FileBase DT1_rLS_20150729_2448um ElecNo 5 UseFeatures DropLastNFeatures 1 UseDistributional 0 MaskStarts 500 MinClusters 20 MaxClusters 21 MaxPossibleClusters 50 nStarts 1 StartCluFile SplitEvery 40 SplitFirst 20 PenaltyK 0.000000 PenaltyKLogN 1.000000 Subset 1 FullStepEvery 20 MaxIter 10000 RandomSeed 1 Debug 0 SplitInfo 1 Verbose 1 DistDump 0 DistThresh 6.907755 ChangedThresh 0.050000 Log 1 SaveTempCluEveryIter 0 Screen 1 PriorPoint 1 SaveSorted 0 SaveCovarianceMeans 0 UseMaskedInitialConditions 0 AssignToFirstClosestMask 0 RamLimitGB 0.000000 AlwaysSplitBimodal 0 PointsForClusterMask 10.000000 MinMaskOverlap 0.000000 help 0 help 0 Starting KlustaKwik. Version: 0.3.0-nogit Setting RAM limit to total physical memory, 15.63 GB. Expected memory usage by array (largest first): Array LogP will use between 0.27 and 0.40 GB. - 8 bytes per element (scalar), 17827400 elements when full. - Memory usage scales as MaxPossibleClusters*nPoints. Array AllVector2Mean will use between 0.13 and 0.19 GB. - 8 bytes per element (scalar), 8557152 elements when full. - Memory usage scales as nPoints*nDims. Array Data will use between 0.03 and 0.05 GB. - 2 bytes per element (data_int), 8557152 elements when full. - Memory usage scales as nPoints*nDims. Array Masks will use between 0.02 and 0.02 GB. - 1 bytes per element (char), 8557152 elements when full. - Memory usage scales as nPoints*nDims. Array CharFloatMasks will use between 0.02 and 0.02 GB. - 1 bytes per element (char), 8557152 elements when full. - Memory usage scales as nPoints*nDims. Array Cov will use between 0.00 and 0.00 GB. - 8 bytes per element (scalar), 28800 elements when full. - Memory usage scales as MaxPossibleClusters*nDims*nDims. Note that nPoints=356548, nDims=24, MaxPossibleClusters=50 Total memory usage will be between 0.46 and 0.69 GB. RAM limit is set at 15.63 GB. ---------------------------------------------------------- Loaded 356548 data points of dimension 24. MEMO: A lower score indicates a better clustering Starting from 20 clusters... ------ Clustering full data set of 356548 points ------ SP: Assigned 20 initial classes randomly. Deleting Class 13 (4476 points): Lose 192.963836 but Gain 2077.436425 Iteration 0F (6.688114 sec): 19 clusters Score: Raw -20156287.336903 + Penalty 37393.855645 = -20118893.481258 nChanged 335107 Deleting Class 11 (1745 points): Lose 1643.609642 but Gain 2077.436425 Iteration 1F (10.964063 sec): 18 clusters Score: Raw -21862810.483745 + Penalty 35316.419220 = -21827494.064525 nChanged 121215 Iteration 2F (14.992194 sec): 18 clusters Score: Raw -22214402.132190 + Penalty 35316.419220 = -22179085.712970 nChanged 87685 Iteration 3F (19.081751 sec): 18 clusters Score: Raw -22391619.385251 + Penalty 35316.419220 = -22356302.966031 nChanged 56788 Iteration 4F (23.109588 sec): 18 clusters Score: Raw -22487283.191666 + Penalty 35316.419220 = -22451966.772446 nChanged 43321 Iteration 5F (27.174844 sec): 18 clusters Score: Raw -22562171.637091 + Penalty 35316.419220 = -22526855.217871 nChanged 34897 Iteration 6F (31.192689 sec): 18 clusters Score: Raw -22645177.803117 + Penalty 35316.419220 = -22609861.383896 nChanged 28972 Iteration 7F (35.256790 sec): 18 clusters Score: Raw -22688979.883575 + Penalty 35316.419220 = -22653663.464355 nChanged 25619 Iteration 8F (39.276523 sec): 18 clusters Score: Raw -22711262.577819 + Penalty 35316.419220 = -22675946.158598 nChanged 20218 Iteration 9F (43.337590 sec): 18 clusters Score: Raw -22725748.060240 + Penalty 35316.419220 = -22690431.641020 nChanged 15661 Iteration 10Q (45.288170 sec): 18 clusters Score: Raw -22737106.568011 + Penalty 35316.419220 = -22701790.148790 nChanged 12265 Iteration 11Q (47.200697 sec): 18 clusters Score: Raw -22745592.777235 + Penalty 35316.419220 = -22710276.358015 nChanged 9714 Iteration 12Q (49.084562 sec): 18 clusters Score: Raw -22751617.255326 + Penalty 35316.419220 = -22716300.836106 nChanged 7415 Iteration 13Q (50.941281 sec): 18 clusters Score: Raw -22757030.560592 + Penalty 35316.419220 = -22721714.141372 nChanged 6008 Iteration 14Q (52.780445 sec): 18 clusters Score: Raw -22762321.163263 + Penalty 35316.419220 = -22727004.744043 nChanged 5297 Iteration 15Q (54.607048 sec): 18 clusters Score: Raw -22765137.860165 + Penalty 35316.419220 = -22729821.440944 nChanged 4372 Iteration 16Q (56.425749 sec): 18 clusters Score: Raw -22766717.580096 + Penalty 35316.419220 = -22731401.160876 nChanged 3538 Iteration 17Q (58.230547 sec): 18 clusters Score: Raw -22767630.145707 + Penalty 35316.419220 = -22732313.726487 nChanged 2894 Iteration 18Q (60.029600 sec): 18 clusters Score: Raw -22768411.599274 + Penalty 35316.419220 = -22733095.180054 nChanged 2781 Iteration 19Q (61.825892 sec): 18 clusters Score: Raw -22769401.546648 + Penalty 35316.419220 = -22734085.127428 nChanged 2946 Writing temp clu file Because OldScore, -22733095.180054, is greater than current (better) Score,-22734085.127428 Compute initial score before splitting: Score: Raw -22769401.546648 + Penalty 35316.419220 = -22734085.127428 Trying to split cluster 1 (13548 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (61.913733 sec): 2 clusters Score: Raw -905966.759655 + Penalty 1546.024060 = -904420.735595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (61.949173 sec): 3 clusters Score: Raw -898062.148657 + Penalty 3092.048120 = -894970.100538 nChanged 6062 SP:Iteration 1F (61.983316 sec): 3 clusters Score: Raw -901260.226092 + Penalty 3092.048120 = -898168.177972 nChanged 756 SP:Iteration 2F (62.017714 sec): 3 clusters Score: Raw -901549.581965 + Penalty 3092.048120 = -898457.533846 nChanged 680 SP:Iteration 3F (62.051955 sec): 3 clusters Score: Raw -901811.776822 + Penalty 3092.048120 = -898719.728703 nChanged 600 SP:Iteration 4Q (62.086530 sec): 3 clusters Score: Raw -902035.240405 + Penalty 3092.048120 = -898943.192285 nChanged 562 SP:Iteration 5Q (62.121279 sec): 3 clusters Score: Raw -902255.864820 + Penalty 3092.048120 = -899163.816701 nChanged 549 SP:Iteration 6Q (62.155901 sec): 3 clusters Score: Raw -902505.697881 + Penalty 3092.048120 = -899413.649761 nChanged 599 SP:Iteration 7Q (62.190483 sec): 3 clusters Score: Raw -902786.976257 + Penalty 3092.048120 = -899694.928138 nChanged 609 SP:Iteration 8Q (62.224910 sec): 3 clusters Score: Raw -903117.754118 + Penalty 3092.048120 = -900025.705999 nChanged 644 SP:Iteration 9Q (62.259394 sec): 3 clusters Score: Raw -903488.773332 + Penalty 3092.048120 = -900396.725212 nChanged 635 SP:Iteration 10Q (62.293723 sec): 3 clusters Score: Raw -903913.179332 + Penalty 3092.048120 = -900821.131213 nChanged 659 SP:Iteration 11Q (62.328344 sec): 3 clusters Score: Raw -904323.120105 + Penalty 3092.048120 = -901231.071985 nChanged 607 SP:Iteration 12Q (62.362551 sec): 3 clusters Score: Raw -904669.299513 + Penalty 3092.048120 = -901577.251393 nChanged 548 SP:Iteration 13Q (62.397047 sec): 3 clusters Score: Raw -904983.492378 + Penalty 3092.048120 = -901891.444259 nChanged 457 SP:Iteration 14Q (62.431404 sec): 3 clusters Score: Raw -905217.611516 + Penalty 3092.048120 = -902125.563397 nChanged 397 SP:Iteration 15Q (62.498467 sec): 3 clusters Score: Raw -905399.511843 + Penalty 3092.048120 = -902307.463723 nChanged 360 SP:Iteration 16Q (62.532423 sec): 3 clusters Score: Raw -905555.484026 + Penalty 3092.048120 = -902463.435907 nChanged 301 SP:Iteration 17Q (62.567028 sec): 3 clusters Score: Raw -905682.799988 + Penalty 3092.048120 = -902590.751868 nChanged 249 SP:Iteration 18Q (62.601162 sec): 3 clusters Score: Raw -905774.371898 + Penalty 3092.048120 = -902682.323779 nChanged 193 SP:Iteration 19Q (62.647139 sec): 3 clusters Score: Raw -905842.038565 + Penalty 3092.048120 = -902749.990446 nChanged 163 SP:Iteration 20F (62.680656 sec): 3 clusters Score: Raw -905902.045969 + Penalty 3092.048120 = -902809.997850 nChanged 153 SP:Iteration 21Q (62.714754 sec): 3 clusters Score: Raw -905948.259011 + Penalty 3092.048120 = -902856.210892 nChanged 133 SP:Iteration 22Q (62.751718 sec): 3 clusters Score: Raw -905989.519469 + Penalty 3092.048120 = -902897.471350 nChanged 128 SP:Iteration 23Q (62.785495 sec): 3 clusters Score: Raw -906021.743664 + Penalty 3092.048120 = -902929.695544 nChanged 101 SP:Iteration 24Q (62.821684 sec): 3 clusters Score: Raw -906046.002042 + Penalty 3092.048120 = -902953.953923 nChanged 98 SP:Iteration 25Q (62.855706 sec): 3 clusters Score: Raw -906072.574223 + Penalty 3092.048120 = -902980.526103 nChanged 90 SP:Iteration 26Q (62.889369 sec): 3 clusters Score: Raw -906096.303791 + Penalty 3092.048120 = -903004.255671 nChanged 94 SP:Iteration 27Q (62.922907 sec): 3 clusters Score: Raw -906120.625176 + Penalty 3092.048120 = -903028.577056 nChanged 98 SP:Iteration 28Q (62.956343 sec): 3 clusters Score: Raw -906145.625142 + Penalty 3092.048120 = -903053.577022 nChanged 83 SP:Iteration 29Q (62.989693 sec): 3 clusters Score: Raw -906173.036070 + Penalty 3092.048120 = -903080.987951 nChanged 92 SP:Iteration 30Q (63.023059 sec): 3 clusters Score: Raw -906203.771385 + Penalty 3092.048120 = -903111.723266 nChanged 78 SP:Iteration 31Q (63.055991 sec): 3 clusters Score: Raw -906227.775226 + Penalty 3092.048120 = -903135.727107 nChanged 58 SP:Iteration 32Q (63.089057 sec): 3 clusters Score: Raw -906243.333438 + Penalty 3092.048120 = -903151.285318 nChanged 46 SP:Iteration 33Q (63.121858 sec): 3 clusters Score: Raw -906254.715967 + Penalty 3092.048120 = -903162.667847 nChanged 44 SP:Iteration 34Q (63.154672 sec): 3 clusters Score: Raw -906266.304609 + Penalty 3092.048120 = -903174.256490 nChanged 45 SP:Iteration 35Q (63.187620 sec): 3 clusters Score: Raw -906278.716715 + Penalty 3092.048120 = -903186.668596 nChanged 54 SP:Iteration 36Q (63.220215 sec): 3 clusters Score: Raw -906294.024268 + Penalty 3092.048120 = -903201.976148 nChanged 52 SP:Iteration 37Q (63.252806 sec): 3 clusters Score: Raw -906306.631960 + Penalty 3092.048120 = -903214.583841 nChanged 37 SP:Iteration 38Q (63.285371 sec): 3 clusters Score: Raw -906314.447206 + Penalty 3092.048120 = -903222.399086 nChanged 39 SP:Iteration 39Q (63.317728 sec): 3 clusters Score: Raw -906322.014046 + Penalty 3092.048120 = -903229.965926 nChanged 36 SP:Iteration 40F (63.352125 sec): 3 clusters Score: Raw -906327.504979 + Penalty 3092.048120 = -903235.456859 nChanged 18 SP:Iteration 41Q (63.384506 sec): 3 clusters Score: Raw -906330.510723 + Penalty 3092.048120 = -903238.462603 nChanged 13 SP:Iteration 42Q (63.417120 sec): 3 clusters Score: Raw -906331.953575 + Penalty 3092.048120 = -903239.905455 nChanged 12 SP:Iteration 43Q (63.449617 sec): 3 clusters Score: Raw -906333.556413 + Penalty 3092.048120 = -903241.508294 nChanged 11 SP:Iteration 44Q (63.481997 sec): 3 clusters Score: Raw -906334.928707 + Penalty 3092.048120 = -903242.880588 nChanged 12 SP:Iteration 45Q (63.514475 sec): 3 clusters Score: Raw -906336.157531 + Penalty 3092.048120 = -903244.109412 nChanged 11 SP:Iteration 46Q (63.546867 sec): 3 clusters Score: Raw -906337.191763 + Penalty 3092.048120 = -903245.143643 nChanged 8 SP:Iteration 47Q (63.579296 sec): 3 clusters Score: Raw -906337.980199 + Penalty 3092.048120 = -903245.932079 nChanged 5 SP:Iteration 48Q (63.611508 sec): 3 clusters Score: Raw -906338.524816 + Penalty 3092.048120 = -903246.476696 nChanged 2 SP:Iteration 49Q (63.644033 sec): 3 clusters Score: Raw -906338.878364 + Penalty 3092.048120 = -903246.830244 nChanged 3 SP:Iteration 50Q (63.676387 sec): 3 clusters Score: Raw -906339.428181 + Penalty 3092.048120 = -903247.380062 nChanged 3 SP:Iteration 51Q (63.708713 sec): 3 clusters Score: Raw -906339.769503 + Penalty 3092.048120 = -903247.721383 nChanged 4 SP:Iteration 52Q (63.740954 sec): 3 clusters Score: Raw -906340.154222 + Penalty 3092.048120 = -903248.106103 nChanged 1 SP:Iteration 53Q (63.773177 sec): 3 clusters Score: Raw -906340.312085 + Penalty 3092.048120 = -903248.263965 nChanged 2 SP:Iteration 54Q (63.805624 sec): 3 clusters Score: Raw -906340.461765 + Penalty 3092.048120 = -903248.413645 nChanged 1 SP:Iteration 55Q (63.837949 sec): 3 clusters Score: Raw -906340.588745 + Penalty 3092.048120 = -903248.540625 nChanged 1 SP:Iteration 56Q (63.870317 sec): 3 clusters Score: Raw -906340.881076 + Penalty 3092.048120 = -903248.832957 nChanged 1 SP:Iteration 57Q (63.902797 sec): 3 clusters Score: Raw -906340.956116 + Penalty 3092.048120 = -903248.907997 nChanged 2 SP:Iteration 58Q (63.935262 sec): 3 clusters Score: Raw -906341.147347 + Penalty 3092.048120 = -903249.099227 nChanged 2 SP:Iteration 59Q (63.967532 sec): 3 clusters Score: Raw -906341.341613 + Penalty 3092.048120 = -903249.293493 nChanged 2 SP:Iteration 60F (64.001847 sec): 3 clusters Score: Raw -906341.515523 + Penalty 3092.048120 = -903249.467403 nChanged 0 Trying to split cluster 2 (6091 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.020856 sec): 2 clusters Score: Raw -439972.116671 + Penalty 1416.117227 = -438555.999444 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.044312 sec): 3 clusters Score: Raw -436687.841174 + Penalty 2832.234454 = -433855.606720 nChanged 2543 SP:Iteration 1F (64.067064 sec): 3 clusters Score: Raw -438041.217576 + Penalty 2832.234454 = -435208.983122 nChanged 362 SP:Iteration 2F (64.090022 sec): 3 clusters Score: Raw -438192.254872 + Penalty 2832.234454 = -435360.020418 nChanged 278 SP:Iteration 3Q (64.113213 sec): 3 clusters Score: Raw -438314.121677 + Penalty 2832.234454 = -435481.887223 nChanged 238 SP:Iteration 4Q (64.136326 sec): 3 clusters Score: Raw -438424.609434 + Penalty 2832.234454 = -435592.374980 nChanged 205 SP:Iteration 5Q (64.159457 sec): 3 clusters Score: Raw -438520.218951 + Penalty 2832.234454 = -435687.984497 nChanged 189 SP:Iteration 6Q (64.182691 sec): 3 clusters Score: Raw -438603.823282 + Penalty 2832.234454 = -435771.588828 nChanged 193 SP:Iteration 7Q (64.205851 sec): 3 clusters Score: Raw -438702.128959 + Penalty 2832.234454 = -435869.894505 nChanged 203 SP:Iteration 8Q (64.228922 sec): 3 clusters Score: Raw -438808.008970 + Penalty 2832.234454 = -435975.774516 nChanged 208 SP:Iteration 9Q (64.252053 sec): 3 clusters Score: Raw -438916.734125 + Penalty 2832.234454 = -436084.499671 nChanged 186 SP:Iteration 10Q (64.274840 sec): 3 clusters Score: Raw -439019.726461 + Penalty 2832.234454 = -436187.492007 nChanged 199 SP:Iteration 11Q (64.297669 sec): 3 clusters Score: Raw -439135.185381 + Penalty 2832.234454 = -436302.950927 nChanged 214 SP:Iteration 12Q (64.320679 sec): 3 clusters Score: Raw -439277.681110 + Penalty 2832.234454 = -436445.446656 nChanged 205 SP:Iteration 13Q (64.343423 sec): 3 clusters Score: Raw -439419.638202 + Penalty 2832.234454 = -436587.403748 nChanged 185 SP:Iteration 14Q (64.365983 sec): 3 clusters Score: Raw -439566.016074 + Penalty 2832.234454 = -436733.781620 nChanged 171 SP:Iteration 15Q (64.388527 sec): 3 clusters Score: Raw -439703.593363 + Penalty 2832.234454 = -436871.358909 nChanged 137 SP:Iteration 16Q (64.410271 sec): 3 clusters Score: Raw -439816.619072 + Penalty 2832.234454 = -436984.384618 nChanged 120 SP:Iteration 17Q (64.432020 sec): 3 clusters Score: Raw -439918.792471 + Penalty 2832.234454 = -437086.558017 nChanged 79 SP:Iteration 18Q (64.453586 sec): 3 clusters Score: Raw -439984.303316 + Penalty 2832.234454 = -437152.068862 nChanged 45 SP:Iteration 19Q (64.474950 sec): 3 clusters Score: Raw -440020.847172 + Penalty 2832.234454 = -437188.612718 nChanged 41 SP:Iteration 20F (64.498079 sec): 3 clusters Score: Raw -440064.513055 + Penalty 2832.234454 = -437232.278601 nChanged 35 SP:Iteration 21Q (64.519155 sec): 3 clusters Score: Raw -440097.771776 + Penalty 2832.234454 = -437265.537322 nChanged 24 SP:Iteration 22Q (64.540021 sec): 3 clusters Score: Raw -440118.186536 + Penalty 2832.234454 = -437285.952082 nChanged 13 SP:Iteration 23Q (64.560799 sec): 3 clusters Score: Raw -440130.363286 + Penalty 2832.234454 = -437298.128832 nChanged 9 SP:Iteration 24Q (64.581580 sec): 3 clusters Score: Raw -440137.021033 + Penalty 2832.234454 = -437304.786579 nChanged 5 SP:Iteration 25Q (64.602292 sec): 3 clusters Score: Raw -440140.982385 + Penalty 2832.234454 = -437308.747931 nChanged 3 SP:Iteration 26Q (64.623142 sec): 3 clusters Score: Raw -440142.472300 + Penalty 2832.234454 = -437310.237846 nChanged 1 SP:Iteration 27Q (64.643992 sec): 3 clusters Score: Raw -440142.664034 + Penalty 2832.234454 = -437310.429580 nChanged 0 SP:Iteration 28F (64.667112 sec): 3 clusters Score: Raw -440142.664034 + Penalty 2832.234454 = -437310.429580 nChanged 0 Trying to split cluster 3 (29844 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (64.718230 sec): 2 clusters Score: Raw -2049418.840966 + Penalty 1674.357603 = -2047744.483364 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (64.779679 sec): 3 clusters Score: Raw -2030887.209966 + Penalty 3348.715205 = -2027538.494761 nChanged 13817 SP:Iteration 1F (64.837693 sec): 3 clusters Score: Raw -2039095.254466 + Penalty 3348.715205 = -2035746.539261 nChanged 1846 SP:Iteration 2F (64.895698 sec): 3 clusters Score: Raw -2040211.731715 + Penalty 3348.715205 = -2036863.016510 nChanged 2224 SP:Iteration 3F (64.953619 sec): 3 clusters Score: Raw -2041919.135139 + Penalty 3348.715205 = -2038570.419934 nChanged 2506 SP:Iteration 4F (65.011579 sec): 3 clusters Score: Raw -2044025.298059 + Penalty 3348.715205 = -2040676.582854 nChanged 2237 SP:Iteration 5F (65.069386 sec): 3 clusters Score: Raw -2045986.575053 + Penalty 3348.715205 = -2042637.859848 nChanged 1757 SP:Iteration 6F (65.127189 sec): 3 clusters Score: Raw -2047464.205850 + Penalty 3348.715205 = -2044115.490644 nChanged 1185 SP:Iteration 7Q (65.185352 sec): 3 clusters Score: Raw -2048329.490322 + Penalty 3348.715205 = -2044980.775117 nChanged 809 SP:Iteration 8Q (65.241250 sec): 3 clusters Score: Raw -2048840.888143 + Penalty 3348.715205 = -2045492.172937 nChanged 503 SP:Iteration 9Q (65.295807 sec): 3 clusters Score: Raw -2049134.357693 + Penalty 3348.715205 = -2045785.642488 nChanged 385 SP:Iteration 10Q (65.349774 sec): 3 clusters Score: Raw -2049357.950210 + Penalty 3348.715205 = -2046009.235004 nChanged 340 SP:Iteration 11Q (65.403058 sec): 3 clusters Score: Raw -2049537.236495 + Penalty 3348.715205 = -2046188.521290 nChanged 296 SP:Iteration 12Q (65.455852 sec): 3 clusters Score: Raw -2049679.730218 + Penalty 3348.715205 = -2046331.015012 nChanged 272 SP:Iteration 13Q (65.518937 sec): 3 clusters Score: Raw -2049804.699635 + Penalty 3348.715205 = -2046455.984429 nChanged 218 SP:Iteration 14Q (65.571445 sec): 3 clusters Score: Raw -2049891.754841 + Penalty 3348.715205 = -2046543.039635 nChanged 183 SP:Iteration 15Q (65.623974 sec): 3 clusters Score: Raw -2049951.603337 + Penalty 3348.715205 = -2046602.888132 nChanged 145 SP:Iteration 16Q (65.676108 sec): 3 clusters Score: Raw -2049990.450858 + Penalty 3348.715205 = -2046641.735653 nChanged 97 SP:Iteration 17Q (65.728175 sec): 3 clusters Score: Raw -2050009.218296 + Penalty 3348.715205 = -2046660.503090 nChanged 81 SP:Iteration 18Q (65.780024 sec): 3 clusters Score: Raw -2050023.095975 + Penalty 3348.715205 = -2046674.380770 nChanged 62 SP:Iteration 19Q (65.831677 sec): 3 clusters Score: Raw -2050033.426642 + Penalty 3348.715205 = -2046684.711436 nChanged 63 SP:Iteration 20F (65.889213 sec): 3 clusters Score: Raw -2050044.159125 + Penalty 3348.715205 = -2046695.443920 nChanged 54 SP:Iteration 21Q (65.941371 sec): 3 clusters Score: Raw -2050050.788127 + Penalty 3348.715205 = -2046702.072922 nChanged 45 SP:Iteration 22Q (65.992556 sec): 3 clusters Score: Raw -2050056.452020 + Penalty 3348.715205 = -2046707.736815 nChanged 35 SP:Iteration 23Q (66.044022 sec): 3 clusters Score: Raw -2050060.522465 + Penalty 3348.715205 = -2046711.807259 nChanged 40 SP:Iteration 24Q (66.095837 sec): 3 clusters Score: Raw -2050064.916427 + Penalty 3348.715205 = -2046716.201221 nChanged 33 SP:Iteration 25Q (66.147599 sec): 3 clusters Score: Raw -2050068.734114 + Penalty 3348.715205 = -2046720.018909 nChanged 27 SP:Iteration 26Q (66.198517 sec): 3 clusters Score: Raw -2050071.420738 + Penalty 3348.715205 = -2046722.705533 nChanged 24 SP:Iteration 27Q (66.249688 sec): 3 clusters Score: Raw -2050073.741369 + Penalty 3348.715205 = -2046725.026163 nChanged 19 SP:Iteration 28Q (66.300879 sec): 3 clusters Score: Raw -2050075.478030 + Penalty 3348.715205 = -2046726.762825 nChanged 20 SP:Iteration 29Q (66.352229 sec): 3 clusters Score: Raw -2050076.979833 + Penalty 3348.715205 = -2046728.264628 nChanged 17 SP:Iteration 30Q (66.403468 sec): 3 clusters Score: Raw -2050078.607523 + Penalty 3348.715205 = -2046729.892318 nChanged 15 SP:Iteration 31Q (66.454408 sec): 3 clusters Score: Raw -2050080.023104 + Penalty 3348.715205 = -2046731.307898 nChanged 20 SP:Iteration 32Q (66.505461 sec): 3 clusters Score: Raw -2050082.044038 + Penalty 3348.715205 = -2046733.328833 nChanged 22 SP:Iteration 33Q (66.556609 sec): 3 clusters Score: Raw -2050084.176909 + Penalty 3348.715205 = -2046735.461703 nChanged 13 SP:Iteration 34Q (66.607611 sec): 3 clusters Score: Raw -2050085.692342 + Penalty 3348.715205 = -2046736.977137 nChanged 16 SP:Iteration 35Q (66.659088 sec): 3 clusters Score: Raw -2050088.081085 + Penalty 3348.715205 = -2046739.365880 nChanged 21 SP:Iteration 36Q (66.710088 sec): 3 clusters Score: Raw -2050090.318054 + Penalty 3348.715205 = -2046741.602849 nChanged 19 SP:Iteration 37Q (66.761130 sec): 3 clusters Score: Raw -2050091.796043 + Penalty 3348.715205 = -2046743.080837 nChanged 14 SP:Iteration 38Q (66.812218 sec): 3 clusters Score: Raw -2050093.565455 + Penalty 3348.715205 = -2046744.850250 nChanged 17 SP:Iteration 39Q (66.863083 sec): 3 clusters Score: Raw -2050095.944306 + Penalty 3348.715205 = -2046747.229101 nChanged 19 SP:Iteration 40F (66.920515 sec): 3 clusters Score: Raw -2050097.914931 + Penalty 3348.715205 = -2046749.199725 nChanged 19 SP:Iteration 41Q (66.971942 sec): 3 clusters Score: Raw -2050100.072095 + Penalty 3348.715205 = -2046751.356889 nChanged 18 SP:Iteration 42Q (67.023015 sec): 3 clusters Score: Raw -2050101.857114 + Penalty 3348.715205 = -2046753.141909 nChanged 19 SP:Iteration 43Q (67.074176 sec): 3 clusters Score: Raw -2050103.923063 + Penalty 3348.715205 = -2046755.207857 nChanged 15 SP:Iteration 44Q (67.125192 sec): 3 clusters Score: Raw -2050105.400607 + Penalty 3348.715205 = -2046756.685402 nChanged 14 SP:Iteration 45Q (67.176122 sec): 3 clusters Score: Raw -2050106.513960 + Penalty 3348.715205 = -2046757.798755 nChanged 16 SP:Iteration 46Q (67.226965 sec): 3 clusters Score: Raw -2050107.701767 + Penalty 3348.715205 = -2046758.986561 nChanged 15 SP:Iteration 47Q (67.289639 sec): 3 clusters Score: Raw -2050108.687836 + Penalty 3348.715205 = -2046759.972630 nChanged 15 SP:Iteration 48Q (67.340831 sec): 3 clusters Score: Raw -2050109.814888 + Penalty 3348.715205 = -2046761.099683 nChanged 10 SP:Iteration 49Q (67.391719 sec): 3 clusters Score: Raw -2050110.632793 + Penalty 3348.715205 = -2046761.917588 nChanged 11 SP:Iteration 50Q (67.442485 sec): 3 clusters Score: Raw -2050111.743871 + Penalty 3348.715205 = -2046763.028666 nChanged 11 SP:Iteration 51Q (67.493434 sec): 3 clusters Score: Raw -2050112.361490 + Penalty 3348.715205 = -2046763.646284 nChanged 3 SP:Iteration 52Q (67.544418 sec): 3 clusters Score: Raw -2050112.430606 + Penalty 3348.715205 = -2046763.715400 nChanged 1 SP:Iteration 53Q (67.595177 sec): 3 clusters Score: Raw -2050112.546391 + Penalty 3348.715205 = -2046763.831186 nChanged 1 SP:Iteration 54Q (67.645912 sec): 3 clusters Score: Raw -2050112.581823 + Penalty 3348.715205 = -2046763.866617 nChanged 0 SP:Iteration 55F (67.704375 sec): 3 clusters Score: Raw -2050112.581823 + Penalty 3348.715205 = -2046763.866617 nChanged 0 Trying to split cluster 4 (4208 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (67.718706 sec): 2 clusters Score: Raw -279680.318814 + Penalty 1356.020698 = -278324.298116 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (67.739129 sec): 3 clusters Score: Raw -277629.038040 + Penalty 2712.041395 = -274916.996645 nChanged 1646 SP:Iteration 1F (67.759027 sec): 3 clusters Score: Raw -278690.073691 + Penalty 2712.041395 = -275978.032295 nChanged 388 SP:Iteration 2F (67.778706 sec): 3 clusters Score: Raw -279318.619040 + Penalty 2712.041395 = -276606.577644 nChanged 442 SP:Iteration 3F (67.798434 sec): 3 clusters Score: Raw -280241.986007 + Penalty 2712.041395 = -277529.944612 nChanged 464 SP:Iteration 4F (67.818170 sec): 3 clusters Score: Raw -280955.476033 + Penalty 2712.041395 = -278243.434637 nChanged 357 SP:Iteration 5F (67.837904 sec): 3 clusters Score: Raw -281387.494686 + Penalty 2712.041395 = -278675.453291 nChanged 204 SP:Iteration 6Q (67.857531 sec): 3 clusters Score: Raw -281548.455226 + Penalty 2712.041395 = -278836.413831 nChanged 100 SP:Iteration 7Q (67.875790 sec): 3 clusters Score: Raw -281609.671096 + Penalty 2712.041395 = -278897.629701 nChanged 52 SP:Iteration 8Q (67.895398 sec): 3 clusters Score: Raw -281637.323804 + Penalty 2712.041395 = -278925.282409 nChanged 38 SP:Iteration 9Q (67.914831 sec): 3 clusters Score: Raw -281659.534800 + Penalty 2712.041395 = -278947.493405 nChanged 30 SP:Iteration 10Q (67.934307 