raw -2043352.926821 + Penalty 1944.401133 = -2041408.525687 nChanged 0 Trying to split cluster 3 (4231 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5707.508441 sec): 2 clusters Score: Raw -313424.082730 + Penalty 793.268397 = -312630.814333 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5707.556293 sec): 3 clusters Score: Raw -311078.551838 + Penalty 1586.536794 = -309492.015045 nChanged 1771 SP:Iteration 1F (5707.607196 sec): 3 clusters Score: Raw -312132.844174 + Penalty 1586.536794 = -310546.307380 nChanged 312 SP:Iteration 2F (5707.657383 sec): 3 clusters Score: Raw -312292.806240 + Penalty 1586.536794 = -310706.269447 nChanged 224 SP:Iteration 3F (5707.722096 sec): 3 clusters Score: Raw -312445.213206 + Penalty 1586.536794 = -310858.676412 nChanged 219 SP:Iteration 4F (5707.764379 sec): 3 clusters Score: Raw -312602.878068 + Penalty 1586.536794 = -311016.341274 nChanged 228 SP:Iteration 5F (5707.817116 sec): 3 clusters Score: Raw -312766.809866 + Penalty 1586.536794 = -311180.273072 nChanged 212 SP:Iteration 6F (5707.863586 sec): 3 clusters Score: Raw -312939.470814 + Penalty 1586.536794 = -311352.934020 nChanged 220 SP:Iteration 7F (5707.917295 sec): 3 clusters Score: Raw -313115.322586 + Penalty 1586.536794 = -311528.785793 nChanged 199 SP:Iteration 8Q (5707.969168 sec): 3 clusters Score: Raw -313265.837654 + Penalty 1586.536794 = -311679.300860 nChanged 158 SP:Iteration 9Q (5708.022939 sec): 3 clusters Score: Raw -313332.369741 + Penalty 1586.536794 = -311745.832947 nChanged 87 SP:Iteration 10Q (5708.076786 sec): 3 clusters Score: Raw -313364.164899 + Penalty 1586.536794 = -311777.628105 nChanged 59 SP:Iteration 11Q (5708.129446 sec): 3 clusters Score: Raw -313384.482288 + Penalty 1586.536794 = -311797.945494 nChanged 37 SP:Iteration 12Q (5708.183190 sec): 3 clusters Score: Raw -313395.675803 + Penalty 1586.536794 = -311809.139009 nChanged 37 SP:Iteration 13Q (5708.235561 sec): 3 clusters Score: Raw -313408.612297 + Penalty 1586.536794 = -311822.075504 nChanged 38 SP:Iteration 14Q (5708.289333 sec): 3 clusters Score: Raw -313418.786131 + Penalty 1586.536794 = -311832.249337 nChanged 32 SP:Iteration 15Q (5708.340543 sec): 3 clusters Score: Raw -313425.128516 + Penalty 1586.536794 = -311838.591722 nChanged 26 SP:Iteration 16Q (5708.392810 sec): 3 clusters Score: Raw -313430.645120 + Penalty 1586.536794 = -311844.108326 nChanged 22 SP:Iteration 17Q (5708.445012 sec): 3 clusters Score: Raw -313435.936742 + Penalty 1586.536794 = -311849.399948 nChanged 24 SP:Iteration 18Q (5708.497865 sec): 3 clusters Score: Raw -313442.164647 + Penalty 1586.536794 = -311855.627854 nChanged 20 SP:Iteration 19Q (5708.550789 sec): 3 clusters Score: Raw -313445.946670 + Penalty 1586.536794 = -311859.409876 nChanged 14 SP:Iteration 20F (5708.603971 sec): 3 clusters Score: Raw -313448.352099 + Penalty 1586.536794 = -311861.815305 nChanged 14 SP:Iteration 21Q (5708.644618 sec): 3 clusters Score: Raw -313450.492637 + Penalty 1586.536794 = -311863.955844 nChanged 19 SP:Iteration 22Q (5708.695660 sec): 3 clusters Score: Raw -313454.029795 + Penalty 1586.536794 = -311867.493001 nChanged 16 SP:Iteration 23Q (5708.748175 sec): 3 clusters Score: Raw -313458.134896 + Penalty 1586.536794 = -311871.598102 nChanged 22 SP:Iteration 24Q (5708.800869 sec): 3 clusters Score: Raw -313463.326344 + Penalty 1586.536794 = -311876.789550 nChanged 25 SP:Iteration 25Q (5708.853352 sec): 3 clusters Score: Raw -313469.794123 + Penalty 1586.536794 = -311883.257329 nChanged 33 SP:Iteration 26Q (5708.905543 sec): 3 clusters Score: Raw -313478.319383 + Penalty 1586.536794 = -311891.782590 nChanged 26 SP:Iteration 27Q (5708.958502 sec): 3 clusters Score: Raw -313483.644150 + Penalty 1586.536794 = -311897.107356 nChanged 23 SP:Iteration 28Q (5709.011799 sec): 3 clusters Score: Raw -313487.949136 + Penalty 1586.536794 = -311901.412343 nChanged 24 SP:Iteration 29Q (5709.064580 sec): 3 clusters Score: Raw -313493.809039 + Penalty 1586.536794 = -311907.272245 nChanged 20 SP:Iteration 30Q (5709.107432 sec): 3 clusters Score: Raw -313498.243820 + Penalty 1586.536794 = -311911.707026 nChanged 16 SP:Iteration 31Q (5709.159961 sec): 3 clusters Score: Raw -313501.912456 + Penalty 1586.536794 = -311915.375662 nChanged 15 SP:Iteration 32Q (5709.212627 sec): 3 clusters Score: Raw -313505.211752 + Penalty 1586.536794 = -311918.674959 nChanged 20 SP:Iteration 33Q (5709.259620 sec): 3 clusters Score: Raw -313510.068771 + Penalty 1586.536794 = -311923.531977 nChanged 14 SP:Iteration 34Q (5709.311765 sec): 3 clusters Score: Raw -313514.412015 + Penalty 1586.536794 = -311927.875221 nChanged 14 SP:Iteration 35Q (5709.354270 sec): 3 clusters Score: Raw -313517.780884 + Penalty 1586.536794 = -311931.244090 nChanged 13 SP:Iteration 36Q (5709.407151 sec): 3 clusters Score: Raw -313520.379938 + Penalty 1586.536794 = -311933.843145 nChanged 8 SP:Iteration 37Q (5709.460463 sec): 3 clusters Score: Raw -313521.571009 + Penalty 1586.536794 = -311935.034216 nChanged 9 SP:Iteration 38Q (5709.513304 sec): 3 clusters Score: Raw -313522.857035 + Penalty 1586.536794 = -311936.320241 nChanged 9 SP:Iteration 39Q (5709.562397 sec): 3 clusters Score: Raw -313524.596417 + Penalty 1586.536794 = -311938.059624 nChanged 13 SP:Iteration 40F (5709.613499 sec): 3 clusters Score: Raw -313527.956548 + Penalty 1586.536794 = -311941.419754 nChanged 14 SP:Iteration 41Q (5709.665114 sec): 3 clusters Score: Raw -313531.880926 + Penalty 1586.536794 = -311945.344132 nChanged 15 SP:Iteration 42Q (5709.717217 sec): 3 clusters Score: Raw -313536.266172 + Penalty 1586.536794 = -311949.729378 nChanged 17 SP:Iteration 43Q (5709.769173 sec): 3 clusters Score: Raw -313540.021537 + Penalty 1586.536794 = -311953.484743 nChanged 24 SP:Iteration 44Q (5709.821611 sec): 3 clusters Score: Raw -313546.434225 + Penalty 1586.536794 = -311959.897431 nChanged 25 SP:Iteration 45Q (5709.885459 sec): 3 clusters Score: Raw -313552.480308 + Penalty 1586.536794 = -311965.943515 nChanged 26 SP:Iteration 46Q (5709.927139 sec): 3 clusters Score: Raw -313561.206534 + Penalty 1586.536794 = -311974.669741 nChanged 32 SP:Iteration 47Q (5709.979226 sec): 3 clusters Score: Raw -313572.163695 + Penalty 1586.536794 = -311985.626902 nChanged 35 SP:Iteration 48Q (5710.031221 sec): 3 clusters Score: Raw -313586.518711 + Penalty 1586.536794 = -311999.981917 nChanged 38 SP:Iteration 49Q (5710.082396 sec): 3 clusters Score: Raw -313598.713917 + Penalty 1586.536794 = -312012.177124 nChanged 34 SP:Iteration 50Q (5710.134629 sec): 3 clusters Score: Raw -313610.235707 + Penalty 1586.536794 = -312023.698914 nChanged 27 SP:Iteration 51Q (5710.187052 sec): 3 clusters Score: Raw -313619.971173 + Penalty 1586.536794 = -312033.434379 nChanged 31 SP:Iteration 52Q (5710.237585 sec): 3 clusters Score: Raw -313632.371434 + Penalty 1586.536794 = -312045.834641 nChanged 35 SP:Iteration 53Q (5710.289853 sec): 3 clusters Score: Raw -313645.294699 + Penalty 1586.536794 = -312058.757905 nChanged 35 SP:Iteration 54Q (5710.332084 sec): 3 clusters Score: Raw -313658.648813 + Penalty 1586.536794 = -312072.112020 nChanged 36 SP:Iteration 55Q (5710.378814 sec): 3 clusters Score: Raw -313671.847476 + Penalty 1586.536794 = -312085.310682 nChanged 31 SP:Iteration 56Q (5710.439001 sec): 3 clusters Score: Raw -313685.559945 + Penalty 1586.536794 = -312099.023151 nChanged 32 SP:Iteration 57Q (5710.466868 sec): 3 clusters Score: Raw -313700.450873 + Penalty 1586.536794 = -312113.914079 nChanged 24 SP:Iteration 58Q (5710.515149 sec): 3 clusters Score: Raw -313712.284515 + Penalty 1586.536794 = -312125.747722 nChanged 23 SP:Iteration 59Q (5710.563537 sec): 3 clusters Score: Raw -313722.118445 + Penalty 1586.536794 = -312135.581652 nChanged 21 SP:Iteration 60F (5710.618810 sec): 3 clusters Score: Raw -313728.920343 + Penalty 1586.536794 = -312142.383549 nChanged 20 SP:Iteration 61Q (5710.664987 sec): 3 clusters Score: Raw -313735.084837 + Penalty 1586.536794 = -312148.548043 nChanged 14 SP:Iteration 62Q (5710.710289 sec): 3 clusters Score: Raw -313737.653925 + Penalty 1586.536794 = -312151.117132 nChanged 5 SP:Iteration 63Q (5710.760178 sec): 3 clusters Score: Raw -313738.290310 + Penalty 1586.536794 = -312151.753517 nChanged 5 SP:Iteration 64Q (5710.808223 sec): 3 clusters Score: Raw -313739.141986 + Penalty 1586.536794 = -312152.605192 nChanged 4 SP:Iteration 65Q (5710.858263 sec): 3 clusters Score: Raw -313739.849512 + Penalty 1586.536794 = -312153.312718 nChanged 3 SP:Iteration 66Q (5710.901782 sec): 3 clusters Score: Raw -313740.380312 + Penalty 1586.536794 = -312153.843518 nChanged 4 SP:Iteration 67Q (5710.960540 sec): 3 clusters Score: Raw -313741.197645 + Penalty 1586.536794 = -312154.660852 nChanged 3 SP:Iteration 68Q (5710.993821 sec): 3 clusters Score: Raw -313742.223384 + Penalty 1586.536794 = -312155.686590 nChanged 8 SP:Iteration 69Q (5711.047190 sec): 3 clusters Score: Raw -313744.771236 + Penalty 1586.536794 = -312158.234442 nChanged 10 SP:Iteration 70Q (5711.107341 sec): 3 clusters Score: Raw -313747.510880 + Penalty 1586.536794 = -312160.974086 nChanged 7 SP:Iteration 71Q (5711.153945 sec): 3 clusters Score: Raw -313749.827338 + Penalty 1586.536794 = -312163.290545 nChanged 13 SP:Iteration 72Q (5711.207850 sec): 3 clusters Score: Raw -313753.253820 + Penalty 1586.536794 = -312166.717026 nChanged 7 SP:Iteration 73Q (5711.258809 sec): 3 clusters Score: Raw -313755.406480 + Penalty 1586.536794 = -312168.869687 nChanged 11 SP:Iteration 74Q (5711.306045 sec): 3 clusters Score: Raw -313758.682038 + Penalty 1586.536794 = -312172.145244 nChanged 12 SP:Iteration 75Q (5711.357927 sec): 3 clusters Score: Raw -313763.045879 + Penalty 1586.536794 = -312176.509085 nChanged 13 SP:Iteration 76Q (5711.410457 sec): 3 clusters Score: Raw -313767.009621 + Penalty 1586.536794 = -312180.472828 nChanged 14 SP:Iteration 77Q (5711.460228 sec): 3 clusters Score: Raw -313771.604766 + Penalty 1586.536794 = -312185.067973 nChanged 8 SP:Iteration 78Q (5711.498524 sec): 3 clusters Score: Raw -313773.444261 + Penalty 1586.536794 = -312186.907468 nChanged 6 SP:Iteration 79Q (5711.546592 sec): 3 clusters Score: Raw -313774.493068 + Penalty 1586.536794 = -312187.956275 nChanged 3 SP:Iteration 80F (5711.592857 sec): 3 clusters Score: Raw -313775.228831 + Penalty 1586.536794 = -312188.692037 nChanged 6 SP:Iteration 81Q (5711.653382 sec): 3 clusters Score: Raw -313777.071901 + Penalty 1586.536794 = -312190.535107 nChanged 5 SP:Iteration 82Q (5711.702222 sec): 3 clusters Score: Raw -313778.317796 + Penalty 1586.536794 = -312191.781003 nChanged 2 SP:Iteration 83Q (5711.759832 sec): 3 clusters Score: Raw -313778.584762 + Penalty 1586.536794 = -312192.047968 nChanged 1 SP:Iteration 84Q (5711.805225 sec): 3 clusters Score: Raw -313778.738487 + Penalty 1586.536794 = -312192.201693 nChanged 1 SP:Iteration 85Q (5711.855956 sec): 3 clusters Score: Raw -313778.852633 + Penalty 1586.536794 = -312192.315839 nChanged 0 SP:Iteration 86F (5711.910812 sec): 3 clusters Score: Raw -313778.852633 + Penalty 1586.536794 = -312192.315839 nChanged 0 Trying to split cluster 4 (3497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5711.940443 sec): 2 clusters Score: Raw -255974.386570 + Penalty 775.167770 = -255199.218800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5711.992178 sec): 3 clusters Score: Raw -254090.447240 + Penalty 1550.335540 = -252540.111700 nChanged 1444 SP:Iteration 1F (5712.044224 sec): 3 clusters Score: Raw -254826.902287 + Penalty 1550.335540 = -253276.566747 nChanged 253 SP:Iteration 2F (5712.084309 sec): 3 clusters Score: Raw -254963.195994 + Penalty 1550.335540 = -253412.860454 nChanged 208 SP:Iteration 3F (5712.133538 sec): 3 clusters Score: Raw -255105.263067 + Penalty 1550.335540 = -253554.927527 nChanged 193 SP:Iteration 4F (5712.191406 sec): 3 clusters Score: Raw -255234.044587 + Penalty 1550.335540 = -253683.709047 nChanged 188 SP:Iteration 5F (5712.236511 sec): 3 clusters Score: Raw -255334.528511 + Penalty 1550.335540 = -253784.192971 nChanged 149 SP:Iteration 6Q (5712.280140 sec): 3 clusters Score: Raw -255419.851347 + Penalty 1550.335540 = -253869.515807 nChanged 147 SP:Iteration 7Q (5712.332330 sec): 3 clusters Score: Raw -255506.373311 + Penalty 1550.335540 = -253956.037771 nChanged 127 SP:Iteration 8Q (5712.385185 sec): 3 clusters Score: Raw -255591.919540 + Penalty 1550.335540 = -254041.584000 nChanged 120 SP:Iteration 9Q (5712.434517 sec): 3 clusters Score: Raw -255674.924735 + Penalty 1550.335540 = -254124.589195 nChanged 110 SP:Iteration 10Q (5712.486521 sec): 3 clusters Score: Raw -255740.056055 + Penalty 1550.335540 = -254189.720514 nChanged 105 SP:Iteration 11Q (5712.539987 sec): 3 clusters Score: Raw -255793.773906 + Penalty 1550.335540 = -254243.438366 nChanged 86 SP:Iteration 12Q (5712.591573 sec): 3 clusters Score: Raw -255837.256277 + Penalty 1550.335540 = -254286.920737 nChanged 64 SP:Iteration 13Q (5712.654672 sec): 3 clusters Score: Raw -255868.197674 + Penalty 1550.335540 = -254317.862133 nChanged 64 SP:Iteration 14Q (5712.694167 sec): 3 clusters Score: Raw -255893.752050 + Penalty 1550.335540 = -254343.416510 nChanged 56 SP:Iteration 15Q (5712.747342 sec): 3 clusters Score: Raw -255917.709736 + Penalty 1550.335540 = -254367.374196 nChanged 57 SP:Iteration 16Q (5712.810574 sec): 3 clusters Score: Raw -255943.003593 + Penalty 1550.335540 = -254392.668053 nChanged 47 SP:Iteration 17Q (5712.852331 sec): 3 clusters Score: Raw -255969.635541 + Penalty 1550.335540 = -254419.300001 nChanged 48 SP:Iteration 18Q (5712.904273 sec): 3 clusters Score: Raw -255993.681155 + Penalty 1550.335540 = -254443.345615 nChanged 55 SP:Iteration 19Q (5712.956374 sec): 3 clusters Score: Raw -256015.628153 + Penalty 1550.335540 = -254465.292613 nChanged 44 SP:Iteration 20F (5713.018437 sec): 3 clusters Score: Raw -256036.371173 + Penalty 1550.335540 = -254486.035633 nChanged 46 SP:Iteration 21Q (5713.068360 sec): 3 clusters Score: Raw -256055.045495 + Penalty 1550.335540 = -254504.709955 nChanged 37 SP:Iteration 22Q (5713.118811 sec): 3 clusters Score: Raw -256071.723758 + Penalty 1550.335540 = -254521.388218 nChanged 36 SP:Iteration 23Q (5713.158649 sec): 3 clusters Score: Raw -256087.136475 + Penalty 1550.335540 = -254536.800935 nChanged 33 SP:Iteration 24Q (5713.221612 sec): 3 clusters Score: Raw -256100.023066 + Penalty 1550.335540 = -254549.687526 nChanged 31 SP:Iteration 25Q (5713.269170 sec): 3 clusters Score: Raw -256115.587913 + Penalty 1550.335540 = -254565.252373 nChanged 25 SP:Iteration 26Q (5713.317793 sec): 3 clusters Score: Raw -256129.474705 + Penalty 1550.335540 = -254579.139165 nChanged 24 SP:Iteration 27Q (5713.370660 sec): 3 clusters Score: Raw -256141.866723 + Penalty 1550.335540 = -254591.531183 nChanged 25 SP:Iteration 28Q (5713.425187 sec): 3 clusters Score: Raw -256152.783404 + Penalty 1550.335540 = -254602.447864 nChanged 19 SP:Iteration 29Q (5713.476876 sec): 3 clusters Score: Raw -256159.623157 + Penalty 1550.335540 = -254609.287617 nChanged 14 SP:Iteration 30Q (5713.514902 sec): 3 clusters Score: Raw -256165.509556 + Penalty 1550.335540 = -254615.174016 nChanged 13 SP:Iteration 31Q (5713.567569 sec): 3 clusters Score: Raw -256170.056150 + Penalty 1550.335540 = -254619.720610 nChanged 14 SP:Iteration 32Q (5713.616897 sec): 3 clusters Score: Raw -256174.624413 + Penalty 1550.335540 = -254624.288873 nChanged 10 SP:Iteration 33Q (5713.654305 sec): 3 clusters Score: Raw -256178.962475 + Penalty 1550.335540 = -254628.626935 nChanged 8 SP:Iteration 34Q (5713.710627 sec): 3 clusters Score: Raw -256181.340428 + Penalty 1550.335540 = -254631.004888 nChanged 9 SP:Iteration 35Q (5713.756911 sec): 3 clusters Score: Raw -256185.655957 + Penalty 1550.335540 = -254635.320417 nChanged 11 SP:Iteration 36Q (5713.813968 sec): 3 clusters Score: Raw -256188.934703 + Penalty 1550.335540 = -254638.599163 nChanged 7 SP:Iteration 37Q (5713.860222 sec): 3 clusters Score: Raw -256192.029069 + Penalty 1550.335540 = -254641.693529 nChanged 11 SP:Iteration 38Q (5713.912437 sec): 3 clusters Score: Raw -256195.883570 + Penalty 1550.335540 = -254645.548030 nChanged 11 SP:Iteration 39Q (5713.949287 sec): 3 clusters Score: Raw -256198.747032 + Penalty 1550.335540 = -254648.411492 nChanged 9 SP:Iteration 40F (5714.001157 sec): 3 clusters Score: Raw -256202.411715 + Penalty 1550.335540 = -254652.076174 nChanged 9 SP:Iteration 41Q (5714.052719 sec): 3 clusters Score: Raw -256204.944075 + Penalty 1550.335540 = -254654.608535 nChanged 5 SP:Iteration 42Q (5714.104012 sec): 3 clusters Score: Raw -256205.858465 + Penalty 1550.335540 = -254655.522924 nChanged 5 SP:Iteration 43Q (5714.155590 sec): 3 clusters Score: Raw -256206.588004 + Penalty 1550.335540 = -254656.252464 nChanged 2 SP:Iteration 44Q (5714.204045 sec): 3 clusters Score: Raw -256206.835021 + Penalty 1550.335540 = -254656.499481 nChanged 0 SP:Iteration 45F (5714.244404 sec): 3 clusters Score: Raw -256206.835021 + Penalty 1550.335540 = -254656.499481 nChanged 0 Trying to split cluster 5 (14556 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5714.284173 sec): 2 clusters Score: Raw -1057722.274294 + Penalty 910.647063 = -1056811.627231 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5714.343847 sec): 3 clusters Score: Raw -1048902.189606 + Penalty 1821.294126 = -1047080.895480 nChanged 6640 SP:Iteration 1F (5714.410913 sec): 3 clusters Score: Raw -1052633.709566 + Penalty 1821.294126 = -1050812.415440 nChanged 829 SP:Iteration 2F (5714.476828 sec): 3 clusters Score: Raw -1053023.096212 + Penalty 1821.294126 = -1051201.802085 nChanged 834 SP:Iteration 3F (5714.535073 sec): 3 clusters Score: Raw -1053445.211919 + Penalty 1821.294126 = -1051623.917793 nChanged 855 SP:Iteration 4F (5714.599383 sec): 3 clusters Score: Raw -1053917.062109 + Penalty 1821.294126 = -1052095.767983 nChanged 855 SP:Iteration 5F (5714.662970 sec): 3 clusters Score: Raw -1054443.143918 + Penalty 1821.294126 = -1052621.849792 nChanged 846 SP:Iteration 6F (5714.723527 sec): 3 clusters Score: Raw -1055080.477434 + Penalty 1821.294126 = -1053259.183308 nChanged 784 SP:Iteration 7F (5714.789124 sec): 3 clusters Score: Raw -1055682.238072 + Penalty 1821.294126 = -1053860.943946 nChanged 636 SP:Iteration 8Q (5714.849799 sec): 3 clusters Score: Raw -1056123.723531 + Penalty 1821.294126 = -1054302.429405 nChanged 459 SP:Iteration 9Q (5714.913212 sec): 3 clusters Score: Raw -1056365.694209 + Penalty 1821.294126 = -1054544.400083 nChanged 333 SP:Iteration 10Q (5714.969975 sec): 3 clusters Score: Raw -1056517.818307 + Penalty 1821.294126 = -1054696.524180 nChanged 257 SP:Iteration 11Q (5715.034868 sec): 3 clusters Score: Raw -1056642.999945 + Penalty 1821.294126 = -1054821.705819 nChanged 245 SP:Iteration 12Q (5715.098942 sec): 3 clusters Score: Raw -1056741.532332 + Penalty 1821.294126 = -1054920.238206 nChanged 202 SP:Iteration 13Q (5715.173319 sec): 3 clusters Score: Raw -1056815.695905 + Penalty 1821.294126 = -1054994.401779 nChanged 197 SP:Iteration 14Q (5715.226634 sec): 3 clusters Score: Raw -1056884.645333 + Penalty 1821.294126 = -1055063.351207 nChanged 174 SP:Iteration 15Q (5715.290601 sec): 3 clusters Score: Raw -1056946.919580 + Penalty 1821.294126 = -1055125.625454 nChanged 174 SP:Iteration 16Q (5715.354769 sec): 3 clusters Score: Raw -1057014.488560 + Penalty 1821.294126 = -1055193.194434 nChanged 173 SP:Iteration 17Q (5715.417309 sec): 3 clusters Score: Raw -1057084.339819 + Penalty 1821.294126 = -1055263.045693 nChanged 164 SP:Iteration 18Q (5715.477147 sec): 3 clusters Score: Raw -1057151.571224 + Penalty 1821.294126 = -1055330.277098 nChanged 163 SP:Iteration 19Q (5715.531550 sec): 3 clusters Score: Raw -1057227.567724 + Penalty 1821.294126 = -1055406.273598 nChanged 159 SP:Iteration 20F (5715.597550 sec): 3 clusters Score: Raw -1057296.039665 + Penalty 1821.294126 = -1055474.745539 nChanged 144 SP:Iteration 21Q (5715.661056 sec): 3 clusters Score: Raw -1057362.516173 + Penalty 1821.294126 = -1055541.222047 nChanged 159 SP:Iteration 22Q (5715.725472 sec): 3 clusters Score: Raw -1057438.287829 + Penalty 1821.294126 = -1055616.993702 nChanged 138 SP:Iteration 23Q (5715.789583 sec): 3 clusters Score: Raw -1057502.205016 + Penalty 1821.294126 = -1055680.910889 nChanged 106 SP:Iteration 24Q (5715.852763 sec): 3 clusters Score: Raw -1057553.685195 + Penalty 1821.294126 = -1055732.391069 nChanged 102 SP:Iteration 25Q (5715.920606 sec): 3 clusters Score: Raw -1057605.351947 + Penalty 1821.294126 = -1055784.057821 nChanged 103 SP:Iteration 26Q (5715.971554 sec): 3 clusters Score: Raw -1057660.828079 + Penalty 1821.294126 = -1055839.533953 nChanged 94 SP:Iteration 27Q (5716.023342 sec): 3 clusters Score: Raw -1057709.935529 + Penalty 1821.294126 = -1055888.641403 nChanged 74 SP:Iteration 28Q (5716.076614 sec): 3 clusters Score: Raw -1057753.659962 + Penalty 1821.294126 = -1055932.365836 nChanged 63 SP:Iteration 29Q (5716.139831 sec): 3 clusters Score: Raw -1057785.362182 + Penalty 1821.294126 = -1055964.068055 nChanged 54 SP:Iteration 30Q (5716.203051 sec): 3 clusters Score: Raw -1057810.045016 + Penalty 1821.294126 = -1055988.750889 nChanged 44 SP:Iteration 31Q (5716.265751 sec): 3 clusters Score: Raw -1057827.257049 + Penalty 1821.294126 = -1056005.962923 nChanged 36 SP:Iteration 32Q (5716.338712 sec): 3 clusters Score: Raw -1057843.695226 + Penalty 1821.294126 = -1056022.401100 nChanged 25 SP:Iteration 33Q (5716.390427 sec): 3 clusters Score: Raw -1057852.326894 + Penalty 1821.294126 = -1056031.032768 nChanged 27 SP:Iteration 34Q (5716.447912 sec): 3 clusters Score: Raw -1057862.663192 + Penalty 1821.294126 = -1056041.369066 nChanged 30 SP:Iteration 35Q (5716.508376 sec): 3 clusters Score: Raw -1057873.838253 + Penalty 1821.294126 = -1056052.544127 nChanged 29 SP:Iteration 36Q (5716.571107 sec): 3 clusters Score: Raw -1057883.870778 + Penalty 1821.294126 = -1056062.576652 nChanged 17 SP:Iteration 37Q (5716.633145 sec): 3 clusters Score: Raw -1057888.024891 + Penalty 1821.294126 = -1056066.730765 nChanged 15 SP:Iteration 38Q (5716.696924 sec): 3 clusters Score: Raw -1057893.199880 + Penalty 1821.294126 = -1056071.905754 nChanged 10 SP:Iteration 39Q (5716.769529 sec): 3 clusters Score: Raw -1057895.823267 + Penalty 1821.294126 = -1056074.529141 nChanged 7 SP:Iteration 40F (5716.814432 sec): 3 clusters Score: Raw -1057897.303501 + Penalty 1821.294126 = -1056076.009375 nChanged 8 SP:Iteration 41Q (5716.872239 sec): 3 clusters Score: Raw -1057899.107966 + Penalty 1821.294126 = -1056077.813840 nChanged 14 SP:Iteration 42Q (5716.942036 sec): 3 clusters Score: Raw -1057902.418077 + Penalty 1821.294126 = -1056081.123951 nChanged 5 SP:Iteration 43Q (5716.994888 sec): 3 clusters Score: Raw -1057903.220904 + Penalty 1821.294126 = -1056081.926778 nChanged 2 SP:Iteration 44Q (5717.058339 sec): 3 clusters Score: Raw -1057903.627876 + Penalty 1821.294126 = -1056082.333750 nChanged 3 SP:Iteration 45Q (5717.115567 sec): 3 clusters Score: Raw -1057904.485554 + Penalty 1821.294126 = -1056083.191428 nChanged 5 SP:Iteration 46Q (5717.177928 sec): 3 clusters Score: Raw -1057905.685694 + Penalty 1821.294126 = -1056084.391568 nChanged 6 SP:Iteration 47Q (5717.239185 sec): 3 clusters Score: Raw -1057906.729163 + Penalty 1821.294126 = -1056085.435037 nChanged 6 SP:Iteration 48Q (5717.304305 sec): 3 clusters Score: Raw -1057907.970046 + Penalty 1821.294126 = -1056086.675920 nChanged 8 SP:Iteration 49Q (5717.356752 sec): 3 clusters Score: Raw -1057910.529635 + Penalty 1821.294126 = -1056089.235509 nChanged 9 SP:Iteration 50Q (5717.416765 sec): 3 clusters Score: Raw -1057912.810734 + Penalty 1821.294126 = -1056091.516608 nChanged 8 SP:Iteration 51Q (5717.489811 sec): 3 clusters Score: Raw -1057916.284835 + Penalty 1821.294126 = -1056094.990708 nChanged 8 SP:Iteration 52Q (5717.553469 sec): 3 clusters Score: Raw -1057918.997153 + Penalty 1821.294126 = -1056097.703027 nChanged 9 SP:Iteration 53Q (5717.614612 sec): 3 clusters Score: Raw -1057922.179787 + Penalty 1821.294126 = -1056100.885661 nChanged 8 SP:Iteration 54Q (5717.674842 sec): 3 clusters Score: Raw -1057924.586239 + Penalty 1821.294126 = -1056103.292113 nChanged 7 SP:Iteration 55Q (5717.733086 sec): 3 clusters Score: Raw -1057927.660696 + Penalty 1821.294126 = -1056106.366570 nChanged 9 SP:Iteration 56Q (5717.783822 sec): 3 clusters Score: Raw -1057930.103614 + Penalty 1821.294126 = -1056108.809488 nChanged 4 SP:Iteration 57Q (5717.841091 sec): 3 clusters Score: Raw -1057931.456276 + Penalty 1821.294126 = -1056110.162150 nChanged 3 SP:Iteration 58Q (5717.899037 sec): 3 clusters Score: Raw -1057931.931865 + Penalty 1821.294126 = -1056110.637739 nChanged 3 SP:Iteration 59Q (5717.965898 sec): 3 clusters Score: Raw -1057932.565142 + Penalty 1821.294126 = -1056111.271016 nChanged 2 SP:Iteration 60F (5718.025933 sec): 3 clusters Score: Raw -1057932.688968 + Penalty 1821.294126 = -1056111.394842 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5718.051316 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5718.100728 sec): 3 clusters Score: Raw -14532.704218 + Penalty 1054.324456 = -13478.379762 nChanged 62 SP:Iteration 1F (5718.136788 sec): 3 clusters Score: Raw -14668.281588 + Penalty 1054.324456 = -13613.957132 nChanged 21 SP:Iteration 2F (5718.185355 sec): 3 clusters Score: Raw -14720.360040 + Penalty 1054.324456 = -13666.035583 nChanged 5 SP:Iteration 3Q (5718.244546 sec): 3 clusters Score: Raw -14743.194036 + Penalty 1054.324456 = -13688.869580 nChanged 9 SP:Iteration 4Q (5718.290183 sec): 3 clusters Score: Raw -14758.066933 + Penalty 1054.324456 = -13703.742477 nChanged 1 SP:Iteration 5Q (5718.341048 sec): 3 clusters Score: Raw -14758.788074 + Penalty 1054.324456 = -13704.463618 nChanged 0 SP:Iteration 6F (5718.385309 sec): 3 clusters Score: Raw -14758.788074 + Penalty 1054.324456 = -13704.463618 nChanged 0 Trying to split cluster 7 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5718.402678 sec): 2 clusters Score: Raw -28900.293914 + Penalty 591.333051 = -28308.960863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5718.463960 sec): 3 clusters Score: Raw -28828.931823 + Penalty 1182.666102 = -27646.265721 nChanged 169 SP:Iteration 1F (5718.500312 sec): 3 clusters Score: Raw -29139.015115 + Penalty 1182.666102 = -27956.349014 nChanged 66 SP:Iteration 2F (5718.547994 sec): 3 clusters Score: Raw -29370.415514 + Penalty 1182.666102 = -28187.749412 nChanged 56 SP:Iteration 3F (5718.595258 sec): 3 clusters Score: Raw -29572.624050 + Penalty 1182.666102 = -28389.957949 nChanged 36 SP:Iteration 4F (5718.637870 sec): 3 clusters Score: Raw -29640.960999 + Penalty 1182.666102 = -28458.294897 nChanged 14 SP:Iteration 5Q (5718.691791 sec): 3 clusters Score: Raw -29668.819192 + Penalty 1182.666102 = -28486.153091 nChanged 6 SP:Iteration 6Q (5718.736869 sec): 3 clusters Score: Raw -29679.365824 + Penalty 1182.666102 = -28496.699723 nChanged 3 SP:Iteration 7Q (5718.783457 sec): 3 clusters Score: Raw -29685.464862 + Penalty 1182.666102 = -28502.798761 nChanged 2 SP:Iteration 8Q (5718.827188 sec): 3 clusters Score: Raw -29688.982413 + Penalty 1182.666102 = -28506.316311 nChanged 2 SP:Iteration 9Q (5718.872928 sec): 3 clusters Score: Raw -29725.169051 + Penalty 1182.666102 = -28542.502950 nChanged 8 SP:Iteration 10Q (5718.907617 sec): 3 clusters Score: Raw -29742.715265 + Penalty 1182.666102 = -28560.049164 nChanged 4 SP:Iteration 11Q (5718.953579 sec): 3 clusters Score: Raw -29746.956535 + Penalty 1182.666102 = -28564.290434 nChanged 0 SP:Iteration 12F (5718.996525 sec): 3 clusters Score: Raw -29746.956535 + Penalty 1182.666102 = -28564.290434 nChanged 0 Score: Raw -25403639.752471 + Penalty 30363.950751 = -25373275.801720 Splitting cluster 7 changes total score from -25373643.052023 to -25373275.801720 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5723.462277 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5723.512742 sec): 3 clusters Score: Raw -141643.639606 + Penalty 1423.730277 = -140219.909328 nChanged 697 SP:Iteration 1F (5723.563060 sec): 3 clusters Score: Raw -142074.897142 + Penalty 1423.730277 = -140651.166865 nChanged 148 SP:Iteration 2F (5723.609712 sec): 3 clusters Score: Raw -142202.536579 + Penalty 1423.730277 = -140778.806302 nChanged 109 SP:Iteration 3F (5723.660271 sec): 3 clusters Score: Raw -142287.909203 + Penalty 1423.730277 = -140864.178926 nChanged 86 SP:Iteration 4Q (5723.710636 sec): 3 clusters Score: Raw -142357.885906 + Penalty 1423.730277 = -140934.155628 nChanged 93 SP:Iteration 5F (5723.759925 sec): 3 clusters Score: Raw -142427.173995 + Penalty 1423.730277 = -141003.443718 nChanged 80 SP:Iteration 6Q (5723.810369 sec): 3 clusters Score: Raw -142500.311372 + Penalty 1423.730277 = -141076.581095 nChanged 77 SP:Iteration 7Q (5723.860628 sec): 3 clusters Score: Raw -142562.902817 + Penalty 1423.730277 = -141139.172539 nChanged 75 SP:Iteration 8Q (5723.906419 sec): 3 clusters Score: Raw -142627.589313 + Penalty 1423.730277 = -141203.859036 nChanged 44 SP:Iteration 9Q (5723.956704 sec): 3 clusters Score: Raw -142655.913774 + Penalty 1423.730277 = -141232.183497 nChanged 38 SP:Iteration 10Q (5724.007038 sec): 3 clusters Score: Raw -142679.737304 + Penalty 1423.730277 = -141256.007027 nChanged 27 SP:Iteration 11Q (5724.057292 sec): 3 clusters Score: Raw -142698.854309 + Penalty 1423.730277 = -141275.124032 nChanged 23 SP:Iteration 12Q (5724.098927 sec): 3 clusters Score: Raw -142711.561749 + Penalty 1423.730277 = -141287.831471 nChanged 23 SP:Iteration 13Q (5724.149292 sec): 3 clusters Score: Raw -142726.838367 + Penalty 1423.730277 = -141303.108089 nChanged 27 SP:Iteration 14Q (5724.195822 sec): 3 clusters Score: Raw -142740.845881 + Penalty 1423.730277 = -141317.115603 nChanged 15 SP:Iteration 15Q (5724.241492 sec): 3 clusters Score: Raw -142748.423805 + Penalty 1423.730277 = -141324.693528 nChanged 13 SP:Iteration 16Q (5724.291592 sec): 3 clusters Score: Raw -142756.598631 + Penalty 1423.730277 = -141332.868354 nChanged 12 SP:Iteration 17Q (5724.331327 sec): 3 clusters Score: Raw -142763.299089 + Penalty 1423.730277 = -141339.568812 nChanged 9 SP:Iteration 18Q (5724.381204 sec): 3 clusters Score: Raw -142767.190239 + Penalty 1423.730277 = -141343.459962 nChanged 6 SP:Iteration 19Q (5724.426355 sec): 3 clusters Score: Raw -142769.237108 + Penalty 1423.730277 = -141345.506830 nChanged 4 SP:Iteration 20F (5724.469801 sec): 3 clusters Score: Raw -142771.925177 + Penalty 1423.730277 = -141348.194900 nChanged 3 SP:Iteration 21Q (5724.511684 sec): 3 clusters Score: Raw -142774.571080 + Penalty 1423.730277 = -141350.840803 nChanged 4 SP:Iteration 22Q (5724.553573 sec): 3 clusters Score: Raw -142776.793488 + Penalty 1423.730277 = -141353.063211 nChanged 5 SP:Iteration 23Q (5724.595863 sec): 3 clusters Score: Raw -142778.183421 + Penalty 1423.730277 = -141354.453144 nChanged 4 SP:Iteration 24Q (5724.634989 sec): 3 clusters Score: Raw -142779.557974 + Penalty 1423.730277 = -141355.827697 nChanged 1 SP:Iteration 25Q (5724.685037 sec): 3 clusters Score: Raw -142779.698633 + Penalty 1423.730277 = -141355.968355 nChanged 0 SP:Iteration 26F (5724.730786 sec): 3 clusters Score: Raw -142779.698633 + Penalty 1423.730277 = -141355.968355 nChanged 0 Trying to split cluster 9 (64072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5724.824064 sec): 2 clusters Score: Raw -4831821.104269 + Penalty 1051.437459 = -4830769.666810 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5724.938974 sec): 3 clusters Score: Raw -4789991.752963 + Penalty 2102.874919 = -4787888.878044 nChanged 30733 SP:Iteration 1F (5725.062404 sec): 3 clusters Score: Raw -4808300.989954 + Penalty 2102.874919 = -4806198.115035 nChanged 2483 SP:Iteration 2Q (5725.175830 sec): 3 clusters Score: Raw -4809206.512072 + Penalty 2102.874919 = -4807103.637153 nChanged 2946 SP:Iteration 3Q (5725.302722 sec): 3 clusters Score: Raw -4810626.666686 + Penalty 2102.874919 = -4808523.791767 nChanged 3688 SP:Iteration 4F (5725.429445 sec): 3 clusters Score: Raw -4812966.591408 + Penalty 2102.874919 = -4810863.716490 nChanged 4617 SP:Iteration 5F (5725.554149 sec): 3 clusters Score: Raw -4816587.791260 + Penalty 2102.874919 = -4814484.916342 nChanged 5131 SP:Iteration 6F (5725.675318 sec): 3 clusters Score: Raw -4821099.862423 + Penalty 2102.874919 = -4818996.987504 nChanged 4552 SP:Iteration 7F (5725.801802 sec): 3 clusters Score: Raw -4825376.504365 + Penalty 2102.874919 = -4823273.629446 nChanged 3357 SP:Iteration 8F (5725.928694 sec): 3 clusters Score: Raw -4828551.803681 + Penalty 2102.874919 = -4826448.928763 nChanged 2045 SP:Iteration 9Q (5726.031524 sec): 3 clusters Score: Raw -4830401.728031 + Penalty 2102.874919 = -4828298.853113 nChanged 1024 SP:Iteration 10Q (5726.144588 sec): 3 clusters Score: Raw -4831283.316697 + Penalty 2102.874919 = -4829180.441778 nChanged 449 SP:Iteration 11Q (5726.263639 sec): 3 clusters Score: Raw -4831630.238164 + Penalty 2102.874919 = -4829527.363245 nChanged 200 SP:Iteration 12Q (5726.375817 sec): 3 clusters Score: Raw -4831774.522087 + Penalty 2102.874919 = -4829671.647168 nChanged 87 SP:Iteration 13Q (5726.490296 sec): 3 clusters Score: Raw -4831846.275053 + Penalty 2102.874919 = -4829743.400134 nChanged 53 SP:Iteration 14Q (5726.603589 sec): 3 clusters Score: Raw -4831887.635512 + Penalty 2102.874919 = -4829784.760593 nChanged 32 SP:Iteration 15Q (5726.716995 sec): 3 clusters Score: Raw -4831916.446699 + Penalty 2102.874919 = -4829813.571780 nChanged 17 SP:Iteration 16Q (5726.831769 sec): 3 clusters Score: Raw -4831928.946868 + Penalty 2102.874919 = -4829826.071949 nChanged 4 SP:Iteration 17Q (5726.947439 sec): 3 clusters Score: Raw -4831932.529972 + Penalty 2102.874919 = -4829829.655053 nChanged 2 SP:Iteration 18Q (5727.057676 sec): 3 clusters Score: Raw -4831934.204812 + Penalty 2102.874919 = -4829831.329894 nChanged 4 SP:Iteration 19Q (5727.178183 sec): 3 clusters Score: Raw -4831936.959769 + Penalty 2102.874919 = -4829834.084850 nChanged 3 SP:Iteration 20F (5727.295891 sec): 3 clusters Score: Raw -4831938.311721 + Penalty 2102.874919 = -4829835.436802 nChanged 3 SP:Iteration 21Q (5727.422248 sec): 3 clusters Score: Raw -4831939.683099 + Penalty 2102.874919 = -4829836.808181 nChanged 2 SP:Iteration 22Q (5727.536841 sec): 3 clusters Score: Raw -4831941.159231 + Penalty 2102.874919 = -4829838.284312 nChanged 1 SP:Iteration 23Q (5727.641638 sec): 3 clusters Score: Raw -4831941.620884 + Penalty 2102.874919 = -4829838.745966 nChanged 0 SP:Iteration 24F (5727.772822 sec): 3 clusters Score: Raw -4831941.620884 + Penalty 2102.874919 = -4829838.745966 nChanged 0 Trying to split cluster 10 (6576 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5727.810795 sec): 2 clusters Score: Raw -432401.308892 + Penalty 835.162284 = -431566.146608 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5727.867252 sec): 3 clusters Score: Raw -428615.862274 + Penalty 1670.324568 = -426945.537706 nChanged 2894 SP:Iteration 1F (5727.923848 sec): 3 clusters Score: Raw -430281.191861 + Penalty 1670.324568 = -428610.867293 nChanged 455 SP:Iteration 2F (5727.966097 sec): 3 clusters Score: Raw -430553.804267 + Penalty 1670.324568 = -428883.479699 nChanged 409 SP:Iteration 3F (5728.032214 sec): 3 clusters Score: Raw -430844.591931 + Penalty 1670.324568 = -429174.267363 nChanged 418 SP:Iteration 4F (5728.078532 sec): 3 clusters Score: Raw -431123.009663 + Penalty 1670.324568 = -429452.685095 nChanged 412 SP:Iteration 5F (5728.096720 sec): 3 clusters Score: Raw -431427.095706 + Penalty 1670.324568 = -429756.771138 nChanged 418 SP:Iteration 6F (5728.149897 sec): 3 clusters Score: Raw -431740.484703 + Penalty 1670.324568 = -430070.160135 nChanged 378 SP:Iteration 7F (5728.204514 sec): 3 clusters Score: Raw -432008.138089 + Penalty 1670.324568 = -430337.813521 nChanged 329 SP:Iteration 8F (5728.266824 sec): 3 clusters Score: Raw -432244.012923 + Penalty 1670.324568 = -430573.688355 nChanged 250 SP:Iteration 9Q (5728.321335 sec): 3 clusters Score: Raw -432415.341527 + Penalty 1670.324568 = -430745.016959 nChanged 164 SP:Iteration 10Q (5728.373514 sec): 3 clusters Score: Raw -432519.276812 + Penalty 1670.324568 = -430848.952244 nChanged 128 SP:Iteration 11Q (5728.428797 sec): 3 clusters Score: Raw -432623.116375 + Penalty 1670.324568 = -430952.791807 nChanged 130 SP:Iteration 12Q (5728.473557 sec): 3 clusters Score: Raw -432718.002451 + Penalty 1670.324568 = -431047.677883 nChanged 106 SP:Iteration 13Q (5728.530758 sec): 3 clusters Score: Raw -432789.155969 + Penalty 1670.324568 = -431118.831401 nChanged 95 SP:Iteration 14Q (5728.586249 sec): 3 clusters Score: Raw -432842.347184 + Penalty 1670.324568 = -431172.022616 nChanged 77 SP:Iteration 15Q (5728.641267 sec): 3 clusters Score: Raw -432875.012178 + Penalty 1670.324568 = -431204.687610 nChanged 50 SP:Iteration 16Q (5728.707798 sec): 3 clusters Score: Raw -432892.566837 + Penalty 1670.324568 = -431222.242269 nChanged 39 SP:Iteration 17Q (5728.762021 sec): 3 clusters Score: Raw -432903.873623 + Penalty 1670.324568 = -431233.549055 nChanged 20 SP:Iteration 18Q (5728.819234 sec): 3 clusters Score: Raw -432908.653570 + Penalty 1670.324568 = -431238.329002 nChanged 21 SP:Iteration 19Q (5728.857560 sec): 3 clusters Score: Raw -432914.432351 + Penalty 1670.324568 = -431244.107783 nChanged 19 SP:Iteration 20F (5728.912547 sec): 3 clusters Score: Raw -432918.802723 + Penalty 1670.324568 = -431248.478155 nChanged 14 SP:Iteration 21Q (5728.971206 sec): 3 clusters Score: Raw -432923.209218 + Penalty 1670.324568 = -431252.884650 nChanged 16 SP:Iteration 22Q (5729.014508 sec): 3 clusters Score: Raw -432925.801569 + Penalty 1670.324568 = -431255.477001 nChanged 7 SP:Iteration 23Q (5729.062300 sec): 3 clusters Score: Raw -432926.713345 + Penalty 1670.324568 = -431256.388777 nChanged 2 SP:Iteration 24Q (5729.105179 sec): 3 clusters Score: Raw -432927.093050 + Penalty 1670.324568 = -431256.768482 nChanged 4 SP:Iteration 25Q (5729.152905 sec): 3 clusters Score: Raw -432928.105610 + Penalty 1670.324568 = -431257.781042 nChanged 5 SP:Iteration 26Q (5729.201654 sec): 3 clusters Score: Raw -432928.888828 + Penalty 1670.324568 = -431258.564260 nChanged 8 SP:Iteration 27Q (5729.256908 sec): 3 clusters Score: Raw -432929.926321 + Penalty 1670.324568 = -431259.601753 nChanged 4 SP:Iteration 28Q (5729.311573 sec): 3 clusters Score: Raw -432930.397747 + Penalty 1670.324568 = -431260.073179 nChanged 2 SP:Iteration 29Q (5729.366963 sec): 3 clusters Score: Raw -432930.471992 + Penalty 1670.324568 = -431260.147424 nChanged 2 SP:Iteration 30Q (5729.421724 sec): 3 clusters Score: Raw -432930.666379 + Penalty 1670.324568 = -431260.341811 nChanged 3 SP:Iteration 31Q (5729.476508 sec): 3 clusters Score: Raw -432931.228764 + Penalty 1670.324568 = -431260.904196 nChanged 3 SP:Iteration 32Q (5729.529788 sec): 3 clusters Score: Raw -432931.507351 + Penalty 1670.324568 = -431261.182783 nChanged 3 SP:Iteration 33Q (5729.580010 sec): 3 clusters Score: Raw -432931.874165 + Penalty 1670.324568 = -431261.549597 nChanged 7 SP:Iteration 34Q (5729.621833 sec): 3 clusters Score: Raw -432932.836431 + Penalty 1670.324568 = -431262.511863 nChanged 9 SP:Iteration 35Q (5729.676784 sec): 3 clusters Score: Raw -432934.131639 + Penalty 1670.324568 = -431263.807071 nChanged 4 SP:Iteration 36Q (5729.732503 sec): 3 clusters Score: Raw -432934.595885 + Penalty 1670.324568 = -431264.271317 nChanged 5 SP:Iteration 37Q (5729.784019 sec): 3 clusters Score: Raw -432935.227309 + Penalty 1670.324568 = -431264.902741 nChanged 9 SP:Iteration 38Q (5729.827991 sec): 3 clusters Score: Raw -432936.697630 + Penalty 1670.324568 = -431266.373062 nChanged 8 SP:Iteration 39Q (5729.893377 sec): 3 clusters Score: Raw -432938.275349 + Penalty 1670.324568 = -431267.950781 nChanged 10 SP:Iteration 40F (5729.949759 sec): 3 clusters Score: Raw -432939.723126 + Penalty 1670.324568 = -431269.398558 nChanged 5 SP:Iteration 41Q (5729.997526 sec): 3 clusters Score: Raw -432940.158677 + Penalty 1670.324568 = -431269.834109 nChanged 4 SP:Iteration 42Q (5730.054569 sec): 3 clusters Score: Raw -432940.730122 + Penalty 1670.324568 = -431270.405554 nChanged 3 SP:Iteration 43Q (5730.120413 sec): 3 clusters Score: Raw -432940.979580 + Penalty 1670.324568 = -431270.655012 nChanged 2 SP:Iteration 44Q (5730.162780 sec): 3 clusters Score: Raw -432941.247374 + Penalty 1670.324568 = -431270.922806 nChanged 2 SP:Iteration 45Q (5730.217634 sec): 3 clusters Score: Raw -432941.429222 + Penalty 1670.324568 = -431271.104654 nChanged 2 SP:Iteration 46Q (5730.283846 sec): 3 clusters Score: Raw -432941.822160 + Penalty 1670.324568 = -431271.497592 nChanged 1 SP:Iteration 47Q (5730.326463 sec): 3 clusters Score: Raw -432941.862181 + Penalty 1670.324568 = -431271.537613 nChanged 2 SP:Iteration 48Q (5730.377217 sec): 3 clusters Score: Raw -432942.018368 + Penalty 1670.324568 = -431271.693800 nChanged 1 SP:Iteration 49Q (5730.431587 sec): 3 clusters Score: Raw -432942.038428 + Penalty 1670.324568 = -431271.713860 nChanged 1 SP:Iteration 50Q (5730.498110 sec): 3 clusters Score: Raw -432942.356358 + Penalty 1670.324568 = -431272.031790 nChanged 1 SP:Iteration 51Q (5730.542735 sec): 3 clusters Score: Raw -432943.169924 + Penalty 1670.324568 = -431272.845356 nChanged 3 SP:Iteration 52Q (5730.597405 sec): 3 clusters Score: Raw -432943.522428 + Penalty 1670.324568 = -431273.197860 nChanged 2 SP:Iteration 53Q (5730.652616 sec): 3 clusters Score: Raw -432943.638507 + Penalty 1670.324568 = -431273.313939 nChanged 1 SP:Iteration 54Q (5730.707865 sec): 3 clusters Score: Raw -432943.684017 + Penalty 1670.324568 = -431273.359449 nChanged 1 SP:Iteration 55Q (5730.758458 sec): 3 clusters Score: Raw -432943.758799 + Penalty 1670.324568 = -431273.434231 nChanged 2 SP:Iteration 56Q (5730.813308 sec): 3 clusters Score: Raw -432943.972626 + Penalty 1670.324568 = -431273.648058 nChanged 3 SP:Iteration 57Q (5730.880313 sec): 3 clusters Score: Raw -432944.235473 + Penalty 1670.324568 = -431273.910905 nChanged 4 SP:Iteration 58Q (5730.937437 sec): 3 clusters Score: Raw -432944.623678 + Penalty 1670.324568 = -431274.299110 nChanged 1 SP:Iteration 59Q (5730.977026 sec): 3 clusters Score: Raw -432944.736639 + Penalty 1670.324568 = -431274.412071 nChanged 0 SP:Iteration 60F (5731.030971 sec): 3 clusters Score: Raw -432944.736639 + Penalty 1670.324568 = -431274.412071 nChanged 0 Trying to split cluster 11 (16430 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5731.072027 sec): 2 clusters Score: Raw -1227380.065576 + Penalty 922.152100 = -1226457.913476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5731.142859 sec): 3 clusters Score: Raw -1217337.193122 + Penalty 1844.304200 = -1215492.888922 nChanged 7506 SP:Iteration 1F (5731.205714 sec): 3 clusters Score: Raw -1221501.896662 + Penalty 1844.304200 = -1219657.592462 nChanged 804 SP:Iteration 2Q (5731.274804 sec): 3 clusters Score: Raw -1221794.087691 + Penalty 1844.304200 = -1219949.783491 nChanged 782 SP:Iteration 3Q (5731.323729 sec): 3 clusters Score: Raw -1222149.288845 + Penalty 1844.304200 = -1220304.984645 nChanged 839 SP:Iteration 4F (5731.389413 sec): 3 clusters Score: Raw -1222612.320720 + Penalty 1844.304200 = -1220768.016520 nChanged 908 SP:Iteration 5F (5731.458424 sec): 3 clusters Score: Raw -1223249.027071 + Penalty 1844.304200 = -1221404.722871 nChanged 925 SP:Iteration 6F (5731.527456 sec): 3 clusters Score: Raw -1223942.911377 + Penalty 1844.304200 = -1222098.607177 nChanged 925 SP:Iteration 7F (5731.588600 sec): 3 clusters Score: Raw -1224641.525461 + Penalty 1844.304200 = -1222797.221261 nChanged 838 SP:Iteration 8F (5731.649031 sec): 3 clusters Score: Raw -1225241.839775 + Penalty 1844.304200 = -1223397.535574 nChanged 686 SP:Iteration 9Q (5731.708968 sec): 3 clusters Score: Raw -1225630.717600 + Penalty 1844.304200 = -1223786.413400 nChanged 465 SP:Iteration 10Q (5731.770607 sec): 3 clusters Score: Raw -1225836.792921 + Penalty 1844.304200 = -1223992.488721 nChanged 342 SP:Iteration 11Q (5731.838853 sec): 3 clusters Score: Raw -1225982.486639 + Penalty 1844.304200 = -1224138.182439 nChanged 295 SP:Iteration 12Q (5731.907082 sec): 3 clusters Score: Raw -1226108.744376 + Penalty 1844.304200 = -1224264.440176 nChanged 262 SP:Iteration 13Q (5731.974720 sec): 3 clusters Score: Raw -1226215.870125 + Penalty 1844.304200 = -1224371.565925 nChanged 241 SP:Iteration 14Q (5732.043987 sec): 3 clusters Score: Raw -1226314.268555 + Penalty 1844.304200 = -1224469.964355 nChanged 216 SP:Iteration 15Q (5732.112038 sec): 3 clusters Score: Raw -1226408.642076 + Penalty 1844.304200 = -1224564.337876 nChanged 210 SP:Iteration 16Q (5732.180270 sec): 3 clusters Score: Raw -1226504.938773 + Penalty 1844.304200 = -1224660.634573 nChanged 196 SP:Iteration 17Q (5732.251422 sec): 3 clusters Score: Raw -1226595.328881 + Penalty 1844.304200 = -1224751.024681 nChanged 201 SP:Iteration 18Q (5732.303344 sec): 3 clusters Score: Raw -1226686.620335 + Penalty 1844.304200 = -1224842.316135 nChanged 181 SP:Iteration 19Q (5732.375599 sec): 3 clusters Score: Raw -1226772.719723 + Penalty 1844.304200 = -1224928.415523 nChanged 186 SP:Iteration 20F (5732.430492 sec): 3 clusters Score: Raw -1226849.891719 + Penalty 1844.304200 = -1225005.587519 nChanged 163 SP:Iteration 21Q (5732.483902 sec): 3 clusters Score: Raw -1226912.501362 + Penalty 1844.304200 = -1225068.197162 nChanged 156 SP:Iteration 22Q (5732.549936 sec): 3 clusters Score: Raw -1226980.682184 + Penalty 1844.304200 = -1225136.377984 nChanged 153 SP:Iteration 23Q (5732.617321 sec): 3 clusters Score: Raw -1227047.797251 + Penalty 1844.304200 = -1225203.493051 nChanged 162 SP:Iteration 24Q (5732.682594 sec): 3 clusters Score: Raw -1227120.150277 + Penalty 1844.304200 = -1225275.846077 nChanged 140 SP:Iteration 25Q (5732.750631 sec): 3 clusters Score: Raw -1227179.302213 + Penalty 1844.304200 = -1225334.998013 nChanged 122 SP:Iteration 26Q (5732.816082 sec): 3 clusters Score: Raw -1227226.293487 + Penalty 1844.304200 = -1225381.989287 nChanged 109 SP:Iteration 27Q (5732.883582 sec): 3 clusters Score: Raw -1227264.525297 + Penalty 1844.304200 = -1225420.221096 nChanged 93 SP:Iteration 28Q (5732.934522 sec): 3 clusters Score: Raw -1227293.994538 + Penalty 1844.304200 = -1225449.690338 nChanged 71 SP:Iteration 29Q (5733.009293 sec): 3 clusters Score: Raw -1227316.753018 + Penalty 1844.304200 = -1225472.448818 nChanged 66 SP:Iteration 30Q (5733.066628 sec): 3 clusters Score: Raw -1227338.317952 + Penalty 1844.304200 = -1225494.013752 nChanged 73 SP:Iteration 31Q (5733.131601 sec): 3 clusters Score: Raw -1227366.223416 + Penalty 1844.304200 = -1225521.919216 nChanged 79 SP:Iteration 32Q (5733.198418 sec): 3 clusters Score: Raw -1227398.079295 + Penalty 1844.304200 = -1225553.775094 nChanged 63 SP:Iteration 33Q (5733.226314 sec): 3 clusters Score: Raw -1227425.408714 + Penalty 1844.304200 = -1225581.104514 nChanged 59 SP:Iteration 34Q (5733.255836 sec): 3 clusters Score: Raw -1227451.230823 + Penalty 1844.304200 = -1225606.926623 nChanged 60 SP:Iteration 35Q (5733.285458 sec): 3 clusters Score: Raw -1227472.581572 + Penalty 1844.304200 = -1225628.277371 nChanged 45 SP:Iteration 36Q (5733.314566 sec): 3 clusters Score: Raw -1227488.244419 + Penalty 1844.304200 = -1225643.940219 nChanged 36 SP:Iteration 37Q (5733.391110 sec): 3 clusters Score: Raw -1227502.113528 + Penalty 1844.304200 = -1225657.809328 nChanged 30 SP:Iteration 38Q (5733.447970 sec): 3 clusters Score: Raw -1227513.103586 + Penalty 1844.304200 = -1225668.799386 nChanged 35 SP:Iteration 39Q (5733.522223 sec): 3 clusters Score: Raw -1227526.287619 + Penalty 1844.304200 = -1225681.983418 nChanged 29 SP:Iteration 40F (5733.582692 sec): 3 clusters Score: Raw -1227535.860410 + Penalty 1844.304200 = -1225691.556210 nChanged 30 SP:Iteration 41Q (5733.656890 sec): 3 clusters Score: Raw -1227546.068712 + Penalty 1844.304200 = -1225701.764512 nChanged 18 SP:Iteration 42Q (5733.714635 sec): 3 clusters Score: Raw -1227550.282979 + Penalty 1844.304200 = -1225705.978779 nChanged 9 SP:Iteration 43Q (5733.783115 sec): 3 clusters Score: Raw -1227551.995022 + Penalty 1844.304200 = -1225707.690822 nChanged 8 SP:Iteration 44Q (5733.845831 sec): 3 clusters Score: Raw -1227553.421812 + Penalty 1844.304200 = -1225709.117612 nChanged 7 SP:Iteration 45Q (5733.909871 sec): 3 clusters Score: Raw -1227555.189941 + Penalty 1844.304200 = -1225710.885741 nChanged 8 SP:Iteration 46Q (5733.967189 sec): 3 clusters Score: Raw -1227557.446284 + Penalty 1844.304200 = -1225713.142084 nChanged 7 SP:Iteration 47Q (5734.034090 sec): 3 clusters Score: Raw -1227559.215249 + Penalty 1844.304200 = -1225714.911049 nChanged 7 SP:Iteration 48Q (5734.105724 sec): 3 clusters Score: Raw -1227561.903108 + Penalty 1844.304200 = -1225717.598908 nChanged 15 SP:Iteration 49Q (5734.159211 sec): 3 clusters Score: Raw -1227565.519138 + Penalty 1844.304200 = -1225721.214938 nChanged 12 SP:Iteration 50Q (5734.230969 sec): 3 clusters Score: Raw -1227570.545558 + Penalty 1844.304200 = -1225726.241358 nChanged 18 SP:Iteration 51Q (5734.285470 sec): 3 clusters Score: Raw -1227577.757660 + Penalty 1844.304200 = -1225733.453460 nChanged 21 SP:Iteration 52Q (5734.351918 sec): 3 clusters Score: Raw -1227583.961262 + Penalty 1844.304200 = -1225739.657062 nChanged 16 SP:Iteration 53Q (5734.418459 sec): 3 clusters Score: Raw -1227586.868704 + Penalty 1844.304200 = -1225742.564503 nChanged 6 SP:Iteration 54Q (5734.482707 sec): 3 clusters Score: Raw -1227588.380131 + Penalty 1844.304200 = -1225744.075930 nChanged 5 SP:Iteration 55Q (5734.538161 sec): 3 clusters Score: Raw -1227589.985167 + Penalty 1844.304200 = -1225745.680967 nChanged 7 SP:Iteration 56Q (5734.604086 sec): 3 clusters Score: Raw -1227592.952404 + Penalty 1844.304200 = -1225748.648203 nChanged 10 SP:Iteration 57Q (5734.674829 sec): 3 clusters Score: Raw -1227596.956526 + Penalty 1844.304200 = -1225752.652326 nChanged 12 SP:Iteration 58Q (5734.734519 sec): 3 clusters Score: Raw -1227602.336085 + Penalty 1844.304200 = -1225758.031885 nChanged 10 SP:Iteration 59Q (5734.761225 sec): 3 clusters Score: Raw -1227605.330882 + Penalty 1844.304200 = -1225761.026682 nChanged 9 SP:Iteration 60F (5734.838713 sec): 3 clusters Score: Raw -1227608.724172 + Penalty 1844.304200 = -1225764.419972 nChanged 11 SP:Iteration 61Q (5734.894345 sec): 3 clusters Score: Raw -1227612.541518 + Penalty 1844.304200 = -1225768.237318 nChanged 11 SP:Iteration 62Q (5734.967848 sec): 3 clusters Score: Raw -1227615.784695 + Penalty 1844.304200 = -1225771.480495 nChanged 9 SP:Iteration 63Q (5735.034882 sec): 3 clusters Score: Raw -1227618.945464 + Penalty 1844.304200 = -1225774.641264 nChanged 6 SP:Iteration 64Q (5735.093643 sec): 3 clusters Score: Raw -1227620.835877 + Penalty 1844.304200 = -1225776.531677 nChanged 4 SP:Iteration 65Q (5735.150600 sec): 3 clusters Score: Raw -1227621.769146 + Penalty 1844.304200 = -1225777.464946 nChanged 3 SP:Iteration 66Q (5735.216585 sec): 3 clusters Score: Raw -1227622.948920 + Penalty 1844.304200 = -1225778.644720 nChanged 3 SP:Iteration 67Q (5735.274241 sec): 3 clusters Score: Raw -1227623.980876 + Penalty 1844.304200 = -1225779.676675 nChanged 4 SP:Iteration 68Q (5735.334353 sec): 3 clusters Score: Raw -1227625.009509 + Penalty 1844.304200 = -1225780.705309 nChanged 3 SP:Iteration 69Q (5735.388820 sec): 3 clusters Score: Raw -1227626.337100 + Penalty 1844.304200 = -1225782.032900 nChanged 4 SP:Iteration 70Q (5735.458156 sec): 3 clusters Score: Raw -1227628.221248 + Penalty 1844.304200 = -1225783.917048 nChanged 3 SP:Iteration 71Q (5735.524697 sec): 3 clusters Score: Raw -1227629.043178 + Penalty 1844.304200 = -1225784.738978 nChanged 1 SP:Iteration 72Q (5735.580759 sec): 3 clusters Score: Raw -1227629.727617 + Penalty 1844.304200 = -1225785.423417 nChanged 1 SP:Iteration 73Q (5735.646099 sec): 3 clusters Score: Raw -1227630.182168 + Penalty 1844.304200 = -1225785.877968 nChanged 0 SP:Iteration 74F (5735.719670 sec): 3 clusters Score: Raw -1227630.182168 + Penalty 1844.304200 = -1225785.877968 nChanged 0 Trying to split cluster 12 (54471 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5735.798298 sec): 2 clusters Score: Raw -3807162.141883 + Penalty 1036.015254 = -3806126.126629 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5735.913352 sec): 3 clusters Score: Raw -3771618.072715 + Penalty 2072.030508 = -3769546.042207 nChanged 26178 SP:Iteration 1F (5736.019698 sec): 3 clusters Score: Raw -3787055.357954 + Penalty 2072.030508 = -3784983.327445 nChanged 2422 SP:Iteration 2Q (5736.146060 sec): 3 clusters Score: Raw -3787900.359324 + Penalty 2072.030508 = -3785828.328815 nChanged 2648 SP:Iteration 3Q (5736.271493 sec): 3 clusters Score: Raw -3788924.753859 + Penalty 2072.030508 = -3786852.723350 nChanged 2870 SP:Iteration 4F (5736.381228 sec): 3 clusters Score: Raw -3790324.701511 + Penalty 2072.030508 = -3788252.671002 nChanged 3209 SP:Iteration 5F (5736.490471 sec): 3 clusters Score: Raw -3792123.731365 + Penalty 2072.030508 = -3790051.700856 nChanged 3234 SP:Iteration 6F (5736.601467 sec): 3 clusters Score: Raw -3794256.598954 + Penalty 2072.030508 = -3792184.568446 nChanged 3143 SP:Iteration 7F (5736.706304 sec): 3 clusters Score: Raw -3796664.811184 + Penalty 2072.030508 = -3794592.780676 nChanged 2821 SP:Iteration 8F (5736.822433 sec): 3 clusters Score: Raw -3798908.376926 + Penalty 2072.030508 = -3796836.346418 nChanged 2305 SP:Iteration 9Q (5736.940418 sec): 3 clusters Score: Raw -3800648.608875 + Penalty 2072.030508 = -3798576.578367 nChanged 1767 SP:Iteration 10Q (5737.052646 sec): 3 clusters Score: Raw -3801717.969208 + Penalty 2072.030508 = -3799645.938700 nChanged 1304 SP:Iteration 11Q (5737.164180 sec): 3 clusters Score: Raw -3802434.037402 + Penalty 2072.030508 = -3800362.006893 nChanged 1130 SP:Iteration 12Q (5737.272886 sec): 3 clusters Score: Raw -3803034.721038 + Penalty 2072.030508 = -3800962.690530 nChanged 1020 SP:Iteration 13Q (5737.383234 sec): 3 clusters Score: Raw -3803562.317845 + Penalty 2072.030508 = -3801490.287337 nChanged 981 SP:Iteration 14Q (5737.492172 sec): 3 clusters Score: Raw -3804051.592763 + Penalty 2072.030508 = -3801979.562255 nChanged 951 SP:Iteration 15Q (5737.599975 sec): 3 clusters Score: Raw -3804523.009741 + Penalty 2072.030508 = -3802450.979233 nChanged 964 SP:Iteration 16Q (5737.699189 sec): 3 clusters Score: Raw -3805034.821328 + Penalty 2072.030508 = -3802962.790819 nChanged 893 SP:Iteration 17Q (5737.796867 sec): 3 clusters Score: Raw -3805504.689206 + Penalty 2072.030508 = -3803432.658698 nChanged 802 SP:Iteration 18Q (5737.893773 sec): 3 clusters Score: Raw -3805918.967552 + Penalty 2072.030508 = -3803846.937043 nChanged 696 SP:Iteration 19Q (5737.989089 sec): 3 clusters Score: Raw -3806274.166678 + Penalty 