sec): 3 clusters Score: Raw -281672.451133 + Penalty 2712.041395 = -278960.409738 nChanged 10 SP:Iteration 11Q (67.953788 sec): 3 clusters Score: Raw -281676.350337 + Penalty 2712.041395 = -278964.308942 nChanged 8 SP:Iteration 12Q (67.973165 sec): 3 clusters Score: Raw -281680.272300 + Penalty 2712.041395 = -278968.230904 nChanged 7 SP:Iteration 13Q (67.992540 sec): 3 clusters Score: Raw -281682.651735 + Penalty 2712.041395 = -278970.610340 nChanged 7 SP:Iteration 14Q (68.011953 sec): 3 clusters Score: Raw -281685.518803 + Penalty 2712.041395 = -278973.477408 nChanged 5 SP:Iteration 15Q (68.031366 sec): 3 clusters Score: Raw -281686.756179 + Penalty 2712.041395 = -278974.714784 nChanged 3 SP:Iteration 16Q (68.050798 sec): 3 clusters Score: Raw -281687.205778 + Penalty 2712.041395 = -278975.164383 nChanged 1 SP:Iteration 17Q (68.070161 sec): 3 clusters Score: Raw -281687.787765 + Penalty 2712.041395 = -278975.746370 nChanged 1 SP:Iteration 18Q (68.089207 sec): 3 clusters Score: Raw -281688.035579 + Penalty 2712.041395 = -278975.994184 nChanged 0 SP:Iteration 19F (68.108755 sec): 3 clusters Score: Raw -281688.035579 + Penalty 2712.041395 = -278975.994184 nChanged 0 Score: Raw -22771904.562481 + Penalty 37393.855645 = -22734510.706836 Splitting cluster 4 changes total score from -22734085.127428 to -22734510.706836 So it's getting split into cluster 11. Trying to split cluster 5 (36823 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (72.206886 sec): 2 clusters Score: Raw -2453427.546878 + Penalty 1708.505163 = -2451719.041715 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (72.278053 sec): 3 clusters Score: Raw -2430440.993574 + Penalty 3417.010327 = -2427023.983248 nChanged 17083 SP:Iteration 1F (72.343192 sec): 3 clusters Score: Raw -2440408.826331 + Penalty 3417.010327 = -2436991.816004 nChanged 1976 SP:Iteration 2F (72.408267 sec): 3 clusters Score: Raw -2441389.744561 + Penalty 3417.010327 = -2437972.734234 nChanged 2378 SP:Iteration 3F (72.473463 sec): 3 clusters Score: Raw -2442923.060598 + Penalty 3417.010327 = -2439506.050271 nChanged 2763 SP:Iteration 4F (72.538543 sec): 3 clusters Score: Raw -2444849.838254 + Penalty 3417.010327 = -2441432.827927 nChanged 2851 SP:Iteration 5F (72.603599 sec): 3 clusters Score: Raw -2446734.792349 + Penalty 3417.010327 = -2443317.782022 nChanged 2521 SP:Iteration 6F (72.670397 sec): 3 clusters Score: Raw -2448314.931047 + Penalty 3417.010327 = -2444897.920720 nChanged 2073 SP:Iteration 7F (72.735391 sec): 3 clusters Score: Raw -2449493.622942 + Penalty 3417.010327 = -2446076.612615 nChanged 1662 SP:Iteration 8Q (72.803983 sec): 3 clusters Score: Raw -2450375.252670 + Penalty 3417.010327 = -2446958.242343 nChanged 1380 SP:Iteration 9Q (72.871118 sec): 3 clusters Score: Raw -2451094.779894 + Penalty 3417.010327 = -2447677.769567 nChanged 1170 SP:Iteration 10Q (72.938369 sec): 3 clusters Score: Raw -2451685.190481 + Penalty 3417.010327 = -2448268.180154 nChanged 1015 SP:Iteration 11Q (73.005526 sec): 3 clusters Score: Raw -2452196.410776 + Penalty 3417.010327 = -2448779.400449 nChanged 884 SP:Iteration 12Q (73.073219 sec): 3 clusters Score: Raw -2452648.929234 + Penalty 3417.010327 = -2449231.918908 nChanged 800 SP:Iteration 13Q (73.141044 sec): 3 clusters Score: Raw -2453067.813726 + Penalty 3417.010327 = -2449650.803399 nChanged 647 SP:Iteration 14Q (73.208042 sec): 3 clusters Score: Raw -2453394.280765 + Penalty 3417.010327 = -2449977.270438 nChanged 469 SP:Iteration 15Q (73.274306 sec): 3 clusters Score: Raw -2453601.901439 + Penalty 3417.010327 = -2450184.891112 nChanged 329 SP:Iteration 16Q (73.339731 sec): 3 clusters Score: Raw -2453740.502207 + Penalty 3417.010327 = -2450323.491880 nChanged 241 SP:Iteration 17Q (73.404189 sec): 3 clusters Score: Raw -2453827.054420 + Penalty 3417.010327 = -2450410.044093 nChanged 171 SP:Iteration 18Q (73.467697 sec): 3 clusters Score: Raw -2453882.087374 + Penalty 3417.010327 = -2450465.077047 nChanged 119 SP:Iteration 19Q (73.530313 sec): 3 clusters Score: Raw -2453918.023983 + Penalty 3417.010327 = -2450501.013656 nChanged 95 SP:Iteration 20F (73.594699 sec): 3 clusters Score: Raw -2453946.227847 + Penalty 3417.010327 = -2450529.217520 nChanged 78 SP:Iteration 21Q (73.657137 sec): 3 clusters Score: Raw -2453967.651631 + Penalty 3417.010327 = -2450550.641304 nChanged 64 SP:Iteration 22Q (73.718502 sec): 3 clusters Score: Raw -2453986.455821 + Penalty 3417.010327 = -2450569.445494 nChanged 47 SP:Iteration 23Q (73.779486 sec): 3 clusters Score: Raw -2453999.411163 + Penalty 3417.010327 = -2450582.400836 nChanged 36 SP:Iteration 24Q (73.839994 sec): 3 clusters Score: Raw -2454008.282585 + Penalty 3417.010327 = -2450591.272258 nChanged 26 SP:Iteration 25Q (73.899885 sec): 3 clusters Score: Raw -2454014.649994 + Penalty 3417.010327 = -2450597.639667 nChanged 21 SP:Iteration 26Q (73.959767 sec): 3 clusters Score: Raw -2454019.833755 + Penalty 3417.010327 = -2450602.823428 nChanged 20 SP:Iteration 27Q (74.019417 sec): 3 clusters Score: Raw -2454024.103022 + Penalty 3417.010327 = -2450607.092696 nChanged 16 SP:Iteration 28Q (74.079042 sec): 3 clusters Score: Raw -2454028.157911 + Penalty 3417.010327 = -2450611.147585 nChanged 20 SP:Iteration 29Q (74.138459 sec): 3 clusters Score: Raw -2454033.380681 + Penalty 3417.010327 = -2450616.370354 nChanged 18 SP:Iteration 30Q (74.197659 sec): 3 clusters Score: Raw -2454037.766642 + Penalty 3417.010327 = -2450620.756315 nChanged 17 SP:Iteration 31Q (74.256887 sec): 3 clusters Score: Raw -2454041.971218 + Penalty 3417.010327 = -2450624.960891 nChanged 13 SP:Iteration 32Q (74.316051 sec): 3 clusters Score: Raw -2454045.855008 + Penalty 3417.010327 = -2450628.844681 nChanged 13 SP:Iteration 33Q (74.375071 sec): 3 clusters Score: Raw -2454048.901273 + Penalty 3417.010327 = -2450631.890946 nChanged 11 SP:Iteration 34Q (74.434025 sec): 3 clusters Score: Raw -2454050.894333 + Penalty 3417.010327 = -2450633.884006 nChanged 8 SP:Iteration 35Q (74.492980 sec): 3 clusters Score: Raw -2454052.385406 + Penalty 3417.010327 = -2450635.375079 nChanged 3 SP:Iteration 36Q (74.551920 sec): 3 clusters Score: Raw -2454052.849520 + Penalty 3417.010327 = -2450635.839193 nChanged 3 SP:Iteration 37Q (74.610744 sec): 3 clusters Score: Raw -2454053.486161 + Penalty 3417.010327 = -2450636.475834 nChanged 1 SP:Iteration 38Q (74.669436 sec): 3 clusters Score: Raw -2454053.628278 + Penalty 3417.010327 = -2450636.617951 nChanged 0 SP:Iteration 39F (74.733895 sec): 3 clusters Score: Raw -2454053.628278 + Penalty 3417.010327 = -2450636.617951 nChanged 0 Trying to split cluster 6 (3822 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (74.746409 sec): 2 clusters Score: Raw -215888.085314 + Penalty 1340.385983 = -214547.699331 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (74.768396 sec): 3 clusters Score: Raw -214067.352933 + Penalty 2680.771966 = -211386.580967 nChanged 1525 SP:Iteration 1F (74.786619 sec): 3 clusters Score: Raw -215592.288195 + Penalty 2680.771966 = -212911.516230 nChanged 496 SP:Iteration 2F (74.804816 sec): 3 clusters Score: Raw -216607.852000 + Penalty 2680.771966 = -213927.080035 nChanged 411 SP:Iteration 3F (74.822923 sec): 3 clusters Score: Raw -217425.694227 + Penalty 2680.771966 = -214744.922262 nChanged 276 SP:Iteration 4F (74.840982 sec): 3 clusters Score: Raw -217899.050407 + Penalty 2680.771966 = -215218.278442 nChanged 183 SP:Iteration 5Q (74.858580 sec): 3 clusters Score: Raw -218216.521549 + Penalty 2680.771966 = -215535.749584 nChanged 154 SP:Iteration 6Q (74.875817 sec): 3 clusters Score: Raw -218460.796413 + Penalty 2680.771966 = -215780.024447 nChanged 114 SP:Iteration 7Q (74.893220 sec): 3 clusters Score: Raw -218622.496889 + Penalty 2680.771966 = -215941.724924 nChanged 104 SP:Iteration 8Q (74.910535 sec): 3 clusters Score: Raw -218847.449964 + Penalty 2680.771966 = -216166.677999 nChanged 113 SP:Iteration 9Q (74.927761 sec): 3 clusters Score: Raw -219249.893872 + Penalty 2680.771966 = -216569.121906 nChanged 73 SP:Iteration 10Q (74.944663 sec): 3 clusters Score: Raw -219423.969481 + Penalty 2680.771966 = -216743.197516 nChanged 41 SP:Iteration 11Q (74.961750 sec): 3 clusters Score: Raw -219481.678434 + Penalty 2680.771966 = -216800.906468 nChanged 20 SP:Iteration 12Q (74.978741 sec): 3 clusters Score: Raw -219497.837620 + Penalty 2680.771966 = -216817.065655 nChanged 17 SP:Iteration 13Q (74.995704 sec): 3 clusters Score: Raw -219514.070397 + Penalty 2680.771966 = -216833.298431 nChanged 13 SP:Iteration 14Q (75.012626 sec): 3 clusters Score: Raw -219521.288791 + Penalty 2680.771966 = -216840.516825 nChanged 5 SP:Iteration 15Q (75.029664 sec): 3 clusters Score: Raw -219523.082591 + Penalty 2680.771966 = -216842.310625 nChanged 2 SP:Iteration 16Q (75.046615 sec): 3 clusters Score: Raw -219523.805865 + Penalty 2680.771966 = -216843.033900 nChanged 1 SP:Iteration 17Q (75.063588 sec): 3 clusters Score: Raw -219524.090409 + Penalty 2680.771966 = -216843.318443 nChanged 1 SP:Iteration 18Q (75.080537 sec): 3 clusters Score: Raw -219524.922071 + Penalty 2680.771966 = -216844.150105 nChanged 2 SP:Iteration 19Q (75.097528 sec): 3 clusters Score: Raw -219525.914645 + Penalty 2680.771966 = -216845.142679 nChanged 2 SP:Iteration 20F (75.115716 sec): 3 clusters Score: Raw -219526.914345 + Penalty 2680.771966 = -216846.142380 nChanged 0 Score: Raw -22775543.391512 + Penalty 39471.292070 = -22736072.099442 Splitting cluster 6 changes total score from -22734085.127428 to -22736072.099442 So it's getting split into cluster 13. Trying to split cluster 7 (3979 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (79.085660 sec): 2 clusters Score: Raw -253135.302041 + Penalty 1346.927694 = -251788.374347 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (79.105173 sec): 3 clusters Score: Raw -251283.021536 + Penalty 2693.855388 = -248589.166148 nChanged 1616 SP:Iteration 1F (79.124144 sec): 3 clusters Score: Raw -252647.298290 + Penalty 2693.855388 = -249953.442901 nChanged 475 SP:Iteration 2F (79.143028 sec): 3 clusters Score: Raw -253407.546645 + Penalty 2693.855388 = -250713.691257 nChanged 437 SP:Iteration 3F (79.161755 sec): 3 clusters Score: Raw -253992.263662 + Penalty 2693.855388 = -251298.408274 nChanged 325 SP:Iteration 4F (79.180689 sec): 3 clusters Score: Raw -254357.499669 + Penalty 2693.855388 = -251663.644281 nChanged 196 SP:Iteration 5Q (79.199320 sec): 3 clusters Score: Raw -254553.962535 + Penalty 2693.855388 = -251860.107147 nChanged 132 SP:Iteration 6Q (79.218252 sec): 3 clusters Score: Raw -254649.477250 + Penalty 2693.855388 = -251955.621861 nChanged 80 SP:Iteration 7Q (79.236244 sec): 3 clusters Score: Raw -254705.994549 + Penalty 2693.855388 = -252012.139160 nChanged 55 SP:Iteration 8Q (79.254907 sec): 3 clusters Score: Raw -254735.959246 + Penalty 2693.855388 = -252042.103858 nChanged 38 SP:Iteration 9Q (79.273376 sec): 3 clusters Score: Raw -254754.950128 + Penalty 2693.855388 = -252061.094740 nChanged 31 SP:Iteration 10Q (79.291948 sec): 3 clusters Score: Raw -254769.685631 + Penalty 2693.855388 = -252075.830242 nChanged 20 SP:Iteration 11Q (79.312052 sec): 3 clusters Score: Raw -254777.398015 + Penalty 2693.855388 = -252083.542626 nChanged 12 SP:Iteration 12Q (79.332109 sec): 3 clusters Score: Raw -254783.770821 + Penalty 2693.855388 = -252089.915432 nChanged 11 SP:Iteration 13Q (79.352095 sec): 3 clusters Score: Raw -254788.653515 + Penalty 2693.855388 = -252094.798126 nChanged 7 SP:Iteration 14Q (79.372318 sec): 3 clusters Score: Raw -254790.786740 + Penalty 2693.855388 = -252096.931351 nChanged 5 SP:Iteration 15Q (79.400700 sec): 3 clusters Score: Raw -254792.402568 + Penalty 2693.855388 = -252098.547180 nChanged 2 SP:Iteration 16Q (79.419066 sec): 3 clusters Score: Raw -254792.729988 + Penalty 2693.855388 = -252098.874599 nChanged 0 SP:Iteration 17F (79.437750 sec): 3 clusters Score: Raw -254792.729988 + Penalty 2693.855388 = -252098.874599 nChanged 0 Score: Raw -22777200.819459 + Penalty 41548.728494 = -22735652.090965 Splitting cluster 7 changes total score from -22734085.127428 to -22735652.090965 So it's getting split into cluster 20. Trying to split cluster 8 (8284 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (83.623568 sec): 2 clusters Score: Raw -479072.150625 + Penalty 1466.088199 = -477606.062426 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (83.649751 sec): 3 clusters Score: Raw -474510.116858 + Penalty 2932.176397 = -471577.940461 nChanged 3548 SP:Iteration 1F (83.675165 sec): 3 clusters Score: Raw -476702.475843 + Penalty 2932.176397 = -473770.299446 nChanged 717 SP:Iteration 2F (83.700447 sec): 3 clusters Score: Raw -477203.996717 + Penalty 2932.176397 = -474271.820319 nChanged 600 SP:Iteration 3F (83.725718 sec): 3 clusters Score: Raw -477695.558650 + Penalty 2932.176397 = -474763.382253 nChanged 622 SP:Iteration 4F (83.750956 sec): 3 clusters Score: Raw -478335.523329 + Penalty 2932.176397 = -475403.346932 nChanged 624 SP:Iteration 5F (83.776191 sec): 3 clusters Score: Raw -479283.407251 + Penalty 2932.176397 = -476351.230854 nChanged 686 SP:Iteration 6F (83.801329 sec): 3 clusters Score: Raw -480098.159777 + Penalty 2932.176397 = -477165.983380 nChanged 537 SP:Iteration 7F (83.826523 sec): 3 clusters Score: Raw -480548.106658 + Penalty 2932.176397 = -477615.930261 nChanged 404 SP:Iteration 8Q (83.851735 sec): 3 clusters Score: Raw -480820.285153 + Penalty 2932.176397 = -477888.108755 nChanged 248 SP:Iteration 9Q (83.877058 sec): 3 clusters Score: Raw -480939.571809 + Penalty 2932.176397 = -478007.395412 nChanged 140 SP:Iteration 10Q (83.902233 sec): 3 clusters Score: Raw -480990.174604 + Penalty 2932.176397 = -478057.998206 nChanged 79 SP:Iteration 11Q (83.927372 sec): 3 clusters Score: Raw -481019.909823 + Penalty 2932.176397 = -478087.733425 nChanged 64 SP:Iteration 12Q (83.952395 sec): 3 clusters Score: Raw -481040.597451 + Penalty 2932.176397 = -478108.421053 nChanged 45 SP:Iteration 13Q (83.980833 sec): 3 clusters Score: Raw -481057.183170 + Penalty 2932.176397 = -478125.006772 nChanged 32 SP:Iteration 14Q (84.011760 sec): 3 clusters Score: Raw -481065.060925 + Penalty 2932.176397 = -478132.884528 nChanged 26 SP:Iteration 15Q (84.043129 sec): 3 clusters Score: Raw -481073.497047 + Penalty 2932.176397 = -478141.320650 nChanged 21 SP:Iteration 16Q (84.071086 sec): 3 clusters Score: Raw -481081.002664 + Penalty 2932.176397 = -478148.826267 nChanged 24 SP:Iteration 17Q (84.096326 sec): 3 clusters Score: Raw -481089.540584 + Penalty 2932.176397 = -478157.364186 nChanged 28 SP:Iteration 18Q (84.121411 sec): 3 clusters Score: Raw -481097.449604 + Penalty 2932.176397 = -478165.273207 nChanged 18 SP:Iteration 19Q (84.146501 sec): 3 clusters Score: Raw -481100.362747 + Penalty 2932.176397 = -478168.186350 nChanged 12 SP:Iteration 20F (84.171909 sec): 3 clusters Score: Raw -481102.364878 + Penalty 2932.176397 = -478170.188481 nChanged 8 SP:Iteration 21Q (84.197081 sec): 3 clusters Score: Raw -481103.572474 + Penalty 2932.176397 = -478171.396077 nChanged 7 SP:Iteration 22Q (84.222136 sec): 3 clusters Score: Raw -481104.376393 + Penalty 2932.176397 = -478172.199996 nChanged 7 SP:Iteration 23Q (84.247253 sec): 3 clusters Score: Raw -481105.234489 + Penalty 2932.176397 = -478173.058092 nChanged 4 SP:Iteration 24Q (84.272303 sec): 3 clusters Score: Raw -481105.668500 + Penalty 2932.176397 = -478173.492102 nChanged 5 SP:Iteration 25Q (84.297441 sec): 3 clusters Score: Raw -481106.084844 + Penalty 2932.176397 = -478173.908446 nChanged 4 SP:Iteration 26Q (84.322471 sec): 3 clusters Score: Raw -481106.395363 + Penalty 2932.176397 = -478174.218966 nChanged 2 SP:Iteration 27Q (84.347539 sec): 3 clusters Score: Raw -481106.748209 + Penalty 2932.176397 = -478174.571812 nChanged 2 SP:Iteration 28Q (84.372514 sec): 3 clusters Score: Raw -481107.125195 + Penalty 2932.176397 = -478174.948797 nChanged 2 SP:Iteration 29Q (84.397546 sec): 3 clusters Score: Raw -481107.480769 + Penalty 2932.176397 = -478175.304372 nChanged 3 SP:Iteration 30Q (84.422818 sec): 3 clusters Score: Raw -481107.706123 + Penalty 2932.176397 = -478175.529726 nChanged 6 SP:Iteration 31Q (84.448069 sec): 3 clusters Score: Raw -481108.237371 + Penalty 2932.176397 = -478176.060974 nChanged 4 SP:Iteration 32Q (84.473090 sec): 3 clusters Score: Raw -481108.519224 + Penalty 2932.176397 = -478176.342827 nChanged 1 SP:Iteration 33Q (84.498110 sec): 3 clusters Score: Raw -481108.622547 + Penalty 2932.176397 = -478176.446150 nChanged 1 SP:Iteration 34Q (84.523084 sec): 3 clusters Score: Raw -481108.698151 + Penalty 2932.176397 = -478176.521754 nChanged 1 SP:Iteration 35Q (84.548196 sec): 3 clusters Score: Raw -481108.767158 + Penalty 2932.176397 = -478176.590760 nChanged 2 SP:Iteration 36Q (84.573329 sec): 3 clusters Score: Raw -481108.863130 + Penalty 2932.176397 = -478176.686732 nChanged 1 SP:Iteration 37Q (84.598493 sec): 3 clusters Score: Raw -481108.960757 + Penalty 2932.176397 = -478176.784360 nChanged 1 SP:Iteration 38Q (84.623716 sec): 3 clusters Score: Raw -481109.015140 + Penalty 2932.176397 = -478176.838742 nChanged 1 SP:Iteration 39Q (84.648935 sec): 3 clusters Score: Raw -481109.068320 + Penalty 2932.176397 = -478176.891923 nChanged 0 SP:Iteration 40F (84.674423 sec): 3 clusters Score: Raw -481109.068320 + Penalty 2932.176397 = -478176.891923 nChanged 0 Score: Raw -22779237.737154 + Penalty 43626.164919 = -22735611.572235 Splitting cluster 8 changes total score from -22734085.127428 to -22735611.572235 So it's getting split into cluster 21. Trying to split cluster 9 (3497 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (89.769019 sec): 2 clusters Score: Raw -220394.911207 + Penalty 1325.944870 = -219068.966337 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (89.786925 sec): 3 clusters Score: Raw -218700.542516 + Penalty 2651.889740 = -216048.652776 nChanged 1313 SP:Iteration 1F (89.803750 sec): 3 clusters Score: Raw -219524.922845 + Penalty 2651.889740 = -216873.033105 nChanged 294 SP:Iteration 2F (89.820503 sec): 3 clusters Score: Raw -219758.456328 + Penalty 2651.889740 = -217106.566588 nChanged 239 SP:Iteration 3F (89.837256 sec): 3 clusters Score: Raw -219979.729368 + Penalty 2651.889740 = -217327.839628 nChanged 206 SP:Iteration 4F (89.853984 sec): 3 clusters Score: Raw -220199.922288 + Penalty 2651.889740 = -217548.032548 nChanged 207 SP:Iteration 5F (89.870607 sec): 3 clusters Score: Raw -220437.568403 + Penalty 2651.889740 = -217785.678664 nChanged 194 SP:Iteration 6F (89.887158 sec): 3 clusters Score: Raw -220621.730775 + Penalty 2651.889740 = -217969.841035 nChanged 156 SP:Iteration 7Q (89.903773 sec): 3 clusters Score: Raw -220752.499026 + Penalty 2651.889740 = -218100.609286 nChanged 118 SP:Iteration 8Q (89.920334 sec): 3 clusters Score: Raw -220837.067148 + Penalty 2651.889740 = -218185.177408 nChanged 85 SP:Iteration 9Q (89.936924 sec): 3 clusters Score: Raw -220885.329422 + Penalty 2651.889740 = -218233.439683 nChanged 63 SP:Iteration 10Q (89.953391 sec): 3 clusters Score: Raw -220913.894967 + Penalty 2651.889740 = -218262.005227 nChanged 48 SP:Iteration 11Q (89.969895 sec): 3 clusters Score: Raw -220937.772957 + Penalty 2651.889740 = -218285.883217 nChanged 35 SP:Iteration 12Q (89.986320 sec): 3 clusters Score: Raw -220955.619799 + Penalty 2651.889740 = -218303.730060 nChanged 25 SP:Iteration 13Q (90.002846 sec): 3 clusters Score: Raw -220965.994513 + Penalty 2651.889740 = -218314.104773 nChanged 20 SP:Iteration 14Q (90.019255 sec): 3 clusters Score: Raw -220974.965006 + Penalty 2651.889740 = -218323.075267 nChanged 23 SP:Iteration 15Q (90.035658 sec): 3 clusters Score: Raw -220983.929852 + Penalty 2651.889740 = -218332.040112 nChanged 24 SP:Iteration 16Q (90.051903 sec): 3 clusters Score: Raw -220995.899909 + Penalty 2651.889740 = -218344.010169 nChanged 27 SP:Iteration 17Q (90.068387 sec): 3 clusters Score: Raw -221005.649072 + Penalty 2651.889740 = -218353.759332 nChanged 16 SP:Iteration 18Q (90.084770 sec): 3 clusters Score: Raw -221012.411919 + Penalty 2651.889740 = -218360.522180 nChanged 17 SP:Iteration 19Q (90.101191 sec): 3 clusters Score: Raw -221018.235906 + Penalty 2651.889740 = -218366.346166 nChanged 15 SP:Iteration 20F (90.117747 sec): 3 clusters Score: Raw -221021.761218 + Penalty 2651.889740 = -218369.871478 nChanged 10 SP:Iteration 21Q (90.134230 sec): 3 clusters Score: Raw -221024.823316 + Penalty 2651.889740 = -218372.933577 nChanged 8 SP:Iteration 22Q (90.150609 sec): 3 clusters Score: Raw -221027.541593 + Penalty 2651.889740 = -218375.651854 nChanged 9 SP:Iteration 23Q (90.167028 sec): 3 clusters Score: Raw -221030.497154 + Penalty 2651.889740 = -218378.607414 nChanged 6 SP:Iteration 24Q (90.183231 sec): 3 clusters Score: Raw -221032.589328 + Penalty 2651.889740 = -218380.699588 nChanged 8 SP:Iteration 25Q (90.199662 sec): 3 clusters Score: Raw -221035.063093 + Penalty 2651.889740 = -218383.173353 nChanged 6 SP:Iteration 26Q (90.216036 sec): 3 clusters Score: Raw -221036.372540 + Penalty 2651.889740 = -218384.482800 nChanged 3 SP:Iteration 27Q (90.232260 sec): 3 clusters Score: Raw -221037.411301 + Penalty 2651.889740 = -218385.521561 nChanged 6 SP:Iteration 28Q (90.248638 sec): 3 clusters Score: Raw -221039.168708 + Penalty 2651.889740 = -218387.278968 nChanged 6 SP:Iteration 29Q (90.265086 sec): 3 clusters Score: Raw -221040.472286 + Penalty 2651.889740 = -218388.582546 nChanged 4 SP:Iteration 30Q (90.281271 sec): 3 clusters Score: Raw -221041.440233 + Penalty 2651.889740 = -218389.550494 nChanged 3 SP:Iteration 31Q (90.297637 sec): 3 clusters Score: Raw -221042.166391 + Penalty 2651.889740 = -218390.276651 nChanged 2 SP:Iteration 32Q (90.313825 sec): 3 clusters Score: Raw -221043.236969 + Penalty 2651.889740 = -218391.347230 nChanged 2 SP:Iteration 33Q (90.331004 sec): 3 clusters Score: Raw -221043.644929 + Penalty 2651.889740 = -218391.755189 nChanged 5 SP:Iteration 34Q (90.348031 sec): 3 clusters Score: Raw -221044.531300 + Penalty 2651.889740 = -218392.641561 nChanged 2 SP:Iteration 35Q (90.365944 sec): 3 clusters Score: Raw -221044.823539 + Penalty 2651.889740 = -218392.933799 nChanged 0 SP:Iteration 36F (90.384096 sec): 3 clusters Score: Raw -221044.823539 + Penalty 2651.889740 = -218392.933799 nChanged 0 Trying to split cluster 10 (3175 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (90.402199 sec): 2 clusters Score: Raw -203791.966650 + Penalty 1310.247723 = -202481.718926 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (90.419869 sec): 3 clusters Score: Raw -202326.148204 + Penalty 2620.495446 = -199705.652758 nChanged 1224 SP:Iteration 1F (90.435727 sec): 3 clusters Score: Raw -203873.066701 + Penalty 2620.495446 = -201252.571255 nChanged 544 SP:Iteration 2F (90.450872 sec): 3 clusters Score: Raw -205603.136519 + Penalty 2620.495446 = -202982.641072 nChanged 432 SP:Iteration 3F (90.465913 sec): 3 clusters Score: Raw -206312.490185 + Penalty 2620.495446 = -203691.994739 nChanged 160 SP:Iteration 4F (90.480941 sec): 3 clusters Score: Raw -206495.432047 + Penalty 2620.495446 = -203874.936601 nChanged 76 SP:Iteration 5Q (90.495625 sec): 3 clusters Score: Raw -206563.282389 + Penalty 2620.495446 = -203942.786942 nChanged 39 SP:Iteration 6Q (90.510260 sec): 3 clusters Score: Raw -206589.353188 + Penalty 2620.495446 = -203968.857742 nChanged 16 SP:Iteration 7Q (90.524797 sec): 3 clusters Score: Raw -206603.350469 + Penalty 2620.495446 = -203982.855023 nChanged 13 SP:Iteration 8Q (90.539332 sec): 3 clusters Score: Raw -206617.095934 + Penalty 2620.495446 = -203996.600488 nChanged 13 SP:Iteration 9Q (90.553669 sec): 3 clusters Score: Raw -206628.460070 + Penalty 2620.495446 = -204007.964624 nChanged 17 SP:Iteration 10Q (90.568202 sec): 3 clusters Score: Raw -206642.350020 + Penalty 2620.495446 = -204021.854574 nChanged 11 SP:Iteration 11Q (90.582504 sec): 3 clusters Score: Raw -206653.352883 + Penalty 2620.495446 = -204032.857437 nChanged 9 SP:Iteration 12Q (90.596957 sec): 3 clusters Score: Raw -206660.184578 + Penalty 2620.495446 = -204039.689131 nChanged 7 SP:Iteration 13Q (90.611364 sec): 3 clusters Score: Raw -206666.054900 + Penalty 2620.495446 = -204045.559454 nChanged 6 SP:Iteration 14Q (90.625846 sec): 3 clusters Score: Raw -206672.409120 + Penalty 2620.495446 = -204051.913674 nChanged 6 SP:Iteration 15Q (90.640220 sec): 3 clusters Score: Raw -206675.509371 + Penalty 2620.495446 = -204055.013925 nChanged 2 SP:Iteration 16Q (90.654436 sec): 3 clusters Score: Raw -206678.050164 + Penalty 2620.495446 = -204057.554718 nChanged 1 SP:Iteration 17Q (90.668716 sec): 3 clusters Score: Raw -206678.261241 + Penalty 2620.495446 = -204057.765794 nChanged 0 SP:Iteration 18F (90.683916 sec): 3 clusters Score: Raw -206678.261241 + Penalty 2620.495446 = -204057.765794 nChanged 0 Score: Raw -22782124.031746 + Penalty 45703.601344 = -22736420.430402 Splitting cluster 10 changes total score from -22734085.127428 to -22736420.430402 So it's getting split into cluster 22. Trying to split cluster 12 (4763 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (95.692157 sec): 2 clusters Score: Raw -259344.617150 + Penalty 1376.152863 = -257968.464287 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (95.712900 sec): 3 clusters Score: Raw -257079.493738 + Penalty 2752.305725 = -254327.188012 nChanged 1988 SP:Iteration 1F (95.733175 sec): 3 clusters Score: Raw -259823.034181 + Penalty 2752.305725 = -257070.728456 nChanged 756 SP:Iteration 2F (95.753607 sec): 3 clusters Score: Raw -261864.830255 + Penalty 2752.305725 = -259112.524529 nChanged 496 SP:Iteration 3F (95.774175 sec): 3 clusters Score: Raw -263263.625925 + Penalty 2752.305725 = -260511.320200 nChanged 369 SP:Iteration 4F (95.794459 sec): 3 clusters Score: Raw -264533.990604 + Penalty 2752.305725 = -261781.684879 nChanged 279 SP:Iteration 5F (95.814948 sec): 3 clusters Score: Raw -265263.721808 + Penalty 2752.305725 = -262511.416083 nChanged 221 SP:Iteration 6Q (95.834126 sec): 3 clusters Score: Raw -265736.594027 + Penalty 2752.305725 = -262984.288302 nChanged 219 SP:Iteration 7Q (95.853216 sec): 3 clusters Score: Raw -266324.734206 + Penalty 2752.305725 = -263572.428481 nChanged 205 SP:Iteration 8Q (95.872520 sec): 3 clusters Score: Raw -266782.339804 + Penalty 2752.305725 = -264030.034078 nChanged 184 SP:Iteration 9Q (95.891310 sec): 3 clusters Score: Raw -267255.136487 + Penalty 2752.305725 = -264502.830761 nChanged 154 SP:Iteration 10Q (95.911323 sec): 3 clusters Score: Raw -267644.486412 + Penalty 2752.305725 = -264892.180687 nChanged 100 SP:Iteration 11Q (95.930124 sec): 3 clusters Score: Raw -267805.226004 + Penalty 2752.305725 = -265052.920278 nChanged 69 SP:Iteration 12Q (95.948526 sec): 3 clusters Score: Raw -267885.803410 + Penalty 2752.305725 = -265133.497685 nChanged 58 SP:Iteration 13Q (96.002584 sec): 3 clusters Score: Raw -267946.880484 + Penalty 2752.305725 = -265194.574758 nChanged 49 SP:Iteration 14Q (96.055530 sec): 3 clusters Score: Raw -267993.846815 + Penalty 2752.305725 = -265241.541090 nChanged 40 SP:Iteration 15Q (96.107900 sec): 3 clusters Score: Raw -268027.259829 + Penalty 2752.305725 = -265274.954104 nChanged 27 SP:Iteration 16Q (96.139329 sec): 3 clusters Score: Raw -268061.356014 + Penalty 2752.305725 = -265309.050289 nChanged 33 SP:Iteration 17Q (96.157965 sec): 3 clusters Score: Raw -268116.773638 + Penalty 2752.305725 = -265364.467913 nChanged 41 SP:Iteration 18Q (96.176514 sec): 3 clusters Score: Raw -268209.677139 + Penalty 2752.305725 = -265457.371414 nChanged 44 SP:Iteration 19Q (96.222476 sec): 3 clusters Score: Raw -268405.578768 + Penalty 2752.305725 = -265653.273043 nChanged 53 SP:Iteration 20F (96.276998 sec): 3 clusters Score: Raw -268873.802728 + Penalty 2752.305725 = -266121.497003 nChanged 17 SP:Iteration 21Q (96.295041 sec): 3 clusters Score: Raw -268922.748217 + Penalty 2752.305725 = -266170.442492 nChanged 2 SP:Iteration 22Q (96.313436 sec): 3 clusters Score: Raw -268923.845027 + Penalty 2752.305725 = -266171.539302 nChanged 0 SP:Iteration 23F (96.333530 sec): 3 clusters Score: Raw -268923.845027 + Penalty 2752.305725 = -266171.539302 nChanged 0 Score: Raw -22791703.259623 + Penalty 47781.037769 = -22743922.221855 Splitting cluster 12 changes total score from -22734085.127428 to -22743922.221855 So it's getting split into cluster 23. Trying to split cluster 14 (98671 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (101.262869 sec): 2 clusters Score: Raw -6634957.811589 + Penalty 1868.676284 = -6633089.135305 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (101.419823 sec): 3 clusters Score: Raw -6570600.624375 + Penalty 3737.352568 = -6566863.271807 nChanged 47388 SP:Iteration 1F (101.574496 sec): 3 clusters Score: Raw -6600852.259652 + Penalty 3737.352568 = -6597114.907084 nChanged 5721 SP:Iteration 2F (101.729348 sec): 3 clusters Score: Raw -6604814.849609 + Penalty 3737.352568 = -6601077.497042 nChanged 7287 SP:Iteration 3F (101.883883 sec): 3 clusters Score: Raw -6611145.409711 + Penalty 3737.352568 = -6607408.057143 nChanged 8215 SP:Iteration 4F (102.038580 sec): 3 clusters Score: Raw -6618786.496979 + Penalty 3737.352568 = -6615049.144412 nChanged 8110 SP:Iteration 5F (102.193270 sec): 3 clusters Score: Raw -6626224.215581 + Penalty 3737.352568 = -6622486.863013 nChanged 7269 SP:Iteration 6F (102.348043 sec): 3 clusters Score: Raw -6633016.215431 + Penalty 3737.352568 = -6629278.862863 nChanged 6082 SP:Iteration 7F (102.522531 sec): 3 clusters Score: Raw -6639105.959870 + Penalty 3737.352568 = -6635368.607302 nChanged 5188 SP:Iteration 8F (102.677453 sec): 3 clusters Score: Raw -6644842.979104 + Penalty 3737.352568 = -6641105.626536 nChanged 4370 SP:Iteration 9Q (102.828195 sec): 3 clusters Score: Raw -6649847.868600 + Penalty 3737.352568 = -6646110.516032 nChanged 3488 SP:Iteration 10Q (102.974788 sec): 3 clusters Score: Raw -6653485.283132 + Penalty 3737.352568 = -6649747.930564 nChanged 2483 SP:Iteration 11Q (103.117956 sec): 3 clusters Score: Raw -6655431.762952 + Penalty 3737.352568 = -6651694.410385 nChanged 1538 SP:Iteration 12Q (103.259009 sec): 3 clusters Score: Raw -6656236.094012 + Penalty 3737.352568 = -6652498.741444 nChanged 998 SP:Iteration 13Q (103.399067 sec): 3 clusters Score: Raw -6656588.243788 + Penalty 3737.352568 = -6652850.891221 nChanged 625 SP:Iteration 14Q (103.539414 sec): 3 clusters Score: Raw -6656721.607312 + Penalty 3737.352568 = -6652984.254744 nChanged 403 SP:Iteration 15Q (103.678806 sec): 3 clusters Score: Raw -6656789.740217 + Penalty 3737.352568 = -6653052.387649 nChanged 247 SP:Iteration 16Q (103.817970 sec): 3 clusters Score: Raw -6656817.045720 + Penalty 3737.352568 = -6653079.693152 nChanged 162 SP:Iteration 17Q (103.957051 sec): 3 clusters Score: Raw -6656831.027646 + Penalty 3737.352568 = -6653093.675078 nChanged 109 SP:Iteration 18Q (104.096234 sec): 3 clusters Score: Raw -6656838.163765 + Penalty 3737.352568 = -6653100.811197 nChanged 81 SP:Iteration 19Q (104.235123 sec): 3 clusters Score: Raw -6656842.861472 + Penalty 3737.352568 = -6653105.508904 nChanged 61 SP:Iteration 20F (104.389693 sec): 3 clusters Score: Raw -6656847.161035 + Penalty 3737.352568 = -6653109.808467 nChanged 53 SP:Iteration 21Q (104.529795 sec): 3 clusters Score: Raw -6656849.852762 + Penalty 3737.352568 = -6653112.500195 nChanged 41 SP:Iteration 22Q (104.669921 sec): 3 clusters Score: Raw -6656851.738649 + Penalty 3737.352568 = -6653114.386081 nChanged 44 SP:Iteration 23Q (104.810146 sec): 3 clusters Score: Raw -6656853.299180 + Penalty 3737.352568 = -6653115.946612 nChanged 38 SP:Iteration 24Q (104.950172 sec): 3 clusters Score: Raw -6656854.465678 + Penalty 3737.352568 = -6653117.113110 nChanged 30 SP:Iteration 25Q (105.090395 sec): 3 clusters Score: Raw -6656855.256685 + Penalty 3737.352568 = -6653117.904118 nChanged 19 SP:Iteration 26Q (105.230425 sec): 3 clusters Score: Raw -6656855.765282 + Penalty 3737.352568 = -6653118.412714 nChanged 17 SP:Iteration 27Q (105.370422 sec): 3 clusters Score: Raw -6656856.164686 + Penalty 3737.352568 = -6653118.812118 nChanged 15 SP:Iteration 28Q (105.510626 sec): 3 clusters Score: Raw -6656856.543399 + Penalty 3737.352568 = -6653119.190831 nChanged 15 SP:Iteration 29Q (105.650643 sec): 3 clusters Score: Raw -6656856.904987 + Penalty 3737.352568 = -6653119.552419 nChanged 10 SP:Iteration 30Q (105.790719 sec): 3 clusters Score: Raw -6656857.029388 + Penalty 3737.352568 = -6653119.676820 nChanged 10 SP:Iteration 31Q (105.930820 sec): 3 clusters Score: Raw -6656857.238105 + Penalty 3737.352568 = -6653119.885537 nChanged 7 SP:Iteration 32Q (106.070921 sec): 3 clusters Score: Raw -6656857.351483 + Penalty 3737.352568 = -6653119.998916 nChanged 6 SP:Iteration 33Q (106.210976 sec): 3 clusters Score: Raw -6656857.438406 + Penalty 3737.352568 = -6653120.085838 nChanged 7 SP:Iteration 34Q (106.351045 sec): 3 clusters Score: Raw -6656857.558651 + Penalty 3737.352568 = -6653120.206083 nChanged 7 SP:Iteration 35Q (106.491147 sec): 3 clusters Score: Raw -6656857.657536 + Penalty 3737.352568 = -6653120.304968 nChanged 5 SP:Iteration 36Q (106.631347 sec): 3 clusters Score: Raw -6656857.728340 + Penalty 3737.352568 = -6653120.375772 nChanged 3 SP:Iteration 37Q (106.769656 sec): 3 clusters Score: Raw -6656857.765059 + Penalty 3737.352568 = -6653120.412491 nChanged 2 SP:Iteration 38Q (106.909983 sec): 3 clusters Score: Raw -6656857.778132 + Penalty 3737.352568 = -6653120.425564 nChanged 0 SP:Iteration 39F (107.064734 sec): 3 clusters Score: Raw -6656857.778132 + Penalty 3737.352568 = -6653120.425564 nChanged 0 Score: Raw -22813603.226166 + Penalty 49858.474193 = -22763744.751973 Splitting cluster 14 changes total score from -22734085.127428 to -22763744.751973 So it's getting split into cluster 24. Trying to split cluster 15 (12112 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (112.051581 sec): 2 clusters Score: Raw -823620.339207 + Penalty 1527.817196 = -822092.522011 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (112.084618 sec): 3 clusters Score: Raw -816692.490699 + Penalty 3055.634392 = -813636.856307 nChanged 5220 SP:Iteration 1F (112.116343 sec): 3 clusters Score: Raw -819486.022352 + Penalty 3055.634392 = -816430.387960 nChanged 741 SP:Iteration 2F (112.148081 sec): 3 clusters Score: Raw -819917.751198 + Penalty 3055.634392 = -816862.116806 nChanged 758 SP:Iteration 3F (112.179858 sec): 3 clusters Score: Raw -820373.498899 + Penalty 3055.634392 = -817317.864507 nChanged 725 SP:Iteration 4F (112.211964 sec): 3 clusters Score: Raw -820819.734867 + Penalty 3055.634392 = -817764.100474 nChanged 687 SP:Iteration 5F (112.243997 sec): 3 clusters Score: Raw -821272.528483 + Penalty 3055.634392 = -818216.894091 nChanged 666 SP:Iteration 6F (112.275741 sec): 3 clusters Score: Raw -821645.669739 + Penalty 3055.634392 = -818590.035347 nChanged 587 SP:Iteration 7Q (112.307540 sec): 3 clusters Score: Raw -821916.253870 + Penalty 3055.634392 = -818860.619478 nChanged 475 SP:Iteration 8Q (112.339280 sec): 3 clusters Score: Raw -822124.810035 + Penalty 3055.634392 = -819069.175643 nChanged 415 SP:Iteration 9Q (112.370962 sec): 3 clusters Score: Raw -822309.880212 + Penalty 3055.634392 = -819254.245820 nChanged 409 SP:Iteration 10Q (112.402472 sec): 3 clusters Score: Raw -822512.177098 + Penalty 3055.634392 = -819456.542706 nChanged 393 SP:Iteration 11Q (112.434043 sec): 3 clusters Score: Raw -822706.590407 + Penalty 3055.634392 = -819650.956015 nChanged 376 SP:Iteration 12Q (112.465343 sec): 3 clusters Score: Raw -822901.166617 + Penalty 3055.634392 = -819845.532224 nChanged 354 SP:Iteration 13Q (112.496671 sec): 3 clusters Score: Raw -823065.150849 + Penalty 3055.634392 = -820009.516457 nChanged 330 SP:Iteration 14Q (112.527795 sec): 3 clusters Score: Raw -823223.601489 + Penalty 3055.634392 = -820167.967097 nChanged 318 SP:Iteration 15Q (112.559107 sec): 3 clusters Score: Raw -823367.981838 + Penalty 3055.634392 = -820312.347445 nChanged 265 SP:Iteration 16Q (112.590035 sec): 3 clusters Score: Raw -823482.357048 + Penalty 3055.634392 = -820426.722656 nChanged 250 SP:Iteration 17Q (112.621004 sec): 3 clusters Score: Raw -823579.639577 + Penalty 3055.634392 = -820524.005185 nChanged 222 SP:Iteration 18Q (112.651514 sec): 3 clusters Score: Raw -823667.041244 + Penalty 3055.634392 = -820611.406852 nChanged 229 SP:Iteration 19Q (112.682228 sec): 3 clusters Score: Raw -823760.742623 + Penalty 3055.634392 = -820705.108231 nChanged 229 SP:Iteration 20F (112.713956 sec): 3 clusters Score: Raw -823866.545344 + Penalty 3055.634392 = -820810.910952 nChanged 256 SP:Iteration 21Q (112.744503 sec): 3 clusters Score: Raw -823998.394798 + Penalty 3055.634392 = -820942.760406 nChanged 260 SP:Iteration 22Q (112.774931 sec): 3 clusters Score: Raw -824136.420930 + Penalty 3055.634392 = -821080.786538 nChanged 250 SP:Iteration 23Q (112.805347 sec): 3 clusters Score: Raw -824266.938559 + Penalty 3055.634392 = -821211.304167 nChanged 249 SP:Iteration 24Q (112.858542 sec): 3 clusters Score: Raw -824386.622364 + Penalty 3055.634392 = -821330.987972 nChanged 213 SP:Iteration 25Q (112.888657 sec): 3 clusters Score: Raw -824484.824249 + Penalty 3055.634392 = -821429.189857 nChanged 204 SP:Iteration 26Q (112.944220 sec): 3 clusters Score: Raw -824585.141962 + Penalty 3055.634392 = -821529.507570 nChanged 204 SP:Iteration 27Q (112.974036 sec): 3 clusters Score: Raw -824685.632542 + Penalty 3055.634392 = -821629.998150 nChanged 209 SP:Iteration 28Q (113.006396 sec): 3 clusters Score: Raw -824790.969505 + Penalty 3055.634392 = -821735.335113 nChanged 190 SP:Iteration 29Q (113.069254 sec): 3 clusters Score: Raw -824883.064572 + Penalty 3055.634392 = -821827.430179 nChanged 166 SP:Iteration 30Q (113.098823 sec): 3 clusters Score: Raw -824963.886174 + Penalty 3055.634392 = -821908.251782 nChanged 156 SP:Iteration 31Q (113.128442 sec): 3 clusters Score: Raw -825047.287165 + Penalty 3055.634392 = -821991.652773 nChanged 122 SP:Iteration 32Q (113.158177 sec): 3 clusters Score: Raw -825122.383346 + Penalty 3055.634392 = -822066.748954 nChanged 113 SP:Iteration 33Q (113.187874 sec): 3 clusters Score: Raw -825198.851723 + Penalty 3055.634392 = -822143.217331 nChanged 99 SP:Iteration 34Q (113.217333 sec): 3 clusters Score: Raw -825264.279689 + Penalty 3055.634392 = -822208.645297 nChanged 78 SP:Iteration 35Q (113.246846 sec): 3 clusters Score: Raw -825312.315162 + Penalty 3055.634392 = -822256.680770 nChanged 56 SP:Iteration 36Q (113.276062 sec): 3 clusters Score: Raw -825334.288803 + Penalty 3055.634392 = -822278.654410 nChanged 44 SP:Iteration 37Q (113.305364 sec): 3 clusters Score: Raw -825358.894674 + Penalty 3055.634392 = -822303.260282 nChanged 41 SP:Iteration 38Q (113.334688 sec): 3 clusters Score: Raw -825390.034610 + Penalty 3055.634392 = -822334.400218 nChanged 34 SP:Iteration 39Q (113.363831 sec): 3 clusters Score: Raw -825408.006614 + Penalty 3055.634392 = -822352.372222 nChanged 29 SP:Iteration 40F (113.395678 sec): 3 clusters Score: Raw -825421.385496 + Penalty 3055.634392 = -822365.751104 nChanged 26 SP:Iteration 41Q (113.425259 sec): 3 clusters Score: Raw -825429.013145 + Penalty 3055.634392 = -822373.378753 nChanged 15 SP:Iteration 42Q (113.454631 sec): 3 clusters Score: Raw -825432.625537 + Penalty 3055.634392 = -822376.991144 nChanged 13 SP:Iteration 43Q (113.484069 sec): 3 clusters Score: Raw -825436.288913 + Penalty 3055.634392 = -822380.654521 nChanged 7 SP:Iteration 44Q (113.513409 sec): 3 clusters Score: Raw -825437.453171 + Penalty 3055.634392 = -822381.818779 nChanged 10 SP:Iteration 45Q (113.542764 sec): 3 clusters Score: Raw -825440.128511 + Penalty 3055.634392 = -822384.494119 nChanged 9 SP:Iteration 46Q (113.572050 sec): 3 clusters Score: Raw -825443.070966 + Penalty 3055.634392 = -822387.436574 nChanged 10 SP:Iteration 47Q (113.601482 sec): 3 clusters Score: Raw -825446.868323 + Penalty 3055.634392 = -822391.233931 nChanged 12 SP:Iteration 48Q (113.630751 sec): 3 clusters Score: Raw -825450.419649 + Penalty 3055.634392 = -822394.785257 nChanged 6 SP:Iteration 49Q (113.659881 sec): 3 clusters Score: Raw -825451.995440 + Penalty 3055.634392 = -822396.361048 nChanged 1 SP:Iteration 50Q (113.689065 sec): 3 clusters Score: Raw -825452.122877 + Penalty 3055.634392 = -822396.488485 nChanged 0 SP:Iteration 51F (113.720768 sec): 3 clusters Score: Raw -825452.122877 + Penalty 3055.634392 = -822396.488485 nChanged 0 Score: Raw -22815435.009836 + Penalty 51935.910618 = -22763499.099218 Splitting cluster 15 changes total score from -22734085.127428 to -22763499.099218 So it's getting split into cluster 25. Trying to split cluster 16 (19986 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (119.439105 sec): 2 clusters Score: Raw -1370898.158349 + Penalty 1609.202937 = -1369288.955411 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (119.483722 sec): 3 clusters Score: Raw -1358775.971123 + Penalty 3218.405875 = -1355557.565248 nChanged 9056 SP:Iteration 1F (119.526506 sec): 3 clusters Score: Raw -1363748.862995 + Penalty 3218.405875 = -1360530.457121 nChanged 1056 SP:Iteration 2F (119.582655 sec): 3 clusters Score: Raw -1364138.764808 + Penalty 3218.405875 = -1360920.358933 nChanged 1019 SP:Iteration 3F (119.624428 sec): 3 clusters Score: Raw -1364565.929751 + Penalty 3218.405875 = -1361347.523876 nChanged 1004 SP:Iteration 4F (119.673709 sec): 3 clusters Score: Raw -1365142.860208 + Penalty 3218.405875 = -1361924.454333 nChanged 1304 SP:Iteration 5F (119.725222 sec): 3 clusters Score: Raw -1366330.920873 + Penalty 3218.405875 = -1363112.514998 nChanged 1852 SP:Iteration 6F (119.767944 sec): 3 clusters Score: Raw -1369365.357491 + Penalty 3218.405875 = -1366146.951616 nChanged 2546 SP:Iteration 7F (119.810723 sec): 3 clusters Score: Raw -1377955.096509 + Penalty 3218.405875 = -1374736.690634 nChanged 1994 SP:Iteration 8F (119.853556 sec): 3 clusters Score: Raw -1386459.820760 + Penalty 3218.405875 = -1383241.414885 nChanged 498 SP:Iteration 9Q (119.893209 sec): 3 clusters Score: Raw -1387201.435682 + Penalty 3218.405875 = -1383983.029807 nChanged 98 SP:Iteration 10Q (119.931897 sec): 3 clusters Score: Raw -1387337.156800 + Penalty 3218.405875 = -1384118.750925 nChanged 76 SP:Iteration 11Q (119.970581 sec): 3 clusters Score: Raw -1387436.582883 + Penalty 3218.405875 = -1384218.177008 nChanged 81 SP:Iteration 12Q (120.009312 sec): 3 clusters Score: Raw -1387527.864447 + Penalty 3218.405875 = -1384309.458572 nChanged 99 SP:Iteration 13Q (120.047911 sec): 3 clusters Score: Raw -1387614.149338 + Penalty 3218.405875 = -1384395.743463 nChanged 79 SP:Iteration 14Q (120.086714 sec): 3 clusters Score: Raw -1387661.847468 + Penalty 3218.405875 = -1384443.441593 nChanged 64 SP:Iteration 15Q (120.125368 sec): 3 clusters Score: Raw -1387689.331028 + Penalty 3218.405875 = -1384470.925153 nChanged 45 SP:Iteration 16Q (120.164258 sec): 3 clusters Score: Raw -1387706.196337 + Penalty 3218.405875 = -1384487.790462 nChanged 36 SP:Iteration 17Q (120.202935 sec): 3 clusters Score: Raw -1387715.705108 + Penalty 3218.405875 = -1384497.299233 nChanged 28 SP:Iteration 18Q (120.241687 sec): 3 clusters Score: Raw -1387721.517063 + Penalty 3218.405875 = -1384503.111188 nChanged 19 SP:Iteration 19Q (120.280629 sec): 3 clusters Score: Raw -1387724.067536 + Penalty 3218.405875 = -1384505.661661 nChanged 13 SP:Iteration 20F (120.323380 sec): 3 clusters Score: Raw -1387726.406521 + Penalty 3218.405875 = -1384508.000646 nChanged 11 SP:Iteration 21Q (120.364860 sec): 3 clusters Score: Raw -1387728.249577 + Penalty 3218.405875 = -1384509.843702 nChanged 12 SP:Iteration 22Q (120.406090 sec): 3 clusters Score: Raw -1387729.916399 + Penalty 3218.405875 = -1384511.510524 nChanged 7 SP:Iteration 23Q (120.447341 sec): 3 clusters Score: Raw -1387730.663239 + Penalty 3218.405875 = -1384512.257364 nChanged 4 SP:Iteration 24Q (120.488897 sec): 3 clusters Score: Raw -1387730.990771 + Penalty 3218.405875 = -1384512.584897 nChanged 2 SP:Iteration 25Q (120.530251 sec): 3 clusters Score: Raw -1387731.060352 + Penalty 3218.405875 = -1384512.654477 nChanged 0 SP:Iteration 26F (120.573002 sec): 3 clusters Score: Raw -1387731.060352 + Penalty 3218.405875 = -1384512.654477 nChanged 0 Score: Raw -22832267.911840 + Penalty 54013.347043 = -22778254.564797 Splitting cluster 16 changes total score from -22734085.127428 to -22778254.564797 So it's getting split into cluster 26. Trying to split cluster 17 (70906 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (126.432914 sec): 2 clusters Score: Raw -4485241.194496 + Penalty 1814.980429 = -4483426.214067 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (126.550117 sec): 3 clusters Score: Raw -4439762.582174 + Penalty 3629.960859 = -4436132.621316 nChanged 33472 SP:Iteration 1F (126.664716 sec): 3 clusters Score: Raw -4459334.874399 + Penalty 3629.960859 = -4455704.913540 nChanged 2989 SP:Iteration 2Q (126.787554 sec): 3 clusters Score: Raw -4460366.889215 + Penalty 3629.960859 = -4456736.928356 nChanged 3290 SP:Iteration 3Q (126.909977 sec): 3 clusters Score: Raw -4461755.709100 + Penalty 3629.960859 = -4458125.748242 nChanged 3769 SP:Iteration 4F (127.024833 sec): 3 clusters Score: Raw -4463684.895255 + Penalty 3629.960859 = -4460054.934396 nChanged 4165 SP:Iteration 5F (127.139740 sec): 3 clusters Score: Raw -4466012.988644 + Penalty 3629.960859 = -4462383.027785 nChanged 4299 SP:Iteration 6F (127.254565 sec): 3 clusters Score: Raw -4468511.091715 + Penalty 3629.960859 = -4464881.130856 nChanged 4193 SP:Iteration 7F (127.369338 sec): 3 clusters Score: Raw -4470923.605088 + Penalty 3629.960859 = -4467293.644229 nChanged 3699 SP:Iteration 8F (127.484103 sec): 3 clusters Score: Raw -4472908.659660 + Penalty 3629.960859 = -4469278.698801 nChanged 3167 SP:Iteration 9Q (127.604776 sec): 3 clusters Score: Raw -4474450.206243 + Penalty 3629.960859 = -4470820.245384 nChanged 2542 SP:Iteration 10Q (127.724684 sec): 3 clusters Score: Raw -4475518.907136 + Penalty 3629.960859 = -4471888.946277 nChanged 1894 SP:Iteration 11Q (127.843884 sec): 3 clusters Score: Raw -4476242.663260 + Penalty 3629.960859 = -4472612.702401 nChanged 1551 SP:Iteration 12Q (127.962590 sec): 3 clusters Score: Raw -4476818.094215 + Penalty 3629.960859 = -4473188.133356 nChanged 1395 SP:Iteration 13Q (128.080734 sec): 3 clusters Score: Raw -4477318.817235 + Penalty 3629.960859 = -4473688.856376 nChanged 1316 SP:Iteration 14Q (128.198278 sec): 3 clusters Score: Raw -4477825.187912 + Penalty 3629.960859 = -4474195.227054 nChanged 1297 SP:Iteration 15Q (128.315448 sec): 3 clusters Score: Raw -4478379.782355 + Penalty 3629.960859 = -4474749.821497 nChanged 1339 SP:Iteration 16Q (128.432347 sec): 3 clusters Score: Raw -4479059.637706 + Penalty 3629.960859 = -4475429.676847 nChanged 1400 SP:Iteration 17Q (128.548755 sec): 3 clusters Score: Raw -4479990.126135 + Penalty 3629.960859 = -4476360.165276 nChanged 1518 SP:Iteration 18Q (128.664229 sec): 3 clusters Score: Raw -4481511.734594 + Penalty 3629.960859 = -4477881.773735 nChanged 1641 SP:Iteration 19Q (128.778491 sec): 3 clusters Score: Raw -4484642.888550 + Penalty 3629.960859 = -4481012.927691 nChanged 1677 SP:Iteration 20F (128.893284 sec): 3 clusters Score: Raw -4489511.792916 + Penalty 3629.960859 = -4485881.832057 nChanged 1546 SP:Iteration 21Q (128.999141 sec): 3 clusters Score: Raw -4490615.069503 + Penalty 3629.960859 = -4486985.108644 nChanged 1167 SP:Iteration 22Q (129.104864 sec): 3 clusters Score: Raw -4490975.576779 + Penalty 3629.960859 = -4487345.615920 nChanged 865 SP:Iteration 23Q (129.210326 sec): 3 clusters Score: Raw -4491257.863737 + Penalty 3629.960859 = -4487627.902878 nChanged 826 SP:Iteration 24Q (129.315887 sec): 3 clusters Score: Raw -4491535.057734 + Penalty 3629.960859 = -4487905.096875 nChanged 822 SP:Iteration 25Q (129.421469 sec): 3 clusters Score: Raw -4491830.843611 + Penalty 3629.960859 = -4488200.882752 nChanged 886 SP:Iteration 26Q (129.526785 sec): 3 clusters Score: Raw -4492178.806055 + Penalty 3629.960859 = -4488548.845197 nChanged 915 SP:Iteration 27Q (129.632071 sec): 3 clusters Score: Raw -4492561.776915 + Penalty 3629.960859 = -4488931.816056 nChanged 980 SP:Iteration 28Q (129.744382 sec): 3 clusters Score: Raw -4493008.212138 + Penalty 3629.960859 = -4489378.251279 nChanged 1036 SP:Iteration 29Q (129.849789 sec): 3 clusters Score: Raw -4493510.668978 + Penalty 3629.960859 = -4489880.708120 nChanged 1055 SP:Iteration 30Q (129.954827 sec): 3 clusters Score: Raw -4493958.967393 + Penalty 3629.960859 = -4490329.006535 nChanged 951 SP:Iteration 31Q (130.059800 sec): 3 clusters Score: Raw -4494346.800932 + Penalty 3629.960859 = -4490716.840073 nChanged 892 SP:Iteration 32Q (130.164691 sec): 3 clusters Score: Raw -4494684.915797 + Penalty 3629.960859 = -4491054.954938 nChanged 783 SP:Iteration 33Q (130.269369 sec): 3 clusters Score: Raw -4494999.102832 + Penalty 3629.960859 = -4491369.141973 nChanged 789 SP:Iteration 34Q (130.373858 sec): 3 clusters Score: Raw -4495291.314497 + Penalty 3629.960859 = -4491661.353638 nChanged 755 SP:Iteration 35Q (130.478423 sec): 3 clusters Score: Raw -4495604.115763 + Penalty 3629.960859 = -4491974.154904 nChanged 845 SP:Iteration 36Q (130.582709 sec): 3 clusters Score: Raw -4495996.988935 + Penalty 3629.960859 = -4492367.028076 nChanged 921 SP:Iteration 37Q (130.686980 sec): 3 clusters Score: Raw -4496496.683136 + Penalty 3629.960859 = -4492866.722277 nChanged 984 SP:Iteration 38Q (130.790933 sec): 3 clusters Score: Raw -4497147.624451 + Penalty 3629.960859 = -4493517.663592 nChanged 1053 SP:Iteration 39Q (130.894522 sec): 3 clusters Score: Raw -4497882.415627 + Penalty 3629.960859 = -4494252.454768 nChanged 1031 SP:Iteration 40F (131.009280 sec): 3 clusters Score: Raw -4500293.968218 + Penalty 3629.960859 = -4496664.007359 nChanged 2355 SP:Iteration 41Q (131.112798 sec): 3 clusters Score: Raw -4506742.859946 + Penalty 3629.960859 = -4503112.899087 nChanged 2622 SP:Iteration 42Q (131.212148 sec): 3 clusters Score: Raw -4517310.985696 + Penalty 3629.960859 = -4513681.024837 nChanged 1091 SP:Iteration 43Q (131.304143 sec): 3 clusters Score: Raw -4520440.982285 + Penalty 3629.960859 = -4516811.021426 nChanged 11 SP:Iteration 44Q (131.394648 sec): 3 clusters Score: Raw -4520441.977597 + Penalty 3629.960859 = -4516812.016738 nChanged 0 SP:Iteration 45F (131.509519 sec): 3 clusters Score: Raw -4520441.977597 + Penalty 3629.960859 = -4516812.016738 nChanged 0 Score: Raw -22867468.694940 + Penalty 56090.783467 = -22811377.911473 Splitting cluster 17 changes total score from -22734085.127428 to -22811377.911473 So it's getting split into cluster 27. Trying to split cluster 18 (7515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (137.115476 sec): 2 clusters Score: Raw -502417.764026 + Penalty 1450.256649 = -500967.507377 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (137.140871 sec): 3 clusters Score: Raw -498317.730946 + Penalty 2900.513298 = -495417.217648 nChanged 3189 SP:Iteration 1F (137.165472 sec): 3 clusters Score: Raw -500038.769242 + Penalty 2900.513298 = -497138.255944 nChanged 553 SP:Iteration 2F (137.189888 sec): 3 clusters Score: Raw -500348.632248 + Penalty 2900.513298 = -497448.118950 nChanged 452 SP:Iteration 3F (137.214603 sec): 3 clusters Score: Raw -500578.616200 + Penalty 2900.513298 = -497678.102902 nChanged 345 SP:Iteration 4Q (137.239409 sec): 3 clusters Score: Raw -500740.057649 + Penalty 2900.513298 = -497839.544350 nChanged 292 SP:Iteration 5Q (137.264145 sec): 3 clusters Score: Raw -500883.696556 + Penalty 2900.513298 = -497983.183258 nChanged 309 SP:Iteration 6Q (137.288644 sec): 3 clusters Score: Raw -501057.696366 + Penalty 2900.513298 = -498157.183068 nChanged 339 SP:Iteration 7Q (137.313291 sec): 3 clusters Score: Raw -501260.259654 + Penalty 2900.513298 = -498359.746356 nChanged 374 SP:Iteration 8Q (137.337909 sec): 3 clusters Score: Raw -501513.660941 + Penalty 2900.513298 = -498613.147643 nChanged 447 SP:Iteration 9F (137.362516 sec): 3 clusters Score: Raw -501852.062481 + Penalty 2900.513298 = -498951.549183 nChanged 448 SP:Iteration 10F (137.386928 sec): 3 clusters Score: Raw -502214.959702 + Penalty 2900.513298 = -499314.446404 nChanged 442 SP:Iteration 11F (137.411691 sec): 3 clusters Score: Raw -502623.706031 + Penalty 2900.513298 = -499723.192733 nChanged 422 SP:Iteration 12F (137.436173 sec): 3 clusters Score: Raw -503064.588668 + Penalty 2900.513298 = -500164.075370 nChanged 321 SP:Iteration 13Q (137.460759 sec): 3 clusters Score: Raw -503459.152368 + Penalty 2900.513298 = -500558.639070 nChanged 270 SP:Iteration 14Q (137.485242 sec): 3 clusters Score: Raw -503796.948418 + Penalty 2900.513298 = -500896.435120 nChanged 205 SP:Iteration 15Q (137.509970 sec): 3 clusters Score: Raw -504014.658748 + Penalty 2900.513298 = -501114.145449 nChanged 149 SP:Iteration 16Q (137.534245 sec): 3 clusters Score: Raw -504146.064017 + Penalty 2900.513298 = -501245.550719 nChanged 108 SP:Iteration 17Q (137.558376 sec): 3 clusters Score: Raw -504246.497918 + Penalty 2900.513298 = -501345.984620 nChanged 69 SP:Iteration 18Q (137.582244 sec): 3 clusters Score: Raw -504284.464970 + Penalty 2900.513298 = -501383.951671 nChanged 38 SP:Iteration 19Q (137.606657 sec): 3 clusters Score: Raw -504298.550519 + Penalty 2900.513298 = -501398.037221 nChanged 23 SP:Iteration 20F (137.631170 sec): 3 clusters Score: Raw -504321.278552 + Penalty 2900.513298 = -501420.765254 nChanged 13 SP:Iteration 21Q (137.654964 sec): 3 clusters Score: Raw -504325.413818 + Penalty 2900.513298 = -501424.900520 nChanged 9 SP:Iteration 22Q (137.678757 sec): 3 clusters Score: Raw -504328.132407 + Penalty 2900.513298 = -501427.619108 nChanged 6 SP:Iteration 23Q (137.702778 sec): 3 clusters Score: Raw -504330.143987 + Penalty 2900.513298 = -501429.630688 nChanged 5 SP:Iteration 24Q (137.726506 sec): 3 clusters Score: Raw -504331.388816 + Penalty 2900.513298 = -501430.875518 nChanged 2 SP:Iteration 25Q (137.750432 sec): 3 clusters Score: Raw -504331.829321 + Penalty 2900.513298 = -501431.316023 nChanged 1 SP:Iteration 26Q (137.774415 sec): 3 clusters Score: Raw -504332.016887 + Penalty 2900.513298 = -501431.503589 nChanged 1 SP:Iteration 27Q (137.798416 sec): 3 clusters Score: Raw -504332.153756 + Penalty 2900.513298 = -501431.640458 nChanged 0 SP:Iteration 28F (137.823004 sec): 3 clusters Score: Raw -504332.153756 + Penalty 2900.513298 = -501431.640458 nChanged 0 Score: Raw -22869383.084670 + Penalty 58168.219892 = -22811214.864778 Splitting cluster 18 changes total score from -22734085.127428 to -22811214.864778 So it's getting split into cluster 28. Trying to split cluster 19 (29293 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (143.757197 sec): 2 clusters Score: Raw -1998497.959158 + Penalty 1671.329377 = -1996826.629781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (143.817074 sec): 3 clusters Score: Raw -1980607.653908 + Penalty 3342.658754 = -1977264.995154 nChanged 13431 SP:Iteration 1F (143.872743 sec): 3 clusters Score: Raw -1988289.106131 + Penalty 3342.658754 = -1984946.447377 nChanged 1577 SP:Iteration 2F (143.928684 sec): 3 clusters Score: Raw -1988961.696507 + Penalty 3342.658754 = -1985619.037753 nChanged 1487 SP:Iteration 3F (143.984917 sec): 3 clusters Score: Raw -1989640.867845 + Penalty 3342.658754 = -1986298.209091 nChanged 1518 SP:Iteration 4F (144.041054 sec): 3 clusters Score: Raw -1990405.946172 + Penalty 3342.658754 = -1987063.287418 nChanged 1547 SP:Iteration 5F (144.097606 sec): 3 clusters Score: Raw -1991190.302139 + Penalty 3342.658754 = -1987847.643385 nChanged 1489 SP:Iteration 6F (144.154040 sec): 3 clusters Score: Raw -1991955.914493 + Penalty 3342.658754 = -1988613.255739 nChanged 1402 SP:Iteration 7Q (144.211603 sec): 3 clusters Score: Raw -1992695.792423 + Penalty 3342.658754 = -1989353.133669 nChanged 1311 SP:Iteration 8Q (144.268699 sec): 3 clusters Score: Raw -1993411.678905 + Penalty 3342.658754 = -1990069.020151 nChanged 1219 SP:Iteration 9Q (144.325343 sec): 3 clusters Score: Raw -1994111.832178 + Penalty 3342.658754 = -1990769.173424 nChanged 1119 SP:Iteration 10Q (144.381921 sec): 3 clusters Score: Raw -1994732.861279 + Penalty 3342.658754 = -1991390.202525 nChanged 987 SP:Iteration 11Q (144.437698 sec): 3 clusters Score: Raw -1995260.941368 + Penalty 3342.658754 = -1991918.282614 nChanged 831 SP:Iteration 12Q (144.493236 sec): 3 clusters Score: Raw -1995689.173378 + Penalty 3342.658754 = -1992346.514624 nChanged 705 SP:Iteration 13Q (144.548084 sec): 3 clusters Score: Raw -1995985.488041 + Penalty 3342.658754 = -1992642.829286 nChanged 600 SP:Iteration 14Q (144.602720 sec): 3 clusters Score: Raw -1996231.317443 + Penalty 3342.658754 = -1992888.658689 nChanged 588 SP:Iteration 15Q (144.656462 sec): 3 clusters Score: Raw -1996469.047276 + Penalty 3342.658754 = -1993126.388522 nChanged 567 SP:Iteration 16Q (144.719955 sec): 3 clusters Score: Raw -1996682.503463 + Penalty 3342.658754 = -1993339.844709 nChanged 531 SP:Iteration 17Q (144.775695 sec): 3 clusters Score: Raw -1996880.819354 + Penalty 3342.658754 = -1993538.160600 nChanged 517 SP:Iteration 18Q (144.828010 sec): 3 clusters Score: Raw -1997079.985125 + Penalty 3342.658754 = -1993737.326371 nChanged 477 SP:Iteration 19Q (144.879814 sec): 3 clusters Score: Raw -1997270.188037 + Penalty 3342.658754 = -1993927.529283 nChanged 452 SP:Iteration 20F (144.935172 sec): 3 clusters Score: Raw -1997460.671720 + Penalty 3342.658754 = -1994118.012966 nChanged 454 SP:Iteration 21Q (144.987149 sec): 3 clusters Score: Raw -1997664.828891 + Penalty 3342.658754 = -1994322.170137 nChanged 406 SP:Iteration 22Q (145.037726 sec): 3 clusters Score: Raw -1997860.700638 + Penalty 3342.658754 = -1994518.041884 nChanged 411 SP:Iteration 23Q (145.087945 sec): 3 clusters Score: Raw -1998078.462635 + Penalty 3342.658754 = -1994735.803881 nChanged 370 SP:Iteration 24Q (145.137825 sec): 3 clusters Score: Raw -1998299.189049 + Penalty 3342.658754 = -1994956.530295 nChanged 326 SP:Iteration 25Q (145.186728 sec): 3 clusters Score: Raw -1998508.207395 + Penalty 3342.658754 = -1995165.548641 nChanged 277 SP:Iteration 26Q (145.234977 sec): 3 clusters Score: Raw -1998680.871562 + Penalty 3342.658754 = -1995338.212808 nChanged 222 SP:Iteration 27Q (145.282838 sec): 3 clusters Score: Raw -1998823.921611 + Penalty 3342.658754 = -1995481.262857 nChanged 185 SP:Iteration 28Q (145.330205 sec): 3 clusters Score: Raw -1998941.766561 + Penalty 3342.658754 = -1995599.107807 nChanged 137 SP:Iteration 29Q (145.376988 sec): 3 clusters Score: Raw -1999020.408577 + Penalty 3342.658754 = -1995677.749823 nChanged 106 SP:Iteration 30Q (145.423557 sec): 3 clusters Score: Raw -1999074.566550 + Penalty 3342.658754 = -1995731.907795 nChanged 91 SP:Iteration 31Q (145.469935 sec): 3 clusters Score: Raw -1999114.437992 + Penalty 3342.658754 = -1995771.779238 nChanged 71 SP:Iteration 32Q (145.516289 sec): 3 clusters Score: Raw -1999143.265530 + Penalty 3342.658754 = -1995800.606776 nChanged 52 SP:Iteration 33Q (145.562487 sec): 3 clusters Score: Raw -1999161.085812 + Penalty 3342.658754 = -1995818.427058 nChanged 43 SP:Iteration 34Q (145.608602 sec): 3 clusters Score: Raw -1999176.773980 + Penalty 3342.658754 = -1995834.115226 nChanged 41 SP:Iteration 35Q (145.654716 sec): 3 clusters Score: Raw -1999191.490023 + Penalty 3342.658754 = -1995848.831269 nChanged 25 SP:Iteration 36Q (145.700863 sec): 3 clusters Score: Raw -1999198.760073 + Penalty 3342.658754 = -1995856.101319 nChanged 22 SP:Iteration 37Q (145.746871 sec): 3 clusters Score: Raw -1999203.054650 + Penalty 3342.658754 = -1995860.395896 nChanged 13 SP:Iteration 38Q (145.792795 sec): 3 clusters Score: Raw -1999205.582934 + Penalty 3342.658754 = -1995862.924179 nChanged 11 SP:Iteration 39Q (145.838805 sec): 3 clusters Score: Raw -1999207.953077 + Penalty 3342.658754 = -1995865.294323 nChanged 3 SP:Iteration 40F (145.893702 sec): 3 clusters Score: Raw -1999208.502861 + Penalty 3342.658754 = -1995865.844107 nChanged 2 SP:Iteration 41Q (145.941094 sec): 3 clusters Score: Raw -1999209.048535 + Penalty 3342.658754 = -1995866.389781 nChanged 0 SP:Iteration 42F (145.996310 sec): 3 clusters Score: Raw -1999209.048535 + Penalty 3342.658754 = -1995866.389781 nChanged 0 Iteration 20F (152.101531 sec): 29 clusters Score: Raw -22888249.586716 + Penalty 58168.219892 = -22830081.366824 nChanged 19985 Iteration 21F (158.676987 sec): 29 clusters Score: Raw -22901481.614570 + Penalty 58168.219892 = -22843313.394678 nChanged 10264 Iteration 22Q (161.366047 sec): 29 clusters Score: Raw -22906674.611459 + Penalty 58168.219892 = -22848506.391566 nChanged 7163 Iteration 23Q (164.021756 sec): 29 clusters Score: Raw -22909707.359784 + Penalty 58168.219892 = -22851539.139892 nChanged 5590 Iteration 24Q (166.669518 sec): 29 clusters Score: Raw -22911902.538435 + Penalty 58168.219892 = -22853734.318543 nChanged 4678 Iteration 25Q (169.496007 sec): 29 clusters Score: Raw -22913507.487075 + Penalty 58168.219892 = -22855339.267183 nChanged 4162 Iteration 26Q (172.074218 sec): 29 clusters Score: Raw -22914920.036547 + Penalty 58168.219892 = -22856751.816654 nChanged 3667 Iteration 27Q (174.659838 sec): 29 clusters Score: Raw -22916201.357069 + Penalty 58168.219892 = -22858033.137177 nChanged 3377 Iteration 28Q (177.239498 sec): 29 clusters Score: Raw -22917374.450116 + Penalty 58168.219892 = -22859206.230224 nChanged 3151 Iteration 29Q (179.814956 sec): 29 clusters Score: Raw -22918410.360083 + Penalty 58168.219892 = -22860242.140191 nChanged 2836 Iteration 30Q (182.393890 sec): 29 clusters Score: Raw -22919309.845932 + Penalty 58168.219892 = -22861141.626040 nChanged 2588 Iteration 31Q (184.994100 sec): 29 clusters Score: Raw -22920036.063914 + Penalty 58168.219892 = -22861867.844022 nChanged 2272 Iteration 32Q (187.564787 sec): 29 clusters Score: Raw -22920608.290057 + Penalty 58168.219892 = -22862440.070165 nChanged 1971 Iteration 33Q (190.138840 sec): 29 clusters Score: Raw -22921082.268867 + Penalty 58168.219892 = -22862914.048975 nChanged 1776 Iteration 34Q (192.693893 sec): 29 clusters Score: Raw -22921466.964204 + Penalty 58168.219892 = -22863298.744312 nChanged 1499 Iteration 35Q (195.250734 sec): 29 clusters Score: Raw -22921770.274501 + Penalty 58168.219892 = -22863602.054609 nChanged 1341 Iteration 36Q (197.799325 sec): 29 clusters Score: Raw -22922033.845184 + Penalty 58168.219892 = -22863865.625292 nChanged 1266 Iteration 37Q (200.346120 sec): 29 clusters Score: Raw -22922263.213954 + Penalty 58168.219892 = -22864094.994062 nChanged 1134 Iteration 38Q (202.892533 sec): 29 clusters Score: Raw -22922445.149203 + Penalty 58168.219892 = -22864276.929310 nChanged 897 Iteration 39Q (205.439273 sec): 29 clusters Score: Raw -22922596.889937 + Penalty 58168.219892 = -22864428.670045 nChanged 808 Iteration 40F (211.786090 sec): 29 clusters Score: Raw -22923825.819265 + Penalty 58168.219892 = -22865657.599373 nChanged 1503 Iteration 41Q (214.369413 sec): 29 clusters Score: Raw -22924862.447568 + Penalty 58168.219892 = -22866694.227676 nChanged 1454 Iteration 42Q (216.952160 sec): 29 clusters Score: Raw -22925345.295848 + Penalty 58168.219892 = -22867177.075956 nChanged 1282 Iteration 43Q (219.596315 sec): 29 clusters Score: Raw -22925698.444243 + Penalty 58168.219892 = -22867530.224350 nChanged 1088 Iteration 44Q (222.179662 sec): 29 clusters Score: Raw -22925940.090588 + Penalty 58168.219892 = -22867771.870695 nChanged 947 Iteration 45Q (224.775703 sec): 29 clusters Score: Raw -22926134.232631 + Penalty 58168.219892 = -22867966.012739 nChanged 858 Iteration 46Q (227.370049 sec): 29 clusters Score: Raw -22926300.066292 + Penalty 58168.219892 = -22868131.846400 nChanged 729 Iteration 47Q (229.937414 sec): 29 clusters Score: Raw -22926426.311261 + Penalty 58168.219892 = -22868258.091369 nChanged 722 Iteration 48Q (232.505800 sec): 29 clusters Score: Raw -22926535.962440 + Penalty 58168.219892 = -22868367.742548 nChanged 676 Iteration 49Q (235.077237 sec): 29 clusters Score: Raw -22926636.674801 + Penalty 58168.219892 = -22868468.454909 nChanged 615 Iteration 50Q (237.644058 sec): 29 clusters Score: Raw -22926723.559181 + Penalty 58168.219892 = -22868555.339289 nChanged 555 Iteration 51Q (240.234214 sec): 29 clusters Score: Raw -22926793.938317 + Penalty 58168.219892 = -22868625.718425 nChanged 519 Iteration 52Q (242.812209 sec): 29 clusters Score: Raw -22926857.614904 + Penalty 58168.219892 = -22868689.395012 nChanged 455 Iteration 53Q (245.369790 sec): 29 clusters Score: Raw -22926908.260578 + Penalty 58168.219892 = -22868740.040686 nChanged 382 Iteration 54Q (247.951033 sec): 29 clusters Score: Raw -22926955.035346 + Penalty 58168.219892 = -22868786.815453 nChanged 380 Iteration 55Q (250.509459 sec): 29 clusters Score: Raw -22927004.810315 + Penalty 58168.219892 = -22868836.590423 nChanged 373 Iteration 56Q (253.079325 sec): 29 clusters Score: Raw -22927055.985661 + Penalty 58168.219892 = -22868887.765769 nChanged 353 Iteration 57Q (255.635732 sec): 29 clusters Score: Raw -22927123.400989 + Penalty 58168.219892 = -22868955.181097 nChanged 421 Iteration 58Q (258.204288 sec): 29 clusters Score: Raw -22927203.902130 + Penalty 58168.219892 = -22869035.682238 nChanged 456 Writing temp clu file Because OldScore, -22868955.181097, is greater than current (better) Score,-22869035.682238 Compute initial score before splitting: Score: Raw -22927203.902130 + Penalty 58168.219892 = -22869035.682238 Trying to split cluster 1 (4080 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (258.277490 sec): 2 clusters Score: Raw -263401.503728 + Penalty 1351.000993 = -262050.502735 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (258.297291 sec): 3 clusters Score: Raw -261335.331867 + Penalty 2702.001987 = -258633.329880 nChanged 1627 SP:Iteration 1F (258.316637 sec): 3 clusters Score: Raw -262241.101083 + Penalty 2702.001987 = -259539.099097 nChanged 304 SP:Iteration 2F (258.335851 sec): 3 clusters Score: Raw -262422.071328 + Penalty 2702.001987 = -259720.069342 nChanged 228 SP:Iteration 3F (258.355221 sec): 3 clusters Score: Raw -262563.676254 + Penalty 2702.001987 = -259861.674267 nChanged 207 SP:Iteration 4F (258.374671 sec): 3 clusters Score: Raw -262693.165845 + Penalty 2702.001987 = -259991.163858 nChanged 167 SP:Iteration 5Q (258.394051 sec): 3 clusters Score: Raw -262787.659909 + Penalty 2702.001987 = -260085.657922 nChanged 135 SP:Iteration 6Q (258.413435 sec): 3 clusters Score: Raw -262863.630483 + Penalty 2702.001987 = -260161.628496 nChanged 134 SP:Iteration 7Q (258.432549 sec): 3 clusters Score: Raw -262943.665198 + Penalty 2702.001987 = -260241.663212 nChanged 118 SP:Iteration 8Q (258.451683 sec): 3 clusters Score: Raw -263016.440563 + Penalty 2702.001987 = -260314.438576 nChanged 127 SP:Iteration 9Q (258.470913 sec): 3 clusters Score: Raw -263088.807971 + Penalty 2702.001987 = -260386.805985 nChanged 118 SP:Iteration 10Q (258.490335 sec): 3 clusters Score: Raw -263154.183792 + Penalty 2702.001987 = -260452.181805 nChanged 106 SP:Iteration 11Q (258.509580 sec): 3 clusters Score: Raw -263211.771044 + Penalty 2702.001987 = -260509.769057 nChanged 92 SP:Iteration 12Q (258.538543 sec): 3 clusters Score: Raw -263261.302026 + Penalty 2702.001987 = -260559.300039 nChanged 91 SP:Iteration 13Q (258.556064 sec): 3 clusters Score: Raw -263318.496115 + Penalty 2702.001987 = -260616.494128 nChanged 93 SP:Iteration 14Q (258.575435 sec): 3 clusters Score: Raw -263369.001363 + Penalty 2702.001987 = -260666.999376 nChanged 80 SP:Iteration 15Q (258.594651 sec): 3 clusters Score: Raw -263418.594368 + Penalty 2702.001987 = -260716.592381 nChanged 71 SP:Iteration 16Q (258.613869 sec): 3 clusters Score: Raw -263467.488153 + Penalty 2702.001987 = -260765.486166 nChanged 56 SP:Iteration 17Q (258.642778 sec): 3 clusters Score: Raw -263506.711459 + Penalty 2702.001987 = -260804.709472 nChanged 48 SP:Iteration 18Q (258.661649 sec): 3 clusters Score: Raw -263536.095169 + Penalty 2702.001987 = -260834.093183 nChanged 53 SP:Iteration 19Q (258.680536 sec): 3 clusters Score: Raw -263568.904478 + Penalty 2702.001987 = -260866.902491 nChanged 45 SP:Iteration 20F (258.699745 sec): 3 clusters Score: Raw -263603.601575 + Penalty 2702.001987 = -260901.599588 nChanged 49 SP:Iteration 21Q (258.718562 sec): 3 clusters Score: Raw -263641.125357 + Penalty 2702.001987 = -260939.123370 nChanged 52 SP:Iteration 22Q (258.737296 sec): 3 clusters Score: Raw -263676.519570 + Penalty 2702.001987 = -260974.517583 nChanged 40 SP:Iteration 23Q (258.755973 sec): 3 clusters Score: Raw -263703.927722 + Penalty 2702.001987 = -261001.925735 nChanged 31 SP:Iteration 24Q (258.774713 sec): 3 clusters Score: Raw -263717.083601 + Penalty 2702.001987 = -261015.081614 nChanged 21 SP:Iteration 25Q (258.793366 sec): 3 clusters Score: Raw -263727.351875 + Penalty 2702.001987 = -261025.349889 nChanged 14 SP:Iteration 26Q (258.812183 sec): 3 clusters Score: Raw -263734.413691 + Penalty 2702.001987 = -261032.411704 nChanged 12 SP:Iteration 27Q (258.831078 sec): 3 clusters Score: Raw -263744.404724 + Penalty 2702.001987 = -261042.402738 nChanged 22 SP:Iteration 28Q (258.849898 sec): 3 clusters Score: Raw -263762.724748 + Penalty 2702.001987 = -261060.722761 nChanged 23 SP:Iteration 29Q (258.868629 sec): 3 clusters Score: Raw -263777.065830 + Penalty 2702.001987 = -261075.063843 nChanged 22 SP:Iteration 30Q (258.887212 sec): 3 clusters Score: Raw -263790.705421 + Penalty 2702.001987 = -261088.703434 nChanged 16 SP:Iteration 31Q (258.905613 sec): 3 clusters Score: Raw -263798.505456 + Penalty 2702.001987 = -261096.503469 nChanged 17 SP:Iteration 32Q (258.924273 sec): 3 clusters Score: Raw -263807.796551 + Penalty 2702.001987 = -261105.794564 nChanged 10 SP:Iteration 33Q (258.942563 sec): 3 clusters Score: Raw -263812.940276 + Penalty 2702.001987 = -261110.938289 nChanged 9 SP:Iteration 34Q (258.961169 sec): 3 clusters Score: Raw -263818.315137 + Penalty 2702.001987 = -261116.313150 nChanged 7 SP:Iteration 35Q (258.979542 sec): 3 clusters Score: Raw -263820.499397 + Penalty 2702.001987 = -261118.497410 nChanged 6 SP:Iteration 36Q (258.998014 sec): 3 clusters Score: Raw -263824.290835 + Penalty 2702.001987 = -261122.288848 nChanged 10 SP:Iteration 37Q (259.016672 sec): 3 clusters Score: Raw -263830.644207 + Penalty 2702.001987 = -261128.642220 nChanged 9 SP:Iteration 38Q (259.035111 sec): 3 clusters Score: Raw -263837.729002 + Penalty 2702.001987 = -261135.727015 nChanged 13 SP:Iteration 39Q (259.053551 sec): 3 clusters Score: Raw -263844.731403 + Penalty 2702.001987 = -261142.729416 nChanged 12 SP:Iteration 40F (259.072559 sec): 3 clusters Score: Raw -263851.342752 + Penalty 2702.001987 = -261149.340766 nChanged 7 SP:Iteration 41Q (259.090865 sec): 3 clusters Score: Raw -263853.622246 + Penalty 2702.001987 = -261151.620259 nChanged 2 SP:Iteration 42Q (259.109098 sec): 3 clusters Score: Raw -263854.938615 + Penalty 2702.001987 = -261152.936628 nChanged 3 SP:Iteration 43Q (259.127281 sec): 3 clusters Score: Raw -263855.574637 + Penalty 2702.001987 = -261153.572650 nChanged 3 SP:Iteration 44Q (259.145617 sec): 3 clusters Score: Raw -263857.056142 + Penalty 2702.001987 = -261155.054155 nChanged 0 SP:Iteration 45F (259.164724 sec): 3 clusters Score: Raw -263857.056142 + Penalty 2702.001987 = -261155.054155 nChanged 0 Trying to split cluster 2 (6065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (259.184377 sec): 2 clusters Score: Raw -435724.265617 + Penalty 1415.422096 = -434308.843521 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (259.207029 sec): 3 clusters Score: Raw -432507.488125 + Penalty 2830.844192 = -429676.643933 nChanged 2451 SP:Iteration 1F (259.229437 sec): 3 clusters Score: Raw -433742.906881 + Penalty 2830.844192 = -430912.062689 nChanged 397 SP:Iteration 2F (259.251738 sec): 3 clusters Score: Raw -433914.517281 + Penalty 2830.844192 = -431083.673089 nChanged 301 SP:Iteration 3Q (259.273857 sec): 3 clusters Score: Raw -434051.296406 + Penalty 2830.844192 = -431220.452214 nChanged 236 SP:Iteration 4Q (259.296277 sec): 3 clusters Score: Raw -434156.252040 + Penalty 2830.844192 = -431325.407848 nChanged 188 SP:Iteration 5Q (259.318385 sec): 3 clusters Score: Raw -434237.750147 + Penalty 2830.844192 = -431406.905955 nChanged 184 SP:Iteration 6Q (259.340746 sec): 3 clusters Score: Raw -434333.564970 + Penalty 2830.844192 = -431502.720778 nChanged 190 SP:Iteration 7Q (259.362989 sec): 3 clusters Score: Raw -434425.579530 + Penalty 2830.844192 = -431594.735338 nChanged 186 SP:Iteration 8Q (259.385405 sec): 3 clusters Score: Raw -434514.560400 + Penalty 2830.844192 = -431683.716208 nChanged 175 SP:Iteration 9Q (259.407673 sec): 3 clusters Score: Raw -434600.957220 + Penalty 2830.844192 = -431770.113028 nChanged 172 SP:Iteration 10Q (259.430035 sec): 3 clusters Score: Raw -434688.573416 + Penalty 2830.844192 = -431857.729224 nChanged 192 SP:Iteration 11Q (259.452209 sec): 3 clusters Score: Raw -434808.962114 + Penalty 2830.844192 = -431978.117922 nChanged 207 SP:Iteration 12Q (259.474184 sec): 3 clusters Score: Raw -434955.732234 + Penalty 2830.844192 = -432124.888042 nChanged 200 SP:Iteration 13Q (259.495962 sec): 3 clusters Score: Raw -435083.763528 + Penalty 2830.844192 = -432252.919336 nChanged 191 SP:Iteration 14Q (259.517837 sec): 3 clusters Score: Raw -435210.647893 + Penalty 2830.844192 = -432379.803701 nChanged 157 SP:Iteration 15Q (259.539525 sec): 3 clusters Score: Raw -435312.496971 + Penalty 2830.844192 = -432481.652779 nChanged 134 SP:Iteration 16Q (259.561146 sec): 3 clusters Score: Raw -435386.650862 + Penalty 2830.844192 = -432555.806670 nChanged 111 SP:Iteration 17Q (259.582429 sec): 3 clusters Score: Raw -435454.046503 + Penalty 2830.844192 = -432623.202311 nChanged 92 SP:Iteration 18Q (259.603688 sec): 3 clusters Score: Raw -435502.060275 + Penalty 2830.844192 = -432671.216083 nChanged 77 SP:Iteration 19Q (259.625027 sec): 3 clusters Score: Raw -435546.649481 + Penalty 2830.844192 = -432715.805289 nChanged 58 SP:Iteration 20F (259.647382 sec): 3 clusters Score: Raw -435579.225962 + Penalty 2830.844192 = -432748.381770 nChanged 56 SP:Iteration 21Q (259.668328 sec): 3 clusters Score: Raw -435612.134973 + Penalty 2830.844192 = -432781.290781 nChanged 54 SP:Iteration 22Q (259.689207 sec): 3 clusters Score: Raw -435641.491312 + Penalty 2830.844192 = -432810.647120 nChanged 46 SP:Iteration 23Q (259.710043 sec): 3 clusters Score: Raw -435664.412010 + Penalty 2830.844192 = -432833.567818 nChanged 43 SP:Iteration 24Q (259.730901 sec): 3 clusters Score: Raw -435687.071048 + Penalty 2830.844192 = -432856.226856 nChanged 35 SP:Iteration 25Q (259.751763 sec): 3 clusters Score: Raw -435706.505103 + Penalty 2830.844192 = -432875.660911 nChanged 32 SP:Iteration 26Q (259.772460 sec): 3 clusters Score: Raw -435724.914092 + Penalty 2830.844192 = -432894.069900 nChanged 22 SP:Iteration 27Q (259.793203 sec): 3 clusters Score: Raw -435739.002222 + Penalty 2830.844192 = -432908.158030 nChanged 19 SP:Iteration 28Q (259.813662 sec): 3 clusters Score: Raw -435754.938845 + Penalty 2830.844192 = -432924.094653 nChanged 30 SP:Iteration 29Q (259.834250 sec): 3 clusters Score: Raw -435779.371684 + Penalty 2830.844192 = -432948.527492 nChanged 29 SP:Iteration 30Q (259.854802 sec): 3 clusters Score: Raw -435803.085859 + Penalty 2830.844192 = -432972.241667 nChanged 22 SP:Iteration 