2072.030508 = -3804202.136169 nChanged 566 SP:Iteration 20F (5738.097863 sec): 3 clusters Score: Raw -3806545.184039 + Penalty 2072.030508 = -3804473.153531 nChanged 498 SP:Iteration 21Q (5738.200750 sec): 3 clusters Score: Raw -3806790.302663 + Penalty 2072.030508 = -3804718.272154 nChanged 442 SP:Iteration 22Q (5738.307487 sec): 3 clusters Score: Raw -3807008.297498 + Penalty 2072.030508 = -3804936.266990 nChanged 360 SP:Iteration 23Q (5738.414820 sec): 3 clusters Score: Raw -3807175.850974 + Penalty 2072.030508 = -3805103.820466 nChanged 276 SP:Iteration 24Q (5738.530628 sec): 3 clusters Score: Raw -3807294.543811 + Penalty 2072.030508 = -3805222.513302 nChanged 214 SP:Iteration 25Q (5738.639010 sec): 3 clusters Score: Raw -3807372.801314 + Penalty 2072.030508 = -3805300.770805 nChanged 161 SP:Iteration 26Q (5738.745605 sec): 3 clusters Score: Raw -3807427.136664 + Penalty 2072.030508 = -3805355.106155 nChanged 121 SP:Iteration 27Q (5738.849803 sec): 3 clusters Score: Raw -3807466.787365 + Penalty 2072.030508 = -3805394.756857 nChanged 104 SP:Iteration 28Q (5738.951099 sec): 3 clusters Score: Raw -3807500.673117 + Penalty 2072.030508 = -3805428.642609 nChanged 84 SP:Iteration 29Q (5739.050441 sec): 3 clusters Score: Raw -3807524.305825 + Penalty 2072.030508 = -3805452.275317 nChanged 66 SP:Iteration 30Q (5739.155608 sec): 3 clusters Score: Raw -3807538.829394 + Penalty 2072.030508 = -3805466.798886 nChanged 35 SP:Iteration 31Q (5739.260479 sec): 3 clusters Score: Raw -3807545.973931 + Penalty 2072.030508 = -3805473.943423 nChanged 35 SP:Iteration 32Q (5739.355635 sec): 3 clusters Score: Raw -3807553.733309 + Penalty 2072.030508 = -3805481.702801 nChanged 35 SP:Iteration 33Q (5739.454548 sec): 3 clusters Score: Raw -3807561.032582 + Penalty 2072.030508 = -3805489.002074 nChanged 31 SP:Iteration 34Q (5739.562925 sec): 3 clusters Score: Raw -3807566.140965 + Penalty 2072.030508 = -3805494.110457 nChanged 22 SP:Iteration 35Q (5739.644432 sec): 3 clusters Score: Raw -3807570.002073 + Penalty 2072.030508 = -3805497.971564 nChanged 19 SP:Iteration 36Q (5739.750741 sec): 3 clusters Score: Raw -3807574.907468 + Penalty 2072.030508 = -3805502.876959 nChanged 18 SP:Iteration 37Q (5739.856760 sec): 3 clusters Score: Raw -3807577.977665 + Penalty 2072.030508 = -3805505.947157 nChanged 13 SP:Iteration 38Q (5739.961821 sec): 3 clusters Score: Raw -3807579.990115 + Penalty 2072.030508 = -3805507.959607 nChanged 13 SP:Iteration 39Q (5740.062990 sec): 3 clusters Score: Raw -3807582.074299 + Penalty 2072.030508 = -3805510.043791 nChanged 7 SP:Iteration 40F (5740.182615 sec): 3 clusters Score: Raw -3807583.370151 + Penalty 2072.030508 = -3805511.339642 nChanged 9 SP:Iteration 41Q (5740.289615 sec): 3 clusters Score: Raw -3807584.702027 + Penalty 2072.030508 = -3805512.671519 nChanged 5 SP:Iteration 42Q (5740.391350 sec): 3 clusters Score: Raw -3807585.529825 + Penalty 2072.030508 = -3805513.499316 nChanged 4 SP:Iteration 43Q (5740.497673 sec): 3 clusters Score: Raw -3807586.043471 + Penalty 2072.030508 = -3805514.012962 nChanged 3 SP:Iteration 44Q (5740.604561 sec): 3 clusters Score: Raw -3807586.377065 + Penalty 2072.030508 = -3805514.346557 nChanged 3 SP:Iteration 45Q (5740.711134 sec): 3 clusters Score: Raw -3807586.641254 + Penalty 2072.030508 = -3805514.610746 nChanged 4 SP:Iteration 46Q (5740.817915 sec): 3 clusters Score: Raw -3807587.286170 + Penalty 2072.030508 = -3805515.255661 nChanged 2 SP:Iteration 47Q (5740.924707 sec): 3 clusters Score: Raw -3807587.526424 + Penalty 2072.030508 = -3805515.495916 nChanged 2 SP:Iteration 48Q (5741.028725 sec): 3 clusters Score: Raw -3807587.776756 + Penalty 2072.030508 = -3805515.746248 nChanged 1 SP:Iteration 49Q (5741.134836 sec): 3 clusters Score: Raw -3807587.805855 + Penalty 2072.030508 = -3805515.775347 nChanged 1 SP:Iteration 50Q (5741.241005 sec): 3 clusters Score: Raw -3807587.904735 + Penalty 2072.030508 = -3805515.874226 nChanged 1 SP:Iteration 51Q (5741.347573 sec): 3 clusters Score: Raw -3807588.115063 + Penalty 2072.030508 = -3805516.084554 nChanged 1 SP:Iteration 52Q (5741.453806 sec): 3 clusters Score: Raw -3807588.296341 + Penalty 2072.030508 = -3805516.265832 nChanged 2 SP:Iteration 53Q (5741.559409 sec): 3 clusters Score: Raw -3807588.564706 + Penalty 2072.030508 = -3805516.534198 nChanged 1 SP:Iteration 54Q (5741.664228 sec): 3 clusters Score: Raw -3807588.762593 + Penalty 2072.030508 = -3805516.732085 nChanged 1 SP:Iteration 55Q (5741.766893 sec): 3 clusters Score: Raw -3807589.016616 + Penalty 2072.030508 = -3805516.986108 nChanged 1 SP:Iteration 56Q (5741.869850 sec): 3 clusters Score: Raw -3807589.352858 + Penalty 2072.030508 = -3805517.322349 nChanged 0 SP:Iteration 57F (5741.978387 sec): 3 clusters Score: Raw -3807589.352858 + Penalty 2072.030508 = -3805517.322349 nChanged 0 Trying to split cluster 13 (629 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5742.006910 sec): 2 clusters Score: Raw -43531.708963 + Penalty 612.192469 = -42919.516493 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5742.064323 sec): 3 clusters Score: Raw -43328.493518 + Penalty 1224.384939 = -42104.108580 nChanged 188 SP:Iteration 1F (5742.111475 sec): 3 clusters Score: Raw -43482.640427 + Penalty 1224.384939 = -42258.255488 nChanged 44 SP:Iteration 2F (5742.155222 sec): 3 clusters Score: Raw -43528.875372 + Penalty 1224.384939 = -42304.490433 nChanged 24 SP:Iteration 3Q (5742.198452 sec): 3 clusters Score: Raw -43554.279945 + Penalty 1224.384939 = -42329.895006 nChanged 22 SP:Iteration 4Q (5742.240810 sec): 3 clusters Score: Raw -43586.270791 + Penalty 1224.384939 = -42361.885852 nChanged 20 SP:Iteration 5Q (5742.275253 sec): 3 clusters Score: Raw -43597.846660 + Penalty 1224.384939 = -42373.461722 nChanged 13 SP:Iteration 6Q (5742.317257 sec): 3 clusters Score: Raw -43610.150476 + Penalty 1224.384939 = -42385.765537 nChanged 7 SP:Iteration 7Q (5742.363727 sec): 3 clusters Score: Raw -43618.572538 + Penalty 1224.384939 = -42394.187599 nChanged 7 SP:Iteration 8Q (5742.408428 sec): 3 clusters Score: Raw -43626.303778 + Penalty 1224.384939 = -42401.918839 nChanged 15 SP:Iteration 9Q (5742.457843 sec): 3 clusters Score: Raw -43642.281593 + Penalty 1224.384939 = -42417.896655 nChanged 11 SP:Iteration 10Q (5742.507389 sec): 3 clusters Score: Raw -43650.224396 + Penalty 1224.384939 = -42425.839457 nChanged 10 SP:Iteration 11Q (5742.556821 sec): 3 clusters Score: Raw -43660.800680 + Penalty 1224.384939 = -42436.415741 nChanged 7 SP:Iteration 12Q (5742.598653 sec): 3 clusters Score: Raw -43673.828455 + Penalty 1224.384939 = -42449.443516 nChanged 6 SP:Iteration 13Q (5742.648011 sec): 3 clusters Score: Raw -43679.686556 + Penalty 1224.384939 = -42455.301618 nChanged 5 SP:Iteration 14Q (5742.694832 sec): 3 clusters Score: Raw -43682.991784 + Penalty 1224.384939 = -42458.606845 nChanged 2 SP:Iteration 15Q (5742.744289 sec): 3 clusters Score: Raw -43684.286250 + Penalty 1224.384939 = -42459.901312 nChanged 2 SP:Iteration 16Q (5742.793614 sec): 3 clusters Score: Raw -43686.833984 + Penalty 1224.384939 = -42462.449045 nChanged 4 SP:Iteration 17Q (5742.837544 sec): 3 clusters Score: Raw -43689.742567 + Penalty 1224.384939 = -42465.357629 nChanged 2 SP:Iteration 18Q (5742.887269 sec): 3 clusters Score: Raw -43691.238710 + Penalty 1224.384939 = -42466.853771 nChanged 2 SP:Iteration 19Q (5742.948750 sec): 3 clusters Score: Raw -43696.125634 + Penalty 1224.384939 = -42471.740695 nChanged 6 SP:Iteration 20F (5742.990940 sec): 3 clusters Score: Raw -43700.774551 + Penalty 1224.384939 = -42476.389612 nChanged 6 SP:Iteration 21Q (5743.030844 sec): 3 clusters Score: Raw -43705.974696 + Penalty 1224.384939 = -42481.589758 nChanged 6 SP:Iteration 22Q (5743.073906 sec): 3 clusters Score: Raw -43712.720622 + Penalty 1224.384939 = -42488.335683 nChanged 6 SP:Iteration 23Q (5743.123639 sec): 3 clusters Score: Raw -43719.456818 + Penalty 1224.384939 = -42495.071879 nChanged 4 SP:Iteration 24Q (5743.168968 sec): 3 clusters Score: Raw -43723.240497 + Penalty 1224.384939 = -42498.855558 nChanged 3 SP:Iteration 25Q (5743.216034 sec): 3 clusters Score: Raw -43725.580347 + Penalty 1224.384939 = -42501.195408 nChanged 1 SP:Iteration 26Q (5743.265028 sec): 3 clusters Score: Raw -43726.856638 + Penalty 1224.384939 = -42502.471699 nChanged 3 SP:Iteration 27Q (5743.314424 sec): 3 clusters Score: Raw -43728.491581 + Penalty 1224.384939 = -42504.106643 nChanged 1 SP:Iteration 28Q (5743.370149 sec): 3 clusters Score: Raw -43728.999879 + Penalty 1224.384939 = -42504.614940 nChanged 2 SP:Iteration 29Q (5743.408665 sec): 3 clusters Score: Raw -43732.650877 + Penalty 1224.384939 = -42508.265938 nChanged 2 SP:Iteration 30Q (5743.458896 sec): 3 clusters Score: Raw -43737.111665 + Penalty 1224.384939 = -42512.726727 nChanged 1 SP:Iteration 31Q (5743.497572 sec): 3 clusters Score: Raw -43737.935488 + Penalty 1224.384939 = -42513.550549 nChanged 1 SP:Iteration 32Q (5743.547103 sec): 3 clusters Score: Raw -43738.869159 + Penalty 1224.384939 = -42514.484220 nChanged 1 SP:Iteration 33Q (5743.596367 sec): 3 clusters Score: Raw -43739.306130 + Penalty 1224.384939 = -42514.921191 nChanged 2 SP:Iteration 34Q (5743.645370 sec): 3 clusters Score: Raw -43740.550015 + Penalty 1224.384939 = -42516.165077 nChanged 1 SP:Iteration 35Q (5743.686876 sec): 3 clusters Score: Raw -43742.503767 + Penalty 1224.384939 = -42518.118828 nChanged 2 SP:Iteration 36Q (5743.733390 sec): 3 clusters Score: Raw -43746.004926 + Penalty 1224.384939 = -42521.619987 nChanged 1 SP:Iteration 37Q (5743.782586 sec): 3 clusters Score: Raw -43746.852298 + Penalty 1224.384939 = -42522.467359 nChanged 2 SP:Iteration 38Q (5743.829243 sec): 3 clusters Score: Raw -43748.703194 + Penalty 1224.384939 = -42524.318255 nChanged 1 SP:Iteration 39Q (5743.878368 sec): 3 clusters Score: Raw -43749.462211 + Penalty 1224.384939 = -42525.077272 nChanged 1 SP:Iteration 40F (5743.937341 sec): 3 clusters Score: Raw -43749.847985 + Penalty 1224.384939 = -42525.463046 nChanged 0 Trying to split cluster 14 (6674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5743.956615 sec): 2 clusters Score: Raw -477355.375255 + Penalty 836.567593 = -476518.807663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5744.024101 sec): 3 clusters Score: Raw -473546.757706 + Penalty 1673.135185 = -471873.622520 nChanged 2880 SP:Iteration 1F (5744.069282 sec): 3 clusters Score: Raw -475293.077467 + Penalty 1673.135185 = -473619.942281 nChanged 424 SP:Iteration 2F (5744.125478 sec): 3 clusters Score: Raw -475509.623447 + Penalty 1673.135185 = -473836.488262 nChanged 363 SP:Iteration 3F (5744.181305 sec): 3 clusters Score: Raw -475694.822833 + Penalty 1673.135185 = -474021.687648 nChanged 332 SP:Iteration 4Q (5744.226092 sec): 3 clusters Score: Raw -475888.413977 + Penalty 1673.135185 = -474215.278792 nChanged 313 SP:Iteration 5Q (5744.283400 sec): 3 clusters Score: Raw -476090.266150 + Penalty 1673.135185 = -474417.130965 nChanged 308 SP:Iteration 6Q (5744.339814 sec): 3 clusters Score: Raw -476316.209935 + Penalty 1673.135185 = -474643.074750 nChanged 288 SP:Iteration 7Q (5744.395288 sec): 3 clusters Score: Raw -476540.955190 + Penalty 1673.135185 = -474867.820004 nChanged 268 SP:Iteration 8Q (5744.447248 sec): 3 clusters Score: Raw -476762.893828 + Penalty 1673.135185 = -475089.758643 nChanged 239 SP:Iteration 9Q (5744.501354 sec): 3 clusters Score: Raw -476947.329583 + Penalty 1673.135185 = -475274.194398 nChanged 208 SP:Iteration 10Q (5744.556714 sec): 3 clusters Score: Raw -477090.784810 + Penalty 1673.135185 = -475417.649625 nChanged 159 SP:Iteration 11Q (5744.605909 sec): 3 clusters Score: Raw -477191.156566 + Penalty 1673.135185 = -475518.021381 nChanged 140 SP:Iteration 12Q (5744.672858 sec): 3 clusters Score: Raw -477272.874258 + Penalty 1673.135185 = -475599.739072 nChanged 116 SP:Iteration 13Q (5744.717113 sec): 3 clusters Score: Raw -477337.511531 + Penalty 1673.135185 = -475664.376345 nChanged 108 SP:Iteration 14Q (5744.771419 sec): 3 clusters Score: Raw -477393.970695 + Penalty 1673.135185 = -475720.835510 nChanged 84 SP:Iteration 15Q (5744.826217 sec): 3 clusters Score: Raw -477432.571531 + Penalty 1673.135185 = -475759.436346 nChanged 70 SP:Iteration 16Q (5744.881048 sec): 3 clusters Score: Raw -477457.031756 + Penalty 1673.135185 = -475783.896571 nChanged 58 SP:Iteration 17Q (5744.932679 sec): 3 clusters Score: Raw -477475.336940 + Penalty 1673.135185 = -475802.201755 nChanged 41 SP:Iteration 18Q (5744.987451 sec): 3 clusters Score: Raw -477489.307461 + Penalty 1673.135185 = -475816.172276 nChanged 35 SP:Iteration 19Q (5745.042506 sec): 3 clusters Score: Raw -477499.765460 + Penalty 1673.135185 = -475826.630274 nChanged 32 SP:Iteration 20F (5745.096220 sec): 3 clusters Score: Raw -477511.318332 + Penalty 1673.135185 = -475838.183147 nChanged 24 SP:Iteration 21Q (5745.152210 sec): 3 clusters Score: Raw -477520.543861 + Penalty 1673.135185 = -475847.408676 nChanged 27 SP:Iteration 22Q (5745.207333 sec): 3 clusters Score: Raw -477528.553149 + Penalty 1673.135185 = -475855.417964 nChanged 22 SP:Iteration 23Q (5745.262241 sec): 3 clusters Score: Raw -477535.115075 + Penalty 1673.135185 = -475861.979890 nChanged 19 SP:Iteration 24Q (5745.316246 sec): 3 clusters Score: Raw -477541.778405 + Penalty 1673.135185 = -475868.643220 nChanged 23 SP:Iteration 25Q (5745.378162 sec): 3 clusters Score: Raw -477548.704845 + Penalty 1673.135185 = -475875.569660 nChanged 18 SP:Iteration 26Q (5745.432641 sec): 3 clusters Score: Raw -477554.136780 + Penalty 1673.135185 = -475881.001595 nChanged 21 SP:Iteration 27Q (5745.474902 sec): 3 clusters Score: Raw -477561.637512 + Penalty 1673.135185 = -475888.502326 nChanged 16 SP:Iteration 28Q (5745.530064 sec): 3 clusters Score: Raw -477567.802167 + Penalty 1673.135185 = -475894.666982 nChanged 16 SP:Iteration 29Q (5745.586435 sec): 3 clusters Score: Raw -477574.183593 + Penalty 1673.135185 = -475901.048408 nChanged 11 SP:Iteration 30Q (5745.641706 sec): 3 clusters Score: Raw -477577.410863 + Penalty 1673.135185 = -475904.275678 nChanged 9 SP:Iteration 31Q (5745.696956 sec): 3 clusters Score: Raw -477579.979071 + Penalty 1673.135185 = -475906.843885 nChanged 8 SP:Iteration 32Q (5745.750802 sec): 3 clusters Score: Raw -477582.953800 + Penalty 1673.135185 = -475909.818615 nChanged 9 SP:Iteration 33Q (5745.805911 sec): 3 clusters Score: Raw -477585.341517 + Penalty 1673.135185 = -475912.206331 nChanged 9 SP:Iteration 34Q (5745.849455 sec): 3 clusters Score: Raw -477587.328909 + Penalty 1673.135185 = -475914.193724 nChanged 8 SP:Iteration 35Q (5745.912322 sec): 3 clusters Score: Raw -477589.363254 + Penalty 1673.135185 = -475916.228069 nChanged 7 SP:Iteration 36Q (5745.965833 sec): 3 clusters Score: Raw -477591.391854 + Penalty 1673.135185 = -475918.256668 nChanged 6 SP:Iteration 37Q (5746.020265 sec): 3 clusters Score: Raw -477593.104247 + Penalty 1673.135185 = -475919.969062 nChanged 6 SP:Iteration 38Q (5746.064968 sec): 3 clusters Score: Raw -477595.319711 + Penalty 1673.135185 = -475922.184526 nChanged 11 SP:Iteration 39Q (5746.131165 sec): 3 clusters Score: Raw -477598.089573 + Penalty 1673.135185 = -475924.954388 nChanged 7 SP:Iteration 40F (5746.177093 sec): 3 clusters Score: Raw -477599.171109 + Penalty 1673.135185 = -475926.035923 nChanged 3 SP:Iteration 41Q (5746.231072 sec): 3 clusters Score: Raw -477599.879803 + Penalty 1673.135185 = -475926.744618 nChanged 1 SP:Iteration 42Q (5746.287362 sec): 3 clusters Score: Raw -477600.256825 + Penalty 1673.135185 = -475927.121639 nChanged 3 SP:Iteration 43Q (5746.338474 sec): 3 clusters Score: Raw -477600.898978 + Penalty 1673.135185 = -475927.763792 nChanged 3 SP:Iteration 44Q (5746.383716 sec): 3 clusters Score: Raw -477601.386961 + Penalty 1673.135185 = -475928.251776 nChanged 2 SP:Iteration 45Q (5746.440890 sec): 3 clusters Score: Raw -477602.199510 + Penalty 1673.135185 = -475929.064325 nChanged 6 SP:Iteration 46Q (5746.475979 sec): 3 clusters Score: Raw -477604.030870 + Penalty 1673.135185 = -475930.895685 nChanged 6 SP:Iteration 47Q (5746.535545 sec): 3 clusters Score: Raw -477605.239626 + Penalty 1673.135185 = -475932.104441 nChanged 3 SP:Iteration 48Q (5746.580709 sec): 3 clusters Score: Raw -477605.604001 + Penalty 1673.135185 = -475932.468815 nChanged 2 SP:Iteration 49Q (5746.633596 sec): 3 clusters Score: Raw -477606.104206 + Penalty 1673.135185 = -475932.969021 nChanged 0 SP:Iteration 50F (5746.686986 sec): 3 clusters Score: Raw -477606.104206 + Penalty 1673.135185 = -475932.969021 nChanged 0 Trying to split cluster 15 (6450 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5746.716589 sec): 2 clusters Score: Raw -450275.182845 + Penalty 833.324364 = -449441.858481 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5746.772610 sec): 3 clusters Score: Raw -446593.588906 + Penalty 1666.648728 = -444926.940178 nChanged 2851 SP:Iteration 1F (5746.828002 sec): 3 clusters Score: Raw -448180.399893 + Penalty 1666.648728 = -446513.751165 nChanged 422 SP:Iteration 2F (5746.887855 sec): 3 clusters Score: Raw -448392.556013 + Penalty 1666.648728 = -446725.907285 nChanged 358 SP:Iteration 3F (5746.939365 sec): 3 clusters Score: Raw -448570.634119 + Penalty 1666.648728 = -446903.985391 nChanged 354 SP:Iteration 4F (5746.993525 sec): 3 clusters Score: Raw -448756.362049 + Penalty 1666.648728 = -447089.713321 nChanged 306 SP:Iteration 5Q (5747.037378 sec): 3 clusters Score: Raw -448948.805261 + Penalty 1666.648728 = -447282.156533 nChanged 276 SP:Iteration 6Q (5747.092909 sec): 3 clusters Score: Raw -449139.730040 + Penalty 1666.648728 = -447473.081312 nChanged 301 SP:Iteration 7Q (5747.148889 sec): 3 clusters Score: Raw -449347.131821 + Penalty 1666.648728 = -447680.483094 nChanged 267 SP:Iteration 8Q (5747.214760 sec): 3 clusters Score: Raw -449492.690423 + Penalty 1666.648728 = -447826.041696 nChanged 205 SP:Iteration 9Q (5747.269333 sec): 3 clusters Score: Raw -449587.055058 + Penalty 1666.648728 = -447920.406330 nChanged 154 SP:Iteration 10Q (5747.319822 sec): 3 clusters Score: Raw -449657.195398 + Penalty 1666.648728 = -447990.546670 nChanged 125 SP:Iteration 11Q (5747.374907 sec): 3 clusters Score: Raw -449700.545623 + Penalty 1666.648728 = -448033.896895 nChanged 97 SP:Iteration 12Q (5747.432398 sec): 3 clusters Score: Raw -449732.764524 + Penalty 1666.648728 = -448066.115796 nChanged 89 SP:Iteration 13Q (5747.479015 sec): 3 clusters Score: Raw -449759.927914 + Penalty 1666.648728 = -448093.279187 nChanged 69 SP:Iteration 14Q (5747.526175 sec): 3 clusters Score: Raw -449778.365916 + Penalty 1666.648728 = -448111.717188 nChanged 64 SP:Iteration 15Q (5747.587401 sec): 3 clusters Score: Raw -449791.080968 + Penalty 1666.648728 = -448124.432240 nChanged 45 SP:Iteration 16Q (5747.636708 sec): 3 clusters Score: Raw -449802.170009 + Penalty 1666.648728 = -448135.521281 nChanged 53 SP:Iteration 17Q (5747.690446 sec): 3 clusters Score: Raw -449815.841242 + Penalty 1666.648728 = -448149.192514 nChanged 56 SP:Iteration 18Q (5747.740808 sec): 3 clusters Score: Raw -449829.152834 + Penalty 1666.648728 = -448162.504106 nChanged 52 SP:Iteration 19Q (5747.793281 sec): 3 clusters Score: Raw -449842.825201 + Penalty 1666.648728 = -448176.176473 nChanged 68 SP:Iteration 20F (5747.848307 sec): 3 clusters Score: Raw -449866.821525 + Penalty 1666.648728 = -448200.172797 nChanged 76 SP:Iteration 21Q (5747.901195 sec): 3 clusters Score: Raw -449894.119652 + Penalty 1666.648728 = -448227.470924 nChanged 79 SP:Iteration 22Q (5747.955915 sec): 3 clusters Score: Raw -449919.883506 + Penalty 1666.648728 = -448253.234778 nChanged 77 SP:Iteration 23Q (5747.995724 sec): 3 clusters Score: Raw -449944.205420 + Penalty 1666.648728 = -448277.556692 nChanged 83 SP:Iteration 24Q (5748.041146 sec): 3 clusters Score: Raw -449967.980500 + Penalty 1666.648728 = -448301.331772 nChanged 66 SP:Iteration 25Q (5748.096191 sec): 3 clusters Score: Raw -449986.391298 + Penalty 1666.648728 = -448319.742571 nChanged 73 SP:Iteration 26Q (5748.128773 sec): 3 clusters Score: Raw -450010.398211 + Penalty 1666.648728 = -448343.749483 nChanged 72 SP:Iteration 27Q (5748.194043 sec): 3 clusters Score: Raw -450029.046456 + Penalty 1666.648728 = -448362.397729 nChanged 60 SP:Iteration 28Q (5748.240622 sec): 3 clusters Score: Raw -450047.074178 + Penalty 1666.648728 = -448380.425450 nChanged 66 SP:Iteration 29Q (5748.294938 sec): 3 clusters Score: Raw -450068.859062 + Penalty 1666.648728 = -448402.210334 nChanged 66 SP:Iteration 30Q (5748.346223 sec): 3 clusters Score: Raw -450094.873246 + Penalty 1666.648728 = -448428.224518 nChanged 77 SP:Iteration 31Q (5748.407662 sec): 3 clusters Score: Raw -450121.956797 + Penalty 1666.648728 = -448455.308069 nChanged 64 SP:Iteration 32Q (5748.456172 sec): 3 clusters Score: Raw -450147.755773 + Penalty 1666.648728 = -448481.107045 nChanged 67 SP:Iteration 33Q (5748.506814 sec): 3 clusters Score: Raw -450176.001856 + Penalty 1666.648728 = -448509.353128 nChanged 75 SP:Iteration 34Q (5748.571851 sec): 3 clusters Score: Raw -450206.977281 + Penalty 1666.648728 = -448540.328553 nChanged 71 SP:Iteration 35Q (5748.621499 sec): 3 clusters Score: Raw -450233.756307 + Penalty 1666.648728 = -448567.107580 nChanged 72 SP:Iteration 36Q (5748.671316 sec): 3 clusters Score: Raw -450263.424178 + Penalty 1666.648728 = -448596.775450 nChanged 73 SP:Iteration 37Q (5748.717928 sec): 3 clusters Score: Raw -450301.338501 + Penalty 1666.648728 = -448634.689773 nChanged 68 SP:Iteration 38Q (5748.769106 sec): 3 clusters Score: Raw -450340.645410 + Penalty 1666.648728 = -448673.996682 nChanged 63 SP:Iteration 39Q (5748.815818 sec): 3 clusters Score: Raw -450376.802973 + Penalty 1666.648728 = -448710.154245 nChanged 68 SP:Iteration 40F (5748.873701 sec): 3 clusters Score: Raw -450407.917013 + Penalty 1666.648728 = -448741.268285 nChanged 54 SP:Iteration 41Q (5748.914087 sec): 3 clusters Score: Raw -450430.125596 + Penalty 1666.648728 = -448763.476868 nChanged 40 SP:Iteration 42Q (5748.958541 sec): 3 clusters Score: Raw -450444.968314 + Penalty 1666.648728 = -448778.319586 nChanged 33 SP:Iteration 43Q (5749.006785 sec): 3 clusters Score: Raw -450460.245445 + Penalty 1666.648728 = -448793.596717 nChanged 37 SP:Iteration 44Q (5749.053529 sec): 3 clusters Score: Raw -450478.793283 + Penalty 1666.648728 = -448812.144556 nChanged 39 SP:Iteration 45Q (5749.093483 sec): 3 clusters Score: Raw -450495.264276 + Penalty 1666.648728 = -448828.615548 nChanged 34 SP:Iteration 46Q (5749.144228 sec): 3 clusters Score: Raw -450509.320442 + Penalty 1666.648728 = -448842.671714 nChanged 26 SP:Iteration 47Q (5749.199224 sec): 3 clusters Score: Raw -450519.950660 + Penalty 1666.648728 = -448853.301932 nChanged 29 SP:Iteration 48Q (5749.245907 sec): 3 clusters Score: Raw -450527.672426 + Penalty 1666.648728 = -448861.023698 nChanged 18 SP:Iteration 49Q (5749.304974 sec): 3 clusters Score: Raw -450532.853112 + Penalty 1666.648728 = -448866.204384 nChanged 12 SP:Iteration 50Q (5749.355277 sec): 3 clusters Score: Raw -450534.727166 + Penalty 1666.648728 = -448868.078438 nChanged 13 SP:Iteration 51Q (5749.396435 sec): 3 clusters Score: Raw -450537.870204 + Penalty 1666.648728 = -448871.221476 nChanged 15 SP:Iteration 52Q (5749.454066 sec): 3 clusters Score: Raw -450541.298034 + Penalty 1666.648728 = -448874.649306 nChanged 16 SP:Iteration 53Q (5749.504557 sec): 3 clusters Score: Raw -450545.348877 + Penalty 1666.648728 = -448878.700149 nChanged 13 SP:Iteration 54Q (5749.555752 sec): 3 clusters Score: Raw -450548.901522 + Penalty 1666.648728 = -448882.252794 nChanged 9 SP:Iteration 55Q (5749.610603 sec): 3 clusters Score: Raw -450550.790679 + Penalty 1666.648728 = -448884.141951 nChanged 11 SP:Iteration 56Q (5749.665081 sec): 3 clusters Score: Raw -450553.362827 + Penalty 1666.648728 = -448886.714099 nChanged 14 SP:Iteration 57Q (5749.710511 sec): 3 clusters Score: Raw -450555.680157 + Penalty 1666.648728 = -448889.031429 nChanged 6 SP:Iteration 58Q (5749.765725 sec): 3 clusters Score: Raw -450556.335946 + Penalty 1666.648728 = -448889.687218 nChanged 2 SP:Iteration 59Q (5749.820817 sec): 3 clusters Score: Raw -450556.390099 + Penalty 1666.648728 = -448889.741371 nChanged 0 SP:Iteration 60F (5749.882149 sec): 3 clusters Score: Raw -450556.390099 + Penalty 1666.648728 = -448889.741371 nChanged 0 Trying to split cluster 16 (22933 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5749.924912 sec): 2 clusters Score: Raw -1704280.050062 + Penalty 953.831559 = -1703326.218503 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5750.002076 sec): 3 clusters Score: Raw -1689790.514132 + Penalty 1907.663118 = -1687882.851014 nChanged 10686 SP:Iteration 1F (5750.078481 sec): 3 clusters Score: Raw -1695838.652975 + Penalty 1907.663118 = -1693930.989857 nChanged 1134 SP:Iteration 2Q (5750.161725 sec): 3 clusters Score: Raw -1696244.975456 + Penalty 1907.663118 = -1694337.312338 nChanged 1097 SP:Iteration 3Q (5750.233981 sec): 3 clusters Score: Raw -1696706.229735 + Penalty 1907.663118 = -1694798.566617 nChanged 1150 SP:Iteration 4F (5750.306368 sec): 3 clusters Score: Raw -1697318.795050 + Penalty 1907.663118 = -1695411.131932 nChanged 1278 SP:Iteration 5F (5750.380094 sec): 3 clusters Score: Raw -1698155.981125 + Penalty 1907.663118 = -1696248.318007 nChanged 1392 SP:Iteration 6F (5750.457199 sec): 3 clusters Score: Raw -1699283.839269 + Penalty 1907.663118 = -1697376.176151 nChanged 1416 SP:Iteration 7F (5750.527126 sec): 3 clusters Score: Raw -1700506.076932 + Penalty 1907.663118 = -1698598.413814 nChanged 1222 SP:Iteration 8F (5750.591019 sec): 3 clusters Score: Raw -1701496.654328 + Penalty 1907.663118 = -1699588.991210 nChanged 933 SP:Iteration 9Q (5750.665660 sec): 3 clusters Score: Raw -1702180.652332 + Penalty 1907.663118 = -1700272.989214 nChanged 691 SP:Iteration 10Q (5750.738781 sec): 3 clusters Score: Raw -1702659.485499 + Penalty 1907.663118 = -1700751.822381 nChanged 567 SP:Iteration 11Q (5750.811839 sec): 3 clusters Score: Raw -1703027.469914 + Penalty 1907.663118 = -1701119.806796 nChanged 465 SP:Iteration 12Q (5750.883243 sec): 3 clusters Score: Raw -1703315.091855 + Penalty 1907.663118 = -1701407.428737 nChanged 405 SP:Iteration 13Q (5750.951101 sec): 3 clusters Score: Raw -1703574.075622 + Penalty 1907.663118 = -1701666.412504 nChanged 336 SP:Iteration 14Q (5751.030866 sec): 3 clusters Score: Raw -1703788.068607 + Penalty 1907.663118 = -1701880.405489 nChanged 260 SP:Iteration 15Q (5751.084900 sec): 3 clusters Score: Raw -1703957.559926 + Penalty 1907.663118 = -1702049.896808 nChanged 204 SP:Iteration 16Q (5751.155275 sec): 3 clusters Score: Raw -1704094.168865 + Penalty 1907.663118 = -1702186.505747 nChanged 157 SP:Iteration 17Q (5751.226447 sec): 3 clusters Score: Raw -1704206.093793 + Penalty 1907.663118 = -1702298.430675 nChanged 109 SP:Iteration 18Q (5751.293465 sec): 3 clusters Score: Raw -1704290.465869 + Penalty 1907.663118 = -1702382.802751 nChanged 75 SP:Iteration 19Q (5751.354927 sec): 3 clusters Score: Raw -1704336.438066 + Penalty 1907.663118 = -1702428.774948 nChanged 47 SP:Iteration 20F (5751.427603 sec): 3 clusters Score: Raw -1704370.813276 + Penalty 1907.663118 = -1702463.150158 nChanged 35 SP:Iteration 21Q (5751.489471 sec): 3 clusters Score: Raw -1704390.052936 + Penalty 1907.663118 = -1702482.389818 nChanged 23 SP:Iteration 22Q (5751.560707 sec): 3 clusters Score: Raw -1704401.974781 + Penalty 1907.663118 = -1702494.311663 nChanged 18 SP:Iteration 23Q (5751.630410 sec): 3 clusters Score: Raw -1704410.653148 + Penalty 1907.663118 = -1702502.990030 nChanged 14 SP:Iteration 24Q (5751.701181 sec): 3 clusters Score: Raw -1704417.520340 + Penalty 1907.663118 = -1702509.857222 nChanged 17 SP:Iteration 25Q (5751.778557 sec): 3 clusters Score: Raw -1704427.622169 + Penalty 1907.663118 = -1702519.959051 nChanged 12 SP:Iteration 26Q (5751.838645 sec): 3 clusters Score: Raw -1704433.446325 + Penalty 1907.663118 = -1702525.783207 nChanged 8 SP:Iteration 27Q (5751.904239 sec): 3 clusters Score: Raw -1704437.778339 + Penalty 1907.663118 = -1702530.115221 nChanged 8 SP:Iteration 28Q (5751.979503 sec): 3 clusters Score: Raw -1704442.220045 + Penalty 1907.663118 = -1702534.556927 nChanged 6 SP:Iteration 29Q (5752.033513 sec): 3 clusters Score: Raw -1704446.922976 + Penalty 1907.663118 = -1702539.259858 nChanged 7 SP:Iteration 30Q (5752.105371 sec): 3 clusters Score: Raw -1704451.440078 + Penalty 1907.663118 = -1702543.776960 nChanged 9 SP:Iteration 31Q (5752.177192 sec): 3 clusters Score: Raw -1704457.170217 + Penalty 1907.663118 = -1702549.507099 nChanged 9 SP:Iteration 32Q (5752.251808 sec): 3 clusters Score: Raw -1704463.485443 + Penalty 1907.663118 = -1702555.822325 nChanged 9 SP:Iteration 33Q (5752.322465 sec): 3 clusters Score: Raw -1704469.770399 + Penalty 1907.663118 = -1702562.107281 nChanged 12 SP:Iteration 34Q (5752.394774 sec): 3 clusters Score: Raw -1704477.065908 + Penalty 1907.663118 = -1702569.402790 nChanged 9 SP:Iteration 35Q (5752.460173 sec): 3 clusters Score: Raw -1704481.979704 + Penalty 1907.663118 = -1702574.316586 nChanged 6 SP:Iteration 36Q (5752.531145 sec): 3 clusters Score: Raw -1704486.489633 + Penalty 1907.663118 = -1702578.826515 nChanged 4 SP:Iteration 37Q (5752.604515 sec): 3 clusters Score: Raw -1704489.315294 + Penalty 1907.663118 = -1702581.652176 nChanged 3 SP:Iteration 38Q (5752.675554 sec): 3 clusters Score: Raw -1704490.924019 + Penalty 1907.663118 = -1702583.260901 nChanged 2 SP:Iteration 39Q (5752.747384 sec): 3 clusters Score: Raw -1704492.404779 + Penalty 1907.663118 = -1702584.741661 nChanged 5 SP:Iteration 40F (5752.817049 sec): 3 clusters Score: Raw -1704495.677402 + Penalty 1907.663118 = -1702588.014284 nChanged 3 SP:Iteration 41Q (5752.891627 sec): 3 clusters Score: Raw -1704497.482522 + Penalty 1907.663118 = -1702589.819404 nChanged 2 SP:Iteration 42Q (5752.966175 sec): 3 clusters Score: Raw -1704498.858528 + Penalty 1907.663118 = -1702591.195410 nChanged 1 SP:Iteration 43Q (5753.030751 sec): 3 clusters Score: Raw -1704499.087216 + Penalty 1907.663118 = -1702591.424098 nChanged 0 SP:Iteration 44F (5753.110361 sec): 3 clusters Score: Raw -1704499.087216 + Penalty 1907.663118 = -1702591.424098 nChanged 0 Trying to split cluster 17 (19071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5753.154549 sec): 2 clusters Score: Raw -1420919.882972 + Penalty 936.312793 = -1419983.570179 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5753.226658 sec): 3 clusters Score: Raw -1409134.590155 + Penalty 1872.625586 = -1407261.964569 nChanged 8882 SP:Iteration 1F (5753.289852 sec): 3 clusters Score: Raw -1413973.603927 + Penalty 1872.625586 = -1412100.978341 nChanged 956 SP:Iteration 2F (5753.370532 sec): 3 clusters Score: Raw -1414324.417233 + Penalty 1872.625586 = -1412451.791648 nChanged 992 SP:Iteration 3F (5753.441852 sec): 3 clusters Score: Raw -1414742.128817 + Penalty 1872.625586 = -1412869.503231 nChanged 971 SP:Iteration 4F (5753.505543 sec): 3 clusters Score: Raw -1415257.729622 + Penalty 1872.625586 = -1413385.104037 nChanged 1084 SP:Iteration 5F (5753.584065 sec): 3 clusters Score: Raw -1415981.908647 + Penalty 1872.625586 = -1414109.283061 nChanged 1248 SP:Iteration 6F (5753.650011 sec): 3 clusters Score: Raw -1416956.020031 + Penalty 1872.625586 = -1415083.394446 nChanged 1193 SP:Iteration 7F (5753.715355 sec): 3 clusters Score: Raw -1417943.319490 + Penalty 1872.625586 = -1416070.693904 nChanged 1009 SP:Iteration 8F (5753.795045 sec): 3 clusters Score: Raw -1418747.916303 + Penalty 1872.625586 = -1416875.290717 nChanged 779 SP:Iteration 9Q (5753.867865 sec): 3 clusters Score: Raw -1419327.962041 + Penalty 1872.625586 = -1417455.336456 nChanged 579 SP:Iteration 10Q (5753.931364 sec): 3 clusters Score: Raw -1419696.213712 + Penalty 1872.625586 = -1417823.588126 nChanged 433 SP:Iteration 11Q (5754.007023 sec): 3 clusters Score: Raw -1419949.035076 + Penalty 1872.625586 = -1418076.409491 nChanged 330 SP:Iteration 12Q (5754.074508 sec): 3 clusters Score: Raw -1420121.465864 + Penalty 1872.625586 = -1418248.840278 nChanged 268 SP:Iteration 13Q (5754.138646 sec): 3 clusters Score: Raw -1420247.447951 + Penalty 1872.625586 = -1418374.822366 nChanged 201 SP:Iteration 14Q (5754.215527 sec): 3 clusters Score: Raw -1420343.346771 + Penalty 1872.625586 = -1418470.721185 nChanged 187 SP:Iteration 15Q (5754.284833 sec): 3 clusters Score: Raw -1420430.177306 + Penalty 1872.625586 = -1418557.551721 nChanged 152 SP:Iteration 16Q (5754.346107 sec): 3 clusters Score: Raw -1420493.777719 + Penalty 1872.625586 = -1418621.152134 nChanged 134 SP:Iteration 17Q (5754.416480 sec): 3 clusters Score: Raw -1420550.263439 + Penalty 1872.625586 = -1418677.637854 nChanged 127 SP:Iteration 18Q (5754.474083 sec): 3 clusters Score: Raw -1420603.483682 + Penalty 1872.625586 = -1418730.858096 nChanged 108 SP:Iteration 19Q (5754.541637 sec): 3 clusters Score: Raw -1420644.807259 + Penalty 1872.625586 = -1418772.181673 nChanged 105 SP:Iteration 20F (5754.621893 sec): 3 clusters Score: Raw -1420689.613354 + Penalty 1872.625586 = -1418816.987768 nChanged 102 SP:Iteration 21Q (5754.686449 sec): 3 clusters Score: Raw -1420733.752879 + Penalty 1872.625586 = -1418861.127293 nChanged 85 SP:Iteration 22Q (5754.748716 sec): 3 clusters Score: Raw -1420774.093847 + Penalty 1872.625586 = -1418901.468261 nChanged 80 SP:Iteration 23Q (5754.802928 sec): 3 clusters Score: Raw -1420806.863949 + Penalty 1872.625586 = -1418934.238363 nChanged 64 SP:Iteration 24Q (5754.878344 sec): 3 clusters Score: Raw -1420837.352259 + Penalty 1872.625586 = -1418964.726674 nChanged 56 SP:Iteration 25Q (5754.946234 sec): 3 clusters Score: Raw -1420866.368184 + Penalty 1872.625586 = -1418993.742598 nChanged 49 SP:Iteration 26Q (5755.016788 sec): 3 clusters Score: Raw -1420894.624249 + Penalty 1872.625586 = -1419021.998663 nChanged 43 SP:Iteration 27Q (5755.085540 sec): 3 clusters Score: Raw -1420917.702118 + Penalty 1872.625586 = -1419045.076532 nChanged 54 SP:Iteration 28Q (5755.153838 sec): 3 clusters Score: Raw -1420941.687659 + Penalty 1872.625586 = -1419069.062073 nChanged 41 SP:Iteration 29Q (5755.222172 sec): 3 clusters Score: Raw -1420959.226454 + Penalty 1872.625586 = -1419086.600869 nChanged 35 SP:Iteration 30Q (5755.289057 sec): 3 clusters Score: Raw -1420976.583461 + Penalty 1872.625586 = -1419103.957875 nChanged 34 SP:Iteration 31Q (5755.356867 sec): 3 clusters Score: Raw -1420994.944718 + Penalty 1872.625586 = -1419122.319132 nChanged 30 SP:Iteration 32Q (5755.422188 sec): 3 clusters Score: Raw -1421009.598448 + Penalty 1872.625586 = -1419136.972862 nChanged 28 SP:Iteration 33Q (5755.490973 sec): 3 clusters Score: Raw -1421024.835410 + Penalty 1872.625586 = -1419152.209824 nChanged 30 SP:Iteration 34Q (5755.559257 sec): 3 clusters Score: Raw -1421038.038283 + Penalty 1872.625586 = -1419165.412697 nChanged 17 SP:Iteration 35Q (5755.618828 sec): 3 clusters Score: Raw -1421045.070658 + Penalty 1872.625586 = -1419172.445073 nChanged 9 SP:Iteration 36Q (5755.693468 sec): 3 clusters Score: Raw -1421047.856145 + Penalty 1872.625586 = -1419175.230559 nChanged 7 SP:Iteration 37Q (5755.761136 sec): 3 clusters Score: Raw -1421050.922746 + Penalty 1872.625586 = -1419178.297160 nChanged 11 SP:Iteration 38Q (5755.826989 sec): 3 clusters Score: Raw -1421054.881177 + Penalty 1872.625586 = -1419182.255591 nChanged 9 SP:Iteration 39Q (5755.894348 sec): 3 clusters Score: Raw -1421057.865039 + Penalty 1872.625586 = -1419185.239454 nChanged 11 SP:Iteration 40F (5755.964929 sec): 3 clusters Score: Raw -1421060.214499 + Penalty 1872.625586 = -1419187.588913 nChanged 10 SP:Iteration 41Q (5756.031494 sec): 3 clusters Score: Raw -1421064.836561 + Penalty 1872.625586 = -1419192.210975 nChanged 7 SP:Iteration 42Q (5756.091360 sec): 3 clusters Score: Raw -1421069.102712 + Penalty 1872.625586 = -1419196.477126 nChanged 14 SP:Iteration 43Q (5756.146652 sec): 3 clusters Score: Raw -1421079.245282 + Penalty 1872.625586 = -1419206.619696 nChanged 11 SP:Iteration 44Q (5756.218263 sec): 3 clusters Score: Raw -1421085.116280 + Penalty 1872.625586 = -1419212.490694 nChanged 13 SP:Iteration 45Q (5756.275080 sec): 3 clusters Score: Raw -1421097.507515 + Penalty 1872.625586 = -1419224.881929 nChanged 11 SP:Iteration 46Q (5756.351164 sec): 3 clusters Score: Raw -1421104.848287 + Penalty 1872.625586 = -1419232.222701 nChanged 6 SP:Iteration 47Q (5756.416854 sec): 3 clusters Score: Raw -1421108.723446 + Penalty 1872.625586 = -1419236.097860 nChanged 8 SP:Iteration 48Q (5756.476563 sec): 3 clusters Score: Raw -1421112.307568 + Penalty 1872.625586 = -1419239.681982 nChanged 5 SP:Iteration 49Q (5756.552872 sec): 3 clusters Score: Raw -1421114.547709 + Penalty 1872.625586 = -1419241.922123 nChanged 5 SP:Iteration 50Q (5756.621563 sec): 3 clusters Score: Raw -1421116.989011 + Penalty 1872.625586 = -1419244.363425 nChanged 5 SP:Iteration 51Q (5756.689048 sec): 3 clusters Score: Raw -1421120.192588 + Penalty 1872.625586 = -1419247.567002 nChanged 4 SP:Iteration 52Q (5756.758349 sec): 3 clusters Score: Raw -1421121.574856 + Penalty 1872.625586 = -1419248.949271 nChanged 1 SP:Iteration 53Q (5756.817554 sec): 3 clusters Score: Raw -1421121.836121 + Penalty 1872.625586 = -1419249.210536 nChanged 1 SP:Iteration 54Q (5756.885919 sec): 3 clusters Score: Raw -1421122.137735 + Penalty 1872.625586 = -1419249.512150 nChanged 1 SP:Iteration 55Q (5756.958495 sec): 3 clusters Score: Raw -1421122.392349 + Penalty 1872.625586 = -1419249.766763 nChanged 1 SP:Iteration 56Q (5757.020609 sec): 3 clusters Score: Raw -1421122.888586 + Penalty 1872.625586 = -1419250.263000 nChanged 1 SP:Iteration 57Q (5757.093824 sec): 3 clusters Score: Raw -1421123.099520 + Penalty 1872.625586 = -1419250.473934 nChanged 0 SP:Iteration 58F (5757.156152 sec): 3 clusters Score: Raw -1421123.099520 + Penalty 1872.625586 = -1419250.473934 nChanged 0 Trying to split cluster 18 (3649 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5757.193371 sec): 2 clusters Score: Raw -272534.543088 + Penalty 779.209801 = -271755.333286 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5757.246413 sec): 3 clusters Score: Raw -270646.312668 + Penalty 1558.419603 = -269087.893065 nChanged 1486 SP:Iteration 1F (5757.277425 sec): 3 clusters Score: Raw -271461.666701 + Penalty 1558.419603 = -269903.247098 nChanged 257 SP:Iteration 2F (5757.332361 sec): 3 clusters Score: Raw -271637.605736 + Penalty 1558.419603 = -270079.186133 nChanged 228 SP:Iteration 3F (5757.381897 sec): 3 clusters Score: Raw -271775.577650 + Penalty 1558.419603 = -270217.158047 nChanged 202 SP:Iteration 4F (5757.429427 sec): 3 clusters Score: Raw -271916.251013 + Penalty 1558.419603 = -270357.831410 nChanged 175 SP:Iteration 5Q (5757.481621 sec): 3 clusters Score: Raw -272051.259372 + Penalty 1558.419603 = -270492.839769 nChanged 177 SP:Iteration 6Q (5757.533925 sec): 3 clusters Score: Raw -272193.019050 + Penalty 1558.419603 = -270634.599447 nChanged 143 SP:Iteration 7Q (5757.583144 sec): 3 clusters Score: Raw -272309.367164 + Penalty 1558.419603 = -270750.947562 nChanged 110 SP:Iteration 8Q (5757.647245 sec): 3 clusters Score: Raw -272407.039388 + Penalty 1558.419603 = -270848.619785 nChanged 87 SP:Iteration 9Q (5757.699127 sec): 3 clusters Score: Raw -272482.879675 + Penalty 1558.419603 = -270924.460072 nChanged 52 SP:Iteration 10Q (5757.739895 sec): 3 clusters Score: Raw -272524.492972 + Penalty 1558.419603 = -270966.073369 nChanged 32 SP:Iteration 11Q (5757.791796 sec): 3 clusters Score: Raw -272565.011327 + Penalty 1558.419603 = -271006.591724 nChanged 25 SP:Iteration 12Q (5757.843706 sec): 3 clusters Score: Raw -272594.629058 + Penalty 1558.419603 = -271036.209455 nChanged 23 SP:Iteration 13Q (5757.895526 sec): 3 clusters Score: Raw -272611.076643 + Penalty 1558.419603 = -271052.657040 nChanged 19 SP:Iteration 14Q (5757.946932 sec): 3 clusters Score: Raw -272630.679048 + Penalty 1558.419603 = -271072.259445 nChanged 17 SP:Iteration 15Q (5757.998598 sec): 3 clusters Score: Raw -272643.907874 + Penalty 1558.419603 = -271085.488271 nChanged 10 SP:Iteration 16Q (5758.051918 sec): 3 clusters Score: Raw -272652.554738 + Penalty 1558.419603 = -271094.135135 nChanged 10 SP:Iteration 17Q (5758.100605 sec): 3 clusters Score: Raw -272660.704119 + Penalty 1558.419603 = -271102.284516 nChanged 7 SP:Iteration 18Q (5758.152326 sec): 3 clusters Score: Raw -272667.496239 + Penalty 1558.419603 = -271109.076636 nChanged 4 SP:Iteration 19Q (5758.199802 sec): 3 clusters Score: Raw -272673.271951 + Penalty 1558.419603 = -271114.852348 nChanged 5 SP:Iteration 20F (5758.252163 sec): 3 clusters Score: Raw -272676.876105 + Penalty 1558.419603 = -271118.456502 nChanged 1 SP:Iteration 21Q (5758.303460 sec): 3 clusters Score: Raw -272677.164840 + Penalty 1558.419603 = -271118.745237 nChanged 1 SP:Iteration 22Q (5758.368380 sec): 3 clusters Score: Raw -272678.033787 + Penalty 1558.419603 = -271119.614184 nChanged 1 SP:Iteration 23Q (5758.404517 sec): 3 clusters Score: Raw -272678.424229 + Penalty 1558.419603 = -271120.004626 nChanged 0 SP:Iteration 24F (5758.457639 sec): 3 clusters Score: Raw -272678.424229 + Penalty 1558.419603 = -271120.004626 nChanged 0 Trying to split cluster 19 (21708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5758.495864 sec): 2 clusters Score: Raw -1647995.903331 + Penalty 948.616433 = -1647047.286898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5758.572178 sec): 3 clusters Score: Raw -1634525.292104 + Penalty 1897.232866 = -1632628.059238 nChanged 10064 SP:Iteration 1F (5758.646296 sec): 3 clusters Score: Raw -1640316.833767 + Penalty 1897.232866 = -1638419.600901 nChanged 1254 SP:Iteration 2F (5758.710630 sec): 3 clusters Score: Raw -1640934.413331 + Penalty 1897.232866 = -1639037.180465 nChanged 1442 SP:Iteration 3F (5758.784215 sec): 3 clusters Score: Raw -1641803.653810 + Penalty 1897.232866 = -1639906.420944 nChanged 1635 SP:Iteration 4F (5758.857010 sec): 3 clusters Score: Raw -1642990.352514 + Penalty 1897.232866 = -1641093.119648 nChanged 1653 SP:Iteration 5F (5758.930558 sec): 3 clusters Score: Raw -1644250.689701 + Penalty 1897.232866 = -1642353.456835 nChanged 1395 SP:Iteration 6F (5759.006707 sec): 3 clusters Score: Raw -1645339.513695 + Penalty 1897.232866 = -1643442.280829 nChanged 1032 SP:Iteration 7Q (5759.077341 sec): 3 clusters Score: Raw -1646082.004164 + Penalty 1897.232866 = -1644184.771299 nChanged 699 SP:Iteration 8Q (5759.151245 sec): 3 clusters Score: Raw -1646490.200805 + Penalty 1897.232866 = -1644592.967939 nChanged 518 SP:Iteration 9Q (5759.202706 sec): 3 clusters Score: Raw -1646763.629342 + Penalty 1897.232866 = -1644866.396476 nChanged 358 SP:Iteration 10Q (5759.275267 sec): 3 clusters Score: Raw -1646921.175385 + Penalty 1897.232866 = -1645023.942520 nChanged 280 SP:Iteration 11Q (5759.346170 sec): 3 clusters Score: Raw -1647032.708015 + Penalty 1897.232866 = -1645135.475149 nChanged 257 SP:Iteration 12Q (5759.413029 sec): 3 clusters Score: Raw -1647134.692382 + Penalty 1897.232866 = -1645237.459517 nChanged 225 SP:Iteration 13Q (5759.485211 sec): 3 clusters Score: Raw -1647232.035316 + Penalty 1897.232866 = -1645334.802451 nChanged 223 SP:Iteration 14Q (5759.548167 sec): 3 clusters Score: Raw -1647331.749901 + Penalty 1897.232866 = -1645434.517035 nChanged 192 SP:Iteration 15Q (5759.627309 sec): 3 clusters Score: Raw -1647426.397797 + Penalty 1897.232866 = -1645529.164931 nChanged 187 SP:Iteration 16Q (5759.688850 sec): 3 clusters Score: Raw -1647507.687221 + Penalty 1897.232866 = -1645610.454356 nChanged 175 SP:Iteration 17Q (5759.758280 sec): 3 clusters Score: Raw -1647588.673512 + Penalty 1897.232866 = -1645691.440646 nChanged 152 SP:Iteration 18Q (5759.829384 sec): 3 clusters Score: Raw -1647666.222147 + Penalty 1897.232866 = -1645768.989281 nChanged 135 SP:Iteration 19Q (5759.898087 sec): 3 clusters Score: Raw -1647740.963560 + Penalty 1897.232866 = -1645843.730694 nChanged 133 SP:Iteration 20F (5759.973394 sec): 3 clusters Score: Raw -1647816.822514 + Penalty 1897.232866 = -1645919.589649 nChanged 105 SP:Iteration 21Q (5760.038546 sec): 3 clusters Score: Raw -1647889.058697 + Penalty 1897.232866 = -1645991.825831 nChanged 108 SP:Iteration 22Q (5760.095431 sec): 3 clusters Score: Raw -1647958.309280 + Penalty 1897.232866 = -1646061.076414 nChanged 96 SP:Iteration 23Q (5760.171879 sec): 3 clusters Score: Raw -1648019.175302 + Penalty 1897.232866 = -1646121.942437 nChanged 99 SP:Iteration 24Q (5760.242661 sec): 3 clusters Score: Raw -1648081.209700 + Penalty 1897.232866 = -1646183.976834 nChanged 90 SP:Iteration 25Q (5760.304187 sec): 3 clusters Score: Raw -1648143.593612 + Penalty 1897.232866 = -1646246.360746 nChanged 70 SP:Iteration 26Q (5760.371044 sec): 3 clusters Score: Raw -1648188.718987 + Penalty 1897.232866 = -1646291.486121 nChanged 78 SP:Iteration 27Q (5760.438631 sec): 3 clusters Score: Raw -1648225.691042 + Penalty 1897.232866 = -1646328.458177 nChanged 72 SP:Iteration 28Q (5760.506264 sec): 3 clusters Score: Raw -1648251.306602 + Penalty 1897.232866 = -1646354.073737 nChanged 48 SP:Iteration 29Q (5760.573101 sec): 3 clusters Score: Raw -1648265.698123 + Penalty 1897.232866 = -1646368.465258 nChanged 39 SP:Iteration 30Q (5760.639641 sec): 3 clusters Score: Raw -1648275.812982 + Penalty 1897.232866 = -1646378.580116 nChanged 29 SP:Iteration 31Q (5760.710192 sec): 3 clusters Score: Raw -1648282.518200 + Penalty 1897.232866 = -1646385.285334 nChanged 17 SP:Iteration 32Q (5760.776882 sec): 3 clusters Score: Raw -1648286.162218 + Penalty 1897.232866 = -1646388.929352 nChanged 18 SP:Iteration 33Q (5760.846674 sec): 3 clusters Score: Raw -1648290.734323 + Penalty 1897.232866 = -1646393.501458 nChanged 21 SP:Iteration 34Q (5760.917912 sec): 3 clusters Score: Raw -1648297.506671 + Penalty 1897.232866 = -1646400.273805 nChanged 17 SP:Iteration 35Q (5760.986863 sec): 3 clusters Score: Raw -1648302.732405 + Penalty 1897.232866 = -1646405.499539 nChanged 20 SP:Iteration 36Q (5761.057056 sec): 3 clusters Score: Raw -1648306.826574 + Penalty 1897.232866 = -1646409.593708 nChanged 13 SP:Iteration 37Q (5761.126292 sec): 3 clusters Score: Raw -1648309.062368 + Penalty 1897.232866 = -1646411.829503 nChanged 12 SP:Iteration 38Q (5761.185774 sec): 3 clusters Score: Raw -1648310.900900 + Penalty 1897.232866 = -1646413.668034 nChanged 8 SP:Iteration 39Q (5761.265183 sec): 3 clusters Score: Raw -1648312.698019 + Penalty 1897.232866 = -1646415.465153 nChanged 10 SP:Iteration 40F (5761.340816 sec): 3 clusters Score: Raw -1648314.463655 + Penalty 1897.232866 = -1646417.230789 nChanged 7 SP:Iteration 41Q (5761.410373 sec): 3 clusters Score: Raw -1648315.179798 + Penalty 1897.232866 = -1646417.946932 nChanged 5 SP:Iteration 42Q (5761.481273 sec): 3 clusters Score: Raw -1648315.709369 + Penalty 1897.232866 = -1646418.476503 nChanged 4 SP:Iteration 43Q (5761.543978 sec): 3 clusters Score: Raw -1648316.020611 + Penalty 1897.232866 = -1646418.787746 nChanged 4 SP:Iteration 44Q (5761.616197 sec): 3 clusters Score: Raw -1648316.433915 + Penalty 1897.232866 = -1646419.201049 nChanged 3 SP:Iteration 45Q (5761.680900 sec): 3 clusters Score: Raw -1648316.742279 + Penalty 1897.232866 = -1646419.509413 nChanged 3 SP:Iteration 46Q (5761.754096 sec): 3 clusters Score: Raw -1648317.091717 + Penalty 1897.232866 = -1646419.858851 nChanged 2 SP:Iteration 47Q (5761.830688 sec): 3 clusters Score: Raw -1648317.258687 + Penalty 1897.232866 = -1646420.025821 nChanged 1 SP:Iteration 48Q (5761.891601 sec): 3 clusters Score: Raw -1648317.325782 + Penalty 1897.232866 = -1646420.092916 nChanged 0 SP:Iteration 49F (5761.967660 sec): 3 clusters Score: Raw -1648317.325782 + Penalty 1897.232866 = -1646420.092916 nChanged 0 Trying to split cluster 20 (38650 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5762.043269 sec): 2 clusters Score: Raw -2929142.605637 + Penalty 1003.418695 = -2928139.186942 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5762.142773 sec): 3 clusters Score: Raw -2904178.706814 + Penalty 2006.837390 = -2902171.869424 nChanged 18347 SP:Iteration 1F (5762.229081 sec): 3 clusters Score: Raw -2914966.844512 + Penalty 2006.837390 = -2912960.007122 nChanged 2212 SP:Iteration 2F (5762.316911 sec): 3 clusters Score: Raw -2916055.595534 + Penalty 2006.837390 = -2914048.758144 nChanged 2706 SP:Iteration 3F (5762.419388 sec): 3 clusters Score: Raw -2917809.681652 + Penalty 2006.837390 = -2915802.844262 nChanged 3177 SP:Iteration 4F (5762.502544 sec): 3 clusters Score: Raw -2920422.972531 + Penalty 2006.837390 = -2918416.135141 nChanged 3206 SP:Iteration 5F (5762.602374 sec): 3 clusters Score: Raw -2923394.603933 + Penalty 2006.837390 = -2921387.766542 nChanged 2496 SP:Iteration 6F (5762.697466 sec): 3 clusters Score: Raw -2925855.395742 + Penalty 2006.837390 = -2923848.558352 nChanged 1575 SP:Iteration 7Q (5762.783452 sec): 3 clusters Score: Raw -2927278.536090 + Penalty 2006.837390 = -2925271.698699 nChanged 919 SP:Iteration 8Q (5762.879895 sec): 3 clusters Score: Raw -2927970.334828 + Penalty 2006.837390 = -2925963.497438 nChanged 557 SP:Iteration 9Q (5762.979292 sec): 3 clusters Score: Raw -2928285.035012 + Penalty 2006.837390 = -2926278.197621 nChanged 414 SP:Iteration 10Q (5763.074241 sec): 3 clusters Score: Raw -2928499.145766 + Penalty 2006.837390 = -2926492.308376 nChanged 318 SP:Iteration 11Q (5763.161673 sec): 3 clusters Score: Raw -2928643.188374 + Penalty 2006.837390 = -2926636.350983 nChanged 264 SP:Iteration 12Q (5763.257798 sec): 3 clusters Score: Raw -2928753.875931 + Penalty 2006.837390 = -2926747.038541 nChanged 225 SP:Iteration 13Q (5763.351010 sec): 3 clusters Score: Raw -2928845.202253 + Penalty 2006.837390 = -2926838.364862 nChanged 209 SP:Iteration 14Q (5763.441873 sec): 3 clusters Score: Raw -2928931.859163 + Penalty 2006.837390 = -2926925.021772 nChanged 174 SP:Iteration 15Q (5763.534547 sec): 3 clusters Score: Raw -2929000.645488 + Penalty 2006.837390 = -2926993.808098 nChanged 148 SP:Iteration 16Q (5763.626627 sec): 3 clusters Score: Raw -2929059.033460 + Penalty 2006.837390 = -2927052.196070 nChanged 141 SP:Iteration 17Q (5763.718075 sec): 3 clusters Score: Raw -2929108.888288 + Penalty 2006.837390 = -2927102.050898 nChanged 101 SP:Iteration 18Q (5763.806641 sec): 3 clusters Score: Raw -2929142.215415 + Penalty 2006.837390 = -2927135.378025 nChanged 94 SP:Iteration 19Q (5763.894828 sec): 3 clusters Score: Raw -2929173.062264 + Penalty 2006.837390 = -2927166.224874 nChanged 85 SP:Iteration 20F (5763.981308 sec): 3 clusters Score: Raw -2929201.313107 + Penalty 2006.837390 = -2927194.475716 nChanged 70 SP:Iteration 21Q (5764.069550 sec): 3 clusters Score: Raw -2929222.289476 + Penalty 2006.837390 = -2927215.452086 nChanged 59 SP:Iteration 22Q (5764.157785 sec): 3 clusters Score: Raw -2929241.333545 + Penalty 2006.837390 = -2927234.496154 nChanged 56 SP:Iteration 23Q (5764.241203 sec): 3 clusters Score: Raw -2929258.786283 + Penalty 2006.837390 = -2927251.948893 nChanged 46 SP:Iteration 24Q (5764.332432 sec): 3 clusters Score: Raw -2929275.268567 + Penalty 2006.837390 = -2927268.431177 nChanged 46 SP:Iteration 25Q (5764.422911 sec): 3 clusters Score: Raw -2929289.481723 + Penalty 2006.837390 = -2927282.644332 nChanged 32 SP:Iteration 26Q (5764.508237 sec): 3 clusters Score: Raw -2929299.888774 + Penalty 2006.837390 = -2927293.051384 nChanged 33 SP:Iteration 27Q (5764.597164 sec): 3 clusters Score: Raw -2929309.245581 + Penalty 2006.837390 = -2927302.408190 nChanged 25 SP:Iteration 28Q (5764.688309 sec): 3 clusters Score: Raw -2929314.306677 + Penalty 2006.837390 = -2927307.469286 nChanged 24 SP:Iteration 29Q (5764.785947 sec): 3 clusters Score: Raw -2929322.597031 + Penalty 2006.837390 = -2927315.759640 nChanged 28 SP:Iteration 30Q (5764.878348 sec): 3 clusters Score: Raw -2929331.411029 + Penalty 2006.837390 = -2927324.573639 nChanged 23 SP:Iteration 31Q (5764.952459 sec): 3 clusters Score: Raw -2929338.662266 + Penalty 2006.837390 = -2927331.824876 nChanged 25 SP:Iteration 32Q (5765.045376 sec): 3 clusters Score: Raw -2929348.182012 + Penalty 2006.837390 = -2927341.344621 nChanged 28 SP:Iteration 33Q (5765.117299 sec): 3 clusters Score: Raw -2929357.811554 + Penalty 2006.837390 = -2927350.974164 nChanged 22 SP:Iteration 34Q (5765.193937 sec): 3 clusters Score: Raw -2929363.721993 + Penalty 2006.837390 = -2927356.884603 nChanged 19 SP:Iteration 35Q (5765.268164 sec): 3 clusters Score: Raw -2929367.180231 + Penalty 2006.837390 = -2927360.342841 nChanged 11 SP:Iteration 36Q (5765.351791 sec): 3 clusters Score: Raw -2929369.654434 + Penalty 2006.837390 = -2927362.817044 nChanged 8 SP:Iteration 37Q (5765.423882 sec): 3 clusters Score: Raw -2929371.594771 + Penalty 2006.837390 = -2927364.757380 nChanged 7 SP:Iteration 38Q (5765.507157 sec): 3 clusters Score: Raw -2929373.415209 + Penalty 2006.837390 = -2927366.577819 nChanged 8 SP:Iteration 39Q (5765.578436 sec): 3 clusters Score: Raw -2929375.099415 + Penalty 2006.837390 = -2927368.262025 nChanged 9 SP:Iteration 40F (5765.661063 sec): 3 clusters Score: Raw -2929377.752082 + Penalty 2006.837390 = -2927370.914692 nChanged 5 SP:Iteration 41Q (5765.739852 sec): 3 clusters Score: Raw -2929379.436296 + Penalty 2006.837390 = -2927372.598906 nChanged 2 SP:Iteration 42Q (5765.821648 sec): 3 clusters Score: Raw -2929380.344790 + Penalty 2006.837390 = -2927373.507400 nChanged 6 SP:Iteration 43Q (5765.906373 sec): 3 clusters Score: Raw -2929383.645657 + Penalty 2006.837390 = -2927376.808267 nChanged 9 SP:Iteration 44Q (5765.990738 sec): 3 clusters Score: Raw -2929387.982634 + Penalty 2006.837390 = -2927381.145243 nChanged 7 SP:Iteration 45Q (5766.075564 sec): 3 clusters Score: Raw -2929390.378077 + Penalty 2006.837390 = -2927383.540687 nChanged 3 SP:Iteration 46Q (5766.159655 sec): 3 clusters Score: Raw -2929391.064114 + Penalty 2006.837390 = -2927384.226723 nChanged 3 SP:Iteration 47Q (5766.246890 sec): 3 clusters Score: Raw -2929392.032315 + Penalty 2006.837390 = -2927385.194925 nChanged 2 SP:Iteration 48Q (5766.331664 sec): 3 clusters Score: Raw -2929392.272116 + Penalty 2006.837390 = -2927385.434725 nChanged 1 SP:Iteration 49Q (5766.426921 sec): 3 clusters Score: Raw -2929392.475911 + Penalty 2006.837390 = -2927385.638521 nChanged 1 SP:Iteration 50Q (5766.515956 sec): 3 clusters Score: Raw -2929392.885402 + Penalty 2006.837390 = -2927386.048012 nChanged 2 SP:Iteration 51Q (5766.607643 sec): 3 clusters Score: Raw -2929393.376345 + Penalty 2006.837390 = -2927386.538955 nChanged 1 SP:Iteration 52Q (5766.688133 sec): 3 clusters Score: Raw -2929393.610249 + Penalty 2006.837390 = -2927386.772858 nChanged 1 SP:Iteration 53Q (5766.757584 sec): 3 clusters Score: Raw -2929393.975452 + Penalty 2006.837390 = -2927387.138062 nChanged 0 SP:Iteration 54F (5766.853056 sec): 3 clusters Score: Raw -2929393.975452 + Penalty 2006.837390 = -2927387.138062 nChanged 0 Trying to split cluster 21 (2869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5766.878184 sec): 2 clusters Score: Raw -208537.776880 + Penalty 756.363288 = -207781.413592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5766.938287 sec): 3 clusters Score: Raw -207010.364766 + Penalty 1512.726575 = -205497.638191 nChanged 1186 SP:Iteration 1F (5766.977877 sec): 3 clusters Score: Raw -207642.285545 + Penalty 1512.726575 = -206129.558970 nChanged 193 SP:Iteration 2F (5767.029876 sec): 3 clusters Score: Raw -207759.050684 + Penalty 1512.726575 = -206246.324109 nChanged 151 SP:Iteration 3F (5767.076948 sec): 3 clusters Score: Raw -207835.723297 + Penalty 1512.726575 = -206322.996722 nChanged 113 SP:Iteration 4Q (5767.135560 sec): 3 clusters Score: Raw -207891.278531 + Penalty 1512.726575 = -206378.551956 nChanged 101 SP:Iteration 5Q (5767.190539 sec): 3 clusters Score: Raw -207933.996340 + Penalty 1512.726575 = -206421.269765 nChanged 84 SP:Iteration 6Q (5767.229229 sec): 3 clusters Score: Raw -207975.640701 + Penalty 1512.726575 = -206462.914126 nChanged 81 SP:Iteration 7Q (5767.292584 sec): 3 clusters Score: Raw -208012.467596 + Penalty 1512.726575 = -206499.741020 nChanged 66 SP:Iteration 8Q (5767.338543 sec): 3 clusters Score: Raw -208047.334813 + Penalty 1512.726575 = -206534.608238 nChanged 67 SP:Iteration 9Q (5767.381822 sec): 3 clusters Score: Raw -208076.743671 + Penalty 1512.726575 = -206564.017096 nChanged 61 SP:Iteration 10Q (5767.432237 sec): 3 clusters Score: Raw -208101.824360 + Penalty 1512.726575 = -206589.097785 nChanged 67 SP:Iteration 11Q (5767.476809 sec): 3 clusters Score: Raw -208136.194344 + Penalty 1512.726575 = -206623.467769 nChanged 73 SP:Iteration 12Q (5767.528016 sec): 3 clusters Score: Raw -208172.901291 + Penalty 1512.726575 = -206660.174715 nChanged 73 SP:Iteration 13Q (5767.586356 sec): 3 clusters Score: Raw -208220.467651 + Penalty 1512.726575 = -206707.741076 nChanged 72 SP:Iteration 14Q (5767.638933 sec): 3 clusters Score: Raw -208261.174464 + Penalty 1512.726575 = -206748.447889 nChanged 68 SP:Iteration 15Q (5767.683124 sec): 3 clusters Score: Raw -208296.660294 + Penalty 1512.726575 = -206783.933719 nChanged 65 SP:Iteration 16Q (5767.724402 sec): 3 clusters Score: Raw -208325.670294 + Penalty 1512.726575 = -206812.943719 nChanged 53 SP:Iteration 17Q (5767.773261 sec): 3 clusters Score: Raw -208354.700437 + Penalty 1512.726575 = -206841.973862 nChanged 52 SP:Iteration 18Q (5767.833381 sec): 3 clusters Score: Raw -208387.217910 + Penalty 1512.726575 = -206874.491335 nChanged 53 SP:Iteration 19Q (5767.882671 sec): 3 clusters Score: Raw -208417.327800 + Penalty 1512.726575 = -206904.601225 nChanged 49 SP:Iteration 20F (5767.933766 sec): 3 clusters Score: Raw -208448.938539 + Penalty 1512.726575 = -206936.211964 nChanged 39 SP:Iteration 21Q (5767.987669 sec): 3 clusters Score: Raw -208474.684544 + Penalty 1512.726575 = -206961.957969 nChanged 30 SP:Iteration 22Q (5768.039492 sec): 3 clusters Score: Raw -208496.426901 + Penalty 1512.726575 = -206983.700326 nChanged 28 SP:Iteration 23Q (5768.081655 sec): 3 clusters Score: Raw -208519.999291 + Penalty 1512.726575 = -207007.272716 nChanged 23 SP:Iteration 24Q (5768.145619 sec): 3 clusters Score: Raw -208536.052249 + Penalty 1512.726575 = -207023.325674 nChanged 22 SP:Iteration 25Q (5768.198589 sec): 3 clusters Score: Raw -208550.354941 + Penalty 1512.726575 = -207037.628366 nChanged 24 SP:Iteration 26Q (5768.243221 sec): 3 clusters Score: Raw -208571.892140 + Penalty 1512.726575 = -207059.165565 nChanged 30 SP:Iteration 27Q (5768.302240 sec): 3 clusters Score: Raw -208598.392308 + Penalty 1512.726575 = -207085.665733 nChanged 14 SP:Iteration 28Q (5768.357824 sec): 3 clusters Score: Raw -208609.570016 + Penalty 1512.726575 = -207096.843441 nChanged 8 SP:Iteration 29Q (5768.409507 sec): 3 clusters Score: Raw -208617.917412 + Penalty 1512.726575 = -207105.190837 nChanged 8 SP:Iteration 30Q (5768.462908 sec): 3 clusters Score: Raw -208625.856336 + Penalty 1512.726575 = -207113.129761 nChanged 9 SP:Iteration 31Q (5768.511814 sec): 3 clusters Score: Raw -208634.697547 + Penalty 1512.726575 = -207121.970972 nChanged 2 SP:Iteration 32Q (5768.564804 sec): 3 clusters Score: Raw -208635.946315 + Penalty 1512.726575 = -207123.219740 nChanged 0 SP:Iteration 33F (5768.603588 sec): 3 clusters Score: Raw -208635.946315 + Penalty 1512.726575 = -207123.219740 nChanged 0 Trying to split cluster 22 (32795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5768.676173 sec): 2 clusters Score: Raw -2486535.550441 + Penalty 987.812978 = -2485547.737463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5768.768057 sec): 3 clusters Score: Raw -2465570.184233 + Penalty 1975.625955 = -2463594.558278 nChanged 15474 SP:Iteration 1F (5768.862374 sec): 3 clusters Score: Raw -2474104.065159 + Penalty 1975.625955 = -2472128.439204 nChanged 1186 SP:Iteration 2Q (5768.954171 sec): 3 clusters Score: Raw -2474427.200633 + Penalty 1975.625955 = -2472451.574678 nChanged 1260 SP:Iteration 3Q (5769.045603 sec): 3 clusters Score: Raw -2474820.460360 + Penalty 1975.625955 = -2472844.834405 nChanged 1397 SP:Iteration 4Q (5769.141447 sec): 3 clusters Score: Raw -2475318.921476 + Penalty 1975.625955 = -2473343.295521 nChanged 1717 SP:Iteration 5F (5769.239712 sec): 3 clusters Score: Raw -2476129.677801 + Penalty 1975.625955 = -2474154.051846 nChanged 2035 SP:Iteration 6F (5769.332164 sec): 3 clusters Score: Raw -2477372.484679 + Penalty 1975.625955 = -2475396.858723 nChanged 2384 SP:Iteration 7F (5769.423807 sec): 3 clusters Score: Raw -2479291.503923 + Penalty 1975.625955 = -2477315.877968 nChanged 2508 SP:Iteration 8F (5769.510006 sec): 3 clusters Score: Raw -2481750.882913 + Penalty 1975.625955 = -2479775.256958 nChanged 1986 SP:Iteration 9F (5769.596900 sec): 3 clusters Score: Raw -2483843.260356 + Penalty 1975.625955 = -2481867.634401 nChanged 1260 SP:Iteration 10Q (5769.686836 sec): 3 clusters Score: Raw -2485046.292312 + Penalty 1975.625955 = -2483070.666357 nChanged 756 SP:Iteration 11Q (5769.774306 sec): 3 clusters Score: Raw -2485620.116616 + Penalty 1975.625955 = -2483644.490661 nChanged 509 SP:Iteration 12Q (5769.848430 sec): 3 clusters Score: Raw -2485957.219209 + Penalty 1975.625955 = -2483981.593254 nChanged 375 SP:Iteration 13Q (5769.934232 sec): 3 clusters Score: Raw -2486171.630908 + Penalty 1975.625955 = -2484196.004953 nChanged 277 SP:Iteration 14Q (5770.006281 sec): 3 clusters Score: Raw -2486313.032609 + Penalty 1975.625955 = -2484337.406654 nChanged 213 SP:Iteration 15Q (5770.099119 sec): 3 clusters Score: Raw -2486417.449704 + Penalty 1975.625955 = -2484441.823748 nChanged 175 SP:Iteration 16Q (5770.178122 sec): 3 clusters Score: Raw -2486492.999571 + Penalty 1975.625955 = -2484517.373615 nChanged 161 SP:Iteration 17Q (5770.262546 sec): 3 clusters Score: Raw -2486556.771438 + Penalty 1975.625955 = -2484581.145482 nChanged 132 SP:Iteration 18Q (5770.340620 sec): 3 clusters Score: Raw -2486602.215839 + Penalty 1975.625955 = -2484626.589884 nChanged 110 SP:Iteration 19Q (5770.413665 sec): 3 clusters Score: Raw -2486640.411857 + Penalty 1975.625955 = -2484664.785902 nChanged 95 SP:Iteration 20F (5770.508582 sec): 3 clusters Score: Raw -2486669.364947 + Penalty 1975.625955 = -2484693.738991 nChanged 78 SP:Iteration 21Q (5770.593115 sec): 3 clusters Score: Raw -2486691.453046 + Penalty 1975.625955 = -2484715.827091 nChanged 60 SP:Iteration 22Q (5770.668888 sec): 3 clusters Score: Raw -2486705.734759 + Penalty 1975.625955 = -2484730.108804 nChanged 64 SP:Iteration 23Q (5770.723480 sec): 3 clusters Score: Raw -2486723.204069 + Penalty 1975.625955 = -2484747.578114 nChanged 56 SP:Iteration 24Q (5770.810814 sec): 3 clusters Score: Raw -2486737.886177 + Penalty 1975.625955 = -2484762.260221 nChanged 44 SP:Iteration 25Q (5770.895121 sec): 3 clusters Score: Raw -2486749.575226 + Penalty 1975.625955 = -2484773.949271 nChanged 47 SP:Iteration 26Q (5770.979690 sec): 3 clusters Score: Raw -2486765.070317 + Penalty 1975.625955 = -2484789.444362 nChanged 44 SP:Iteration 27Q (5771.064403 sec): 3 clusters Score: Raw -2486778.529308 + Penalty 1975.625955 = -2484802.903353 nChanged 38 SP:Iteration 28Q (5771.149555 sec): 3 clusters Score: Raw -2486789.427996 + Penalty 1975.625955 = -2484813.802041 nChanged 29 SP:Iteration 29Q (5771.234101 sec): 3 clusters Score: Raw -2486797.552984 + Penalty 1975.625955 = -2484821.927029 nChanged 26 SP:Iteration 30Q (5771.314312 sec): 3 clusters Score: Raw -2486805.560288 + Penalty 1975.625955 = -2484829.934332 nChanged 25 SP:Iteration 31Q (5771.393228 sec): 3 clusters Score: Raw -2486812.926918 + Penalty 1975.625955 = -2484837.300963 nChanged 25 SP:Iteration 32Q (5771.460254 sec): 3 clusters Score: Raw -2486820.247559 + Penalty 1975.625955 = -2484844.621604 nChanged 23 SP:Iteration 33Q (5771.531095 sec): 3 clusters Score: Raw -2486826.432083 + Penalty 1975.625955 = -2484850.806127 nChanged 16 SP:Iteration 34Q (5771.613528 sec): 3 clusters Score: Raw -2486832.498361 + Penalty 1975.625955 = -2484856.872406 nChanged 21 SP:Iteration 35Q (5771.692040 sec): 3 clusters Score: Raw -2486839.180554 + Penalty 1975.625955 = -2484863.554599 nChanged 19 SP:Iteration 36Q (5771.765844 sec): 3 clusters Score: Raw -2486847.144280 + Penalty 1975.625955 = -2484871.518325 nChanged 23 SP:Iteration 37Q (5771.849273 sec): 3 clusters Score: Raw -2486854.008943 + Penalty 1975.625955 = -2484878.382988 nChanged 21 SP:Iteration 38Q (5771.930575 sec): 3 clusters Score: Raw -2486860.219305 + Penalty 1975.625955 = -2484884.593349 nChanged 11 SP:Iteration 39Q (5772.012393 sec): 3 clusters Score: Raw -2486863.551144 + Penalty 1975.625955 = -2484887.925189 nChanged 10 SP:Iteration 40F (5772.102000 sec): 3 clusters Score: Raw -2486866.950340 + Penalty 1975.625955 = -2484891.324385 nChanged 8 SP:Iteration 41Q (5772.183443 sec): 3 clusters Score: Raw -2486868.676412 + Penalty 1975.625955 = -2484893.050457 nChanged 7 SP:Iteration 42Q (5772.264120 sec): 3 clusters Score: Raw -2486870.129731 + Penalty 1975.625955 = -2484894.503776 nChanged 3 SP:Iteration 43Q (5772.345647 sec): 3 clusters Score: Raw -2486870.777801 + Penalty 1975.625955 = -2484895.151846 nChanged 2 SP:Iteration 44Q (5772.426300 sec): 3 clusters Score: Raw -2486871.201321 + Penalty 1975.625955 = -2484895.575365 nChanged 1 SP:Iteration 45Q (5772.508710 sec): 3 clusters Score: Raw -2486871.642177 + Penalty 1975.625955 = -2484896.016222 nChanged 2 SP:Iteration 46Q (5772.591150 sec): 3 clusters Score: Raw -2486871.965713 + Penalty 1975.625955 = -2484896.339758 nChanged 2 SP:Iteration 47Q (5772.673485 sec): 3 clusters Score: Raw -2486872.618894 + Penalty 1975.625955 = -2484896.992939 nChanged 2 SP:Iteration 48Q (5772.751943 sec): 3 clusters Score: Raw -2486872.966449 + Penalty 1975.625955 = -2484897.340494 nChanged 2 SP:Iteration 49Q (5772.834804 sec): 3 clusters Score: Raw -2486873.488045 + Penalty 1975.625955 = -2484897.862089 nChanged 1 SP:Iteration 50Q (5772.917279 sec): 3 clusters Score: Raw -2486873.742924 + Penalty 1975.625955 = -2484898.116968 nChanged 1 SP:Iteration 51Q (5772.998843 sec): 3 clusters Score: Raw -2486873.914120 + Penalty 1975.625955 = -2484898.288164 nChanged 0 SP:Iteration 52F (5773.073544 sec): 3 clusters Score: Raw -2486873.914120 + Penalty 1975.625955 = -2484898.288164 nChanged 0 Trying to split cluster 23 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5773.096693 sec): 2 clusters Score: Raw -97207.906521 + Penalty 689.549154 = -96518.357367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5773.147737 sec): 3 clusters Score: Raw -96594.182494 + Penalty 1379.098309 = -95215.084185 nChanged 533 SP:Iteration 1F (5773.189874 sec): 3 clusters Score: Raw -97025.919591 + Penalty 1379.098309 = -95646.821282 nChanged 105 SP:Iteration 2F (5773.230340 sec): 3 clusters Score: Raw -97107.757172 + Penalty 1379.098309 = -95728.658863 nChanged 59 SP:Iteration 3Q (5773.277374 sec): 3 clusters Score: Raw -97149.826819 + Penalty 1379.098309 = -95770.728511 nChanged 46 SP:Iteration 4Q (5773.317291 sec): 3 clusters Score: Raw -97186.285320 + Penalty 1379.098309 = -95807.187011 nChanged 43 SP:Iteration 5Q (5773.358184 sec): 3 clusters Score: Raw -97221.382774 + Penalty 1379.098309 = -95842.284466 nChanged 31 SP:Iteration 6Q (5773.387350 sec): 3 clusters Score: Raw -97249.450952 + Penalty 1379.098309 = -95870.352643 nChanged 31 SP:Iteration 7Q (5773.419286 sec): 3 clusters Score: Raw -97285.986341 + Penalty 1379.098309 = -95906.888033 nChanged 26 SP:Iteration 8Q (5773.451146 sec): 3 clusters Score: Raw -97305.397893 + Penalty 1379.098309 = -95926.299585 nChanged 23 SP:Iteration 9Q (5773.482981 sec): 3 clusters Score: Raw -97317.314202 + Penalty 1379.098309 = -95938.215894 nChanged 20 SP:Iteration 10Q (5773.514946 sec): 3 clusters Score: Raw -97329.096849 + Penalty 1379.098309 = -95949.998541 nChanged 18 SP:Iteration 11Q (5773.546897 sec): 3 clusters Score: Raw -97338.709179 + Penalty 1379.098309 = -95959.610870 nChanged 14 SP:Iteration 12Q (5773.578769 sec): 3 clusters Score: Raw -97347.605417 + Penalty 1379.098309 = -95968.507108 nChanged 11 SP:Iteration 13Q (5773.610463 sec): 3 clusters Score: Raw -97353.903812 + Penalty 1379.098309 = -95974.805503 nChanged 20 SP:Iteration 14Q (5773.642227 sec): 3 clusters Score: Raw -97364.103031 + Penalty 1379.098309 = -95985.004722 nChanged 9 SP:Iteration 15Q (5773.674024 sec): 3 clusters Score: Raw -97369.347998 + Penalty 1379.098309 = -95990.249690 nChanged 7 SP:Iteration 16Q (5773.713489 sec): 3 clusters Score: Raw -97372.965359 + Penalty 1379.098309 = -95993.867051 nChanged 8 SP:Iteration 17Q (5773.762387 sec): 3 clusters Score: Raw -97378.403862 + Penalty 1379.098309 = -95999.305554 nChanged 10 SP:Iteration 18Q (5773.796514 sec): 3 clusters Score: Raw -97384.273247 + Penalty 1379.098309 = -96005.174938 nChanged 8 SP:Iteration 19Q (5773.802120 sec): 3 clusters Score: Raw -97389.689583 + Penalty 1379.098309 = -96010.591275 nChanged 11 SP:Iteration 20F (5773.807663 sec): 3 clusters Score: Raw -97397.421369 + Penalty 1379.098309 = -96018.323061 nChanged 15 SP:Iteration 21Q (5773.813089 sec): 3 clusters Score: Raw -97407.068341 + Penalty 1379.098309 = -96027.970033 nChanged 11 SP:Iteration 22Q (5773.818462 sec): 3 clusters Score: Raw -97412.668887 + Penalty 1379.098309 = -96033.570579 nChanged 7 SP:Iteration 23Q (5773.823857 sec): 3 clusters Score: Raw -97415.082526 + Penalty 1379.098309 = -96035.984217 nChanged 6 SP:Iteration 24Q (5773.829290 sec): 3 clusters Score: Raw -97417.348795 + Penalty 1379.098309 = -96038.250486 nChanged 7 SP:Iteration 25Q (5773.834655 sec): 3 clusters Score: Raw -97418.783777 + Penalty 1379.098309 = -96039.685469 nChanged 1 SP:Iteration 26Q (5773.840055 sec): 3 clusters Score: Raw -97419.226349 + Penalty 1379.098309 = -96040.128040 nChanged 0 SP:Iteration 27F (5773.845552 sec): 3 clusters Score: Raw -97419.226349 + Penalty 1379.098309 = -96040.128040 nChanged 0 Trying to split cluster 24 (3540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5773.879844 sec): 2 clusters Score: Raw -260135.965185 + Penalty 776.328791 = -259359.636394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5773.916888 sec): 3 clusters Score: Raw -258265.033389 + Penalty 1552.657581 = -256712.375807 nChanged 1465 SP:Iteration 1F (5773.966962 sec): 3 clusters Score: Raw -259116.294863 + Penalty 1552.657581 = -257563.637281 nChanged 229 SP:Iteration 2F (5774.018999 sec): 3 clusters Score: Raw -259244.003499 + Penalty 1552.657581 = -257691.345918 nChanged 166 SP:Iteration 3Q (5774.067087 sec): 3 clusters Score: Raw -259337.655524 + Penalty 1552.657581 = -257784.997943 nChanged 157 SP:Iteration 4Q (5774.085407 sec): 3 clusters Score: Raw -259426.658363 + Penalty 1552.657581 = -257874.000782 nChanged 155 SP:Iteration 5Q (5774.098181 sec): 3 clusters Score: Raw -259507.287712 + Penalty 1552.657581 = -257954.630131 nChanged 135 SP:Iteration 6Q (5774.113970 sec): 3 clusters Score: Raw -259592.439225 + Penalty 1552.657581 = -258039.781644 nChanged 122 SP:Iteration 7Q (5774.127152 sec): 3 clusters Score: Raw -259669.006710 + Penalty 1552.657581 = -258116.349129 nChanged 123 SP:Iteration 8Q (5774.139968 sec): 3 clusters Score: Raw -259762.548422 + Penalty 1552.657581 = -258209.890841 nChanged 116 SP:Iteration 9Q (5774.152619 sec): 3 clusters Score: Raw -259860.117484 + Penalty 1552.657581 = -258307.459903 nChanged 103 SP:Iteration 10Q (5774.165315 sec): 3 clusters Score: Raw -259921.367539 + Penalty 1552.657581 = -258368.709958 nChanged 78 SP:Iteration 11Q (5774.177931 sec): 3 clusters Score: Raw -259976.865173 + Penalty 1552.657581 = -258424.207592 nChanged 73 SP:Iteration 12Q (5774.190374 sec): 3 clusters Score: Raw -260022.007829 + Penalty 1552.657581 = -258469.350248 nChanged 64 SP:Iteration 13Q (5774.202869 sec): 3 clusters Score: Raw -260060.957361 + Penalty 1552.657581 = -258508.299780 nChanged 51 SP:Iteration 14Q (5774.217134 sec): 3 clusters Score: Raw -260095.198985 + Penalty 1552.657581 = -258542.541404 nChanged 51 SP:Iteration 15Q (5774.229858 sec): 3 clusters Score: Raw -260131.242314 + Penalty 1552.657581 = -258578.584732 nChanged 46 SP:Iteration 16Q (5774.242091 sec): 3 clusters Score: Raw -260160.085678 + Penalty 1552.657581 = -258607.428097 nChanged 35 SP:Iteration 17Q (5774.254417 sec): 3 clusters Score: Raw -260183.360319 + Penalty 1552.657581 = -258630.702738 nChanged 43 SP:Iteration 18Q (5774.266595 sec): 3 clusters Score: Raw -260210.378514 + Penalty 1552.657581 = -258657.720932 nChanged 36 SP:Iteration 19Q (5774.278858 sec): 3 clusters Score: Raw -260232.432143 + Penalty 1552.657581 = -258679.774562 nChanged 32 SP:Iteration 20F (5774.305055 sec): 3 clusters Score: Raw -260250.546956 + Penalty 1552.657581 = -258697.889375 nChanged 24 SP:Iteration 21Q (5774.317814 sec): 3 clusters Score: Raw -260264.023847 + Penalty 1552.657581 = -258711.366266 nChanged 20 SP:Iteration 22Q (5774.330057 sec): 3 clusters Score: Raw -260272.691785 + Penalty 1552.657581 = -258720.034204 nChanged 7 SP:Iteration 23Q (5774.342215 sec): 3 clusters Score: Raw -260275.258314 + Penalty 1552.657581 = -258722.600733 nChanged 11 SP:Iteration 24Q (5774.354306 sec): 3 clusters Score: Raw -260279.435637 + Penalty 1552.657581 = -258726.778056 nChanged 14 SP:Iteration 25Q (5774.366513 sec): 3 clusters Score: Raw -260285.105150 + Penalty 1552.657581 = -258732.447569 nChanged 13 SP:Iteration 26Q (5774.378734 sec): 3 clusters Score: Raw -260292.657750 + Penalty 1552.657581 = -258740.000169 nChanged 11 SP:Iteration 27Q (5774.390801 sec): 3 clusters Score: Raw -260297.689087 + Penalty 1552.657581 = -258745.031506 nChanged 5 SP:Iteration 28Q (5774.403603 sec): 3 clusters Score: Raw -260299.909593 + Penalty 1552.657581 = -258747.252012 nChanged 2 SP:Iteration 29Q (5774.416150 sec): 3 clusters Score: Raw -260300.663098 + Penalty 1552.657581 = -258748.005517 nChanged 3 SP:Iteration 30Q (5774.428347 sec): 3 clusters Score: Raw -260301.876318 + Penalty 1552.657581 = -258749.218736 nChanged 3 SP:Iteration 31Q (5774.440546 sec): 3 clusters Score: Raw -260303.730772 + Penalty 1552.657581 = -258751.073191 nChanged 2 SP:Iteration 32Q (5774.452554 sec): 3 clusters Score: Raw -260304.211040 + Penalty 1552.657581 = -258751.553459 nChanged 4 SP:Iteration 33Q (5774.464640 sec): 3 clusters Score: Raw -260305.776634 + Penalty 1552.657581 = -258753.119053 nChanged 5 SP:Iteration 34Q (5774.476826 sec): 3 clusters Score: Raw -260307.325612 + Penalty 1552.657581 = -258754.668031 nChanged 5 SP:Iteration 35Q (5774.488961 sec): 3 clusters Score: Raw -260309.186545 + Penalty 1552.657581 = -258756.528964 nChanged 6 SP:Iteration 36Q (5774.501989 sec): 3 clusters Score: Raw -260311.394654 + Penalty 1552.657581 = -258758.737073 nChanged 7 SP:Iteration 37Q (5774.514496 sec): 3 clusters Score: Raw -260315.528066 + Penalty 1552.657581 = -258762.870485 nChanged 12 SP:Iteration 38Q (5774.526769 sec): 3 clusters Score: Raw -260322.900452 + Penalty 1552.657581 = -258770.242871 nChanged 14 SP:Iteration 39Q (5774.538957 sec): 3 clusters Score: Raw -260327.999520 + Penalty 1552.657581 = -258775.341939 nChanged 11 SP:Iteration 40F (5774.551597 sec): 3 clusters Score: Raw -260332.506976 + Penalty 1552.657581 = -258779.849395 nChanged 6 SP:Iteration 41Q (5774.563791 sec): 3 clusters Score: Raw -260334.086514 + Penalty 1552.657581 = -258781.428933 nChanged 6 SP:Iteration 42Q (5774.589613 sec): 3 clusters Score: Raw -260335.688633 + Penalty 1552.657581 = -258783.031052 nChanged 3 SP:Iteration 43Q (5774.602133 sec): 3 clusters Score: Raw -260337.549578 + Penalty 1552.657581 = -258784.891997 nChanged 5 SP:Iteration 44Q (5774.614108 sec): 3 clusters Score: Raw -260339.094582 + Penalty 1552.657581 = -258786.437001 nChanged 4 SP:Iteration 45Q (5774.626137 sec): 3 clusters Score: Raw -260340.547143 + Penalty 1552.657581 = -258787.889561 nChanged 3 SP:Iteration 46Q (5774.638271 sec): 3 clusters Score: Raw -260341.395976 + Penalty 1552.657581 = -258788.738395 nChanged 2 SP:Iteration 47Q (5774.650399 sec): 3 clusters Score: Raw -260341.926407 + Penalty 1552.657581 = -258789.268826 nChanged 3 SP:Iteration 48Q (5774.662539 sec): 3 clusters Score: Raw -260342.622154 + Penalty 1552.657581 = -258789.964573 nChanged 3 SP:Iteration 49Q (5774.674542 sec): 3 clusters Score: Raw -260342.997515 + Penalty 1552.657581 = -258790.339934 nChanged 4 SP:Iteration 50Q (5774.688535 sec): 3 clusters Score: Raw -260344.380920 + Penalty 1552.657581 = -258791.723339 nChanged 4 SP:Iteration 51Q (5774.701019 sec): 3 clusters Score: Raw -260345.817775 + Penalty 1552.657581 = -258793.160193 nChanged 7 SP:Iteration 52Q (5774.713065 sec): 3 clusters Score: Raw -260348.982053 + Penalty 1552.657581 = -258796.324472 nChanged 8 SP:Iteration 53Q (5774.725301 sec): 3 clusters Score: Raw -260353.389933 + Penalty 1552.657581 = -258800.732352 nChanged 8 SP:Iteration 54Q (5774.737286 sec): 3 clusters Score: Raw -260357.173133 + Penalty 1552.657581 = -258804.515552 nChanged 5 SP:Iteration 55Q (5774.749277 sec): 3 clusters Score: Raw -260359.930928 + Penalty 1552.657581 = -258807.273346 nChanged 5 SP:Iteration 56Q (5774.761374 sec): 3 clusters Score: Raw -260362.775934 + Penalty 1552.657581 = -258810.118353 nChanged 5 SP:Iteration 57Q (5774.773342 sec): 3 clusters Score: Raw -260368.652413 + Penalty 1552.657581 = -258815.994832 nChanged 10 SP:Iteration 58Q (5774.786195 sec): 3 clusters Score: Raw -260376.383282 + Penalty 1552.657581 = -258823.725701 nChanged 5 SP:Iteration 59Q (5774.798618 sec): 3 clusters Score: Raw -260379.209046 + Penalty 1552.657581 = -258826.551464 nChanged 1 SP:Iteration 60F (5774.811184 sec): 3 clusters Score: Raw -260379.375676 + Penalty 1552.657581 = -258826.718095 nChanged 1 SP:Iteration 61Q (5774.823195 sec): 3 clusters Score: Raw -260379.621397 + Penalty 1552.657581 = -258826.963816 nChanged 0 SP:Iteration 62F (5774.835862 sec): 3 clusters Score: Raw -260379.621397 + Penalty 1552.657581 = -258826.963816 nChanged 0 Iteration 619Q (5777.293645 sec): 25 clusters Score: Raw -25402793.187633 + Penalty 29149.392721 = -25373643.794912 nChanged 11 Iteration 620F (5781.710808 sec): 25 clusters Score: Raw -25402793.595178 + Penalty 29149.392721 = -25373644.202457 nChanged 12 Iteration 621Q (5784.074165 sec): 25 clusters Score: Raw -25402794.240152 + Penalty 29149.392721 = -25373644.847432 nChanged 19 Iteration 622Q (5786.613499 sec): 25 clusters Score: Raw -25402794.878615 + Penalty 29149.392721 = -25373645.485894 nChanged 25 Iteration 623Q (5789.126340 sec): 25 clusters Score: Raw -25402795.994742 + Penalty 29149.392721 = -25373646.602021 nChanged 20 Iteration 624Q (5791.528010 sec): 25 clusters Score: Raw -25402796.729163 + Penalty 29149.392721 = -25373647.336442 nChanged 20 Iteration 625Q (5794.019234 sec): 25 clusters Score: Raw -25402797.445903 + Penalty 29149.392721 = -25373648.053183 nChanged 27 Iteration 626Q (5796.661873 sec): 25 clusters Score: Raw -25402798.260089 + Penalty 29149.392721 = -25373648.867368 nChanged 19 Iteration 627Q (5799.133322 sec): 25 clusters Score: Raw -25402799.029223 + Penalty 29149.392721 = -25373649.636503 nChanged 16 Iteration 628Q (5801.595303 sec): 25 clusters Score: Raw -25402799.516096 + Penalty 29149.392721 = -25373650.123375 nChanged 12 Iteration 629Q (5804.273770 sec): 25 clusters Score: Raw -25402799.888901 + Penalty 29149.392721 = -25373650.496181 nChanged 17 Iteration 630Q (5806.655644 sec): 25 clusters Score: Raw -25402800.612325 + Penalty 29149.392721 = -25373651.219604 nChanged 18 Iteration 631Q (5809.077986 sec): 25 clusters Score: Raw -25402801.236936 + Penalty 29149.392721 = -25373651.844215 nChanged 21 Iteration 632Q (5811.803502 sec): 25 clusters Score: Raw -25402802.197060 + Penalty 29149.392721 = -25373652.804339 nChanged 25 Iteration 633Q (5814.189408 sec): 25 clusters Score: Raw -25402803.477036 + Penalty 29149.392721 = -25373654.084316 nChanged 20 Iteration 634Q (5816.655434 sec): 25 clusters Score: Raw -25402804.362465 + Penalty 29149.392721 = -25373654.969745 nChanged 25 Iteration 635Q (5819.211386 sec): 25 clusters Score: Raw -25402805.316989 + Penalty 29149.392721 = -25373655.924268 nChanged 31 Iteration 636Q (5821.671881 sec): 25 clusters Score: Raw -25402806.593621 + Penalty 29149.392721 = -25373657.200900 nChanged 38 Iteration 637Q (5824.031840 sec): 25 clusters Score: Raw -25402808.418026 + Penalty 29149.392721 = -25373659.025305 nChanged 37 Iteration 638Q (5826.782427 sec): 25 clusters Score: Raw -25402810.190793 + Penalty 29149.392721 = -25373660.798072 nChanged 29 Iteration 639Q (5829.208989 sec): 25 clusters Score: Raw -25402811.331555 + Penalty 29149.392721 = -25373661.938835 nChanged 23 Iteration 640F (5833.471996 sec): 25 clusters Score: Raw -25402812.251088 + Penalty 29149.392721 = -25373662.858367 nChanged 26 Iteration 641Q (5835.971002 sec): 25 clusters Score: Raw -25402813.298928 + Penalty 29149.392721 = -25373663.906207 nChanged 29 Iteration 642Q (5838.407530 sec): 25 clusters Score: Raw -25402814.444444 + Penalty 29149.392721 = -25373665.051724 nChanged 32 Iteration 643Q (5841.004236 sec): 25 clusters Score: Raw -25402815.472590 + Penalty 29149.392721 = -25373666.079870 nChanged 24 Iteration 644Q (5843.307078 sec): 25 clusters Score: Raw -25402815.970212 + Penalty 29149.392721 = -25373666.577491 nChanged 19 Iteration 645Q (5845.802872 sec): 25 clusters Score: Raw -25402816.523286 + Penalty 29149.392721 = -25373667.130565 nChanged 19 Iteration 646Q (5848.210701 sec): 25 clusters Score: Raw -25402817.104478 + Penalty 29149.392721 = -25373667.711757 nChanged 18 Iteration 647Q (5850.630991 sec): 25 clusters Score: Raw -25402817.686187 + Penalty 29149.392721 = -25373668.293466 nChanged 24 Iteration 648Q (5853.053318 sec): 25 clusters Score: Raw -25402818.399914 + Penalty 29149.392721 = -25373669.007193 nChanged 20 Iteration 649Q (5855.476082 sec): 25 clusters Score: Raw -25402818.853649 + Penalty 29149.392721 = -25373669.460928 nChanged 13 Iteration 650Q (5858.090234 sec): 25 clusters Score: Raw -25402819.273572 + Penalty 29149.392721 = -25373669.880852 nChanged 10 Iteration 651Q (5860.445449 sec): 25 clusters Score: Raw -25402819.655154 + Penalty 29149.392721 = -25373670.262433 nChanged 11 Iteration 652Q (5862.892096 sec): 25 clusters Score: Raw -25402819.951097 + Penalty 29149.392721 = -25373670.558376 nChanged 10 Iteration 653Q (5865.320886 sec): 25 clusters Score: Raw -25402820.132262 + Penalty 29149.392721 = -25373670.739541 nChanged 8 Iteration 654Q (5867.759040 sec): 25 clusters Score: Raw -25402820.349938 + Penalty 29149.392721 = -25373670.957217 nChanged 8 Iteration 655Q (5870.280092 sec): 25 clusters Score: Raw -25402820.463463 + Penalty 29149.392721 = -25373671.070742 nChanged 7 Iteration 656Q (5872.695719 sec): 25 clusters Score: Raw -25402820.751618 + Penalty 29149.392721 = -25373671.358897 nChanged 5 Iteration 657Q (5875.112463 sec): 25 clusters Score: Raw -25402820.806574 + Penalty 29149.392721 = -25373671.413853 nChanged 6 Iteration 658Q (5877.543661 sec): 25 clusters Score: Raw -25402820.865928 + Penalty 29149.392721 = -25373671.473207 nChanged 2 Writing temp clu file Because OldScore, -25373671.413853, is greater than current (better) Score,-25373671.473207 Compute initial score before splitting: Score: Raw -25402820.865928 + Penalty 29149.392721 = -25373671.473207 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5877.655139 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5877.704236 sec): 3 clusters Score: Raw -170976.917950 + Penalty 1457.912393 = -169519.005557 nChanged 829 SP:Iteration 1F (5877.753795 sec): 3 clusters Score: Raw -171602.066294 + Penalty 1457.912393 = -170144.153901 nChanged 220 SP:Iteration 2F (5877.789062 sec): 3 clusters Score: Raw -171803.485981 + Penalty 1457.912393 = -170345.573588 nChanged 141 SP:Iteration 3F (5877.843383 sec): 3 clusters Score: Raw -171917.795762 + Penalty 1457.912393 = -170459.883369 nChanged 111 SP:Iteration 4F (5877.885198 sec): 3 clusters Score: Raw -172005.533500 + Penalty 1457.912393 = -170547.621107 nChanged 79 SP:Iteration 5Q (5877.926379 sec): 3 clusters Score: Raw -172064.580280 + Penalty 1457.912393 = -170606.667887 nChanged 74 SP:Iteration 6Q (5877.977108 sec): 3 clusters Score: Raw -172111.509945 + Penalty 1457.912393 = -170653.597552 nChanged 58 SP:Iteration 7Q (5878.022701 sec): 3 clusters Score: Raw -172151.644713 + Penalty 1457.912393 = -170693.732320 nChanged 55 SP:Iteration 8Q (5878.062489 sec): 3 clusters Score: Raw -172181.294471 + Penalty 1457.912393 = -170723.382078 nChanged 43 SP:Iteration 9Q (5878.113123 sec): 3 clusters Score: Raw -172204.555583 + Penalty 1457.912393 = -170746.643190 nChanged 35 SP:Iteration 10Q (5878.148139 sec): 3 clusters Score: Raw -172220.272599 + Penalty 1457.912393 = -170762.360206 nChanged 25 SP:Iteration 11Q (5878.202672 sec): 3 clusters Score: Raw -172233.164079 + Penalty 1457.912393 = -170775.251686 nChanged 26 SP:Iteration 12Q (5878.234831 sec): 3 clusters Score: Raw -172243.045892 + Penalty 1457.912393 = -170785.133499 nChanged 11 SP:Iteration 13Q (5878.293088 sec): 3 clusters Score: Raw -172246.131286 + Penalty 1457.912393 = -170788.218892 nChanged 8 SP:Iteration 14Q (5878.337952 sec): 3 clusters Score: Raw -172249.686056 + Penalty 1457.912393 = -170791.773663 nChanged 8 SP:Iteration 15Q (5878.390992 sec): 3 clusters Score: Raw -172253.871160 + Penalty 1457.912393 = -170795.958767 nChanged 11 SP:Iteration 16Q (5878.443198 sec): 3 clusters Score: Raw -172259.146106 + Penalty 1457.912393 = -170801.233713 nChanged 13 SP:Iteration 17Q (5878.481210 sec): 3 clusters Score: Raw -172266.198581 + Penalty 1457.912393 = -170808.286188 nChanged 6 SP:Iteration 18Q (5878.540344 sec): 3 clusters Score: Raw -172268.171476 + Penalty 1457.912393 = -170810.259083 nChanged 3 SP:Iteration 19Q (5878.576849 sec): 3 clusters Score: Raw -172269.140356 + Penalty 1457.912393 = -170811.227963 nChanged 2 SP:Iteration 20F (5878.615660 sec): 3 clusters Score: Raw -172270.274519 + Penalty 1457.912393 = -170812.362126 nChanged 8 SP:Iteration 21Q (5878.649711 sec): 3 clusters Score: Raw -172272.783829 + Penalty 1457.912393 = -170814.871436 nChanged 5 SP:Iteration 22Q (5878.702783 sec): 3 clusters Score: Raw -172273.539629 + Penalty 1457.912393 = -170815.627236 nChanged 2 SP:Iteration 23Q (5878.754392 sec): 3 clusters Score: Raw -172274.132974 + Penalty 1457.912393 = -170816.220581 nChanged 3 SP:Iteration 24Q (5878.795422 sec): 3 clusters Score: Raw -172275.420252 + Penalty 1457.912393 = -170817.507859 nChanged 5 SP:Iteration 25Q (5878.834387 sec): 3 clusters Score: Raw -172277.340808 + Penalty 1457.912393 = -170819.428415 nChanged 6 SP:Iteration 26Q (5878.868253 sec): 3 clusters Score: Raw -172279.068496 + Penalty 1457.912393 = -170821.156103 nChanged 9 SP:Iteration 27Q (5878.896958 sec): 3 clusters Score: Raw -172282.087508 + Penalty 1457.912393 = -170824.175115 nChanged 5 SP:Iteration 28Q (5878.929859 sec): 3 clusters Score: Raw -172283.997698 + Penalty 1457.912393 = -170826.085305 nChanged 6 SP:Iteration 29Q (5878.962736 sec): 3 clusters Score: Raw -172285.420306 + Penalty 1457.912393 = -170827.507913 nChanged 1 SP:Iteration 30Q (5878.989088 sec): 3 clusters Score: Raw -172285.666255 + Penalty 1457.912393 = -170827.753862 nChanged 2 SP:Iteration 31Q (5879.022547 sec): 3 clusters Score: Raw -172285.879638 + Penalty 1457.912393 = -170827.967245 nChanged 2 SP:Iteration 32Q (5879.055619 sec): 3 clusters Score: Raw -172286.183841 + Penalty 1457.912393 = -170828.271448 nChanged 1 SP:Iteration 33Q (5879.088873 sec): 3 clusters Score: Raw -172286.324459 + Penalty 1457.912393 = -170828.412066 nChanged 0 SP:Iteration 34F (5879.122607 sec): 3 clusters Score: Raw -172286.324459 + Penalty 1457.912393 = -170828.412066 nChanged 0 Trying to split cluster 2 (27825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5879.178145 sec): 2 clusters Score: Raw -2042874.193124 + Penalty 972.200567 = -2041901.992558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5879.254196 sec): 3 clusters Score: Raw -2025292.380595 + Penalty 1944.401133 = -2023347.979462 nChanged 13001 SP:Iteration 1F (5879.330166 sec): 3 clusters Score: Raw -2033044.995559 + Penalty 1944.401133 = -2031100.594425 nChanged 1438 SP:Iteration 2F (5879.417389 sec): 3 clusters Score: Raw -2033710.971849 + Penalty 1944.401133 = -2031766.570716 nChanged 1551 SP:Iteration 3F (5879.489157 sec): 3 clusters Score: Raw -2034562.644004 + Penalty 1944.401133 = -2032618.242871 nChanged 1653 SP:Iteration 4F (5879.558178 sec): 3 clusters Score: Raw -2035487.429620 + Penalty 1944.401133 = -2033543.028486 nChanged 1647 SP:Iteration 5F (5879.644279 sec): 3 clusters Score: Raw -2036463.131016 + Penalty 1944.401133 = -2034518.729883 nChanged 1646 SP:Iteration 6F (5879.709129 sec): 3 clusters Score: Raw -2037437.351622 + Penalty 1944.401133 = -2035492.950488 nChanged 1439 SP:Iteration 7F (5879.786029 sec): 3 clusters Score: Raw -2038251.341125 + Penalty 1944.401133 = -2036306.939992 nChanged 1241 SP:Iteration 8Q (5879.858188 sec): 3 clusters Score: Raw -2038934.817850 + Penalty 1944.401133 = -2036990.416716 nChanged 1020 SP:Iteration 9Q (5879.938461 sec): 3 clusters Score: Raw -2039405.862720 + Penalty 1944.401133 = -2037461.461587 nChanged 798 SP:Iteration 10Q (5880.027843 sec): 3 clusters Score: Raw -2039684.654545 + Penalty 1944.401133 = -2037740.253412 nChanged 597 SP:Iteration 11Q (5880.106569 sec): 3 clusters Score: Raw -2039880.978878 + Penalty 1944.401133 = -2037936.577745 nChanged 497 SP:Iteration 12Q (5880.178168 sec): 3 clusters Score: Raw -2040024.514714 + Penalty 1944.401133 = -2038080.113581 nChanged 406 SP:Iteration 13Q (5880.256009 sec): 3 clusters Score: Raw -2040127.180368 + Penalty 1944.401133 = -2038182.779235 nChanged 335 SP:Iteration 14Q (5880.335239 sec): 3 clusters Score: Raw -2040209.617428 + Penalty 1944.401133 = -2038265.216295 nChanged 344 SP:Iteration 15Q (5880.406303 sec): 3 clusters Score: Raw -2040298.950397 + Penalty 1944.401133 = -2038354.549263 nChanged 320 SP:Iteration 16Q (5880.478186 sec): 3 clusters Score: Raw -2040384.016330 + Penalty 1944.401133 = -2038439.615196 nChanged 305 SP:Iteration 17Q (5880.554292 sec): 3 clusters Score: Raw -2040467.828999 + Penalty 1944.401133 = -2038523.427866 nChanged 312 SP:Iteration 18Q (5880.639077 sec): 3 clusters Score: Raw -2040557.696523 + Penalty 1944.401133 = -2038613.295389 nChanged 310 SP:Iteration 19Q (5880.703590 sec): 3 clusters Score: Raw -2040647.355098 + Penalty 1944.401133 = -2038702.953964 nChanged 296 SP:Iteration 20F (5880.780294 sec): 3 clusters Score: Raw -2040731.321638 + Penalty 1944.401133 = -2038786.920505 nChanged 301 SP:Iteration 21Q (5880.869231 sec): 3 clusters Score: Raw -2040824.373045 + Penalty 1944.401133 = -2038879.971912 nChanged 295 SP:Iteration 22Q (5880.947214 sec): 3 clusters Score: Raw -2040918.394476 + Penalty 1944.401133 = -2038973.993343 nChanged 303 SP:Iteration 23Q (5881.018843 sec): 3 clusters Score: Raw -2041009.560330 + Penalty 1944.401133 = -2039065.159197 nChanged 277 SP:Iteration 24Q (5881.095646 sec): 3 clusters Score: Raw -2041089.288352 + Penalty 1944.401133 = -2039144.887219 nChanged 260 SP:Iteration 25Q (5881.160922 sec): 3 clusters Score: Raw -2041174.795467 + Penalty 1944.401133 = -2039230.394333 nChanged 295 SP:Iteration 26Q (5881.245987 sec): 3 clusters Score: Raw -2041273.031573 + Penalty 1944.401133 = -2039328.630440 nChanged 289 SP:Iteration 27Q (5881.312942 sec): 3 clusters Score: Raw -2041373.286729 + Penalty 1944.401133 = -2039428.885596 nChanged 276 SP:Iteration 28Q (5881.392451 sec): 3 clusters Score: Raw -2041455.801898 + Penalty 1944.401133 = -2039511.400764 nChanged 247 SP:Iteration 29Q (5881.472539 sec): 3 clusters Score: Raw -2041526.002429 + Penalty 1944.401133 = -2039581.601296 nChanged 246 SP:Iteration 30Q (5881.547877 sec): 3 clusters Score: Raw -2041601.050686 + Penalty 1944.401133 = -2039656.649553 nChanged 266 SP:Iteration 31Q (5881.633343 sec): 3 clusters Score: Raw -2041679.399590 + Penalty 1944.401133 = -2039734.998456 nChanged 235 SP:Iteration 32Q (5881.709320 sec): 3 clusters Score: Raw -2041758.093008 + Penalty 1944.401133 = -2039813.691875 nChanged 237 SP:Iteration 33Q (5881.780565 sec): 3 clusters Score: Raw -2041840.093839 + Penalty 1944.401133 = -2039895.692705 nChanged 242 SP:Iteration 34Q (5881.857449 sec): 3 clusters Score: Raw -2041930.750317 + Penalty 1944.401133 = -2039986.349183 nChanged 295 SP:Iteration 35Q (5881.926831 sec): 3 clusters Score: Raw -2042058.560361 + Penalty 1944.401133 = -2040114.159227 nChanged 297 SP:Iteration 36Q (5882.011443 sec): 3 clusters Score: Raw -2042185.721197 + Penalty 1944.401133 = -2040241.320064 nChanged 290 SP:Iteration 37Q (5882.076905 sec): 3 clusters Score: Raw -2042319.410808 + Penalty 1944.401133 = -2040375.009675 nChanged 279 SP:Iteration 38Q (5882.157014 sec): 3 clusters Score: Raw -2042448.594768 + Penalty 1944.401133 = -2040504.193634 nChanged 264 SP:Iteration 39Q (5882.226382 sec): 3 clusters Score: Raw -2042569.459798 + Penalty 1944.401133 = -2040625.058665 nChanged 246 SP:Iteration 40F (5882.305881 sec): 3 clusters Score: Raw -2042689.260974 + Penalty 1944.401133 = -2040744.859841 nChanged 224 SP:Iteration 41Q (5882.370044 sec): 3 clusters Score: Raw -2042792.119928 + Penalty 1944.401133 = -2040847.718795 nChanged 203 SP:Iteration 42Q (5882.451724 sec): 3 clusters Score: Raw -2042884.518249 + Penalty 1944.401133 = -2040940.117115 nChanged 186 SP:Iteration 43Q (5882.521738 sec): 3 clusters Score: Raw -2042961.897738 + Penalty 1944.401133 = -2041017.496604 nChanged 167 SP:Iteration 44Q (5882.597901 sec): 3 clusters Score: Raw -2043026.635518 + Penalty 1944.401133 = -2041082.234385 nChanged 161 SP:Iteration 45Q (5882.669589 sec): 3 clusters Score: Raw -2043099.490489 + Penalty 1944.401133 = -2041155.089356 nChanged 144 SP:Iteration 46Q (5882.732805 sec): 3 clusters Score: Raw -2043157.873325 + Penalty 1944.401133 = -2041213.472192 nChanged 117 SP:Iteration 47Q (5882.803972 sec): 3 clusters Score: Raw -2043194.171917 + Penalty 1944.401133 = -2041249.770784 nChanged 84 SP:Iteration 48Q (5882.877204 sec): 3 clusters Score: Raw -2043216.431755 + Penalty 1944.401133 = -2041272.030621 nChanged 89 SP:Iteration 49Q (5882.950160 sec): 3 clusters Score: Raw -2043239.168979 + Penalty 1944.401133 = -2041294.767846 nChanged 68 SP:Iteration 50Q (5883.016545 sec): 3 clusters Score: Raw -2043256.773340 + Penalty 1944.401133 = -2041312.372207 nChanged 69 SP:Iteration 51Q (5883.099932 sec): 3 clusters Score: Raw -2043272.702344 + Penalty 1944.401133 = -2041328.301211 nChanged 50 SP:Iteration 52Q (5883.160513 sec): 3 clusters Score: Raw -2043280.676990 + Penalty 1944.401133 = -2041336.275856 nChanged 31 SP:Iteration 53Q (5883.239422 sec): 3 clusters Score: Raw -2043286.356884 + Penalty 1944.401133 = -2041341.955750 nChanged 36 SP:Iteration 54Q (5883.304657 sec): 3 clusters Score: Raw -2043291.866700 + Penalty 1944.401133 = -2041347.465567 nChanged 27 SP:Iteration 55Q (5883.377366 sec): 3 clusters Score: Raw -2043295.699361 + Penalty 1944.401133 = -2041351.298228 nChanged 23 SP:Iteration 56Q (5883.435476 sec): 3 clusters Score: Raw -2043297.677759 + Penalty 1944.401133 = -2041353.276625 nChanged 17 SP:Iteration 57Q (5883.514853 sec): 3 clusters Score: Raw -2043299.812425 + Penalty 1944.401133 = -2041355.411292 nChanged 22 SP:Iteration 58Q (5883.580432 sec): 3 clusters Score: Raw -2043302.375897 + Penalty 1944.401133 = -2041357.974764 nChanged 20 SP:Iteration 59Q (5883.655212 sec): 3 clusters Score: Raw -2043306.224477 + Penalty 1944.401133 = -2041361.823344 nChanged 24 SP:Iteration 60F (5883.728253 sec): 3 clusters Score: Raw -2043311.010066 + Penalty 1944.401133 = -2041366.608933 nChanged 21 SP:Iteration 61Q (5883.798818 sec): 3 clusters Score: Raw -2043314.098517 + Penalty 1944.401133 = -2041369.697383 nChanged 13 SP:Iteration 62Q (5883.863533 sec): 3 clusters Score: Raw -2043316.714736 + Penalty 1944.401133 = -2041372.313603 nChanged 12 SP:Iteration 63Q (5883.933865 sec): 3 clusters Score: Raw -2043319.365058 + Penalty 1944.401133 = -2041374.963925 nChanged 20 SP:Iteration 64Q (5884.016045 sec): 3 clusters Score: Raw -2043322.622299 + Penalty 1944.401133 = -2041378.221166 nChanged 14 SP:Iteration 65Q (5884.085149 sec): 3 clusters Score: Raw -2043324.297887 + Penalty 1944.401133 = -2041379.896753 nChanged 10 SP:Iteration 66Q (5884.156211 sec): 3 clusters Score: Raw -2043325.820872 + Penalty 1944.401133 = -2041381.419738 nChanged 11 SP:Iteration 67Q (5884.221238 sec): 3 clusters Score: Raw -2043327.101984 + Penalty 1944.401133 = -2041382.700851 nChanged 9 SP:Iteration 68Q (5884.283065 sec): 3 clusters Score: Raw -2043328.004039 + Penalty 1944.401133 = -2041383.602906 nChanged 7 SP:Iteration 69Q (5884.358539 sec): 3 clusters Score: Raw -2043328.909067 + Penalty 1944.401133 = -2041384.507933 nChanged 5 SP:Iteration 70Q (5884.432762 sec): 3 clusters Score: Raw -2043329.629908 + Penalty 1944.401133 = -2041385.228775 nChanged 13 SP:Iteration 71Q (5884.502214 sec): 3 clusters Score: Raw -2043331.648427 + Penalty 1944.401133 = -2041387.247293 nChanged 14 SP:Iteration 72Q (5884.577369 sec): 3 clusters Score: Raw -2043334.233186 + Penalty 1944.401133 = -2041389.832052 nChanged 14 SP:Iteration 73Q (5884.652059 sec): 3 clusters Score: Raw -2043336.602505 + Penalty 1944.401133 = -2041392.201371 nChanged 13 SP:Iteration 74Q (5884.706802 sec): 3 clusters Score: Raw -2043338.782001 + Penalty 1944.401133 = -2041394.380867 nChanged 14 SP:Iteration 75Q (5884.785101 sec): 3 clusters Score: Raw -2043341.195739 + Penalty 1944.401133 = -2041396.794605 nChanged 15 SP:Iteration 76Q (5884.858258 sec): 3 clusters Score: Raw -2043343.796962 + Penalty 1944.401133 = -2041399.395828 nChanged 18 SP:Iteration 77Q (5884.927883 sec): 3 clusters Score: Raw -2043346.336385 + Penalty 1944.401133 = -2041401.935252 nChanged 14 SP:Iteration 78Q (5884.990459 sec): 3 clusters Score: Raw -2043348.068016 + Penalty 1944.401133 = -2041403.666882 nChanged 11 SP:Iteration 79Q (5885.061485 sec): 3 clusters Score: Raw -2043349.143168 + Penalty 1944.401133 = -2041404.742034 nChanged 6 SP:Iteration 80F (5885.145835 sec): 3 clusters Score: Raw -2043349.787497 + Penalty 1944.401133 = -2041405.386363 nChanged 2 SP:Iteration 81Q (5885.209250 sec): 3 clusters Score: Raw -2043350.003581 + Penalty 1944.401133 = -2041405.602448 nChanged 3 SP:Iteration 82Q (5885.279897 sec): 3 clusters Score: Raw -2043350.416587 + Penalty 1944.401133 = -2041406.015454 nChanged 4 SP:Iteration 83Q (5885.343562 sec): 3 clusters Score: Raw -2043350.928824 + Penalty 1944.401133 = -2041406.527691 nChanged 2 SP:Iteration 84Q (5885.416903 sec): 3 clusters Score: Raw -2043351.117734 + Penalty 1944.401133 = -2041406.716601 nChanged 3 SP:Iteration 85Q (5885.475906 sec): 3 clusters Score: Raw -2043351.867686 + Penalty 1944.401133 = -2041407.466552 nChanged 3 SP:Iteration 86Q (5885.551713 sec): 3 clusters Score: Raw -2043352.165302 + Penalty 1944.401133 = -2041407.764169 nChanged 2 SP:Iteration 87Q (5885.626388 sec): 3 clusters Score: Raw -2043352.316517 + Penalty 1944.401133 = -2041407.915383 nChanged 2 SP:Iteration 88Q (5885.688271 sec): 3 clusters Score: Raw -2043352.414634 + Penalty 1944.401133 = -2041408.013501 nChanged 1 SP:Iteration 89Q (5885.761016 sec): 3 clusters Score: Raw -2043352.441294 + Penalty 1944.401133 = -2041408.040161 nChanged 1 SP:Iteration 90Q (5885.836882 sec): 3 clusters Score: Raw -2043352.449992 + Penalty 1944.401133 = -2041408.048858 nChanged 0 SP:Iteration 91F (5885.909684 sec): 3 clusters Score: Raw -2043352.449992 + Penalty 1944.401133 = -2041408.048858 nChanged 0 Trying to split cluster 3 (4209 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5885.934213 sec): 2 clusters Score: Raw -311158.342850 + Penalty 792.773135 = -310365.569715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5885.982300 sec): 3 clusters Score: Raw -308880.234915 + Penalty 1585.546270 = -307294.688645 nChanged 1716 SP:Iteration 1F (5886.029332 sec): 3 clusters Score: Raw -309891.281048 + Penalty 1585.546270 = -308305.734778 nChanged 310 SP:Iteration 2F (5886.081443 sec): 3 clusters Score: Raw -310062.091347 + Penalty 1585.546270 = -308476.545077 nChanged 251 SP:Iteration 3F (5886.126889 sec): 3 clusters Score: Raw -310211.300143 + Penalty 1585.546270 = -308625.753873 nChanged 206 SP:Iteration 4Q (5886.177476 sec): 3 clusters Score: Raw -310337.569166 + Penalty 1585.546270 = -308752.022896 nChanged 180 SP:Iteration 5Q (5886.219510 sec): 3 clusters Score: Raw -310458.551277 + Penalty 1585.546270 = -308873.005007 nChanged 181 SP:Iteration 6Q (5886.276427 sec): 3 clusters Score: Raw -310587.788986 + Penalty 1585.546270 = -309002.242716 nChanged 161 SP:Iteration 7Q (5886.328682 sec): 3 clusters Score: Raw -310694.560267 + Penalty 1585.546270 = -309109.013997 nChanged 139 SP:Iteration 8Q (5886.378134 sec): 3 clusters Score: Raw -310775.279194 + Penalty 1585.546270 = -309189.732924 nChanged 124 SP:Iteration 9Q (5886.422901 sec): 3 clusters Score: Raw -310847.646291 + Penalty 1585.546270 = -309262.100021 nChanged 103 SP:Iteration 10Q (5886.477642 sec): 3 clusters Score: Raw -310897.151149 + Penalty 1585.546270 = -309311.604879 nChanged 81 SP:Iteration 11Q (5886.537560 sec): 3 clusters Score: Raw -310935.779053 + Penalty 1585.546270 = -309350.232783 nChanged 77 SP:Iteration 12Q (5886.582496 sec): 3 clusters Score: Raw -310966.161403 + Penalty 1585.546270 = -309380.615133 nChanged 56 SP:Iteration 13Q (5886.620285 sec): 3 clusters Score: Raw -310985.331293 + Penalty 1585.546270 = -309399.785023 nChanged 48 SP:Iteration 14Q (5886.675817 sec): 3 clusters Score: Raw -311000.460843 + Penalty 1585.546270 = -309414.914573 nChanged 32 SP:Iteration 15Q (5886.733876 sec): 3 clusters Score: Raw -311008.612589 + Penalty 1585.546270 = -309423.066319 nChanged 26 SP:Iteration 16Q (5886.776700 sec): 3 clusters Score: Raw -311016.011913 + Penalty 1585.546270 = -309430.465643 nChanged 19 SP:Iteration 17Q (5886.823780 sec): 3 clusters Score: Raw -311020.710038 + Penalty 1585.546270 = -309435.163768 nChanged 13 SP:Iteration 18Q (5886.887482 sec): 3 clusters Score: Raw -311023.223164 + Penalty 1585.546270 = -309437.676894 nChanged 9 SP:Iteration 19Q (5886.930181 sec): 3 clusters Score: Raw -311024.697251 + Penalty 1585.546270 = -309439.150981 nChanged 9 SP:Iteration 20F (5886.977139 sec): 3 clusters Score: Raw -311026.933959 + Penalty 1585.546270 = -309441.387689 nChanged 10 SP:Iteration 21Q (5887.020568 sec): 3 clusters Score: Raw -311028.382681 + Penalty 1585.546270 = -309442.836411 nChanged 7 SP:Iteration 22Q (5887.064727 sec): 3 clusters Score: Raw -311029.521550 + Penalty 1585.546270 = -309443.975280 nChanged 3 SP:Iteration 23Q (5887.108700 sec): 3 clusters Score: Raw -311030.229237 + Penalty 1585.546270 = -309444.682967 nChanged 5 SP:Iteration 24Q (5887.150308 sec): 3 clusters Score: Raw -311030.837745 + Penalty 1585.546270 = -309445.291475 nChanged 3 SP:Iteration 25Q (5887.194028 sec): 3 clusters Score: Raw -311031.626092 + Penalty 1585.546270 = -309446.079821 nChanged 4 SP:Iteration 26Q (5887.237335 sec): 3 clusters Score: Raw -311032.076193 + Penalty 1585.546270 = -309446.529923 nChanged 4 SP:Iteration 27Q (5887.281568 sec): 3 clusters Score: Raw -311032.644666 + Penalty 1585.546270 = -309447.098396 nChanged 3 SP:Iteration 28Q (5887.337222 sec): 3 clusters Score: Raw -311033.179856 + Penalty 1585.546270 = -309447.633586 nChanged 2 SP:Iteration 29Q (5887.379693 sec): 3 clusters Score: Raw -311033.346629 + Penalty 1585.546270 = -309447.800359 nChanged 2 SP:Iteration 30Q (5887.416782 sec): 3 clusters Score: Raw -311033.654896 + Penalty 1585.546270 = -309448.108625 nChanged 1 SP:Iteration 31Q (5887.469734 sec): 3 clusters Score: Raw -311033.726600 + Penalty 1585.546270 = -309448.180330 nChanged 1 SP:Iteration 32Q (5887.511456 sec): 3 clusters Score: Raw -311033.836641 + Penalty 1585.546270 = -309448.290371 nChanged 0 SP:Iteration 33F (5887.565230 sec): 3 clusters Score: Raw -311033.836641 + Penalty 1585.546270 = -309448.290371 nChanged 0 Trying to split cluster 4 (3501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5887.586180 sec): 2 clusters Score: Raw -256257.724369 + Penalty 775.276372 = -255482.447996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5887.626422 sec): 3 clusters Score: Raw -254451.860022 + Penalty 1550.552745 = -252901.307277 nChanged 1468 SP:Iteration 1F (5887.681043 sec): 3 clusters Score: Raw -255417.450996 + Penalty 1550.552745 = -253866.898251 nChanged 272 SP:Iteration 2F (5887.731360 sec): 3 clusters Score: Raw -255606.394633 + Penalty 1550.552745 = -254055.841888 nChanged 244 SP:Iteration 3F (5887.775803 sec): 3 clusters Score: Raw -255780.320324 + Penalty 1550.552745 = -254229.767579 nChanged 209 SP:Iteration 4F (5887.828705 sec): 3 clusters Score: Raw -255931.618016 + Penalty 1550.552745 = -254381.065271 nChanged 169 SP:Iteration 5Q (5887.881715 sec): 3 clusters Score: Raw -256060.480417 + Penalty 1550.552745 = -254509.927672 nChanged 152 SP:Iteration 6Q (5887.925397 sec): 3 clusters Score: Raw -256195.325876 + Penalty 1550.552745 = -254644.773131 nChanged 110 SP:Iteration 7Q (5887.967072 sec): 3 clusters Score: Raw -256292.037887 + Penalty 1550.552745 = -254741.485142 nChanged 83 SP:Iteration 8Q (5888.004087 sec): 3 clusters Score: Raw -256362.148127 + Penalty 1550.552745 = -254811.595382 nChanged 58 SP:Iteration 9Q (5888.053833 sec): 3 clusters Score: Raw -256404.658690 + Penalty 1550.552745 = -254854.105945 nChanged 37 SP:Iteration 10Q (5888.093557 sec): 3 clusters Score: Raw -256426.104454 + Penalty 1550.552745 = -254875.551709 nChanged 33 SP:Iteration 11Q (5888.129677 sec): 3 clusters Score: Raw -256449.013498 + Penalty 1550.552745 = -254898.460753 nChanged 29 SP:Iteration 12Q (5888.176483 sec): 3 clusters Score: Raw -256464.315625 + Penalty 1550.552745 = -254913.762880 nChanged 21 SP:Iteration 13Q (5888.227356 sec): 3 clusters Score: Raw -256478.398306 + Penalty 1550.552745 = -254927.845561 nChanged 18 SP:Iteration 14Q (5888.259074 sec): 3 clusters Score: Raw -256489.752800 + Penalty 1550.552745 = -254939.200055 nChanged 17 SP:Iteration 15Q (5888.306741 sec): 3 clusters Score: Raw -256498.514506 + Penalty 1550.552745 = -254947.961761 nChanged 8 SP:Iteration 16Q (5888.357535 sec): 3 clusters Score: Raw -256500.958334 + Penalty 1550.552745 = -254950.405589 nChanged 2 SP:Iteration 17Q (5888.411566 sec): 3 clusters Score: Raw -256501.359921 + Penalty 1550.552745 = -254950.807176 nChanged 2 SP:Iteration 18Q (5888.456048 sec): 3 clusters Score: Raw -256502.047567 + Penalty 1550.552745 = -254951.494822 nChanged 3 SP:Iteration 19Q (5888.499561 sec): 3 clusters Score: Raw -256503.162279 + Penalty 1550.552745 = -254952.609534 nChanged 4 SP:Iteration 20F (5888.537867 sec): 3 clusters Score: Raw -256503.977363 + Penalty 1550.552745 = -254953.424618 nChanged 1 SP:Iteration 21Q (5888.586264 sec): 3 clusters Score: Raw -256504.224154 + Penalty 1550.552745 = -254953.671409 nChanged 2 SP:Iteration 22Q (5888.629972 sec): 3 clusters Score: Raw -256504.559860 + Penalty 1550.552745 = -254954.007115 nChanged 2 SP:Iteration 23Q (5888.684695 sec): 3 clusters Score: Raw -256505.151454 + Penalty 1550.552745 = -254954.598709 nChanged 2 SP:Iteration 24Q (5888.738781 sec): 3 clusters Score: Raw -256505.508685 + Penalty 1550.552745 = -254954.955940 nChanged 3 SP:Iteration 25Q (5888.785798 sec): 3 clusters Score: Raw -256506.449008 + Penalty 1550.552745 = -254955.896263 nChanged 1 SP:Iteration 26Q (5888.832761 sec): 3 clusters Score: Raw -256507.161361 + Penalty 1550.552745 = -254956.608616 nChanged 2 SP:Iteration 27Q (5888.892746 sec): 3 clusters Score: Raw -256507.723506 + Penalty 1550.552745 = -254957.170761 nChanged 2 SP:Iteration 28Q (5888.933907 sec): 3 clusters Score: Raw -256508.153206 + Penalty 1550.552745 = -254957.600461 nChanged 2 SP:Iteration 29Q (5888.992243 sec): 3 clusters Score: Raw -256508.711846 + Penalty 1550.552745 = -254958.159101 nChanged 0 SP:Iteration 30F (5889.045507 sec): 3 clusters Score: Raw -256508.711846 + Penalty 1550.552745 = -254958.159101 nChanged 0 Trying to split cluster 5 (14465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5889.074486 sec): 2 clusters Score: Raw -1051036.117475 + Penalty 910.051286 = -1050126.066190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5889.130292 sec): 3 clusters Score: Raw -1042253.651996 + Penalty 1820.102571 = -1040433.549424 nChanged 6565 SP:Iteration 1F (5889.193335 sec): 3 clusters Score: Raw -1045929.723931 + Penalty 1820.102571 = -1044109.621360 nChanged 766 SP:Iteration 2F (5889.270866 sec): 3 clusters Score: Raw -1046250.332828 + Penalty 1820.102571 = -1044430.230257 nChanged 762 SP:Iteration 3F (5889.327219 sec): 3 clusters Score: Raw -1046620.755495 + Penalty 1820.102571 = -1044800.652924 nChanged 759 SP:Iteration 4F (5889.394124 sec): 3 clusters Score: Raw -1046986.369264 + Penalty 1820.102571 = -1045166.266693 nChanged 722 SP:Iteration 5Q (5889.453122 sec): 3 clusters Score: Raw -1047412.565311 + Penalty 1820.102571 = -1045592.462740 nChanged 782 SP:Iteration 6F (5889.512929 sec): 3 clusters Score: Raw -1047982.685377 + Penalty 1820.102571 = -1046162.582806 nChanged 825 SP:Iteration 7F (5889.561036 sec): 3 clusters Score: Raw -1048666.708602 + Penalty 1820.102571 = -1046846.606031 nChanged 738 SP:Iteration 8F (5889.631248 sec): 3 clusters Score: Raw -1049317.296861 + Penalty 1820.102571 = -1047497.194289 nChanged 590 SP:Iteration 9Q (5889.683461 sec): 3 clusters Score: Raw -1049834.892620 + Penalty 1820.102571 = -1048014.790049 nChanged 451 SP:Iteration 10Q (5889.752954 sec): 3 clusters Score: Raw -1050184.879038 + Penalty 1820.102571 = -1048364.776467 nChanged 341 SP:Iteration 11Q (5889.801977 sec): 3 clusters Score: Raw -1050423.119373 + Penalty 1820.102571 = -1048603.016802 nChanged 267 SP:Iteration 12Q (5889.860712 sec): 3 clusters Score: Raw -1050602.601273 + Penalty 1820.102571 = -1048782.498702 nChanged 215 SP:Iteration 13Q (5889.915164 sec): 3 clusters Score: Raw -1050748.408657 + Penalty 1820.102571 = -1048928.306086 nChanged 172 SP:Iteration 14Q (5889.974305 sec): 3 clusters Score: Raw -1050864.392868 + Penalty 1820.102571 = -1049044.290296 nChanged 112 SP:Iteration 15Q (5890.034765 sec): 3 clusters Score: Raw -1050950.009070 + Penalty 1820.102571 = -1049129.906498 nChanged 94 SP:Iteration 16Q (5890.084206 sec): 3 clusters Score: Raw -1051026.706230 + Penalty 1820.102571 = -1049206.603659 nChanged 77 SP:Iteration 17Q (5890.130299 sec): 3 clusters Score: Raw -1051091.611348 + Penalty 1820.102571 = -1049271.508777 nChanged 63 SP:Iteration 18Q (5890.194475 sec): 3 clusters Score: Raw -1051137.321815 + Penalty 1820.102571 = -1049317.219244 nChanged 34 SP:Iteration 19Q (5890.242024 sec): 3 clusters Score: Raw -1051162.133849 + Penalty 1820.102571 = -1049342.031278 nChanged 29 SP:Iteration 20F (5890.305845 sec): 3 clusters Score: Raw -1051182.368790 + Penalty 1820.102571 = -1049362.266219 nChanged 17 SP:Iteration 21Q (5890.364463 sec): 3 clusters Score: Raw -1051191.988823 + Penalty 1820.102571 = -1049371.886252 nChanged 13 SP:Iteration 22Q (5890.425247 sec): 3 clusters Score: Raw -1051198.385236 + Penalty 1820.102571 = -1049378.282664 nChanged 7 SP:Iteration 23Q (5890.491035 sec): 3 clusters Score: Raw -1051201.123677 + Penalty 1820.102571 = -1049381.021106 nChanged 7 SP:Iteration 24Q (5890.539387 sec): 3 clusters Score: Raw -1051204.573560 + Penalty 1820.102571 = -1049384.470989 nChanged 7 SP:Iteration 25Q (5890.594875 sec): 3 clusters Score: Raw -1051207.518506 + Penalty 1820.102571 = -1049387.415934 nChanged 3 SP:Iteration 26Q (5890.641778 sec): 3 clusters Score: Raw -1051208.885970 + Penalty 1820.102571 = -1049388.783399 nChanged 2 SP:Iteration 27Q (5890.702785 sec): 3 clusters Score: Raw -1051209.629789 + Penalty 1820.102571 = -1049389.527218 nChanged 0 SP:Iteration 28F (5890.768542 sec): 3 clusters Score: Raw -1051209.629789 + Penalty 1820.102571 = -1049389.527218 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5890.797250 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5890.839306 sec): 3 clusters Score: Raw -14535.983508 + Penalty 1054.324456 = -13481.659052 nChanged 67 SP:Iteration 1F (5890.894192 sec): 3 clusters Score: Raw -14658.110275 + Penalty 1054.324456 = -13603.785819 nChanged 17 SP:Iteration 2F (5890.929437 sec): 3 clusters Score: Raw -14693.833586 + Penalty 1054.324456 = -13639.509129 nChanged 9 SP:Iteration 3Q (5890.970417 sec): 3 clusters Score: Raw -14707.940212 + Penalty 1054.324456 = -13653.615756 nChanged 9 SP:Iteration 4Q (5891.002730 sec): 3 clusters Score: Raw -14730.953968 + Penalty 1054.324456 = -13676.629512 nChanged 10 SP:Iteration 5Q (5891.047648 sec): 3 clusters Score: Raw -14751.811712 + Penalty 1054.324456 = -13697.487255 nChanged 8 SP:Iteration 6Q (5891.091828 sec): 3 clusters Score: Raw -14772.681104 + Penalty 1054.324456 = -13718.356648 nChanged 2 SP:Iteration 7Q (5891.125054 sec): 3 clusters Score: Raw -14780.625434 + Penalty 1054.324456 = -13726.300978 nChanged 5 SP:Iteration 8Q (5891.163748 sec): 3 clusters Score: Raw -14792.160481 + Penalty 1054.324456 = -13737.836025 nChanged 3 SP:Iteration 9Q (5891.212292 sec): 3 clusters Score: Raw -14798.151925 + Penalty 1054.324456 = -13743.827469 nChanged 1 SP:Iteration 10Q (5891.245699 sec): 3 clusters Score: Raw -14799.783264 + Penalty 1054.324456 = -13745.458808 nChanged 0 SP:Iteration 11F (5891.291286 sec): 3 clusters Score: Raw -14799.783264 + Penalty 1054.324456 = -13745.458808 nChanged 0 Trying to split cluster 7 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5891.318744 sec): 2 clusters Score: Raw -28900.293914 + Penalty 591.333051 = -28308.960863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5891.356544 sec): 3 clusters Score: Raw -28832.616489 + Penalty 1182.666102 = -27649.950387 nChanged 159 SP:Iteration 1F (5891.403160 sec): 3 clusters Score: Raw -29154.644457 + Penalty 1182.666102 = -27971.978356 nChanged 66 SP:Iteration 2F (5891.443859 sec): 3 clusters Score: Raw -29402.087782 + Penalty 1182.666102 = -28219.421681 nChanged 37 SP:Iteration 3F (5891.489454 sec): 3 clusters Score: Raw -29522.823063 + Penalty 1182.666102 = -28340.156961 nChanged 17 SP:Iteration 4Q (5891.536605 sec): 3 clusters Score: Raw -29575.032498 + Penalty 1182.666102 = -28392.366397 nChanged 13 SP:Iteration 5Q (5891.568354 sec): 3 clusters Score: Raw -29604.487784 + Penalty 1182.666102 = -28421.821683 nChanged 5 SP:Iteration 6Q (5891.624011 sec): 3 clusters Score: Raw -29614.030861 + Penalty 1182.666102 = -28431.364759 nChanged 2 SP:Iteration 7Q (5891.651126 sec): 3 clusters Score: Raw -29617.544856 + Penalty 1182.666102 = -28434.878754 nChanged 0 SP:Iteration 8F (5891.696799 sec): 3 clusters Score: Raw -29617.544856 + Penalty 1182.666102 = -28434.878754 nChanged 0 Score: Raw -25403538.135471 + Penalty 30363.950751 = -25373174.184720 Splitting cluster 7 changes total score from -25373671.473207 to -25373174.184720 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5896.128756 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5896.174938 sec): 3 clusters Score: Raw -141622.445119 + Penalty 1423.730277 = -140198.714842 nChanged 697 SP:Iteration 1F (5896.208876 sec): 3 clusters Score: Raw -142099.741437 + Penalty 1423.730277 = -140676.011160 nChanged 173 SP:Iteration 2F (5896.259259 sec): 3 clusters Score: Raw -142230.486386 + Penalty 1423.730277 = -140806.756109 nChanged 109 SP:Iteration 3F (5896.303938 sec): 3 clusters Score: Raw -142316.152594 + Penalty 1423.730277 = -140892.422316 nChanged 82 SP:Iteration 4Q (5896.339027 sec): 3 clusters Score: Raw -142390.732481 + Penalty 1423.730277 = -140967.002203 nChanged 67 SP:Iteration 5Q (5896.378877 sec): 3 clusters Score: Raw -142445.749600 + Penalty 1423.730277 = -141022.019323 nChanged 49 SP:Iteration 6Q (5896.428379 sec): 3 clusters Score: Raw -142481.807745 + Penalty 1423.730277 = -141058.077468 nChanged 48 SP:Iteration 7Q (5896.457721 sec): 3 clusters Score: Raw -142523.936156 + Penalty 1423.730277 = -141100.205879 nChanged 41 SP:Iteration 8Q (5896.494251 sec): 3 clusters Score: Raw -142543.006360 + Penalty 1423.730277 = -141119.276083 nChanged 20 SP:Iteration 9Q (5896.540554 sec): 3 clusters Score: Raw -142550.789515 + Penalty 1423.730277 = -141127.059238 nChanged 11 SP:Iteration 10Q (5896.582319 sec): 3 clusters Score: Raw -142555.467152 + Penalty 1423.730277 = -141131.736875 nChanged 8 SP:Iteration 11Q (5896.611045 sec): 3 clusters Score: Raw -142560.689233 + Penalty 1423.730277 = -141136.958955 nChanged 8 SP:Iteration 12Q (5896.649235 sec): 3 clusters Score: Raw -142565.417544 + Penalty 1423.730277 = -141141.687267 nChanged 9 SP:Iteration 13Q (5896.687300 sec): 3 clusters Score: Raw -142568.466990 + Penalty 1423.730277 = -141144.736712 nChanged 7 SP:Iteration 14Q (5896.725769 sec): 3 clusters Score: Raw -142571.748113 + Penalty 1423.730277 = -141148.017836 nChanged 3 SP:Iteration 15Q (5896.767915 sec): 3 clusters Score: Raw -142573.010126 + Penalty 1423.730277 = -141149.279849 nChanged 4 SP:Iteration 16Q (5896.821224 sec): 3 clusters Score: Raw -142574.469287 + Penalty 1423.730277 = -141150.739010 nChanged 4 SP:Iteration 17Q (5896.850654 sec): 3 clusters Score: Raw -142575.869657 + Penalty 1423.730277 = -141152.139380 nChanged 2 SP:Iteration 18Q (5896.892676 sec): 3 clusters Score: Raw -142576.513794 + Penalty 1423.730277 = -141152.783516 nChanged 4 SP:Iteration 19Q (5896.937734 sec): 3 clusters Score: Raw -142577.604095 + Penalty 1423.730277 = -141153.873818 nChanged 2 SP:Iteration 20F (5896.985458 sec): 3 clusters Score: Raw -142578.772977 + Penalty 1423.730277 = -141155.042700 nChanged 5 SP:Iteration 21Q (5897.024096 sec): 3 clusters Score: Raw -142581.604665 + Penalty 1423.730277 = -141157.874388 nChanged 2 SP:Iteration 22Q (5897.054722 sec): 3 clusters Score: Raw -142581.960975 + Penalty 1423.730277 = -141158.230698 nChanged 2 SP:Iteration 23Q (5897.097059 sec): 3 clusters Score: Raw -142582.148446 + Penalty 1423.730277 = -141158.418169 nChanged 1 SP:Iteration 24Q (5897.148790 sec): 3 clusters Score: Raw -142582.714504 + Penalty 1423.730277 = -141158.984227 nChanged 0 SP:Iteration 25F (5897.197012 sec): 3 clusters Score: Raw -142582.714504 + Penalty 1423.730277 = -141158.984227 nChanged 0 Trying to split cluster 9 (64112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5897.276052 sec): 2 clusters Score: Raw -4834752.413768 + Penalty 1051.496749 = -4833700.917019 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5897.401736 sec): 3 clusters Score: Raw -4792759.537084 + Penalty 2102.993498 = -4790656.543586 nChanged 30840 SP:Iteration 1F (5897.516396 sec): 3 clusters Score: Raw -4810634.070254 + Penalty 2102.993498 = -4808531.076755 nChanged 2641 SP:Iteration 2Q (5897.638945 sec): 3 clusters Score: Raw -4811469.187742 + Penalty 2102.993498 = -4809366.194244 nChanged 2948 SP:Iteration 3Q (5897.755917 sec): 3 clusters Score: Raw -4812694.879519 + Penalty 2102.993498 = -4810591.886021 nChanged 3539 SP:Iteration 4F (5897.874984 sec): 3 clusters Score: Raw -4814611.848368 + Penalty 2102.993498 = -4812508.854870 nChanged 4425 SP:Iteration 5F (5897.992487 sec): 3 clusters Score: Raw -4817608.376963 + Penalty 2102.993498 = -4815505.383464 nChanged 5011 SP:Iteration 6F (5898.103769 sec): 3 clusters Score: Raw -4821766.364933 + Penalty 2102.993498 = -4819663.371435 nChanged 4926 SP:Iteration 7F (5898.219435 sec): 3 clusters Score: Raw -4826361.525275 + Penalty 2102.993498 = -4824258.531777 nChanged 3803 SP:Iteration 8F (5898.325696 sec): 3 clusters Score: Raw -4830073.134805 + Penalty 2102.993498 = -4827970.141307 nChanged 2371 SP:Iteration 9Q (5898.434433 sec): 3 clusters Score: Raw -4832369.417446 + Penalty 2102.993498 = -4830266.423948 nChanged 1278 SP:Iteration 10Q (5898.549647 sec): 3 clusters Score: Raw -4833512.952512 + Penalty 2102.993498 = -4831409.959014 nChanged 714 SP:Iteration 11Q (5898.658817 sec): 3 clusters Score: Raw -4834055.911618 + Penalty 2102.993498 = -4831952.918120 nChanged 426 SP:Iteration 12Q (5898.757939 sec): 3 clusters Score: Raw -4834353.335648 + Penalty 2102.993498 = -4832250.342150 nChanged 304 SP:Iteration 13Q (5898.864612 sec): 3 clusters Score: Raw -4834545.992263 + Penalty 2102.993498 = -4832442.998765 nChanged 214 SP:Iteration 14Q (5898.975721 sec): 3 clusters Score: Raw -4834669.229376 + Penalty 2102.993498 = -4832566.235877 nChanged 156 SP:Iteration 15Q (5899.090555 sec): 3 clusters Score: Raw -4834758.454496 + Penalty 2102.993498 = -4832655.460998 nChanged 121 SP:Iteration 16Q (5899.198564 sec): 3 clusters Score: Raw -4834828.726968 + Penalty 2102.993498 = -4832725.733470 nChanged 88 SP:Iteration 17Q (5899.305877 sec): 3 clusters Score: Raw -4834876.983216 + Penalty 2102.993498 = -4832773.989717 nChanged 76 SP:Iteration 18Q (5899.431495 sec): 3 clusters Score: Raw -4834917.375280 + Penalty 2102.993498 = -4832814.381782 nChanged 66 SP:Iteration 19Q (5899.538518 sec): 3 clusters Score: Raw -4834948.314189 + Penalty 2102.993498 = -4832845.320691 nChanged 33 SP:Iteration 20F (5899.657213 sec): 3 clusters Score: Raw -4834961.846634 + Penalty 2102.993498 = -4832858.853136 nChanged 29 SP:Iteration 21Q (5899.759683 sec): 3 clusters Score: Raw -4834974.275311 + Penalty 2102.993498 = -4832871.281813 nChanged 23 SP:Iteration 22Q (5899.858403 sec): 3 clusters Score: Raw -4834986.017314 + Penalty 2102.993498 = -4832883.023816 nChanged 27 SP:Iteration 23Q (5899.962361 sec): 3 clusters Score: Raw -4834998.595172 + Penalty 2102.993498 = -4832895.601674 nChanged 19 SP:Iteration 24Q (5900.068951 sec): 3 clusters Score: Raw -4835009.076872 + Penalty 2102.993498 = -4832906.083373 nChanged 13 SP:Iteration 25Q (5900.176774 sec): 3 clusters Score: Raw -4835013.946195 + Penalty 2102.993498 = -4832910.952697 nChanged 13 SP:Iteration 26Q (5900.278457 sec): 3 clusters Score: Raw -4835018.913729 + Penalty 2102.993498 = -4832915.920230 nChanged 6 SP:Iteration 27Q (5900.376526 sec): 3 clusters Score: Raw -4835020.701925 + Penalty 2102.993498 = -4832917.708427 nChanged 6 SP:Iteration 28Q (5900.485860 sec): 3 clusters Score: Raw -4835022.539005 + Penalty 2102.993498 = -4832919.545507 nChanged 3 SP:Iteration 29Q (5900.592058 sec): 3 clusters Score: Raw -4835023.789276 + Penalty 2102.993498 = -4832920.795777 nChanged 4 SP:Iteration 30Q (5900.699490 sec): 3 clusters Score: Raw -4835024.718784 + Penalty 2102.993498 = -4832921.725286 nChanged 3 SP:Iteration 31Q (5900.812411 sec): 3 clusters Score: Raw -4835026.333451 + Penalty 2102.993498 = -4832923.339952 nChanged 5 SP:Iteration 32Q (5900.919255 sec): 3 clusters Score: Raw -4835027.735538 + Penalty 2102.993498 = -4832924.742039 nChanged 4 SP:Iteration 33Q (5901.023232 sec): 3 clusters Score: Raw -4835029.437225 + Penalty 2102.993498 = -4832926.443727 nChanged 2 SP:Iteration 34Q (5901.129697 sec): 3 clusters Score: Raw -4835030.321895 + Penalty 2102.993498 = -4832927.328397 nChanged 4 SP:Iteration 35Q (5901.241440 sec): 3 clusters Score: Raw -4835032.212935 + Penalty 2102.993498 = -4832929.219437 nChanged 10 SP:Iteration 36Q (5901.355828 sec): 3 clusters Score: Raw -4835037.906839 + Penalty 2102.993498 = -4832934.913340 nChanged 11 SP:Iteration 37Q (5901.467966 sec): 3 clusters Score: Raw -4835044.017675 + Penalty 2102.993498 = -4832941.024176 nChanged 6 SP:Iteration 38Q (5901.572248 sec): 3 clusters Score: Raw -4835045.886746 + Penalty 2102.993498 = -4832942.893248 nChanged 5 SP:Iteration 39Q (5901.684040 sec): 3 clusters Score: Raw -4835047.598457 + Penalty 2102.993498 = -4832944.604959 nChanged 4 SP:Iteration 40F (5901.808243 sec): 3 clusters Score: Raw -4835049.298095 + Penalty 2102.993498 = -4832946.304597 nChanged 3 SP:Iteration 41Q (5901.923267 sec): 3 clusters Score: Raw -4835050.107468 + Penalty 2102.993498 = -4832947.113969 nChanged 2 SP:Iteration 42Q (5902.034905 sec): 3 clusters Score: Raw -4835050.598838 + Penalty 2102.993498 = -4832947.605339 nChanged 0 SP:Iteration 43F (5902.148968 sec): 3 clusters Score: Raw -4835050.598838 + Penalty 2102.993498 = -4832947.605339 nChanged 0 Trying to split cluster 10 (6616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5902.176261 sec): 2 clusters Score: Raw -435075.740688 + Penalty 835.738392 = -434240.002295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5902.240595 sec): 3 clusters Score: Raw -431155.127661 + Penalty 1671.476785 = -429483.650876 nChanged 3001 SP:Iteration 1F (5902.283809 sec): 3 clusters Score: Raw -433070.647901 + Penalty 1671.476785 = -431399.171116 nChanged 509 SP:Iteration 2F (5902.339484 sec): 3 clusters Score: Raw -433486.495760 + Penalty 1671.476785 = -431815.018975 nChanged 524 SP:Iteration 3F (5902.392429 sec): 3 clusters Score: Raw -433922.885138 + Penalty 1671.476785 = -432251.408353 nChanged 518 SP:Iteration 4F (5902.449755 sec): 3 clusters Score: Raw -434384.809380 + Penalty 1671.476785 = -432713.332595 nChanged 470 SP:Iteration 5F (5902.496430 sec): 3 clusters Score: Raw -434787.144361 + Penalty 1671.476785 = -433115.667576 nChanged 386 SP:Iteration 6F (5902.546435 sec): 3 clusters Score: Raw -435054.749833 + Penalty 1671.476785 = -433383.273048 nChanged 269 SP:Iteration 7Q (5902.605731 sec): 3 clusters Score: Raw -435215.091533 + Penalty 1671.476785 = -433543.614748 nChanged 203 SP:Iteration 8Q (5902.646882 sec): 3 clusters Score: Raw -435326.769630 + Penalty 1671.476785 = -433655.292845 nChanged 134 SP:Iteration 9Q (5902.688905 sec): 3 clusters Score: Raw -435401.732990 + Penalty 1671.476785 = -433730.256205 nChanged 112 SP:Iteration 10Q (5902.722342 sec): 3 clusters Score: Raw -435455.770131 + Penalty 1671.476785 = -433784.293346 nChanged 80 SP:Iteration 11Q (5902.766664 sec): 3 clusters Score: Raw -435488.540835 + Penalty 1671.476785 = -433817.064050 nChanged 67 SP:Iteration 12Q (5902.828757 sec): 3 clusters Score: Raw -435513.175745 + Penalty 1671.476785 = -433841.698960 nChanged 48 SP:Iteration 13Q (5902.880690 sec): 3 clusters Score: Raw -435527.238919 + Penalty 1671.476785 = -433855.762134 nChanged 36 SP:Iteration 14Q (5902.924083 sec): 3 clusters Score: Raw -435541.087089 + Penalty 1671.476785 = -433869.610304 nChanged 36 SP:Iteration 15Q (5902.976993 sec): 3 clusters Score: Raw -435550.386837 + Penalty 1671.476785 = -433878.910052 nChanged 22 SP:Iteration 16Q (5903.034190 sec): 3 clusters Score: Raw -435554.499929 + Penalty 1671.476785 = -433883.023144 nChanged 22 SP:Iteration 17Q (5903.098051 sec): 3 clusters Score: Raw -435558.895347 + Penalty 1671.476785 = -433887.418562 nChanged 23 SP:Iteration 18Q (5903.140494 sec): 3 clusters Score: Raw -435563.105605 + Penalty 1671.476785 = -433891.628820 nChanged 21 SP:Iteration 19Q (5903.203929 sec): 3 clusters Score: Raw -435566.136214 + Penalty 1671.476785 = -433894.659429 nChanged 19 SP:Iteration 20F (5903.256257 sec): 3 clusters Score: Raw -435568.750751 + Penalty 1671.476785 = -433897.273966 nChanged 12 SP:Iteration 21Q (5903.307873 sec): 3 clusters Score: Raw -435571.000471 + Penalty 1671.476785 = -433899.523686 nChanged 11 SP:Iteration 22Q (5903.362032 sec): 3 clusters Score: Raw -435572.887660 + Penalty 1671.476785 = -433901.410875 nChanged 12 SP:Iteration 23Q (5903.406976 sec): 3 clusters Score: Raw -435574.392006 + Penalty 1671.476785 = -433902.915221 nChanged 7 SP:Iteration 24Q (5903.454781 sec): 3 clusters Score: Raw -435575.285687 + Penalty 1671.476785 = -433903.808902 nChanged 3 SP:Iteration 25Q (5903.511698 sec): 3 clusters Score: Raw -435575.538068 + Penalty 1671.476785 = -433904.061283 nChanged 2 SP:Iteration 26Q (5903.566677 sec): 3 clusters Score: Raw -435575.620058 + Penalty 1671.476785 = -433904.143273 nChanged 0 SP:Iteration 27F (5903.610882 sec): 3 clusters Score: Raw -435575.620058 + Penalty 1671.476785 = -433904.143273 nChanged 0 Trying to split cluster 11 (16409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5903.650552 sec): 2 clusters Score: Raw -1225738.539360 + Penalty 922.030598 = -1224816.508762 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5903.725634 sec): 3 clusters Score: Raw -1215647.261106 + Penalty 1844.061196 = -1213803.199910 nChanged 7426 SP:Iteration 1F (5903.778166 sec): 3 clusters Score: Raw -1219878.013902 + Penalty 1844.061196 = -1218033.952705 nChanged 787 SP:Iteration 2Q (5903.841387 sec): 3 clusters Score: Raw -1220174.539891 + Penalty 1844.061196 = -1218330.478695 nChanged 774 SP:Iteration 3Q (5903.912787 sec): 3 clusters Score: Raw -1220473.808514 + Penalty 1844.061196 = -1218629.747318 nChanged 730 SP:Iteration 4Q (5903.980861 sec): 3 clusters Score: Raw -1220812.951049 + Penalty 1844.061196 = -1218968.889853 nChanged 820 SP:Iteration 5Q (5904.041775 sec): 3 clusters Score: Raw -1221286.575874 + Penalty 1844.061196 = -1219442.514678 nChanged 876 SP:Iteration 6F (5904.100224 sec): 3 clusters Score: Raw -1221904.415493 + Penalty 1844.061196 = -1220060.354297 nChanged 911 SP:Iteration 7F (5904.177616 sec): 3 clusters Score: Raw -1222539.238571 + Penalty 1844.061196 = -1220695.177375 nChanged 830 SP:Iteration 8F (5904.237552 sec): 3 clusters Score: Raw -1223055.086089 + Penalty 1844.061196 = -1221211.024892 nChanged 688 SP:Iteration 9Q (5904.293261 sec): 3 clusters Score: Raw -1223387.492244 + Penalty 1844.061196 = -1221543.431047 nChanged 495 SP:Iteration 10Q (5904.366181 sec): 3 clusters Score: Raw -1223570.198548 + Penalty 1844.061196 = -1221726.137352 nChanged 346 SP:Iteration 11Q (5904.421446 sec): 3 clusters Score: Raw -1223678.447044 + Penalty 1844.061196 = -1221834.385847 nChanged 276 SP:Iteration 12Q (5904.481056 sec): 3 clusters Score: Raw -1223772.571761 + Penalty 1844.061196 = -1221928.510565 nChanged 226 SP:Iteration 13Q (5904.545316 sec): 3 clusters Score: Raw -1223850.398031 + Penalty 1844.061196 = -1222006.336835 nChanged 238 SP:Iteration 14Q (5904.601897 sec): 3 clusters Score: Raw -1223931.362773 + Penalty 1844.061196 = -1222087.301576 nChanged 229 SP:Iteration 15Q (5904.672818 sec): 3 clusters Score: Raw -1224001.505386 + Penalty 1844.061196 = -1222157.444190 nChanged 203 SP:Iteration 16Q (5904.739042 sec): 3 clusters Score: Raw -1224061.569877 + Penalty 1844.061196 = -1222217.508681 nChanged 194 SP:Iteration 17Q (5904.806118 sec): 3 clusters Score: Raw -1224110.003329 + Penalty 1844.061196 = -1222265.942133 nChanged 171 SP:Iteration 18Q (5904.875626 sec): 3 clusters Score: Raw -1224154.614799 + Penalty 1844.061196 = -1222310.553602 nChanged 167 SP:Iteration 19Q (5904.932500 sec): 3 clusters Score: Raw -1224198.213123 + Penalty 1844.061196 = -1222354.151926 nChanged 178 SP:Iteration 20F (5905.011095 sec): 3 clusters Score: Raw -1224252.990276 + Penalty 1844.061196 = -1222408.929079 nChanged 184 SP:Iteration 21Q (5905.063686 sec): 3 clusters Score: Raw -1224315.754499 + Penalty 1844.061196 = -1222471.693303 nChanged 209 SP:Iteration 22Q (5905.132249 sec): 3 clusters Score: Raw -1224393.646269 + Penalty 1844.061196 = -1222549.585073 nChanged 218 SP:Iteration 23Q (5905.206301 sec): 3 clusters Score: Raw -1224475.691644 + Penalty 1844.061196 = -1222631.630447 nChanged 218 SP:Iteration 24Q (5905.256911 sec): 3 clusters Score: Raw -1224556.100126 + Penalty 1844.061196 = -1222712.038930 nChanged 208 SP:Iteration 25Q (5905.330615 sec): 3 clusters Score: Raw -1224632.113084 + Penalty 1844.061196 = -1222788.051888 nChanged 209 SP:Iteration 26Q (5905.383250 sec): 3 clusters Score: Raw -1224708.664632 + Penalty 1844.061196 = -1222864.603436 nChanged 190 SP:Iteration 27Q (5905.452794 sec): 3 clusters Score: Raw -1224783.207000 + Penalty 1844.061196 = -1222939.145804 nChanged 203 SP:Iteration 28Q (5905.509717 sec): 3 clusters Score: Raw -1224872.101814 + Penalty 1844.061196 = -1223028.040618 nChanged 192 SP:Iteration 29Q (5905.575392 sec): 3 clusters Score: Raw -1224960.338719 + Penalty 1844.061196 = -1223116.277523 nChanged 189 SP:Iteration 30Q (5905.636333 sec): 3 clusters Score: Raw -1225049.685397 + Penalty 1844.061196 = -1223205.624201 nChanged 204 SP:Iteration 31Q (5905.689860 sec): 3 clusters Score: Raw -1225160.552225 + Penalty 1844.061196 = -1223316.491029 nChanged 193 SP:Iteration 32Q (5905.762666 sec): 3 clusters Score: Raw -1225268.482275 + Penalty 1844.061196 = -1223424.421079 nChanged 180 SP:Iteration 33Q (5905.818658 sec): 3 clusters Score: Raw -1225361.467679 + Penalty 1844.061196 = -1223517.406483 nChanged 144 SP:Iteration 34Q (5905.882759 sec): 3 clusters Score: Raw -1225426.145034 + Penalty 1844.061196 = -1223582.083837 nChanged 112 SP:Iteration 35Q (5905.950409 sec): 3 clusters Score: Raw -1225481.580793 + Penalty 1844.061196 = -1223637.519597 nChanged 121 SP:Iteration 36Q (5906.027317 sec): 3 clusters Score: Raw -1225548.256694 + Penalty 1844.061196 = -1223704.195497 nChanged 116 SP:Iteration 37Q (5906.081840 sec): 3 clusters Score: Raw -1225608.011488 + Penalty 1844.061196 = -1223763.950292 nChanged 85 SP:Iteration 38Q (5906.146082 sec): 3 clusters Score: Raw -1225648.296189 + Penalty 1844.061196 = -1223804.234993 nChanged 72 SP:Iteration 39Q (5906.207444 sec): 3 clusters Score: Raw -1225679.603681 + Penalty 1844.061196 = -1223835.542485 nChanged 67 SP:Iteration 40F (5906.260419 sec): 3 clusters Score: Raw -1225710.289659 + Penalty 1844.061196 = -1223866.228462 nChanged 46 SP:Iteration 41Q (5906.337954 sec): 3 clusters Score: Raw -1225733.158008 + Penalty 1844.061196 = -1223889.096812 nChanged 47 SP:Iteration 42Q (5906.378785 sec): 3 clusters Score: Raw -1225760.344947 + Penalty 1844.061196 = -1223916.283751 nChanged 41 SP:Iteration 43Q (5906.439553 sec): 3 clusters Score: Raw -1225782.074404 + Penalty 1844.061196 = -1223938.013207 nChanged 38 SP:Iteration 44Q (5906.491070 sec): 3 clusters Score: Raw -1225803.768478 + Penalty 1844.061196 = -1223959.707281 nChanged 39 SP:Iteration 45Q (5906.555064 sec): 3 clusters Score: Raw -1225822.805228 + Penalty 1844.061196 = -1223978.744031 nChanged 32 SP:Iteration 46Q (5906.610492 sec): 3 clusters Score: Raw -1225841.149564 + Penalty 1844.061196 = -1223997.088367 nChanged 26 SP:Iteration 47Q (5906.678085 sec): 3 clusters Score: Raw -1225855.502926 + Penalty 1844.061196 = -1224011.441729 nChanged 26 SP:Iteration 48Q (5906.720610 sec): 3 clusters Score: Raw -1225866.744973 + Penalty 1844.061196 = -1224022.683776 nChanged 17 SP:Iteration 49Q (5906.785366 sec): 3 clusters Score: Raw -1225872.918078 + Penalty 1844.061196 = -1224028.856882 nChanged 15 SP:Iteration 50Q (5906.840123 sec): 3 clusters Score: Raw -1225878.573725 + Penalty 1844.061196 = -1224034.512528 nChanged 9 SP:Iteration 51Q (5906.915075 sec): 3 clusters Score: Raw -1225881.345381 + Penalty 1844.061196 = -1224037.284185 nChanged 6 SP:Iteration 52Q (5906.970253 sec): 3 clusters Score: Raw -1225884.230623 + Penalty 1844.061196 = -1224040.169426 nChanged 5 SP:Iteration 53Q (5907.038601 sec): 3 clusters Score: Raw -1225886.137644 + Penalty 1844.061196 = -1224042.076448 nChanged 7 SP:Iteration 54Q (5907.103919 sec): 3 clusters Score: Raw -1225890.181347 + Penalty 1844.061196 = -1224046.120151 nChanged 6 SP:Iteration 55Q (5907.163426 sec): 3 clusters Score: Raw -1225894.512386 + Penalty 1844.061196 = -1224050.451190 nChanged 7 SP:Iteration 56Q (5907.226610 sec): 3 clusters Score: Raw -1225898.840008 + Penalty 1844.061196 = -1224054.778811 nChanged 5 SP:Iteration 57Q (5907.286739 sec): 3 clusters Score: Raw -1225900.513850 + Penalty 1844.061196 = -1224056.452654 nChanged 3 SP:Iteration 58Q (5907.336224 sec): 3 clusters Score: Raw -1225901.333439 + Penalty 1844.061196 = -1224057.272243 nChanged 0 SP:Iteration 59F (5907.401467 sec): 3 clusters Score: Raw -1225901.333439 + Penalty 1844.061196 = -1224057.272243 nChanged 0 Trying to split cluster 12 (54447 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5907.473565 sec): 2 clusters Score: Raw -3805912.920545 + Penalty 1035.973388 = -3804876.947158 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5907.590101 sec): 3 clusters Score: Raw -3770708.559835 + Penalty 2071.946776 = -3768636.613060 nChanged 25876 SP:Iteration 1F (5907.700862 sec): 3 clusters Score: Raw -3785718.746298 + Penalty 2071.946776 = -3783646.799522 nChanged 2348 SP:Iteration 2Q (5907.816236 sec): 3 clusters Score: Raw -3786611.863981 + Penalty 2071.946776 = -3784539.917205 nChanged 2493 SP:Iteration 3Q (5907.934750 sec): 3 clusters Score: Raw -3787746.609525 + Penalty 2071.946776 = -3785674.662750 nChanged 2718 SP:Iteration 4Q (5908.051591 sec): 3 clusters Score: Raw -3789084.687414 + Penalty 2071.946776 = -3787012.740639 nChanged 3007 SP:Iteration 5F (5908.162952 sec): 3 clusters Score: Raw -3790626.157881 + Penalty 2071.946776 = -3788554.211105 nChanged 3036 SP:Iteration 6F (5908.269493 sec): 3 clusters Score: Raw -3792304.945125 + Penalty 2071.946776 = -3790232.998349 nChanged 2981 SP:Iteration 7F (5908.366090 sec): 3 clusters Score: Raw -3793982.176835 + Penalty 2071.946776 = -3791910.230059 nChanged 2847 SP:Iteration 8F (5908.474387 sec): 3 clusters Score: Raw -3795538.902258 + Penalty 2071.946776 = -3793466.955483 nChanged 2523 SP:Iteration 9Q (5908.584884 sec): 3 clusters Score: Raw -3796815.600176 + Penalty 2071.946776 = -3794743.653400 nChanged 2052 SP:Iteration 10Q (5908.681776 sec): 3 clusters Score: Raw -3797675.550342 + Penalty 2071.946776 = -3795603.603566 nChanged 1523 SP:Iteration 11Q (5908.792990 sec): 3 clusters Score: Raw -3798137.801329 + Penalty 2071.946776 = -3796065.854554 nChanged 1125 SP:Iteration 12Q (5908.898248 sec): 3 clusters Score: Raw -3798424.447009 + Penalty 2071.946776 = -3796352.500233 nChanged 928 SP:Iteration 13Q (5909.002797 sec): 3 clusters Score: Raw -3798662.799041 + Penalty 2071.946776 = -3796590.852265 nChanged 852 SP:Iteration 14Q (5909.101399 sec): 3 clusters Score: Raw -3798885.593509 + Penalty 2071.946776 = -3796813.646733 nChanged 886 SP:Iteration 15Q (5909.214712 sec): 3 clusters Score: Raw -3799136.722620 + Penalty 2071.946776 = -3797064.775844 nChanged 892 SP:Iteration 16Q (5909.327096 sec): 3 clusters Score: Raw -3799412.510303 + Penalty 2071.946776 = -3797340.563528 nChanged 930 SP:Iteration 17Q (5909.425150 sec): 3 clusters Score: Raw -3799729.609690 + Penalty 2071.946776 = -3797657.662915 nChanged 972 SP:Iteration 18Q (5909.532963 sec): 3 clusters Score: Raw -3800084.493631 + Penalty 2071.946776 = -3798012.546855 nChanged 1021 SP:Iteration 19Q (5909.629012 sec): 3 clusters Score: Raw -3800471.052419 + Penalty 2071.946776 = -3798399.105643 nChanged 1008 SP:Iteration 20F (5909.737731 sec): 3 clusters Score: Raw -3800857.592365 + Penalty 2071.946776 = -3798785.645589 nChanged 1015 SP:Iteration 21Q (5909.848144 sec): 3 clusters Score: Raw -3801277.366711 + Penalty 2071.946776 = -3799205.419935 nChanged 1086 SP:Iteration 22Q (5909.951161 sec): 3 clusters Score: Raw -3801779.001563 + Penalty 2071.946776 = -3799707.054787 nChanged 1083 SP:Iteration 23Q (5910.049365 sec): 3 clusters Score: Raw -3802307.405010 + Penalty 2071.946776 = -3800235.458234 nChanged 1030 SP:Iteration 24Q (5910.152484 sec): 3 clusters Score: Raw -3802849.673536 + Penalty 2071.946776 = -3800777.726760 nChanged 1020 SP:Iteration 25Q (5910.253951 sec): 3 clusters Score: Raw -3803404.379209 + Penalty 2071.946776 = -3801332.432433 nChanged 903 SP:Iteration 26Q (5910.362086 sec): 3 clusters Score: Raw -3803913.571988 + Penalty 2071.946776 = -3801841.625212 nChanged 795 SP:Iteration 27Q (5910.461240 sec): 3 clusters Score: Raw -3804389.093852 + Penalty 2071.946776 = -3802317.147076 nChanged 716 SP:Iteration 28Q (5910.569228 sec): 3 clusters Score: Raw -3804833.661790 + Penalty 2071.946776 = -3802761.715014 nChanged 584 SP:Iteration 29Q (5910.666233 sec): 3 clusters Score: Raw -3805188.108613 + Penalty 2071.946776 = -3803116.161837 nChanged 439 SP:Iteration 30Q (5910.769121 sec): 3 clusters Score: Raw -3805441.747238 + Penalty 2071.946776 = -3803369.800463 nChanged 306 SP:Iteration 31Q (5910.862611 sec): 3 clusters Score: Raw -3805616.098227 + Penalty 2071.946776 = -3803544.151451 nChanged 226 SP:Iteration 32Q (5910.951073 sec): 3 clusters Score: Raw -3805746.335336 + Penalty 2071.946776 = -3803674.388560 nChanged 177 SP:Iteration 33Q (5911.049969 sec): 3 clusters Score: Raw -3805844.485950 + Penalty 2071.946776 = -3803772.539174 nChanged 131 SP:Iteration 34Q (5911.151358 sec): 3 clusters Score: Raw -3805920.991339 + Penalty 2071.946776 = -3803849.044563 nChanged 113 SP:Iteration 35Q (5911.244169 sec): 3 clusters Score: Raw -3805991.409040 + Penalty 2071.946776 = -3803919.462264 nChanged 87 SP:Iteration 36Q (5911.340395 sec): 3 clusters Score: Raw -3806041.724934 + Penalty 2071.946776 = -3803969.778158 nChanged 46 SP:Iteration 37Q (5911.427856 sec): 3 clusters Score: Raw -3806067.646068 + Penalty 2071.946776 = -3803995.699292 nChanged 44 SP:Iteration 38Q (5911.533197 sec): 3 clusters Score: Raw -3806095.466493 + Penalty 2071.946776 = -3804023.519717 nChanged 41 SP:Iteration 39Q (5911.616802 sec): 3 clusters Score: Raw -3806116.817882 + Penalty 2071.946776 = -3804044.871106 nChanged 29 SP:Iteration 40F (5911.723252 sec): 3 clusters Score: Raw -3806132.518645 + Penalty 2071.946776 = -3804060.571869 nChanged 27 SP:Iteration 41Q (5911.808779 sec): 3 clusters Score: Raw -3806149.684153 + Penalty 2071.946776 = -3804077.737377 nChanged 24 SP:Iteration 42Q (5911.905916 sec): 3 clusters Score: Raw -3806160.251264 + Penalty 2071.946776 = -3804088.304488 nChanged 14 SP:Iteration 43Q (5912.005451 sec): 3 clusters Score: Raw -3806168.013175 + Penalty 2071.946776 = -3804096.066399 nChanged 12 SP:Iteration 44Q (5912.101465 sec): 3 clusters Score: Raw -3806176.075226 + Penalty 2071.946776 = -3804104.128451 nChanged 16 SP:Iteration 45Q (5912.197703 sec): 3 clusters Score: Raw -3806188.289811 + Penalty 2071.946776 = -3804116.343035 nChanged 28 SP:Iteration 46Q (5912.298436 sec): 3 clusters Score: Raw -3806209.390063 + Penalty 2071.946776 = -3804137.443287 nChanged 30 SP:Iteration 47Q (5912.387092 sec): 3 clusters Score: Raw -3806236.627760 + Penalty 2071.946776 = -3804164.680985 nChanged 31 SP:Iteration 48Q (5912.474063 sec): 3 clusters Score: Raw -3806264.396373 + Penalty 2071.946776 = -3804192.449597 nChanged 27 SP:Iteration 49Q (5912.568395 sec): 3 clusters Score: Raw -3806284.328508 + Penalty 2071.946776 = -3804212.381733 nChanged 32 SP:Iteration 50Q (5912.659563 sec): 3 clusters Score: Raw -3806310.767505 + Penalty 2071.946776 = -3804238.820730 nChanged 32 SP:Iteration 51Q (5912.759728 sec): 3 clusters Score: Raw -3806334.227867 + Penalty 2071.946776 = -3804262.281091 nChanged 34 SP:Iteration 52Q (5912.853405 sec): 3 clusters Score: Raw -3806350.884355 + Penalty 2071.946776 = -3804278.937579 nChanged 28 SP:Iteration 53Q (5912.948106 sec): 3 clusters Score: Raw -3806365.308312 + Penalty 2071.946776 = -3804293.361536 nChanged 26 SP:Iteration 54Q (5913.035537 sec): 3 clusters Score: Raw -3806379.566370 + Penalty 2071.946776 = -3804307.619594 nChanged 22 SP:Iteration 55Q (5913.124283 sec): 3 clusters Score: Raw -3806390.376842 + Penalty 2071.946776 = -3804318.430067 nChanged 22 SP:Iteration 56Q (5913.223476 sec): 3 clusters Score: Raw -3806403.027118 + Penalty 2071.946776 = -3804331.080343 nChanged 28 SP:Iteration 57Q (5913.332415 sec): 3 clusters Score: Raw -3806421.116768 + Penalty 2071.946776 = -3804349.169992 nChanged 20 SP:Iteration 58Q (5913.419929 sec): 3 clusters Score: Raw -3806430.918098 + Penalty 2071.946776 = -3804358.971322 nChanged 17 SP:Iteration 59Q (5913.516344 sec): 3 clusters Score: Raw -3806435.777564 + Penalty 2071.946776 = -3804363.830788 nChanged 10 SP:Iteration 60F (5913.620741 sec): 3 clusters Score: Raw -3806451.131045 + Penalty 2071.946776 = -3804379.184269 nChanged 15 SP:Iteration 61Q (5913.711556 sec): 3 clusters Score: Raw -3806455.941388 + Penalty 2071.946776 = -3804383.994612 nChanged 8 SP:Iteration 62Q (5913.803159 sec): 3 clusters Score: Raw -3806458.588663 + Penalty 2071.946776 = -3804386.641887 nChanged 6 SP:Iteration 63Q (5913.890598 sec): 3 clusters Score: Raw -3806461.684565 + Penalty 2071.946776 = -3804389.737789 nChanged 11 SP:Iteration 64Q (5913.979123 sec): 3 clusters Score: Raw -3806466.121247 + Penalty 2071.946776 = -3804394.174471 nChanged 8 SP:Iteration 65Q (5914.067838 sec): 3 clusters Score: Raw -3806468.323282 + Penalty 2071.946776 = -3804396.376506 nChanged 2 SP:Iteration 66Q (5914.174287 sec): 3 clusters Score: Raw -3806468.819838 + Penalty 2071.946776 = -3804396.873062 nChanged 2 SP:Iteration 67Q (5914.267339 sec): 3 clusters Score: Raw -3806469.243813 + Penalty 2071.946776 = -3804397.297037 nChanged 1 SP:Iteration 68Q (5914.366389 sec): 3 clusters Score: Raw -3806469.330031 + Penalty 2071.946776 = -3804397.383255 nChanged 1 SP:Iteration 69Q (5914.472418 sec): 3 clusters Score: Raw -3806469.502886 + Penalty 2071.946776 = -3804397.556110 nChanged 1 SP:Iteration 70Q (5914.564743 sec): 3 clusters Score: Raw -3806469.802075 + Penalty 2071.946776 = -3804397.855299 nChanged 1 SP:Iteration 71Q (5914.665956 sec): 3 clusters Score: Raw -3806470.194717 + Penalty 2071.946776 = -3804398.247941 nChanged 1 SP:Iteration 72Q (5914.767523 sec): 3 clusters Score: Raw -3806470.419602 + Penalty 2071.946776 = -3804398.472827 nChanged 3 SP:Iteration 73Q (5914.870418 sec): 3 clusters Score: Raw -3806471.474724 + Penalty 2071.946776 = -3804399.527949 nChanged 4 SP:Iteration 74Q (5914.969175 sec): 3 clusters Score: Raw -3806472.620246 + Penalty 2071.946776 = -3804400.673470 nChanged 6 SP:Iteration 75Q (5915.055358 sec): 3 clusters Score: Raw -3806474.346531 + Penalty 2071.946776 = -3804402.399755 nChanged 6 SP:Iteration 76Q (5915.153773 sec): 3 clusters Score: Raw -3806476.797085 + Penalty 2071.946776 = -3804404.850309 nChanged 5 SP:Iteration 77Q (5915.243675 sec): 3 clusters Score: Raw -3806478.307448 + Penalty 2071.946776 = -3804406.360673 nChanged 6 SP:Iteration 78Q (5915.346931 sec): 3 clusters Score: Raw -3806479.771049 + Penalty 2071.946776 = -3804407.824274 nChanged 3 SP:Iteration 79Q (5915.440406 sec): 3 clusters Score: Raw -3806480.158791 + Penalty 2071.946776 = -3804408.212016 nChanged 0 SP:Iteration 80F (5915.546254 sec): 3 clusters Score: Raw -3806480.158791 + Penalty 2071.946776 = -3804408.212016 nChanged 0 Trying to split cluster 13 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5915.576108 sec): 2 clusters Score: Raw -43464.691792 + Penalty 612.041316 = -42852.650476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5915.614738 sec): 3 clusters Score: Raw -43230.190122 + Penalty 1224.082632 = -42006.107490 nChanged 212 SP:Iteration 1F (5915.659609 sec): 3 clusters Score: Raw -43406.598712 + Penalty 1224.082632 = -42182.516081 nChanged 52 SP:Iteration 2F (5915.714267 sec): 3 clusters Score: Raw -43456.427399 + Penalty 1224.082632 = -42232.344767 nChanged 26 SP:Iteration 3Q (5915.760709 sec): 3 clusters Score: Raw -43486.247550 + Penalty 1224.082632 = -42262.164918 nChanged 30 SP:Iteration 4Q (5915.787987 sec): 3 clusters Score: Raw -43538.832558 + Penalty 1224.082632 = -42314.749927 nChanged 24 SP:Iteration 5Q (5915.823406 sec): 3 clusters Score: Raw -43578.187213 + Penalty 1224.082632 = -42354.104582 nChanged 21 SP:Iteration 6Q (5915.875389 sec): 3 clusters Score: Raw -43617.342238 + Penalty 1224.082632 = -42393.259606 nChanged 19 SP:Iteration 7Q (5915.908259 sec): 3 clusters Score: Raw -43640.332047 + Penalty 1224.082632 = -42416.249416 nChanged 13 SP:Iteration 8Q (5915.951957 sec): 3 clusters Score: Raw -43648.469838 + Penalty 1224.082632 = -42424.387207 nChanged 5 SP:Iteration 9Q (5916.000265 sec): 3 clusters Score: Raw -43653.317809 + Penalty 1224.082632 = -42429.235178 nChanged 4 SP:Iteration 10Q (5916.052626 sec): 3 clusters Score: Raw -43655.691340 + Penalty 1224.082632 = -42431.608708 nChanged 3 SP:Iteration 11Q (5916.087743 sec): 3 clusters Score: Raw -43657.525228 + Penalty 1224.082632 = -42433.442597 nChanged 1 SP:Iteration 12Q (5916.132689 sec): 3 clusters Score: Raw -43657.709414 + Penalty 1224.082632 = -42433.626782 nChanged 0 SP:Iteration 13F (5916.174097 sec): 3 clusters Score: Raw -43657.709414 + Penalty 1224.082632 = -42433.626782 nChanged 0 Trying to split cluster 14 (6674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5916.203765 sec): 2 clusters Score: Raw -477355.375255 + Penalty 836.567593 = -476518.807663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5916.251713 sec): 3 clusters Score: Raw -473454.376401 + Penalty 1673.135185 = -471781.241216 nChanged 2958 SP:Iteration 1F (5916.308126 sec): 3 clusters Score: Raw -475049.828182 + Penalty 1673.135185 = -473376.692997 nChanged 432 SP:Iteration 2F (5916.370581 sec): 3 clusters Score: Raw -475281.732777 + Penalty 1673.135185 = -473608.597592 nChanged 426 SP:Iteration 3F (5916.430762 sec): 3 clusters Score: Raw -475546.775719 + Penalty 1673.135185 = -473873.640533 nChanged 441 SP:Iteration 4F (5916.475527 sec): 3 clusters Score: Raw -475888.825807 + Penalty 1673.135185 = -474215.690622 nChanged 464 SP:Iteration 5F (5916.542462 sec): 3 clusters Score: Raw -476302.359791 + Penalty 1673.135185 = -474629.224605 nChanged 514 SP:Iteration 6F (5916.587434 sec): 3 clusters Score: Raw -476801.131559 + Penalty 1673.135185 = -475127.996374 nChanged 453 SP:Iteration 7F (5916.637356 sec): 3 clusters Score: Raw -477221.759408 + Penalty 1673.135185 = -475548.624222 nChanged 331 SP:Iteration 8Q (5916.691009 sec): 3 clusters Score: Raw -477509.404038 + Penalty 1673.135185 = -475836.268853 nChanged 211 SP:Iteration 9Q (5916.745396 sec): 3 clusters Score: Raw -477689.414401 + Penalty 1673.135185 = -476016.279215 nChanged 130 SP:Iteration 10Q (5916.808363 sec): 3 clusters Score: Raw -477767.928207 + Penalty 1673.135185 = -476094.793022 nChanged 88 SP:Iteration 11Q (5916.854289 sec): 3 clusters Score: Raw -477811.048952 + Penalty 1673.135185 = -476137.913767 nChanged 70 SP:Iteration 12Q (5916.908259 sec): 3 clusters Score: Raw -477845.695455 + Penalty 1673.135185 = -476172.560270 nChanged 53 SP:Iteration 13Q (5916.961007 sec): 3 clusters Score: Raw -477870.177207 + Penalty 1673.135185 = -476197.042022 nChanged 40 SP:Iteration 14Q (5917.008392 sec): 3 clusters Score: Raw -477887.742612 + Penalty 1673.135185 = -476214.607427 nChanged 26 SP:Iteration 15Q (5917.070459 sec): 3 clusters Score: Raw -477898.828656 + Penalty 1673.135185 = -476225.693471 nChanged 17 SP:Iteration 16Q (5917.116021 sec): 3 clusters Score: Raw -477903.574904 + Penalty 1673.135185 = -476230.439719 nChanged 12 SP:Iteration 17Q (5917.150127 sec): 3 clusters Score: Raw -477905.892885 + Penalty 1673.135185 = -476232.757700 nChanged 11 SP:Iteration 18Q (5917.229177 sec): 3 clusters Score: Raw -477908.434779 + Penalty 1673.135185 = -476235.299594 nChanged 7 SP:Iteration 19Q (5917.283034 sec): 3 clusters Score: Raw -477909.984111 + Penalty 1673.135185 = -476236.848925 nChanged 2 SP:Iteration 20F (5917.324477 sec): 3 clusters Score: Raw -477910.264897 + Penalty 1673.135185 = -476237.129712 nChanged 1 SP:Iteration 21Q (5917.379505 sec): 3 clusters Score: Raw -477910.352770 + Penalty 1673.135185 = -476237.217584 nChanged 1 SP:Iteration 22Q (5917.429054 sec): 3 clusters Score: Raw -477910.497497 + Penalty 1673.135185 = -476237.362312 nChanged 2 SP:Iteration 23Q (5917.470517 sec): 3 clusters Score: Raw -477910.747267 + Penalty 1673.135185 = -476237.612082 nChanged 4 SP:Iteration 24Q (5917.517599 sec): 3 clusters Score: Raw -477911.585112 + Penalty 1673.135185 = -476238.449927 nChanged 0 SP:Iteration 25F (5917.566602 sec): 3 clusters Score: Raw -477911.585112 + Penalty 1673.135185 = -476238.449927 nChanged 0 Trying to split cluster 15 (6423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5917.589650 sec): 2 clusters Score: Raw -448602.487111 + Penalty 832.925855 = -447769.561256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5917.639419 sec): 3 clusters Score: Raw -444926.581091 + Penalty 1665.851710 = -443260.729382 nChanged 2786 SP:Iteration 1F (5917.705618 sec): 3 clusters Score: Raw -446537.443784 + Penalty 1665.851710 = -444871.592074 nChanged 389 SP:Iteration 2F (5917.745940 sec): 3 clusters Score: Raw -446707.233940 + Penalty 1665.851710 = -445041.382231 nChanged 295 SP:Iteration 3Q (5917.791377 sec): 3 clusters Score: Raw -446843.453518 + Penalty 1665.851710 = -445177.601808 nChanged 292 SP:Iteration 4Q (5917.845613 sec): 3 clusters Score: Raw -446988.800378 + Penalty 1665.851710 = -445322.948668 nChanged 273 SP:Iteration 5Q (5917.888863 sec): 3 clusters Score: Raw -447142.338898 + Penalty 1665.851710 = -445476.487188 nChanged 269 SP:Iteration 6Q (5917.934817 sec): 3 clusters Score: Raw -447301.132365 + Penalty 1665.851710 = -445635.280655 nChanged 264 SP:Iteration 7Q (5917.989209 sec): 3 clusters Score: Raw -447451.691622 + Penalty 1665.851710 = -445785.839912 nChanged 256 SP:Iteration 8Q (5918.045957 sec): 3 clusters Score: Raw -447632.277537 + Penalty 1665.851710 = -445966.425828 nChanged 250 SP:Iteration 9Q (5918.087035 sec): 3 clusters Score: Raw -447829.267475 + Penalty 1665.851710 = -446163.415765 nChanged 260 SP:Iteration 10Q (5918.138808 sec): 3 clusters Score: Raw -448021.987971 + Penalty 1665.851710 = -446356.136261 nChanged 205 SP:Iteration 11Q (5918.191542 sec): 3 clusters Score: Raw -448155.513126 + Penalty 1665.851710 = -446489.661417 nChanged 152 SP:Iteration 12Q (5918.241768 sec): 3 clusters Score: Raw -448228.637904 + Penalty 1665.851710 = -446562.786195 nChanged 111 SP:Iteration 13Q (5918.287227 sec): 3 clusters Score: Raw -448286.446825 + Penalty 1665.851710 = -446620.595115 nChanged 100 SP:Iteration 14Q (5918.339774 sec): 3 clusters Score: Raw -448343.646076 + Penalty 1665.851710 = -446677.794367 nChanged 93 SP:Iteration 15Q (5918.384531 sec): 3 clusters Score: Raw -448397.327319 + Penalty 1665.851710 = -446731.475609 nChanged 81 SP:Iteration 16Q (5918.424305 sec): 3 clusters Score: Raw -448441.228499 + Penalty 1665.851710 = -446775.376789 nChanged 69 SP:Iteration 17Q (5918.476630 sec): 3 clusters Score: Raw -448482.346772 + Penalty 1665.851710 = -446816.495062 nChanged 64 SP:Iteration 18Q (5918.528236 sec): 3 clusters Score: Raw -448524.128725 + Penalty 1665.851710 = -446858.277015 nChanged 53 SP:Iteration 19Q (5918.582452 sec): 3 clusters Score: Raw -448555.290169 + Penalty 1665.851710 = -446889.438459 nChanged 52 SP:Iteration 20F (5918.631421 sec): 3 clusters Score: Raw -448582.608497 + Penalty 1665.851710 = -446916.756788 nChanged 43 SP:Iteration 21Q (5918.677214 sec): 3 clusters Score: Raw -448603.278887 + Penalty 1665.851710 = -446937.427177 nChanged 36 SP:Iteration 22Q (5918.735908 sec): 3 clusters Score: Raw -448624.081407 + Penalty 1665.851710 = -446958.229697 nChanged 35 SP:Iteration 23Q (5918.787218 sec): 3 clusters Score: Raw -448639.380391 + Penalty 1665.851710 = -446973.528681 nChanged 28 SP:Iteration 24Q (5918.848038 sec): 3 clusters Score: Raw -448651.948160 + Penalty 1665.851710 = -446986.096451 nChanged 24 SP:Iteration 25Q (5918.906880 sec): 3 clusters Score: Raw -448660.773550 + Penalty 1665.851710 = -446994.921840 nChanged 27 SP:Iteration 26Q (5918.958715 sec): 3 clusters Score: Raw -448671.767825 + Penalty 1665.851710 = -447005.916115 nChanged 28 SP:Iteration 27Q (5919.004571 sec): 3 clusters Score: Raw -448685.844486 + Penalty 1665.851710 = -447019.992776 nChanged 28 SP:Iteration 28Q (5919.070338 sec): 3 clusters Score: Raw -448700.300263 + Penalty 1665.851710 = -447034.448553 nChanged 36 SP:Iteration 29Q (5919.108226 sec): 3 clusters Score: Raw -448716.920921 + Penalty 1665.851710 = -447051.069212 nChanged 30 SP:Iteration 30Q (5919.164890 sec): 3 clusters Score: Raw -448731.587857 + Penalty 1665.851710 = -447065.736148 nChanged 30 SP:Iteration 31Q (5919.208509 sec): 3 clusters Score: Raw -448746.097283 + Penalty 1665.851710 = -447080.245573 nChanged 25 SP:Iteration 32Q (5919.260958 sec): 3 clusters Score: Raw -448759.586243 + Penalty 1665.851710 = -447093.734534 nChanged 21 SP:Iteration 33Q (5919.304934 sec): 3 clusters Score: Raw -448767.429270 + Penalty 1665.851710 = -447101.577560 nChanged 15 SP:Iteration 34Q (5919.351463 sec): 3 clusters Score: Raw -448773.899932 + Penalty 1665.851710 = -447108.048223 nChanged 8 SP:Iteration 35Q (5919.391818 sec): 3 clusters Score: Raw -448777.215372 + Penalty 1665.851710 = -447111.363662 nChanged 13 SP:Iteration 36Q (5919.446379 sec): 3 clusters Score: Raw -448780.881008 + Penalty 1665.851710 = -447115.029298 nChanged 10 SP:Iteration 37Q (5919.503560 sec): 3 clusters Score: Raw -448784.137333 + Penalty 1665.851710 = -447118.285623 nChanged 8 SP:Iteration 38Q (5919.567039 sec): 3 clusters Score: Raw -448786.576359 + Penalty 1665.851710 = -447120.724649 nChanged 4 SP:Iteration 39Q (5919.625630 sec): 3 clusters Score: Raw -448787.196528 + Penalty 1665.851710 = -447121.344818 nChanged 2 SP:Iteration 40F (5919.669846 sec): 3 clusters Score: Raw -448787.401243 + Penalty 1665.851710 = -447121.549534 nChanged 1 SP:Iteration 41Q (5919.730250 sec): 3 clusters Score: Raw -448787.763151 + Penalty 1665.851710 = -447121.911441 nChanged 0 SP:Iteration 42F (5919.774618 sec): 3 clusters Score: Raw -448787.763151 + Penalty 1665.851710 = -447121.911441 nChanged 0 Trying to split cluster 16 (23008 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5919.814943 sec): 2 clusters Score: Raw -1709809.266883 + Penalty 954.141740 = -1708855.125144 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5919.905514 sec): 3 clusters Score: Raw -1695458.100604 + Penalty 1908.283479 = -1693549.817125 nChanged 10637 SP:Iteration 1F (5919.975447 sec): 3 clusters Score: Raw -1701713.991039 + Penalty 1908.283479 = -1699805.707560 nChanged 1218 SP:Iteration 2F (5920.051767 sec): 3 clusters Score: Raw -1702283.545414 + Penalty 1908.283479 = -1700375.261934 nChanged 1315 SP:Iteration 3F (5920.120907 sec): 3 clusters Score: Raw -1703041.408444 + Penalty 1908.283479 = -1701133.124965 nChanged 1477 SP:Iteration 4F (5920.207506 sec): 3 clusters Score: Raw -1704068.994346 + Penalty 1908.283479 = -1702160.710867 nChanged 1542 SP:Iteration 5F (5920.262920 sec): 3 clusters Score: Raw -1705336.111114 + Penalty 1908.283479 = -1703427.827635 nChanged 1421 SP:Iteration 6F (5920.324062 sec): 3 clusters Score: Raw -1706564.826423 + Penalty 1908.283479 = -1704656.542944 nChanged 1155 SP:Iteration 7F (5920.397765 sec): 3 clusters Score: Raw -1707403.968485 + Penalty 1908.283479 = -1705495.685006 nChanged 805 SP:Iteration 8Q (5920.472449 sec): 3 clusters Score: Raw -1707823.882801 + Penalty 1908.283479 = -1705915.599321 nChanged 542 SP:Iteration 9Q (5920.531643 sec): 3 clusters Score: Raw -1708046.756981 + Penalty 1908.283479 = -1706138.473502 nChanged 416 SP:Iteration 10Q (5920.597013 sec): 3 clusters Score: Raw -1708213.526707 + Penalty 1908.283479 = -1706305.243227 nChanged 374 SP:Iteration 11Q (5920.674591 sec): 3 clusters Score: Raw -1708372.985045 + Penalty 1908.283479 = -1706464.701565 nChanged 314 SP:Iteration 12Q (5920.737993 sec): 3 clusters Score: Raw -1708508.090235 + Penalty 1908.283479 = -1706599.806756 nChanged 285 SP:Iteration 13Q (5920.810776 sec): 3 clusters Score: Raw -1708628.822812 + Penalty 1908.283479 = -1706720.539333 nChanged 260 SP:Iteration 14Q (5920.886957 sec): 3 clusters Score: Raw -1708733.493451 + Penalty 1908.283479 = -1706825.209971 nChanged 255 SP:Iteration 15Q (5920.954624 sec): 3 clusters Score: Raw -1708826.867519 + Penalty 1908.283479 = -1706918.584039 nChanged 238 SP:Iteration 16Q (5921.026037 sec): 3 clusters Score: Raw -1708914.996618 + Penalty 1908.283479 = -1707006.713138 nChanged 242 SP:Iteration 17Q (5921.095881 sec): 3 clusters Score: Raw -1709002.852980 + Penalty 1908.283479 = -1707094.569501 nChanged 228 SP:Iteration 18Q (5921.172956 sec): 3 clusters Score: Raw -1709078.691752 + Penalty 1908.283479 = -1707170.408273 nChanged 175 SP:Iteration 19Q (5921.257362 sec): 3 clusters Score: Raw -1709138.239244 + Penalty 1908.283479 = -1707229.955764 nChanged 176 SP:Iteration 20F (5921.334212 sec): 3 clusters Score: Raw -1709199.130937 + Penalty 1908.283479 = -1707290.847458 nChanged 163 SP:Iteration 21Q (5921.394832 sec): 3 clusters Score: Raw -1709257.776768 + Penalty 1908.283479 = -1707349.493289 nChanged 152 SP:Iteration 22Q (5921.468204 sec): 3 clusters Score: Raw -1709305.716482 + Penalty 1908.283479 = -1707397.433002 nChanged 165 SP:Iteration 23Q (5921.531217 sec): 3 clusters Score: Raw -1709358.104082 + Penalty 1908.283479 = -1707449.820603 nChanged 178 SP:Iteration 24Q (5921.602966 sec): 3 clusters Score: Raw -1709420.637832 + Penalty 1908.283479 = -1707512.354353 nChanged 175 SP:Iteration 25Q (5921.680212 sec): 3 clusters Score: Raw -1709487.364920 + Penalty 1908.283479 = -1707579.081440 nChanged 171 SP:Iteration 26Q (5921.740547 sec): 3 clusters Score: Raw -1709552.237300 + Penalty 1908.283479 = -1707643.953821 nChanged 170 SP:Iteration 27Q (5921.809975 sec): 3 clusters Score: Raw -1709624.257818 + Penalty 1908.283479 = -1707715.974339 nChanged 172 SP:Iteration 28Q (5921.878507 sec): 3 clusters Score: Raw -1709705.511287 + Penalty 1908.283479 = -1707797.227807 nChanged 151 SP:Iteration 29Q (5921.943825 sec): 3 clusters Score: Raw -1709781.455559 + Penalty 1908.283479 = -1707873.172080 nChanged 150 SP:Iteration 30Q (5922.023453 sec): 3 clusters Score: Raw -1709852.947722 + Penalty 1908.283479 = -1707944.664243 nChanged 122 SP:Iteration 31Q (5922.081032 sec): 3 clusters Score: Raw -1709905.908927 + Penalty 1908.283479 = -1707997.625447 nChanged 101 SP:Iteration 32Q (5922.152857 sec): 3 clusters Score: Raw -1709946.056625 + Penalty 1908.283479 = -1708037.773146 nChanged 91 SP:Iteration 33Q (5922.230338 sec): 3 clusters Score: Raw -1709980.952901 + Penalty 1908.283479 = -1708072.669422 nChanged 70 SP:Iteration 34Q (5922.298856 sec): 3 clusters Score: Raw -1710003.188228 + Penalty 1908.283479 = -1708094.904748 nChanged 47 SP:Iteration 35Q (5922.367836 sec): 3 clusters Score: Raw -1710016.866201 + Penalty 1908.283479 = -1708108.582721 nChanged 32 SP:Iteration 36Q (5922.430182 sec): 3 clusters Score: Raw -1710026.674603 + Penalty 1908.283479 = -1708118.391124 nChanged 36 SP:Iteration 37Q (5922.501366 sec): 3 clusters Score: Raw -1710040.124375 + Penalty 1908.283479 = -1708131.840895 nChanged 44 SP:Iteration 38Q (5922.565009 sec): 3 clusters Score: Raw -1710052.869658 + Penalty 1908.283479 = -1708144.586179 nChanged 26 SP:Iteration 39Q (5922.629893 sec): 3 clusters Score: Raw -1710060.043501 + Penalty 1908.283479 = -1708151.760021 nChanged 23 SP:Iteration 40F (5922.708840 sec): 3 clusters Score: Raw -1710067.038389 + Penalty 1908.283479 = -1708158.754909 nChanged 20 SP:Iteration 41Q (5922.776962 sec): 3 clusters Score: Raw -1710073.548062 + Penalty 1908.283479 = -1708165.264582 nChanged 24 SP:Iteration 42Q (5922.831722 sec): 3 clusters Score: Raw -1710081.701336 + Penalty 1908.283479 = -1708173.417856 nChanged 17 SP:Iteration 43Q (5922.903980 sec): 3 clusters Score: Raw -1710086.844948 + Penalty 1908.283479 = -1708178.561468 nChanged 16 SP:Iteration 44Q (5922.958250 sec): 3 clusters Score: Raw -1710091.760343 + Penalty 1908.283479 = -1708183.476863 nChanged 20 SP:Iteration 45Q (5923.023452 sec): 3 clusters Score: Raw -1710097.645425 + Penalty 1908.283479 = -1708189.361945 nChanged 13 SP:Iteration 46Q (5923.095562 sec): 3 clusters Score: Raw -1710101.900201 + Penalty 1908.283479 = -1708193.616722 nChanged 11 SP:Iteration 47Q (5923.178420 sec): 3 clusters Score: Raw -1710105.147619 + Penalty 1908.283479 = -1708196.864139 nChanged 7 SP:Iteration 48Q (5923.256302 sec): 3 clusters Score: Raw -1710107.953472 + Penalty 1908.283479 = -1708199.669993 nChanged 7 SP:Iteration 49Q (5923.323986 sec): 3 clusters Score: Raw -1710109.231417 + Penalty 1908.283479 = -1708200.947938 nChanged 1 SP:Iteration 50Q (5923.391103 sec): 3 clusters Score: Raw -1710110.128594 + Penalty 1908.283479 = -1708201.845115 nChanged 4 SP:Iteration 51Q (5923.458775 sec): 3 clusters Score: Raw -1710111.102829 + Penalty 1908.283479 = -1708202.819350 nChanged 3 SP:Iteration 52Q (5923.522268 sec): 3 clusters Score: Raw -1710111.672762 + Penalty 1908.283479 = -1708203.389283 nChanged 3 SP:Iteration 53Q (5923.586161 sec): 3 clusters Score: Raw -1710112.169269 + Penalty 1908.283479 = -1708203.885789 nChanged 1 SP:Iteration 54Q (5923.646250 sec): 3 clusters Score: Raw -1710112.344349 + Penalty 1908.283479 = -1708204.060869 nChanged 2 SP:Iteration 55Q (5923.702176 sec): 3 clusters Score: Raw -1710112.873544 + Penalty 1908.283479 = -1708204.590064 nChanged 1 SP:Iteration 56Q (5923.769002 sec): 3 clusters Score: Raw -1710113.207344 + Penalty 1908.283479 = -1708204.923865 nChanged 1 SP:Iteration 57Q (5923.843177 sec): 3 clusters Score: Raw -1710113.319023 + Penalty 1908.283479 = -1708205.035544 nChanged 0 SP:Iteration 58F (5923.914244 sec): 3 clusters Score: Raw -1710113.319023 + Penalty 1908.283479 = -1708205.035544 nChanged 0 Trying to split cluster 17 (19094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5923.955749 sec): 2 clusters Score: Raw -1422750.056969 + Penalty 936.427296 = -1421813.629673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5924.016048 sec): 3 clusters Score: Raw -1410843.130818 + Penalty 1872.854591 = -1408970.276226 nChanged 8810 SP:Iteration 1F (5924.095199 sec): 3 clusters Score: Raw -1415857.334519 + Penalty 1872.854591 = -1413984.479928 nChanged 884 SP:Iteration 2Q (5924.150664 sec): 3 clusters Score: Raw -1416132.927061 + Penalty 1872.854591 = -1414260.072469 nChanged 821 SP:Iteration 3Q (5924.233931 sec): 3 clusters Score: Raw -1416439.602976 + Penalty 1872.854591 = -1414566.748384 nChanged 865 SP:Iteration 4Q (5924.300826 sec): 3 clusters Score: Raw -1416828.074268 + Penalty 1872.854591 = -1414955.219676 nChanged 986 SP:Iteration 5F (5924.370289 sec): 3 clusters Score: Raw -1417396.791833 + Penalty 1872.854591 = -1415523.937241 nChanged 1088 SP:Iteration 6F (5924.440652 sec): 3 clusters Score: Raw -1418146.165579 + Penalty 1872.854591 = -1416273.310988 nChanged 1181 SP:Iteration 7F (5924.513672 sec): 3 clusters Score: Raw -1419084.144713 + Penalty 1872.854591 = -1417211.290121 nChanged 1106 SP:Iteration 8F (5924.586547 sec): 3 clusters Score: Raw -1419971.634472 + Penalty 1872.854591 = -1418098.779881 nChanged 925 SP:Iteration 9Q (5924.659582 sec): 3 clusters Score: Raw -1420672.945067 + Penalty 1872.854591 = -1418800.090476 nChanged 750 SP:Iteration 10Q (5924.713639 sec): 3 clusters Score: Raw -1421162.250804 + Penalty 1872.854591 = -1419289.396212 nChanged 553 SP:Iteration 11Q (5924.780565 sec): 3 clusters Score: Raw -1421480.915443 + Penalty 1872.854591 = -1419608.060852 nChanged 409 SP:Iteration 12Q (5924.846667 sec): 3 clusters Score: Raw -1421703.637820 + Penalty 1872.854591 = -1419830.783229 nChanged 294 SP:Iteration 13Q (5924.912983 sec): 3 clusters Score: Raw -1421855.253530 + Penalty 1872.854591 = -1419982.398938 nChanged 248 SP:Iteration 14Q (5924.974440 sec): 3 clusters Score: Raw -1422000.697243 + Penalty 1872.854591 = -1420127.842652 nChanged 247 SP:Iteration 15Q (5925.043047 sec): 3 clusters Score: Raw -1422161.767352 + Penalty 1872.854591 = -1420288.912760 nChanged 224 SP:Iteration 16Q (5925.100623 sec): 3 clusters Score: Raw -1422336.062194 + Penalty 1872.854591 = -1420463.207602 nChanged 187 SP:Iteration 17Q (5925.150342 sec): 3 clusters Score: Raw -1422482.868266 + Penalty 1872.854591 = -1420610.013675 nChanged 148 SP:Iteration 18Q (5925.218195 sec): 3 clusters Score: Raw -1422575.694427 + Penalty 1872.854591 = -1420702.839836 nChanged 136 SP:Iteration 19Q (5925.271079 sec): 3 clusters Score: Raw -1422658.831887 + Penalty 1872.854591 = -1420785.977295 nChanged 136 SP:Iteration 20F (5925.318608 sec): 3 clusters Score: Raw -1422745.293970 + Penalty 1872.854591 = -1420872.439379 nChanged 120 SP:Iteration 21Q (5925.390704 sec): 3 clusters Score: Raw -1422797.206202 + Penalty 1872.854591 = -1420924.351611 nChanged 79 SP:Iteration 22Q (5925.440662 sec): 3 clusters Score: Raw -1422825.794120 + Penalty 1872.854591 = -1420952.939528 nChanged 65 SP:Iteration 23Q (5925.513491 sec): 3 clusters Score: Raw -1422851.758132 + Penalty 1872.854591 = -1420978.903541 nChanged 49 SP:Iteration 24Q (5925.572378 sec): 3 clusters Score: Raw -1422864.739728 + Penalty 1872.854591 = -1420991.885137 nChanged 37 SP:Iteration 25Q (5925.645421 sec): 3 clusters Score: Raw -1422873.007102 + Penalty 1872.854591 = -1421000.152511 nChanged 34 SP:Iteration 26Q (5925.704640 sec): 3 clusters Score: Raw -1422878.946592 + Penalty 1872.854591 = -1421006.092001 nChanged 24 SP:Iteration 27Q (5925.758180 sec): 3 clusters Score: Raw -1422883.031245 + Penalty 1872.854591 = -1421010.176653 nChanged 18 SP:Iteration 28Q (5925.832653 sec): 3 clusters Score: Raw -1422886.744334 + Penalty 1872.854591 = -1421013.889742 nChanged 13 SP:Iteration 29Q (5925.888194 sec): 3 clusters Score: Raw -1422889.110602 + Penalty 1872.854591 = -1421016.256011 nChanged 13 SP:Iteration 30Q (5925.945060 sec): 3 clusters Score: Raw -1422890.976509 + Penalty 1872.854591 = -1421018.121917 nChanged 9 SP:Iteration 31Q (5926.005680 sec): 3 clusters Score: Raw -1422892.417357 + Penalty 1872.854591 = -1421019.562766 nChanged 6 SP:Iteration 32Q (5926.064160 sec): 3 clusters Score: Raw -1422893.202966 + Penalty 1872.854591 = -1421020.348375 nChanged 4 SP:Iteration 33Q (5926.139687 sec): 3 clusters Score: Raw -1422893.542870 + Penalty 1872.854591 = -1421020.688279 nChanged 1 SP:Iteration 34Q (5926.196893 sec): 3 clusters Score: Raw -1422893.662049 + Penalty 1872.854591 = -1421020.807457 nChanged 3 SP:Iteration 35Q (5926.250191 sec): 3 clusters Score: Raw -1422894.188888 + Penalty 1872.854591 = -1421021.334297 nChanged 9 SP:Iteration 36Q (5926.312182 sec): 3 clusters Score: Raw -1422895.499383 + Penalty 1872.854591 = -1421022.644792 nChanged 6 SP:Iteration 37Q (5926.384709 sec): 3 clusters Score: Raw -1422896.498419 + Penalty 1872.854591 = -1421023.643828 nChanged 8 SP:Iteration 38Q (5926.447449 sec): 3 clusters Score: Raw -1422897.493613 + Penalty 1872.854591 = -1421024.639021 nChanged 9 SP:Iteration 39Q (5926.513243 sec): 3 clusters Score: Raw -1422898.933856 + Penalty 1872.854591 = -1421026.079265 nChanged 10 SP:Iteration 40F (5926.566345 sec): 3 clusters Score: Raw -1422900.393866 + Penalty 1872.854591 = -1421027.539275 nChanged 11 SP:Iteration 41Q (5926.631259 sec): 3 clusters Score: Raw -1422901.892160 + Penalty 1872.854591 = -1421029.037568 nChanged 7 SP:Iteration 42Q (5926.696782 sec): 3 clusters Score: Raw -1422903.128757 + Penalty 1872.854591 = -1421030.274166 nChanged 7 SP:Iteration 43Q (5926.759216 sec): 3 clusters Score: Raw -1422903.840357 + Penalty 1872.854591 = -1421030.985766 nChanged 8 SP:Iteration 44Q (5926.816997 sec): 3 clusters Score: Raw -1422905.408340 + Penalty 1872.854591 = -1421032.553749 nChanged 14 SP:Iteration 45Q (5926.880515 sec): 3 clusters Score: Raw -1422907.876063 + Penalty 1872.854591 = -1421035.021472 nChanged 9 SP:Iteration 46Q (5926.941033 sec): 3 clusters Score: Raw -1422909.281512 + Penalty 1872.854591 = -1421036.426920 nChanged 7 SP:Iteration 47Q (5927.012238 sec): 3 clusters Score: Raw -1422910.321779 + Penalty 1872.854591 = -1421037.467188 nChanged 4 SP:Iteration 48Q (5927.073959 sec): 3 clusters Score: Raw -1422910.995519 + Penalty 1872.854591 = -1421038.140928 nChanged 5 SP:Iteration 49Q (5927.125114 sec): 3 clusters Score: Raw -1422911.574288 + Penalty 1872.854591 = -1421038.719696 nChanged 5 SP:Iteration 50Q (5927.201639 sec): 3 clusters Score: Raw -1422912.132926 + Penalty 1872.854591 = -1421039.278334 nChanged 5 SP:Iteration 51Q (5927.256871 sec): 3 clusters Score: Raw -1422912.670317 + Penalty 1872.854591 = -1421039.815725 nChanged 2 SP:Iteration 52Q (5927.316856 sec): 3 clusters Score: Raw -1422912.886507 + Penalty 1872.854591 = -1421040.031915 nChanged 2 SP:Iteration 53Q (5927.390959 sec): 3 clusters Score: Raw -1422913.036809 + Penalty 1872.854591 = -1421040.182217 nChanged 1 SP:Iteration 54Q (5927.444668 sec): 3 clusters Score: Raw -1422913.132807 + Penalty 1872.854591 = -1421040.278216 nChanged 0 SP:Iteration 55F (5927.506547 sec): 3 clusters Score: Raw -1422913.132807 + Penalty 1872.854591 = -1421040.278216 nChanged 0 Trying to split cluster 18 (3669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5927.532277 sec): 2 clusters Score: Raw -274049.532291 + Penalty 779.729070 = -273269.803221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5927.585871 sec): 3 clusters Score: Raw -272031.296467 + Penalty 1559.458141 = -270471.838327 nChanged 1557 SP:Iteration 1F (5927.633994 sec): 3 clusters Score: Raw -272869.936236 + Penalty 1559.458141 = -271310.478095 nChanged 231 SP:Iteration 2F (5927.684471 sec): 3 clusters Score: Raw -272986.096216 + Penalty 1559.458141 = -271426.638076 nChanged 193 SP:Iteration 3F (5927.726112 sec): 3 clusters Score: Raw -273082.381346 + Penalty 1559.458141 = -271522.923205 nChanged 150 SP:Iteration 4Q (5927.773286 sec): 3 clusters Score: Raw -273159.325320 + Penalty 1559.458141 = -271599.867179 nChanged 144 SP:Iteration 5Q (5927.820038 sec): 3 clusters Score: Raw -273237.021663 + Penalty 1559.458141 = -271677.563523 nChanged 133 SP:Iteration 6Q (5927.875144 sec): 3 clusters Score: Raw -273296.285900 + Penalty 1559.458141 = -271736.827759 nChanged 102 SP:Iteration 7Q (5927.914308 sec): 3 clusters Score: Raw -273339.732243 + Penalty 1559.458141 = -271780.274102 nChanged 84 SP:Iteration 8Q (5927.965211 sec): 3 clusters Score: Raw -273369.195888 + Penalty 1559.458141 = -271809.737747 nChanged 73 SP:Iteration 9Q (5928.009240 sec): 3 clusters Score: Raw -273389.744459 + Penalty 1559.458141 = -271830.286319 nChanged 51 SP:Iteration 10Q (5928.054054 sec): 3 clusters Score: Raw -273406.710481 + Penalty 1559.458141 = -271847.252341 nChanged 49 SP:Iteration 11Q (5928.102947 sec): 3 clusters Score: Raw -273422.990252 + Penalty 1559.458141 = -271863.532111 nChanged 49 SP:Iteration 12Q (5928.150186 sec): 3 clusters Score: Raw -273435.385008 + Penalty 1559.458141 = -271875.926867 nChanged 42 SP:Iteration 13Q (5928.190041 sec): 3 clusters Score: Raw -273447.467750 + Penalty 1559.458141 = -271888.009610 nChanged 34 SP:Iteration 14Q (5928.241642 sec): 3 clusters Score: Raw -273455.272591 + Penalty 1559.458141 = -271895.814450 nChanged 21 SP:Iteration 15Q (5928.287207 sec): 3 clusters Score: Raw -273463.158365 + Penalty 1559.458141 = -271903.700225 nChanged 30 SP:Iteration 16Q (5928.331315 sec): 3 clusters Score: Raw -273470.203514 + Penalty 1559.458141 = -271910.745373 nChanged 23 SP:Iteration 17Q (5928.383507 sec): 3 clusters Score: Raw -273475.993152 + Penalty 1559.458141 = -271916.535011 nChanged 17 SP:Iteration 18Q (5928.428670 sec): 3 clusters Score: Raw -273479.960417 + Penalty 1559.458141 = -271920.502276 nChanged 26 SP:Iteration 19Q (5928.482551 sec): 3 clusters Score: Raw -273486.938262 + Penalty 1559.458141 = -271927.480122 nChanged 38 SP:Iteration 20F (5928.522399 sec): 3 clusters Score: Raw -273501.485897 + Penalty 1559.458141 = -271942.027756 nChanged 43 SP:Iteration 21Q (5928.569636 sec): 3 clusters Score: Raw -273513.091356 + Penalty 1559.458141 = -271953.633216 nChanged 36 SP:Iteration 22Q (5928.611955 sec): 3 clusters Score: Raw -273523.825630 + Penalty 1559.458141 = -271964.367490 nChanged 36 SP:Iteration 23Q (5928.656189 sec): 3 clusters Score: Raw -273533.549607 + Penalty 1559.458141 = -271974.091466 nChanged 24 SP:Iteration 24Q (5928.706044 sec): 3 clusters Score: Raw -273539.860266 + Penalty 1559.458141 = -271980.402125 nChanged 29 SP:Iteration 25Q (5928.743315 sec): 3 clusters Score: Raw -273548.625214 + Penalty 1559.458141 = -271989.167074 nChanged 38 SP:Iteration 26Q (5928.787985 sec): 3 clusters Score: Raw -273560.038417 + Penalty 1559.458141 = -272000.580276 nChanged 37 SP:Iteration 27Q (5928.843451 sec): 3 clusters Score: Raw -273571.182520 + Penalty 1559.458141 = -272011.724379 nChanged 40 SP:Iteration 28Q (5928.882543 sec): 3 clusters Score: Raw -273587.314480 + Penalty 1559.458141 = -272027.856339 nChanged 49 SP:Iteration 29Q (5928.928936 sec): 3 clusters Score: Raw -273606.364722 + Penalty 1559.458141 = -272046.906582 nChanged 55 SP:Iteration 30Q (5928.981546 sec): 3 clusters Score: Raw -273630.369449 + Penalty 1559.458141 = -272070.911308 nChanged 64 SP:Iteration 31Q (5929.033970 sec): 3 clusters Score: Raw -273666.432647 + Penalty 1559.458141 = -272106.974506 nChanged 63 SP:Iteration 32Q (5929.066111 sec): 3 clusters Score: Raw -273695.524961 + Penalty 1559.458141 = -272136.066820 nChanged 46 SP:Iteration 33Q (5929.111250 sec): 3 clusters Score: Raw -273716.242784 + Penalty 1559.458141 = -272156.784643 nChanged 40 SP:Iteration 34Q (5929.161478 sec): 3 clusters Score: Raw -273730.978528 + Penalty 1559.458141 = -272171.520387 nChanged 37 SP:Iteration 35Q (5929.212643 sec): 3 clusters Score: Raw -273746.258574 + Penalty 1559.458141 = -272186.800434 nChanged 41 SP:Iteration 36Q (5929.261824 sec): 3 clusters Score: Raw -273767.153980 + Penalty 1559.458141 = -272207.695839 nChanged 43 SP:Iteration 37Q (5929.306755 sec): 3 clusters Score: Raw -273783.288140 + Penalty 1559.458141 = -272223.829999 nChanged 28 SP:Iteration 38Q (5929.349458 sec): 3 clusters Score: Raw -273793.435166 + Penalty 1559.458141 = -272233.977025 nChanged 38 SP:Iteration 39Q (5929.389262 sec): 3 clusters Score: Raw -273810.044311 + Penalty 1559.458141 = -272250.586171 nChanged 32 SP:Iteration 40F (5929.427212 sec): 3 clusters Score: Raw -273821.327261 + Penalty 1559.458141 = -272261.869120 nChanged 21 SP:Iteration 41Q (5929.465958 sec): 3 clusters Score: Raw -273829.920421 + Penalty 1559.458141 = -272270.462280 nChanged 25 SP:Iteration 42Q (5929.505404 sec): 3 clusters Score: Raw -273839.758685 + Penalty 1559.458141 = -272280.300544 nChanged 26 SP:Iteration 43Q (5929.548239 sec): 3 clusters Score: Raw -273850.224997 + Penalty 1559.458141 = -272290.766857 nChanged 27 SP:Iteration 44Q (5929.594613 sec): 3 clusters Score: Raw -273861.944989 + Penalty 1559.458141 = -272302.486849 nChanged 24 SP:Iteration 45Q (5929.638741 sec): 3 clusters Score: Raw -273869.331387 + Penalty 1559.458141 = -272309.873246 nChanged 11 SP:Iteration 46Q (5929.676661 sec): 3 clusters Score: Raw -273873.419168 + Penalty 1559.458141 = -272313.961027 nChanged 18 SP:Iteration 47Q (5929.722145 sec): 3 clusters Score: Raw -273879.109521 + Penalty 1559.458141 = -272319.651380 nChanged 8 SP:Iteration 48Q (5929.758305 sec): 3 clusters Score: Raw -273881.164105 + Penalty 1559.458141 = -272321.705965 nChanged 6 SP:Iteration 49Q (5929.797723 sec): 3 clusters Score: Raw -273883.313753 + Penalty 1559.458141 = -272323.855613 nChanged 9 SP:Iteration 50Q (5929.832982 sec): 3 clusters Score: Raw -273889.452776 + Penalty 1559.458141 = -272329.994635 nChanged 14 SP:Iteration 51Q (5929.875029 sec): 3 clusters Score: Raw -273894.095913 + Penalty 1559.458141 = -272334.637773 nChanged 9 SP:Iteration 52Q (5929.913226 sec): 3 clusters Score: Raw -273895.268614 + Penalty 1559.458141 = -272335.810474 nChanged 7 SP:Iteration 53Q (5929.947949 sec): 3 clusters Score: Raw -273896.681241 + Penalty 1559.458141 = -272337.223100 nChanged 5 SP:Iteration 54Q (5929.991605 sec): 3 clusters Score: Raw -273898.329382 + Penalty 1559.458141 = -272338.871242 nChanged 7 SP:Iteration 55Q (5930.034945 sec): 3 clusters Score: Raw -273899.956022 + Penalty 1559.458141 = -272340.497881 nChanged 7 SP:Iteration 56Q (5930.073261 sec): 3 clusters Score: Raw -273901.706232 + Penalty 1559.458141 = -272342.248091 nChanged 7 SP:Iteration 57Q (5930.108385 sec): 3 clusters Score: Raw -273902.849475 + Penalty 1559.458141 = -272343.391334 nChanged 3 SP:Iteration 58Q (5930.158654 sec): 3 clusters Score: Raw -273903.532268 + Penalty 1559.458141 = -272344.074127 nChanged 2 SP:Iteration 59Q (5930.205100 sec): 3 clusters Score: Raw -273903.910253 + Penalty 1559.458141 = -272344.452112 nChanged 2 SP:Iteration 60F (5930.238841 sec): 3 clusters Score: Raw -273904.187659 + Penalty 1559.458141 = -272344.729519 nChanged 2 SP:Iteration 61Q (5930.273833 sec): 3 clusters Score: Raw -273904.607290 + Penalty 1559.458141 = -272345.149150 nChanged 3 SP:Iteration 62Q (5930.313426 sec): 3 clusters Score: Raw -273905.222775 + Penalty 1559.458141 = -272345.764634 nChanged 4 SP:Iteration 63Q (5930.356705 sec): 3 clusters Score: Raw -273906.266528 + Penalty 1559.458141 = -272346.808388 nChanged 3 SP:Iteration 64Q (5930.396857 sec): 3 clusters Score: Raw -273907.100317 + Penalty 1559.458141 = -272347.642176 nChanged 1 SP:Iteration 65Q (5930.440902 sec): 3 clusters Score: Raw -273907.448769 + Penalty 1559.458141 = -272347.990629 nChanged 1 SP:Iteration 66Q (5930.478121 sec): 3 clusters Score: Raw -273907.609846 + Penalty 1559.458141 = -272348.151706 nChanged 0 SP:Iteration 67F (5930.518360 sec): 3 clusters Score: Raw -273907.609846 + Penalty 1559.458141 = -272348.151706 nChanged 0 Trying to split cluster 19 (21708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5930.562989 sec): 2 clusters Score: Raw -1647995.903331 + Penalty 948.616433 = -1647047.286898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5930.632545 sec): 3 clusters Score: Raw -1634376.487081 + Penalty 1897.232866 = -1632479.254215 nChanged 10084 SP:Iteration 1F (5930.705312 sec): 3 clusters Score: Raw -1640210.977205 + Penalty 1897.232866 = -1638313.744339 nChanged 1034 SP:Iteration 2Q (5930.772661 sec): 3 clusters Score: Raw -1640586.471131 + Penalty 1897.232866 = -1638689.238266 nChanged 1031 SP:Iteration 3Q (5930.833557 sec): 3 clusters Score: Raw -1641011.368330 + Penalty 1897.232866 = -1639114.135465 nChanged 1078 SP:Iteration 4Q (5930.897511 sec): 3 clusters Score: Raw -1641595.100297 + Penalty 1897.232866 = -1639697.867432 nChanged 1209 SP:Iteration 5F (5930.965387 sec): 3 clusters Score: Raw -1642295.974042 + Penalty 1897.232866 = -1640398.741176 nChanged 1267 SP:Iteration 6F (5931.038290 sec): 3 clusters Score: Raw -1643077.748136 + Penalty 1897.232866 = -1641180.515270 nChanged 1230 SP:Iteration 7F (5931.109481 sec): 3 clusters Score: Raw -1643900.916464 + Penalty 1897.232866 = -1642003.683598 nChanged 1125 SP:Iteration 8F (5931.180482 sec): 3 clusters Score: Raw -1644596.907367 + Penalty 1897.232866 = -1642699.674502 nChanged 943 SP:Iteration 9Q (5931.242421 sec): 3 clusters Score: Raw -1645027.957693 + Penalty 1897.232866 = -1643130.724828 nChanged 620 SP:Iteration 10Q (5931.309083 sec): 3 clusters Score: Raw -1645244.210496 + Penalty 1897.232866 = -1643346.977630 nChanged 450 SP:Iteration 11Q (5931.381521 sec): 3 clusters Score: Raw -1645370.254299 + Penalty 1897.232866 = -1643473.021434 nChanged 361 SP:Iteration 12Q (5931.460510 sec): 3 clusters Score: Raw -1645475.266927 + Penalty 1897.232866 = -1643578.034062 nChanged 323 SP:Iteration 13Q (5931.514264 sec): 3 clusters Score: Raw -1645578.690796 + Penalty 1897.232866 = -1643681.457930 nChanged 335 SP:Iteration 14Q (5931.577135 sec): 3 clusters Score: Raw -1645680.023962 + Penalty 1897.232866 = -1643782.791096 nChanged 316 SP:Iteration 15Q (5931.647018 sec): 3 clusters Score: Raw -1645783.985777 + Penalty 1897.232866 = -1643886.752911 nChanged 340 SP:Iteration 16Q (5931.719675 sec): 3 clusters Score: Raw -1645904.237386 + Penalty 1897.232866 = -1644007.004520 nChanged 345 SP:Iteration 17Q (5931.781681 sec): 3 clusters Score: Raw -1646015.673212 + Penalty 1897.232866 = -1644118.440346 nChanged 322 SP:Iteration 18Q (5931.846464 sec): 3 clusters Score: Raw -1646125.094833 + Penalty 1897.232866 = -1644227.861967 nChanged 325 SP:Iteration 19Q (5931.920137 sec): 3 clusters Score: Raw -1646238.900045 + Penalty 1897.232866 = -1644341.667180 nChanged 328 SP:Iteration 20F (5931.999460 sec): 3 clusters Score: Raw -1646362.529366 + Penalty 1897.232866 = -1644465.296501 nChanged 344 SP:Iteration 21Q (5932.065061 sec): 3 clusters Score: Raw -1646499.743983 + Penalty 1897.232866 = -1644602.511118 nChanged 331 SP:Iteration 22Q (5932.127729 sec): 3 clusters Score: Raw -1646618.084557 + Penalty 1897.232866 = -1644720.851691 nChanged 285 SP:Iteration 23Q (5932.192069 sec): 3 clusters Score: Raw -1646721.224654 + Penalty 1897.232866 = -1644823.991788 nChanged 275 SP:Iteration 24Q (5932.258132 sec): 3 clusters Score: Raw -1646816.130644 + Penalty 1897.232866 = -1644918.897779 nChanged 261 SP:Iteration 25Q (5932.330915 sec): 3 clusters Score: Raw -1646903.151066 + Penalty 1897.232866 = -1645005.918201 nChanged 240 SP:Iteration 26Q (5932.395084 sec): 3 clusters Score: Raw -1646979.349027 + Penalty 1897.232866 = -1645082.116161 nChanged 235 SP:Iteration 27Q (5932.455898 sec): 3 clusters Score: Raw -1647060.144284 + Penalty 1897.232866 = -1645162.911418 nChanged 238 SP:Iteration 28Q (5932.519651 sec): 3 clusters Score: Raw -1647143.324420 + Penalty 1897.232866 = -1645246.091554 nChanged 226 SP:Iteration 29Q (5932.583903 sec): 3 clusters Score: Raw -1647222.313164 + Penalty 1897.232866 = -1645325.080298 nChanged 190 SP:Iteration 30Q (5932.649866 sec): 3 clusters Score: Raw -1647283.751158 + Penalty 1897.232866 = -1645386.518293 nChanged 181 SP:Iteration 31Q (5932.703614 sec): 3 clusters Score: Raw -1647340.282538 + Penalty 1897.232866 = -1645443.049672 nChanged 176 SP:Iteration 32Q (5932.766141 sec): 3 clusters Score: Raw -1647390.614865 + Penalty 1897.232866 = -1645493.381999 nChanged 157 SP:Iteration 33Q (5932.834261 sec): 3 clusters Score: Raw -1647440.788485 + Penalty 1897.232866 = -1645543.555619 nChanged 167 SP:Iteration 34Q (5932.913355 sec): 3 clusters Score: Raw -1647495.575039 + Penalty 1897.232866 = -1645598.342174 nChanged 152 SP:Iteration 35Q (5932.970003 sec): 3 clusters Score: Raw -1647552.226082 + Penalty 1897.232866 = -1645654.993216 nChanged 171 SP:Iteration 36Q (5933.026382 sec): 3 clusters Score: Raw -1647619.261965 + Penalty 1897.232866 = -1645722.029099 nChanged 166 SP:Iteration 37Q (5933.098315 sec): 3 clusters Score: Raw -1647678.760118 + Penalty 1897.232866 = -1645781.527252 nChanged 155 SP:Iteration 38Q (5933.173291 sec): 3 clusters Score: Raw -1647731.649136 + Penalty 1897.232866 = -1645834.416271 nChanged 136 SP:Iteration 39Q (5933.232085 sec): 3 clusters Score: Raw -1647782.222644 + Penalty 1897.232866 = -1645884.989779 nChanged 114 SP:Iteration 40F (5933.302340 sec): 3 clusters Score: Raw -1647820.136249 + Penalty 1897.232866 = -1645922.903383 nChanged 104 SP:Iteration 41Q (5933.357718 sec): 3 clusters Score: Raw -1647858.779574 + Penalty 1897.232866 = -1645961.546708 nChanged 101 SP:Iteration 42Q (5933.429390 sec): 3 clusters Score: Raw -1647891.857633 + Penalty 1897.232866 = -1645994.624768 nChanged 80 SP:Iteration 43Q (5933.480826 sec): 3 clusters Score: Raw -1647919.121218 + Penalty 1897.232866 = -1646021.888352 nChanged 81 SP:Iteration 44Q (5933.551605 sec): 3 clusters Score: Raw -1647953.521955 + Penalty 1897.232866 = -1646056.289089 nChanged 85 SP:Iteration 45Q (5933.611076 sec): 3 clusters Score: Raw -1647991.574085 + Penalty 1897.232866 = -1646094.341219 nChanged 71 SP:Iteration 46Q (5933.673674 sec): 3 clusters Score: Raw -1648020.083901 + Penalty 1897.232866 = -1646122.851035 nChanged 53 SP:Iteration 47Q (5933.738445 sec): 3 clusters Score: Raw -1648038.702020 + Penalty 1897.232866 = -1646141.469154 nChanged 45 SP:Iteration 48Q (5933.799599 sec): 3 clusters Score: Raw -1648051.789766 + Penalty 1897.232866 = -1646154.556900 nChanged 35 SP:Iteration 49Q (5933.874793 sec): 3 clusters Score: Raw -1648065.945687 + Penalty 1897.232866 = -1646168.712821 nChanged 32 SP:Iteration 50Q (5933.947708 sec): 3 clusters Score: Raw -1648078.468153 + Penalty 1897.232866 = -1646181.235287 nChanged 27 SP:Iteration 51Q (5934.009179 sec): 3 clusters Score: Raw -1648088.315505 + Penalty 1897.232866 = -1646191.082640 nChanged 24 SP:Iteration 52Q (5934.078339 sec): 3 clusters Score: Raw -1648097.355942 + Penalty 1897.232866 = -1646200.123076 nChanged 19 SP:Iteration 53Q (5934.133665 sec): 3 clusters Score: Raw -1648103.472905 + Penalty 1897.232866 = -1646206.240039 nChanged 10 SP:Iteration 54Q (5934.204842 sec): 3 clusters Score: Raw -1648106.441621 + Penalty 1897.232866 = -1646209.208755 nChanged 9 SP:Iteration 55Q (5934.269203 sec): 3 clusters Score: Raw -1648109.605456 + Penalty 1897.232866 = -1646212.372590 nChanged 12 SP:Iteration 56Q (5934.334998 sec): 3 clusters Score: Raw -1648113.184487 + Penalty 1897.232866 = -1646215.951622 nChanged 11 SP:Iteration 57Q (5934.396628 sec): 3 clusters Score: Raw -1648115.711196 + Penalty 1897.232866 = -1646218.478330 nChanged 10 SP:Iteration 58Q (5934.445639 sec): 3 clusters Score: Raw -1648118.398523 + Penalty 1897.232866 = -1646221.165657 nChanged 6 SP:Iteration 59Q (5934.502657 sec): 3 clusters Score: Raw -1648120.856136 + Penalty 1897.232866 = -1646223.623270 nChanged 10 SP:Iteration 60F (5934.570149 sec): 3 clusters Score: Raw -1648124.529159 + Penalty 1897.232866 = -1646227.296293 nChanged 5 SP:Iteration 61Q (5934.625227 sec): 3 clusters Score: Raw -1648126.348517 + Penalty 1897.232866 = -1646229.115651 nChanged 9 SP:Iteration 62Q (5934.687885 sec): 3 clusters Score: Raw -1648130.208315 + Penalty 1897.232866 = -1646232.975449 nChanged 15 SP:Iteration 63Q (5934.743889 sec): 3 clusters Score: Raw -1648135.037241 + Penalty 1897.232866 = -1646237.804375 nChanged 12 SP:Iteration 64Q (5934.819898 sec): 3 clusters Score: Raw -1648141.475070 + Penalty 1897.232866 = -1646244.242204 nChanged 9 SP:Iteration 65Q (5934.873824 sec): 3 clusters Score: Raw -1648145.788262 + Penalty 1897.232866 = -1646248.555396 nChanged 8 SP:Iteration 66Q (5934.942081 sec): 3 clusters Score: Raw -1648148.152404 + Penalty 1897.232866 = -1646250.919539 nChanged 12 SP:Iteration 67Q (5934.965681 sec): 3 clusters Score: Raw -1648151.989657 + Penalty 1897.232866 = -1646254.756791 nChanged 9 SP:Iteration 68Q (5934.998084 sec): 3 clusters Score: Raw -1648154.667759 + Penalty 1897.232866 = -1646257.434893 nChanged 4 SP:Iteration 69Q (5935.070391 sec): 3 clusters Score: Raw -1648156.255030 + Penalty 1897.232866 = -1646259.022164 nChanged 4 SP:Iteration 70Q (5935.140525 sec): 3 clusters Score: Raw -1648157.569701 + Penalty 1897.232866 = -1646260.336835 nChanged 2 SP:Iteration 71Q (5935.198262 sec): 3 clusters Score: Raw -1648158.235750 + Penalty 1897.232866 = -1646261.002884 nChanged 2 SP:Iteration 72Q (5935.267078 sec): 3 clusters Score: Raw -1648159.470797 + Penalty 1897.232866 = -1646262.237931 nChanged 2 SP:Iteration 73Q (5935.328251 sec): 3 clusters Score: Raw -1648160.226930 + Penalty 1897.232866 = -1646262.994064 nChanged 4 SP:Iteration 74Q (5935.389998 sec): 3 clusters Score: Raw -1648161.565969 + Penalty 1897.232866 = -1646264.333103 nChanged 6 SP:Iteration 75Q (5935.432421 sec): 3 clusters Score: Raw -1648163.251416 + Penalty 1897.232866 = -1646266.018550 nChanged 4 SP:Iteration 76Q (5935.493168 sec): 3 clusters Score: Raw -1648164.239426 + Penalty 1897.232866 = -1646267.006560 nChanged 3 SP:Iteration 77Q (5935.554392 sec): 3 clusters Score: Raw -1648166.124001 + Penalty 1897.232866 = -1646268.891135 nChanged 6 SP:Iteration 78Q (5935.610186 sec): 3 clusters Score: Raw -1648168.857490 + Penalty 1897.232866 = -1646271.624624 nChanged 7 SP:Iteration 79Q (5935.684007 sec): 3 clusters Score: Raw -1648170.963787 + Penalty 1897.232866 = -1646273.730922 nChanged 7 SP:Iteration 80F (5935.754992 sec): 3 clusters Score: Raw -1648175.398321 + Penalty 1897.232866 = -1646278.165456 nChanged 8 SP:Iteration 81Q (5935.787091 sec): 3 clusters Score: Raw -1648178.500727 + Penalty 1897.232866 = -1646281.267862 nChanged 10 SP:Iteration 82Q (5935.849165 sec): 3 clusters Score: Raw -1648182.370683 + Penalty 1897.232866 = -1646285.137817 nChanged 3 SP:Iteration 83Q (5935.921989 sec): 3 clusters Score: Raw -1648183.223088 + Penalty 1897.232866 = -1646285.990222 nChanged 4 SP:Iteration 84Q (5935.978658 sec): 3 clusters Score: Raw -1648184.051509 + Penalty 1897.232866 = -1646286.818643 nChanged 0 SP:Iteration 85F (5936.049440 sec): 3 clusters Score: Raw -1648184.051509 + Penalty 1897.232866 = -1646286.818643 nChanged 0 Trying to split cluster 20 (38634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5936.107827 sec): 2 clusters Score: Raw -2927951.660705 + Penalty 1003.379360 = -2926948.281345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5936.200777 sec): 3 clusters Score: Raw -2903076.285474 + Penalty 2006.758719 = -2901069.526754 nChanged 18390 SP:Iteration 1F (5936.285008 sec): 3 clusters Score: Raw -2914235.523455 + Penalty 2006.758719 = -2912228.764736 nChanged 2267 SP:Iteration 2F (5936.351442 sec): 3 clusters Score: Raw -2915385.533078 + Penalty 2006.758719 = -2913378.774359 nChanged 2694 SP:Iteration 3F (5936.446878 sec): 3 clusters Score: Raw -2917180.992299 + Penalty 2006.758719 = -2915174.233579 nChanged 3236 SP:Iteration 4F (5936.528308 sec): 3 clusters Score: Raw -2919949.390572 + Penalty 2006.758719 = -2917942.631853 nChanged 3351 SP:Iteration 5F (5936.604490 sec): 3 clusters Score: Raw -2923323.070891 + Penalty 2006.758719 = -2921316.312171 nChanged 2519 SP:Iteration 6F (5936.689885 sec): 3 clusters Score: Raw -2925877.016626 + Penalty 2006.758719 = -2923870.257907 nChanged 1345 SP:Iteration 7Q (5936.790658 sec): 3 clusters Score: Raw -2927169.016909 + Penalty 2006.758719 = -2925162.258190 nChanged 615 SP:Iteration 8Q (5936.872407 sec): 3 clusters Score: Raw -2927712.975360 + Penalty 2006.758719 = -2925706.216641 nChanged 230 SP:Iteration 9Q (5936.938095 sec): 3 clusters Score: Raw -2927921.179690 + Penalty 2006.758719 = -2925914.420971 nChanged 88 SP:Iteration 10Q (5937.011752 sec): 3 clusters Score: Raw -2928004.367411 + Penalty 2006.758719 = -2925997.608692 nChanged 47 SP:Iteration 11Q (5937.094615 sec): 3 clusters Score: Raw -2928044.864533 + Penalty 2006.758719 = -2926038.105814 nChanged 28 SP:Iteration 12Q (5937.179443 sec): 3 clusters Score: Raw -2928066.746992 + Penalty 2006.758719 = -2926059.988272 nChanged 16 SP:Iteration 13Q (5937.260945 sec): 3 clusters Score: Raw -2928077.589517 + Penalty 2006.758719 = -2926070.830798 nChanged 9 SP:Iteration 14Q (5937.337800 sec): 3 clusters Score: Raw -2928083.625995 + Penalty 2006.758719 = -2926076.867276 nChanged 4 SP:Iteration 15Q (5937.387629 sec): 3 clusters Score: Raw -2928088.009269 + Penalty 2006.758719 = -2926081.250549 nChanged 2 SP:Iteration 16Q (5937.462160 sec): 3 clusters Score: Raw -2928088.921765 + Penalty 2006.758719 = -2926082.163045 nChanged 1 SP:Iteration 17Q (5937.545791 sec): 3 clusters Score: Raw -2928089.871459 + Penalty 2006.758719 = -2926083.112740 nChanged 0 SP:Iteration 18F (5937.636347 sec): 3 clusters Score: Raw -2928089.871459 + Penalty 2006.758719 = -2926083.112740 nChanged 0 Trying to split cluster 21 (2869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5937.659738 sec): 2 clusters Score: Raw -208537.776880 + Penalty 756.363288 = -207781.413592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5937.710232 sec): 3 clusters Score: Raw -207056.829724 + Penalty 1512.726575 = -205544.103149 nChanged 1139 SP:Iteration 1F (5937.755742 sec): 3 clusters Score: Raw -207702.904569 + Penalty 1512.726575 = -206190.177994 nChanged 212 SP:Iteration 2F (5937.796719 sec): 3 clusters Score: Raw -207813.986813 + Penalty 1512.726575 = -206301.260238 nChanged 150 SP:Iteration 3F (5937.827276 sec): 3 clusters Score: Raw -207879.400241 + Penalty 1512.726575 = -206366.673666 nChanged 102 SP:Iteration 4Q (5937.873037 sec): 3 clusters Score: Raw -207931.800284 + Penalty 1512.726575 = -206419.073709 nChanged 85 SP:Iteration 5Q (5937.915999 sec): 3 clusters Score: Raw -207973.180273 + Penalty 1512.726575 = -206460.453698 nChanged 79 SP:Iteration 6Q (5937.957158 sec): 3 clusters Score: Raw -208007.989894 + Penalty 1512.726575 = -206495.263319 nChanged 75 SP:Iteration 7Q (5937.999858 sec): 3 clusters Score: Raw -208039.698423 + Penalty 1512.726575 = -206526.971848 nChanged 59 SP:Iteration 8Q (5938.039676 sec): 3 clusters Score: Raw -208068.923292 + Penalty 1512.726575 = -206556.196717 nChanged 59 SP:Iteration 9Q (5938.081890 sec): 3 clusters Score: Raw -208092.396330 + Penalty 1512.726575 = -206579.669755 nChanged 54 SP:Iteration 10Q (5938.129080 sec): 3 clusters Score: Raw -208110.122520 + Penalty 1512.726575 = -206597.395945 nChanged 39 SP:Iteration 11Q (5938.168653 sec): 3 clusters Score: Raw -208127.053475 + Penalty 1512.726575 = -206614.326900 nChanged 46 SP:Iteration 12Q (5938.215167 sec): 3 clusters Score: Raw -208145.632367 + Penalty 1512.726575 = -206632.905792 nChanged 49 SP:Iteration 13Q (5938.264599 sec): 3 clusters Score: Raw -208163.474625 + Penalty 1512.726575 = -206650.748050 nChanged 38 SP:Iteration 14Q (5938.303133 sec): 3 clusters Score: Raw -208182.472817 + Penalty 1512.726575 = -206669.746242 nChanged 40 SP:Iteration 15Q (5938.347166 sec): 3 clusters Score: Raw -208200.344669 + Penalty 1512.726575 = -206687.618094 nChanged 30 SP:Iteration 16Q (5938.387256 sec): 3 clusters Score: Raw -208211.532247 + Penalty 1512.726575 = -206698.805671 nChanged 34 SP:Iteration 17Q (5938.430732 sec): 3 clusters Score: Raw -208224.962175 + Penalty 1512.726575 = -206712.235600 nChanged 40 SP:Iteration 18Q (5938.479499 sec): 3 clusters Score: Raw -208238.904343 + Penalty 1512.726575 = -206726.177768 nChanged 37 SP:Iteration 19Q (5938.528693 sec): 3 clusters Score: Raw -208252.673143 + Penalty 1512.726575 = -206739.946568 nChanged 30 SP:Iteration 20F (5938.567567 sec): 3 clusters Score: Raw -208266.651334 + Penalty 1512.726575 = -206753.924759 nChanged 32 SP:Iteration 21Q (5938.607076 sec): 3 clusters Score: Raw -208283.483124 + Penalty 1512.726575 = -206770.756549 nChanged 36 SP:Iteration 22Q (5938.649555 sec): 3 clusters Score: Raw -208302.034944 + Penalty 1512.726575 = -206789.308369 nChanged 38 SP:Iteration 23Q (5938.695273 sec): 3 clusters Score: Raw -208315.520020 + Penalty 1512.726575 = -206802.793445 nChanged 25 SP:Iteration 24Q (5938.730000 sec): 3 clusters Score: Raw -208325.384839 + Penalty 1512.726575 = -206812.658264 nChanged 29 SP:Iteration 25Q (5938.773112 sec): 3 clusters Score: Raw -208337.408348 + Penalty 1512.726575 = -206824.681773 nChanged 27 SP:Iteration 26Q (5938.807707 sec): 3 clusters Score: Raw -208347.081288 + Penalty 1512.726575 = -206834.354713 nChanged 24 SP:Iteration 27Q (5938.857275 sec): 3 clusters Score: Raw -208355.827322 + Penalty 1512.726575 = -206843.100747 nChanged 20 SP:Iteration 28Q (5938.892970 sec): 3 clusters Score: Raw -208364.393359 + Penalty 1512.726575 = -206851.666784 nChanged 23 SP:Iteration 29Q (5938.926325 sec): 3 clusters Score: Raw -208371.592377 + Penalty 1512.726575 = -206858.865802 nChanged 19 SP:Iteration 30Q (5938.968686 sec): 3 clusters Score: Raw -208376.959356 + Penalty 1512.726575 = -206864.232781 nChanged 17 SP:Iteration 31Q (5939.010050 sec): 3 clusters Score: Raw -208381.387839 + Penalty 1512.726575 = -206868.661264 nChanged 19 SP:Iteration 32Q (5939.045112 sec): 3 clusters Score: Raw -208386.843900 + Penalty 1512.726575 = -206874.117325 nChanged 14 SP:Iteration 33Q (5939.090763 sec): 3 clusters Score: Raw -208392.443639 + Penalty 1512.726575 = -206879.717064 nChanged 12 SP:Iteration 34Q (5939.128966 sec): 3 clusters Score: Raw -208396.548143 + Penalty 1512.726575 = -206883.821568 nChanged 13 SP:Iteration 35Q (5939.161677 sec): 3 clusters Score: Raw -208399.812247 + Penalty 1512.726575 = -206887.085672 nChanged 10 SP:Iteration 36Q (5939.201484 sec): 3 clusters Score: Raw -208402.077229 + Penalty 1512.726575 = -206889.350654 nChanged 6 SP:Iteration 37Q (5939.245943 sec): 3 clusters Score: Raw -208402.819461 + Penalty 1512.726575 = -206890.092886 nChanged 3 SP:Iteration 38Q (5939.289500 sec): 3 clusters Score: Raw -208403.237202 + Penalty 1512.726575 = -206890.510627 nChanged 3 SP:Iteration 39Q (5939.325694 sec): 3 clusters Score: Raw -208403.899355 + Penalty 1512.726575 = -206891.172780 nChanged 2 SP:Iteration 40F (5939.351480 sec): 3 clusters Score: Raw -208404.199296 + Penalty 1512.726575 = -206891.472721 nChanged 1 SP:Iteration 41Q (5939.403439 sec): 3 clusters Score: Raw -208404.281671 + Penalty 1512.726575 = -206891.555096 nChanged 0 SP:Iteration 42F (5939.440259 sec): 3 clusters Score: Raw -208404.281671 + Penalty 1512.726575 = -206891.555096 nChanged 0 Trying to split cluster 22 (32795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5939.495026 sec): 2 clusters Score: Raw -2486535.550441 + Penalty 987.812978 = -2485547.737463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5939.575516 sec): 3 clusters Score: Raw -2465621.014726 + Penalty 1975.625955 = -2463645.388771 nChanged 15455 SP:Iteration 1F (5939.651739 sec): 3 clusters Score: Raw -2474629.136279 + Penalty 1975.625955 = -2472653.510324 nChanged 1592 SP:Iteration 2Q (5939.729521 sec): 3 clusters Score: Raw -2475240.279918 + Penalty 1975.625955 = -2473264.653963 nChanged 1765 SP:Iteration 3F (5939.815642 sec): 3 clusters Score: Raw -2476028.925252 + Penalty 1975.625955 = -2474053.299297 nChanged 1884 SP:Iteration 4F (5939.892206 sec): 3 clusters Score: Raw -2477129.435219 + Penalty 1975.625955 = -2475153.809263 nChanged 2062 SP:Iteration 5F (5939.977661 sec): 3 clusters Score: Raw -2478667.227619 + Penalty 1975.625955 = -2476691.601663 nChanged 2160 SP:Iteration 6F (5940.063154 sec): 3 clusters Score: Raw -2480542.676734 + Penalty 1975.625955 = -2478567.050779 nChanged 1867 SP:Iteration 7F (5940.118061 sec): 3 clusters Score: Raw -2482244.794112 + Penalty 1975.625955 = -2480269.168157 nChanged 1455 SP:Iteration 8Q (5940.196879 sec): 3 clusters Score: Raw -2483388.569885 + Penalty 1975.625955 = -2481412.943930 nChanged 967 SP:Iteration 9Q (5940.289320 sec): 3 clusters Score: Raw -2484051.382086 + Penalty 1975.625955 = -2482075.756130 nChanged 759 SP:Iteration 10Q (5940.357949 sec): 3 clusters Score: Raw -2484521.087189 + Penalty 1975.625955 = -2482545.461234 nChanged 605 SP:Iteration 11Q (5940.433585 sec): 3 clusters Score: Raw -2484849.624370 + Penalty 1975.625955 = -2482873.998414 nChanged 510 SP:Iteration 12Q (5940.510540 sec): 3 clusters Score: Raw -2485114.186811 + Penalty 1975.625955 = -2483138.560856 nChanged 460 SP:Iteration 13Q (5940.585025 sec): 3 clusters Score: Raw -2485363.988350 + Penalty 1975.625955 = -2483388.362394 nChanged 418 SP:Iteration 14Q (5940.668407 sec): 3 clusters Score: Raw -2485578.363947 + Penalty 1975.625955 = -2483602.737991 nChanged 354 SP:Iteration 15Q (5940.745763 sec): 3 clusters Score: Raw -2485770.084248 + Penalty 1975.625955 = -2483794.458293 nChanged 311 SP:Iteration 16Q (5940.832678 sec): 3 clusters Score: Raw -2485947.999104 + Penalty 1975.625955 = -2483972.373149 nChanged 273 SP:Iteration 17Q (5940.917322 sec): 3 clusters Score: Raw -2486101.734779 + Penalty 1975.625955 = -2484126.108824 nChanged 238 SP:Iteration 18Q (5940.988343 sec): 3 clusters Score: Raw -2486233.813104 + Penalty 1975.625955 = -2484258.187149 nChanged 177 SP:Iteration 19Q (5941.055834 sec): 3 clusters Score: Raw -2486328.840457 + Penalty 1975.625955 = -2484353.214502 nChanged 135 SP:Iteration 20F (5941.131502 sec): 3 clusters Score: Raw -2486399.873019 + Penalty 1975.625955 = -2484424.247064 nChanged 115 SP:Iteration 21Q (5941.203887 sec): 3 clusters Score: Raw -2486461.933225 + Penalty 1975.625955 = -2484486.307270 nChanged 85 SP:Iteration 22Q (5941.280887 sec): 3 clusters Score: Raw -2486509.014890 + Penalty 1975.625955 = -2484533.388935 nChanged 61 SP:Iteration 23Q (5941.356319 sec): 3 clusters Score: Raw -2486546.187089 + Penalty 1975.625955 = -2484570.561134 nChanged 44 SP:Iteration 24Q (5941.423573 sec): 3 clusters Score: Raw -2486571.766654 + Penalty 1975.625955 = -2484596.140699 nChanged 35 SP:Iteration 25Q (5941.504918 sec): 3 clusters Score: Raw -2486592.793169 + Penalty 1975.625955 = -2484617.167214 nChanged 31 SP:Iteration 26Q (5941.575856 sec): 3 clusters Score: Raw -2486613.700351 + Penalty 1975.625955 = -2484638.074396 nChanged 22 SP:Iteration 27Q (5941.657259 sec): 3 clusters Score: Raw -2486626.681199 + Penalty 1975.625955 = -2484651.055244 nChanged 14 SP:Iteration 28Q (5941.724407 sec): 3 clusters Score: Raw -2486634.155198 + Penalty 1975.625955 = -2484658.529243 nChanged 9 SP:Iteration 29Q (5941.788651 sec): 3 clusters Score: Raw -2486639.912494 + Penalty 1975.625955 = -2484664.286539 nChanged 7 SP:Iteration 30Q (5941.871068 sec): 3 clusters Score: Raw -2486644.062624 + Penalty 1975.625955 = -2484668.436669 nChanged 3 SP:Iteration 31Q (5941.923215 sec): 3 clusters Score: Raw -2486646.284724 + Penalty 1975.625955 = -2484670.658768 nChanged 3 SP:Iteration 32Q (5941.996416 sec): 3 clusters Score: Raw -2486649.380926 + Penalty 1975.625955 = -2484673.754971 nChanged 6 SP:Iteration 33Q (5942.065699 sec): 3 clusters Score: Raw -2486652.619199 + Penalty 1975.625955 = -2484676.993244 nChanged 7 SP:Iteration 34Q (5942.143260 sec): 3 clusters Score: Raw -2486655.423482 + Penalty 1975.625955 = -2484679.797527 nChanged 3 SP:Iteration 35Q (5942.218173 sec): 3 clusters Score: Raw -2486656.610747 + Penalty 1975.625955 = -2484680.984791 nChanged 3 SP:Iteration 36Q (5942.302270 sec): 3 clusters Score: Raw -2486658.156230 + Penalty 1975.625955 = -2484682.530274 nChanged 2 SP:Iteration 37Q (5942.377672 sec): 3 clusters Score: Raw -2486659.295323 + Penalty 1975.625955 = -2484683.669368 nChanged 1 SP:Iteration 38Q (5942.447887 sec): 3 clusters Score: Raw -2486659.652520 + Penalty 1975.625955 = -2484684.026565 nChanged 0 SP:Iteration 39F (5942.528974 sec): 3 clusters Score: Raw -2486659.652520 + Penalty 1975.625955 = -2484684.026565 nChanged 0 Trying to split cluster 23 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5942.551877 sec): 2 clusters Score: Raw -97207.906521 + Penalty 689.549154 = -96518.357367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5942.585020 sec): 3 clusters Score: Raw -96545.044821 + Penalty 1379.098309 = -95165.946512 nChanged 529 SP:Iteration 1F (5942.625861 sec): 3 clusters Score: Raw -96914.132866 + Penalty 1379.098309 = -95535.034557 nChanged 120 SP:Iteration 2F (5942.663842 sec): 3 clusters Score: Raw -97009.448642 + Penalty 1379.098309 = -95630.350333 nChanged 84 SP:Iteration 3F (5942.707287 sec): 3 clusters Score: Raw -97066.706568 + Penalty 1379.098309 = -95687.608260 nChanged 59 SP:Iteration 4Q (5942.754215 sec): 3 clusters Score: Raw -97107.058301 + Penalty 1379.098309 = -95727.959992 nChanged 65 SP:Iteration 5Q (5942.791585 sec): 3 clusters Score: Raw -97145.155087 + Penalty 1379.098309 = -95766.056779 nChanged 40 SP:Iteration 6Q (5942.826191 sec): 3 clusters Score: Raw -97173.752202 + Penalty 1379.098309 = -95794.653894 nChanged 36 SP:Iteration 7Q (5942.875394 sec): 3 clusters Score: Raw -97190.896970 + Penalty 1379.098309 = -95811.798661 nChanged 22 SP:Iteration 8Q (5942.909406 sec): 3 clusters Score: Raw -97201.578378 + Penalty 1379.098309 = -95822.480069 nChanged 30 SP:Iteration 9Q (5942.950686 sec): 3 clusters Score: Raw -97219.576509 + Penalty 1379.098309 = -95840.478201 nChanged 31 SP:Iteration 10Q (5942.977895 sec): 3 clusters Score: Raw -97233.912230 + Penalty 1379.098309 = -95854.813921 nChanged 23 SP:Iteration 11Q (5943.018249 sec): 3 clusters Score: Raw -97246.934335 + Penalty 1379.098309 = -95867.836027 nChanged 15 SP:Iteration 12Q (5943.043985 sec): 3 clusters Score: Raw -97254.252546 + Penalty 1379.098309 = -95875.154237 nChanged 20 SP:Iteration 13Q (5943.049781 sec): 3 clusters Score: Raw -97264.655434 + Penalty 1379.098309 = -95885.557126 nChanged 14 SP:Iteration 14Q (5943.055320 sec): 3 clusters Score: Raw -97272.002758 + Penalty 1379.098309 = -95892.904449 nChanged 18 SP:Iteration 15Q (5943.060832 sec): 3 clusters Score: Raw -97283.939725 + Penalty 1379.098309 = -95904.841417 nChanged 15 SP:Iteration 16Q (5943.066304 sec): 3 clusters Score: Raw -97296.982414 + Penalty 1379.098309 = -95917.884105 nChanged 21 SP:Iteration 17Q (5943.071756 sec): 3 clusters Score: Raw -97313.492209 + Penalty 1379.098309 = -95934.393900 nChanged 23 SP:Iteration 18Q (5943.077248 sec): 3 clusters Score: Raw -97332.363783 + Penalty 1379.098309 = -95953.265475 nChanged 17 SP:Iteration 19Q (5943.082740 sec): 3 clusters Score: Raw -97343.004283 + Penalty 1379.098309 = -95963.905974 nChanged 10 SP:Iteration 20F (5943.088196 sec): 3 clusters Score: Raw -97346.568389 + Penalty 1379.098309 = -95967.470080 nChanged 10 SP:Iteration 21Q (5943.093687 sec): 3 clusters Score: Raw -97350.845139 + Penalty 1379.098309 = -95971.746831 nChanged 8 SP:Iteration 22Q (5943.134312 sec): 3 clusters Score: Raw -97354.803339 + Penalty 1379.098309 = -95975.705030 nChanged 10 SP:Iteration 23Q (5943.184827 sec): 3 clusters Score: Raw -97360.254604 + Penalty 1379.098309 = -95981.156296 nChanged 5 SP:Iteration 24Q (5943.211456 sec): 3 clusters Score: Raw -97361.930139 + Penalty 1379.098309 = -95982.831830 nChanged 5 SP:Iteration 25Q (5943.259183 sec): 3 clusters Score: Raw -97363.469152 + Penalty 1379.098309 = -95984.370843 nChanged 3 SP:Iteration 26Q (5943.292099 sec): 3 clusters Score: Raw -97364.369109 + Penalty 1379.098309 = -95985.270801 nChanged 1 SP:Iteration 27Q (5943.331620 sec): 3 clusters Score: Raw -97364.793694 + Penalty 1379.098309 = -95985.695385 nChanged 1 SP:Iteration 28Q (5943.363664 sec): 3 clusters Score: Raw -97365.136519 + Penalty 1379.098309 = -95986.038210 nChanged 0 SP:Iteration 29F (5943.398847 sec): 3 clusters Score: Raw -97365.136519 + Penalty 1379.098309 = -95986.038210 nChanged 0 Trying to split cluster 24 (3540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5943.422568 sec): 2 clusters Score: Raw -260135.965185 + Penalty 776.328791 = -259359.636394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5943.466320 sec): 3 clusters Score: Raw -258316.035095 + Penalty 1552.657581 = -256763.377513 nChanged 1417 SP:Iteration 1F (5943.510610 sec): 3 clusters Score: Raw -259174.232669 + Penalty 1552.657581 = -257621.575088 nChanged 288 SP:Iteration 2F (5943.545775 sec): 3 clusters Score: Raw -259360.134104 + Penalty 1552.657581 = -257807.476523 nChanged 206 SP:Iteration 3F (5943.575506 sec): 3 clusters Score: Raw -259487.656517 + Penalty 1552.657581 = -257934.998936 nChanged 192 SP:Iteration 4F (5943.628219 sec): 3 clusters Score: Raw -259619.758341 + Penalty 1552.657581 = -258067.100760 nChanged 171 SP:Iteration 5Q (5943.670708 sec): 3 clusters Score: Raw -259737.229030 + Penalty 1552.657581 = -258184.571449 nChanged 135 SP:Iteration 6Q (5943.704173 sec): 3 clusters Score: Raw -259818.034738 + Penalty 1552.657581 = -258265.377157 nChanged 113 SP:Iteration 7Q (5943.741806 sec): 3 clusters Score: Raw -259884.878595 + Penalty 1552.657581 = -258332.221014 nChanged 106 SP:Iteration 8Q (5943.782265 sec): 3 clusters Score: Raw -259944.236548 + Penalty 1552.657581 = -258391.578967 nChanged 106 SP:Iteration 9Q (5943.835533 sec): 3 clusters Score: Raw -260001.654647 + Penalty 1552.657581 = -258448.997066 nChanged 90 SP:Iteration 10Q (5943.874903 sec): 3 clusters Score: Raw -260062.446439 + Penalty 1552.657581 = -258509.788858 nChanged 77 SP:Iteration 11Q (5943.912188 sec): 3 clusters Score: Raw -260112.187247 + Penalty 1552.657581 = -258559.529665 nChanged 70 SP:Iteration 12Q (5943.955819 sec): 3 clusters Score: Raw -260150.470320 + Penalty 1552.657581 = -258597.812739 nChanged 52 SP:Iteration 13Q (5943.999855 sec): 3 clusters Score: Raw -260176.335614 + Penalty 1552.657581 = -258623.678033 nChanged 42 SP:Iteration 14Q (5944.037814 sec): 3 clusters Score: Raw -260196.538067 + Penalty 1552.657581 = -258643.880485 nChanged 47 SP:Iteration 15Q (5944.077489 sec): 3 clusters Score: Raw -260218.902042 + Penalty 1552.657581 = -258666.244461 nChanged 44 SP:Iteration 16Q (5944.120000 sec): 3 clusters Score: Raw -260238.934190 + Penalty 1552.657581 = -258686.276609 nChanged 42 SP:Iteration 17Q (5944.169812 sec): 3 clusters Score: Raw -260259.601799 + Penalty 1552.657581 = -258706.944218 nChanged 38 SP:Iteration 18Q (5944.212456 sec): 3 clusters Score: Raw -260276.497750 + Penalty 1552.657581 = -258723.840169 nChanged 22 SP:Iteration 19Q (5944.250947 sec): 3 clusters Score: Raw -260284.952064 + Penalty 1552.657581 = -258732.294483 nChanged 18 SP:Iteration 20F (5944.287897 sec): 3 clusters Score: Raw -260294.688101 + Penalty 1552.657581 = -258742.030519 nChanged 13 SP:Iteration 21Q (5944.336684 sec): 3 clusters Score: Raw -260300.474158 + Penalty 1552.657581 = -258747.816577 nChanged 6 SP:Iteration 22Q (5944.380669 sec): 3 clusters Score: Raw -260301.706378 + Penalty 1552.657581 = -258749.048797 nChanged 5 SP:Iteration 23Q (5944.430563 sec): 3 clusters Score: Raw -260302.822640 + Penalty 1552.657581 = -258750.165059 nChanged 8 SP:Iteration 24Q (5944.470367 sec): 3 clusters Score: Raw -260304.506211 + Penalty 1552.657581 = -258751.848630 nChanged 7 SP:Iteration 25Q (5944.514800 sec): 3 clusters Score: Raw -260306.098903 + Penalty 1552.657581 = -258753.441322 nChanged 9 SP:Iteration 26Q (5944.567707 sec): 3 clusters Score: Raw -260308.432256 + Penalty 1552.657581 = -258755.774675 nChanged 9 SP:Iteration 27Q (5944.601146 sec): 3 clusters Score: Raw -260310.236433 + Penalty 1552.657581 = -258757.578852 nChanged 3 SP:Iteration 28Q (5944.653015 sec): 3 clusters Score: Raw -260311.308055 + Penalty 1552.657581 = -258758.650474 nChanged 5 SP:Iteration 29Q (5944.697141 sec): 3 clusters Score: Raw -260312.585411 + Penalty 1552.657581 = -258759.927830 nChanged 3 SP:Iteration 30Q (5944.730243 sec): 3 clusters Score: Raw -260313.876027 + Penalty 1552.657581 = -258761.218446 nChanged 6 SP:Iteration 31Q (5944.777136 sec): 3 clusters Score: Raw -260317.422662 + Penalty 1552.657581 = -258764.765081 nChanged 9 SP:Iteration 32Q (5944.816643 sec): 3 clusters Score: Raw -260321.429673 + Penalty 1552.657581 = -258768.772092 nChanged 10 SP:Iteration 33Q (5944.862023 sec): 3 clusters Score: Raw -260324.929889 + Penalty 1552.657581 = -258772.272307 nChanged 8 SP:Iteration 34Q (5944.901772 sec): 3 clusters Score: Raw -260328.597138 + Penalty 1552.657581 = -258775.939556 nChanged 12 SP:Iteration 35Q (5944.943798 sec): 3 clusters Score: Raw -260332.436070 + Penalty 1552.657581 = -258779.778489 nChanged 16 SP:Iteration 36Q (5944.992349 sec): 3 clusters Score: Raw -260337.958995 + Penalty 1552.657581 = -258785.301414 nChanged 16 SP:Iteration 37Q (5945.036327 sec): 3 clusters Score: Raw -260344.730276 + Penalty 1552.657581 = -258792.072695 nChanged 16 SP:Iteration 38Q (5945.072103 sec): 3 clusters Score: Raw -260350.476659 + Penalty 1552.657581 = -258797.819077 nChanged 14 SP:Iteration 39Q (5945.116419 sec): 3 clusters Score: Raw -260355.263556 + Penalty 1552.657581 = -258802.605975 nChanged 16 SP:Iteration 40F (5945.164240 sec): 3 clusters Score: Raw -260361.555529 + Penalty 1552.657581 = -258808.897948 nChanged 12 SP:Iteration 41Q (5945.216159 sec): 3 clusters Score: Raw -260367.687779 + Penalty 1552.657581 = -258815.030198 nChanged 14 SP:Iteration 42Q (5945.254063 sec): 3 clusters Score: Raw -260375.819894 + Penalty 1552.657581 = -258823.162312 nChanged 14 SP:Iteration 43Q (5945.292731 sec): 3 clusters Score: Raw -260387.090925 + Penalty 1552.657581 = -258834.433344 nChanged 9 SP:Iteration 44Q (5945.348933 sec): 3 clusters Score: Raw -260394.314938 + Penalty 1552.657581 = -258841.657357 nChanged 13 SP:Iteration 45Q (5945.394690 sec): 3 clusters Score: Raw -260400.976000 + Penalty 1552.657581 = -258848.318419 nChanged 10 SP:Iteration 46Q (5945.439461 sec): 3 clusters Score: Raw -260405.245791 + Penalty 1552.657581 = -258852.588210 nChanged 2 SP:Iteration 47Q (5945.473446 sec): 3 clusters Score: Raw -260406.085303 + Penalty 1552.657581 = -258853.427722 nChanged 1 SP:Iteration 48Q (5945.519994 sec): 3 clusters Score: Raw -260406.275216 + Penalty 1552.657581 = -258853.617635 nChanged 1 SP:Iteration 49Q (5945.563015 sec): 3 clusters Score: Raw -260406.690464 + Penalty 1552.657581 = -258854.032882 nChanged 0 SP:Iteration 50F (5945.601986 sec): 3 clusters Score: Raw -260406.690464 + Penalty 1552.657581 = -258854.032882 nChanged 0 Iteration 659Q (5947.994794 sec): 25 clusters Score: Raw -25402820.889610 + Penalty 29149.392721 = -25373671.496890 nChanged 6 Iteration 660F (5952.166887 sec): 25 clusters Score: Raw -25402820.972632 + Penalty 29149.392721 = -25373671.579911 nChanged 0 Writing temp clu file Because OldScore, -25373671.496890, is greater than current (better) Score,-25373671.579911 Compute initial score before splitting: Score: Raw -25402820.972632 + Penalty 29149.392721 = -25373671.579911 Trying to split cluster 1 (2150 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5952.263732 sec): 2 clusters Score: Raw -172012.332923 + Penalty 728.956197 = -171283.376727 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5952.298488 sec): 3 clusters Score: Raw -171020.364897 + Penalty 1457.912393 = -169562.452504 nChanged 809 SP:Iteration 1F (5952.333043 sec): 3 clusters Score: Raw -171536.867319 + Penalty 1457.912393 = -170078.954926 nChanged 160 SP:Iteration 2F (5952.389592 sec): 3 clusters Score: Raw -171680.006862 + Penalty 1457.912393 = -170222.094469 nChanged 149 SP:Iteration 3F (5952.436770 sec): 3 clusters Score: Raw -171807.490889 + Penalty 1457.912393 = -170349.578496 nChanged 131 SP:Iteration 4F (5952.477985 sec): 3 clusters Score: Raw -171926.034431 + Penalty 1457.912393 = -170468.122038 nChanged 121 SP:Iteration 5F (5952.529659 sec): 3 clusters Score: Raw -172036.245245 + Penalty 1457.912393 = -170578.332852 nChanged 100 SP:Iteration 6Q (5952.588963 sec): 3 clusters Score: Raw -172112.067586 + Penalty 1457.912393 = -170654.155193 nChanged 86 SP:Iteration 7Q (5952.629223 sec): 3 clusters Score: Raw -172173.315869 + Penalty 1457.912393 = -170715.403476 nChanged 67 SP:Iteration 8Q (5952.673638 sec): 3 clusters Score: Raw -172216.823174 + Penalty 1457.912393 = -170758.910781 nChanged 58 SP:Iteration 9Q (5952.721973 sec): 3 clusters Score: Raw -172254.592498 + Penalty 1457.912393 = -170796.680105 nChanged 50 SP:Iteration 10Q (5952.770051 sec): 3 clusters Score: Raw -172280.132760 + Penalty 1457.912393 = -170822.220367 nChanged 38 SP:Iteration 11Q (5952.816460 sec): 3 clusters Score: Raw -172297.606536 + Penalty 1457.912393 = -170839.694143 nChanged 26 SP:Iteration 12Q (5952.858557 sec): 3 clusters Score: Raw -172308.618205 + Penalty 1457.912393 = -170850.705812 nChanged 22 SP:Iteration 13Q (5952.898776 sec): 3 clusters Score: Raw -172317.969647 + Penalty 1457.912393 = -170860.057254 nChanged 15 SP:Iteration 14Q (5952.941009 sec): 3 clusters Score: Raw -172322.847377 + Penalty 1457.912393 = -170864.934984 nChanged 13 SP:Iteration 15Q (5952.980688 sec): 3 clusters Score: Raw -172327.859143 + Penalty 1457.912393 = -170869.946750 nChanged 12 SP:Iteration 16Q (5953.033341 sec): 3 clusters Score: Raw -172334.828505 + Penalty 1457.912393 = -170876.916112 nChanged 10 SP:Iteration 17Q (5953.077019 sec): 3 clusters Score: Raw -172340.087679 + Penalty 1457.912393 = -170882.175286 nChanged 9 SP:Iteration 18Q (5953.116285 sec): 3 clusters Score: Raw -172343.782833 + Penalty 1457.912393 = -170885.870440 nChanged 6 SP:Iteration 19Q (5953.159683 sec): 3 clusters Score: Raw -172348.054745 + Penalty 1457.912393 = -170890.142352 nChanged 12 SP:Iteration 20F (5953.205182 sec): 3 clusters Score: Raw -172353.333093 + Penalty 1457.912393 = -170895.420700 nChanged 11 SP:Iteration 21Q (5953.261320 sec): 3 clusters Score: Raw -172357.420366 + Penalty 1457.912393 = -170899.507973 nChanged 14 SP:Iteration 22Q (5953.311119 sec): 3 clusters Score: Raw -172365.304985 + Penalty 1457.912393 = -170907.392592 nChanged 12 SP:Iteration 23Q (5953.357304 sec): 3 clusters Score: Raw -172370.818003 + Penalty 1457.912393 = -170912.905610 nChanged 10 SP:Iteration 24Q (5953.404782 sec): 3 clusters Score: Raw -172376.595056 + Penalty 1457.912393 = -170918.682663 nChanged 12 SP:Iteration 25Q (5953.439118 sec): 3 clusters Score: Raw -172382.914148 + Penalty 1457.912393 = -170925.001755 nChanged 6 SP:Iteration 26Q (5953.482138 sec): 3 clusters Score: Raw -172384.740306 + Penalty 1457.912393 = -170926.827913 nChanged 6 SP:Iteration 27Q (5953.517958 sec): 3 clusters Score: Raw -172387.587485 + Penalty 1457.912393 = -170929.675092 nChanged 4 SP:Iteration 28Q (5953.571086 sec): 3 clusters Score: Raw -172389.304219 + Penalty 1457.912393 = -170931.391826 nChanged 4 SP:Iteration 29Q (5953.606598 sec): 3 clusters Score: Raw -172390.192218 + Penalty 1457.912393 = -170932.279825 nChanged 3 SP:Iteration 30Q (5953.653198 sec): 3 clusters Score: Raw -172390.722974 + Penalty 1457.912393 = -170932.810581 nChanged 3 SP:Iteration 31Q (5953.698485 sec): 3 clusters Score: Raw -172391.567931 + Penalty 1457.912393 = -170933.655538 nChanged 3 SP:Iteration 32Q (5953.736844 sec): 3 clusters Score: Raw -172392.524891 + Penalty 1457.912393 = -170934.612498 nChanged 3 SP:Iteration 33Q (5953.791822 sec): 3 clusters Score: Raw -172393.469512 + Penalty 1457.912393 = -170935.557119 nChanged 2 SP:Iteration 34Q (5953.824778 sec): 3 clusters Score: Raw -172394.134732 + Penalty 1457.912393 = -170936.222339 nChanged 0 SP:Iteration 35F (5953.858450 sec): 3 clusters Score: Raw -172394.134732 + Penalty 1457.912393 = -170936.222339 nChanged 0 Trying to split cluster 2 (27825 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5953.913987 sec): 2 clusters Score: Raw -2042874.193124 + Penalty 972.200567 = -2041901.992558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5953.987194 sec): 3 clusters Score: Raw -2025313.599040 + Penalty 1944.401133 = -2023369.197907 nChanged 12973 SP:Iteration 1F (5954.057454 sec): 3 clusters Score: Raw -2032766.772136 + Penalty 1944.401133 = -2030822.371003 nChanged 1392 SP:Iteration 2F (5954.140229 sec): 3 clusters Score: Raw -2033371.875503 + Penalty 1944.401133 = -2031427.474370 nChanged 1673 SP:Iteration 3F (5954.213096 sec): 3 clusters Score: Raw -2034293.548855 + Penalty 1944.401133 = -2032349.147721 nChanged 2000 SP:Iteration 4F (5954.285431 sec): 3 clusters Score: Raw -2035673.375354 + Penalty 1944.401133 = -2033728.974220 nChanged 2263 SP:Iteration 5F (5954.375638 sec): 3 clusters Score: Raw -2037648.066593 + Penalty 1944.401133 = -2035703.665459 nChanged 2118 SP:Iteration 6F (5954.437663 sec): 3 clusters Score: Raw -2039688.713311 + Penalty 1944.401133 = -2037744.312177 nChanged 1532 SP:Iteration 7F (5954.519915 sec): 3 clusters Score: Raw -2041220.088603 + Penalty 1944.401133 = -2039275.687470 nChanged 927 SP:Iteration 8Q (5954.586646 sec): 3 clusters Score: Raw -2042117.836847 + Penalty 1944.401133 = -2040173.435714 nChanged 503 SP:Iteration 9Q (5954.659711 sec): 3 clusters Score: Raw -2042548.248207 + Penalty 1944.401133 = -2040603.847074 nChanged 275 SP:Iteration 10Q (5954.743166 sec): 3 clusters Score: Raw -2042732.837950 + Penalty 1944.401133 = -2040788.436817 nChanged 179 SP:Iteration 11Q (5954.812473 sec): 3 clusters Score: Raw -2042841.699351 + Penalty 1944.401133 = -2040897.298218 nChanged 123 SP:Iteration 12Q (5954.872551 sec): 3 clusters Score: Raw -2042922.001607 + Penalty 1944.401133 = -2040977.600474 nChanged 104 SP:Iteration 13Q (5954.939093 sec): 3 clusters Score: Raw -2042975.147083 + Penalty 1944.401133 = -2041030.745950 nChanged 70 SP:Iteration 14Q (5954.997033 sec): 3 clusters Score: Raw -2043009.404391 + Penalty 1944.401133 = -2041065.003258 nChanged 58 SP:Iteration 15Q (5955.083051 sec): 3 clusters Score: Raw -2043032.117216 + Penalty 1944.401133 = -2041087.716082 nChanged 41 SP:Iteration 16Q (5955.159344 sec): 3 clusters Score: Raw -2043046.786449 + Penalty 1944.401133 = -2041102.385316 nChanged 36 SP:Iteration 17Q (5955.220498 sec): 3 clusters Score: Raw -2043060.276641 + Penalty 1944.401133 = -2041115.875507 nChanged 31 SP:Iteration 18Q (5955.294580 sec): 3 clusters Score: Raw -2043069.347226 + Penalty 1944.401133 = -2041124.946092 nChanged 24 SP:Iteration 19Q (5955.369283 sec): 3 clusters Score: Raw -2043077.370299 + Penalty 1944.401133 = -2041132.969166 nChanged 21 SP:Iteration 20F (5955.437838 sec): 3 clusters Score: Raw -2043083.379705 + Penalty 1944.401133 = -2041138.978571 nChanged 15 SP:Iteration 21Q (5955.513614 sec): 3 clusters Score: Raw -2043086.722726 + Penalty 1944.401133 = -2041142.321593 nChanged 9 SP:Iteration 22Q (5955.586721 sec): 3 clusters Score: Raw -2043088.860156 + Penalty 1944.401133 = -2041144.459023 nChanged 9 SP:Iteration 23Q (5955.653021 sec): 3 clusters Score: Raw -2043091.481140 + Penalty 1944.401133 = -2041147.080007 nChanged 12 SP:Iteration 24Q (5955.705227 sec): 3 clusters Score: Raw -2043095.044188 + Penalty 1944.401133 = -2041150.643055 nChanged 13 SP:Iteration 25Q (5955.782420 sec): 3 clusters Score: Raw -2043099.427574 + Penalty 1944.401133 = -2041155.026441 nChanged 16 SP:Iteration 26Q (5955.845146 sec): 3 clusters Score: Raw -2043104.415616 + Penalty 1944.401133 = -2041160.014483 nChanged 15 SP:Iteration 27Q (5955.922979 sec): 3 clusters Score: Raw -2043108.984841 + Penalty 1944.401133 = -2041164.583707 nChanged 10 SP:Iteration 28Q (5955.990795 sec): 3 clusters Score: Raw -2043112.057768 + Penalty 1944.401133 = -2041167.656634 nChanged 11 SP:Iteration 29Q (5956.058753 sec): 3 clusters Score: Raw -2043116.386562 + Penalty 1944.401133 = -2041171.985428 nChanged 17 SP:Iteration 30Q (5956.113102 sec): 3 clusters Score: Raw -2043122.846023 + Penalty 1944.401133 = -2041178.444890 nChanged 22 SP:Iteration 31Q (5956.181363 sec): 3 clusters Score: Raw -2043134.741194 + Penalty 1944.401133 = -2041190.340060 nChanged 25 SP:Iteration 32Q (5956.252913 sec): 3 clusters Score: Raw -2043146.512440 + Penalty 1944.401133 = -2041202.111307 nChanged 22 SP:Iteration 33Q (5956.315975 sec): 3 clusters Score: Raw -2043155.728892 + Penalty 1944.401133 = -2041211.327759 nChanged 25 SP:Iteration 34Q (5956.398507 sec): 3 clusters Score: Raw -2043169.948336 + Penalty 1944.401133 = -2041225.547203 nChanged 18 SP:Iteration 35Q (5956.456413 sec): 3 clusters Score: Raw -2043175.943055 + Penalty 1944.401133 = -2041231.541921 nChanged 12 SP:Iteration 36Q (5956.517003 sec): 3 clusters Score: Raw -2043179.124462 + Penalty 1944.401133 = -2041234.723329 nChanged 6 SP:Iteration 37Q (5956.589318 sec): 3 clusters Score: Raw -2043181.193373 + Penalty 1944.401133 = -2041236.792239 nChanged 5 SP:Iteration 38Q (5956.652349 sec): 3 clusters Score: Raw -2043182.838802 + Penalty 1944.401133 = -2041238.437669 nChanged 5 SP:Iteration 39Q (5956.733504 sec): 3 clusters Score: Raw -2043184.466719 + Penalty 1944.401133 = -2041240.065585 nChanged 1 SP:Iteration 40F (5956.812641 sec): 3 clusters Score: Raw -2043184.811935 + Penalty 1944.401133 = -2041240.410801 nChanged 4 SP:Iteration 41Q (5956.882234 sec): 3 clusters Score: Raw -2043186.264883 + Penalty 1944.401133 = -2041241.863749 nChanged 1 SP:Iteration 42Q (5956.950879 sec): 3 clusters Score: Raw -2043186.424537 + Penalty 1944.401133 = -2041242.023403 nChanged 1 SP:Iteration 43Q (5957.004556 sec): 3 clusters Score: Raw -2043186.568606 + Penalty 1944.401133 = -2041242.167472 nChanged 0 SP:Iteration 44F (5957.087307 sec): 3 clusters Score: Raw -2043186.568606 + Penalty 1944.401133 = -2041242.167472 nChanged 0 Trying to split cluster 3 (4208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5957.111017 sec): 2 clusters Score: Raw -311084.397357 + Penalty 792.750562 = -310291.646795 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5957.147393 sec): 3 clusters Score: Raw -308780.577477 + Penalty 1585.501123 = -307195.076354 nChanged 1774 SP:Iteration 1F (5957.189548 sec): 3 clusters Score: Raw -309710.376677 + Penalty 1585.501123 = -308124.875554 nChanged 284 SP:Iteration 2F (5957.236448 sec): 3 clusters Score: Raw -309873.757359 + Penalty 1585.501123 = -308288.256236 nChanged 252 SP:Iteration 3F (5957.284416 sec): 3 clusters Score: Raw -310004.955452 + Penalty 1585.501123 = -308419.454328 nChanged 204 SP:Iteration 4Q (5957.328890 sec): 3 clusters Score: Raw -310128.291287 + Penalty 1585.501123 = -308542.790164 nChanged 210 SP:Iteration 5Q (5957.344083 sec): 3 clusters Score: Raw -310268.420745 + Penalty 1585.501123 = -308682.919621 nChanged 200 SP:Iteration 6Q (5957.359241 sec): 3 clusters Score: Raw -310401.344232 + Penalty 1585.501123 = -308815.843108 nChanged 191 SP:Iteration 7Q (5957.413025 sec): 3 clusters Score: Raw -310526.768044 + Penalty 1585.501123 = -308941.266921 nChanged 174 SP:Iteration 8Q (5957.446891 sec): 3 clusters Score: Raw -310635.086189 + Penalty 1585.501123 = -309049.585065 nChanged 176 SP:Iteration 9Q (5957.489872 sec): 3 clusters Score: Raw -310740.008412 + Penalty 1585.501123 = -309154.507289 nChanged 149 SP:Iteration 10Q (5957.541715 sec): 3 clusters Score: Raw -310830.793702 + Penalty 1585.501123 = -309245.292579 nChanged 134 SP:Iteration 11Q (5957.588756 sec): 3 clusters Score: Raw -310900.422518 + Penalty 1585.501123 = -309314.921395 nChanged 117 SP:Iteration 12Q (5957.640554 sec): 3 clusters Score: Raw -310960.539311 + Penalty 1585.501123 = -309375.038188 nChanged 101 SP:Iteration 13Q (5957.670956 sec): 3 clusters Score: Raw -311000.947243 + Penalty 1585.501123 = -309415.446120 nChanged 76 SP:Iteration 14Q (5957.715845 sec): 3 clusters Score: Raw -311029.290932 + Penalty 1585.501123 = -309443.789808 nChanged 70 SP:Iteration 15Q (5957.764963 sec): 3 clusters Score: Raw -311053.842028 + Penalty 1585.501123 = -309468.340905 nChanged 62 SP:Iteration 16Q (5957.795763 sec): 3 clusters Score: Raw -311074.537922 + Penalty 1585.501123 = -309489.036799 nChanged 56 SP:Iteration 17Q (5957.841994 sec): 3 clusters Score: Raw -311094.973783 + Penalty 1585.501123 = -309509.472659 nChanged 52 SP:Iteration 18Q (5957.882285 sec): 3 clusters Score: Raw -311112.749614 + Penalty 1585.501123 = -309527.248490 nChanged 56 SP:Iteration 19Q (5957.933442 sec): 3 clusters Score: Raw -311134.419847 + Penalty 1585.501123 = -309548.918723 nChanged 61 SP:Iteration 20F (5957.988380 sec): 3 clusters Score: Raw -311156.395675 + Penalty 1585.501123 = -309570.894552 nChanged 60 SP:Iteration 21Q (5958.023553 sec): 3 clusters Score: Raw -311181.670111 + Penalty 1585.501123 = -309596.168988 nChanged 68 SP:Iteration 22Q (5958.064460 sec): 3 clusters Score: Raw -311209.742209 + Penalty 1585.501123 = -309624.241086 nChanged 60 SP:Iteration 23Q (5958.109907 sec): 3 clusters Score: Raw -311234.129135 + Penalty 1585.501123 = -309648.628012 nChanged 52 SP:Iteration 24Q (5958.155311 sec): 3 clusters Score: Raw -311251.493016 + Penalty 1585.501123 = -309665.991893 nChanged 55 SP:Iteration 25Q (5958.194360 sec): 3 clusters Score: Raw -311271.547519 + Penalty 1585.501123 = -309686.046396 nChanged 56 SP:Iteration 26Q (5958.240433 sec): 3 clusters Score: Raw -311299.545492 + Penalty 1585.501123 = -309714.044369 nChanged 53 SP:Iteration 27Q (5958.286670 sec): 3 clusters Score: Raw -311324.782097 + Penalty 1585.501123 = -309739.280973 nChanged 36 SP:Iteration 28Q (5958.325572 sec): 3 clusters Score: Raw -311340.521171 + Penalty 1585.501123 = -309755.020047 nChanged 40 SP:Iteration 29Q (5958.373184 sec): 3 clusters Score: Raw -311363.713127 + Penalty 1585.501123 = -309778.212003 nChanged 39 SP:Iteration 30Q (5958.411249 sec): 3 clusters Score: Raw -311380.752443 + Penalty 1585.501123 = -309795.251320 nChanged 32 SP:Iteration 31Q (5958.455653 sec): 3 clusters Score: Raw -311389.799647 + Penalty 1585.501123 = -309804.298524 nChanged 24 SP:Iteration 32Q (5958.502892 sec): 3 clusters Score: Raw -311396.257949 + Penalty 1585.501123 = -309810.756826 nChanged 19 SP:Iteration 33Q (5958.560458 sec): 3 clusters Score: Raw -311404.237992 + Penalty 1585.501123 = -309818.736868 nChanged 27 SP:Iteration 34Q (5958.586578 sec): 3 clusters Score: Raw -311413.731442 + Penalty 1585.501123 = -309828.230319 nChanged 21 SP:Iteration 35Q (5958.628025 sec): 3 clusters Score: Raw -311420.024409 + Penalty 1585.501123 = -309834.523286 nChanged 16 SP:Iteration 36Q (5958.672138 sec): 3 clusters Score: Raw -311425.530327 + Penalty 1585.501123 = -309840.029204 nChanged 19 SP:Iteration 37Q (5958.727595 sec): 3 clusters Score: Raw -311431.264807 + Penalty 1585.501123 = -309845.763683 nChanged 17 SP:Iteration 38Q (5958.765505 sec): 3 clusters Score: Raw -311435.105556 + Penalty 1585.501123 = -309849.604433 nChanged 12 SP:Iteration 39Q (5958.811932 sec): 3 clusters Score: Raw -311438.471268 + Penalty 1585.501123 = -309852.970145 nChanged 8 SP:Iteration 40F (5958.853372 sec): 3 clusters Score: Raw -311440.888184 + Penalty 1585.501123 = -309855.387060 nChanged 9 SP:Iteration 41Q (5958.907593 sec): 3 clusters Score: Raw -311442.211168 + Penalty 1585.501123 = -309856.710045 nChanged 3 SP:Iteration 42Q (5958.947815 sec): 3 clusters Score: Raw -311442.613996 + Penalty 1585.501123 = -309857.112873 nChanged 4 SP:Iteration 43Q (5958.989868 sec): 3 clusters Score: Raw -311443.467271 + Penalty 1585.501123 = -309857.966148 nChanged 4 SP:Iteration 44Q (5959.032567 sec): 3 clusters Score: Raw -311444.281857 + Penalty 1585.501123 = -309858.780734 nChanged 7 SP:Iteration 45Q (5959.072163 sec): 3 clusters Score: Raw -311445.858033 + Penalty 1585.501123 = -309860.356910 nChanged 4 SP:Iteration 46Q (5959.124669 sec): 3 clusters Score: Raw -311446.555996 + Penalty 1585.501123 = -309861.054873 nChanged 4 SP:Iteration 47Q (5959.175415 sec): 3 clusters Score: Raw -311447.122720 + Penalty 1585.501123 = -309861.621597 nChanged 1 SP:Iteration 48Q (5959.213377 sec): 3 clusters Score: Raw -311447.212228 + Penalty 1585.501123 = -309861.711105 nChanged 1 SP:Iteration 49Q (5959.251768 sec): 3 clusters Score: Raw -311447.633069 + Penalty 1585.501123 = -309862.131945 nChanged 2 SP:Iteration 50Q (5959.304911 sec): 3 clusters Score: Raw -311448.376470 + Penalty 1585.501123 = -309862.875347 nChanged 8 SP:Iteration 51Q (5959.338932 sec): 3 clusters Score: Raw -311450.502438 + Penalty 1585.501123 = -309865.001314 nChanged 3 SP:Iteration 52Q (5959.386456 sec): 3 clusters Score: Raw -311451.190200 + Penalty 1585.501123 = -309865.689076 nChanged 2 SP:Iteration 53Q (5959.429036 sec): 3 clusters Score: Raw -311451.522831 + Penalty 1585.501123 = -309866.021708 nChanged 2 SP:Iteration 54Q (5959.481378 sec): 3 clusters Score: Raw -311451.849658 + Penalty 1585.501123 = -309866.348535 nChanged 0 SP:Iteration 55F (5959.528262 sec): 3 clusters Score: Raw -311451.849658 + Penalty 1585.501123 = -309866.348535 nChanged 0 Trying to split cluster 4 (3501 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5959.554794 sec): 2 clusters Score: Raw -256257.724369 + Penalty 775.276372 = -255482.447996 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5959.605741 sec): 3 clusters Score: Raw -254443.323276 + Penalty 1550.552745 = -252892.770531 nChanged 1432 SP:Iteration 1F (5959.654701 sec): 3 clusters Score: Raw -255319.301081 + Penalty 1550.552745 = -253768.748336 nChanged 228 SP:Iteration 2F (5959.706098 sec): 3 clusters Score: Raw -255453.542961 + Penalty 1550.552745 = -253902.990216 nChanged 184 SP:Iteration 3F (5959.750940 sec): 3 clusters Score: Raw -255566.340981 + Penalty 1550.552745 = -254015.788236 nChanged 160 SP:Iteration 4Q (5959.797548 sec): 3 clusters Score: Raw -255679.919392 + Penalty 1550.552745 = -254129.366647 nChanged 172 SP:Iteration 5Q (5959.847240 sec): 3 clusters Score: Raw -255815.310827 + Penalty 1550.552745 = -254264.758082 nChanged 173 SP:Iteration 6Q (5959.894605 sec): 3 clusters Score: Raw -255933.647132 + Penalty 1550.552745 = -254383.094387 nChanged 142 SP:Iteration 7Q (5959.939457 sec): 3 clusters Score: Raw -256020.143345 + Penalty 1550.552745 = -254469.590600 nChanged 115 SP:Iteration 8Q (5959.989431 sec): 3 clusters Score: Raw -256089.617282 + Penalty 1550.552745 = -254539.064537 nChanged 107 SP:Iteration 9Q (5960.036034 sec): 3 clusters Score: Raw -256151.118312 + Penalty 1550.552745 = -254600.565567 nChanged 80 SP:Iteration 10Q (5960.089668 sec): 3 clusters Score: Raw -256185.454003 + Penalty 1550.552745 = -254634.901258 nChanged 64 SP:Iteration 11Q (5960.142190 sec): 3 clusters Score: Raw -256218.713845 + Penalty 1550.552745 = -254668.161100 nChanged 61 SP:Iteration 12Q (5960.193881 sec): 3 clusters Score: Raw -256247.648625 + Penalty 1550.552745 = -254697.095880 nChanged 58 SP:Iteration 13Q (5960.248077 sec): 3 clusters Score: Raw -256272.940066 + Penalty 1550.552745 = -254722.387321 nChanged 44 SP:Iteration 14Q (5960.301289 sec): 3 clusters Score: Raw -256292.531049 + Penalty 1550.552745 = -254741.978304 nChanged 41 SP:Iteration 15Q (5960.342455 sec): 3 clusters Score: Raw -256309.786430 + Penalty 1550.552745 = -254759.233685 nChanged 29 SP:Iteration 16Q (5960.384360 sec): 3 clusters Score: Raw -256319.429737 + Penalty 1550.552745 = -254768.876992 nChanged 30 SP:Iteration 17Q (5960.433766 sec): 3 clusters Score: Raw -256329.245839 + Penalty 1550.552745 = -254778.693094 nChanged 28 SP:Iteration 18Q (5960.482995 sec): 3 clusters Score: Raw -256340.387814 + Penalty 1550.552745 = -254789.835069 nChanged 36 SP:Iteration 19Q (5960.528473 sec): 3 clusters Score: Raw -256359.016587 + Penalty 1550.552745 = -254808.463842 nChanged 35 SP:Iteration 20F (5960.580691 sec): 3 clusters Score: Raw -256377.782024 + Penalty 1550.552745 = -254827.229279 nChanged 33 SP:Iteration 21Q (5960.619076 sec): 3 clusters Score: Raw -256395.136105 + Penalty 1550.552745 = -254844.583360 nChanged 29 SP:Iteration 22Q (5960.669919 sec): 3 clusters Score: Raw -256412.979580 + Penalty 1550.552745 = -254862.426835 nChanged 33 SP:Iteration 23Q (5960.722180 sec): 3 clusters Score: Raw -256432.435811 + Penalty 1550.552745 = -254881.883066 nChanged 25 SP:Iteration 24Q (5960.772202 sec): 3 clusters Score: Raw -256440.419750 + Penalty 1550.552745 = -254889.867005 nChanged 17 SP:Iteration 25Q (5960.813240 sec): 3 clusters Score: Raw -256444.638426 + Penalty 1550.552745 = -254894.085681 nChanged 10 SP:Iteration 26Q (5960.855025 sec): 3 clusters Score: Raw -256448.080148 + Penalty 1550.552745 = -254897.527403 nChanged 13 SP:Iteration 27Q (5960.918880 sec): 3 clusters Score: Raw -256452.631994 + Penalty 1550.552745 = -254902.079249 nChanged 11 SP:Iteration 28Q (5960.951893 sec): 3 clusters Score: Raw -256456.367687 + Penalty 1550.552745 = -254905.814942 nChanged 7 SP:Iteration 29Q (5961.001991 sec): 3 clusters Score: Raw -256459.005511 + Penalty 1550.552745 = -254908.452766 nChanged 4 SP:Iteration 30Q (5961.049943 sec): 3 clusters Score: Raw -256460.132561 + Penalty 1550.552745 = -254909.579816 nChanged 3 SP:Iteration 31Q (5961.100974 sec): 3 clusters Score: Raw -256460.721711 + Penalty 1550.552745 = -254910.168966 nChanged 3 SP:Iteration 32Q (5961.152382 sec): 3 clusters Score: Raw -256461.319641 + Penalty 1550.552745 = -254910.766896 nChanged 2 SP:Iteration 33Q (5961.204018 sec): 3 clusters Score: Raw -256461.605938 + Penalty 1550.552745 = -254911.053193 nChanged 1 SP:Iteration 34Q (5961.262165 sec): 3 clusters Score: Raw -256461.744421 + Penalty 1550.552745 = -254911.191676 nChanged 1 SP:Iteration 35Q (5961.315903 sec): 3 clusters Score: Raw -256461.900245 + Penalty 1550.552745 = -254911.347500 nChanged 1 SP:Iteration 36Q (5961.356767 sec): 3 clusters Score: Raw -256462.045916 + Penalty 1550.552745 = -254911.493171 nChanged 2 SP:Iteration 37Q (5961.394577 sec): 3 clusters Score: Raw -256462.365284 + Penalty 1550.552745 = -254911.812539 nChanged 2 SP:Iteration 38Q (5961.421467 sec): 3 clusters Score: Raw -256462.843524 + Penalty 1550.552745 = -254912.290779 nChanged 2 SP:Iteration 39Q (5961.462316 sec): 3 clusters Score: Raw -256463.437150 + Penalty 1550.552745 = -254912.884405 nChanged 3 SP:Iteration 40F (5961.507128 sec): 3 clusters Score: Raw -256464.767656 + Penalty 1550.552745 = -254914.214911 nChanged 5 SP:Iteration 41Q (5961.554324 sec): 3 clusters Score: Raw -256466.886614 + Penalty 1550.552745 = -254916.333869 nChanged 6 SP:Iteration 42Q (5961.599788 sec): 3 clusters Score: Raw -256468.012116 + Penalty 1550.552745 = -254917.459371 nChanged 4 SP:Iteration 43Q (5961.640032 sec): 3 clusters Score: Raw -256469.094096 + Penalty 1550.552745 = -254918.541351 nChanged 4 SP:Iteration 44Q (5961.688625 sec): 3 clusters Score: Raw -256470.220788 + Penalty 1550.552745 = -254919.668043 nChanged 4 SP:Iteration 45Q (5961.725809 sec): 3 clusters Score: Raw -256471.273962 + Penalty 1550.552745 = -254920.721217 nChanged 3 SP:Iteration 46Q (5961.769314 sec): 3 clusters Score: Raw -256471.782591 + Penalty 1550.552745 = -254921.229846 nChanged 1 SP:Iteration 47Q (5961.810902 sec): 3 clusters Score: Raw -256471.925883 + Penalty 1550.552745 = -254921.373138 nChanged 1 SP:Iteration 48Q (5961.848837 sec): 3 clusters Score: Raw -256472.111936 + Penalty 1550.552745 = -254921.559191 nChanged 1 SP:Iteration 49Q (5961.893215 sec): 3 clusters Score: Raw -256472.269185 + Penalty 1550.552745 = -254921.716440 nChanged 2 SP:Iteration 50Q (5961.940702 sec): 3 clusters Score: Raw -256472.761410 + Penalty 1550.552745 = -254922.208665 nChanged 4 SP:Iteration 51Q (5961.980212 sec): 3 clusters Score: Raw -256473.677511 + Penalty 1550.552745 = -254923.124766 nChanged 6 SP:Iteration 52Q (5962.024607 sec): 3 clusters Score: Raw -256475.233135 + Penalty 1550.552745 = -254924.680391 nChanged 4 SP:Iteration 53Q (5962.071930 sec): 3 clusters Score: Raw -256476.086609 + Penalty 1550.552745 = -254925.533864 nChanged 2 SP:Iteration 54Q (5962.124955 sec): 3 clusters Score: Raw -256476.380452 + Penalty 1550.552745 = -254925.827707 nChanged 1 SP:Iteration 55Q (5962.162178 sec): 3 clusters Score: Raw -256476.622504 + Penalty 1550.552745 = -254926.069759 nChanged 3 SP:Iteration 56Q (5962.193093 sec): 3 clusters Score: Raw -256477.250209 + Penalty 1550.552745 = -254926.697464 nChanged 0 SP:Iteration 57F (5962.245827 sec): 3 clusters Score: Raw -256477.250209 + Penalty 1550.552745 = -254926.697464 nChanged 0 Trying to split cluster 5 (14465 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5962.272896 sec): 2 clusters Score: Raw -1051036.117475 + Penalty 910.051286 = -1050126.066190 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5962.337090 sec): 3 clusters Score: Raw -1042228.874622 + Penalty 1820.102571 = -1040408.772051 nChanged 6582 SP:Iteration 1F (5962.381224 sec): 3 clusters Score: Raw -1046049.036579 + Penalty 1820.102571 = -1044228.934008 nChanged 820 SP:Iteration 2F (5962.445676 sec): 3 clusters Score: Raw -1046413.741242 + Penalty 1820.102571 = -1044593.638671 nChanged 767 SP:Iteration 3F (5962.505513 sec): 3 clusters Score: Raw -1046786.145322 + Penalty 1820.102571 = -1044966.042751 nChanged 716 SP:Iteration 4Q (5962.577224 sec): 3 clusters Score: Raw -1047196.942265 + Penalty 1820.102571 = -1045376.839693 nChanged 738 SP:Iteration 5F (5962.629541 sec): 3 clusters Score: Raw -1047682.461302 + Penalty 1820.102571 = -1045862.358731 nChanged 761 SP:Iteration 6F (5962.687394 sec): 3 clusters Score: Raw -1048206.937028 + Penalty 1820.102571 = -1046386.834457 nChanged 700 SP:Iteration 7Q (5962.748642 sec): 3 clusters Score: Raw -1048663.205030 + Penalty 1820.102571 = -1046843.102459 nChanged 653 SP:Iteration 8Q (5962.815996 sec): 3 clusters Score: Raw -1049057.191476 + Penalty 1820.102571 = -1047237.088905 nChanged 522 SP:Iteration 9Q (5962.882718 sec): 3 clusters Score: Raw -1049322.866443 + Penalty 1820.102571 = -1047502.763871 nChanged 398 SP:Iteration 10Q (5962.928607 sec): 3 clusters Score: Raw -1049490.938530 + Penalty 1820.102571 = -1047670.835959 nChanged 311 SP:Iteration 11Q (5962.988796 sec): 3 clusters Score: Raw -1049619.204014 + Penalty 1820.102571 = -1047799.101442 nChanged 290 SP:Iteration 12Q (5963.047814 sec): 3 clusters Score: Raw -1049735.163461 + Penalty 1820.102571 = -1047915.060889 nChanged 270 SP:Iteration 13Q (5963.105272 sec): 3 clusters Score: Raw -1049844.785301 + Penalty 1820.102571 = -1048024.682730 nChanged 253 SP:Iteration 14Q (5963.165378 sec): 3 clusters Score: Raw -1049948.661114 + Penalty 1820.102571 = -1048128.558543 nChanged 250 SP:Iteration 15Q (5963.210886 sec): 3 clusters Score: Raw -1050055.387474 + Penalty 1820.102571 = -1048235.284903 nChanged 246 SP:Iteration 16Q (5963.273478 sec): 3 clusters Score: Raw -1050160.415855 + Penalty 1820.102571 = -1048340.313284 nChanged 239 SP:Iteration 17Q (5963.332884 sec): 3 clusters Score: Raw -1050273.096506 + Penalty 1820.102571 = -1048452.993935 nChanged 214 SP:Iteration 18Q (5963.384379 sec): 3 clusters Score: Raw -1050370.238622 + Penalty 1820.102571 = -1048550.136051 nChanged 225 SP:Iteration 19Q (5963.443924 sec): 3 clusters Score: Raw -1050481.236796 + Penalty 1820.102571 = -1048661.134225 nChanged 202 SP:Iteration 20F (5963.500532 sec): 3 clusters Score: Raw -1050588.843894 + Penalty 1820.102571 = -1048768.741323 nChanged 172 SP:Iteration 21Q (5963.541290 sec): 3 clusters Score: Raw -1050673.849981 + Penalty 1820.102571 = -1048853.747410 nChanged 159 SP:Iteration 22Q (5963.592350 sec): 3 clusters Score: Raw -1050756.508253 + Penalty 1820.102571 = -1048936.405682 nChanged 134 SP:Iteration 23Q (5963.648363 sec): 3 clusters Score: Raw -1050832.442717 + Penalty 1820.102571 = -1049012.340145 nChanged 106 SP:Iteration 24Q (5963.716529 sec): 3 clusters Score: Raw -1050892.636207 + Penalty 1820.102571 = -1049072.533636 nChanged 89 SP:Iteration 25Q (5963.778009 sec): 3 clusters Score: Raw -1050953.513666 + Penalty 1820.102571 = -1049133.411094 nChanged 84 SP:Iteration 26Q (5963.813900 sec): 3 clusters Score: Raw -1051016.142665 + Penalty 1820.102571 = -1049196.040094 nChanged 72 SP:Iteration 27Q (5963.848087 sec): 3 clusters Score: Raw -1051069.679062 + Penalty 1820.102571 = -1049249.576490 nChanged 59 SP:Iteration 28Q (5963.901385 sec): 3 clusters Score: Raw -1051105.168432 + Penalty 1820.102571 = -1049285.065861 nChanged 35 SP:Iteration 29Q (5963.954906 sec): 3 clusters Score: Raw -1051121.033289 + Penalty 1820.102571 = -1049300.930718 nChanged 30 SP:Iteration 30Q (5964.002265 sec): 3 clusters Score: Raw -1051137.038412 + Penalty 1820.102571 = -1049316.935840 nChanged 22 SP:Iteration 31Q (5964.061806 sec): 3 clusters Score: Raw -1051150.077517 + Penalty 1820.102571 = -1049329.974946 nChanged 20 SP:Iteration 32Q (5964.109427 sec): 3 clusters Score: Raw -1051158.642874 + Penalty 1820.102571 = -1049338.540303 nChanged 16 SP:Iteration 33Q (5964.132728 sec): 3 clusters Score: Raw -1051165.167049 + Penalty 1820.102571 = -1049345.064478 nChanged 14 SP:Iteration 34Q (5964.195685 sec): 3 clusters Score: Raw -1051171.696130 + Penalty 1820.102571 = -1049351.593559 nChanged 17 SP:Iteration 35Q (5964.259688 sec): 3 clusters Score: Raw -1051181.389101 + Penalty 1820.102571 = -1049361.286530 nChanged 15 SP:Iteration 36Q (5964.301953 sec): 3 clusters Score: Raw -1051188.823657 + Penalty 1820.102571 = -1049368.721085 nChanged 11 SP:Iteration 37Q (5964.370437 sec): 3 clusters Score: Raw -1051193.768183 + Penalty 1820.102571 = -1049373.665611 nChanged 9 SP:Iteration 38Q (5964.413606 sec): 3 clusters Score: Raw -1051196.740958 + Penalty 1820.102571 = -1049376.638387 nChanged 2 SP:Iteration 39Q (5964.482804 sec): 3 clusters Score: Raw -1051197.279150 + Penalty 1820.102571 = -1049377.176579 nChanged 2 SP:Iteration 40F (5964.544075 sec): 3 clusters Score: Raw -1051198.285646 + Penalty 1820.102571 = -1049378.183074 nChanged 4 SP:Iteration 41Q (5964.591797 sec): 3 clusters Score: Raw -1051199.495406 + Penalty 1820.102571 = -1049379.392835 nChanged 3 SP:Iteration 42Q (5964.653307 sec): 3 clusters Score: Raw -1051201.286332 + Penalty 1820.102571 = -1049381.183761 nChanged 2 SP:Iteration 43Q (5964.699773 sec): 3 clusters Score: Raw -1051202.565964 + Penalty 1820.102571 = -1049382.463393 nChanged 4 SP:Iteration 44Q (5964.764102 sec): 3 clusters Score: Raw -1051206.399274 + Penalty 1820.102571 = -1049386.296702 nChanged 4 SP:Iteration 45Q (5964.825492 sec): 3 clusters Score: Raw -1051208.816799 + Penalty 1820.102571 = -1049388.714228 nChanged 3 SP:Iteration 46Q (5964.870476 sec): 3 clusters Score: Raw -1051211.581826 + Penalty 1820.102571 = -1049391.479255 nChanged 7 SP:Iteration 47Q (5964.937608 sec): 3 clusters Score: Raw -1051215.238312 + Penalty 1820.102571 = -1049395.135741 nChanged 9 SP:Iteration 48Q (5964.983632 sec): 3 clusters Score: Raw -1051218.872679 + Penalty 1820.102571 = -1049398.770108 nChanged 8 SP:Iteration 49Q (5965.038112 sec): 3 clusters Score: Raw -1051222.023217 + Penalty 1820.102571 = -1049401.920646 nChanged 4 SP:Iteration 50Q (5965.100615 sec): 3 clusters Score: Raw -1051223.599639 + Penalty 1820.102571 = -1049403.497068 nChanged 2 SP:Iteration 51Q (5965.145141 sec): 3 clusters Score: Raw -1051224.166790 + Penalty 1820.102571 = -1049404.064218 nChanged 1 SP:Iteration 52Q (5965.202442 sec): 3 clusters Score: Raw -1051224.254401 + Penalty 1820.102571 = -1049404.151829 nChanged 0 SP:Iteration 53F (5965.270160 sec): 3 clusters Score: Raw -1051224.254401 + Penalty 1820.102571 = -1049404.151829 nChanged 0 Trying to split cluster 6 (257 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5965.288025 sec): 2 clusters Score: Raw -14522.130063 + Penalty 527.162228 = -13994.967834 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5965.325403 sec): 3 clusters Score: Raw -14530.573590 + Penalty 1054.324456 = -13476.249134 nChanged 67 SP:Iteration 1F (5965.354827 sec): 3 clusters Score: Raw -14650.302736 + Penalty 1054.324456 = -13595.978280 nChanged 19 SP:Iteration 2F (5965.392646 sec): 3 clusters Score: Raw -14684.827548 + Penalty 1054.324456 = -13630.503092 nChanged 10 SP:Iteration 3Q (5965.432940 sec): 3 clusters Score: Raw -14705.556741 + Penalty 1054.324456 = -13651.232285 nChanged 3 SP:Iteration 4Q (5965.467216 sec): 3 clusters Score: Raw -14716.561535 + Penalty 1054.324456 = -13662.237079 nChanged 8 SP:Iteration 5Q (5965.511354 sec): 3 clusters Score: Raw -14743.788042 + Penalty 1054.324456 = -13689.463586 nChanged 3 SP:Iteration 6Q (5965.561159 sec): 3 clusters Score: Raw -14755.506025 + Penalty 1054.324456 = -13701.181569 nChanged 2 SP:Iteration 7Q (5965.610629 sec): 3 clusters Score: Raw -14757.803756 + Penalty 1054.324456 = -13703.479300 nChanged 1 SP:Iteration 8Q (5965.659792 sec): 3 clusters Score: Raw -14763.127910 + Penalty 1054.324456 = -13708.803454 nChanged 1 SP:Iteration 9Q (5965.709225 sec): 3 clusters Score: Raw -14768.381939 + Penalty 1054.324456 = -13714.057483 nChanged 3 SP:Iteration 10Q (5965.758377 sec): 3 clusters Score: Raw -14773.801280 + Penalty 1054.324456 = -13719.476823 nChanged 1 SP:Iteration 11Q (5965.792075 sec): 3 clusters Score: Raw -14776.217071 + Penalty 1054.324456 = -13721.892615 nChanged 1 SP:Iteration 12Q (5965.832344 sec): 3 clusters Score: Raw -14777.810047 + Penalty 1054.324456 = -13723.485590 nChanged 1 SP:Iteration 13Q (5965.861403 sec): 3 clusters Score: Raw -14778.814707 + Penalty 1054.324456 = -13724.490250 nChanged 2 SP:Iteration 14Q (5965.904170 sec): 3 clusters Score: Raw -14792.475616 + Penalty 1054.324456 = -13738.151160 nChanged 3 SP:Iteration 15Q (5965.951624 sec): 3 clusters Score: Raw -14798.260605 + Penalty 1054.324456 = -13743.936149 nChanged 2 SP:Iteration 16Q (5966.000320 sec): 3 clusters Score: Raw -14808.887570 + Penalty 1054.324456 = -13754.563114 nChanged 2 SP:Iteration 17Q (5966.049287 sec): 3 clusters Score: Raw -14822.217923 + Penalty 1054.324456 = -13767.893467 nChanged 3 SP:Iteration 18Q (5966.102183 sec): 3 clusters Score: Raw -14843.997433 + Penalty 1054.324456 = -13789.672977 nChanged 6 SP:Iteration 19Q (5966.138804 sec): 3 clusters Score: Raw -14867.667650 + Penalty 1054.324456 = -13813.343194 nChanged 5 SP:Iteration 20F (5966.168140 sec): 3 clusters Score: Raw -14883.300412 + Penalty 1054.324456 = -13828.975956 nChanged 4 SP:Iteration 21Q (5966.208411 sec): 3 clusters Score: Raw -14888.872230 + Penalty 1054.324456 = -13834.547774 nChanged 1 SP:Iteration 22Q (5966.269315 sec): 3 clusters Score: Raw -14889.784623 + Penalty 1054.324456 = -13835.460167 nChanged 0 SP:Iteration 23F (5966.307943 sec): 3 clusters Score: Raw -14889.784623 + Penalty 1054.324456 = -13835.460167 nChanged 0 Trying to split cluster 7 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5966.326577 sec): 2 clusters Score: Raw -28900.293914 + Penalty 591.333051 = -28308.960863 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5966.375360 sec): 3 clusters Score: Raw -28808.002133 + Penalty 1182.666102 = -27625.336031 nChanged 152 SP:Iteration 1F (5966.415924 sec): 3 clusters Score: Raw -29064.078187 + Penalty 1182.666102 = -27881.412085 nChanged 74 SP:Iteration 2F (5966.448877 sec): 3 clusters Score: Raw -29250.561813 + Penalty 1182.666102 = -28067.895712 nChanged 49 SP:Iteration 3F (5966.498131 sec): 3 clusters Score: Raw -29400.300740 + Penalty 1182.666102 = -28217.634638 nChanged 18 SP:Iteration 4Q (5966.559203 sec): 3 clusters Score: Raw -29453.000337 + Penalty 1182.666102 = -28270.334235 nChanged 14 SP:Iteration 5Q (5966.589091 sec): 3 clusters Score: Raw -29495.479889 + Penalty 1182.666102 = -28312.813787 nChanged 8 SP:Iteration 6Q (5966.650038 sec): 3 clusters Score: Raw -29530.584731 + Penalty 1182.666102 = -28347.918629 nChanged 10 SP:Iteration 7Q (5966.683984 sec): 3 clusters Score: Raw -29556.727964 + Penalty 1182.666102 = -28374.061863 nChanged 9 SP:Iteration 8Q (5966.726790 sec): 3 clusters Score: Raw -29598.870991 + Penalty 1182.666102 = -28416.204890 nChanged 9 SP:Iteration 9Q (5966.743360 sec): 3 clusters Score: Raw -29630.490865 + Penalty 1182.666102 = -28447.824764 nChanged 7 SP:Iteration 10Q (5966.746074 sec): 3 clusters Score: Raw -29643.051264 + Penalty 1182.666102 = -28460.385162 nChanged 3 SP:Iteration 11Q (5966.748349 sec): 3 clusters Score: Raw -29645.962364 + Penalty 1182.666102 = -28463.296262 nChanged 1 SP:Iteration 12Q (5966.750581 sec): 3 clusters Score: Raw -29646.447879 + Penalty 1182.666102 = -28463.781778 nChanged 0 SP:Iteration 13F (5966.752889 sec): 3 clusters Score: Raw -29646.447879 + Penalty 1182.666102 = -28463.781778 nChanged 0 Score: Raw -25403567.126597 + Penalty 30363.950751 = -25373203.175846 Splitting cluster 7 changes total score from -25373671.579911 to -25373203.175846 So it's not getting split. Trying to split cluster 8 (1796 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5971.243649 sec): 2 clusters Score: Raw -142477.396997 + Penalty 711.865139 = -141765.531859 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5971.276709 sec): 3 clusters Score: Raw -141678.356934 + Penalty 1423.730277 = -140254.626656 nChanged 682 SP:Iteration 1F (5971.318813 sec): 3 clusters Score: Raw -142083.168744 + Penalty 1423.730277 = -140659.438467 nChanged 112 SP:Iteration 2F (5971.357071 sec): 3 clusters Score: Raw -142146.156194 + Penalty 1423.730277 = -140722.425917 nChanged 80 SP:Iteration 3Q (5971.396893 sec): 3 clusters Score: Raw -142190.682533 + Penalty 1423.730277 = -140766.952256 nChanged 61 SP:Iteration 4Q (5971.447027 sec): 3 clusters Score: Raw -142225.030402 + Penalty 1423.730277 = -140801.300125 nChanged 49 SP:Iteration 5Q (5971.497833 sec): 3 clusters Score: Raw -142261.990361 + Penalty 1423.730277 = -140838.260084 nChanged 53 SP:Iteration 6Q (5971.540733 sec): 3 clusters Score: Raw -142296.024733 + Penalty 1423.730277 = -140872.294456 nChanged 57 SP:Iteration 7Q (5971.589053 sec): 3 clusters Score: Raw -142325.970548 + Penalty 1423.730277 = -140902.240271 nChanged 39 SP:Iteration 8Q (5971.631409 sec): 3 clusters Score: Raw -142351.869103 + Penalty 1423.730277 = -140928.138825 nChanged 43 SP:Iteration 9Q (5971.676493 sec): 3 clusters Score: Raw -142372.835515 + Penalty 1423.730277 = -140949.105238 nChanged 41 SP:Iteration 10Q (5971.738929 sec): 3 clusters Score: Raw -142393.361536 + Penalty 1423.730277 = -140969.631259 nChanged 27 SP:Iteration 11Q (5971.778291 sec): 3 clusters Score: Raw -142404.178297 + Penalty 1423.730277 = -140980.448020 nChanged 19 SP:Iteration 12Q (5971.831491 sec): 3 clusters Score: Raw -142411.437858 + Penalty 1423.730277 = -140987.707581 nChanged 18 SP:Iteration 13Q (5971.868838 sec): 3 clusters Score: Raw -142420.014530 + Penalty 1423.730277 = -140996.284253 nChanged 18 SP:Iteration 14Q (5971.907026 sec): 3 clusters Score: Raw -142428.298729 + Penalty 1423.730277 = -141004.568452 nChanged 16 SP:Iteration 15Q (5971.950452 sec): 3 clusters Score: Raw -142434.899511 + Penalty 1423.730277 = -141011.169234 nChanged 17 SP:Iteration 16Q (5971.993097 sec): 3 clusters Score: Raw -142441.056873 + Penalty 1423.730277 = -141017.326596 nChanged 19 SP:Iteration 17Q (5972.031080 sec): 3 clusters Score: Raw -142450.138403 + Penalty 1423.730277 = -141026.408126 nChanged 18 SP:Iteration 18Q (5972.084103 sec): 3 clusters Score: Raw -142458.537511 + Penalty 1423.730277 = -141034.807234 nChanged 15 SP:Iteration 19Q (5972.120637 sec): 3 clusters Score: Raw -142462.884989 + Penalty 1423.730277 = -141039.154712 nChanged 13 SP:Iteration 20F (5972.170967 sec): 3 clusters Score: Raw -142467.489813 + Penalty 1423.730277 = -141043.759535 nChanged 14 SP:Iteration 21Q (5972.221540 sec): 3 clusters Score: Raw -142473.695508 + Penalty 1423.730277 = -141049.965231 nChanged 17 SP:Iteration 22Q (5972.262259 sec): 3 clusters Score: Raw -142480.760504 + Penalty 1423.730277 = -141057.030227 nChanged 20 SP:Iteration 23Q (5972.305606 sec): 3 clusters Score: Raw -142488.751068 + Penalty 1423.730277 = -141065.020790 nChanged 18 SP:Iteration 24Q (5972.354758 sec): 3 clusters Score: Raw -142499.460559 + Penalty 1423.730277 = -141075.730282 nChanged 19 SP:Iteration 25Q (5972.401962 sec): 3 clusters Score: Raw -142510.691265 + Penalty 1423.730277 = -141086.960988 nChanged 15 SP:Iteration 26Q (5972.452746 sec): 3 clusters Score: Raw -142519.003169 + Penalty 1423.730277 = -141095.272892 nChanged 12 SP:Iteration 27Q (5972.497228 sec): 3 clusters Score: Raw -142523.539221 + Penalty 1423.730277 = -141099.808944 nChanged 13 SP:Iteration 28Q (5972.547762 sec): 3 clusters Score: Raw -142526.916889 + Penalty 1423.730277 = -141103.186612 nChanged 6 SP:Iteration 29Q (5972.598297 sec): 3 clusters Score: Raw -142528.826985 + Penalty 1423.730277 = -141105.096707 nChanged 4 SP:Iteration 30Q (5972.636007 sec): 3 clusters Score: Raw -142530.554338 + Penalty 1423.730277 = -141106.824061 nChanged 6 SP:Iteration 31Q (5972.679590 sec): 3 clusters Score: Raw -142533.568721 + Penalty 1423.730277 = -141109.838444 nChanged 6 SP:Iteration 32Q (5972.723755 sec): 3 clusters Score: Raw -142535.950961 + Penalty 1423.730277 = -141112.220683 nChanged 9 SP:Iteration 33Q (5972.773201 sec): 3 clusters Score: Raw -142540.172730 + Penalty 1423.730277 = -141116.442453 nChanged 14 SP:Iteration 34Q (5972.835216 sec): 3 clusters Score: Raw -142545.544257 + Penalty 1423.730277 = -141121.813980 nChanged 9 SP:Iteration 35Q (5972.868805 sec): 3 clusters Score: Raw -142548.349191 + Penalty 1423.730277 = -141124.618914 nChanged 8 SP:Iteration 36Q (5972.922720 sec): 3 clusters Score: Raw -142551.401000 + Penalty 1423.730277 = -141127.670722 nChanged 7 SP:Iteration 37Q (5972.956779 sec): 3 clusters Score: Raw -142554.735633 + Penalty 1423.730277 = -141131.005356 nChanged 8 SP:Iteration 38Q (5973.002227 sec): 3 clusters Score: Raw -142559.463179 + Penalty 1423.730277 = -141135.732901 nChanged 6 SP:Iteration 39Q (5973.035386 sec): 3 clusters Score: Raw -142562.640337 + Penalty 1423.730277 = -141138.910060 nChanged 7 SP:Iteration 40F (5973.073546 sec): 3 clusters Score: Raw -142567.139579 + Penalty 1423.730277 = -141143.409302 nChanged 7 SP:Iteration 41Q (5973.111455 sec): 3 clusters Score: Raw -142570.616766 + Penalty 1423.730277 = -141146.886489 nChanged 8 SP:Iteration 42Q (5973.162942 sec): 3 clusters Score: Raw -142575.680365 + Penalty 1423.730277 = -141151.950087 nChanged 11 SP:Iteration 43Q (5973.214492 sec): 3 clusters Score: Raw -142578.783810 + Penalty 1423.730277 = -141155.053533 nChanged 0 SP:Iteration 44F (5973.254123 sec): 3 clusters Score: Raw -142578.783810 + Penalty 1423.730277 = -141155.053533 nChanged 0 Trying to split cluster 9 (64110 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5973.353171 sec): 2 clusters Score: Raw -4834607.808830 + Penalty 1051.493786 = -4833556.315044 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5973.468601 sec): 3 clusters Score: Raw -4792667.640531 + Penalty 2102.987571 = -4790564.652960 nChanged 30815 SP:Iteration 1F (5973.596489 sec): 3 clusters Score: Raw -4811400.006828 + Penalty 2102.987571 = -4809297.019257 nChanged 3007 SP:Iteration 2Q (5973.691139 sec): 3 clusters Score: Raw -4812578.830589 + Penalty 2102.987571 = -4810475.843018 nChanged 3251 SP:Iteration 3F (5973.808274 sec): 3 clusters Score: Raw -4814008.073693 + Penalty 2102.987571 = -4811905.086122 nChanged 3452 SP:Iteration 4F (5973.927197 sec): 3 clusters Score: Raw -4815710.360158 + Penalty 2102.987571 = -4813607.372587 nChanged 3600 SP:Iteration 5F (5974.051573 sec): 3 clusters Score: Raw -4817816.893745 + Penalty 2102.987571 = -4815713.906174 nChanged 3695 SP:Iteration 6F (5974.169389 sec): 3 clusters Score: Raw -4820483.554852 + Penalty 2102.987571 = -4818380.567281 nChanged 3531 SP:Iteration 7F (5974.290136 sec): 3 clusters Score: Raw -4823369.944156 + Penalty 2102.987571 = -4821266.956585 nChanged 3016 SP:Iteration 8Q (5974.414321 sec): 3 clusters Score: Raw -4825435.974450 + Penalty 2102.987571 = -4823332.986879 nChanged 2076 SP:Iteration 9Q (5974.538748 sec): 3 clusters Score: Raw -4826428.896516 + Penalty 2102.987571 = -4824325.908945 nChanged 1424 SP:Iteration 10Q (5974.638180 sec): 3 clusters Score: Raw -4826963.353133 + Penalty 2102.987571 = -4824860.365562 nChanged 1149 SP:Iteration 11Q (5974.761223 sec): 3 clusters Score: Raw -4827363.450799 + Penalty 2102.987571 = -4825260.463228 nChanged 1059 SP:Iteration 12Q (5974.886008 sec): 3 clusters Score: Raw -4827727.496564 + Penalty 2102.987571 = -4825624.508993 nChanged 1053 SP:Iteration 13Q (5975.000085 sec): 3 clusters Score: Raw -4828114.771973 + Penalty 2102.987571 = -4826011.784401 nChanged 1070 SP:Iteration 14Q (5975.133979 sec): 3 clusters Score: Raw -4828517.435518 + Penalty 2102.987571 = -4826414.447947 nChanged 1082 SP:Iteration 15Q (5975.254901 sec): 3 clusters Score: Raw -4828922.699215 + Penalty 2102.987571 = -4826819.711644 nChanged 1061 SP:Iteration 16Q (5975.384087 sec): 3 clusters Score: Raw -4829329.448225 + Penalty 2102.987571 = -4827226.460654 nChanged 1029 SP:Iteration 17Q (5975.505703 sec): 3 clusters Score: Raw -4829717.428509 + Penalty 2102.987571 = -4827614.440938 nChanged 1033 SP:Iteration 18Q (5975.624853 sec): 3 clusters Score: Raw -4830136.084135 + Penalty 2102.987571 = -4828033.096564 nChanged 1006 SP:Iteration 19Q (5975.750280 sec): 3 clusters Score: Raw -4830539.607508 + Penalty 2102.987571 = -4828436.619937 nChanged 942 SP:Iteration 20F (5975.880732 sec): 3 clusters Score: Raw -4830925.586709 + Penalty 2102.987571 = -4828822.599138 nChanged 871 SP:Iteration 21Q (5975.998775 sec): 3 clusters Score: Raw -4831280.293231 + Penalty 2102.987571 = -4829177.305660 nChanged 855 SP:Iteration 22Q (5976.120501 sec): 3 clusters Score: Raw -4831650.873512 + Penalty 2102.987571 = -4829547.885941 nChanged 803 SP:Iteration 23Q (5976.234206 sec): 3 clusters Score: Raw -4832009.708159 + Penalty 2102.987571 = -4829906.720588 nChanged 759 SP:Iteration 24Q (5976.350396 sec): 3 clusters Score: Raw -4832369.564666 + Penalty 2102.987571 = -4830266.577095 nChanged 757 SP:Iteration 25Q (5976.464418 sec): 3 clusters Score: Raw -4832737.129132 + Penalty 2102.987571 = -4830634.141561 nChanged 645 SP:Iteration 26Q (5976.544742 sec): 3 clusters Score: Raw -4833058.884367 + Penalty 2102.987571 = -4830955.896796 nChanged 573 SP:Iteration 27Q (5976.657541 sec): 3 clusters Score: Raw -4833341.499066 + Penalty 2102.987571 = -4831238.511495 nChanged 501 SP:Iteration 28Q (5976.770018 sec): 3 clusters Score: Raw -4833601.020063 + Penalty 2102.987571 = -4831498.032492 nChanged 432 SP:Iteration 29Q (5976.875562 sec): 3 clusters Score: Raw -4833828.865608 + Penalty 2102.987571 = -4831725.878037 nChanged 390 SP:Iteration 30Q (5976.997135 sec): 3 clusters Score: Raw -4834057.881898 + Penalty 2102.987571 = -4831954.894327 nChanged 324 SP:Iteration 31Q (5977.101082 sec): 3 clusters Score: Raw -4834248.911650 + Penalty 2102.987571 = -4832145.924079 nChanged 236 SP:Iteration 32Q (5977.204857 sec): 3 clusters Score: Raw -4834370.429377 + Penalty 2102.987571 = -4832267.441806 nChanged 161 SP:Iteration 33Q (5977.308631 sec): 3 clusters Score: Raw -4834449.289676 + Penalty 2102.987571 = -4832346.302105 nChanged 136 SP:Iteration 34Q (5977.412408 sec): 3 clusters Score: Raw -4834526.086146 + Penalty 2102.987571 = -4832423.098575 nChanged 108 SP:Iteration 35Q (5977.518140 sec): 3 clusters Score: Raw -4834583.136260 + Penalty 2102.987571 = -4832480.148689 nChanged 81 SP:Iteration 36Q (5977.615006 sec): 3 clusters Score: Raw -4834623.836707 + Penalty 2102.987571 = -4832520.849136 nChanged 53 SP:Iteration 37Q (5977.718911 sec): 3 clusters Score: Raw -4834657.576792 + Penalty 2102.987571 = -4832554.589221 nChanged 55 SP:Iteration 38Q (5977.821489 sec): 3 clusters Score: Raw -4834686.070195 + Penalty 2102.987571 = -4832583.082624 nChanged 46 SP:Iteration 39Q (5977.932565 sec): 3 clusters Score: Raw -4834713.588661 + Penalty 2102.987571 = -4832610.601090 nChanged 34 SP:Iteration 40F (5978.033625 sec): 3 clusters Score: Raw -4834733.067124 + Penalty 2102.987571 = -4832630.079553 nChanged 22 SP:Iteration 41Q (5978.106524 sec): 3 clusters Score: Raw -4834742.183347 + Penalty 2102.987571 = -4832639.195776 nChanged 9 SP:Iteration 42Q (5978.180607 sec): 3 clusters Score: Raw -4834746.490609 + Penalty 2102.987571 = -4832643.503038 nChanged 12 SP:Iteration 43Q (5978.290423 sec): 3 clusters Score: Raw -4834751.711521 + Penalty 2102.987571 = -4832648.723950 nChanged 11 SP:Iteration 44Q (5978.387376 sec): 3 clusters Score: Raw -4834755.646979 + Penalty 2102.987571 = -4832652.659408 nChanged 10 SP:Iteration 45Q (5978.484405 sec): 3 clusters Score: Raw -4834759.336814 + Penalty 2102.987571 = -4832656.349243 nChanged 3 SP:Iteration 46Q (5978.592947 sec): 3 clusters Score: Raw -4834761.165024 + Penalty 2102.987571 = -4832658.177453 nChanged 5 SP:Iteration 47Q (5978.704354 sec): 3 clusters Score: Raw -4834762.754626 + Penalty 2102.987571 = -4832659.767055 nChanged 4 SP:Iteration 48Q (5978.813779 sec): 3 clusters Score: Raw -4834764.737392 + Penalty 2102.987571 = -4832661.749821 nChanged 8 SP:Iteration 49Q (5978.930214 sec): 3 clusters Score: Raw -4834767.884165 + Penalty 2102.987571 = -4832664.896594 nChanged 5 SP:Iteration 50Q (5979.034935 sec): 3 clusters Score: Raw -4834769.832045 + Penalty 2102.987571 = -4832666.844474 nChanged 2 SP:Iteration 51Q (5979.142684 sec): 3 clusters Score: Raw -4834771.112651 + Penalty 2102.987571 = -4832668.125080 nChanged 2 SP:Iteration 52Q (5979.243797 sec): 3 clusters Score: Raw -4834771.762028 + Penalty 2102.987571 = -4832668.774457 nChanged 3 SP:Iteration 53Q (5979.338560 sec): 3 clusters Score: Raw -4834772.726430 + Penalty 2102.987571 = -4832669.738859 nChanged 0 SP:Iteration 54F (5979.455514 sec): 3 clusters Score: Raw -4834772.726430 + Penalty 2102.987571 = -4832669.738859 nChanged 0 Trying to split cluster 10 (6616 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5979.483888 sec): 2 clusters Score: Raw -435075.740688 + Penalty 835.738392 = -434240.002295 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5979.540322 sec): 3 clusters Score: Raw -431274.312738 + Penalty 1671.476785 = -429602.835953 nChanged 2879 SP:Iteration 1F (5979.607161 sec): 3 clusters Score: Raw -432908.151392 + Penalty 1671.476785 = -431236.674607 nChanged 437 SP:Iteration 2F (5979.650155 sec): 3 clusters Score: Raw -433171.739456 + Penalty 1671.476785 = -431500.262671 nChanged 448 SP:Iteration 3F (5979.715211 sec): 3 clusters Score: Raw -433487.688689 + Penalty 1671.476785 = -431816.211904 nChanged 492 SP:Iteration 4F (5979.766420 sec): 3 clusters Score: Raw -433865.082801 + Penalty 1671.476785 = -432193.606016 nChanged 504 SP:Iteration 5F (5979.823884 sec): 3 clusters Score: Raw -434247.058501 + Penalty 1671.476785 = -432575.581716 nChanged 460 SP:Iteration 6F (5979.872631 sec): 3 clusters Score: Raw -434619.691109 + Penalty 1671.476785 = -432948.214324 nChanged 371 SP:Iteration 7F (5979.937168 sec): 3 clusters Score: Raw -434904.168880 + Penalty 1671.476785 = -433232.692095 nChanged 266 SP:Iteration 8Q (5979.977559 sec): 3 clusters Score: Raw -435082.202105 + Penalty 1671.476785 = -433410.725320 nChanged 196 SP:Iteration 9Q (5980.033003 sec): 3 clusters Score: Raw -435189.685397 + Penalty 1671.476785 = -433518.208612 nChanged 147 SP:Iteration 10Q (5980.094044 sec): 3 clusters Score: Raw -435268.176738 + Penalty 1671.476785 = -433596.699953 nChanged 113 SP:Iteration 11Q (5980.127886 sec): 3 clusters Score: Raw -435317.476337 + Penalty 1671.476785 = -433645.999552 nChanged 72 SP:Iteration 12Q (5980.181431 sec): 3 clusters Score: Raw -435346.031819 + Penalty 1671.476785 = -433674.555034 nChanged 70 SP:Iteration 13Q (5980.239373 sec): 3 clusters Score: Raw -435373.143704 + Penalty 1671.476785 = -433701.666919 nChanged 53 SP:Iteration 14Q (5980.276634 sec): 3 clusters Score: Raw -435394.914804 + Penalty 1671.476785 = -433723.438019 nChanged 58 SP:Iteration 15Q (5980.324312 sec): 3 clusters Score: Raw -435421.675096 + Penalty 1671.476785 = -433750.198311 nChanged 56 SP:Iteration 16Q (5980.374353 sec): 3 clusters Score: Raw -435437.196757 + Penalty 1671.476785 = -433765.719972 nChanged 37 SP:Iteration 17Q (5980.431230 sec): 3 clusters Score: Raw -435449.863525 + Penalty 1671.476785 = -433778.386740 nChanged 40 SP:Iteration 18Q (5980.471819 sec): 3 clusters Score: Raw -435463.010805 + Penalty 1671.476785 = -433791.534020 nChanged 43 SP:Iteration 19Q (5980.527282 sec): 3 clusters Score: Raw -435475.499343 + Penalty 1671.476785 = -433804.022558 nChanged 43 SP:Iteration 20F (5980.580675 sec): 3 clusters Score: Raw -435490.213531 + Penalty 1671.476785 = -433818.736746 nChanged 37 SP:Iteration 21Q (5980.617111 sec): 3 clusters Score: Raw -435501.602787 + Penalty 1671.476785 = -433830.126002 nChanged 29 SP:Iteration 22Q (5980.668853 sec): 3 clusters Score: Raw -435509.434701 + Penalty 1671.476785 = -433837.957916 nChanged 26 SP:Iteration 23Q (5980.727290 sec): 3 clusters Score: Raw -435517.048535 + Penalty 1671.476785 = -433845.571750 nChanged 24 SP:Iteration 24Q (5980.770728 sec): 3 clusters Score: Raw -435524.376145 + Penalty 1671.476785 = -433852.899360 nChanged 19 SP:Iteration 25Q (5980.822374 sec): 3 clusters Score: Raw -435528.635922 + Penalty 1671.476785 = -433857.159137 nChanged 9 SP:Iteration 26Q (5980.875989 sec): 3 clusters Score: Raw -435531.431801 + Penalty 1671.476785 = -433859.955016 nChanged 15 SP:Iteration 27Q (5980.927395 sec): 3 clusters Score: Raw -435535.233844 + Penalty 1671.476785 = -433863.757059 nChanged 11 SP:Iteration 28Q (5980.966183 sec): 3 clusters Score: Raw -435537.098859 + Penalty 1671.476785 = -433865.622074 nChanged 8 SP:Iteration 29Q (5981.019298 sec): 3 clusters Score: Raw -435539.696019 + Penalty 1671.476785 = -433868.219234 nChanged 8 SP:Iteration 30Q (5981.069786 sec): 3 clusters Score: Raw -435541.947830 + Penalty 1671.476785 = -433870.471045 nChanged 7 SP:Iteration 31Q (5981.118544 sec): 3 clusters Score: Raw -435543.059206 + Penalty 1671.476785 = -433871.582421 nChanged 5 SP:Iteration 32Q (5981.169150 sec): 3 clusters Score: Raw -435544.485870 + Penalty 1671.476785 = -433873.009085 nChanged 7 SP:Iteration 33Q (5981.228748 sec): 3 clusters Score: Raw -435547.076710 + Penalty 1671.476785 = -433875.599925 nChanged 7 SP:Iteration 34Q (5981.265758 sec): 3 clusters Score: Raw -435549.343125 + Penalty 1671.476785 = -433877.866340 nChanged 6 SP:Iteration 35Q (5981.314495 sec): 3 clusters Score: Raw -435551.430058 + Penalty 1671.476785 = -433879.953273 nChanged 9 SP:Iteration 36Q (5981.371417 sec): 3 clusters Score: Raw -435554.669388 + Penalty 1671.476785 = -433883.192603 nChanged 4 SP:Iteration 37Q (5981.425280 sec): 3 clusters Score: Raw -435555.695797 + Penalty 1671.476785 = -433884.219012 nChanged 4 SP:Iteration 38Q (5981.480851 sec): 3 clusters Score: Raw -435556.634774 + Penalty 1671.476785 = -433885.157989 nChanged 5 SP:Iteration 39Q (5981.530205 sec): 3 clusters Score: Raw -435557.435959 + Penalty 1671.476785 = -433885.959175 nChanged 2 SP:Iteration 40F (5981.579670 sec): 3 clusters Score: Raw -435557.770705 + Penalty 1671.476785 = -433886.293920 nChanged 1 SP:Iteration 41Q (5981.619187 sec): 3 clusters Score: Raw -435557.834486 + Penalty 1671.476785 = -433886.357701 nChanged 0 SP:Iteration 42F (5981.669583 sec): 3 clusters Score: Raw -435557.834486 + Penalty 1671.476785 = -433886.357701 nChanged 0 Trying to split cluster 11 (16409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5981.720334 sec): 2 clusters Score: Raw -1225736.797145 + Penalty 922.030598 = -1224814.766546 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5981.782340 sec): 3 clusters Score: Raw -1215647.753013 + Penalty 1844.061196 = -1213803.691817 nChanged 7567 SP:Iteration 1F (5981.837999 sec): 3 clusters Score: Raw -1219964.437111 + Penalty 1844.061196 = -1218120.375915 nChanged 800 SP:Iteration 2Q (5981.903042 sec): 3 clusters Score: Raw -1220248.815112 + Penalty 1844.061196 = -1218404.753916 nChanged 743 SP:Iteration 3Q (5981.973007 sec): 3 clusters Score: Raw -1220522.226084 + Penalty 1844.061196 = -1218678.164888 nChanged 705 SP:Iteration 4Q (5982.048440 sec): 3 clusters Score: Raw -1220800.805824 + Penalty 1844.061196 = -1218956.744628 nChanged 689 SP:Iteration 5Q (5982.107163 sec): 3 clusters Score: Raw -1221115.380081 + Penalty 1844.061196 = -1219271.318884 nChanged 744 SP:Iteration 6Q (5982.177959 sec): 3 clusters Score: Raw -1221469.363746 + Penalty 1844.061196 = -1219625.302550 nChanged 779 SP:Iteration 7Q (5982.237096 sec): 3 clusters Score: Raw -1221898.802873 + Penalty 1844.061196 = -1220054.741676 nChanged 849 SP:Iteration 8F (5982.302089 sec): 3 clusters Score: Raw -1222462.359773 + Penalty 1844.061196 = -1220618.298577 nChanged 874 SP:Iteration 9F (5982.375240 sec): 3 clusters Score: Raw -1223060.473663 + Penalty 1844.061196 = -1221216.412467 nChanged 855 SP:Iteration 10F (5982.432766 sec): 3 clusters Score: Raw -1223607.372996 + Penalty 1844.061196 = -1221763.311800 nChanged 714 SP:Iteration 11Q (5982.493582 sec): 3 clusters Score: Raw -1223984.308042 + Penalty 1844.061196 = -1222140.246846 nChanged 549 SP:Iteration 12Q (5982.551518 sec): 3 clusters Score: Raw -1224215.275528 + Penalty 1844.061196 = -1222371.214331 nChanged 380 SP:Iteration 13Q (5982.617799 sec): 3 clusters Score: Raw -1224347.289866 + Penalty 1844.061196 = -1222503.228670 nChanged 301 SP:Iteration 14Q (5982.684028 sec): 3 clusters Score: Raw -1224440.009981 + Penalty 1844.061196 = -1222595.948785 nChanged 246 SP:Iteration 15Q (5982.735295 sec): 3 clusters Score: Raw -1224520.540601 + Penalty 1844.061196 = -1222676.479405 nChanged 236 SP:Iteration 16Q (5982.798325 sec): 3 clusters Score: Raw -1224600.785288 + Penalty 1844.061196 = -1222756.724092 nChanged 226 SP:Iteration 17Q (5982.854944 sec): 3 clusters Score: Raw -1224675.225488 + Penalty 1844.061196 = -1222831.164292 nChanged 217 SP:Iteration 18Q (5982.924668 sec): 3 clusters Score: Raw -1224748.589003 + Penalty 1844.061196 = -1222904.527807 nChanged 189 SP:Iteration 19Q (5982.980438 sec): 3 clusters Score: Raw -1224807.360580 + Penalty 1844.061196 = -1222963.299384 nChanged 179 SP:Iteration 20F (5983.046743 sec): 3 clusters Score: Raw -1224857.760606 + Penalty 1844.061196 = -1223013.699410 nChanged 167 SP:Iteration 21Q (5983.105533 sec): 3 clusters Score: Raw -1224906.607739 + Penalty 1844.061196 = -1223062.546543 nChanged 162 SP:Iteration 22Q (5983.176294 sec): 3 clusters Score: Raw -1224957.679710 + Penalty 1844.061196 = -1223113.618513 nChanged 161 SP:Iteration 23Q (5983.238121 sec): 3 clusters Score: Raw -1225013.593819 + Penalty 1844.061196 = -1223169.532623 nChanged 172 SP:Iteration 24Q (5983.298958 sec): 3 clusters Score: Raw -1225062.324927 + Penalty 1844.061196 = -1223218.263731 nChanged 167 SP:Iteration 25Q (5983.370477 sec): 3 clusters Score: Raw -1225112.495856 + Penalty 1844.061196 = -1223268.434660 nChanged 151 SP:Iteration 26Q (5983.427126 sec): 3 clusters Score: Raw -1225155.638521 + Penalty 1844.061196 = -1223311.577325 nChanged 141 SP:Iteration 27Q (5983.493533 sec): 3 clusters Score: Raw -1225199.882087 + Penalty 1844.061196 = -1223355.820891 nChanged 133 SP:Iteration 28Q (5983.549160 sec): 3 clusters Score: Raw -1225237.862671 + Penalty 1844.061196 = -1223393.801474 nChanged 123 SP:Iteration 29Q (5983.622140 sec): 3 clusters Score: Raw -1225266.249877 + Penalty 1844.061196 = -1223422.188681 nChanged 115 SP:Iteration 30Q (5983.676220 sec): 3 clusters Score: Raw -1225288.977110 + Penalty 1844.061196 = -1223444.915914 nChanged 94 SP:Iteration 31Q (5983.742667 sec): 3 clusters Score: Raw -1225306.070238 + Penalty 1844.061196 = -1223462.009042 nChanged 85 SP:Iteration 32Q (5983.789581 sec): 3 clusters Score: Raw -1225320.298961 + Penalty 1844.061196 = -1223476.237765 nChanged 68 SP:Iteration 33Q (5983.850899 sec): 3 clusters Score: Raw -1225330.229770 + Penalty 1844.061196 = -1223486.168574 nChanged 66 SP:Iteration 34Q (5983.910640 sec): 3 clusters Score: Raw -1225339.725926 + Penalty 1844.061196 = -1223495.664730 nChanged 70 SP:Iteration 35Q (5983.970017 sec): 3 clusters Score: Raw -1225349.633934 + Penalty 1844.061196 = -1223505.572738 nChanged 64 SP:Iteration 36Q (5984.024274 sec): 3 clusters Score: Raw -1225359.120338 + Penalty 1844.061196 = -1223515.059141 nChanged 66 SP:Iteration 37Q (5984.086952 sec): 3 clusters Score: Raw -1225371.011441 + Penalty 1844.061196 = -1223526.950244 nChanged 63 SP:Iteration 38Q (5984.145792 sec): 3 clusters Score: Raw -1225380.932008 + Penalty 1844.061196 = -1223536.870812 nChanged 56 SP:Iteration 39Q (5984.220377 sec): 3 clusters Score: Raw -1225389.964582 + Penalty 1844.061196 = -1223545.903386 nChanged 60 SP:Iteration 40F (5984.289291 sec): 3 clusters Score: Raw -1225397.961773 + Penalty 1844.061196 = -1223553.900576 nChanged 55 SP:Iteration 41Q (5984.338075 sec): 3 clusters Score: Raw -1225405.159837 + Penalty 1844.061196 = -1223561.098641 nChanged 49 SP:Iteration 42Q (5984.411164 sec): 3 clusters Score: Raw -1225412.160646 + Penalty 1844.061196 = -1223568.099450 nChanged 49 SP:Iteration 43Q (5984.469118 sec): 3 clusters Score: Raw -1225419.200443 + Penalty 1844.061196 = -1223575.139247 nChanged 62 SP:Iteration 44Q (5984.542235 sec): 3 clusters Score: Raw -1225428.945450 + Penalty 1844.061196 = -1223584.884254 nChanged 59 SP:Iteration 45Q (5984.599146 sec): 3 clusters Score: Raw -1225438.404894 + Penalty 1844.061196 = -1223594.343698 nChanged 60 SP:Iteration 46Q (5984.656556 sec): 3 clusters Score: Raw -1225449.200014 + Penalty 1844.061196 = -1223605.138817 nChanged 66 SP:Iteration 47Q (5984.722679 sec): 3 clusters Score: Raw -1225460.277857 + Penalty 1844.061196 = -1223616.216661 nChanged 54 SP:Iteration 48Q (5984.785385 sec): 3 clusters Score: Raw -1225468.691203 + Penalty 1844.061196 = -1223624.630007 nChanged 52 SP:Iteration 49Q (5984.847478 sec): 3 clusters Score: Raw -1225475.498745 + Penalty 1844.061196 = -1223631.437548 nChanged 46 SP:Iteration 50Q (5984.907960 sec): 3 clusters Score: Raw -1225481.582802 + Penalty 1844.061196 = -1223637.521606 nChanged 43 SP:Iteration 51Q (5984.961750 sec): 3 clusters Score: Raw -1225487.928572 + Penalty 1844.061196 = -1223643.867376 nChanged 43 SP:Iteration 52Q (5985.024869 sec): 3 clusters Score: Raw -1225494.642686 + Penalty 1844.061196 = -1223650.581490 nChanged 43 SP:Iteration 53Q (5985.096860 sec): 3 clusters Score: Raw -1225499.808575 + Penalty 1844.061196 = -1223655.747379 nChanged 31 SP:Iteration 54Q (5985.154871 sec): 3 clusters Score: Raw -1225504.621088 + Penalty 1844.061196 = -1223660.559892 nChanged 36 SP:Iteration 55Q (5985.228361 sec): 3 clusters Score: Raw -1225510.782630 + Penalty 1844.061196 = -1223666.721434 nChanged 47 SP:Iteration 56Q (5985.274468 sec): 3 clusters Score: Raw -1225518.255825 + Penalty 1844.061196 = -1223674.194629 nChanged 41 SP:Iteration 57Q (5985.330534 sec): 3 clusters Score: Raw -1225524.576262 + Penalty 1844.061196 = -1223680.515066 nChanged 41 SP:Iteration 58Q (5985.394855 sec): 3 clusters Score: Raw -1225529.227264 + Penalty 1844.061196 = -1223685.166068 nChanged 33 SP:Iteration 59Q (5985.457305 sec): 3 clusters Score: Raw -1225533.808654 + Penalty 1844.061196 = -1223689.747458 nChanged 41 SP:Iteration 60F (5985.519556 sec): 3 clusters Score: Raw -1225539.322101 + Penalty 1844.061196 = -1223695.260904 nChanged 44 SP:Iteration 61Q (5985.565319 sec): 3 clusters Score: Raw -1225545.035157 + Penalty 1844.061196 = -1223700.973961 nChanged 34 SP:Iteration 62Q (5985.621159 sec): 3 clusters Score: Raw -1225549.178868 + Penalty 1844.061196 = -1223705.117672 nChanged 29 SP:Iteration 63Q (5985.684450 sec): 3 clusters Score: Raw -1225552.958210 + Penalty 1844.061196 = -1223708.897014 nChanged 38 SP:Iteration 64Q (5985.756304 sec): 3 clusters Score: Raw -1225558.197545 + Penalty 1844.061196 = -1223714.136348 nChanged 40 SP:Iteration 65Q (5985.810312 sec): 3 clusters Score: Raw -1225563.943940 + Penalty 1844.061196 = -1223719.882743 nChanged 37 SP:Iteration 66Q (5985.881616 sec): 3 clusters Score: Raw -1225567.971607 + Penalty 1844.061196 = -1223723.910411 nChanged 33 SP:Iteration 67Q (5985.933506 sec): 3 clusters Score: Raw -1225571.890555 + Penalty 1844.061196 = -1223727.829359 nChanged 38 SP:Iteration 68Q (5985.992237 sec): 3 clusters Score: Raw -1225579.170886 + Penalty 1844.061196 = -1223735.109690 nChanged 59 SP:Iteration 69Q (5986.056973 sec): 3 clusters Score: Raw -1225590.181299 + Penalty 1844.061196 = -1223746.120102 nChanged 51 SP:Iteration 70Q (5986.099866 sec): 3 clusters Score: Raw -1225597.850738 + Penalty 1844.061196 = -1223753.789542 nChanged 40 SP:Iteration 71Q (5986.160774 sec): 3 clusters Score: Raw -1225603.556202 + Penalty 1844.061196 = -1223759.495006 nChanged 36 SP:Iteration 72Q (5986.225174 sec): 3 clusters Score: Raw -1225609.224673 + Penalty 1844.061196 = -1223765.163476 nChanged 35 SP:Iteration 73Q (5986.287791 sec): 3 clusters Score: Raw -1225615.262176 + Penalty 1844.061196 = -1223771.200980 nChanged 41 SP:Iteration 74Q (5986.351382 sec): 3 clusters Score: Raw -1225621.384734 + Penalty 1844.061196 = -1223777.323538 nChanged 40 SP:Iteration 75Q (5986.403457 sec): 3 clusters Score: Raw -1225627.715324 + Penalty 1844.061196 = -1223783.654128 nChanged 38 SP:Iteration 76Q (5986.464633 sec): 3 clusters Score: Raw -1225633.883294 + Penalty 1844.061196 = -1223789.822098 nChanged 39 SP:Iteration 77Q (5986.527607 sec): 3 clusters Score: Raw -1225639.671010 + Penalty 1844.061196 = -1223795.609813 nChanged 39 SP:Iteration 78Q (5986.601082 sec): 3 clusters Score: Raw -1225647.459718 + Penalty 1844.061196 = -1223803.398522 nChanged 53 SP:Iteration 79Q (5986.651604 sec): 3 clusters Score: Raw -1225658.285216 + Penalty 1844.061196 = -1223814.224020 nChanged 56 SP:Iteration 80F (5986.715887 sec): 3 clusters Score: Raw -1225670.039889 + Penalty 1844.061196 = -1223825.978693 nChanged 56 SP:Iteration 81Q (5986.778694 sec): 3 clusters Score: Raw -1225682.178435 + Penalty 1844.061196 = -1223838.117238 nChanged 60 SP:Iteration 82Q (5986.840956 sec): 3 clusters Score: Raw -1225696.144931 + Penalty 1844.061196 = -1223852.083734 nChanged 51 SP:Iteration 83Q (5986.903390 sec): 3 clusters Score: Raw -1225708.074001 + Penalty 1844.061196 = -1223864.012805 nChanged 62 SP:Iteration 84Q (5986.965012 sec): 3 clusters Score: Raw -1225722.088931 + Penalty 1844.061196 = -1223878.027735 nChanged 60 SP:Iteration 85Q (5987.034143 sec): 3 clusters Score: Raw -1225732.908642 + Penalty 1844.061196 = -1223888.847446 nChanged 46 SP:Iteration 86Q (5987.083782 sec): 3 clusters Score: Raw -1225741.479062 + Penalty 1844.061196 = -1223897.417866 nChanged 46 SP:Iteration 87Q (5987.145594 sec): 3 clusters Score: Raw -1225750.176098 + Penalty 1844.061196 = -1223906.114901 nChanged 32 SP:Iteration 88Q (5987.211746 sec): 3 clusters Score: Raw -1225756.535451 + Penalty 1844.061196 = -1223912.474255 nChanged 39 SP:Iteration 89Q (5987.278452 sec): 3 clusters Score: Raw -1225764.295796 + Penalty 1844.061196 = -1223920.234600 nChanged 44 SP:Iteration 90Q (5987.348097 sec): 3 clusters Score: Raw -1225772.916072 + Penalty 1844.061196 = -1223928.854876 nChanged 41 SP:Iteration 91Q (5987.416563 sec): 3 clusters Score: Raw -1225781.433193 + Penalty 1844.061196 = -1223937.371997 nChanged 37 SP:Iteration 92Q (5987.470558 sec): 3 clusters Score: Raw -1225788.138871 + Penalty 1844.061196 = -1223944.077674 nChanged 39 SP:Iteration 93Q (5987.529150 sec): 3 clusters Score: Raw -1225796.169437 + Penalty 1844.061196 = -1223952.108241 nChanged 27 SP:Iteration 94Q (5987.597506 sec): 3 clusters Score: Raw -1225801.451118 + Penalty 1844.061196 = -1223957.389922 nChanged 28 SP:Iteration 95Q (5987.664126 sec): 3 clusters Score: Raw -1225806.457026 + Penalty 1844.061196 = -1223962.395830 nChanged 19 SP:Iteration 96Q (5987.720017 sec): 3 clusters Score: Raw -1225809.975961 + Penalty 1844.061196 = -1223965.914764 nChanged 22 SP:Iteration 97Q (5987.785400 sec): 3 clusters Score: Raw -1225813.887579 + Penalty 1844.061196 = -1223969.826382 nChanged 15 SP:Iteration 98Q (5987.852939 sec): 3 clusters Score: Raw -1225815.757337 + Penalty 1844.061196 = -1223971.696141 nChanged 12 SP:Iteration 99Q (5987.921366 sec): 3 clusters Score: Raw -1225817.458398 + Penalty 1844.061196 = -1223973.397201 nChanged 13 SP:Iteration 100F (5987.970749 sec): 3 clusters Score: Raw -1225819.568374 + Penalty 1844.061196 = -1223975.507178 nChanged 14 SP:Iteration 101Q (5988.030901 sec): 3 clusters Score: Raw -1225821.922929 + Penalty 1844.061196 = -1223977.861732 nChanged 17 SP:Iteration 102Q (5988.094908 sec): 3 clusters Score: Raw -1225825.345370 + Penalty 1844.061196 = -1223981.284173 nChanged 15 SP:Iteration 103Q (5988.147447 sec): 3 clusters Score: Raw -1225828.515123 + Penalty 1844.061196 = -1223984.453927 nChanged 12 SP:Iteration 104Q (5988.203709 sec): 3 clusters Score: Raw -1225829.599953 + Penalty 1844.061196 = -1223985.538756 nChanged 8 SP:Iteration 105Q (5988.260103 sec): 3 clusters Score: Raw -1225830.486456 + Penalty 1844.061196 = -1223986.425260 nChanged 10 SP:Iteration 106Q (5988.330255 sec): 3 clusters Score: Raw -1225831.811866 + Penalty 1844.061196 = -1223987.750670 nChanged 5 SP:Iteration 107Q (5988.382692 sec): 3 clusters Score: Raw -1225832.563816 + Penalty 1844.061196 = -1223988.502620 nChanged 6 SP:Iteration 108Q (5988.446492 sec): 3 clusters Score: Raw -1225833.260721 + Penalty 1844.061196 = -1223989.199524 nChanged 2 SP:Iteration 109Q (5988.506497 sec): 3 clusters Score: Raw -1225833.763484 + Penalty 1844.061196 = -1223989.702288 nChanged 4 SP:Iteration 110Q (5988.567499 sec): 3 clusters Score: Raw -1225834.330528 + Penalty 1844.061196 = -1223990.269331 nChanged 6 SP:Iteration 111Q (5988.616507 sec): 3 clusters Score: Raw -1225835.156400 + Penalty 1844.061196 = -1223991.095203 nChanged 2 SP:Iteration 112Q (5988.683597 sec): 3 clusters Score: Raw -1225835.464066 + Penalty 1844.061196 = -1223991.402870 nChanged 3 SP:Iteration 113Q (5988.742050 sec): 3 clusters Score: Raw -1225835.910732 + Penalty 1844.061196 = -1223991.849536 nChanged 5 SP:Iteration 114Q (5988.802471 sec): 3 clusters Score: Raw -1225836.501376 + Penalty 1844.061196 = -1223992.440180 nChanged 6 SP:Iteration 115Q (5988.868446 sec): 3 clusters Score: Raw -1225837.147355 + Penalty 1844.061196 = -1223993.086159 nChanged 7 SP:Iteration 116Q (5988.924703 sec): 3 clusters Score: Raw -1225838.316090 + Penalty 1844.061196 = -1223994.254894 nChanged 5 SP:Iteration 117Q (5988.991229 sec): 3 clusters Score: Raw -1225839.237223 + Penalty 1844.061196 = -1223995.176027 nChanged 4 SP:Iteration 118Q (5989.043741 sec): 3 clusters Score: Raw -1225839.764170 + Penalty 1844.061196 = -1223995.702974 nChanged 6 SP:Iteration 119Q (5989.093974 sec): 3 clusters Score: Raw -1225840.736689 + Penalty 1844.061196 = -1223996.675493 nChanged 6 SP:Iteration 120F (5989.155171 sec): 3 clusters Score: Raw -1225841.383680 + Penalty 1844.061196 = -1223997.322484 nChanged 6 SP:Iteration 121Q (5989.208860 sec): 3 clusters Score: Raw -1225842.610665 + Penalty 1844.061196 = -1223998.549469 nChanged 9 SP:Iteration 122Q (5989.260307 sec): 3 clusters Score: Raw -1225843.968476 + Penalty 1844.061196 = -1223999.907280 nChanged 8 SP:Iteration 123Q (5989.322854 sec): 3 clusters Score: Raw -1225844.966386 + Penalty 1844.061196 = -1224000.905190 nChanged 7 SP:Iteration 124Q (5989.374445 sec): 3 clusters Score: Raw -1225845.919232 + Penalty 1844.061196 = -1224001.858036 nChanged 5 SP:Iteration 125Q (5989.433689 sec): 3 clusters Score: Raw -1225846.479410 + Penalty 1844.061196 = -1224002.418213 nChanged 1 SP:Iteration 126Q (5989.502998 sec): 3 clusters Score: Raw -1225846.542244 + Penalty 1844.061196 = -1224002.481047 nChanged 0 SP:Iteration 127F (5989.561726 sec): 3 clusters Score: Raw -1225846.542244 + Penalty 1844.061196 = -1224002.481047 nChanged 0 Trying to split cluster 12 (54446 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5989.646490 sec): 2 clusters Score: Raw -3805844.853766 + Penalty 1035.971643 = -3804808.882123 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5989.749900 sec): 3 clusters Score: Raw -3770409.440597 + Penalty 2071.943286 = -3768337.497310 nChanged 25995 SP:Iteration 1F (5989.859081 sec): 3 clusters Score: Raw -3785774.427015 + Penalty 2071.943286 = -3783702.483729 nChanged 2326 SP:Iteration 2Q (5989.972474 sec): 3 clusters Score: Raw -3786563.093324 + Penalty 2071.943286 = -3784491.150038 nChanged 2519 SP:Iteration 3Q (5990.089574 sec): 3 clusters Score: Raw -3787508.852175 + Penalty 2071.943286 = -3785436.908889 nChanged 2712 SP:Iteration 4Q (5990.207085 sec): 3 clusters Score: Raw -3788619.772454 + Penalty 2071.943286 = -3786547.829168 nChanged 2877 SP:Iteration 5F (5990.315380 sec): 3 clusters Score: Raw -3789982.159849 + Penalty 2071.943286 = -3787910.216563 nChanged 3134 SP:Iteration 6F (5990.427535 sec): 3 clusters Score: Raw -3791778.776740 + Penalty 2071.943286 = -3789706.833454 nChanged 3254 SP:Iteration 7F (5990.538076 sec): 3 clusters Score: Raw -3793944.010135 + Penalty 2071.943286 = -3791872.066848 nChanged 3154 SP:Iteration 8F (5990.651847 sec): 3 clusters Score: Raw -3796300.735941 + Penalty 2071.943286 = -3794228.792655 nChanged 2750 SP:Iteration 9F (5990.764821 sec): 3 clusters Score: Raw -3798282.554685 + Penalty 2071.943286 = -3796210.611399 nChanged 2124 SP:Iteration 10Q (5990.876183 sec): 3 clusters Score: Raw -3799627.291560 + Penalty 2071.943286 = -3797555.348274 nChanged 1647 SP:Iteration 11Q (5990.985782 sec): 3 clusters Score: Raw -3800520.037403 + Penalty 2071.943286 = -3798448.094117 nChanged 1230 SP:Iteration 12Q (5991.098804 sec): 3 clusters Score: Raw -3801129.656177 + Penalty 2071.943286 = -3799057.712891 nChanged 1042 SP:Iteration 13Q (5991.211226 sec): 3 clusters Score: Raw -3801609.324449 + Penalty 2071.943286 = -3799537.381163 nChanged 985 SP:Iteration 14Q (5991.320145 sec): 3 clusters Score: Raw -3802048.451283 + Penalty 2071.943286 = -3799976.507997 nChanged 915 SP:Iteration 15Q (5991.431930 sec): 3 clusters Score: Raw -3802444.096835 + Penalty 2071.943286 = -3800372.153549 nChanged 845 SP:Iteration 16Q (5991.537090 sec): 3 clusters Score: Raw -3802797.932707 + Penalty 2071.943286 = -3800725.989421 nChanged 808 SP:Iteration 17Q (5991.639463 sec): 3 clusters Score: Raw -3803149.435792 + Penalty 2071.943286 = -3801077.492506 nChanged 793 SP:Iteration 18Q (5991.741555 sec): 3 clusters Score: Raw -3803523.453086 + Penalty 2071.943286 = -3801451.509800 nChanged 753 SP:Iteration 19Q (5991.833054 sec): 3 clusters Score: Raw -3803897.853127 + Penalty 2071.943286 = -3801825.909841 nChanged 687 SP:Iteration 20F (5991.942959 sec): 3 clusters Score: Raw -3804241.590471 + Penalty 2071.943286 = -3802169.647184 nChanged 595 SP:Iteration 21Q (5992.038171 sec): 3 clusters Score: Raw -3804552.877402 + Penalty 2071.943286 = -3802480.934116 nChanged 575 SP:Iteration 22Q (5992.133971 sec): 3 clusters Score: Raw -3804863.191659 + Penalty 2071.943286 = -3802791.248373 nChanged 480 SP:Iteration 23Q (5992.237113 sec): 3 clusters Score: Raw -3805113.110673 + Penalty 2071.943286 = -3803041.167387 nChanged 408 SP:Iteration 24Q (5992.335666 sec): 3 clusters Score: Raw -3805323.693752 + Penalty 2071.943286 = -3803251.750466 nChanged 363 SP:Iteration 25Q (5992.432929 sec): 3 clusters Score: Raw -3805499.820654 + Penalty 2071.943286 = -3803427.877368 nChanged 263 SP:Iteration 26Q (5992.523966 sec): 3 clusters Score: Raw -3805623.390586 + Penalty 2071.943286 = -3803551.447300 nChanged 224 SP:Iteration 27Q (5992.623220 sec): 3 clusters Score: Raw -3805722.726825 + Penalty 2071.943286 = -3803650.783539 nChanged 179 SP:Iteration 28Q (5992.713542 sec): 3 clusters Score: Raw -3805794.544275 + Penalty 2071.943286 = -3803722.600989 nChanged 131 SP:Iteration 29Q (5992.812329 sec): 3 clusters Score: Raw -3805843.840455 + Penalty 2071.943286 = -3803771.897169 nChanged 102 SP:Iteration 30Q (5992.922774 sec): 3 clusters Score: Raw -3805880.288410 + Penalty 2071.943286 = -3803808.345124 nChanged 91 SP:Iteration 31Q (5993.019057 sec): 3 clusters Score: Raw -3805913.613439 + Penalty 2071.943286 = -3803841.670153 nChanged 85 SP:Iteration 32Q (5993.111255 sec): 3 clusters Score: Raw -3805946.366852 + Penalty 2071.943286 = -3803874.423565 nChanged 71 SP:Iteration 33Q (5993.197533 sec): 3 clusters Score: Raw -3805971.325812 + Penalty 2071.943286 = -3803899.382526 nChanged 53 SP:Iteration 34Q (5993.291890 sec): 3 clusters Score: Raw -3805991.485851 + Penalty 2071.943286 = -3803919.542565 nChanged 56 SP:Iteration 35Q (5993.385930 sec): 3 clusters Score: Raw -3806013.959117 + Penalty 2071.943286 = -3803942.015831 nChanged 44 SP:Iteration 36Q (5993.513146 sec): 3 clusters Score: Raw -3806029.395877 + Penalty 2071.943286 = -3803957.452591 nChanged 39 SP:Iteration 37Q (5993.612784 sec): 3 clusters Score: Raw -3806041.519465 + Penalty 2071.943286 = -3803969.576179 nChanged 33 SP:Iteration 38Q (5993.706842 sec): 3 clusters Score: Raw -3806053.411303 + Penalty 2071.943286 = -3803981.468017 nChanged 22 SP:Iteration 39Q (5993.799014 sec): 3 clusters Score: Raw -3806060.404333 + Penalty 2071.943286 = -3803988.461047 nChanged 13 SP:Iteration 40F (5993.908529 sec): 3 clusters Score: Raw -3806065.868332 + Penalty 2071.943286 = -3803993.925046 nChanged 12 SP:Iteration 41Q (5994.001066 sec): 3 clusters Score: Raw -3806070.366548 + Penalty 2071.943286 = -3803998.423262 nChanged 15 SP:Iteration 42Q (5994.084484 sec): 3 clusters Score: Raw -3806074.218154 + Penalty 2071.943286 = -3804002.274867 nChanged 9 SP:Iteration 43Q (5994.187297 sec): 3 clusters Score: Raw -3806076.775124 + Penalty 2071.943286 = -3804004.831838 nChanged 10 SP:Iteration 44Q (5994.275662 sec): 3 clusters Score: Raw -3806080.453334 + Penalty 2071.943286 = -3804008.510048 nChanged 15 SP:Iteration 45Q (5994.362033 sec): 3 clusters Score: Raw -3806083.655882 + Penalty 2071.943286 = -3804011.712596 nChanged 8 SP:Iteration 46Q (5994.452607 sec): 3 clusters Score: Raw -3806086.018875 + Penalty 2071.943286 = -3804014.075589 nChanged 6 SP:Iteration 47Q (5994.553198 sec): 3 clusters Score: Raw -3806087.380659 + Penalty 2071.943286 = -3804015.437372 nChanged 7 SP:Iteration 48Q (5994.638738 sec): 3 clusters Score: Raw -3806088.892978 + Penalty 2071.943286 = -3804016.949692 nChanged 4 SP:Iteration 49Q (5994.727334 sec): 3 clusters Score: Raw -3806090.192355 + Penalty 2071.943286 = -3804018.249069 nChanged 3 SP:Iteration 50Q (5994.828352 sec): 3 clusters Score: Raw -3806091.040747 + Penalty 2071.943286 = -3804019.097461 nChanged 2 SP:Iteration 51Q (5994.927358 sec): 3 clusters Score: Raw -3806091.879888 + Penalty 2071.943286 = -3804019.936602 nChanged 2 SP:Iteration 52Q (5995.027879 sec): 3 clusters Score: Raw -3806092.757239 + Penalty 2071.943286 = -3804020.813953 nChanged 1 SP:Iteration 53Q (5995.121041 sec): 3 clusters Score: Raw -3806093.042572 + Penalty 2071.943286 = -3804021.099286 nChanged 3 SP:Iteration 54Q (5995.204350 sec): 3 clusters Score: Raw -3806093.458241 + Penalty 2071.943286 = -3804021.514955 nChanged 0 SP:Iteration 55F (5995.315247 sec): 3 clusters Score: Raw -3806093.458241 + Penalty 2071.943286 = -3804021.514955 nChanged 0 Trying to split cluster 13 (628 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5995.339217 sec): 2 clusters Score: Raw -43464.691792 + Penalty 612.041316 = -42852.650476 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5995.367443 sec): 3 clusters Score: Raw -43288.749935 + Penalty 1224.082632 = -42064.667303 nChanged 175 SP:Iteration 1F (5995.403807 sec): 3 clusters Score: Raw -43494.434361 + Penalty 1224.082632 = -42270.351729 nChanged 56 SP:Iteration 2F (5995.440536 sec): 3 clusters Score: Raw -43566.883730 + Penalty 1224.082632 = -42342.801098 nChanged 33 SP:Iteration 3F (5995.477244 sec): 3 clusters Score: Raw -43606.860476 + Penalty 1224.082632 = -42382.777844 nChanged 22 SP:Iteration 4Q (5995.522773 sec): 3 clusters Score: Raw -43641.225443 + Penalty 1224.082632 = -42417.142812 nChanged 18 SP:Iteration 5Q (5995.559096 sec): 3 clusters Score: Raw -43668.010550 + Penalty 1224.082632 = -42443.927918 nChanged 13 SP:Iteration 6Q (5995.596301 sec): 3 clusters Score: Raw -43682.965072 + Penalty 1224.082632 = -42458.882441 nChanged 8 SP:Iteration 7Q (5995.627791 sec): 3 clusters Score: Raw -43695.306219 + Penalty 1224.082632 = -42471.223588 nChanged 5 SP:Iteration 8Q (5995.675587 sec): 3 clusters Score: Raw -43701.701544 + Penalty 1224.082632 = -42477.618913 nChanged 4 SP:Iteration 9Q (5995.723171 sec): 3 clusters Score: Raw -43707.003310 + Penalty 1224.082632 = -42482.920678 nChanged 1 SP:Iteration 10Q (5995.760851 sec): 3 clusters Score: Raw -43709.107451 + Penalty 1224.082632 = -42485.024820 nChanged 1 SP:Iteration 11Q (5995.800817 sec): 3 clusters Score: Raw -43709.659114 + Penalty 1224.082632 = -42485.576483 nChanged 1 SP:Iteration 12Q (5995.833172 sec): 3 clusters Score: Raw -43710.561450 + Penalty 1224.082632 = -42486.478819 nChanged 0 SP:Iteration 13F (5995.872834 sec): 3 clusters Score: Raw -43710.561450 + Penalty 1224.082632 = -42486.478819 nChanged 0 Trying to split cluster 14 (6674 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5995.901713 sec): 2 clusters Score: Raw -477355.375255 + Penalty 836.567593 = -476518.807663 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5995.955741 sec): 3 clusters Score: Raw -473477.214950 + Penalty 1673.135185 = -471804.079765 nChanged 2892 SP:Iteration 1F (5995.996768 sec): 3 clusters Score: Raw -475118.116271 + Penalty 1673.135185 = -473444.981086 nChanged 498 SP:Iteration 2F (5996.049497 sec): 3 clusters Score: Raw -475446.245797 + Penalty 1673.135185 = -473773.110612 nChanged 467 SP:Iteration 3F (5996.101061 sec): 3 clusters Score: Raw -475815.258981 + Penalty 1673.135185 = -474142.123796 nChanged 479 SP:Iteration 4F (5996.151443 sec): 3 clusters Score: Raw -476276.688513 + Penalty 1673.135185 = -474603.553327 nChanged 481 SP:Iteration 5F (5996.212625 sec): 3 clusters Score: Raw -476690.871847 + Penalty 1673.135185 = -475017.736662 nChanged 401 SP:Iteration 6F (5996.274775 sec): 3 clusters Score: Raw -476996.364254 + Penalty 1673.135185 = -475323.229068 nChanged 313 SP:Iteration 7Q (5996.339369 sec): 3 clusters Score: Raw -477222.031511 + Penalty 1673.135185 = -475548.896326 nChanged 221 SP:Iteration 8Q (5996.399852 sec): 3 clusters Score: Raw -477380.592544 + Penalty 1673.135185 = -475707.457358 nChanged 188 SP:Iteration 9Q (5996.454163 sec): 3 clusters Score: Raw -477526.233353 + Penalty 1673.135185 = -475853.098168 nChanged 135 SP:Iteration 10Q (5996.512910 sec): 3 clusters Score: Raw -477626.951009 + Penalty 1673.135185 = -475953.815824 nChanged 109 SP:Iteration 11Q (5996.557022 sec): 3 clusters Score: Raw -477691.291511 + Penalty 1673.135185 = -476018.156326 nChanged 93 SP:Iteration 12Q (5996.608429 sec): 3 clusters Score: Raw -477742.632840 + Penalty 1673.135185 = -476069.497655 nChanged 66 SP:Iteration 13Q (5996.652090 sec): 3 clusters Score: Raw -477777.911845 + Penalty 1673.135185 = -476104.776660 nChanged 66 SP:Iteration 14Q (5996.702417 sec): 3 clusters Score: Raw -477811.253414 + Penalty 1673.135185 = -476138.118228 nChanged 60 SP:Iteration 15Q (5996.751683 sec): 3 clusters Score: Raw -477839.898646 + Penalty 1673.135185 = -476166.763461 nChanged 52 SP:Iteration 16Q (5996.803055 sec): 3 clusters Score: Raw -477861.507195 + Penalty 1673.135185 = -476188.372010 nChanged 33 SP:Iteration 17Q (5996.851696 sec): 3 clusters Score: Raw -477874.498689 + Penalty 1673.135185 = -476201.363504 nChanged 27 SP:Iteration 18Q (5996.900760 sec): 3 clusters Score: Raw -477882.127627 + Penalty 1673.135185 = -476208.992442 nChanged 16 SP:Iteration 19Q (5996.952479 sec): 3 clusters Score: Raw -477886.513325 + Penalty 1673.135185 = -476213.378140 nChanged 20 SP:Iteration 20F (5997.009623 sec): 3 clusters Score: Raw -477892.420302 + Penalty 1673.135185 = -476219.285117 nChanged 20 SP:Iteration 21Q (5997.065100 sec): 3 clusters Score: Raw -477898.448296 + Penalty 1673.135185 = -476225.313111 nChanged 13 SP:Iteration 22Q (5997.115736 sec): 3 clusters Score: Raw -477900.789638 + Penalty 1673.135185 = -476227.654453 nChanged 6 SP:Iteration 23Q (5997.163880 sec): 3 clusters Score: Raw -477902.061426 + Penalty 1673.135185 = -476228.926241 nChanged 7 SP:Iteration 24Q (5997.211862 sec): 3 clusters Score: Raw -477904.186929 + Penalty 1673.135185 = -476231.051743 nChanged 5 SP:Iteration 25Q (5997.261587 sec): 3 clusters Score: Raw -477905.988303 + Penalty 1673.135185 = -476232.853117 nChanged 7 SP:Iteration 26Q (5997.311805 sec): 3 clusters Score: Raw -477908.054788 + Penalty 1673.135185 = -476234.919602 nChanged 6 SP:Iteration 27Q (5997.366834 sec): 3 clusters Score: Raw -477909.101465 + Penalty 1673.135185 = -476235.966280 nChanged 4 SP:Iteration 28Q (5997.414658 sec): 3 clusters Score: Raw -477909.805288 + Penalty 1673.135185 = -476236.670103 nChanged 4 SP:Iteration 29Q (5997.464856 sec): 3 clusters Score: Raw -477910.845948 + Penalty 1673.135185 = -476237.710763 nChanged 3 SP:Iteration 30Q (5997.527026 sec): 3 clusters Score: Raw -477911.735587 + Penalty 1673.135185 = -476238.600402 nChanged 2 SP:Iteration 31Q (5997.568489 sec): 3 clusters Score: Raw -477912.405274 + Penalty 1673.135185 = -476239.270089 nChanged 1 SP:Iteration 32Q (5997.630305 sec): 3 clusters Score: Raw -477912.595540 + Penalty 1673.135185 = -476239.460354 nChanged 1 SP:Iteration 33Q (5997.662780 sec): 3 clusters Score: Raw -477912.812144 + Penalty 1673.135185 = -476239.676958 nChanged 1 SP:Iteration 34Q (5997.715788 sec): 3 clusters Score: Raw -477912.911990 + Penalty 1673.135185 = -476239.776805 nChanged 1 SP:Iteration 35Q (5997.763933 sec): 3 clusters Score: Raw -477913.323849 + Penalty 1673.135185 = -476240.188664 nChanged 2 SP:Iteration 36Q (5997.817097 sec): 3 clusters Score: Raw -477913.939683 + Penalty 1673.135185 = -476240.804498 nChanged 2 SP:Iteration 37Q (5997.875248 sec): 3 clusters Score: Raw -477914.678237 + Penalty 1673.135185 = -476241.543052 nChanged 1 SP:Iteration 38Q (5997.915348 sec): 3 clusters Score: Raw -477914.865460 + Penalty 1673.135185 = -476241.730275 nChanged 1 SP:Iteration 39Q (5997.967212 sec): 3 clusters Score: Raw -477915.370652 + Penalty 1673.135185 = -476242.235467 nChanged 0 SP:Iteration 40F (5998.016443 sec): 3 clusters Score: Raw -477915.370652 + Penalty 1673.135185 = -476242.235467 nChanged 0 Trying to split cluster 15 (6423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (5998.048530 sec): 2 clusters Score: Raw -448602.487111 + Penalty 832.925855 = -447769.561256 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (5998.087731 sec): 3 clusters Score: Raw -444926.198911 + Penalty 1665.851710 = -443260.347201 nChanged 2809 SP:Iteration 1F (5998.142639 sec): 3 clusters Score: Raw -446607.969871 + Penalty 1665.851710 = -444942.118161 nChanged 443 SP:Iteration 2F (5998.195773 sec): 3 clusters Score: Raw -446871.632590 + Penalty 1665.851710 = -445205.780880 nChanged 391 SP:Iteration 3F (5998.236442 sec): 3 clusters Score: Raw -447141.120857 + Penalty 1665.851710 = -445475.269147 nChanged 381 SP:Iteration 4F (5998.289700 sec): 3 clusters Score: Raw -447406.853169 + Penalty 1665.851710 = -445741.001459 nChanged 362 SP:Iteration 5F (5998.340193 sec): 3 clusters Score: Raw -447671.878911 + Penalty 1665.851710 = -446006.027202 nChanged 324 SP:Iteration 6F (5998.391091 sec): 3 clusters Score: Raw -447901.963343 + Penalty 1665.851710 = -446236.111634 nChanged 298 SP:Iteration 7Q (5998.437160 sec): 3 clusters Score: Raw -448078.127170 + Penalty 1665.851710 = -446412.275461 nChanged 226 SP:Iteration 8Q (5998.485157 sec): 3 clusters Score: Raw -448175.400334 + Penalty 1665.851710 = -446509.548624 nChanged 149 SP:Iteration 9Q (5998.540276 sec): 3 clusters Score: Raw -448226.211207 + Penalty 1665.851710 = -446560.359497 nChanged 98 SP:Iteration 10Q (5998.589881 sec): 3 clusters Score: Raw -448254.991603 + Penalty 1665.851710 = -446589.139894 nChanged 64 SP:Iteration 11Q (5998.638365 sec): 3 clusters Score: Raw -448272.407168 + Penalty 1665.851710 = -446606.555458 nChanged 51 SP:Iteration 12Q (5998.681414 sec): 3 clusters Score: Raw -448284.055134 + Penalty 1665.851710 = -446618.203424 nChanged 54 SP:Iteration 13Q (5998.737938 sec): 3 clusters Score: Raw -448296.006239 + Penalty 1665.851710 = -446630.154529 nChanged 50 SP:Iteration 14Q (5998.797266 sec): 3 clusters Score: Raw -448306.261428 + Penalty 1665.851710 = -446640.409718 nChanged 42 SP:Iteration 15Q (5998.832749 sec): 3 clusters Score: Raw -448316.673555 + Penalty 1665.851710 = -446650.821846 nChanged 53 SP:Iteration 16Q (5998.882842 sec): 3 clusters Score: Raw -448329.510796 + Penalty 1665.851710 = -446663.659087 nChanged 45 SP:Iteration 17Q (5998.920901 sec): 3 clusters Score: Raw -448338.892213 + Penalty 1665.851710 = -446673.040504 nChanged 47 SP:Iteration 18Q (5998.972470 sec): 3 clusters Score: Raw -448349.854153 + Penalty 1665.851710 = -446684.002443 nChanged 45 SP:Iteration 19Q (5999.028392 sec): 3 clusters Score: Raw -448359.356103 + Penalty 1665.851710 = -446693.504393 nChanged 41 SP:Iteration 20F (5999.082564 sec): 3 clusters Score: Raw -448370.366517 + Penalty 1665.851710 = -446704.514807 nChanged 49 SP:Iteration 21Q (5999.120583 sec): 3 clusters Score: Raw -448380.935292 + Penalty 1665.851710 = -446715.083582 nChanged 43 SP:Iteration 22Q (5999.169587 sec): 3 clusters Score: Raw -448389.127576 + Penalty 1665.851710 = -446723.275867 nChanged 33 SP:Iteration 23Q (5999.220768 sec): 3 clusters Score: Raw -448396.042344 + Penalty 1665.851710 = -446730.190634 nChanged 39 SP:Iteration 24Q (5999.271473 sec): 3 clusters Score: Raw -448404.851229 + Penalty 1665.851710 = -446738.999520 nChanged 36 SP:Iteration 25Q (5999.323078 sec): 3 clusters Score: Raw -448411.780250 + Penalty 1665.851710 = -446745.928541 nChanged 28 SP:Iteration 26Q (5999.373805 sec): 3 clusters Score: Raw -448416.675622 + Penalty 1665.851710 = -446750.823912 nChanged 21 SP:Iteration 27Q (5999.415593 sec): 3 clusters Score: Raw -448419.519712 + Penalty 1665.851710 = -446753.668002 nChanged 14 SP:Iteration 28Q (5999.474735 sec): 3 clusters Score: Raw -448421.799399 + Penalty 1665.851710 = -446755.947690 nChanged 13 SP:Iteration 29Q (5999.521555 sec): 3 clusters Score: Raw -448423.484422 + Penalty 1665.851710 = -446757.632712 nChanged 11 SP:Iteration 30Q (5999.559555 sec): 3 clusters Score: Raw -448424.607022 + Penalty 1665.851710 = -446758.755313 nChanged 10 SP:Iteration 31Q (5999.605318 sec): 3 clusters Score: Raw -448425.817069 + Penalty 1665.851710 = -446759.965360 nChanged 13 SP:Iteration 32Q (5999.660174 sec): 3 clusters Score: Raw -448427.514165 + Penalty 1665.851710 = -446761.662455 nChanged 16 SP:Iteration 33Q (5999.702603 sec): 3 clusters Score: Raw -448430.218575 + Penalty 1665.851710 = -446764.366865 nChanged 14 SP:Iteration 34Q (5999.751391 sec): 3 clusters Score: Raw -448432.328809 + Penalty 1665.851710 = -446766.477099 nChanged 11 SP:Iteration 35Q (5999.800093 sec): 3 clusters Score: Raw -448433.767611 + Penalty 1665.851710 = -446767.915901 nChanged 18 SP:Iteration 36Q (5999.856086 sec): 3 clusters Score: Raw -448436.665919 + Penalty 1665.851710 = -446770.814210 nChanged 22 SP:Iteration 37Q (5999.899351 sec): 3 clusters Score: Raw -448440.078335 + Penalty 1665.851710 = -446774.226625 nChanged 21 SP:Iteration 38Q (5999.959225 sec): 3 clusters Score: Raw -448443.535688 + Penalty 1665.851710 = -446777.683978 nChanged 20 SP:Iteration 39Q (6000.010569 sec): 3 clusters Score: Raw -448446.390049 + Penalty 1665.851710 = -446780.538339 nChanged 23 SP:Iteration 40F (6000.056702 sec): 3 clusters Score: Raw -448451.217628 + Penalty 1665.851710 = -446785.365918 nChanged 21 SP:Iteration 41Q (6000.112276 sec): 3 clusters Score: Raw -448455.309717 + Penalty 1665.851710 = -446789.458008 nChanged 22 SP:Iteration 42Q (6000.168069 sec): 3 clusters Score: Raw -448460.282893 + Penalty 1665.851710 = -446794.431183 nChanged 23 SP:Iteration 43Q (6000.223346 sec): 3 clusters Score: Raw -448464.278803 + Penalty 1665.851710 = -446798.427093 nChanged 19 SP:Iteration 44Q (6000.278707 sec): 3 clusters Score: Raw -448467.217779 + Penalty 1665.851710 = -446801.366069 nChanged 16 SP:Iteration 45Q (6000.333969 sec): 3 clusters Score: Raw -448469.479136 + Penalty 1665.851710 = -446803.627426 nChanged 14 SP:Iteration 46Q (6000.386244 sec): 3 clusters Score: Raw -448472.171505 + Penalty 1665.851710 = -446806.319795 nChanged 12 SP:Iteration 47Q (6000.427990 sec): 3 clusters Score: Raw -448474.792615 + Penalty 1665.851710 = -446808.940905 nChanged 16 SP:Iteration 48Q (6000.489398 sec): 3 clusters Score: Raw -448478.162657 + Penalty 1665.851710 = -446812.310947 nChanged 14 SP:Iteration 49Q (6000.541705 sec): 3 clusters Score: Raw -448481.056975 + Penalty 1665.851710 = -446815.205265 nChanged 21 SP:Iteration 50Q (6000.582288 sec): 3 clusters Score: Raw -448483.862219 + Penalty 1665.851710 = -446818.010509 nChanged 16 SP:Iteration 51Q (6000.630467 sec): 3 clusters Score: Raw -448485.664500 + Penalty 1665.851710 = -446819.812791 nChanged 11 SP:Iteration 52Q (6000.688967 sec): 3 clusters Score: Raw -448487.602612 + Penalty 1665.851710 = -446821.750903 nChanged 19 SP:Iteration 53Q (6000.733440 sec): 3 clusters Score: Raw -448491.136997 + Penalty 1665.851710 = -446825.285287 nChanged 22 SP:Iteration 54Q (6000.800893 sec): 3 clusters Score: Raw -448495.505698 + Penalty 1665.851710 = -446829.653988 nChanged 20 SP:Iteration 55Q (6000.842848 sec): 3 clusters Score: Raw -448499.393515 + Penalty 1665.851710 = -446833.541805 nChanged 18 SP:Iteration 56Q (6000.908568 sec): 3 clusters Score: Raw -448502.881358 + Penalty 1665.851710 = -446837.029648 nChanged 15 SP:Iteration 57Q (6000.953177 sec): 3 clusters Score: Raw -448504.747629 + Penalty 1665.851710 = -446838.895920 nChanged 13 SP:Iteration 58Q (6001.008645 sec): 3 clusters Score: Raw -448506.796511 + Penalty 1665.851710 = -446840.944801 nChanged 15 SP:Iteration 59Q (6001.063500 sec): 3 clusters Score: Raw -448510.718782 + Penalty 1665.851710 = -446844.867072 nChanged 32 SP:Iteration 60F (6001.128354 sec): 3 clusters Score: Raw -448516.511056 + Penalty 1665.851710 = -446850.659347 nChanged 24 SP:Iteration 61Q (6001.171427 sec): 3 clusters Score: Raw -448521.206703 + Penalty 1665.851710 = -446855.354993 nChanged 29 SP:Iteration 62Q (6001.217415 sec): 3 clusters Score: Raw -448527.160745 + Penalty 1665.851710 = -446861.309035 nChanged 35 SP:Iteration 63Q (6001.271950 sec): 3 clusters Score: Raw -448535.633182 + Penalty 1665.851710 = -446869.781472 nChanged 42 SP:Iteration 64Q (6001.328963 sec): 3 clusters Score: Raw -448546.659455 + Penalty 1665.851710 = -446880.807745 nChanged 41 SP:Iteration 65Q (6001.347696 sec): 3 clusters Score: Raw -448557.569145 + Penalty 1665.851710 = -446891.717435 nChanged 45 SP:Iteration 66Q (6001.415119 sec): 3 clusters Score: Raw -448569.756893 + Penalty 1665.851710 = -446903.905183 nChanged 40 SP:Iteration 67Q (6001.462028 sec): 3 clusters Score: Raw -448578.910818 + Penalty 1665.851710 = -446913.059109 nChanged 31 SP:Iteration 68Q (6001.517107 sec): 3 clusters Score: Raw -448585.554231 + Penalty 1665.851710 = -446919.702522 nChanged 36 SP:Iteration 69Q (6001.572308 sec): 3 clusters Score: Raw -448595.119664 + Penalty 1665.851710 = -446929.267954 nChanged 38 SP:Iteration 70Q (6001.627829 sec): 3 clusters Score: Raw -448605.233933 + Penalty 1665.851710 = -446939.382223 nChanged 26 SP:Iteration 71Q (6001.676670 sec): 3 clusters Score: Raw -448613.986144 + Penalty 1665.851710 = -446948.134434 nChanged 43 SP:Iteration 72Q (6001.731710 sec): 3 clusters Score: Raw -448626.367859 + Penalty 1665.851710 = -446960.516149 nChanged 35 SP:Iteration 73Q (6001.772940 sec): 3 clusters Score: Raw -448637.050672 + Penalty 1665.851710 = -446971.198962 nChanged 42 SP:Iteration 74Q (6001.827749 sec): 3 clusters Score: Raw -448648.821330 + Penalty 1665.851710 = -446982.969621 nChanged 41 SP:Iteration 75Q (6001.879510 sec): 3 clusters Score: Raw -448660.240966 + Penalty 1665.851710 = -446994.389257 nChanged 38 SP:Iteration 76Q (6001.927916 sec): 3 clusters Score: Raw -448670.618600 + Penalty 1665.851710 = -447004.766890 nChanged 36 SP:Iteration 77Q (6001.986217 sec): 3 clusters Score: Raw -448680.025211 + Penalty 1665.851710 = -447014.173501 nChanged 34 SP:Iteration 78Q (6002.052018 sec): 3 clusters Score: Raw -448688.201201 + Penalty 1665.851710 = -447022.349492 nChanged 27 SP:Iteration 79Q (6002.096566 sec): 3 clusters Score: Raw -448694.563974 + Penalty 1665.851710 = -447028.712265 nChanged 23 SP:Iteration 80F (6002.149460 sec): 3 clusters Score: Raw -448700.930519 + Penalty 1665.851710 = -447035.078809 nChanged 28 SP:Iteration 81Q (6002.205145 sec): 3 clusters Score: Raw -448709.957965 + Penalty 1665.851710 = -447044.106256 nChanged 36 SP:Iteration 82Q (6002.260689 sec): 3 clusters Score: Raw -448718.533094 + Penalty 1665.851710 = -447052.681385 nChanged 25 SP:Iteration 83Q (6002.328600 sec): 3 clusters Score: Raw -448722.673628 + Penalty 1665.851710 = -447056.821918 nChanged 18 SP:Iteration 84Q (6002.374270 sec): 3 clusters Score: Raw -448727.416983 + Penalty 1665.851710 = -447061.565273 nChanged 19 SP:Iteration 85Q (6002.422401 sec): 3 clusters Score: Raw -448731.721940 + Penalty 1665.851710 = -447065.870230 nChanged 21 SP:Iteration 86Q (6002.468686 sec): 3 clusters Score: Raw -448737.069597 + Penalty 1665.851710 = -447071.217887 nChanged 22 SP:Iteration 87Q (6002.516754 sec): 3 clusters Score: Raw -448743.220424 + Penalty 1665.851710 = -447077.368714 nChanged 22 SP:Iteration 88Q (6002.571327 sec): 3 clusters Score: Raw -448748.517899 + Penalty 1665.851710 = -447082.666189 nChanged 24 SP:Iteration 89Q (6002.624515 sec): 3 clusters Score: Raw -448753.150906 + Penalty 1665.851710 = -447087.299197 nChanged 25 SP:Iteration 90Q (6002.679558 sec): 3 clusters Score: Raw -448760.454953 + Penalty 1665.851710 = -447094.603243 nChanged 24 SP:Iteration 91Q (6002.734507 sec): 3 clusters Score: Raw -448767.438706 + Penalty 1665.851710 = -447101.586996 nChanged 29 SP:Iteration 92Q (6002.788880 sec): 3 clusters Score: Raw -448775.865863 + Penalty 1665.851710 = -447110.014154 nChanged 44 SP:Iteration 93Q (6002.844162 sec): 3 clusters Score: Raw -448789.691711 + Penalty 1665.851710 = -447123.840002 nChanged 40 SP:Iteration 94Q (6002.897514 sec): 3 clusters Score: Raw -448801.758594 + Penalty 1665.851710 = -447135.906884 nChanged 40 SP:Iteration 95Q (6002.946520 sec): 3 clusters Score: Raw -448815.694502 + Penalty 1665.851710 = -447149.842792 nChanged 35 SP:Iteration 96Q (6003.003104 sec): 3 clusters Score: Raw -448823.927370 + Penalty 1665.851710 = -447158.075661 nChanged 22 SP:Iteration 97Q (6003.055305 sec): 3 clusters Score: Raw -448829.114204 + Penalty 1665.851710 = -447163.262495 nChanged 20 SP:Iteration 98Q (6003.105307 sec): 3 clusters Score: Raw -448832.992512 + Penalty 1665.851710 = -447167.140802 nChanged 16 SP:Iteration 99Q (6003.148497 sec): 3 clusters Score: Raw -448837.833718 + Penalty 1665.851710 = -447171.982008 nChanged 12 SP:Iteration 100F (6003.194255 sec): 3 clusters Score: Raw -448840.385615 + Penalty 1665.851710 = -447174.533905 nChanged 16 SP:Iteration 101Q (6003.248382 sec): 3 clusters Score: Raw -448842.974478 + Penalty 1665.851710 = -447177.122769 nChanged 9 SP:Iteration 102Q (6003.301120 sec): 3 clusters Score: Raw -448844.166190 + Penalty 1665.851710 = -447178.314480 nChanged 8 SP:Iteration 103Q (6003.355518 sec): 3 clusters Score: Raw -448845.111519 + Penalty 1665.851710 = -447179.259810 nChanged 7 SP:Iteration 104Q (6003.409918 sec): 3 clusters Score: Raw -448845.983150 + Penalty 1665.851710 = -447180.131440 nChanged 7 SP:Iteration 105Q (6003.441628 sec): 3 clusters Score: Raw -448847.183271 + Penalty 1665.851710 = -447181.331562 nChanged 10 SP:Iteration 106Q (6003.460575 sec): 3 clusters Score: Raw -448849.636112 + Penalty 1665.851710 = -447183.784402 nChanged 6 SP:Iteration 107Q (6003.483829 sec): 3 clusters Score: Raw -448850.802660 + Penalty 1665.851710 = -447184.950950 nChanged 5 SP:Iteration 108Q (6003.505330 sec): 3 clusters Score: Raw -448851.374079 + Penalty 1665.851710 = -447185.522369 nChanged 3 SP:Iteration 109Q (6003.562430 sec): 3 clusters Score: Raw -448851.616119 + Penalty 1665.851710 = -447185.764410 nChanged 2 SP:Iteration 110Q (6003.622598 sec): 3 clusters Score: Raw -448851.987517 + Penalty 1665.851710 = -447186.135808 nChanged 2 SP:Iteration 111Q (6003.666437 sec): 3 clusters Score: Raw -448852.209399 + Penalty 1665.851710 = -447186.357689 nChanged 2 SP:Iteration 112Q (6003.710847 sec): 3 clusters Score: Raw -448852.511562 + Penalty 1665.851710 = -447186.659852 nChanged 4 SP:Iteration 113Q (6003.752886 sec): 3 clusters Score: Raw -448853.015496 + Penalty 1665.851710 = -447187.163787 nChanged 5 SP:Iteration 114Q (6003.787452 sec): 3 clusters Score: Raw -448854.365102 + Penalty 1665.851710 = -447188.513392 nChanged 5 SP:Iteration 115Q (6003.833595 sec): 3 clusters Score: Raw -448855.101281 + Penalty 1665.851710 = -447189.249572 nChanged 3 SP:Iteration 116Q (6003.894610 sec): 3 clusters Score: Raw -448855.382409 + Penalty 1665.851710 = -447189.530699 nChanged 3 SP:Iteration 117Q (6003.930657 sec): 3 clusters Score: Raw -448856.096370 + Penalty 1665.851710 = -447190.244660 nChanged 5 SP:Iteration 118Q (6003.973827 sec): 3 clusters Score: Raw -448857.051858 + Penalty 1665.851710 = -447191.200149 nChanged 7 SP:Iteration 119Q (6004.020836 sec): 3 clusters Score: Raw -448858.012828 + Penalty 1665.851710 = -447192.161119 nChanged 4 SP:Iteration 120F (6004.071113 sec): 3 clusters Score: Raw -448858.613761 + Penalty 1665.851710 = -447192.762051 nChanged 4 SP:Iteration 121Q (6004.112143 sec): 3 clusters Score: Raw -448859.120380 + Penalty 1665.851710 = -447193.268670 nChanged 3 SP:Iteration 122Q (6004.164236 sec): 3 clusters Score: Raw -448859.429961 + Penalty 1665.851710 = -447193.578251 nChanged 2 SP:Iteration 123Q (6004.212953 sec): 3 clusters Score: Raw -448859.564608 + Penalty 1665.851710 = -447193.712899 nChanged 0 SP:Iteration 124F (6004.252283 sec): 3 clusters Score: Raw -448859.564608 + Penalty 1665.851710 = -447193.712899 nChanged 0 Trying to split cluster 16 (23012 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6004.299769 sec): 2 clusters Score: Raw -1710098.926253 + Penalty 954.158254 = -1709144.767998 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6004.380124 sec): 3 clusters Score: Raw -1695675.194678 + Penalty 1908.316509 = -1693766.878169 nChanged 10652 SP:Iteration 1F (6004.429102 sec): 3 clusters Score: Raw -1701804.032997 + Penalty 1908.316509 = -1699895.716488 nChanged 1332 SP:Iteration 2F (6004.499672 sec): 3 clusters Score: Raw -1702459.019718 + Penalty 1908.316509 = -1700550.703209 nChanged 1456 SP:Iteration 3F (6004.544943 sec): 3 clusters Score: Raw -1703351.383815 + Penalty 1908.316509 = -1701443.067306 nChanged 1657 SP:Iteration 4F (6004.615681 sec): 3 clusters Score: Raw -1704562.139944 + Penalty 1908.316509 = -1702653.823435 nChanged 1705 SP:Iteration 5F (6004.691455 sec): 3 clusters Score: Raw -1705874.412858 + Penalty 1908.316509 = -1703966.096349 nChanged 1475 SP:Iteration 6F (6004.756067 sec): 3 clusters Score: Raw -1707162.158822 + Penalty 1908.316509 = -1705253.842313 nChanged 1125 SP:Iteration 7Q (6004.805857 sec): 3 clusters Score: Raw -1708203.852537 + Penalty 1908.316509 = -1706295.536029 nChanged 768 SP:Iteration 8Q (6004.875168 sec): 3 clusters Score: Raw -1708829.555264 + Penalty 1908.316509 = -1706921.238755 nChanged 525 SP:Iteration 9Q (6004.932294 sec): 3 clusters Score: Raw -1709159.574092 + Penalty 1908.316509 = -1707251.257584 nChanged 367 SP:Iteration 10Q (6005.002333 sec): 3 clusters Score: Raw -1709355.613384 + Penalty 1908.316509 = -1707447.296875 nChanged 299 SP:Iteration 11Q (6005.075839 sec): 3 clusters Score: Raw -1709501.992792 + Penalty 1908.316509 = -1707593.676283 nChanged 275 SP:Iteration 12Q (6005.149451 sec): 3 clusters Score: Raw -1709632.135976 + Penalty 1908.316509 = -1707723.819467 nChanged 241 SP:Iteration 13Q (6005.219843 sec): 3 clusters Score: Raw -1709748.036188 + Penalty 1908.316509 = -1707839.719680 nChanged 196 SP:Iteration 14Q (6005.278572 sec): 3 clusters Score: Raw -1709844.212564 + Penalty 1908.316509 = -1707935.896055 nChanged 187 SP:Iteration 15Q (6005.344352 sec): 3 clusters Score: Raw -1709935.226935 + Penalty 1908.316509 = -1708026.910426 nChanged 153 SP:Iteration 16Q (6005.417385 sec): 3 clusters Score: Raw -1710008.790200 + Penalty 1908.316509 = -1708100.473692 nChanged 119 SP:Iteration 17Q (6005.486021 sec): 3 clusters Score: Raw -1710062.782406 + Penalty 1908.316509 = -1708154.465897 nChanged 95 SP:Iteration 18Q (6005.514514 sec): 3 clusters Score: Raw -1710101.456552 + Penalty 1908.316509 = -1708193.140043 nChanged 75 SP:Iteration 19Q (6005.577820 sec): 3 clusters Score: Raw -1710129.250911 + Penalty 1908.316509 = -1708220.934402 nChanged 59 SP:Iteration 20F (6005.648047 sec): 3 clusters Score: Raw -1710150.538147 + Penalty 1908.316509 = -1708242.221638 nChanged 54 SP:Iteration 21Q (6005.709816 sec): 3 clusters Score: Raw -1710167.527078 + Penalty 1908.316509 = -1708259.210570 nChanged 38 SP:Iteration 22Q (6005.783093 sec): 3 clusters Score: Raw -1710179.309189 + Penalty 1908.316509 = -1708270.992681 nChanged 40 SP:Iteration 23Q (6005.839780 sec): 3 clusters Score: Raw -1710190.576195 + Penalty 1908.316509 = -1708282.259687 nChanged 36 SP:Iteration 24Q (6005.912733 sec): 3 clusters Score: Raw -1710201.276999 + Penalty 1908.316509 = -1708292.960490 nChanged 36 SP:Iteration 25Q (6005.959998 sec): 3 clusters Score: Raw -1710216.047823 + Penalty 1908.316509 = -1708307.731314 nChanged 31 SP:Iteration 26Q (6006.022230 sec): 3 clusters Score: Raw -1710229.107246 + Penalty 1908.316509 = -1708320.790737 nChanged 22 SP:Iteration 27Q (6006.091128 sec): 3 clusters Score: Raw -1710236.695476 + Penalty 1908.316509 = -1708328.378968 nChanged 19 SP:Iteration 28Q (6006.161881 sec): 3 clusters Score: Raw -1710243.228636 + Penalty 1908.316509 = -1708334.912127 nChanged 22 SP:Iteration 29Q (6006.224016 sec): 3 clusters Score: Raw -1710250.235666 + Penalty 1908.316509 = -1708341.919157 nChanged 13 SP:Iteration 30Q (6006.291041 sec): 3 clusters Score: Raw -1710254.592380 + Penalty 1908.316509 = -1708346.275871 nChanged 17 SP:Iteration 31Q (6006.354797 sec): 3 clusters Score: Raw -1710262.494732 + Penalty 1908.316509 = -1708354.178223 nChanged 20 SP:Iteration 32Q (6006.420477 sec): 3 clusters Score: Raw -1710271.159859 + Penalty 1908.316509 = -1708362.843350 nChanged 11 SP:Iteration 33Q (6006.471134 sec): 3 clusters Score: Raw -1710276.445251 + Penalty 1908.316509 = -1708368.128743 nChanged 7 SP:Iteration 34Q (6006.538682 sec): 3 clusters Score: Raw -1710280.063760 + Penalty 1908.316509 = -1708371.747252 nChanged 12 SP:Iteration 35Q (6006.604816 sec): 3 clusters Score: Raw -1710284.344551 + Penalty 1908.316509 = -1708376.028043 nChanged 9 SP:Iteration 36Q (6006.675973 sec): 3 clusters Score: Raw -1710286.919595 + Penalty 1908.316509 = -1708378.603086 nChanged 5 SP:Iteration 37Q (6006.742900 sec): 3 clusters Score: Raw -1710288.035823 + Penalty 1908.316509 = -1708379.719315 nChanged 3 SP:Iteration 38Q (6006.804342 sec): 3 clusters Score: Raw -1710288.723629 + Penalty 1908.316509 = -1708380.407120 nChanged 0 SP:Iteration 39F (6006.874621 sec): 3 clusters Score: Raw -1710288.723629 + Penalty 1908.316509 = -1708380.407120 nChanged 0 Trying to split cluster 17 (19094 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6006.919090 sec): 2 clusters Score: Raw -1422750.056969 + Penalty 936.427296 = -1421813.629673 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6006.977072 sec): 3 clusters Score: Raw -1410896.554079 + Penalty 1872.854591 = -1409023.699487 nChanged 8832 SP:Iteration 1F (6007.046855 sec): 3 clusters Score: Raw -1415876.588064 + Penalty 1872.854591 = -1414003.733473 nChanged 789 SP:Iteration 2Q (6007.100488 sec): 3 clusters Score: Raw -1416112.975147 + Penalty 1872.854591 = -1414240.120556 nChanged 743 SP:Iteration 3Q (6007.170748 sec): 3 clusters Score: Raw -1416365.356997 + Penalty 1872.854591 = -1414492.502406 nChanged 807 SP:Iteration 4Q (6007.232823 sec): 3 clusters Score: Raw -1416718.252114 + Penalty 1872.854591 = -1414845.397523 nChanged 913 SP:Iteration 5Q (6007.295622 sec): 3 clusters Score: Raw -1417230.488328 + Penalty 1872.854591 = -1415357.633737 nChanged 1046 SP:Iteration 6F (6007.370248 sec): 3 clusters Score: Raw -1417947.603668 + Penalty 1872.854591 = -1416074.749077 nChanged 1144 SP:Iteration 7F (6007.443876 sec): 3 clusters Score: Raw -1418817.262505 + Penalty 1872.854591 = -1416944.407913 nChanged 1094 SP:Iteration 8F (6007.515875 sec): 3 clusters Score: Raw -1419610.708365 + Penalty 1872.854591 = -1417737.853774 nChanged 949 SP:Iteration 9Q (6007.594877 sec): 3 clusters Score: Raw -1420139.195289 + Penalty 1872.854591 = -1418266.340697 nChanged 678 SP:Iteration 10Q (6007.647575 sec): 3 clusters Score: Raw -1420405.434582 + Penalty 1872.854591 = -1418532.579991 nChanged 474 SP:Iteration 11Q (6007.717852 sec): 3 clusters Score: Raw -1420571.830208 + Penalty 1872.854591 = -1418698.975616 nChanged 356 SP:Iteration 12Q (6007.796984 sec): 3 clusters Score: Raw -1420686.063528 + Penalty 1872.854591 = -1418813.208936 nChanged 315 SP:Iteration 13Q (6007.857791 sec): 3 clusters Score: Raw -1420797.596112 + Penalty 1872.854591 = -1418924.741521 nChanged 327 SP:Iteration 14Q (6007.927908 sec): 3 clusters Score: Raw -1420911.546430 + Penalty 1872.854591 = -1419038.691838 nChanged 316 SP:Iteration 15Q (6007.993760 sec): 3 clusters Score: Raw -1421020.216096 + Penalty 1872.854591 = -1419147.361505 nChanged 280 SP:Iteration 16Q (6008.056994 sec): 3 clusters Score: Raw -1421108.071472 + Penalty 1872.854591 = -1419235.216880 nChanged 247 SP:Iteration 17Q (6008.122658 sec): 3 clusters Score: Raw -1421188.410106 + Penalty 1872.854591 = -1419315.555514 nChanged 253 SP:Iteration 18Q (6008.189598 sec): 3 clusters Score: Raw -1421276.240407 + Penalty 1872.854591 = -1419403.385815 nChanged 263 SP:Iteration 19Q (6008.256379 sec): 3 clusters Score: Raw -1421380.852697 + Penalty 1872.854591 = -1419507.998106 nChanged 298 SP:Iteration 20F (6008.324059 sec): 3 clusters Score: Raw -1421504.165737 + Penalty 1872.854591 = -1419631.311146 nChanged 278 SP:Iteration 21Q (6008.398733 sec): 3 clusters Score: Raw -1421618.542141 + Penalty 1872.854591 = -1419745.687549 nChanged 275 SP:Iteration 22Q (6008.458758 sec): 3 clusters Score: Raw -1421744.304388 + Penalty 1872.854591 = -1419871.449797 nChanged 262 SP:Iteration 23Q (6008.527725 sec): 3 clusters Score: Raw -1421873.310901 + Penalty 1872.854591 = -1420000.456310 nChanged 243 SP:Iteration 24Q (6008.597813 sec): 3 clusters Score: Raw -1422020.507035 + Penalty 1872.854591 = -1420147.652444 nChanged 252 SP:Iteration 25Q (6008.666926 sec): 3 clusters Score: Raw -1422167.009720 + Penalty 1872.854591 = -1420294.155129 nChanged 238 SP:Iteration 26Q (6008.732492 sec): 3 clusters Score: Raw -1422306.817319 + Penalty 1872.854591 = -1420433.962728 nChanged 239 SP:Iteration 27Q (6008.801272 sec): 3 clusters Score: Raw -1422426.891072 + Penalty 1872.854591 = -1420554.036480 nChanged 214 SP:Iteration 28Q (6008.872922 sec): 3 clusters Score: Raw -1422508.183615 + Penalty 1872.854591 = -1420635.329024 nChanged 161 SP:Iteration 29Q (6008.922052 sec): 3 clusters Score: Raw -1422562.198450 + Penalty 1872.854591 = -1420689.343859 nChanged 126 SP:Iteration 30Q (6008.997133 sec): 3 clusters Score: Raw -1422605.895161 + Penalty 1872.854591 = -1420733.040570 nChanged 133 SP:Iteration 31Q (6009.044235 sec): 3 clusters Score: Raw -1422653.936532 + Penalty 1872.854591 = -1420781.081940 nChanged 124 SP:Iteration 32Q (6009.113020 sec): 3 clusters Score: Raw -1422690.712089 + Penalty 1872.854591 = -1420817.857497 nChanged 91 SP:Iteration 33Q (6009.181866 sec): 3 clusters Score: Raw -1422711.007477 + Penalty 1872.854591 = -1420838.152886 nChanged 82 SP:Iteration 34Q (6009.245792 sec): 3 clusters Score: Raw -1422727.770179 + Penalty 1872.854591 = -1420854.915588 nChanged 66 SP:Iteration 35Q (6009.314835 sec): 3 clusters Score: Raw -1422738.745804 + Penalty 1872.854591 = -1420865.891213 nChanged 58 SP:Iteration 36Q (6009.378757 sec): 3 clusters Score: Raw -1422747.706293 + Penalty 1872.854591 = -1420874.851702 nChanged 45 SP:Iteration 37Q (6009.442858 sec): 