31Q (259.875240 sec): 3 clusters Score: Raw -435821.452527 + Penalty 2830.844192 = -432990.608335 nChanged 20 SP:Iteration 32Q (259.895456 sec): 3 clusters Score: Raw -435837.478084 + Penalty 2830.844192 = -433006.633892 nChanged 19 SP:Iteration 33Q (259.915740 sec): 3 clusters Score: Raw -435854.697006 + Penalty 2830.844192 = -433023.852814 nChanged 20 SP:Iteration 34Q (259.936014 sec): 3 clusters Score: Raw -435874.612466 + Penalty 2830.844192 = -433043.768274 nChanged 20 SP:Iteration 35Q (259.956405 sec): 3 clusters Score: Raw -435892.523140 + Penalty 2830.844192 = -433061.678948 nChanged 17 SP:Iteration 36Q (259.976726 sec): 3 clusters Score: Raw -435905.617599 + Penalty 2830.844192 = -433074.773407 nChanged 16 SP:Iteration 37Q (259.997123 sec): 3 clusters Score: Raw -435916.823397 + Penalty 2830.844192 = -433085.979205 nChanged 13 SP:Iteration 38Q (260.017141 sec): 3 clusters Score: Raw -435923.264041 + Penalty 2830.844192 = -433092.419849 nChanged 6 SP:Iteration 39Q (260.037330 sec): 3 clusters Score: Raw -435929.170974 + Penalty 2830.844192 = -433098.326782 nChanged 6 SP:Iteration 40F (260.059617 sec): 3 clusters Score: Raw -435934.370728 + Penalty 2830.844192 = -433103.526536 nChanged 5 SP:Iteration 41Q (260.079709 sec): 3 clusters Score: Raw -435937.590489 + Penalty 2830.844192 = -433106.746297 nChanged 4 SP:Iteration 42Q (260.099872 sec): 3 clusters Score: Raw -435941.160007 + Penalty 2830.844192 = -433110.315815 nChanged 4 SP:Iteration 43Q (260.120088 sec): 3 clusters Score: Raw -435944.673242 + Penalty 2830.844192 = -433113.829050 nChanged 7 SP:Iteration 44Q (260.140236 sec): 3 clusters Score: Raw -435951.378295 + Penalty 2830.844192 = -433120.534103 nChanged 6 SP:Iteration 45Q (260.160363 sec): 3 clusters Score: Raw -435958.296916 + Penalty 2830.844192 = -433127.452724 nChanged 5 SP:Iteration 46Q (260.180708 sec): 3 clusters Score: Raw -435962.039425 + Penalty 2830.844192 = -433131.195233 nChanged 3 SP:Iteration 47Q (260.200660 sec): 3 clusters Score: Raw -435963.448679 + Penalty 2830.844192 = -433132.604487 nChanged 0 SP:Iteration 48F (260.222962 sec): 3 clusters Score: Raw -435963.448679 + Penalty 2830.844192 = -433132.604487 nChanged 0 Trying to split cluster 3 (32000 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (260.272690 sec): 2 clusters Score: Raw -2198215.416249 + Penalty 1685.692317 = -2196529.723932 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (260.337029 sec): 3 clusters Score: Raw -2178289.528967 + Penalty 3371.384634 = -2174918.144332 nChanged 14827 SP:Iteration 1F (260.397590 sec): 3 clusters Score: Raw -2186830.534029 + Penalty 3371.384634 = -2183459.149395 nChanged 1537 SP:Iteration 2Q (260.460584 sec): 3 clusters Score: Raw -2187509.870630 + Penalty 3371.384634 = -2184138.485995 nChanged 1676 SP:Iteration 3F (260.519833 sec): 3 clusters Score: Raw -2188424.231433 + Penalty 3371.384634 = -2185052.846799 nChanged 1812 SP:Iteration 4F (260.580249 sec): 3 clusters Score: Raw -2189540.071486 + Penalty 3371.384634 = -2186168.686851 nChanged 2048 SP:Iteration 5F (260.640722 sec): 3 clusters Score: Raw -2190921.935144 + Penalty 3371.384634 = -2187550.550510 nChanged 2032 SP:Iteration 6F (260.700967 sec): 3 clusters Score: Raw -2192215.818328 + Penalty 3371.384634 = -2188844.433694 nChanged 1918 SP:Iteration 7F (260.761343 sec): 3 clusters Score: Raw -2193451.395476 + Penalty 3371.384634 = -2190080.010842 nChanged 1780 SP:Iteration 8F (260.821453 sec): 3 clusters Score: Raw -2194586.250676 + Penalty 3371.384634 = -2191214.866042 nChanged 1528 SP:Iteration 9Q (260.882838 sec): 3 clusters Score: Raw -2195514.913481 + Penalty 3371.384634 = -2192143.528847 nChanged 1252 SP:Iteration 10Q (260.943036 sec): 3 clusters Score: Raw -2196137.360545 + Penalty 3371.384634 = -2192765.975911 nChanged 944 SP:Iteration 11Q (261.002760 sec): 3 clusters Score: Raw -2196511.892056 + Penalty 3371.384634 = -2193140.507422 nChanged 724 SP:Iteration 12Q (261.062230 sec): 3 clusters Score: Raw -2196763.941181 + Penalty 3371.384634 = -2193392.556547 nChanged 556 SP:Iteration 13Q (261.121354 sec): 3 clusters Score: Raw -2196912.412299 + Penalty 3371.384634 = -2193541.027665 nChanged 403 SP:Iteration 14Q (261.180043 sec): 3 clusters Score: Raw -2196992.637527 + Penalty 3371.384634 = -2193621.252893 nChanged 306 SP:Iteration 15Q (261.239069 sec): 3 clusters Score: Raw -2197047.970045 + Penalty 3371.384634 = -2193676.585411 nChanged 260 SP:Iteration 16Q (261.297643 sec): 3 clusters Score: Raw -2197092.700058 + Penalty 3371.384634 = -2193721.315424 nChanged 234 SP:Iteration 17Q (261.356326 sec): 3 clusters Score: Raw -2197125.835878 + Penalty 3371.384634 = -2193754.451244 nChanged 178 SP:Iteration 18Q (261.415014 sec): 3 clusters Score: Raw -2197147.496470 + Penalty 3371.384634 = -2193776.111835 nChanged 139 SP:Iteration 19Q (261.473745 sec): 3 clusters Score: Raw -2197163.555533 + Penalty 3371.384634 = -2193792.170899 nChanged 134 SP:Iteration 20F (261.532873 sec): 3 clusters Score: Raw -2197177.773855 + Penalty 3371.384634 = -2193806.389220 nChanged 130 SP:Iteration 21Q (261.592633 sec): 3 clusters Score: Raw -2197190.660542 + Penalty 3371.384634 = -2193819.275908 nChanged 104 SP:Iteration 22Q (261.651697 sec): 3 clusters Score: Raw -2197200.554068 + Penalty 3371.384634 = -2193829.169434 nChanged 85 SP:Iteration 23Q (261.710732 sec): 3 clusters Score: Raw -2197208.343886 + Penalty 3371.384634 = -2193836.959252 nChanged 98 SP:Iteration 24Q (261.769776 sec): 3 clusters Score: Raw -2197217.047838 + Penalty 3371.384634 = -2193845.663203 nChanged 91 SP:Iteration 25Q (261.828720 sec): 3 clusters Score: Raw -2197224.118800 + Penalty 3371.384634 = -2193852.734166 nChanged 77 SP:Iteration 26Q (261.887591 sec): 3 clusters Score: Raw -2197229.204133 + Penalty 3371.384634 = -2193857.819499 nChanged 67 SP:Iteration 27Q (261.946438 sec): 3 clusters Score: Raw -2197234.212228 + Penalty 3371.384634 = -2193862.827593 nChanged 70 SP:Iteration 28Q (262.005555 sec): 3 clusters Score: Raw -2197239.741564 + Penalty 3371.384634 = -2193868.356930 nChanged 71 SP:Iteration 29Q (262.064171 sec): 3 clusters Score: Raw -2197244.098548 + Penalty 3371.384634 = -2193872.713914 nChanged 53 SP:Iteration 30Q (262.122978 sec): 3 clusters Score: Raw -2197247.253788 + Penalty 3371.384634 = -2193875.869154 nChanged 46 SP:Iteration 31Q (262.181945 sec): 3 clusters Score: Raw -2197250.291530 + Penalty 3371.384634 = -2193878.906896 nChanged 53 SP:Iteration 32Q (262.240766 sec): 3 clusters Score: Raw -2197253.770345 + Penalty 3371.384634 = -2193882.385710 nChanged 43 SP:Iteration 33Q (262.299826 sec): 3 clusters Score: Raw -2197256.563459 + Penalty 3371.384634 = -2193885.178825 nChanged 33 SP:Iteration 34Q (262.358371 sec): 3 clusters Score: Raw -2197258.212368 + Penalty 3371.384634 = -2193886.827734 nChanged 36 SP:Iteration 35Q (262.417030 sec): 3 clusters Score: Raw -2197259.750545 + Penalty 3371.384634 = -2193888.365911 nChanged 24 SP:Iteration 36Q (262.475988 sec): 3 clusters Score: Raw -2197260.897722 + Penalty 3371.384634 = -2193889.513088 nChanged 24 SP:Iteration 37Q (262.534700 sec): 3 clusters Score: Raw -2197262.274086 + Penalty 3371.384634 = -2193890.889452 nChanged 32 SP:Iteration 38Q (262.593676 sec): 3 clusters Score: Raw -2197263.662181 + Penalty 3371.384634 = -2193892.277547 nChanged 18 SP:Iteration 39Q (262.652313 sec): 3 clusters Score: Raw -2197264.632529 + Penalty 3371.384634 = -2193893.247895 nChanged 23 SP:Iteration 40F (262.711782 sec): 3 clusters Score: Raw -2197265.895253 + Penalty 3371.384634 = -2193894.510618 nChanged 31 SP:Iteration 41Q (262.771599 sec): 3 clusters Score: Raw -2197267.637866 + Penalty 3371.384634 = -2193896.253232 nChanged 25 SP:Iteration 42Q (262.830398 sec): 3 clusters Score: Raw -2197268.855923 + Penalty 3371.384634 = -2193897.471289 nChanged 22 SP:Iteration 43Q (262.889579 sec): 3 clusters Score: Raw -2197270.000040 + Penalty 3371.384634 = -2193898.615406 nChanged 24 SP:Iteration 44Q (262.948595 sec): 3 clusters Score: Raw -2197271.269326 + Penalty 3371.384634 = -2193899.884692 nChanged 27 SP:Iteration 45Q (263.007570 sec): 3 clusters Score: Raw -2197272.544602 + Penalty 3371.384634 = -2193901.159968 nChanged 21 SP:Iteration 46Q (263.066422 sec): 3 clusters Score: Raw -2197273.335186 + Penalty 3371.384634 = -2193901.950552 nChanged 13 SP:Iteration 47Q (263.125382 sec): 3 clusters Score: Raw -2197273.835470 + Penalty 3371.384634 = -2193902.450836 nChanged 14 SP:Iteration 48Q (263.184457 sec): 3 clusters Score: Raw -2197274.381474 + Penalty 3371.384634 = -2193902.996840 nChanged 17 SP:Iteration 49Q (263.243439 sec): 3 clusters Score: Raw -2197275.221078 + Penalty 3371.384634 = -2193903.836444 nChanged 18 SP:Iteration 50Q (263.314415 sec): 3 clusters Score: Raw -2197275.904876 + Penalty 3371.384634 = -2193904.520242 nChanged 18 SP:Iteration 51Q (263.374851 sec): 3 clusters Score: Raw -2197276.934903 + Penalty 3371.384634 = -2193905.550269 nChanged 26 SP:Iteration 52Q (263.433288 sec): 3 clusters Score: Raw -2197278.134203 + Penalty 3371.384634 = -2193906.749569 nChanged 20 SP:Iteration 53Q (263.492280 sec): 3 clusters Score: Raw -2197279.168675 + Penalty 3371.384634 = -2193907.784041 nChanged 23 SP:Iteration 54Q (263.551057 sec): 3 clusters Score: Raw -2197279.992544 + Penalty 3371.384634 = -2193908.607910 nChanged 14 SP:Iteration 55Q (263.610086 sec): 3 clusters Score: Raw -2197280.433889 + Penalty 3371.384634 = -2193909.049255 nChanged 10 SP:Iteration 56Q (263.669008 sec): 3 clusters Score: Raw -2197280.880073 + Penalty 3371.384634 = -2193909.495438 nChanged 16 SP:Iteration 57Q (263.727629 sec): 3 clusters Score: Raw -2197281.826711 + Penalty 3371.384634 = -2193910.442076 nChanged 18 SP:Iteration 58Q (263.786670 sec): 3 clusters Score: Raw -2197282.820167 + Penalty 3371.384634 = -2193911.435533 nChanged 18 SP:Iteration 59Q (263.845398 sec): 3 clusters Score: Raw -2197283.798866 + Penalty 3371.384634 = -2193912.414232 nChanged 19 SP:Iteration 60F (263.905084 sec): 3 clusters Score: Raw -2197284.576067 + Penalty 3371.384634 = -2193913.191433 nChanged 17 SP:Iteration 61Q (263.964975 sec): 3 clusters Score: Raw -2197285.471199 + Penalty 3371.384634 = -2193914.086565 nChanged 21 SP:Iteration 62Q (264.023976 sec): 3 clusters Score: Raw -2197286.453799 + Penalty 3371.384634 = -2193915.069165 nChanged 16 SP:Iteration 63Q (264.083073 sec): 3 clusters Score: Raw -2197287.270954 + Penalty 3371.384634 = -2193915.886320 nChanged 22 SP:Iteration 64Q (264.141916 sec): 3 clusters Score: Raw -2197288.108246 + Penalty 3371.384634 = -2193916.723611 nChanged 18 SP:Iteration 65Q (264.201095 sec): 3 clusters Score: Raw -2197288.899070 + Penalty 3371.384634 = -2193917.514436 nChanged 17 SP:Iteration 66Q (264.260066 sec): 3 clusters Score: Raw -2197289.574700 + Penalty 3371.384634 = -2193918.190066 nChanged 21 SP:Iteration 67Q (264.318928 sec): 3 clusters Score: Raw -2197290.533701 + Penalty 3371.384634 = -2193919.149067 nChanged 20 SP:Iteration 68Q (264.377835 sec): 3 clusters Score: Raw -2197291.416062 + Penalty 3371.384634 = -2193920.031428 nChanged 15 SP:Iteration 69Q (264.436744 sec): 3 clusters Score: Raw -2197292.013730 + Penalty 3371.384634 = -2193920.629095 nChanged 17 SP:Iteration 70Q (264.495663 sec): 3 clusters Score: Raw -2197292.728367 + Penalty 3371.384634 = -2193921.343733 nChanged 15 SP:Iteration 71Q (264.554830 sec): 3 clusters Score: Raw -2197293.329952 + Penalty 3371.384634 = -2193921.945318 nChanged 19 SP:Iteration 72Q (264.613647 sec): 3 clusters Score: Raw -2197294.043688 + Penalty 3371.384634 = -2193922.659054 nChanged 9 SP:Iteration 73Q (264.672429 sec): 3 clusters Score: Raw -2197294.501468 + Penalty 3371.384634 = -2193923.116834 nChanged 12 SP:Iteration 74Q (264.731356 sec): 3 clusters Score: Raw -2197295.011795 + Penalty 3371.384634 = -2193923.627161 nChanged 12 SP:Iteration 75Q (264.790377 sec): 3 clusters Score: Raw -2197295.350807 + Penalty 3371.384634 = -2193923.966173 nChanged 9 SP:Iteration 76Q (264.849376 sec): 3 clusters Score: Raw -2197295.606236 + Penalty 3371.384634 = -2193924.221602 nChanged 16 SP:Iteration 77Q (264.908149 sec): 3 clusters Score: Raw -2197296.204009 + Penalty 3371.384634 = -2193924.819375 nChanged 18 SP:Iteration 78Q (264.967009 sec): 3 clusters Score: Raw -2197297.162059 + Penalty 3371.384634 = -2193925.777425 nChanged 19 SP:Iteration 79Q (265.025932 sec): 3 clusters Score: Raw -2197298.115409 + Penalty 3371.384634 = -2193926.730775 nChanged 26 SP:Iteration 80F (265.085310 sec): 3 clusters Score: Raw -2197299.436720 + Penalty 3371.384634 = -2193928.052086 nChanged 24 SP:Iteration 81Q (265.145189 sec): 3 clusters Score: Raw -2197300.983880 + Penalty 3371.384634 = -2193929.599245 nChanged 32 SP:Iteration 82Q (265.204178 sec): 3 clusters Score: Raw -2197302.645235 + Penalty 3371.384634 = -2193931.260600 nChanged 34 SP:Iteration 83Q (265.263328 sec): 3 clusters Score: Raw -2197303.988657 + Penalty 3371.384634 = -2193932.604023 nChanged 20 SP:Iteration 84Q (265.322482 sec): 3 clusters Score: Raw -2197304.712941 + Penalty 3371.384634 = -2193933.328307 nChanged 22 SP:Iteration 85Q (265.381073 sec): 3 clusters Score: Raw -2197305.396375 + Penalty 3371.384634 = -2193934.011741 nChanged 26 SP:Iteration 86Q (265.440169 sec): 3 clusters Score: Raw -2197306.525379 + Penalty 3371.384634 = -2193935.140745 nChanged 24 SP:Iteration 87Q (265.499042 sec): 3 clusters Score: Raw -2197307.730776 + Penalty 3371.384634 = -2193936.346142 nChanged 21 SP:Iteration 88Q (265.581590 sec): 3 clusters Score: Raw -2197308.533214 + Penalty 3371.384634 = -2193937.148580 nChanged 24 SP:Iteration 89Q (265.641198 sec): 3 clusters Score: Raw -2197309.600932 + Penalty 3371.384634 = -2193938.216298 nChanged 21 SP:Iteration 90Q (265.700053 sec): 3 clusters Score: Raw -2197310.658078 + Penalty 3371.384634 = -2193939.273443 nChanged 23 SP:Iteration 91Q (265.759581 sec): 3 clusters Score: Raw -2197311.790182 + Penalty 3371.384634 = -2193940.405548 nChanged 26 SP:Iteration 92Q (265.819148 sec): 3 clusters Score: Raw -2197312.898789 + Penalty 3371.384634 = -2193941.514155 nChanged 31 SP:Iteration 93Q (265.878040 sec): 3 clusters Score: Raw -2197314.551929 + Penalty 3371.384634 = -2193943.167295 nChanged 35 SP:Iteration 94Q (265.937281 sec): 3 clusters Score: Raw -2197317.026417 + Penalty 3371.384634 = -2193945.641783 nChanged 28 SP:Iteration 95Q (265.996391 sec): 3 clusters Score: Raw -2197318.320415 + Penalty 3371.384634 = -2193946.935781 nChanged 23 SP:Iteration 96Q (266.055648 sec): 3 clusters Score: Raw -2197319.417762 + Penalty 3371.384634 = -2193948.033128 nChanged 31 SP:Iteration 97Q (266.114883 sec): 3 clusters Score: Raw -2197320.873931 + Penalty 3371.384634 = -2193949.489297 nChanged 25 SP:Iteration 98Q (266.174111 sec): 3 clusters Score: Raw -2197322.128558 + Penalty 3371.384634 = -2193950.743924 nChanged 31 SP:Iteration 99Q (266.233039 sec): 3 clusters Score: Raw -2197323.844737 + Penalty 3371.384634 = -2193952.460103 nChanged 34 SP:Iteration 100F (266.292487 sec): 3 clusters Score: Raw -2197325.745528 + Penalty 3371.384634 = -2193954.360894 nChanged 41 SP:Iteration 101Q (266.352059 sec): 3 clusters Score: Raw -2197328.437909 + Penalty 3371.384634 = -2193957.053275 nChanged 38 SP:Iteration 102Q (266.410933 sec): 3 clusters Score: Raw -2197330.808252 + Penalty 3371.384634 = -2193959.423617 nChanged 36 SP:Iteration 103Q (266.469830 sec): 3 clusters Score: Raw -2197333.136154 + Penalty 3371.384634 = -2193961.751520 nChanged 36 SP:Iteration 104Q (266.528888 sec): 3 clusters Score: Raw -2197335.197791 + Penalty 3371.384634 = -2193963.813157 nChanged 34 SP:Iteration 105Q (266.587617 sec): 3 clusters Score: Raw -2197336.796887 + Penalty 3371.384634 = -2193965.412253 nChanged 31 SP:Iteration 106Q (266.646411 sec): 3 clusters Score: Raw -2197338.107373 + Penalty 3371.384634 = -2193966.722739 nChanged 25 SP:Iteration 107Q (266.705168 sec): 3 clusters Score: Raw -2197339.283064 + Penalty 3371.384634 = -2193967.898430 nChanged 20 SP:Iteration 108Q (266.764001 sec): 3 clusters Score: Raw -2197339.985744 + Penalty 3371.384634 = -2193968.601110 nChanged 24 SP:Iteration 109Q (266.822959 sec): 3 clusters Score: Raw -2197341.265094 + Penalty 3371.384634 = -2193969.880460 nChanged 24 SP:Iteration 110Q (266.881553 sec): 3 clusters Score: Raw -2197342.663704 + Penalty 3371.384634 = -2193971.279070 nChanged 29 SP:Iteration 111Q (266.940409 sec): 3 clusters Score: Raw -2197343.891274 + Penalty 3371.384634 = -2193972.506640 nChanged 20 SP:Iteration 112Q (266.999285 sec): 3 clusters Score: Raw -2197344.679922 + Penalty 3371.384634 = -2193973.295288 nChanged 22 SP:Iteration 113Q (267.057809 sec): 3 clusters Score: Raw -2197345.646345 + Penalty 3371.384634 = -2193974.261711 nChanged 24 SP:Iteration 114Q (267.127702 sec): 3 clusters Score: Raw -2197346.809176 + Penalty 3371.384634 = -2193975.424542 nChanged 24 SP:Iteration 115Q (267.186456 sec): 3 clusters Score: Raw -2197348.294066 + Penalty 3371.384634 = -2193976.909432 nChanged 28 SP:Iteration 116Q (267.245268 sec): 3 clusters Score: Raw -2197349.650288 + Penalty 3371.384634 = -2193978.265654 nChanged 29 SP:Iteration 117Q (267.303778 sec): 3 clusters Score: Raw -2197350.786511 + Penalty 3371.384634 = -2193979.401877 nChanged 25 SP:Iteration 118Q (267.374663 sec): 3 clusters Score: Raw -2197351.864584 + Penalty 3371.384634 = -2193980.479950 nChanged 22 SP:Iteration 119Q (267.434443 sec): 3 clusters Score: Raw -2197352.915865 + Penalty 3371.384634 = -2193981.531231 nChanged 21 SP:Iteration 120F (267.493963 sec): 3 clusters Score: Raw -2197353.858034 + Penalty 3371.384634 = -2193982.473400 nChanged 22 SP:Iteration 121Q (267.553582 sec): 3 clusters Score: Raw -2197355.029892 + Penalty 3371.384634 = -2193983.645258 nChanged 34 SP:Iteration 122Q (267.612333 sec): 3 clusters Score: Raw -2197356.455808 + Penalty 3371.384634 = -2193985.071174 nChanged 23 SP:Iteration 123Q (267.684065 sec): 3 clusters Score: Raw -2197357.339447 + Penalty 3371.384634 = -2193985.954813 nChanged 22 SP:Iteration 124Q (267.742662 sec): 3 clusters Score: Raw -2197358.145974 + Penalty 3371.384634 = -2193986.761340 nChanged 18 SP:Iteration 125Q (267.800996 sec): 3 clusters Score: Raw -2197358.955180 + Penalty 3371.384634 = -2193987.570546 nChanged 23 SP:Iteration 126Q (267.869539 sec): 3 clusters Score: Raw -2197359.895085 + Penalty 3371.384634 = -2193988.510451 nChanged 21 SP:Iteration 127Q (267.933226 sec): 3 clusters Score: Raw -2197360.823061 + Penalty 3371.384634 = -2193989.438427 nChanged 26 SP:Iteration 128Q (267.991764 sec): 3 clusters Score: Raw -2197361.804191 + Penalty 3371.384634 = -2193990.419557 nChanged 25 SP:Iteration 129Q (268.050719 sec): 3 clusters Score: Raw -2197362.697790 + Penalty 3371.384634 = -2193991.313155 nChanged 22 SP:Iteration 130Q (268.109475 sec): 3 clusters Score: Raw -2197363.798749 + Penalty 3371.384634 = -2193992.414115 nChanged 21 SP:Iteration 131Q (268.168039 sec): 3 clusters Score: Raw -2197365.209835 + Penalty 3371.384634 = -2193993.825201 nChanged 37 SP:Iteration 132Q (268.226852 sec): 3 clusters Score: Raw -2197367.352886 + Penalty 3371.384634 = -2193995.968252 nChanged 30 SP:Iteration 133Q (268.285632 sec): 3 clusters Score: Raw -2197368.928190 + Penalty 3371.384634 = -2193997.543556 nChanged 26 SP:Iteration 134Q (268.344406 sec): 3 clusters Score: Raw -2197370.276515 + Penalty 3371.384634 = -2193998.891881 nChanged 25 SP:Iteration 135Q (268.403162 sec): 3 clusters Score: Raw -2197371.717952 + Penalty 3371.384634 = -2194000.333318 nChanged 24 SP:Iteration 136Q (268.461978 sec): 3 clusters Score: Raw -2197373.407109 + Penalty 3371.384634 = -2194002.022475 nChanged 31 SP:Iteration 137Q (268.520600 sec): 3 clusters Score: Raw -2197375.055130 + Penalty 3371.384634 = -2194003.670496 nChanged 28 SP:Iteration 138Q (268.579145 sec): 3 clusters Score: Raw -2197376.317305 + Penalty 3371.384634 = -2194004.932671 nChanged 31 SP:Iteration 139Q (268.637852 sec): 3 clusters Score: Raw -2197377.813487 + Penalty 3371.384634 = -2194006.428853 nChanged 37 SP:Iteration 140F (268.697334 sec): 3 clusters Score: Raw -2197379.677352 + Penalty 3371.384634 = -2194008.292718 nChanged 36 SP:Iteration 141Q (268.756843 sec): 3 clusters Score: Raw -2197381.807158 + Penalty 3371.384634 = -2194010.422523 nChanged 44 SP:Iteration 142Q (268.815761 sec): 3 clusters Score: Raw -2197384.280784 + Penalty 3371.384634 = -2194012.896150 nChanged 44 SP:Iteration 143Q (268.874226 sec): 3 clusters Score: Raw -2197387.432941 + Penalty 3371.384634 = -2194016.048307 nChanged 51 SP:Iteration 144Q (268.932778 sec): 3 clusters Score: Raw -2197390.503997 + Penalty 3371.384634 = -2194019.119363 nChanged 43 SP:Iteration 145Q (268.991468 sec): 3 clusters Score: Raw -2197393.232839 + Penalty 3371.384634 = -2194021.848205 nChanged 45 SP:Iteration 146Q (269.050032 sec): 3 clusters Score: Raw -2197395.876708 + Penalty 3371.384634 = -2194024.492074 nChanged 50 SP:Iteration 147Q (269.108648 sec): 3 clusters Score: Raw -2197398.459924 + Penalty 3371.384634 = -2194027.075289 nChanged 44 SP:Iteration 148Q (269.167104 sec): 3 clusters Score: Raw -2197400.881454 + Penalty 3371.384634 = -2194029.496820 nChanged 41 SP:Iteration 149Q (269.225730 sec): 3 clusters Score: Raw -2197403.445656 + Penalty 3371.384634 = -2194032.061022 nChanged 42 SP:Iteration 150Q (269.284152 sec): 3 clusters Score: Raw -2197406.256395 + Penalty 3371.384634 = -2194034.871761 nChanged 50 SP:Iteration 151Q (269.342564 sec): 3 clusters Score: Raw -2197409.881935 + Penalty 3371.384634 = -2194038.497301 nChanged 43 SP:Iteration 152Q (269.401061 sec): 3 clusters Score: Raw -2197413.505912 + Penalty 3371.384634 = -2194042.121278 nChanged 56 SP:Iteration 153Q (269.459325 sec): 3 clusters Score: Raw -2197418.252832 + Penalty 3371.384634 = -2194046.868197 nChanged 59 SP:Iteration 154Q (269.517905 sec): 3 clusters Score: Raw -2197421.941020 + Penalty 3371.384634 = -2194050.556386 nChanged 48 SP:Iteration 155Q (269.576191 sec): 3 clusters Score: Raw -2197424.824291 + Penalty 3371.384634 = -2194053.439656 nChanged 48 SP:Iteration 156Q (269.634531 sec): 3 clusters Score: Raw -2197427.555152 + Penalty 3371.384634 = -2194056.170518 nChanged 47 SP:Iteration 157Q (269.692841 sec): 3 clusters Score: Raw -2197430.508277 + Penalty 3371.384634 = -2194059.123643 nChanged 47 SP:Iteration 158Q (269.751184 sec): 3 clusters Score: Raw -2197433.682673 + Penalty 3371.384634 = -2194062.298039 nChanged 51 SP:Iteration 159Q (269.809637 sec): 3 clusters Score: Raw -2197437.981828 + Penalty 3371.384634 = -2194066.597194 nChanged 56 SP:Iteration 160F (269.869077 sec): 3 clusters Score: Raw -2197441.539604 + Penalty 3371.384634 = -2194070.154970 nChanged 60 SP:Iteration 161Q (269.928153 sec): 3 clusters Score: Raw -2197446.066597 + Penalty 3371.384634 = -2194074.681963 nChanged 61 SP:Iteration 162Q (269.986492 sec): 3 clusters Score: Raw -2197450.188885 + Penalty 3371.384634 = -2194078.804251 nChanged 64 SP:Iteration 163Q (270.044687 sec): 3 clusters Score: Raw -2197454.779132 + Penalty 3371.384634 = -2194083.394498 nChanged 74 SP:Iteration 164Q (270.103319 sec): 3 clusters Score: Raw -2197461.032372 + Penalty 3371.384634 = -2194089.647738 nChanged 81 SP:Iteration 165Q (270.161559 sec): 3 clusters Score: Raw -2197468.463381 + Penalty 3371.384634 = -2194097.078747 nChanged 78 SP:Iteration 166Q (270.219935 sec): 3 clusters Score: Raw -2197473.960202 + Penalty 3371.384634 = -2194102.575568 nChanged 69 SP:Iteration 167Q (270.279361 sec): 3 clusters Score: Raw -2197479.012853 + Penalty 3371.384634 = -2194107.628219 nChanged 78 SP:Iteration 168Q (270.337530 sec): 3 clusters Score: Raw -2197485.846015 + Penalty 3371.384634 = -2194114.461381 nChanged 93 SP:Iteration 169Q (270.395733 sec): 3 clusters Score: Raw -2197494.886458 + Penalty 3371.384634 = -2194123.501824 nChanged 100 SP:Iteration 170Q (270.453766 sec): 3 clusters Score: Raw -2197504.656108 + Penalty 3371.384634 = -2194133.271474 nChanged 81 SP:Iteration 171Q (270.511714 sec): 3 clusters Score: Raw -2197513.511367 + Penalty 3371.384634 = -2194142.126733 nChanged 106 SP:Iteration 172Q (270.569737 sec): 3 clusters Score: Raw -2197525.589710 + Penalty 3371.384634 = -2194154.205076 nChanged 108 SP:Iteration 173Q (270.627661 sec): 3 clusters Score: Raw -2197538.779890 + Penalty 3371.384634 = -2194167.395256 nChanged 115 SP:Iteration 174Q (270.685801 sec): 3 clusters Score: Raw -2197554.029755 + Penalty 3371.384634 = -2194182.645121 nChanged 145 SP:Iteration 175Q (270.743412 sec): 3 clusters Score: Raw -2197577.872773 + Penalty 3371.384634 = -2194206.488139 nChanged 154 SP:Iteration 176Q (270.801512 sec): 3 clusters Score: Raw -2197604.947600 + Penalty 3371.384634 = -2194233.562966 nChanged 172 SP:Iteration 177Q (270.859102 sec): 3 clusters Score: Raw -2197634.609673 + Penalty 3371.384634 = -2194263.225039 nChanged 182 SP:Iteration 178Q (270.916617 sec): 3 clusters Score: Raw -2197665.060578 + Penalty 3371.384634 = -2194293.675944 nChanged 161 SP:Iteration 179Q (270.974219 sec): 3 clusters Score: Raw -2197690.267697 + Penalty 3371.384634 = -2194318.883062 nChanged 152 SP:Iteration 180F (271.033906 sec): 3 clusters Score: Raw -2197711.478339 + Penalty 3371.384634 = -2194340.093705 nChanged 141 SP:Iteration 181Q (271.092044 sec): 3 clusters Score: Raw -2197731.356999 + Penalty 3371.384634 = -2194359.972365 nChanged 142 SP:Iteration 182Q (271.149066 sec): 3 clusters Score: Raw -2197752.136293 + Penalty 3371.384634 = -2194380.751659 nChanged 140 SP:Iteration 183Q (271.206580 sec): 3 clusters Score: Raw -2197776.741460 + Penalty 3371.384634 = -2194405.356826 nChanged 167 SP:Iteration 184Q (271.263656 sec): 3 clusters Score: Raw -2197806.197589 + Penalty 3371.384634 = -2194434.812955 nChanged 170 SP:Iteration 185Q (271.320844 sec): 3 clusters Score: Raw -2197836.204293 + Penalty 3371.384634 = -2194464.819659 nChanged 155 SP:Iteration 186Q (271.377645 sec): 3 clusters Score: Raw -2197867.129231 + Penalty 3371.384634 = -2194495.744597 nChanged 182 SP:Iteration 187Q (271.453589 sec): 3 clusters Score: Raw -2197907.669499 + Penalty 3371.384634 = -2194536.284865 nChanged 192 SP:Iteration 188Q (271.509315 sec): 3 clusters Score: Raw -2197956.831641 + Penalty 3371.384634 = -2194585.447007 nChanged 190 SP:Iteration 189Q (271.565893 sec): 3 clusters Score: Raw -2198008.577342 + Penalty 3371.384634 = -2194637.192708 nChanged 181 SP:Iteration 190Q (271.622145 sec): 3 clusters Score: Raw -2198069.557502 + Penalty 3371.384634 = -2194698.172867 nChanged 195 SP:Iteration 191Q (271.678158 sec): 3 clusters Score: Raw -2198147.823835 + Penalty 3371.384634 = -2194776.439201 nChanged 206 SP:Iteration 192Q (271.733800 sec): 3 clusters Score: Raw -2198236.893062 + Penalty 3371.384634 = -2194865.508428 nChanged 231 SP:Iteration 193Q (271.789273 sec): 3 clusters Score: Raw -2198336.319023 + Penalty 3371.384634 = -2194964.934389 nChanged 231 SP:Iteration 194Q (271.844193 sec): 3 clusters Score: Raw -2198435.319131 + Penalty 3371.384634 = -2195063.934497 nChanged 234 SP:Iteration 195Q (271.899181 sec): 3 clusters Score: Raw -2198526.823659 + Penalty 3371.384634 = -2195155.439025 nChanged 223 SP:Iteration 196Q (271.953435 sec): 3 clusters Score: Raw -2198607.934684 + Penalty 3371.384634 = -2195236.550050 nChanged 203 SP:Iteration 197Q (272.007494 sec): 3 clusters Score: Raw -2198664.985805 + Penalty 3371.384634 = -2195293.601171 nChanged 173 SP:Iteration 198Q (272.061115 sec): 3 clusters Score: Raw -2198708.625707 + Penalty 3371.384634 = -2195337.241073 nChanged 141 SP:Iteration 199Q (272.115055 sec): 3 clusters Score: Raw -2198739.708794 + Penalty 3371.384634 = -2195368.324160 nChanged 111 SP:Iteration 200F (272.174966 sec): 3 clusters Score: Raw -2198759.865670 + Penalty 3371.384634 = -2195388.481036 nChanged 115 SP:Iteration 201Q (272.229178 sec): 3 clusters Score: Raw -2198780.580691 + Penalty 3371.384634 = -2195409.196057 nChanged 106 SP:Iteration 202Q (272.282329 sec): 3 clusters Score: Raw -2198799.853980 + Penalty 3371.384634 = -2195428.469346 nChanged 105 SP:Iteration 203Q (272.335760 sec): 3 clusters Score: Raw -2198819.335561 + Penalty 3371.384634 = -2195447.950927 nChanged 92 SP:Iteration 204Q (272.388850 sec): 3 clusters Score: Raw -2198834.376052 + Penalty 3371.384634 = -2195462.991418 nChanged 68 SP:Iteration 205Q (272.441773 sec): 3 clusters Score: Raw -2198844.417739 + Penalty 3371.384634 = -2195473.033105 nChanged 74 SP:Iteration 206Q (272.494908 sec): 3 clusters Score: Raw -2198855.337602 + Penalty 3371.384634 = -2195483.952968 nChanged 65 SP:Iteration 207Q (272.547773 sec): 3 clusters Score: Raw -2198862.388855 + Penalty 3371.384634 = -2195491.004221 nChanged 49 SP:Iteration 208Q (272.600916 sec): 3 clusters Score: Raw -2198867.913249 + Penalty 3371.384634 = -2195496.528615 nChanged 51 SP:Iteration 209Q (272.653531 sec): 3 clusters Score: Raw -2198873.845758 + Penalty 3371.384634 = -2195502.461124 nChanged 50 SP:Iteration 210Q (272.706265 sec): 3 clusters Score: Raw -2198880.465798 + Penalty 3371.384634 = -2195509.081164 nChanged 48 SP:Iteration 211Q (272.758882 sec): 3 clusters Score: Raw -2198886.480885 + Penalty 3371.384634 = -2195515.096251 nChanged 49 SP:Iteration 212Q (272.811344 sec): 3 clusters Score: Raw -2198892.214862 + Penalty 3371.384634 = -2195520.830228 nChanged 43 SP:Iteration 213Q (272.864046 sec): 3 clusters Score: Raw -2198896.533666 + Penalty 3371.384634 = -2195525.149031 nChanged 37 SP:Iteration 214Q (272.916400 sec): 3 clusters Score: Raw -2198900.041609 + Penalty 3371.384634 = -2195528.656975 nChanged 31 SP:Iteration 215Q (272.968874 sec): 3 clusters Score: Raw -2198903.125145 + Penalty 3371.384634 = -2195531.740511 nChanged 36 SP:Iteration 216Q (273.021304 sec): 3 clusters Score: Raw -2198907.420148 + Penalty 3371.384634 = -2195536.035514 nChanged 38 SP:Iteration 217Q (273.107103 sec): 3 clusters Score: Raw -2198912.626086 + Penalty 3371.384634 = -2195541.241452 nChanged 33 SP:Iteration 218Q (273.158242 sec): 3 clusters Score: Raw -2198916.175185 + Penalty 3371.384634 = -2195544.790551 nChanged 34 SP:Iteration 219Q (273.210248 sec): 3 clusters Score: Raw -2198920.027331 + Penalty 3371.384634 = -2195548.642696 nChanged 35 SP:Iteration 220F (273.270321 sec): 3 clusters Score: Raw -2198923.199197 + Penalty 3371.384634 = -2195551.814563 nChanged 35 SP:Iteration 221Q (273.323028 sec): 3 clusters Score: Raw -2198926.657709 + Penalty 3371.384634 = -2195555.273075 nChanged 27 SP:Iteration 222Q (273.375596 sec): 3 clusters Score: Raw -2198929.443582 + Penalty 3371.384634 = -2195558.058948 nChanged 34 SP:Iteration 223Q (273.427666 sec): 3 clusters Score: Raw -2198933.243284 + Penalty 3371.384634 = -2195561.858650 nChanged 24 SP:Iteration 224Q (273.479768 sec): 3 clusters Score: Raw -2198935.830905 + Penalty 3371.384634 = -2195564.446271 nChanged 26 SP:Iteration 225Q (273.531932 sec): 3 clusters Score: Raw -2198938.083468 + Penalty 3371.384634 = -2195566.698833 nChanged 19 SP:Iteration 226Q (273.584024 sec): 3 clusters Score: Raw -2198940.210681 + Penalty 3371.384634 = -2195568.826047 nChanged 22 SP:Iteration 227Q (273.636367 sec): 3 clusters Score: Raw -2198942.734967 + Penalty 3371.384634 = -2195571.350333 nChanged 12 SP:Iteration 228Q (273.688230 sec): 3 clusters Score: Raw -2198943.827539 + Penalty 3371.384634 = -2195572.442904 nChanged 7 SP:Iteration 229Q (273.740158 sec): 3 clusters Score: Raw -2198944.494155 + Penalty 3371.384634 = -2195573.109521 nChanged 8 SP:Iteration 230Q (273.792476 sec): 3 clusters Score: Raw -2198945.129922 + Penalty 3371.384634 = -2195573.745287 nChanged 8 SP:Iteration 231Q (273.844288 sec): 3 clusters Score: Raw -2198945.991524 + Penalty 3371.384634 = -2195574.606890 nChanged 5 SP:Iteration 232Q (273.896377 sec): 3 clusters Score: Raw -2198946.620073 + Penalty 3371.384634 = -2195575.235439 nChanged 6 SP:Iteration 233Q (273.948473 sec): 3 clusters Score: Raw -2198947.219983 + Penalty 3371.384634 = -2195575.835349 nChanged 9 SP:Iteration 234Q (274.000311 sec): 3 clusters Score: Raw -2198948.087525 + Penalty 3371.384634 = -2195576.702891 nChanged 9 SP:Iteration 235Q (274.052640 sec): 3 clusters Score: Raw -2198948.794243 + Penalty 3371.384634 = -2195577.409609 nChanged 5 SP:Iteration 236Q (274.104582 sec): 3 clusters Score: Raw -2198949.132407 + Penalty 3371.384634 = -2195577.747773 nChanged 6 SP:Iteration 237Q (274.156517 sec): 3 clusters Score: Raw -2198949.469901 + Penalty 3371.384634 = -2195578.085267 nChanged 4 SP:Iteration 238Q (274.208728 sec): 3 clusters Score: Raw -2198949.839727 + Penalty 3371.384634 = -2195578.455093 nChanged 6 SP:Iteration 239Q (274.260541 sec): 3 clusters Score: Raw -2198950.427606 + Penalty 3371.384634 = -2195579.042972 nChanged 6 SP:Iteration 240F (274.320621 sec): 3 clusters Score: Raw -2198950.816450 + Penalty 3371.384634 = -2195579.431816 nChanged 8 SP:Iteration 241Q (274.372984 sec): 3 clusters Score: Raw -2198951.514553 + Penalty 3371.384634 = -2195580.129919 nChanged 12 SP:Iteration 242Q (274.424870 sec): 3 clusters Score: Raw -2198952.543637 + Penalty 3371.384634 = -2195581.159002 nChanged 10 SP:Iteration 243Q (274.477029 sec): 3 clusters Score: Raw -2198953.754613 + Penalty 3371.384634 = -2195582.369979 nChanged 18 SP:Iteration 244Q (274.528757 sec): 3 clusters Score: Raw -2198956.023066 + Penalty 3371.384634 = -2195584.638432 nChanged 18 SP:Iteration 245Q (274.580827 sec): 3 clusters Score: Raw -2198958.025215 + Penalty 3371.384634 = -2195586.640581 nChanged 16 SP:Iteration 246Q (274.632846 sec): 3 clusters Score: Raw -2198959.638773 + Penalty 3371.384634 = -2195588.254139 nChanged 13 SP:Iteration 247Q (274.684637 sec): 3 clusters Score: Raw -2198961.063089 + Penalty 3371.384634 = -2195589.678455 nChanged 12 SP:Iteration 248Q (274.736550 sec): 3 clusters Score: Raw -2198962.269021 + Penalty 3371.384634 = -2195590.884387 nChanged 17 SP:Iteration 249Q (274.788362 sec): 3 clusters Score: Raw -2198964.058798 + Penalty 3371.384634 = -2195592.674164 nChanged 16 SP:Iteration 250Q (274.840045 sec): 3 clusters Score: Raw -2198966.163774 + Penalty 3371.384634 = -2195594.779140 nChanged 16 SP:Iteration 251Q (274.892162 sec): 3 clusters Score: Raw -2198968.081757 + Penalty 3371.384634 = -2195596.697123 nChanged 21 SP:Iteration 252Q (274.943733 sec): 3 clusters Score: Raw -2198970.809163 + Penalty 3371.384634 = -2195599.424528 nChanged 23 SP:Iteration 253Q (274.995480 sec): 3 clusters Score: Raw -2198973.587229 + Penalty 3371.384634 = -2195602.202594 nChanged 20 SP:Iteration 254Q (275.047431 sec): 3 clusters Score: Raw -2198975.727745 + Penalty 3371.384634 = -2195604.343111 nChanged 20 SP:Iteration 255Q (275.098970 sec): 3 clusters Score: Raw -2198977.958497 + Penalty 3371.384634 = -2195606.573863 nChanged 13 SP:Iteration 256Q (275.150681 sec): 3 clusters Score: Raw -2198978.971231 + Penalty 3371.384634 = -2195607.586597 nChanged 14 SP:Iteration 257Q (275.202396 sec): 3 clusters Score: Raw -2198981.096994 + Penalty 3371.384634 = -2195609.712360 nChanged 14 SP:Iteration 258Q (275.253833 sec): 3 clusters Score: Raw -2198983.336947 + Penalty 3371.384634 = -2195611.952313 nChanged 15 SP:Iteration 259Q (275.305708 sec): 3 clusters Score: Raw -2198984.939631 + Penalty 3371.384634 = -2195613.554997 nChanged 16 SP:Iteration 260F (275.399352 sec): 3 clusters Score: Raw -2198986.776595 + Penalty 3371.384634 = -2195615.391961 nChanged 25 SP:Iteration 261Q (275.450793 sec): 3 clusters Score: Raw -2198991.067667 + Penalty 3371.384634 = -2195619.683033 nChanged 22 SP:Iteration 262Q (275.502485 sec): 3 clusters Score: Raw -2198994.085233 + Penalty 3371.384634 = -2195622.700599 nChanged 22 SP:Iteration 263Q (275.554437 sec): 3 clusters Score: Raw -2198996.819219 + Penalty 3371.384634 = -2195625.434585 nChanged 20 SP:Iteration 264Q (275.605713 sec): 3 clusters Score: Raw -2198999.159393 + Penalty 3371.384634 = -2195627.774758 nChanged 22 SP:Iteration 265Q (275.657249 sec): 3 clusters Score: Raw -2199001.791296 + Penalty 3371.384634 = -2195630.406662 nChanged 22 SP:Iteration 266Q (275.708856 sec): 3 clusters Score: Raw -2199004.168231 + Penalty 3371.384634 = -2195632.783597 nChanged 20 SP:Iteration 267Q (275.760125 sec): 3 clusters Score: Raw -2199006.491560 + Penalty 3371.384634 = -2195635.106926 nChanged 25 SP:Iteration 268Q (275.811704 sec): 3 clusters Score: Raw -2199009.453175 + Penalty 3371.384634 = -2195638.068541 nChanged 26 SP:Iteration 269Q (275.863195 sec): 3 clusters Score: Raw -2199012.127316 + Penalty 3371.384634 = -2195640.742682 nChanged 19 SP:Iteration 270Q (275.914478 sec): 3 clusters Score: Raw -2199014.518724 + Penalty 3371.384634 = -2195643.134090 nChanged 18 SP:Iteration 271Q (275.965822 sec): 3 clusters Score: Raw -2199016.690208 + Penalty 3371.384634 = -2195645.305574 nChanged 14 SP:Iteration 272Q (276.017349 sec): 3 clusters Score: Raw -2199018.049437 + Penalty 3371.384634 = -2195646.664803 nChanged 18 SP:Iteration 273Q (276.068613 sec): 3 clusters Score: Raw -2199020.119965 + Penalty 3371.384634 = -2195648.735331 nChanged 8 SP:Iteration 274Q (276.119977 sec): 3 clusters Score: Raw -2199020.749759 + Penalty 3371.384634 = -2195649.365125 nChanged 6 SP:Iteration 275Q (276.171410 sec): 3 clusters Score: Raw -2199021.194399 + Penalty 3371.384634 = -2195649.809765 nChanged 6 SP:Iteration 276Q (276.222720 sec): 3 clusters Score: Raw -2199021.758854 + Penalty 3371.384634 = -2195650.374220 nChanged 6 SP:Iteration 277Q (276.274077 sec): 3 clusters Score: Raw -2199022.230700 + Penalty 3371.384634 = -2195650.846066 nChanged 5 SP:Iteration 278Q (276.325432 sec): 3 clusters Score: Raw -2199023.009647 + Penalty 3371.384634 = -2195651.625013 nChanged 8 SP:Iteration 279Q (276.376572 sec): 3 clusters Score: Raw -2199023.938712 + Penalty 3371.384634 = -2195652.554078 nChanged 4 SP:Iteration 280F (276.437166 sec): 3 clusters Score: Raw -2199024.175184 + Penalty 3371.384634 = -2195652.790550 nChanged 1 SP:Iteration 281Q (276.488535 sec): 3 clusters Score: Raw -2199024.210788 + Penalty 3371.384634 = -2195652.826154 nChanged 0 SP:Iteration 282F (276.548707 sec): 3 clusters Score: Raw -2199024.210788 + Penalty 3371.384634 = -2195652.826154 nChanged 0 Trying to split cluster 4 (3750 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (276.562466 sec): 2 clusters Score: Raw -255379.818620 + Penalty 1337.295557 = -254042.523063 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (276.581703 sec): 3 clusters Score: Raw -253538.060362 + Penalty 2674.591114 = -250863.469249 nChanged 1452 SP:Iteration 1F (276.599770 sec): 3 clusters Score: Raw -254342.991929 + Penalty 2674.591114 = -251668.400816 nChanged 268 SP:Iteration 2F (276.617680 sec): 3 clusters Score: Raw -254525.859515 + Penalty 2674.591114 = -251851.268402 nChanged 239 SP:Iteration 3F (276.635581 sec): 3 clusters Score: Raw -254696.851452 + Penalty 2674.591114 = -252022.260338 nChanged 204 SP:Iteration 4F (276.653651 sec): 3 clusters Score: Raw -254832.220034 + Penalty 2674.591114 = -252157.628921 nChanged 161 SP:Iteration 5Q (276.671744 sec): 3 clusters Score: Raw -254947.462968 + Penalty 2674.591114 = -252272.871854 nChanged 151 SP:Iteration 6Q (276.689626 sec): 3 clusters Score: Raw -255033.346605 + Penalty 2674.591114 = -252358.755492 nChanged 122 SP:Iteration 7Q (276.707710 sec): 3 clusters Score: Raw -255101.776909 + Penalty 2674.591114 = -252427.185795 nChanged 106 SP:Iteration 8Q (276.725708 sec): 3 clusters Score: Raw -255159.796586 + Penalty 2674.591114 = -252485.205472 nChanged 89 SP:Iteration 9Q (276.743708 sec): 3 clusters Score: Raw -255200.425278 + Penalty 2674.591114 = -252525.834165 nChanged 70 SP:Iteration 10Q (276.761524 sec): 3 clusters Score: Raw -255230.998493 + Penalty 2674.591114 = -252556.407379 nChanged 58 SP:Iteration 11Q (276.779524 sec): 3 clusters Score: Raw -255253.122344 + Penalty 2674.591114 = -252578.531230 nChanged 41 SP:Iteration 12Q (276.797495 sec): 3 clusters Score: Raw -255268.093606 + Penalty 2674.591114 = -252593.502492 nChanged 36 SP:Iteration 13Q (276.815358 sec): 3 clusters Score: Raw -255281.306177 + Penalty 2674.591114 = -252606.715064 nChanged 33 SP:Iteration 14Q (276.833323 sec): 3 clusters Score: Raw -255293.879688 + Penalty 2674.591114 = -252619.288574 nChanged 27 SP:Iteration 15Q (276.851116 sec): 3 clusters Score: Raw -255302.773590 + Penalty 2674.591114 = -252628.182476 nChanged 21 SP:Iteration 16Q (276.869082 sec): 3 clusters Score: Raw -255309.486575 + Penalty 2674.591114 = -252634.895462 nChanged 21 SP:Iteration 17Q (276.887050 sec): 3 clusters Score: Raw -255316.229590 + Penalty 2674.591114 = -252641.638477 nChanged 24 SP:Iteration 18Q (276.905049 sec): 3 clusters Score: Raw -255323.876713 + Penalty 2674.591114 = -252649.285599 nChanged 17 SP:Iteration 19Q (276.923010 sec): 3 clusters Score: Raw -255329.695707 + Penalty 2674.591114 = -252655.104593 nChanged 18 SP:Iteration 20F (276.940881 sec): 3 clusters Score: Raw -255334.943877 + Penalty 2674.591114 = -252660.352763 nChanged 21 SP:Iteration 21Q (276.958870 sec): 3 clusters Score: Raw -255342.406577 + Penalty 2674.591114 = -252667.815464 nChanged 14 SP:Iteration 22Q (276.976836 sec): 3 clusters Score: Raw -255345.916842 + Penalty 2674.591114 = -252671.325728 nChanged 12 SP:Iteration 23Q (276.994826 sec): 3 clusters Score: Raw -255350.211318 + Penalty 2674.591114 = -252675.620204 nChanged 13 SP:Iteration 24Q (277.012774 sec): 3 clusters Score: Raw -255354.347783 + Penalty 2674.591114 = -252679.756670 nChanged 13 SP:Iteration 25Q (277.030567 sec): 3 clusters Score: Raw -255358.341812 + Penalty 2674.591114 = -252683.750698 nChanged 16 SP:Iteration 26Q (277.048511 sec): 3 clusters Score: Raw -255365.127597 + Penalty 2674.591114 = -252690.536484 nChanged 26 SP:Iteration 27Q (277.066518 sec): 3 clusters Score: Raw -255376.154564 + Penalty 2674.591114 = -252701.563450 nChanged 26 SP:Iteration 28Q (277.084420 sec): 3 clusters Score: Raw -255386.631013 + Penalty 2674.591114 = -252712.039900 nChanged 28 SP:Iteration 29Q (277.102361 sec): 3 clusters Score: Raw -255395.698797 + Penalty 2674.591114 = -252721.107684 nChanged 18 SP:Iteration 30Q (277.120260 sec): 3 clusters Score: Raw -255401.658949 + Penalty 2674.591114 = -252727.067835 nChanged 15 SP:Iteration 31Q (277.137946 sec): 3 clusters Score: Raw -255408.182778 + Penalty 2674.591114 = -252733.591665 nChanged 24 SP:Iteration 32Q (277.155843 sec): 3 clusters Score: Raw -255420.696647 + Penalty 2674.591114 = -252746.105534 nChanged 33 SP:Iteration 33Q (277.173515 sec): 3 clusters Score: Raw -255438.603647 + Penalty 2674.591114 = -252764.012534 nChanged 42 SP:Iteration 34Q (277.191185 sec): 3 clusters Score: Raw -255465.016580 + Penalty 2674.591114 = -252790.425467 nChanged 48 SP:Iteration 35Q (277.208972 sec): 3 clusters Score: Raw -255500.110755 + Penalty 2674.591114 = -252825.519642 nChanged 52 SP:Iteration 36Q (277.226758 sec): 3 clusters Score: Raw -255538.196485 + Penalty 2674.591114 = -252863.605372 nChanged 53 SP:Iteration 37Q (277.244421 sec): 3 clusters Score: Raw -255591.524812 + Penalty 2674.591114 = -252916.933698 nChanged 95 SP:Iteration 38Q (277.262045 sec): 3 clusters Score: Raw -255697.352203 + Penalty 2674.591114 = -253022.761089 nChanged 131 SP:Iteration 39Q (277.279596 sec): 3 clusters Score: Raw -255837.700295 + Penalty 2674.591114 = -253163.109181 nChanged 132 SP:Iteration 40F (277.297555 sec): 3 clusters Score: Raw -255992.737089 + Penalty 2674.591114 = -253318.145975 nChanged 120 SP:Iteration 41Q (277.314876 sec): 3 clusters Score: Raw -256139.677219 + Penalty 2674.591114 = -253465.086106 nChanged 100 SP:Iteration 42Q (277.332096 sec): 3 clusters Score: Raw -256247.199344 + Penalty 2674.591114 = -253572.608230 nChanged 72 SP:Iteration 43Q (277.349279 sec): 3 clusters Score: Raw -256303.054870 + Penalty 2674.591114 = -253628.463756 nChanged 44 SP:Iteration 44Q (277.366357 sec): 3 clusters Score: Raw -256325.653151 + Penalty 2674.591114 = -253651.062037 nChanged 22 SP:Iteration 45Q (277.383428 sec): 3 clusters Score: Raw -256333.956419 + Penalty 2674.591114 = -253659.365305 nChanged 8 SP:Iteration 46Q (277.400438 sec): 3 clusters Score: Raw -256336.354026 + Penalty 2674.591114 = -253661.762912 nChanged 6 SP:Iteration 47Q (277.417516 sec): 3 clusters Score: Raw -256338.501273 + Penalty 2674.591114 = -253663.910159 nChanged 6 SP:Iteration 48Q (277.434521 sec): 3 clusters Score: Raw -256340.488424 + Penalty 2674.591114 = -253665.897311 nChanged 5 SP:Iteration 49Q (277.451572 sec): 3 clusters Score: Raw -256342.145014 + Penalty 2674.591114 = -253667.553901 nChanged 3 SP:Iteration 50Q (277.468593 sec): 3 clusters Score: Raw -256343.042621 + Penalty 2674.591114 = -253668.451508 nChanged 5 SP:Iteration 51Q (277.485661 sec): 3 clusters Score: Raw -256344.359676 + Penalty 2674.591114 = -253669.768563 nChanged 2 SP:Iteration 52Q (277.502668 sec): 3 clusters Score: Raw -256344.712004 + Penalty 2674.591114 = -253670.120890 nChanged 1 SP:Iteration 53Q (277.519505 sec): 3 clusters Score: Raw -256344.865287 + Penalty 2674.591114 = -253670.274173 nChanged 0 SP:Iteration 54F (277.537459 sec): 3 clusters Score: Raw -256344.865287 + Penalty 2674.591114 = -253670.274173 nChanged 0 Trying to split cluster 5 (46230 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (277.603523 sec): 2 clusters Score: Raw -3080372.998906 + Penalty 1745.474935 = -3078627.523971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (277.689294 sec): 3 clusters Score: Raw -3051052.675682 + Penalty 3490.949871 = -3047561.725811 nChanged 21736 SP:Iteration 1F (277.768485 sec): 3 clusters Score: Raw -3063991.908513 + Penalty 3490.949871 = -3060500.958642 nChanged 2582 SP:Iteration 2F (277.847611 sec): 3 clusters Score: Raw -3065264.840539 + Penalty 3490.949871 = -3061773.890669 nChanged 2939 SP:Iteration 3F (277.926530 sec): 3 clusters Score: Raw -3066966.934687 + Penalty 3490.949871 = -3063475.984817 nChanged 3261 SP:Iteration 4F (278.005330 sec): 3 clusters Score: Raw -3069077.498027 + Penalty 3490.949871 = -3065586.548157 nChanged 3304 SP:Iteration 5F (278.084147 sec): 3 clusters Score: Raw -3071354.089940 + Penalty 3490.949871 = -3067863.140069 nChanged 3061 SP:Iteration 6F (278.163277 sec): 3 clusters Score: Raw -3073474.866121 + Penalty 3490.949871 = -3069983.916251 nChanged 2515 SP:Iteration 7F (278.242414 sec): 3 clusters Score: Raw -3075158.421030 + Penalty 3490.949871 = -3071667.471159 nChanged 1994 SP:Iteration 8Q (278.325478 sec): 3 clusters Score: Raw -3076450.162647 + Penalty 3490.949871 = -3072959.212777 nChanged 1497 SP:Iteration 9Q (278.406500 sec): 3 clusters Score: Raw -3077392.955223 + Penalty 3490.949871 = -3073902.005352 nChanged 1215 SP:Iteration 10Q (278.485350 sec): 3 clusters Score: Raw -3078173.433213 + Penalty 3490.949871 = -3074682.483343 nChanged 1016 SP:Iteration 11Q (278.562084 sec): 3 clusters Score: Raw -3078872.960916 + Penalty 3490.949871 = -3075382.011045 nChanged 835 SP:Iteration 12Q (278.635942 sec): 3 clusters Score: Raw -3079390.225603 + Penalty 3490.949871 = -3075899.275732 nChanged 613 SP:Iteration 13Q (278.707648 sec): 3 clusters Score: Raw -3079750.757764 + Penalty 3490.949871 = -3076259.807894 nChanged 479 SP:Iteration 14Q (278.777855 sec): 3 clusters Score: Raw -3080014.253578 + Penalty 3490.949871 = -3076523.303707 nChanged 372 SP:Iteration 15Q (278.846456 sec): 3 clusters Score: Raw -3080211.230699 + Penalty 3490.949871 = -3076720.280829 nChanged 322 SP:Iteration 16Q (278.914081 sec): 3 clusters Score: Raw -3080390.863820 + Penalty 3490.949871 = -3076899.913949 nChanged 276 SP:Iteration 17Q (278.980989 sec): 3 clusters Score: Raw -3080561.028723 + Penalty 3490.949871 = -3077070.078852 nChanged 231 SP:Iteration 18Q (279.047067 sec): 3 clusters Score: Raw -3080719.273446 + Penalty 3490.949871 = -3077228.323575 nChanged 190 SP:Iteration 19Q (279.112666 sec): 3 clusters Score: Raw -3080858.266746 + Penalty 3490.949871 = -3077367.316875 nChanged 150 SP:Iteration 20F (279.191895 sec): 3 clusters Score: Raw -3080968.841180 + Penalty 3490.949871 = -3077477.891310 nChanged 109 SP:Iteration 21Q (279.255513 sec): 3 clusters Score: Raw -3081042.095601 + Penalty 3490.949871 = -3077551.145731 nChanged 97 SP:Iteration 22Q (279.318968 sec): 3 clusters Score: Raw -3081107.754799 + Penalty 3490.949871 = -3077616.804928 nChanged 74 SP:Iteration 23Q (279.382115 sec): 3 clusters Score: Raw -3081160.973977 + Penalty 3490.949871 = -3077670.024106 nChanged 63 SP:Iteration 24Q (279.445447 sec): 3 clusters Score: Raw -3081206.867027 + Penalty 3490.949871 = -3077715.917156 nChanged 58 SP:Iteration 25Q (279.508566 sec): 3 clusters Score: Raw -3081247.439194 + Penalty 3490.949871 = -3077756.489323 nChanged 76 SP:Iteration 26Q (279.584489 sec): 3 clusters Score: Raw -3081292.472451 + Penalty 3490.949871 = -3077801.522581 nChanged 56 SP:Iteration 27Q (279.645419 sec): 3 clusters Score: Raw -3081317.572781 + Penalty 3490.949871 = -3077826.622911 nChanged 36 SP:Iteration 28Q (279.708053 sec): 3 clusters Score: Raw -3081330.430765 + Penalty 3490.949871 = -3077839.480894 nChanged 22 SP:Iteration 29Q (279.771157 sec): 3 clusters Score: Raw -3081335.295904 + Penalty 3490.949871 = -3077844.346033 nChanged 10 SP:Iteration 30Q (279.833253 sec): 3 clusters Score: Raw -3081337.340365 + Penalty 3490.949871 = -3077846.390495 nChanged 8 SP:Iteration 31Q (279.896106 sec): 3 clusters Score: Raw -3081339.280095 + Penalty 3490.949871 = -3077848.330225 nChanged 10 SP:Iteration 32Q (279.993379 sec): 3 clusters Score: Raw -3081341.369779 + Penalty 3490.949871 = -3077850.419908 nChanged 9 SP:Iteration 33Q (280.057456 sec): 3 clusters Score: Raw -3081344.103540 + Penalty 3490.949871 = -3077853.153669 nChanged 13 SP:Iteration 34Q (280.120470 sec): 3 clusters Score: Raw -3081347.475046 + Penalty 3490.949871 = -3077856.525176 nChanged 7 SP:Iteration 35Q (280.182768 sec): 3 clusters Score: Raw -3081349.045217 + Penalty 3490.949871 = -3077858.095346 nChanged 3 SP:Iteration 36Q (280.245404 sec): 3 clusters Score: Raw -3081350.083031 + Penalty 3490.949871 = -3077859.133161 nChanged 4 SP:Iteration 37Q (280.308599 sec): 3 clusters Score: Raw -3081351.031472 + Penalty 3490.949871 = -3077860.081601 nChanged 4 SP:Iteration 38Q (280.370864 sec): 3 clusters Score: Raw -3081351.808415 + Penalty 3490.949871 = -3077860.858545 nChanged 3 SP:Iteration 39Q (280.433526 sec): 3 clusters Score: Raw -3081352.561559 + Penalty 3490.949871 = -3077861.611688 nChanged 1 SP:Iteration 40F (280.512933 sec): 3 clusters Score: Raw -3081352.793151 + Penalty 3490.949871 = -3077861.843280 nChanged 3 SP:Iteration 41Q (280.574750 sec): 3 clusters Score: Raw -3081353.430235 + Penalty 3490.949871 = -3077862.480364 nChanged 2 SP:Iteration 42Q (280.637531 sec): 3 clusters Score: Raw -3081353.642628 + Penalty 3490.949871 = -3077862.692757 nChanged 1 SP:Iteration 43Q (280.700223 sec): 3 clusters Score: Raw -3081353.844467 + Penalty 3490.949871 = -3077862.894596 nChanged 3 SP:Iteration 44Q (280.762980 sec): 3 clusters Score: Raw -3081354.486053 + Penalty 3490.949871 = -3077863.536182 nChanged 1 SP:Iteration 45Q (280.826311 sec): 3 clusters Score: Raw -3081354.818812 + Penalty 3490.949871 = -3077863.868942 nChanged 4 SP:Iteration 46Q (280.888886 sec): 3 clusters Score: Raw -3081355.441369 + Penalty 3490.949871 = -3077864.491499 nChanged 1 SP:Iteration 47Q (280.951797 sec): 3 clusters Score: Raw -3081355.665937 + Penalty 3490.949871 = -3077864.716067 nChanged 0 SP:Iteration 48F (281.031098 sec): 3 clusters Score: Raw -3081355.665937 + Penalty 3490.949871 = -3077864.716067 nChanged 0 Trying to split cluster 6 (2160 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (281.039021 sec): 2 clusters Score: Raw -123212.544910 + Penalty 1247.652819 = -121964.892091 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (281.050600 sec): 3 clusters Score: Raw -122259.680137 + Penalty 2495.305638 = -119764.374500 nChanged 801 SP:Iteration 1F (281.061385 sec): 3 clusters Score: Raw -122833.615202 + Penalty 2495.305638 = -120338.309564 nChanged 211 SP:Iteration 2F (281.072019 sec): 3 clusters Score: Raw -123090.740177 + Penalty 2495.305638 = -120595.434539 nChanged 158 SP:Iteration 3F (281.082771 sec): 3 clusters Score: Raw -123264.569224 + Penalty 2495.305638 = -120769.263586 nChanged 119 SP:Iteration 4F (281.093516 sec): 3 clusters Score: Raw -123389.300680 + Penalty 2495.305638 = -120893.995042 nChanged 94 SP:Iteration 5Q (281.104168 sec): 3 clusters Score: Raw -123484.984983 + Penalty 2495.305638 = -120989.679345 nChanged 83 SP:Iteration 6Q (281.114827 sec): 3 clusters Score: Raw -123577.392267 + Penalty 2495.305638 = -121082.086629 nChanged 85 SP:Iteration 7Q (281.125400 sec): 3 clusters Score: Raw -123704.924747 + Penalty 2495.305638 = -121209.619110 nChanged 78 SP:Iteration 8Q (281.135877 sec): 3 clusters Score: Raw -123804.663860 + Penalty 2495.305638 = -121309.358222 nChanged 60 SP:Iteration 9Q (281.146317 sec): 3 clusters Score: Raw -123857.812394 + Penalty 2495.305638 = -121362.506756 nChanged 43 SP:Iteration 10Q (281.156708 sec): 3 clusters Score: Raw -123899.965513 + Penalty 2495.305638 = -121404.659875 nChanged 44 SP:Iteration 11Q (281.167077 sec): 3 clusters Score: Raw -123942.776366 + Penalty 2495.305638 = -121447.470728 nChanged 52 SP:Iteration 12Q (281.177455 sec): 3 clusters Score: Raw -123991.618329 + Penalty 2495.305638 = -121496.312691 nChanged 50 SP:Iteration 13Q (281.187706 sec): 3 clusters Score: Raw -124047.182439 + Penalty 2495.305638 = -121551.876801 nChanged 63 SP:Iteration 14Q (281.198018 sec): 3 clusters Score: Raw -124121.641817 + Penalty 2495.305638 = -121626.336179 nChanged 51 SP:Iteration 15Q (281.208382 sec): 3 clusters Score: Raw -124177.033465 + Penalty 2495.305638 = -121681.727828 nChanged 46 SP:Iteration 16Q (281.218655 sec): 3 clusters Score: Raw -124215.655069 + Penalty 2495.305638 = -121720.349432 nChanged 38 SP:Iteration 17Q (281.228892 sec): 3 clusters Score: Raw -124252.377071 + Penalty 2495.305638 = -121757.071433 nChanged 43 SP:Iteration 18Q (281.239135 sec): 3 clusters Score: Raw -124300.955293 + Penalty 2495.305638 = -121805.649655 nChanged 41 SP:Iteration 19Q (281.249243 sec): 3 clusters Score: Raw -124336.193796 + Penalty 2495.305638 = -121840.888158 nChanged 33 SP:Iteration 20F (281.260007 sec): 3 clusters Score: Raw -124361.813282 + Penalty 2495.305638 = -121866.507644 nChanged 28 SP:Iteration 21Q (281.270181 sec): 3 clusters Score: Raw -124386.072993 + Penalty 2495.305638 = -121890.767356 nChanged 32 SP:Iteration 22Q (281.280223 sec): 3 clusters Score: Raw -124413.115706 + Penalty 2495.305638 = -121917.810068 nChanged 37 SP:Iteration 23Q (281.290375 sec): 3 clusters Score: Raw -124447.529624 + Penalty 2495.305638 = -121952.223987 nChanged 42 SP:Iteration 24Q (281.300368 sec): 3 clusters Score: Raw -124490.434047 + Penalty 2495.305638 = -121995.128409 nChanged 45 SP:Iteration 25Q (281.310449 sec): 3 clusters Score: Raw -124553.988816 + Penalty 2495.305638 = -122058.683179 nChanged 52 SP:Iteration 26Q (281.320475 sec): 3 clusters Score: Raw -124642.707057 + Penalty 2495.305638 = -122147.401419 nChanged 64 SP:Iteration 27Q (281.330443 sec): 3 clusters Score: Raw -124772.644958 + Penalty 2495.305638 = -122277.339321 nChanged 43 SP:Iteration 28Q (281.340414 sec): 3 clusters Score: Raw -124845.396266 + Penalty 2495.305638 = -122350.090629 nChanged 16 SP:Iteration 29Q (281.350302 sec): 3 clusters Score: Raw -124868.100758 + Penalty 2495.305638 = -122372.795120 nChanged 14 SP:Iteration 30Q (281.360151 sec): 3 clusters Score: Raw -124889.149923 + Penalty 2495.305638 = -122393.844285 nChanged 8 SP:Iteration 31Q (281.370016 sec): 3 clusters Score: Raw -124895.679738 + Penalty 2495.305638 = -122400.374100 nChanged 4 SP:Iteration 32Q (281.379849 sec): 3 clusters Score: Raw -124900.635132 + Penalty 2495.305638 = -122405.329494 nChanged 4 SP:Iteration 33Q (281.389668 sec): 3 clusters Score: Raw -124903.727176 + Penalty 2495.305638 = -122408.421538 nChanged 0 SP:Iteration 34F (281.400321 sec): 3 clusters Score: Raw -124903.727176 + Penalty 2495.305638 = -122408.421538 nChanged 0 Score: Raw -22928946.078308 + Penalty 60245.656317 = -22868700.421991 Splitting cluster 6 changes total score from -22869035.682238 to -22868700.421991 So it's not getting split. Trying to split cluster 7 (487 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.469141 sec): 2 clusters Score: Raw -27810.624287 + Penalty 1005.592920 = -26805.031367 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.472346 sec): 3 clusters Score: Raw -27760.237193 + Penalty 2011.185840 = -25749.051353 nChanged 114 SP:Iteration 1F (287.475307 sec): 3 clusters Score: Raw -27919.185884 + Penalty 2011.185840 = -25908.000044 nChanged 22 SP:Iteration 2Q (287.478262 sec): 3 clusters Score: Raw -27949.467540 + Penalty 2011.185840 = -25938.281700 nChanged 9 SP:Iteration 3Q (287.481168 sec): 3 clusters Score: Raw -27963.705647 + Penalty 2011.185840 = -25952.519807 nChanged 3 SP:Iteration 4Q (287.484075 sec): 3 clusters Score: Raw -27967.641248 + Penalty 2011.185840 = -25956.455408 nChanged 3 SP:Iteration 5Q (287.486991 sec): 3 clusters Score: Raw -27972.235748 + Penalty 2011.185840 = -25961.049908 nChanged 2 SP:Iteration 6Q (287.489896 sec): 3 clusters Score: Raw -27980.106042 + Penalty 2011.185840 = -25968.920202 nChanged 6 SP:Iteration 7Q (287.492798 sec): 3 clusters Score: Raw -27990.555118 + Penalty 2011.185840 = -25979.369278 nChanged 2 SP:Iteration 8Q (287.495690 sec): 3 clusters Score: Raw -27994.520771 + Penalty 2011.185840 = -25983.334931 nChanged 4 SP:Iteration 9Q (287.498580 sec): 3 clusters Score: Raw -28000.565667 + Penalty 2011.185840 = -25989.379827 nChanged 1 SP:Iteration 10Q (287.501473 sec): 3 clusters Score: Raw -28001.586435 + Penalty 2011.185840 = -25990.400595 nChanged 0 SP:Iteration 11F (287.504393 sec): 3 clusters Score: Raw -28001.586435 + Penalty 2011.185840 = -25990.400595 nChanged 0 Trying to split cluster 8 (2338 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.520521 sec): 2 clusters Score: Raw -137332.363329 + Penalty 1260.520811 = -136071.842519 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.532891 sec): 3 clusters Score: Raw -136299.204444 + Penalty 2521.041621 = -133778.162823 nChanged 860 SP:Iteration 1F (287.544409 sec): 3 clusters Score: Raw -136831.956195 + Penalty 2521.041621 = -134310.914573 nChanged 189 SP:Iteration 2F (287.556039 sec): 3 clusters Score: Raw -136965.617816 + Penalty 2521.041621 = -134444.576195 nChanged 134 SP:Iteration 3F (287.567619 sec): 3 clusters Score: Raw -137079.618294 + Penalty 2521.041621 = -134558.576673 nChanged 122 SP:Iteration 4F (287.579217 sec): 3 clusters Score: Raw -137204.333915 + Penalty 2521.041621 = -134683.292293 nChanged 109 SP:Iteration 5Q (287.590774 sec): 3 clusters Score: Raw -137282.773817 + Penalty 2521.041621 = -134761.732196 nChanged 86 SP:Iteration 6Q (287.602158 sec): 3 clusters Score: Raw -137347.668745 + Penalty 2521.041621 = -134826.627124 nChanged 83 SP:Iteration 7Q (287.613456 sec): 3 clusters Score: Raw -137423.548678 + Penalty 2521.041621 = -134902.507057 nChanged 93 SP:Iteration 8Q (287.624810 sec): 3 clusters Score: Raw -137498.817747 + Penalty 2521.041621 = -134977.776126 nChanged 81 SP:Iteration 9Q (287.636301 sec): 3 clusters Score: Raw -137571.676959 + Penalty 2521.041621 = -135050.635337 nChanged 64 SP:Iteration 10Q (287.647764 sec): 3 clusters Score: Raw -137630.129883 + Penalty 2521.041621 = -135109.088262 nChanged 65 SP:Iteration 11Q (287.659076 sec): 3 clusters Score: Raw -137677.227340 + Penalty 2521.041621 = -135156.185719 nChanged 57 SP:Iteration 12Q (287.670529 sec): 3 clusters Score: Raw -137720.797905 + Penalty 2521.041621 = -135199.756284 nChanged 49 SP:Iteration 13Q (287.681924 sec): 3 clusters Score: Raw -137752.755030 + Penalty 2521.041621 = -135231.713409 nChanged 19 SP:Iteration 14Q (287.693185 sec): 3 clusters Score: Raw -137764.354429 + Penalty 2521.041621 = -135243.312808 nChanged 14 SP:Iteration 15Q (287.704581 sec): 3 clusters Score: Raw -137771.536390 + Penalty 2521.041621 = -135250.494769 nChanged 13 SP:Iteration 16Q (287.715931 sec): 3 clusters Score: Raw -137779.962893 + Penalty 2521.041621 = -135258.921272 nChanged 15 SP:Iteration 17Q (287.727271 sec): 3 clusters Score: Raw -137789.476820 + Penalty 2521.041621 = -135268.435199 nChanged 17 SP:Iteration 18Q (287.738504 sec): 3 clusters Score: Raw -137798.991565 + Penalty 2521.041621 = -135277.949944 nChanged 11 SP:Iteration 19Q (287.749849 sec): 3 clusters Score: Raw -137805.547875 + Penalty 2521.041621 = -135284.506254 nChanged 8 SP:Iteration 20F (287.761259 sec): 3 clusters Score: Raw -137808.071067 + Penalty 2521.041621 = -135287.029446 nChanged 2 SP:Iteration 21Q (287.772571 sec): 3 clusters Score: Raw -137810.005378 + Penalty 2521.041621 = -135288.963757 nChanged 5 SP:Iteration 22Q (287.783880 sec): 3 clusters Score: Raw -137811.791824 + Penalty 2521.041621 = -135290.750203 nChanged 5 SP:Iteration 23Q (287.795238 sec): 3 clusters Score: Raw -137813.144507 + Penalty 2521.041621 = -135292.102886 nChanged 0 SP:Iteration 24F (287.806639 sec): 3 clusters Score: Raw -137813.144507 + Penalty 2521.041621 = -135292.102886 nChanged 0 Trying to split cluster 9 (4376 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (287.825052 sec): 2 clusters Score: Raw -270609.022569 + Penalty 1362.382181 = -269246.640388 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (287.845793 sec): 3 clusters Score: Raw -268464.717233 + Penalty 2724.764362 = -265739.952871 nChanged 1698 SP:Iteration 1F (287.866103 sec): 3 clusters Score: Raw -269469.682987 + Penalty 2724.764362 = -266744.918625 nChanged 328 SP:Iteration 2F (287.886577 sec): 3 clusters Score: Raw -269681.539159 + Penalty 2724.764362 = -266956.774798 nChanged 258 SP:Iteration 3F (287.906869 sec): 3 clusters Score: Raw -269849.776820 + Penalty 2724.764362 = -267125.012458 nChanged 215 SP:Iteration 4Q (287.926918 sec): 3 clusters Score: Raw -269992.459563 + Penalty 2724.764362 = -267267.695201 nChanged 175 SP:Iteration 5Q (287.947245 sec): 3 clusters Score: Raw -270107.668026 + Penalty 2724.764362 = -267382.903664 nChanged 160 SP:Iteration 6Q (287.967471 sec): 3 clusters Score: Raw -270213.485862 + Penalty 2724.764362 = -267488.721500 nChanged 162 SP:Iteration 7Q (287.987538 sec): 3 clusters Score: Raw -270329.023531 + Penalty 2724.764362 = -267604.259169 nChanged 158 SP:Iteration 8Q (288.007880 sec): 3 clusters Score: Raw -270457.944792 + Penalty 2724.764362 = -267733.180431 nChanged 156 SP:Iteration 9Q (288.027794 sec): 3 clusters Score: Raw -270575.165291 + Penalty 2724.764362 = -267850.400929 nChanged 143 SP:Iteration 10Q (288.047492 sec): 3 clusters Score: Raw -270700.810239 + Penalty 2724.764362 = -267976.045877 nChanged 147 SP:Iteration 11Q (288.067462 sec): 3 clusters Score: Raw -270816.303174 + Penalty 2724.764362 = -268091.538812 nChanged 125 SP:Iteration 12Q (288.087321 sec): 3 clusters Score: Raw -270906.324392 + Penalty 2724.764362 = -268181.560030 nChanged 102 SP:Iteration 13Q (288.107093 sec): 3 clusters Score: Raw -270981.597755 + Penalty 2724.764362 = -268256.833393 nChanged 97 SP:Iteration 14Q (288.126663 sec): 3 clusters Score: Raw -271058.656319 + Penalty 2724.764362 = -268333.891957 nChanged 74 SP:Iteration 15Q (288.146309 sec): 3 clusters Score: Raw -271121.582030 + Penalty 2724.764362 = -268396.817668 nChanged 86 SP:Iteration 16Q (288.165817 sec): 3 clusters Score: Raw -271195.051393 + Penalty 2724.764362 = -268470.287031 nChanged 74 SP:Iteration 17Q (288.185359 sec): 3 clusters Score: Raw -271268.650497 + Penalty 2724.764362 = -268543.886135 nChanged 90 SP:Iteration 18Q (288.204969 sec): 3 clusters Score: Raw -271365.521409 + Penalty 2724.764362 = -268640.757047 nChanged 101 SP:Iteration 19Q (288.224288 sec): 3 clusters Score: Raw -271489.013954 + Penalty 2724.764362 = -268764.249593 nChanged 107 SP:Iteration 20F (288.244450 sec): 3 clusters Score: Raw -271614.914147 + Penalty 2724.764362 = -268890.149785 nChanged 94 SP:Iteration 21Q (288.263517 sec): 3 clusters Score: Raw -271700.431923 + Penalty 2724.764362 = -268975.667561 nChanged 66 SP:Iteration 22Q (288.282691 sec): 3 clusters Score: Raw -271742.057640 + Penalty 2724.764362 = -269017.293278 nChanged 40 SP:Iteration 23Q (288.302049 sec): 3 clusters Score: Raw -271762.601653 + Penalty 2724.764362 = -269037.837291 nChanged 21 SP:Iteration 24Q (288.321052 sec): 3 clusters Score: Raw -271774.027018 + Penalty 2724.764362 = -269049.262656 nChanged 19 SP:Iteration 25Q (288.340181 sec): 3 clusters Score: Raw -271784.702958 + Penalty 2724.764362 = -269059.938597 nChanged 14 SP:Iteration 26Q (288.359239 sec): 3 clusters Score: Raw -271793.471521 + Penalty 2724.764362 = -269068.707159 nChanged 8 SP:Iteration 27Q (288.378258 sec): 3 clusters Score: Raw -271798.120684 + Penalty 2724.764362 = -269073.356322 nChanged 10 SP:Iteration 28Q (288.397363 sec): 3 clusters Score: Raw -271803.493721 + Penalty 2724.764362 = -269078.729360 nChanged 14 SP:Iteration 29Q (288.416232 sec): 3 clusters Score: Raw -271815.890193 + Penalty 2724.764362 = -269091.125831 nChanged 14 SP:Iteration 30Q (288.435256 sec): 3 clusters Score: Raw -271824.981409 + Penalty 2724.764362 = -269100.217048 nChanged 10 SP:Iteration 31Q (288.454440 sec): 3 clusters Score: Raw -271829.139419 + Penalty 2724.764362 = -269104.375057 nChanged 7 SP:Iteration 32Q (288.473562 sec): 3 clusters Score: Raw -271832.360403 + Penalty 2724.764362 = -269107.596042 nChanged 12 SP:Iteration 33Q (288.492574 sec): 3 clusters Score: Raw -271839.344706 + Penalty 2724.764362 = -269114.580344 nChanged 13 SP:Iteration 34Q (288.511468 sec): 3 clusters Score: Raw -271845.953840 + Penalty 2724.764362 = -269121.189478 nChanged 13 SP:Iteration 35Q (288.530352 sec): 3 clusters Score: Raw -271850.181558 + Penalty 2724.764362 = -269125.417196 nChanged 8 SP:Iteration 36Q (288.549380 sec): 3 clusters Score: Raw -271853.371839 + Penalty 2724.764362 = -269128.607477 nChanged 4 SP:Iteration 37Q (288.568140 sec): 3 clusters Score: Raw -271854.610401 + Penalty 2724.764362 = -269129.846039 nChanged 2 SP:Iteration 38Q (288.586931 sec): 3 clusters Score: Raw -271855.170577 + Penalty 2724.764362 = -269130.406215 nChanged 3 SP:Iteration 39Q (288.607290 sec): 3 clusters Score: Raw -271856.787962 + Penalty 2724.764362 = -269132.023600 nChanged 1 SP:Iteration 40F (288.627333 sec): 3 clusters Score: Raw -271857.087231 + Penalty 2724.764362 = -269132.322869 nChanged 0 Trying to split cluster 10 (2709 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (288.643247 sec): 2 clusters Score: Raw -179751.255251 + Penalty 1284.454412 = -178466.800839 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (288.657271 sec): 3 clusters Score: Raw -178543.783298 + Penalty 2568.908824 = -175974.874475 nChanged 1021 SP:Iteration 1F (288.670472 sec): 3 clusters Score: Raw -179272.474038 + Penalty 2568.908824 = -176703.565215 nChanged 243 SP:Iteration 2F (288.683693 sec): 3 clusters Score: Raw -179485.285665 + Penalty 2568.908824 = -176916.376841 nChanged 178 SP:Iteration 3F (288.696926 sec): 3 clusters Score: Raw -179661.019346 + Penalty 2568.908824 = -177092.110522 nChanged 169 SP:Iteration 4F (288.710141 sec): 3 clusters Score: Raw -179828.385314 + Penalty 2568.908824 = -177259.476490 nChanged 163 SP:Iteration 5F (288.723209 sec): 3 clusters Score: Raw -180004.077809 + Penalty 2568.908824 = -177435.168985 nChanged 131 SP:Iteration 6Q (288.736332 sec): 3 clusters Score: Raw -180134.928489 + Penalty 2568.908824 = -177566.019665 nChanged 98 SP:Iteration 7Q (288.749398 sec): 3 clusters Score: Raw -180225.786621 + Penalty 2568.908824 = -177656.877797 nChanged 88 SP:Iteration 8Q (288.762450 sec): 3 clusters Score: Raw -180310.157636 + Penalty 2568.908824 = -177741.248813 nChanged 72 SP:Iteration 9Q (288.775510 sec): 3 clusters Score: Raw -180367.574577 + Penalty 2568.908824 = -177798.665754 nChanged 56 SP:Iteration 10Q (288.788512 sec): 3 clusters Score: Raw -180408.712730 + Penalty 2568.908824 = -177839.803906 nChanged 38 SP:Iteration 11Q (288.801558 sec): 3 clusters Score: Raw -180432.698958 + Penalty 2568.908824 = -177863.790135 nChanged 27 SP:Iteration 12Q (288.814585 sec): 3 clusters Score: Raw -180448.843619 + Penalty 2568.908824 = -177879.934795 nChanged 22 SP:Iteration 13Q (288.827613 sec): 3 clusters Score: Raw -180462.113488 + Penalty 2568.908824 = -177893.204664 nChanged 18 SP:Iteration 14Q (288.840620 sec): 3 clusters Score: Raw -180470.339069 + Penalty 2568.908824 = -177901.430245 nChanged 11 SP:Iteration 15Q (288.853759 sec): 3 clusters Score: Raw -180475.669241 + Penalty 2568.908824 = -177906.760417 nChanged 4 SP:Iteration 16Q (288.866776 sec): 3 clusters Score: Raw -180476.612216 + Penalty 2568.908824 = -177907.703392 nChanged 5 SP:Iteration 17Q (288.879775 sec): 3 clusters Score: Raw -180478.184929 + Penalty 2568.908824 = -177909.276105 nChanged 1 SP:Iteration 18Q (288.892780 sec): 3 clusters Score: Raw -180478.407035 + Penalty 2568.908824 = -177909.498211 nChanged 0 SP:Iteration 19F (288.905947 sec): 3 clusters Score: Raw -180478.407035 + Penalty 2568.908824 = -177909.498211 nChanged 0 Trying to split cluster 11 (1046 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (288.917677 sec): 2 clusters Score: Raw -69111.556045 + Penalty 1129.818405 = -67981.737641 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (288.923731 sec): 3 clusters Score: Raw -68753.920249 + Penalty 2259.636810 = -66494.283440 nChanged 333 SP:Iteration 1F (288.929305 sec): 3 clusters Score: Raw -69057.126902 + Penalty 2259.636810 = -66797.490092 nChanged 68 SP:Iteration 2F (288.934905 sec): 3 clusters Score: Raw -69119.001673 + Penalty 2259.636810 = -66859.364863 nChanged 37 SP:Iteration 3Q (288.940488 sec): 3 clusters Score: Raw -69152.310046 + Penalty 2259.636810 = -66892.673236 nChanged 25 SP:Iteration 4Q (288.946077 sec): 3 clusters Score: Raw -69176.547545 + Penalty 2259.636810 = -66916.910735 nChanged 14 SP:Iteration 5Q (288.951659 sec): 3 clusters Score: Raw -69186.924237 + Penalty 2259.636810 = -66927.287428 nChanged 14 SP:Iteration 6Q (288.957257 sec): 3 clusters Score: Raw -69205.381019 + Penalty 2259.636810 = -66945.744210 nChanged 15 SP:Iteration 7Q (288.962822 sec): 3 clusters Score: Raw -69220.596128 + Penalty 2259.636810 = -66960.959319 nChanged 12 SP:Iteration 8Q (288.968380 sec): 3 clusters Score: Raw -69233.079350 + Penalty 2259.636810 = -66973.442540 nChanged 14 SP:Iteration 9Q (288.973934 sec): 3 clusters Score: Raw -69248.904847 + Penalty 2259.636810 = -66989.268037 nChanged 19 SP:Iteration 10Q (288.979479 sec): 3 clusters Score: Raw -69273.978030 + Penalty 2259.636810 = -67014.341221 nChanged 15 SP:Iteration 11Q (288.984993 sec): 3 clusters Score: Raw -69291.394236 + Penalty 2259.636810 = -67031.757427 nChanged 12 SP:Iteration 12Q (288.990532 sec): 3 clusters Score: Raw -69305.360749 + Penalty 2259.636810 = -67045.723939 nChanged 7 SP:Iteration 13Q (288.996048 sec): 3 clusters Score: Raw -69317.901613 + Penalty 2259.636810 = -67058.264804 nChanged 6 SP:Iteration 14Q (289.001572 sec): 3 clusters Score: Raw -69324.754877 + Penalty 2259.636810 = -67065.118068 nChanged 8 SP:Iteration 15Q (289.007072 sec): 3 clusters Score: Raw -69335.644336 + Penalty 2259.636810 = -67076.007526 nChanged 8 SP:Iteration 16Q (289.012573 sec): 3 clusters Score: Raw -69349.994133 + Penalty 2259.636810 = -67090.357323 nChanged 7 SP:Iteration 17Q (289.018151 sec): 3 clusters Score: Raw -69357.796815 + Penalty 2259.636810 = -67098.160006 nChanged 7 SP:Iteration 18Q (289.023875 sec): 3 clusters Score: Raw -69365.870674 + Penalty 2259.636810 = -67106.233864 nChanged 7 SP:Iteration 19Q (289.029372 sec): 3 clusters Score: Raw -69375.505761 + Penalty 2259.636810 = -67115.868951 nChanged 9 SP:Iteration 20F (289.034962 sec): 3 clusters Score: Raw -69396.335345 + Penalty 2259.636810 = -67136.698536 nChanged 14 SP:Iteration 21Q (289.040462 sec): 3 clusters Score: Raw -69408.567853 + Penalty 2259.636810 = -67148.931044 nChanged 9 SP:Iteration 22Q (289.046012 sec): 3 clusters Score: Raw -69418.780515 + Penalty 2259.636810 = -67159.143706 nChanged 11 SP:Iteration 23Q (289.051470 sec): 3 clusters Score: Raw -69428.567515 + Penalty 2259.636810 = -67168.930705 nChanged 9 SP:Iteration 24Q (289.109562 sec): 3 clusters Score: Raw -69438.605387 + Penalty 2259.636810 = -67178.968577 nChanged 8 SP:Iteration 25Q (289.123083 sec): 3 clusters Score: Raw -69446.695310 + Penalty 2259.636810 = -67187.058500 nChanged 7 SP:Iteration 26Q (289.128615 sec): 3 clusters Score: Raw -69456.060128 + Penalty 2259.636810 = -67196.423318 nChanged 5 SP:Iteration 27Q (289.134101 sec): 3 clusters Score: Raw -69461.834340 + Penalty 2259.636810 = -67202.197531 nChanged 6 SP:Iteration 28Q (289.139540 sec): 3 clusters Score: Raw -69468.344139 + Penalty 2259.636810 = -67208.707330 nChanged 6 SP:Iteration 29Q (289.145005 sec): 3 clusters Score: Raw -69473.478811 + Penalty 2259.636810 = -67213.842001 nChanged 3 SP:Iteration 30Q (289.150412 sec): 3 clusters Score: Raw -69476.830266 + Penalty 2259.636810 = -67217.193457 nChanged 4 SP:Iteration 31Q (289.155822 sec): 3 clusters Score: Raw -69481.307226 + Penalty 2259.636810 = -67221.670417 nChanged 1 SP:Iteration 32Q (289.161246 sec): 3 clusters Score: Raw -69482.001655 + Penalty 2259.636810 = -67222.364846 nChanged 1 SP:Iteration 33Q (289.166718 sec): 3 clusters Score: Raw -69482.334140 + Penalty 2259.636810 = -67222.697331 nChanged 0 SP:Iteration 34F (289.172306 sec): 3 clusters Score: Raw -69482.334140 + Penalty 2259.636810 = -67222.697331 nChanged 0 Trying to split cluster 12 (1786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (289.187530 sec): 2 clusters Score: Raw -119464.864944 + Penalty 1216.756736 = -118248.108208 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (289.196957 sec): 3 clusters Score: Raw -118720.364705 + Penalty 2433.513472 = -116286.851232 nChanged 603 SP:Iteration 1F (289.205808 sec): 3 clusters Score: Raw -119199.245428 + Penalty 2433.513472 = -116765.731956 nChanged 151 SP:Iteration 2F (289.215817 sec): 3 clusters Score: Raw -119349.640559 + Penalty 2433.513472 = -116916.127086 nChanged 121 SP:Iteration 3F (289.224659 sec): 3 clusters Score: Raw -119461.599158 + Penalty 2433.513472 = -117028.085686 nChanged 97 SP:Iteration 4F (289.233532 sec): 3 clusters Score: Raw -119573.566049 + Penalty 2433.513472 = -117140.052576 nChanged 86 SP:Iteration 5Q (289.242354 sec): 3 clusters Score: Raw -119687.549649 + Penalty 2433.513472 = -117254.036176 nChanged 84 SP:Iteration 6Q (289.251199 sec): 3 clusters Score: Raw -119784.651663 + Penalty 2433.513472 = -117351.138190 nChanged 64 SP:Iteration 7Q (289.259935 sec): 3 clusters Score: Raw -119873.233406 + Penalty 2433.513472 = -117439.719934 nChanged 67 SP:Iteration 8Q (289.268699 sec): 3 clusters Score: Raw -119942.250513 + Penalty 2433.513472 = -117508.737041 nChanged 50 SP:Iteration 9Q (289.277430 sec): 3 clusters Score: Raw -119999.853434 + Penalty 2433.513472 = -117566.339962 nChanged 52 SP:Iteration 10Q (289.285924 sec): 3 clusters Score: Raw -120045.429956 + Penalty 2433.513472 = -117611.916483 nChanged 30 SP:Iteration 11Q (289.294589 sec): 3 clusters Score: Raw -120072.281844 + Penalty 2433.513472 = -117638.768372 nChanged 26 SP:Iteration 12Q (289.303240 sec): 3 clusters Score: Raw -120095.386105 + Penalty 2433.513472 = -117661.872633 nChanged 17 SP:Iteration 13Q (289.311963 sec): 3 clusters Score: Raw -120110.516227 + Penalty 2433.513472 = -117677.002754 nChanged 16 SP:Iteration 14Q (289.320608 sec): 3 clusters