3 clusters Score: Raw -1422753.384082 + Penalty 1872.854591 = -1420880.529490 nChanged 33 SP:Iteration 38Q (6009.508782 sec): 3 clusters Score: Raw -1422756.804221 + Penalty 1872.854591 = -1420883.949629 nChanged 26 SP:Iteration 39Q (6009.577942 sec): 3 clusters Score: Raw -1422759.736288 + Penalty 1872.854591 = -1420886.881697 nChanged 22 SP:Iteration 40F (6009.650824 sec): 3 clusters Score: Raw -1422762.380147 + Penalty 1872.854591 = -1420889.525555 nChanged 19 SP:Iteration 41Q (6009.713463 sec): 3 clusters Score: Raw -1422763.930217 + Penalty 1872.854591 = -1420891.075626 nChanged 12 SP:Iteration 42Q (6009.792225 sec): 3 clusters Score: Raw -1422765.111334 + Penalty 1872.854591 = -1420892.256743 nChanged 15 SP:Iteration 43Q (6009.815045 sec): 3 clusters Score: Raw -1422766.187556 + Penalty 1872.854591 = -1420893.332965 nChanged 13 SP:Iteration 44Q (6009.894575 sec): 3 clusters Score: Raw -1422767.616469 + Penalty 1872.854591 = -1420894.761878 nChanged 14 SP:Iteration 45Q (6009.953133 sec): 3 clusters Score: Raw -1422769.567376 + Penalty 1872.854591 = -1420896.712784 nChanged 16 SP:Iteration 46Q (6010.030254 sec): 3 clusters Score: Raw -1422772.348886 + Penalty 1872.854591 = -1420899.494294 nChanged 22 SP:Iteration 47Q (6010.092568 sec): 3 clusters Score: Raw -1422775.412751 + Penalty 1872.854591 = -1420902.558159 nChanged 17 SP:Iteration 48Q (6010.171490 sec): 3 clusters Score: Raw -1422777.667480 + Penalty 1872.854591 = -1420904.812889 nChanged 17 SP:Iteration 49Q (6010.242498 sec): 3 clusters Score: Raw -1422779.849957 + Penalty 1872.854591 = -1420906.995366 nChanged 13 SP:Iteration 50Q (6010.304658 sec): 3 clusters Score: Raw -1422781.236614 + Penalty 1872.854591 = -1420908.382023 nChanged 16 SP:Iteration 51Q (6010.364081 sec): 3 clusters Score: Raw -1422782.989498 + Penalty 1872.854591 = -1420910.134906 nChanged 14 SP:Iteration 52Q (6010.441156 sec): 3 clusters Score: Raw -1422784.419462 + Penalty 1872.854591 = -1420911.564871 nChanged 14 SP:Iteration 53Q (6010.503313 sec): 3 clusters Score: Raw -1422785.535384 + Penalty 1872.854591 = -1420912.680793 nChanged 7 SP:Iteration 54Q (6010.571887 sec): 3 clusters Score: Raw -1422786.074500 + Penalty 1872.854591 = -1420913.219908 nChanged 9 SP:Iteration 55Q (6010.634898 sec): 3 clusters Score: Raw -1422786.546783 + Penalty 1872.854591 = -1420913.692191 nChanged 4 SP:Iteration 56Q (6010.701009 sec): 3 clusters Score: Raw -1422786.986103 + Penalty 1872.854591 = -1420914.131512 nChanged 7 SP:Iteration 57Q (6010.768725 sec): 3 clusters Score: Raw -1422787.517319 + Penalty 1872.854591 = -1420914.662727 nChanged 8 SP:Iteration 58Q (6010.848588 sec): 3 clusters Score: Raw -1422788.405468 + Penalty 1872.854591 = -1420915.550876 nChanged 6 SP:Iteration 59Q (6010.918223 sec): 3 clusters Score: Raw -1422788.896094 + Penalty 1872.854591 = -1420916.041503 nChanged 8 SP:Iteration 60F (6010.992849 sec): 3 clusters Score: Raw -1422789.456015 + Penalty 1872.854591 = -1420916.601423 nChanged 5 SP:Iteration 61Q (6011.054945 sec): 3 clusters Score: Raw -1422789.839093 + Penalty 1872.854591 = -1420916.984502 nChanged 2 SP:Iteration 62Q (6011.121922 sec): 3 clusters Score: Raw -1422789.949849 + Penalty 1872.854591 = -1420917.095258 nChanged 0 SP:Iteration 63F (6011.184154 sec): 3 clusters Score: Raw -1422789.949849 + Penalty 1872.854591 = -1420917.095258 nChanged 0 Trying to split cluster 18 (3669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6011.223078 sec): 2 clusters Score: Raw -274049.532291 + Penalty 779.729070 = -273269.803221 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6011.265468 sec): 3 clusters Score: Raw -272063.940206 + Penalty 1559.458141 = -270504.482065 nChanged 1543 SP:Iteration 1F (6011.316683 sec): 3 clusters Score: Raw -272884.510545 + Penalty 1559.458141 = -271325.052404 nChanged 256 SP:Iteration 2F (6011.368542 sec): 3 clusters Score: Raw -273021.082107 + Penalty 1559.458141 = -271461.623966 nChanged 205 SP:Iteration 3F (6011.433633 sec): 3 clusters Score: Raw -273130.133766 + Penalty 1559.458141 = -271570.675625 nChanged 177 SP:Iteration 4Q (6011.474804 sec): 3 clusters Score: Raw -273225.437631 + Penalty 1559.458141 = -271665.979490 nChanged 156 SP:Iteration 5Q (6011.538724 sec): 3 clusters Score: Raw -273303.038396 + Penalty 1559.458141 = -271743.580255 nChanged 138 SP:Iteration 6Q (6011.579844 sec): 3 clusters Score: Raw -273377.329406 + Penalty 1559.458141 = -271817.871266 nChanged 121 SP:Iteration 7Q (6011.629953 sec): 3 clusters Score: Raw -273456.413632 + Penalty 1559.458141 = -271896.955492 nChanged 119 SP:Iteration 8Q (6011.674699 sec): 3 clusters Score: Raw -273524.001005 + Penalty 1559.458141 = -271964.542864 nChanged 102 SP:Iteration 9Q (6011.734031 sec): 3 clusters Score: Raw -273574.706712 + Penalty 1559.458141 = -272015.248571 nChanged 85 SP:Iteration 10Q (6011.781347 sec): 3 clusters Score: Raw -273619.370709 + Penalty 1559.458141 = -272059.912568 nChanged 87 SP:Iteration 11Q (6011.827001 sec): 3 clusters Score: Raw -273669.159108 + Penalty 1559.458141 = -272109.700967 nChanged 97 SP:Iteration 12Q (6011.880962 sec): 3 clusters Score: Raw -273715.211608 + Penalty 1559.458141 = -272155.753467 nChanged 76 SP:Iteration 13Q (6011.935357 sec): 3 clusters Score: Raw -273753.905235 + Penalty 1559.458141 = -272194.447095 nChanged 58 SP:Iteration 14Q (6011.947022 sec): 3 clusters Score: Raw -273786.687315 + Penalty 1559.458141 = -272227.229175 nChanged 59 SP:Iteration 15Q (6011.959887 sec): 3 clusters Score: Raw -273814.665795 + Penalty 1559.458141 = -272255.207654 nChanged 53 SP:Iteration 16Q (6011.972795 sec): 3 clusters Score: Raw -273840.255806 + Penalty 1559.458141 = -272280.797666 nChanged 49 SP:Iteration 17Q (6011.985756 sec): 3 clusters Score: Raw -273863.930974 + Penalty 1559.458141 = -272304.472834 nChanged 51 SP:Iteration 18Q (6011.998753 sec): 3 clusters Score: Raw -273890.505163 + Penalty 1559.458141 = -272331.047023 nChanged 42 SP:Iteration 19Q (6012.018793 sec): 3 clusters Score: Raw -273913.053846 + Penalty 1559.458141 = -272353.595706 nChanged 36 SP:Iteration 20F (6012.036580 sec): 3 clusters Score: Raw -273932.752705 + Penalty 1559.458141 = -272373.294564 nChanged 35 SP:Iteration 21Q (6012.049424 sec): 3 clusters Score: Raw -273952.290474 + Penalty 1559.458141 = -272392.832334 nChanged 35 SP:Iteration 22Q (6012.061863 sec): 3 clusters Score: Raw -273974.321686 + Penalty 1559.458141 = -272414.863545 nChanged 34 SP:Iteration 23Q (6012.074399 sec): 3 clusters Score: Raw -273988.977940 + Penalty 1559.458141 = -272429.519799 nChanged 25 SP:Iteration 24Q (6012.086978 sec): 3 clusters Score: Raw -273998.809171 + Penalty 1559.458141 = -272439.351031 nChanged 18 SP:Iteration 25Q (6012.130343 sec): 3 clusters Score: Raw -274005.424962 + Penalty 1559.458141 = -272445.966821 nChanged 19 SP:Iteration 26Q (6012.187266 sec): 3 clusters Score: Raw -274012.403486 + Penalty 1559.458141 = -272452.945346 nChanged 19 SP:Iteration 27Q (6012.233368 sec): 3 clusters Score: Raw -274022.844199 + Penalty 1559.458141 = -272463.386058 nChanged 13 SP:Iteration 28Q (6012.296234 sec): 3 clusters Score: Raw -274031.809442 + Penalty 1559.458141 = -272472.351301 nChanged 12 SP:Iteration 29Q (6012.350527 sec): 3 clusters Score: Raw -274036.000163 + Penalty 1559.458141 = -272476.542022 nChanged 9 SP:Iteration 30Q (6012.403133 sec): 3 clusters Score: Raw -274039.580872 + Penalty 1559.458141 = -272480.122731 nChanged 8 SP:Iteration 31Q (6012.456582 sec): 3 clusters Score: Raw -274042.633074 + Penalty 1559.458141 = -272483.174934 nChanged 8 SP:Iteration 32Q (6012.507036 sec): 3 clusters Score: Raw -274046.597047 + Penalty 1559.458141 = -272487.138907 nChanged 12 SP:Iteration 33Q (6012.550603 sec): 3 clusters Score: Raw -274050.923964 + Penalty 1559.458141 = -272491.465824 nChanged 7 SP:Iteration 34Q (6012.601706 sec): 3 clusters Score: Raw -274053.554197 + Penalty 1559.458141 = -272494.096056 nChanged 5 SP:Iteration 35Q (6012.652593 sec): 3 clusters Score: Raw -274056.934960 + Penalty 1559.458141 = -272497.476819 nChanged 9 SP:Iteration 36Q (6012.707022 sec): 3 clusters Score: Raw -274060.896310 + Penalty 1559.458141 = -272501.438170 nChanged 6 SP:Iteration 37Q (6012.761337 sec): 3 clusters Score: Raw -274062.952614 + Penalty 1559.458141 = -272503.494474 nChanged 5 SP:Iteration 38Q (6012.813652 sec): 3 clusters Score: Raw -274064.970727 + Penalty 1559.458141 = -272505.512587 nChanged 4 SP:Iteration 39Q (6012.866434 sec): 3 clusters Score: Raw -274066.589872 + Penalty 1559.458141 = -272507.131732 nChanged 4 SP:Iteration 40F (6012.919743 sec): 3 clusters Score: Raw -274070.092280 + Penalty 1559.458141 = -272510.634139 nChanged 7 SP:Iteration 41Q (6012.978517 sec): 3 clusters Score: Raw -274073.530838 + Penalty 1559.458141 = -272514.072697 nChanged 6 SP:Iteration 42Q (6013.027290 sec): 3 clusters Score: Raw -274075.706696 + Penalty 1559.458141 = -272516.248556 nChanged 5 SP:Iteration 43Q (6013.068252 sec): 3 clusters Score: Raw -274077.470427 + Penalty 1559.458141 = -272518.012286 nChanged 3 SP:Iteration 44Q (6013.116959 sec): 3 clusters Score: Raw -274079.560869 + Penalty 1559.458141 = -272520.102729 nChanged 2 SP:Iteration 45Q (6013.166295 sec): 3 clusters Score: Raw -274081.019292 + Penalty 1559.458141 = -272521.561151 nChanged 1 SP:Iteration 46Q (6013.226800 sec): 3 clusters Score: Raw -274081.629626 + Penalty 1559.458141 = -272522.171486 nChanged 1 SP:Iteration 47Q (6013.281163 sec): 3 clusters Score: Raw -274082.193788 + Penalty 1559.458141 = -272522.735647 nChanged 0 SP:Iteration 48F (6013.316787 sec): 3 clusters Score: Raw -274082.193788 + Penalty 1559.458141 = -272522.735647 nChanged 0 Trying to split cluster 19 (21708 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6013.369917 sec): 2 clusters Score: Raw -1647995.903331 + Penalty 948.616433 = -1647047.286898 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6013.445850 sec): 3 clusters Score: Raw -1634497.593012 + Penalty 1897.232866 = -1632600.360147 nChanged 9960 SP:Iteration 1F (6013.523320 sec): 3 clusters Score: Raw -1640187.305394 + Penalty 1897.232866 = -1638290.072528 nChanged 1083 SP:Iteration 2Q (6013.587067 sec): 3 clusters Score: Raw -1640590.567880 + Penalty 1897.232866 = -1638693.335015 nChanged 1112 SP:Iteration 3F (6013.661400 sec): 3 clusters Score: Raw -1641069.097539 + Penalty 1897.232866 = -1639171.864673 nChanged 1173 SP:Iteration 4F (6013.745240 sec): 3 clusters Score: Raw -1641695.455855 + Penalty 1897.232866 = -1639798.222989 nChanged 1317 SP:Iteration 5F (6013.821954 sec): 3 clusters Score: Raw -1642569.582798 + Penalty 1897.232866 = -1640672.349933 nChanged 1372 SP:Iteration 6F (6013.898580 sec): 3 clusters Score: Raw -1643608.254917 + Penalty 1897.232866 = -1641711.022051 nChanged 1357 SP:Iteration 7F (6013.970562 sec): 3 clusters Score: Raw -1644543.357014 + Penalty 1897.232866 = -1642646.124148 nChanged 1069 SP:Iteration 8Q (6014.049784 sec): 3 clusters Score: Raw -1645121.357539 + Penalty 1897.232866 = -1643224.124674 nChanged 784 SP:Iteration 9Q (6014.113678 sec): 3 clusters Score: Raw -1645417.242456 + Penalty 1897.232866 = -1643520.009590 nChanged 485 SP:Iteration 10Q (6014.189830 sec): 3 clusters Score: Raw -1645543.835785 + Penalty 1897.232866 = -1643646.602919 nChanged 341 SP:Iteration 11Q (6014.268862 sec): 3 clusters Score: Raw -1645628.569607 + Penalty 1897.232866 = -1643731.336742 nChanged 269 SP:Iteration 12Q (6014.343017 sec): 3 clusters Score: Raw -1645697.274744 + Penalty 1897.232866 = -1643800.041878 nChanged 245 SP:Iteration 13Q (6014.413131 sec): 3 clusters Score: Raw -1645762.028472 + Penalty 1897.232866 = -1643864.795606 nChanged 262 SP:Iteration 14Q (6014.489294 sec): 3 clusters Score: Raw -1645830.146772 + Penalty 1897.232866 = -1643932.913907 nChanged 265 SP:Iteration 15Q (6014.575299 sec): 3 clusters Score: Raw -1645901.604813 + Penalty 1897.232866 = -1644004.371947 nChanged 269 SP:Iteration 16Q (6014.654321 sec): 3 clusters Score: Raw -1645973.121735 + Penalty 1897.232866 = -1644075.888870 nChanged 245 SP:Iteration 17Q (6014.731699 sec): 3 clusters Score: Raw -1646037.092084 + Penalty 1897.232866 = -1644139.859218 nChanged 262 SP:Iteration 18Q (6014.808918 sec): 3 clusters Score: Raw -1646106.341638 + Penalty 1897.232866 = -1644209.108773 nChanged 261 SP:Iteration 19Q (6014.883797 sec): 3 clusters Score: Raw -1646172.243557 + Penalty 1897.232866 = -1644275.010691 nChanged 253 SP:Iteration 20F (6014.950969 sec): 3 clusters Score: Raw -1646231.587775 + Penalty 1897.232866 = -1644334.354909 nChanged 203 SP:Iteration 21Q (6015.024219 sec): 3 clusters Score: Raw -1646276.826045 + Penalty 1897.232866 = -1644379.593179 nChanged 205 SP:Iteration 22Q (6015.104422 sec): 3 clusters Score: Raw -1646322.448880 + Penalty 1897.232866 = -1644425.216014 nChanged 221 SP:Iteration 23Q (6015.183010 sec): 3 clusters Score: Raw -1646373.930047 + Penalty 1897.232866 = -1644476.697182 nChanged 226 SP:Iteration 24Q (6015.254447 sec): 3 clusters Score: Raw -1646428.827526 + Penalty 1897.232866 = -1644531.594660 nChanged 236 SP:Iteration 25Q (6015.331277 sec): 3 clusters Score: Raw -1646487.251366 + Penalty 1897.232866 = -1644590.018501 nChanged 226 SP:Iteration 26Q (6015.407196 sec): 3 clusters Score: Raw -1646547.942801 + Penalty 1897.232866 = -1644650.709935 nChanged 232 SP:Iteration 27Q (6015.484704 sec): 3 clusters Score: Raw -1646607.999123 + Penalty 1897.232866 = -1644710.766258 nChanged 228 SP:Iteration 28Q (6015.560491 sec): 3 clusters Score: Raw -1646673.776125 + Penalty 1897.232866 = -1644776.543259 nChanged 232 SP:Iteration 29Q (6015.633630 sec): 3 clusters Score: Raw -1646743.579279 + Penalty 1897.232866 = -1644846.346413 nChanged 223 SP:Iteration 30Q (6015.695882 sec): 3 clusters Score: Raw -1646811.199340 + Penalty 1897.232866 = -1644913.966474 nChanged 230 SP:Iteration 31Q (6015.770894 sec): 3 clusters Score: Raw -1646882.034475 + Penalty 1897.232866 = -1644984.801610 nChanged 213 SP:Iteration 32Q (6015.848971 sec): 3 clusters Score: Raw -1646953.349220 + Penalty 1897.232866 = -1645056.116355 nChanged 228 SP:Iteration 33Q (6015.912870 sec): 3 clusters Score: Raw -1647038.824581 + Penalty 1897.232866 = -1645141.591716 nChanged 204 SP:Iteration 34Q (6015.996758 sec): 3 clusters Score: Raw -1647102.832434 + Penalty 1897.232866 = -1645205.599568 nChanged 200 SP:Iteration 35Q (6016.071544 sec): 3 clusters Score: Raw -1647176.219948 + Penalty 1897.232866 = -1645278.987082 nChanged 195 SP:Iteration 36Q (6016.144572 sec): 3 clusters Score: Raw -1647254.060813 + Penalty 1897.232866 = -1645356.827948 nChanged 189 SP:Iteration 37Q (6016.207733 sec): 3 clusters Score: Raw -1647343.524529 + Penalty 1897.232866 = -1645446.291663 nChanged 178 SP:Iteration 38Q (6016.282300 sec): 3 clusters Score: Raw -1647433.257742 + Penalty 1897.232866 = -1645536.024876 nChanged 181 SP:Iteration 39Q (6016.346798 sec): 3 clusters Score: Raw -1647532.661498 + Penalty 1897.232866 = -1645635.428632 nChanged 160 SP:Iteration 40F (6016.431511 sec): 3 clusters Score: Raw -1647630.050838 + Penalty 1897.232866 = -1645732.817972 nChanged 146 SP:Iteration 41Q (6016.505923 sec): 3 clusters Score: Raw -1647714.271666 + Penalty 1897.232866 = -1645817.038800 nChanged 141 SP:Iteration 42Q (6016.575302 sec): 3 clusters Score: Raw -1647795.772312 + Penalty 1897.232866 = -1645898.539446 nChanged 122 SP:Iteration 43Q (6016.647865 sec): 3 clusters Score: Raw -1647884.350746 + Penalty 1897.232866 = -1645987.117880 nChanged 136 SP:Iteration 44Q (6016.719362 sec): 3 clusters Score: Raw -1647969.247813 + Penalty 1897.232866 = -1646072.014947 nChanged 121 SP:Iteration 45Q (6016.793633 sec): 3 clusters Score: Raw -1648045.583273 + Penalty 1897.232866 = -1646148.350408 nChanged 110 SP:Iteration 46Q (6016.867353 sec): 3 clusters Score: Raw -1648116.817667 + Penalty 1897.232866 = -1646219.584802 nChanged 105 SP:Iteration 47Q (6016.943592 sec): 3 clusters Score: Raw -1648163.823545 + Penalty 1897.232866 = -1646266.590679 nChanged 74 SP:Iteration 48Q (6017.016825 sec): 3 clusters Score: Raw -1648190.969223 + Penalty 1897.232866 = -1646293.736357 nChanged 69 SP:Iteration 49Q (6017.052139 sec): 3 clusters Score: Raw -1648217.866627 + Penalty 1897.232866 = -1646320.633761 nChanged 63 SP:Iteration 50Q (6017.131514 sec): 3 clusters Score: Raw -1648237.296334 + Penalty 1897.232866 = -1646340.063468 nChanged 59 SP:Iteration 51Q (6017.203962 sec): 3 clusters Score: Raw -1648260.541683 + Penalty 1897.232866 = -1646363.308817 nChanged 54 SP:Iteration 52Q (6017.276084 sec): 3 clusters Score: Raw -1648276.103813 + Penalty 1897.232866 = -1646378.870947 nChanged 34 SP:Iteration 53Q (6017.348148 sec): 3 clusters Score: Raw -1648283.989749 + Penalty 1897.232866 = -1646386.756883 nChanged 32 SP:Iteration 54Q (6017.420292 sec): 3 clusters Score: Raw -1648291.834585 + Penalty 1897.232866 = -1646394.601719 nChanged 27 SP:Iteration 55Q (6017.488057 sec): 3 clusters Score: Raw -1648297.703120 + Penalty 1897.232866 = -1646400.470254 nChanged 21 SP:Iteration 56Q (6017.550402 sec): 3 clusters Score: Raw -1648302.333502 + Penalty 1897.232866 = -1646405.100636 nChanged 14 SP:Iteration 57Q (6017.630693 sec): 3 clusters Score: Raw -1648304.819796 + Penalty 1897.232866 = -1646407.586931 nChanged 8 SP:Iteration 58Q (6017.703070 sec): 3 clusters Score: Raw -1648306.028332 + Penalty 1897.232866 = -1646408.795466 nChanged 4 SP:Iteration 59Q (6017.775603 sec): 3 clusters Score: Raw -1648306.344007 + Penalty 1897.232866 = -1646409.111141 nChanged 3 SP:Iteration 60F (6017.851395 sec): 3 clusters Score: Raw -1648306.750295 + Penalty 1897.232866 = -1646409.517429 nChanged 6 SP:Iteration 61Q (6017.924055 sec): 3 clusters Score: Raw -1648307.534551 + Penalty 1897.232866 = -1646410.301686 nChanged 5 SP:Iteration 62Q (6017.994472 sec): 3 clusters Score: Raw -1648308.557974 + Penalty 1897.232866 = -1646411.325109 nChanged 8 SP:Iteration 63Q (6018.056899 sec): 3 clusters Score: Raw -1648309.741265 + Penalty 1897.232866 = -1646412.508399 nChanged 9 SP:Iteration 64Q (6018.119052 sec): 3 clusters Score: Raw -1648310.893535 + Penalty 1897.232866 = -1646413.660670 nChanged 3 SP:Iteration 65Q (6018.182844 sec): 3 clusters Score: Raw -1648311.492702 + Penalty 1897.232866 = -1646414.259837 nChanged 4 SP:Iteration 66Q (6018.264403 sec): 3 clusters Score: Raw -1648312.030399 + Penalty 1897.232866 = -1646414.797533 nChanged 1 SP:Iteration 67Q (6018.336756 sec): 3 clusters Score: Raw -1648312.250199 + Penalty 1897.232866 = -1646415.017333 nChanged 1 SP:Iteration 68Q (6018.407324 sec): 3 clusters Score: Raw -1648312.567753 + Penalty 1897.232866 = -1646415.334887 nChanged 5 SP:Iteration 69Q (6018.479147 sec): 3 clusters Score: Raw -1648313.062801 + Penalty 1897.232866 = -1646415.829935 nChanged 2 SP:Iteration 70Q (6018.538811 sec): 3 clusters Score: Raw -1648313.177875 + Penalty 1897.232866 = -1646415.945010 nChanged 1 SP:Iteration 71Q (6018.619829 sec): 3 clusters Score: Raw -1648313.305370 + Penalty 1897.232866 = -1646416.072505 nChanged 1 SP:Iteration 72Q (6018.686600 sec): 3 clusters Score: Raw -1648313.463308 + Penalty 1897.232866 = -1646416.230443 nChanged 1 SP:Iteration 73Q (6018.748030 sec): 3 clusters Score: Raw -1648313.569895 + Penalty 1897.232866 = -1646416.337029 nChanged 0 SP:Iteration 74F (6018.817666 sec): 3 clusters Score: Raw -1648313.569895 + Penalty 1897.232866 = -1646416.337029 nChanged 0 Trying to split cluster 20 (38634 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6018.868040 sec): 2 clusters Score: Raw -2927951.660705 + Penalty 1003.379360 = -2926948.281345 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6018.967452 sec): 3 clusters Score: Raw -2903185.685853 + Penalty 2006.758719 = -2901178.927134 nChanged 18288 SP:Iteration 1F (6019.059106 sec): 3 clusters Score: Raw -2914531.992338 + Penalty 2006.758719 = -2912525.233619 nChanged 2010 SP:Iteration 2F (6019.153430 sec): 3 clusters Score: Raw -2915426.814472 + Penalty 2006.758719 = -2913420.055753 nChanged 2145 SP:Iteration 3F (6019.243397 sec): 3 clusters Score: Raw -2916578.777303 + Penalty 2006.758719 = -2914572.018584 nChanged 2349 SP:Iteration 4F (6019.324950 sec): 3 clusters Score: Raw -2918139.132324 + Penalty 2006.758719 = -2916132.373604 nChanged 2600 SP:Iteration 5F (6019.411568 sec): 3 clusters Score: Raw -2920118.425919 + Penalty 2006.758719 = -2918111.667200 nChanged 2462 SP:Iteration 6F (6019.475537 sec): 3 clusters Score: Raw -2922006.701035 + Penalty 2006.758719 = -2919999.942316 nChanged 2079 SP:Iteration 7F (6019.531280 sec): 3 clusters Score: Raw -2923326.501704 + Penalty 2006.758719 = -2921319.742985 nChanged 1448 SP:Iteration 8Q (6019.632287 sec): 3 clusters Score: Raw -2923960.965907 + Penalty 2006.758719 = -2921954.207187 nChanged 969 SP:Iteration 9Q (6019.715277 sec): 3 clusters Score: Raw -2924304.494197 + Penalty 2006.758719 = -2922297.735478 nChanged 719 SP:Iteration 10Q (6019.802325 sec): 3 clusters Score: Raw -2924539.631170 + Penalty 2006.758719 = -2922532.872450 nChanged 692 SP:Iteration 11Q (6019.894328 sec): 3 clusters Score: Raw -2924785.689536 + Penalty 2006.758719 = -2922778.930817 nChanged 658 SP:Iteration 12Q (6019.976850 sec): 3 clusters Score: Raw -2925028.940033 + Penalty 2006.758719 = -2923022.181314 nChanged 664 SP:Iteration 13Q (6020.061299 sec): 3 clusters Score: Raw -2925280.967259 + Penalty 2006.758719 = -2923274.208539 nChanged 654 SP:Iteration 14Q (6020.156170 sec): 3 clusters Score: Raw -2925543.941154 + Penalty 2006.758719 = -2923537.182435 nChanged 640 SP:Iteration 15Q (6020.243842 sec): 3 clusters Score: Raw -2925797.587584 + Penalty 2006.758719 = -2923790.828865 nChanged 585 SP:Iteration 16Q (6020.321763 sec): 3 clusters Score: Raw -2926027.647976 + Penalty 2006.758719 = -2924020.889256 nChanged 552 SP:Iteration 17Q (6020.417809 sec): 3 clusters Score: Raw -2926253.074399 + Penalty 2006.758719 = -2924246.315680 nChanged 505 SP:Iteration 18Q (6020.498991 sec): 3 clusters Score: Raw -2926457.634118 + Penalty 2006.758719 = -2924450.875399 nChanged 499 SP:Iteration 19Q (6020.586323 sec): 3 clusters Score: Raw -2926673.113110 + Penalty 2006.758719 = -2924666.354390 nChanged 466 SP:Iteration 20F (6020.667822 sec): 3 clusters Score: Raw -2926882.560108 + Penalty 2006.758719 = -2924875.801389 nChanged 425 SP:Iteration 21Q (6020.755786 sec): 3 clusters Score: Raw -2927065.294241 + Penalty 2006.758719 = -2925058.535522 nChanged 396 SP:Iteration 22Q (6020.835851 sec): 3 clusters Score: Raw -2927232.158570 + Penalty 2006.758719 = -2925225.399850 nChanged 360 SP:Iteration 23Q (6020.932154 sec): 3 clusters Score: Raw -2927380.483745 + Penalty 2006.758719 = -2925373.725026 nChanged 297 SP:Iteration 24Q (6021.016182 sec): 3 clusters Score: Raw -2927502.002040 + Penalty 2006.758719 = -2925495.243321 nChanged 257 SP:Iteration 25Q (6021.103489 sec): 3 clusters Score: Raw -2927622.391098 + Penalty 2006.758719 = -2925615.632379 nChanged 235 SP:Iteration 26Q (6021.182394 sec): 3 clusters Score: Raw -2927732.295680 + Penalty 2006.758719 = -2925725.536960 nChanged 196 SP:Iteration 27Q (6021.259146 sec): 3 clusters Score: Raw -2927816.465988 + Penalty 2006.758719 = -2925809.707269 nChanged 156 SP:Iteration 28Q (6021.349738 sec): 3 clusters Score: Raw -2927877.721669 + Penalty 2006.758719 = -2925870.962950 nChanged 132 SP:Iteration 29Q (6021.431616 sec): 3 clusters Score: Raw -2927926.157392 + Penalty 2006.758719 = -2925919.398673 nChanged 114 SP:Iteration 30Q (6021.507102 sec): 3 clusters Score: Raw -2927971.679478 + Penalty 2006.758719 = -2925964.920758 nChanged 104 SP:Iteration 31Q (6021.597502 sec): 3 clusters Score: Raw -2928015.563271 + Penalty 2006.758719 = -2926008.804552 nChanged 94 SP:Iteration 32Q (6021.672353 sec): 3 clusters Score: Raw -2928054.654386 + Penalty 2006.758719 = -2926047.895667 nChanged 86 SP:Iteration 33Q (6021.721475 sec): 3 clusters Score: Raw -2928088.759227 + Penalty 2006.758719 = -2926082.000508 nChanged 70 SP:Iteration 34Q (6021.798020 sec): 3 clusters Score: Raw -2928112.169884 + Penalty 2006.758719 = -2926105.411164 nChanged 41 SP:Iteration 35Q (6021.888302 sec): 3 clusters Score: Raw -2928125.677269 + Penalty 2006.758719 = -2926118.918549 nChanged 33 SP:Iteration 36Q (6021.968401 sec): 3 clusters Score: Raw -2928136.750531 + Penalty 2006.758719 = -2926129.991812 nChanged 26 SP:Iteration 37Q (6022.056638 sec): 3 clusters Score: Raw -2928144.732307 + Penalty 2006.758719 = -2926137.973587 nChanged 23 SP:Iteration 38Q (6022.142351 sec): 3 clusters Score: Raw -2928150.769954 + Penalty 2006.758719 = -2926144.011235 nChanged 19 SP:Iteration 39Q (6022.221386 sec): 3 clusters Score: Raw -2928155.879924 + Penalty 2006.758719 = -2926149.121205 nChanged 21 SP:Iteration 40F (6022.318385 sec): 3 clusters Score: Raw -2928160.731742 + Penalty 2006.758719 = -2926153.973022 nChanged 20 SP:Iteration 41Q (6022.392691 sec): 3 clusters Score: Raw -2928165.273345 + Penalty 2006.758719 = -2926158.514625 nChanged 21 SP:Iteration 42Q (6022.477906 sec): 3 clusters Score: Raw -2928170.845089 + Penalty 2006.758719 = -2926164.086370 nChanged 22 SP:Iteration 43Q (6022.556568 sec): 3 clusters Score: Raw -2928177.650058 + Penalty 2006.758719 = -2926170.891339 nChanged 27 SP:Iteration 44Q (6022.636855 sec): 3 clusters Score: Raw -2928187.536806 + Penalty 2006.758719 = -2926180.778087 nChanged 18 SP:Iteration 45Q (6022.719259 sec): 3 clusters Score: Raw -2928194.268864 + Penalty 2006.758719 = -2926187.510145 nChanged 12 SP:Iteration 46Q (6022.797642 sec): 3 clusters Score: Raw -2928197.578930 + Penalty 2006.758719 = -2926190.820211 nChanged 8 SP:Iteration 47Q (6022.870144 sec): 3 clusters Score: Raw -2928199.494654 + Penalty 2006.758719 = -2926192.735935 nChanged 7 SP:Iteration 48Q (6022.964129 sec): 3 clusters Score: Raw -2928202.454304 + Penalty 2006.758719 = -2926195.695584 nChanged 10 SP:Iteration 49Q (6023.032454 sec): 3 clusters Score: Raw -2928204.557034 + Penalty 2006.758719 = -2926197.798315 nChanged 3 SP:Iteration 50Q (6023.081097 sec): 3 clusters Score: Raw -2928205.071599 + Penalty 2006.758719 = -2926198.312879 nChanged 4 SP:Iteration 51Q (6023.169189 sec): 3 clusters Score: Raw -2928205.709404 + Penalty 2006.758719 = -2926198.950685 nChanged 2 SP:Iteration 52Q (6023.249939 sec): 3 clusters Score: Raw -2928206.289230 + Penalty 2006.758719 = -2926199.530510 nChanged 3 SP:Iteration 53Q (6023.334305 sec): 3 clusters Score: Raw -2928207.406809 + Penalty 2006.758719 = -2926200.648090 nChanged 5 SP:Iteration 54Q (6023.405081 sec): 3 clusters Score: Raw -2928208.557488 + Penalty 2006.758719 = -2926201.798769 nChanged 3 SP:Iteration 55Q (6023.469147 sec): 3 clusters Score: Raw -2928210.098574 + Penalty 2006.758719 = -2926203.339854 nChanged 2 SP:Iteration 56Q (6023.551360 sec): 3 clusters Score: Raw -2928210.572843 + Penalty 2006.758719 = -2926203.814123 nChanged 2 SP:Iteration 57Q (6023.639089 sec): 3 clusters Score: Raw -2928211.336905 + Penalty 2006.758719 = -2926204.578186 nChanged 5 SP:Iteration 58Q (6023.723098 sec): 3 clusters Score: Raw -2928212.586361 + Penalty 2006.758719 = -2926205.827642 nChanged 3 SP:Iteration 59Q (6023.798305 sec): 3 clusters Score: Raw -2928212.888874 + Penalty 2006.758719 = -2926206.130155 nChanged 1 SP:Iteration 60F (6023.877075 sec): 3 clusters Score: Raw -2928213.095355 + Penalty 2006.758719 = -2926206.336635 nChanged 2 SP:Iteration 61Q (6023.961546 sec): 3 clusters Score: Raw -2928213.799035 + Penalty 2006.758719 = -2926207.040316 nChanged 3 SP:Iteration 62Q (6024.032897 sec): 3 clusters Score: Raw -2928214.935697 + Penalty 2006.758719 = -2926208.176978 nChanged 3 SP:Iteration 63Q (6024.115965 sec): 3 clusters Score: Raw -2928215.667936 + Penalty 2006.758719 = -2926208.909217 nChanged 2 SP:Iteration 64Q (6024.199912 sec): 3 clusters Score: Raw -2928216.083139 + Penalty 2006.758719 = -2926209.324419 nChanged 1 SP:Iteration 65Q (6024.274207 sec): 3 clusters Score: Raw -2928216.158038 + Penalty 2006.758719 = -2926209.399318 nChanged 1 SP:Iteration 66Q (6024.355109 sec): 3 clusters Score: Raw -2928216.279239 + Penalty 2006.758719 = -2926209.520519 nChanged 0 SP:Iteration 67F (6024.446983 sec): 3 clusters Score: Raw -2928216.279239 + Penalty 2006.758719 = -2926209.520519 nChanged 0 Trying to split cluster 21 (2869 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6024.465416 sec): 2 clusters Score: Raw -208537.776880 + Penalty 756.363288 = -207781.413592 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6024.528576 sec): 3 clusters Score: Raw -207020.454788 + Penalty 1512.726575 = -205507.728213 nChanged 1205 SP:Iteration 1F (6024.563471 sec): 3 clusters Score: Raw -207675.540162 + Penalty 1512.726575 = -206162.813587 nChanged 223 SP:Iteration 2F (6024.609688 sec): 3 clusters Score: Raw -207793.842791 + Penalty 1512.726575 = -206281.116216 nChanged 168 SP:Iteration 3F (6024.662140 sec): 3 clusters Score: Raw -207879.326675 + Penalty 1512.726575 = -206366.600100 nChanged 124 SP:Iteration 4Q (6024.708396 sec): 3 clusters Score: Raw -207939.517544 + Penalty 1512.726575 = -206426.790969 nChanged 98 SP:Iteration 5Q (6024.745447 sec): 3 clusters Score: Raw -207988.031549 + Penalty 1512.726575 = -206475.304974 nChanged 81 SP:Iteration 6Q (6024.787188 sec): 3 clusters Score: Raw -208027.277725 + Penalty 1512.726575 = -206514.551150 nChanged 74 SP:Iteration 7Q (6024.838363 sec): 3 clusters Score: Raw -208070.053532 + Penalty 1512.726575 = -206557.326957 nChanged 84 SP:Iteration 8Q (6024.884671 sec): 3 clusters Score: Raw -208119.806002 + Penalty 1512.726575 = -206607.079427 nChanged 89 SP:Iteration 9Q (6024.937182 sec): 3 clusters Score: Raw -208182.578393 + Penalty 1512.726575 = -206669.851818 nChanged 97 SP:Iteration 10Q (6024.985223 sec): 3 clusters Score: Raw -208247.074530 + Penalty 1512.726575 = -206734.347955 nChanged 90 SP:Iteration 11Q (6025.037156 sec): 3 clusters Score: Raw -208306.275102 + Penalty 1512.726575 = -206793.548527 nChanged 63 SP:Iteration 12Q (6025.081724 sec): 3 clusters Score: Raw -208342.557809 + Penalty 1512.726575 = -206829.831234 nChanged 51 SP:Iteration 13Q (6025.133125 sec): 3 clusters Score: Raw -208376.394689 + Penalty 1512.726575 = -206863.668114 nChanged 54 SP:Iteration 14Q (6025.185417 sec): 3 clusters Score: Raw -208419.047028 + Penalty 1512.726575 = -206906.320453 nChanged 54 SP:Iteration 15Q (6025.229827 sec): 3 clusters Score: Raw -208465.755292 + Penalty 1512.726575 = -206953.028717 nChanged 43 SP:Iteration 16Q (6025.281257 sec): 3 clusters Score: Raw -208500.949035 + Penalty 1512.726575 = -206988.222460 nChanged 35 SP:Iteration 17Q (6025.323180 sec): 3 clusters Score: Raw -208532.812032 + Penalty 1512.726575 = -207020.085457 nChanged 32 SP:Iteration 18Q (6025.363224 sec): 3 clusters Score: Raw -208561.323755 + Penalty 1512.726575 = -207048.597180 nChanged 28 SP:Iteration 19Q (6025.413335 sec): 3 clusters Score: Raw -208583.977480 + Penalty 1512.726575 = -207071.250905 nChanged 21 SP:Iteration 20F (6025.464128 sec): 3 clusters Score: Raw -208608.383340 + Penalty 1512.726575 = -207095.656765 nChanged 10 SP:Iteration 21Q (6025.515403 sec): 3 clusters Score: Raw -208620.730543 + Penalty 1512.726575 = -207108.003968 nChanged 11 SP:Iteration 22Q (6025.554944 sec): 3 clusters Score: Raw -208631.381301 + Penalty 1512.726575 = -207118.654726 nChanged 8 SP:Iteration 23Q (6025.592895 sec): 3 clusters Score: Raw -208638.761185 + Penalty 1512.726575 = -207126.034610 nChanged 8 SP:Iteration 24Q (6025.641654 sec): 3 clusters Score: Raw -208647.588926 + Penalty 1512.726575 = -207134.862351 nChanged 9 SP:Iteration 25Q (6025.692945 sec): 3 clusters Score: Raw -208653.585964 + Penalty 1512.726575 = -207140.859389 nChanged 3 SP:Iteration 26Q (6025.743892 sec): 3 clusters Score: Raw -208656.286901 + Penalty 1512.726575 = -207143.560326 nChanged 2 SP:Iteration 27Q (6025.794695 sec): 3 clusters Score: Raw -208657.147239 + Penalty 1512.726575 = -207144.420664 nChanged 2 SP:Iteration 28Q (6025.842145 sec): 3 clusters Score: Raw -208658.467350 + Penalty 1512.726575 = -207145.740775 nChanged 0 SP:Iteration 29F (6025.885916 sec): 3 clusters Score: Raw -208658.467350 + Penalty 1512.726575 = -207145.740775 nChanged 0 Trying to split cluster 22 (32795 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6025.927033 sec): 2 clusters Score: Raw -2486535.550441 + Penalty 987.812978 = -2485547.737463 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6026.013132 sec): 3 clusters Score: Raw -2465667.791997 + Penalty 1975.625955 = -2463692.166041 nChanged 15493 SP:Iteration 1F (6026.095273 sec): 3 clusters Score: Raw -2475221.037528 + Penalty 1975.625955 = -2473245.411573 nChanged 1691 SP:Iteration 2F (6026.185780 sec): 3 clusters Score: Raw -2476083.046414 + Penalty 1975.625955 = -2474107.420459 nChanged 1918 SP:Iteration 3F (6026.263230 sec): 3 clusters Score: Raw -2477261.195479 + Penalty 1975.625955 = -2475285.569523 nChanged 2144 SP:Iteration 4F (6026.339825 sec): 3 clusters Score: Raw -2478675.300917 + Penalty 1975.625955 = -2476699.674962 nChanged 2186 SP:Iteration 5F (6026.413951 sec): 3 clusters Score: Raw -2480329.789876 + Penalty 1975.625955 = -2478354.163920 nChanged 1995 SP:Iteration 6F (6026.487419 sec): 3 clusters Score: Raw -2481685.039815 + Penalty 1975.625955 = -2479709.413860 nChanged 1431 SP:Iteration 7Q (6026.578328 sec): 3 clusters Score: Raw -2482319.461878 + Penalty 1975.625955 = -2480343.835922 nChanged 879 SP:Iteration 8Q (6026.669234 sec): 3 clusters Score: Raw -2482614.896691 + Penalty 1975.625955 = -2480639.270736 nChanged 618 SP:Iteration 9Q (6026.764238 sec): 3 clusters Score: Raw -2482817.024378 + Penalty 1975.625955 = -2480841.398423 nChanged 522 SP:Iteration 10Q (6026.843718 sec): 3 clusters Score: Raw -2482973.900802 + Penalty 1975.625955 = -2480998.274847 nChanged 492 SP:Iteration 11Q (6026.920763 sec): 3 clusters Score: Raw -2483116.408081 + Penalty 1975.625955 = -2481140.782126 nChanged 484 SP:Iteration 12Q (6026.996127 sec): 3 clusters Score: Raw -2483250.850823 + Penalty 1975.625955 = -2481275.224868 nChanged 457 SP:Iteration 13Q (6027.075973 sec): 3 clusters Score: Raw -2483383.645889 + Penalty 1975.625955 = -2481408.019933 nChanged 492 SP:Iteration 14Q (6027.162240 sec): 3 clusters Score: Raw -2483525.032494 + Penalty 1975.625955 = -2481549.406539 nChanged 458 SP:Iteration 15Q (6027.241872 sec): 3 clusters Score: Raw -2483663.049740 + Penalty 1975.625955 = -2481687.423785 nChanged 485 SP:Iteration 16Q (6027.329498 sec): 3 clusters Score: Raw -2483830.452477 + Penalty 1975.625955 = -2481854.826522 nChanged 535 SP:Iteration 17Q (6027.399676 sec): 3 clusters Score: Raw -2484031.821363 + Penalty 1975.625955 = -2482056.195408 nChanged 538 SP:Iteration 18Q (6027.451956 sec): 3 clusters Score: Raw -2484274.461505 + Penalty 1975.625955 = -2482298.835550 nChanged 554 SP:Iteration 19Q (6027.500780 sec): 3 clusters Score: Raw -2484588.964783 + Penalty 1975.625955 = -2482613.338827 nChanged 587 SP:Iteration 20F (6027.590307 sec): 3 clusters Score: Raw -2484948.552269 + Penalty 1975.625955 = -2482972.926314 nChanged 532 SP:Iteration 21Q (6027.668205 sec): 3 clusters Score: Raw -2485334.350760 + Penalty 1975.625955 = -2483358.724804 nChanged 517 SP:Iteration 22Q (6027.750803 sec): 3 clusters Score: Raw -2485710.583197 + Penalty 1975.625955 = -2483734.957241 nChanged 458 SP:Iteration 23Q (6027.838493 sec): 3 clusters Score: Raw -2485991.915805 + Penalty 1975.625955 = -2484016.289850 nChanged 352 SP:Iteration 24Q (6027.917510 sec): 3 clusters Score: Raw -2486196.373511 + Penalty 1975.625955 = -2484220.747555 nChanged 319 SP:Iteration 25Q (6027.996173 sec): 3 clusters Score: Raw -2486365.805552 + Penalty 1975.625955 = -2484390.179596 nChanged 257 SP:Iteration 26Q (6028.061332 sec): 3 clusters Score: Raw -2486484.533054 + Penalty 1975.625955 = -2484508.907098 nChanged 243 SP:Iteration 27Q (6028.128774 sec): 3 clusters Score: Raw -2486586.916950 + Penalty 1975.625955 = -2484611.290995 nChanged 196 SP:Iteration 28Q (6028.202438 sec): 3 clusters Score: Raw -2486659.312357 + Penalty 1975.625955 = -2484683.686402 nChanged 178 SP:Iteration 29Q (6028.277359 sec): 3 clusters Score: Raw -2486715.990890 + Penalty 1975.625955 = -2484740.364935 nChanged 162 SP:Iteration 30Q (6028.361450 sec): 3 clusters Score: Raw -2486760.064863 + Penalty 1975.625955 = -2484784.438908 nChanged 143 SP:Iteration 31Q (6028.445166 sec): 3 clusters Score: Raw -2486791.267723 + Penalty 1975.625955 = -2484815.641768 nChanged 112 SP:Iteration 32Q (6028.517178 sec): 3 clusters Score: Raw -2486813.057387 + Penalty 1975.625955 = -2484837.431432 nChanged 96 SP:Iteration 33Q (6028.591567 sec): 3 clusters Score: Raw -2486829.282159 + Penalty 1975.625955 = -2484853.656203 nChanged 70 SP:Iteration 34Q (6028.655617 sec): 3 clusters Score: Raw -2486840.141337 + Penalty 1975.625955 = -2484864.515381 nChanged 61 SP:Iteration 35Q (6028.731895 sec): 3 clusters Score: Raw -2486848.522800 + Penalty 1975.625955 = -2484872.896845 nChanged 52 SP:Iteration 36Q (6028.820448 sec): 3 clusters Score: Raw -2486856.705823 + Penalty 1975.625955 = -2484881.079868 nChanged 54 SP:Iteration 37Q (6028.879016 sec): 3 clusters Score: Raw -2486864.874094 + Penalty 1975.625955 = -2484889.248139 nChanged 58 SP:Iteration 38Q (6028.968672 sec): 3 clusters Score: Raw -2486871.998601 + Penalty 1975.625955 = -2484896.372646 nChanged 55 SP:Iteration 39Q (6029.047185 sec): 3 clusters Score: Raw -2486877.762385 + Penalty 1975.625955 = -2484902.136430 nChanged 44 SP:Iteration 40F (6029.128108 sec): 3 clusters Score: Raw -2486882.303875 + Penalty 1975.625955 = -2484906.677920 nChanged 39 SP:Iteration 41Q (6029.166018 sec): 3 clusters Score: Raw -2486886.815380 + Penalty 1975.625955 = -2484911.189425 nChanged 37 SP:Iteration 42Q (6029.246271 sec): 3 clusters Score: Raw -2486890.421076 + Penalty 1975.625955 = -2484914.795121 nChanged 40 SP:Iteration 43Q (6029.313390 sec): 3 clusters Score: Raw -2486893.874242 + Penalty 1975.625955 = -2484918.248287 nChanged 33 SP:Iteration 44Q (6029.380622 sec): 3 clusters Score: Raw -2486896.699712 + Penalty 1975.625955 = -2484921.073757 nChanged 26 SP:Iteration 45Q (6029.463178 sec): 3 clusters Score: Raw -2486899.453350 + Penalty 1975.625955 = -2484923.827395 nChanged 30 SP:Iteration 46Q (6029.542889 sec): 3 clusters Score: Raw -2486902.073981 + Penalty 1975.625955 = -2484926.448026 nChanged 33 SP:Iteration 47Q (6029.627546 sec): 3 clusters Score: Raw -2486905.732346 + Penalty 1975.625955 = -2484930.106391 nChanged 32 SP:Iteration 48Q (6029.705987 sec): 3 clusters Score: Raw -2486908.764250 + Penalty 1975.625955 = -2484933.138295 nChanged 17 SP:Iteration 49Q (6029.789205 sec): 3 clusters Score: Raw -2486910.255594 + Penalty 1975.625955 = -2484934.629638 nChanged 16 SP:Iteration 50Q (6029.864097 sec): 3 clusters Score: Raw -2486911.714374 + Penalty 1975.625955 = -2484936.088419 nChanged 23 SP:Iteration 51Q (6029.940959 sec): 3 clusters Score: Raw -2486913.508465 + Penalty 1975.625955 = -2484937.882510 nChanged 16 SP:Iteration 52Q (6030.021588 sec): 3 clusters Score: Raw -2486914.996508 + Penalty 1975.625955 = -2484939.370553 nChanged 19 SP:Iteration 53Q (6030.104483 sec): 3 clusters Score: Raw -2486917.195413 + Penalty 1975.625955 = -2484941.569457 nChanged 23 SP:Iteration 54Q (6030.172249 sec): 3 clusters Score: Raw -2486919.683485 + Penalty 1975.625955 = -2484944.057530 nChanged 23 SP:Iteration 55Q (6030.256947 sec): 3 clusters Score: Raw -2486922.221783 + Penalty 1975.625955 = -2484946.595827 nChanged 30 SP:Iteration 56Q (6030.340036 sec): 3 clusters Score: Raw -2486925.814140 + Penalty 1975.625955 = -2484950.188185 nChanged 32 SP:Iteration 57Q (6030.416348 sec): 3 clusters Score: Raw -2486928.739158 + Penalty 1975.625955 = -2484953.113203 nChanged 24 SP:Iteration 58Q (6030.491799 sec): 3 clusters Score: Raw -2486930.957211 + Penalty 1975.625955 = -2484955.331256 nChanged 19 SP:Iteration 59Q (6030.560676 sec): 3 clusters Score: Raw -2486932.749336 + Penalty 1975.625955 = -2484957.123381 nChanged 15 SP:Iteration 60F (6030.636802 sec): 3 clusters Score: Raw -2486934.221935 + Penalty 1975.625955 = -2484958.595979 nChanged 18 SP:Iteration 61Q (6030.717829 sec): 3 clusters Score: Raw -2486935.675304 + Penalty 1975.625955 = -2484960.049349 nChanged 17 SP:Iteration 62Q (6030.790379 sec): 3 clusters Score: Raw -2486937.322967 + Penalty 1975.625955 = -2484961.697011 nChanged 14 SP:Iteration 63Q (6030.867380 sec): 3 clusters Score: Raw -2486938.191756 + Penalty 1975.625955 = -2484962.565800 nChanged 8 SP:Iteration 64Q (6030.936779 sec): 3 clusters Score: Raw -2486938.667061 + Penalty 1975.625955 = -2484963.041106 nChanged 12 SP:Iteration 65Q (6031.001412 sec): 3 clusters Score: Raw -2486939.561896 + Penalty 1975.625955 = -2484963.935941 nChanged 11 SP:Iteration 66Q (6031.080917 sec): 3 clusters Score: Raw -2486940.529260 + Penalty 1975.625955 = -2484964.903305 nChanged 12 SP:Iteration 67Q (6031.121215 sec): 3 clusters Score: Raw -2486941.338527 + Penalty 1975.625955 = -2484965.712571 nChanged 14 SP:Iteration 68Q (6031.206499 sec): 3 clusters Score: Raw -2486942.961124 + Penalty 1975.625955 = -2484967.335168 nChanged 19 SP:Iteration 69Q (6031.269519 sec): 3 clusters Score: Raw -2486945.402509 + Penalty 1975.625955 = -2484969.776554 nChanged 21 SP:Iteration 70Q (6031.349876 sec): 3 clusters Score: Raw -2486948.426565 + Penalty 1975.625955 = -2484972.800610 nChanged 19 SP:Iteration 71Q (6031.430164 sec): 3 clusters Score: Raw -2486951.344233 + Penalty 1975.625955 = -2484975.718278 nChanged 15 SP:Iteration 72Q (6031.513421 sec): 3 clusters Score: Raw -2486953.141516 + Penalty 1975.625955 = -2484977.515560 nChanged 14 SP:Iteration 73Q (6031.594443 sec): 3 clusters Score: Raw -2486954.882903 + Penalty 1975.625955 = -2484979.256948 nChanged 17 SP:Iteration 74Q (6031.670244 sec): 3 clusters Score: Raw -2486957.276859 + Penalty 1975.625955 = -2484981.650904 nChanged 19 SP:Iteration 75Q (6031.731498 sec): 3 clusters Score: Raw -2486959.682368 + Penalty 1975.625955 = -2484984.056413 nChanged 20 SP:Iteration 76Q (6031.804648 sec): 3 clusters Score: Raw -2486962.064427 + Penalty 1975.625955 = -2484986.438472 nChanged 20 SP:Iteration 77Q (6031.886027 sec): 3 clusters Score: Raw -2486965.358036 + Penalty 1975.625955 = -2484989.732081 nChanged 29 SP:Iteration 78Q (6031.964489 sec): 3 clusters Score: Raw -2486971.039383 + Penalty 1975.625955 = -2484995.413428 nChanged 32 SP:Iteration 79Q (6032.042582 sec): 3 clusters Score: Raw -2486976.184239 + Penalty 1975.625955 = -2485000.558284 nChanged 31 SP:Iteration 80F (6032.106406 sec): 3 clusters Score: Raw -2486980.666999 + Penalty 1975.625955 = -2485005.041044 nChanged 27 SP:Iteration 81Q (6032.188423 sec): 3 clusters Score: Raw -2486984.018734 + Penalty 1975.625955 = -2485008.392779 nChanged 14 SP:Iteration 82Q (6032.274657 sec): 3 clusters Score: Raw -2486985.359014 + Penalty 1975.625955 = -2485009.733059 nChanged 8 SP:Iteration 83Q (6032.311546 sec): 3 clusters Score: Raw -2486985.953302 + Penalty 1975.625955 = -2485010.327347 nChanged 6 SP:Iteration 84Q (6032.385332 sec): 3 clusters Score: Raw -2486986.343197 + Penalty 1975.625955 = -2485010.717242 nChanged 4 SP:Iteration 85Q (6032.441910 sec): 3 clusters Score: Raw -2486986.531434 + Penalty 1975.625955 = -2485010.905479 nChanged 2 SP:Iteration 86Q (6032.513903 sec): 3 clusters Score: Raw -2486986.667887 + Penalty 1975.625955 = -2485011.041931 nChanged 2 SP:Iteration 87Q (6032.579432 sec): 3 clusters Score: Raw -2486986.805707 + Penalty 1975.625955 = -2485011.179751 nChanged 2 SP:Iteration 88Q (6032.664250 sec): 3 clusters Score: Raw -2486986.880985 + Penalty 1975.625955 = -2485011.255029 nChanged 2 SP:Iteration 89Q (6032.739294 sec): 3 clusters Score: Raw -2486986.966904 + Penalty 1975.625955 = -2485011.340949 nChanged 2 SP:Iteration 90Q (6032.815528 sec): 3 clusters Score: Raw -2486987.232214 + Penalty 1975.625955 = -2485011.606259 nChanged 3 SP:Iteration 91Q (6032.861870 sec): 3 clusters Score: Raw -2486987.875112 + Penalty 1975.625955 = -2485012.249157 nChanged 7 SP:Iteration 92Q (6032.915640 sec): 3 clusters Score: Raw -2486988.425083 + Penalty 1975.625955 = -2485012.799127 nChanged 4 SP:Iteration 93Q (6032.984274 sec): 3 clusters Score: Raw -2486988.652484 + Penalty 1975.625955 = -2485013.026529 nChanged 3 SP:Iteration 94Q (6033.061760 sec): 3 clusters Score: Raw -2486988.808089 + Penalty 1975.625955 = -2485013.182133 nChanged 4 SP:Iteration 95Q (6033.146503 sec): 3 clusters Score: Raw -2486989.060891 + Penalty 1975.625955 = -2485013.434935 nChanged 4 SP:Iteration 96Q (6033.218340 sec): 3 clusters Score: Raw -2486989.348553 + Penalty 1975.625955 = -2485013.722598 nChanged 3 SP:Iteration 97Q (6033.288707 sec): 3 clusters Score: Raw -2486989.683246 + Penalty 1975.625955 = -2485014.057290 nChanged 4 SP:Iteration 98Q (6033.363926 sec): 3 clusters Score: Raw -2486990.119956 + Penalty 1975.625955 = -2485014.494000 nChanged 9 SP:Iteration 99Q (6033.443508 sec): 3 clusters Score: Raw -2486991.086860 + Penalty 1975.625955 = -2485015.460905 nChanged 11 SP:Iteration 100F (6033.525767 sec): 3 clusters Score: Raw -2486992.079218 + Penalty 1975.625955 = -2485016.453263 nChanged 10 SP:Iteration 101Q (6033.608057 sec): 3 clusters Score: Raw -2486993.095381 + Penalty 1975.625955 = -2485017.469426 nChanged 6 SP:Iteration 102Q (6033.680532 sec): 3 clusters Score: Raw -2486993.810856 + Penalty 1975.625955 = -2485018.184900 nChanged 8 SP:Iteration 103Q (6033.769026 sec): 3 clusters Score: Raw -2486994.340371 + Penalty 1975.625955 = -2485018.714416 nChanged 7 SP:Iteration 104Q (6033.813869 sec): 3 clusters Score: Raw -2486994.900737 + Penalty 1975.625955 = -2485019.274782 nChanged 5 SP:Iteration 105Q (6033.855761 sec): 3 clusters Score: Raw -2486995.277831 + Penalty 1975.625955 = -2485019.651875 nChanged 5 SP:Iteration 106Q (6033.900372 sec): 3 clusters Score: Raw -2486995.759643 + Penalty 1975.625955 = -2485020.133688 nChanged 3 SP:Iteration 107Q (6033.942734 sec): 3 clusters Score: Raw -2486995.944459 + Penalty 1975.625955 = -2485020.318504 nChanged 1 SP:Iteration 108Q (6034.028236 sec): 3 clusters Score: Raw -2486996.098712 + Penalty 1975.625955 = -2485020.472757 nChanged 0 SP:Iteration 109F (6034.104056 sec): 3 clusters Score: Raw -2486996.098712 + Penalty 1975.625955 = -2485020.472757 nChanged 0 Trying to split cluster 23 (1420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6034.121249 sec): 2 clusters Score: Raw -97207.906521 + Penalty 689.549154 = -96518.357367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6034.158939 sec): 3 clusters Score: Raw -96569.575652 + Penalty 1379.098309 = -95190.477343 nChanged 523 SP:Iteration 1F (6034.207510 sec): 3 clusters Score: Raw -96968.706971 + Penalty 1379.098309 = -95589.608662 nChanged 142 SP:Iteration 2F (6034.238486 sec): 3 clusters Score: Raw -97118.434756 + Penalty 1379.098309 = -95739.336448 nChanged 94 SP:Iteration 3F (6034.284126 sec): 3 clusters Score: Raw -97219.057708 + Penalty 1379.098309 = -95839.959400 nChanged 74 SP:Iteration 4F (6034.322066 sec): 3 clusters Score: Raw -97290.829125 + Penalty 1379.098309 = -95911.730817 nChanged 66 SP:Iteration 5Q (6034.328245 sec): 3 clusters Score: Raw -97345.445161 + Penalty 1379.098309 = -95966.346853 nChanged 46 SP:Iteration 6Q (6034.333738 sec): 3 clusters Score: Raw -97386.651812 + Penalty 1379.098309 = -96007.553503 nChanged 42 SP:Iteration 7Q (6034.339309 sec): 3 clusters Score: Raw -97421.730586 + Penalty 1379.098309 = -96042.632277 nChanged 27 SP:Iteration 8Q (6034.344820 sec): 3 clusters Score: Raw -97434.691755 + Penalty 1379.098309 = -96055.593447 nChanged 11 SP:Iteration 9Q (6034.350297 sec): 3 clusters Score: Raw -97441.590529 + Penalty 1379.098309 = -96062.492221 nChanged 8 SP:Iteration 10Q (6034.355756 sec): 3 clusters Score: Raw -97447.554219 + Penalty 1379.098309 = -96068.455911 nChanged 11 SP:Iteration 11Q (6034.361211 sec): 3 clusters Score: Raw -97453.137438 + Penalty 1379.098309 = -96074.039130 nChanged 9 SP:Iteration 12Q (6034.366608 sec): 3 clusters Score: Raw -97459.496804 + Penalty 1379.098309 = -96080.398496 nChanged 11 SP:Iteration 13Q (6034.372044 sec): 3 clusters Score: Raw -97465.063153 + Penalty 1379.098309 = -96085.964844 nChanged 7 SP:Iteration 14Q (6034.377504 sec): 3 clusters Score: Raw -97468.405134 + Penalty 1379.098309 = -96089.306825 nChanged 1 SP:Iteration 15Q (6034.382952 sec): 3 clusters Score: Raw -97469.041867 + Penalty 1379.098309 = -96089.943559 nChanged 1 SP:Iteration 16Q (6034.388577 sec): 3 clusters Score: Raw -97469.559062 + Penalty 1379.098309 = -96090.460753 nChanged 3 SP:Iteration 17Q (6034.394055 sec): 3 clusters Score: Raw -97471.248909 + Penalty 1379.098309 = -96092.150600 nChanged 3 SP:Iteration 18Q (6034.399519 sec): 3 clusters Score: Raw -97474.817620 + Penalty 1379.098309 = -96095.719312 nChanged 3 SP:Iteration 19Q (6034.404962 sec): 3 clusters Score: Raw -97477.870900 + Penalty 1379.098309 = -96098.772591 nChanged 4 SP:Iteration 20F (6034.410467 sec): 3 clusters Score: Raw -97481.253240 + Penalty 1379.098309 = -96102.154931 nChanged 5 SP:Iteration 21Q (6034.415870 sec): 3 clusters Score: Raw -97483.700159 + Penalty 1379.098309 = -96104.601850 nChanged 4 SP:Iteration 22Q (6034.421319 sec): 3 clusters Score: Raw -97485.660202 + Penalty 1379.098309 = -96106.561894 nChanged 0 SP:Iteration 23F (6034.426808 sec): 3 clusters Score: Raw -97485.660202 + Penalty 1379.098309 = -96106.561894 nChanged 0 Trying to split cluster 24 (3540 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (6034.455060 sec): 2 clusters Score: Raw -260135.965185 + Penalty 776.328791 = -259359.636394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (6034.495331 sec): 3 clusters Score: Raw -258248.221420 + Penalty 1552.657581 = -256695.563838 nChanged 1468 SP:Iteration 1F (6034.539324 sec): 3 clusters Score: Raw -259230.677000 + Penalty 1552.657581 = -257678.019418 nChanged 302 SP:Iteration 2F (6034.575736 sec): 3 clusters Score: Raw -259450.044291 + Penalty 1552.657581 = -257897.386710 nChanged 213 SP:Iteration 3F (6034.628504 sec): 3 clusters Score: Raw -259616.638677 + Penalty 1552.657581 = -258063.981096 nChanged 200 SP:Iteration 4F (6034.674909 sec): 3 clusters Score: Raw -259766.745234 + Penalty 1552.657581 = -258214.087652 nChanged 140 SP:Iteration 5Q (6034.718226 sec): 3 clusters Score: Raw -259860.832844 + Penalty 1552.657581 = -258308.175263 nChanged 105 SP:Iteration 6Q (6034.754939 sec): 3 clusters Score: Raw -259930.230994 + Penalty 1552.657581 = -258377.573413 nChanged 96 SP:Iteration 7Q (6034.799740 sec): 3 clusters Score: Raw -259989.427053 + Penalty 1552.657581 = -258436.769472 nChanged 72 SP:Iteration 8Q (6034.849966 sec): 3 clusters Score: Raw -260032.659064 + Penalty 1552.657581 = -258480.001483 nChanged 69 SP:Iteration 9Q (6034.886890 sec): 3 clusters Score: Raw -260075.412007 + Penalty 1552.657581 = -258522.754425 nChanged 60 SP:Iteration 10Q (6034.933013 sec): 3 clusters Score: Raw -260104.912123 + Penalty 1552.657581 = -258552.254542 nChanged 44 SP:Iteration 11Q (6034.970612 sec): 3 clusters Score: Raw -260123.216609 + Penalty 1552.657581 = -258570.559028 nChanged 30 SP:Iteration 12Q (6035.006191 sec): 3 clusters Score: Raw -260134.090523 + Penalty 1552.657581 = -258581.432942 nChanged 32 SP:Iteration 13Q (6035.047758 sec): 3 clusters Score: Raw -260145.660750 + Penalty 1552.657581 = -258593.003169 nChanged 24 SP:Iteration 14Q (6035.096487 sec): 3 clusters Score: Raw -260156.046550 + Penalty 1552.657581 = -258603.388969 nChanged 19 SP:Iteration 15Q (6035.135000 sec): 3 clusters Score: Raw -260165.613739 + Penalty 1552.657581 = -258612.956158 nChanged 25 SP:Iteration 16Q (6035.189894 sec): 3 clusters Score: Raw -260172.284021 + Penalty 1552.657581 = -258619.626440 nChanged 16 SP:Iteration 17Q (6035.238457 sec): 3 clusters Score: Raw -260176.053169 + Penalty 1552.657581 = -258623.395588 nChanged 13 SP:Iteration 18Q (6035.272978 sec): 3 clusters Score: Raw -260181.899113 + Penalty 1552.657581 = -258629.241532 nChanged 19 SP:Iteration 19Q (6035.316791 sec): 3 clusters Score: Raw -260186.788083 + Penalty 1552.657581 = -258634.130502 nChanged 7 SP:Iteration 20F (6035.374608 sec): 3 clusters Score: Raw -260188.418705 + Penalty 1552.657581 = -258635.761124 nChanged 7 SP:Iteration 21Q (6035.411816 sec): 3 clusters Score: Raw -260190.902963 + Penalty 1552.657581 = -258638.245382 nChanged 11 SP:Iteration 22Q (6035.454435 sec): 3 clusters Score: Raw -260193.802819 + Penalty 1552.657581 = -258641.145238 nChanged 6 SP:Iteration 23Q (6035.499663 sec): 3 clusters Score: Raw -260195.475538 + Penalty 1552.657581 = -258642.817957 nChanged 10 SP:Iteration 24Q (6035.545435 sec): 3 clusters Score: Raw -260198.036150 + Penalty 1552.657581 = -258645.378569 nChanged 9 SP:Iteration 25Q (6035.588677 sec): 3 clusters Score: Raw -260200.867253 + Penalty 1552.657581 = -258648.209672 nChanged 11 SP:Iteration 26Q (6035.632739 sec): 3 clusters Score: Raw -260204.090003 + Penalty 1552.657581 = -258651.432421 nChanged 3 SP:Iteration 27Q (6035.646922 sec): 3 clusters Score: Raw -260204.740420 + Penalty 1552.657581 = -258652.082839 nChanged 2 SP:Iteration 28Q (6035.659369 sec): 3 clusters Score: Raw -260204.876089 + Penalty 1552.657581 = -258652.218508 nChanged 1 SP:Iteration 29Q (6035.671754 sec): 3 clusters Score: Raw -260204.983946 + Penalty 1552.657581 = -258652.326364 nChanged 1 SP:Iteration 30Q (6035.683967 sec): 3 clusters Score: Raw -260205.074097 + Penalty 1552.657581 = -258652.416516 nChanged 1 SP:Iteration 31Q (6035.698591 sec): 3 clusters Score: Raw -260205.126184 + Penalty 1552.657581 = -258652.468603 nChanged 2 SP:Iteration 32Q (6035.711024 sec): 3 clusters Score: Raw -260205.377557 + Penalty 1552.657581 = -258652.719976 nChanged 1 SP:Iteration 33Q (6035.758247 sec): 3 clusters Score: Raw -260205.563555 + Penalty 1552.657581 = -258652.905974 nChanged 1 SP:Iteration 34Q (6035.793387 sec): 3 clusters Score: Raw -260205.779732 + Penalty 1552.657581 = -258653.122151 nChanged 1 SP:Iteration 35Q (6035.833232 sec): 3 clusters Score: Raw -260205.838363 + Penalty 1552.657581 = -258653.180781 nChanged 1 SP:Iteration 36Q (6035.864922 sec): 3 clusters Score: Raw -260206.106539 + Penalty 1552.657581 = -258653.448958 nChanged 0 SP:Iteration 37F (6035.916678 sec): 3 clusters Score: Raw -260206.106539 + Penalty 1552.657581 = -258653.448958 nChanged 0 Time taken for this iteration:3234.964768 seconds. 21->25 Clusters: Score -25373671.579911, best is -25372099.449466 THE BEST YET! Main iterations: 1261 (time per iteration =1539.631302 ms) Total iterations: 41527 (time per iteration =46.752115 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 472025878704.000000 (time per metric unit =4.113069ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 8496465816672.000000 (time per metric unit=228.503841ps) That took 1941.475072 seconds.