Score: Raw -120122.602713 + Penalty 2433.513472 = -117689.089240 nChanged 9 SP:Iteration 15Q (289.329271 sec): 3 clusters Score: Raw -120127.463161 + Penalty 2433.513472 = -117693.949689 nChanged 6 SP:Iteration 16Q (289.337988 sec): 3 clusters Score: Raw -120131.208308 + Penalty 2433.513472 = -117697.694835 nChanged 4 SP:Iteration 17Q (289.378553 sec): 3 clusters Score: Raw -120133.134109 + Penalty 2433.513472 = -117699.620637 nChanged 6 SP:Iteration 18Q (289.421203 sec): 3 clusters Score: Raw -120136.056199 + Penalty 2433.513472 = -117702.542726 nChanged 3 SP:Iteration 19Q (289.471751 sec): 3 clusters Score: Raw -120137.067308 + Penalty 2433.513472 = -117703.553836 nChanged 1 SP:Iteration 20F (289.497645 sec): 3 clusters Score: Raw -120137.388855 + Penalty 2433.513472 = -117703.875383 nChanged 0 Trying to split cluster 13 (1260 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (289.510478 sec): 2 clusters Score: Raw -74127.548014 + Penalty 1160.065887 = -72967.482126 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (289.517572 sec): 3 clusters Score: Raw -73692.808663 + Penalty 2320.131775 = -71372.676888 nChanged 406 SP:Iteration 1F (289.524189 sec): 3 clusters Score: Raw -74079.046910 + Penalty 2320.131775 = -71758.915135 nChanged 116 SP:Iteration 2F (289.530796 sec): 3 clusters Score: Raw -74295.262797 + Penalty 2320.131775 = -71975.131022 nChanged 105 SP:Iteration 3F (289.537403 sec): 3 clusters Score: Raw -74563.713011 + Penalty 2320.131775 = -72243.581236 nChanged 107 SP:Iteration 4F (289.546993 sec): 3 clusters Score: Raw -74891.866416 + Penalty 2320.131775 = -72571.734641 nChanged 86 SP:Iteration 5F (289.553673 sec): 3 clusters Score: Raw -75081.767042 + Penalty 2320.131775 = -72761.635267 nChanged 37 SP:Iteration 6Q (289.566576 sec): 3 clusters Score: Raw -75164.014980 + Penalty 2320.131775 = -72843.883205 nChanged 25 SP:Iteration 7Q (289.572910 sec): 3 clusters Score: Raw -75204.387964 + Penalty 2320.131775 = -72884.256189 nChanged 10 SP:Iteration 8Q (289.613417 sec): 3 clusters Score: Raw -75215.729269 + Penalty 2320.131775 = -72895.597494 nChanged 6 SP:Iteration 9Q (289.621989 sec): 3 clusters Score: Raw -75219.942118 + Penalty 2320.131775 = -72899.810343 nChanged 1 SP:Iteration 10Q (289.628289 sec): 3 clusters Score: Raw -75221.473846 + Penalty 2320.131775 = -72901.342071 nChanged 2 SP:Iteration 11Q (289.634505 sec): 3 clusters Score: Raw -75222.962691 + Penalty 2320.131775 = -72902.830916 nChanged 1 SP:Iteration 12Q (289.640733 sec): 3 clusters Score: Raw -75223.433675 + Penalty 2320.131775 = -72903.301900 nChanged 1 SP:Iteration 13Q (289.648390 sec): 3 clusters Score: Raw -75224.300630 + Penalty 2320.131775 = -72904.168855 nChanged 0 SP:Iteration 14F (289.655090 sec): 3 clusters Score: Raw -75224.300630 + Penalty 2320.131775 = -72904.168855 nChanged 0 Trying to split cluster 14 (40449 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (289.716194 sec): 2 clusters Score: Raw -2781444.129598 + Penalty 1723.767045 = -2779720.362553 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (289.793952 sec): 3 clusters Score: Raw -2756009.524926 + Penalty 3447.534090 = -2752561.990836 nChanged 18975 SP:Iteration 1F (289.864431 sec): 3 clusters Score: Raw -2766463.371430 + Penalty 3447.534090 = -2763015.837340 nChanged 1760 SP:Iteration 2Q (289.940072 sec): 3 clusters Score: Raw -2767024.230406 + Penalty 3447.534090 = -2763576.696316 nChanged 1700 SP:Iteration 3Q (290.016259 sec): 3 clusters Score: Raw -2767660.625729 + Penalty 3447.534090 = -2764213.091639 nChanged 1764 SP:Iteration 4Q (290.090215 sec): 3 clusters Score: Raw -2768436.253407 + Penalty 3447.534090 = -2764988.719317 nChanged 1845 SP:Iteration 5Q (290.165002 sec): 3 clusters Score: Raw -2769479.671402 + Penalty 3447.534090 = -2766032.137312 nChanged 2014 SP:Iteration 6Q (290.238387 sec): 3 clusters Score: Raw -2770731.071275 + Penalty 3447.534090 = -2767283.537185 nChanged 2117 SP:Iteration 7F (290.309218 sec): 3 clusters Score: Raw -2771946.092511 + Penalty 3447.534090 = -2768498.558421 nChanged 1975 SP:Iteration 8Q (290.387056 sec): 3 clusters Score: Raw -2772923.716871 + Penalty 3447.534090 = -2769476.182781 nChanged 1731 SP:Iteration 9Q (290.458214 sec): 3 clusters Score: Raw -2773729.356313 + Penalty 3447.534090 = -2770281.822223 nChanged 1578 SP:Iteration 10Q (290.530081 sec): 3 clusters Score: Raw -2774456.411279 + Penalty 3447.534090 = -2771008.877189 nChanged 1523 SP:Iteration 11Q (290.601065 sec): 3 clusters Score: Raw -2775175.803804 + Penalty 3447.534090 = -2771728.269714 nChanged 1488 SP:Iteration 12Q (290.671549 sec): 3 clusters Score: Raw -2775917.794390 + Penalty 3447.534090 = -2772470.260300 nChanged 1545 SP:Iteration 13Q (290.741491 sec): 3 clusters Score: Raw -2776767.670921 + Penalty 3447.534090 = -2773320.136831 nChanged 1506 SP:Iteration 14Q (290.809755 sec): 3 clusters Score: Raw -2777667.461867 + Penalty 3447.534090 = -2774219.927777 nChanged 1378 SP:Iteration 15Q (290.877049 sec): 3 clusters Score: Raw -2778565.401421 + Penalty 3447.534090 = -2775117.867331 nChanged 1225 SP:Iteration 16Q (290.945838 sec): 3 clusters Score: Raw -2779427.518616 + Penalty 3447.534090 = -2775979.984526 nChanged 1055 SP:Iteration 17Q (291.030938 sec): 3 clusters Score: Raw -2780194.859910 + Penalty 3447.534090 = -2776747.325820 nChanged 767 SP:Iteration 18Q (291.092173 sec): 3 clusters Score: Raw -2780783.206900 + Penalty 3447.534090 = -2777335.672810 nChanged 540 SP:Iteration 19Q (291.152491 sec): 3 clusters Score: Raw -2781200.834432 + Penalty 3447.534090 = -2777753.300342 nChanged 377 SP:Iteration 20F (291.223436 sec): 3 clusters Score: Raw -2781494.339901 + Penalty 3447.534090 = -2778046.805811 nChanged 265 SP:Iteration 21Q (291.280610 sec): 3 clusters Score: Raw -2781729.762574 + Penalty 3447.534090 = -2778282.228484 nChanged 171 SP:Iteration 22Q (291.337388 sec): 3 clusters Score: Raw -2781895.002145 + Penalty 3447.534090 = -2778447.468055 nChanged 137 SP:Iteration 23Q (291.394137 sec): 3 clusters Score: Raw -2782017.178327 + Penalty 3447.534090 = -2778569.644237 nChanged 106 SP:Iteration 24Q (291.477771 sec): 3 clusters Score: Raw -2782098.346856 + Penalty 3447.534090 = -2778650.812766 nChanged 76 SP:Iteration 25Q (291.542760 sec): 3 clusters Score: Raw -2782143.468412 + Penalty 3447.534090 = -2778695.934321 nChanged 50 SP:Iteration 26Q (291.599055 sec): 3 clusters Score: Raw -2782174.325507 + Penalty 3447.534090 = -2778726.791417 nChanged 43 SP:Iteration 27Q (291.655579 sec): 3 clusters Score: Raw -2782196.909698 + Penalty 3447.534090 = -2778749.375608 nChanged 39 SP:Iteration 28Q (291.711992 sec): 3 clusters Score: Raw -2782218.865800 + Penalty 3447.534090 = -2778771.331709 nChanged 32 SP:Iteration 29Q (291.768597 sec): 3 clusters Score: Raw -2782237.282801 + Penalty 3447.534090 = -2778789.748711 nChanged 21 SP:Iteration 30Q (291.824735 sec): 3 clusters Score: Raw -2782245.803926 + Penalty 3447.534090 = -2778798.269836 nChanged 16 SP:Iteration 31Q (291.881054 sec): 3 clusters Score: Raw -2782251.185297 + Penalty 3447.534090 = -2778803.651207 nChanged 13 SP:Iteration 32Q (291.937269 sec): 3 clusters Score: Raw -2782255.392775 + Penalty 3447.534090 = -2778807.858685 nChanged 11 SP:Iteration 33Q (291.993475 sec): 3 clusters Score: Raw -2782259.958351 + Penalty 3447.534090 = -2778812.424261 nChanged 16 SP:Iteration 34Q (292.049504 sec): 3 clusters Score: Raw -2782266.392731 + Penalty 3447.534090 = -2778818.858641 nChanged 10 SP:Iteration 35Q (292.105386 sec): 3 clusters Score: Raw -2782270.751074 + Penalty 3447.534090 = -2778823.216984 nChanged 14 SP:Iteration 36Q (292.161569 sec): 3 clusters Score: Raw -2782277.127290 + Penalty 3447.534090 = -2778829.593200 nChanged 14 SP:Iteration 37Q (292.219607 sec): 3 clusters Score: Raw -2782281.661176 + Penalty 3447.534090 = -2778834.127086 nChanged 8 SP:Iteration 38Q (292.275549 sec): 3 clusters Score: Raw -2782283.473108 + Penalty 3447.534090 = -2778835.939018 nChanged 3 SP:Iteration 39Q (292.332048 sec): 3 clusters Score: Raw -2782284.339314 + Penalty 3447.534090 = -2778836.805224 nChanged 2 SP:Iteration 40F (292.404122 sec): 3 clusters Score: Raw -2782292.046622 + Penalty 3447.534090 = -2778844.512532 nChanged 7 SP:Iteration 41Q (292.459767 sec): 3 clusters Score: Raw -2782296.298804 + Penalty 3447.534090 = -2778848.764714 nChanged 13 SP:Iteration 42Q (292.516291 sec): 3 clusters Score: Raw -2782301.896720 + Penalty 3447.534090 = -2778854.362630 nChanged 14 SP:Iteration 43Q (292.572897 sec): 3 clusters Score: Raw -2782307.654305 + Penalty 3447.534090 = -2778860.120215 nChanged 17 SP:Iteration 44Q (292.629358 sec): 3 clusters Score: Raw -2782313.784917 + Penalty 3447.534090 = -2778866.250827 nChanged 11 SP:Iteration 45Q (292.685817 sec): 3 clusters Score: Raw -2782317.551515 + Penalty 3447.534090 = -2778870.017425 nChanged 12 SP:Iteration 46Q (292.742186 sec): 3 clusters Score: Raw -2782320.813324 + Penalty 3447.534090 = -2778873.279233 nChanged 9 SP:Iteration 47Q (292.798364 sec): 3 clusters Score: Raw -2782322.719277 + Penalty 3447.534090 = -2778875.185187 nChanged 6 SP:Iteration 48Q (292.854384 sec): 3 clusters Score: Raw -2782324.833891 + Penalty 3447.534090 = -2778877.299800 nChanged 2 SP:Iteration 49Q (292.910659 sec): 3 clusters Score: Raw -2782325.302686 + Penalty 3447.534090 = -2778877.768596 nChanged 3 SP:Iteration 50Q (292.980332 sec): 3 clusters Score: Raw -2782326.175552 + Penalty 3447.534090 = -2778878.641462 nChanged 3 SP:Iteration 51Q (293.035244 sec): 3 clusters Score: Raw -2782327.409800 + Penalty 3447.534090 = -2778879.875710 nChanged 2 SP:Iteration 52Q (293.091844 sec): 3 clusters Score: Raw -2782328.019910 + Penalty 3447.534090 = -2778880.485820 nChanged 2 SP:Iteration 53Q (293.148421 sec): 3 clusters Score: Raw -2782328.678751 + Penalty 3447.534090 = -2778881.144661 nChanged 1 SP:Iteration 54Q (293.205063 sec): 3 clusters Score: Raw -2782328.788098 + Penalty 3447.534090 = -2778881.254008 nChanged 0 SP:Iteration 55F (293.276027 sec): 3 clusters Score: Raw -2782328.788098 + Penalty 3447.534090 = -2778881.254008 nChanged 0 Trying to split cluster 15 (2197 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (293.285860 sec): 2 clusters Score: Raw -139474.899272 + Penalty 1250.412812 = -138224.486461 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (293.297530 sec): 3 clusters Score: Raw -138506.433250 + Penalty 2500.825624 = -136005.607627 nChanged 800 SP:Iteration 1F (293.308513 sec): 3 clusters Score: Raw -139176.626010 + Penalty 2500.825624 = -136675.800386 nChanged 230 SP:Iteration 2F (293.319773 sec): 3 clusters Score: Raw -139494.500336 + Penalty 2500.825624 = -136993.674713 nChanged 180 SP:Iteration 3F (293.330596 sec): 3 clusters Score: Raw -139734.448877 + Penalty 2500.825624 = -137233.623253 nChanged 161 SP:Iteration 4F (293.377102 sec): 3 clusters Score: Raw -139951.204308 + Penalty 2500.825624 = -137450.378684 nChanged 120 SP:Iteration 5F (293.428574 sec): 3 clusters Score: Raw -140090.838696 + Penalty 2500.825624 = -137590.013072 nChanged 93 SP:Iteration 6Q (293.471394 sec): 3 clusters Score: Raw -140205.135455 + Penalty 2500.825624 = -137704.309831 nChanged 67 SP:Iteration 7Q (293.521879 sec): 3 clusters Score: Raw -140272.300848 + Penalty 2500.825624 = -137771.475224 nChanged 49 SP:Iteration 8Q (293.563748 sec): 3 clusters Score: Raw -140320.105234 + Penalty 2500.825624 = -137819.279611 nChanged 39 SP:Iteration 9Q (293.614145 sec): 3 clusters Score: Raw -140359.951483 + Penalty 2500.825624 = -137859.125860 nChanged 30 SP:Iteration 10Q (293.648857 sec): 3 clusters Score: Raw -140384.959248 + Penalty 2500.825624 = -137884.133624 nChanged 24 SP:Iteration 11Q (293.678074 sec): 3 clusters Score: Raw -140402.944576 + Penalty 2500.825624 = -137902.118952 nChanged 13 SP:Iteration 12Q (293.688610 sec): 3 clusters Score: Raw -140410.506380 + Penalty 2500.825624 = -137909.680756 nChanged 8 SP:Iteration 13Q (293.699054 sec): 3 clusters Score: Raw -140413.848871 + Penalty 2500.825624 = -137913.023248 nChanged 4 SP:Iteration 14Q (293.732436 sec): 3 clusters Score: Raw -140416.411079 + Penalty 2500.825624 = -137915.585456 nChanged 6 SP:Iteration 15Q (293.742978 sec): 3 clusters Score: Raw -140419.267112 + Penalty 2500.825624 = -137918.441489 nChanged 6 SP:Iteration 16Q (293.753430 sec): 3 clusters Score: Raw -140424.931506 + Penalty 2500.825624 = -137924.105883 nChanged 4 SP:Iteration 17Q (293.763876 sec): 3 clusters Score: Raw -140430.245341 + Penalty 2500.825624 = -137929.419718 nChanged 7 SP:Iteration 18Q (293.796057 sec): 3 clusters Score: Raw -140436.085988 + Penalty 2500.825624 = -137935.260365 nChanged 6 SP:Iteration 19Q (293.806501 sec): 3 clusters Score: Raw -140440.578142 + Penalty 2500.825624 = -137939.752519 nChanged 3 SP:Iteration 20F (293.817268 sec): 3 clusters Score: Raw -140441.949696 + Penalty 2500.825624 = -137941.124072 nChanged 3 SP:Iteration 21Q (293.855061 sec): 3 clusters Score: Raw -140442.629058 + Penalty 2500.825624 = -137941.803435 nChanged 2 SP:Iteration 22Q (293.865506 sec): 3 clusters Score: Raw -140444.127349 + Penalty 2500.825624 = -137943.301726 nChanged 5 SP:Iteration 23Q (293.875885 sec): 3 clusters Score: Raw -140446.721889 + Penalty 2500.825624 = -137945.896266 nChanged 4 SP:Iteration 24Q (293.906593 sec): 3 clusters Score: Raw -140449.247354 + Penalty 2500.825624 = -137948.421731 nChanged 2 SP:Iteration 25Q (293.917056 sec): 3 clusters Score: Raw -140452.057810 + Penalty 2500.825624 = -137951.232187 nChanged 3 SP:Iteration 26Q (293.927444 sec): 3 clusters Score: Raw -140454.152577 + Penalty 2500.825624 = -137953.326953 nChanged 6 SP:Iteration 27Q (293.937788 sec): 3 clusters Score: Raw -140457.566023 + Penalty 2500.825624 = -137956.740399 nChanged 2 SP:Iteration 28Q (293.966846 sec): 3 clusters Score: Raw -140459.419914 + Penalty 2500.825624 = -137958.594290 nChanged 0 SP:Iteration 29F (293.977815 sec): 3 clusters Score: Raw -140459.419914 + Penalty 2500.825624 = -137958.594290 nChanged 0 Trying to split cluster 16 (36092 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (294.038619 sec): 2 clusters Score: Raw -2458942.325108 + Penalty 1705.246808 = -2457237.078299 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (294.116357 sec): 3 clusters Score: Raw -2436511.268520 + Penalty 3410.493617 = -2433100.774903 nChanged 16709 SP:Iteration 1F (294.188584 sec): 3 clusters Score: Raw -2446129.934511 + Penalty 3410.493617 = -2442719.440894 nChanged 1912 SP:Iteration 2F (294.278332 sec): 3 clusters Score: Raw -2446986.087060 + Penalty 3410.493617 = -2443575.593444 nChanged 2034 SP:Iteration 3F (294.344041 sec): 3 clusters Score: Raw -2448120.220641 + Penalty 3410.493617 = -2444709.727024 nChanged 2279 SP:Iteration 4F (294.410370 sec): 3 clusters Score: Raw -2449663.920389 + Penalty 3410.493617 = -2446253.426772 nChanged 2405 SP:Iteration 5F (294.478840 sec): 3 clusters Score: Raw -2451426.714287 + Penalty 3410.493617 = -2448016.220670 nChanged 2407 SP:Iteration 6F (294.545504 sec): 3 clusters Score: Raw -2453254.391427 + Penalty 3410.493617 = -2449843.897810 nChanged 2277 SP:Iteration 7F (294.612075 sec): 3 clusters Score: Raw -2454859.854319 + Penalty 3410.493617 = -2451449.360702 nChanged 1904 SP:Iteration 8F (294.678396 sec): 3 clusters Score: Raw -2456144.255567 + Penalty 3410.493617 = -2452733.761950 nChanged 1415 SP:Iteration 9Q (294.745288 sec): 3 clusters Score: Raw -2457078.081226 + Penalty 3410.493617 = -2453667.587610 nChanged 1103 SP:Iteration 10Q (294.810670 sec): 3 clusters Score: Raw -2457774.548076 + Penalty 3410.493617 = -2454364.054459 nChanged 847 SP:Iteration 11Q (294.875739 sec): 3 clusters Score: Raw -2458274.630502 + Penalty 3410.493617 = -2454864.136885 nChanged 728 SP:Iteration 12Q (294.940008 sec): 3 clusters Score: Raw -2458628.443565 + Penalty 3410.493617 = -2455217.949948 nChanged 635 SP:Iteration 13Q (295.008361 sec): 3 clusters Score: Raw -2458905.683417 + Penalty 3410.493617 = -2455495.189801 nChanged 558 SP:Iteration 14Q (295.069677 sec): 3 clusters Score: Raw -2459119.525005 + Penalty 3410.493617 = -2455709.031388 nChanged 491 SP:Iteration 15Q (295.131995 sec): 3 clusters Score: Raw -2459284.543306 + Penalty 3410.493617 = -2455874.049689 nChanged 402 SP:Iteration 16Q (295.193971 sec): 3 clusters Score: Raw -2459411.653763 + Penalty 3410.493617 = -2456001.160146 nChanged 349 SP:Iteration 17Q (295.255575 sec): 3 clusters Score: Raw -2459511.828757 + Penalty 3410.493617 = -2456101.335141 nChanged 317 SP:Iteration 18Q (295.348265 sec): 3 clusters Score: Raw -2459592.950445 + Penalty 3410.493617 = -2456182.456828 nChanged 278 SP:Iteration 19Q (295.409330 sec): 3 clusters Score: Raw -2459651.541697 + Penalty 3410.493617 = -2456241.048080 nChanged 234 SP:Iteration 20F (295.474949 sec): 3 clusters Score: Raw -2459699.552385 + Penalty 3410.493617 = -2456289.058768 nChanged 220 SP:Iteration 21Q (295.537707 sec): 3 clusters Score: Raw -2459740.631242 + Penalty 3410.493617 = -2456330.137625 nChanged 176 SP:Iteration 22Q (295.598590 sec): 3 clusters Score: Raw -2459774.492684 + Penalty 3410.493617 = -2456363.999068 nChanged 174 SP:Iteration 23Q (295.659548 sec): 3 clusters Score: Raw -2459804.335724 + Penalty 3410.493617 = -2456393.842107 nChanged 167 SP:Iteration 24Q (295.720175 sec): 3 clusters Score: Raw -2459830.421930 + Penalty 3410.493617 = -2456419.928313 nChanged 150 SP:Iteration 25Q (295.780856 sec): 3 clusters Score: Raw -2459853.673340 + Penalty 3410.493617 = -2456443.179723 nChanged 147 SP:Iteration 26Q (295.841544 sec): 3 clusters Score: Raw -2459874.657181 + Penalty 3410.493617 = -2456464.163564 nChanged 134 SP:Iteration 27Q (295.902058 sec): 3 clusters Score: Raw -2459892.517504 + Penalty 3410.493617 = -2456482.023888 nChanged 122 SP:Iteration 28Q (295.962483 sec): 3 clusters Score: Raw -2459907.069917 + Penalty 3410.493617 = -2456496.576300 nChanged 117 SP:Iteration 29Q (296.023312 sec): 3 clusters Score: Raw -2459920.665395 + Penalty 3410.493617 = -2456510.171778 nChanged 113 SP:Iteration 30Q (296.083056 sec): 3 clusters Score: Raw -2459933.520056 + Penalty 3410.493617 = -2456523.026439 nChanged 117 SP:Iteration 31Q (296.143197 sec): 3 clusters Score: Raw -2459948.844571 + Penalty 3410.493617 = -2456538.350954 nChanged 113 SP:Iteration 32Q (296.203197 sec): 3 clusters Score: Raw -2459961.940575 + Penalty 3410.493617 = -2456551.446958 nChanged 112 SP:Iteration 33Q (296.263024 sec): 3 clusters Score: Raw -2459974.240507 + Penalty 3410.493617 = -2456563.746890 nChanged 88 SP:Iteration 34Q (296.323182 sec): 3 clusters Score: Raw -2459982.818125 + Penalty 3410.493617 = -2456572.324508 nChanged 85 SP:Iteration 35Q (296.405902 sec): 3 clusters Score: Raw -2459991.350029 + Penalty 3410.493617 = -2456580.856412 nChanged 82 SP:Iteration 36Q (296.466208 sec): 3 clusters Score: Raw -2460000.525275 + Penalty 3410.493617 = -2456590.031658 nChanged 88 SP:Iteration 37Q (296.527400 sec): 3 clusters Score: Raw -2460010.199627 + Penalty 3410.493617 = -2456599.706010 nChanged 70 SP:Iteration 38Q (296.586645 sec): 3 clusters Score: Raw -2460017.250224 + Penalty 3410.493617 = -2456606.756607 nChanged 75 SP:Iteration 39Q (296.645588 sec): 3 clusters Score: Raw -2460024.653637 + Penalty 3410.493617 = -2456614.160020 nChanged 74 SP:Iteration 40F (296.710865 sec): 3 clusters Score: Raw -2460032.669615 + Penalty 3410.493617 = -2456622.175999 nChanged 72 SP:Iteration 41Q (296.771871 sec): 3 clusters Score: Raw -2460040.980571 + Penalty 3410.493617 = -2456630.486954 nChanged 74 SP:Iteration 42Q (296.830956 sec): 3 clusters Score: Raw -2460049.061679 + Penalty 3410.493617 = -2456638.568063 nChanged 70 SP:Iteration 43Q (296.890343 sec): 3 clusters Score: Raw -2460056.680477 + Penalty 3410.493617 = -2456646.186860 nChanged 77 SP:Iteration 44Q (296.949830 sec): 3 clusters Score: Raw -2460065.438849 + Penalty 3410.493617 = -2456654.945232 nChanged 80 SP:Iteration 45Q (297.009136 sec): 3 clusters Score: Raw -2460074.831815 + Penalty 3410.493617 = -2456664.338199 nChanged 70 SP:Iteration 46Q (297.068201 sec): 3 clusters Score: Raw -2460083.286268 + Penalty 3410.493617 = -2456672.792651 nChanged 66 SP:Iteration 47Q (297.127243 sec): 3 clusters Score: Raw -2460089.898155 + Penalty 3410.493617 = -2456679.404538 nChanged 56 SP:Iteration 48Q (297.186166 sec): 3 clusters Score: Raw -2460094.083878 + Penalty 3410.493617 = -2456683.590261 nChanged 47 SP:Iteration 49Q (297.245149 sec): 3 clusters Score: Raw -2460098.276884 + Penalty 3410.493617 = -2456687.783268 nChanged 39 SP:Iteration 50Q (297.304110 sec): 3 clusters Score: Raw -2460101.678077 + Penalty 3410.493617 = -2456691.184461 nChanged 36 SP:Iteration 51Q (297.362976 sec): 3 clusters Score: Raw -2460104.330223 + Penalty 3410.493617 = -2456693.836607 nChanged 29 SP:Iteration 52Q (297.421879 sec): 3 clusters Score: Raw -2460106.746034 + Penalty 3410.493617 = -2456696.252418 nChanged 37 SP:Iteration 53Q (297.480768 sec): 3 clusters Score: Raw -2460109.495170 + Penalty 3410.493617 = -2456699.001553 nChanged 28 SP:Iteration 54Q (297.539623 sec): 3 clusters Score: Raw -2460111.489286 + Penalty 3410.493617 = -2456700.995670 nChanged 25 SP:Iteration 55Q (297.598330 sec): 3 clusters Score: Raw -2460113.435303 + Penalty 3410.493617 = -2456702.941686 nChanged 20 SP:Iteration 56Q (297.657143 sec): 3 clusters Score: Raw -2460114.473739 + Penalty 3410.493617 = -2456703.980123 nChanged 17 SP:Iteration 57Q (297.716135 sec): 3 clusters Score: Raw -2460115.428211 + Penalty 3410.493617 = -2456704.934594 nChanged 12 SP:Iteration 58Q (297.774783 sec): 3 clusters Score: Raw -2460116.100681 + Penalty 3410.493617 = -2456705.607065 nChanged 10 SP:Iteration 59Q (297.833684 sec): 3 clusters Score: Raw -2460116.729507 + Penalty 3410.493617 = -2456706.235891 nChanged 10 SP:Iteration 60F (297.898884 sec): 3 clusters Score: Raw -2460117.529969 + Penalty 3410.493617 = -2456707.036352 nChanged 12 SP:Iteration 61Q (297.959088 sec): 3 clusters Score: Raw -2460118.396707 + Penalty 3410.493617 = -2456707.903090 nChanged 8 SP:Iteration 62Q (298.017797 sec): 3 clusters Score: Raw -2460118.923872 + Penalty 3410.493617 = -2456708.430256 nChanged 9 SP:Iteration 63Q (298.076681 sec): 3 clusters Score: Raw -2460119.536571 + Penalty 3410.493617 = -2456709.042954 nChanged 11 SP:Iteration 64Q (298.135414 sec): 3 clusters Score: Raw -2460120.080186 + Penalty 3410.493617 = -2456709.586570 nChanged 9 SP:Iteration 65Q (298.199075 sec): 3 clusters Score: Raw -2460120.579783 + Penalty 3410.493617 = -2456710.086166 nChanged 12 SP:Iteration 66Q (298.257688 sec): 3 clusters Score: Raw -2460121.260352 + Penalty 3410.493617 = -2456710.766735 nChanged 12 SP:Iteration 67Q (298.316659 sec): 3 clusters Score: Raw -2460122.078688 + Penalty 3410.493617 = -2456711.585071 nChanged 14 SP:Iteration 68Q (298.375440 sec): 3 clusters Score: Raw -2460122.904790 + Penalty 3410.493617 = -2456712.411173 nChanged 12 SP:Iteration 69Q (298.434190 sec): 3 clusters Score: Raw -2460123.531371 + Penalty 3410.493617 = -2456713.037754 nChanged 8 SP:Iteration 70Q (298.492803 sec): 3 clusters Score: Raw -2460124.285682 + Penalty 3410.493617 = -2456713.792065 nChanged 14 SP:Iteration 71Q (298.551725 sec): 3 clusters Score: Raw -2460125.269408 + Penalty 3410.493617 = -2456714.775791 nChanged 17 SP:Iteration 72Q (298.610548 sec): 3 clusters Score: Raw -2460126.509124 + Penalty 3410.493617 = -2456716.015507 nChanged 17 SP:Iteration 73Q (298.669200 sec): 3 clusters Score: Raw -2460127.653268 + Penalty 3410.493617 = -2456717.159651 nChanged 14 SP:Iteration 74Q (298.727861 sec): 3 clusters Score: Raw -2460128.717472 + Penalty 3410.493617 = -2456718.223855 nChanged 16 SP:Iteration 75Q (298.792354 sec): 3 clusters Score: Raw -2460129.952483 + Penalty 3410.493617 = -2456719.458866 nChanged 18 SP:Iteration 76Q (298.855796 sec): 3 clusters Score: Raw -2460130.927989 + Penalty 3410.493617 = -2456720.434373 nChanged 14 SP:Iteration 77Q (298.914327 sec): 3 clusters Score: Raw -2460131.736655 + Penalty 3410.493617 = -2456721.243038 nChanged 8 SP:Iteration 78Q (298.972853 sec): 3 clusters Score: Raw -2460132.258009 + Penalty 3410.493617 = -2456721.764393 nChanged 8 SP:Iteration 79Q (299.031374 sec): 3 clusters Score: Raw -2460132.829295 + Penalty 3410.493617 = -2456722.335678 nChanged 6 SP:Iteration 80F (299.096605 sec): 3 clusters Score: Raw -2460133.110256 + Penalty 3410.493617 = -2456722.616639 nChanged 1 SP:Iteration 81Q (299.156593 sec): 3 clusters Score: Raw -2460133.186218 + Penalty 3410.493617 = -2456722.692602 nChanged 0 SP:Iteration 82F (299.221559 sec): 3 clusters Score: Raw -2460133.186218 + Penalty 3410.493617 = -2456722.692602 nChanged 0 Trying to split cluster 17 (28618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (299.259587 sec): 2 clusters Score: Raw -1832071.275746 + Penalty 1667.541065 = -1830403.734681 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (299.319190 sec): 3 clusters Score: Raw -1814388.792582 + Penalty 3335.082130 = -1811053.710452 nChanged 13248 SP:Iteration 1F (299.375556 sec): 3 clusters Score: Raw -1821684.628837 + Penalty 3335.082130 = -1818349.546707 nChanged 1385 SP:Iteration 2Q (299.434153 sec): 3 clusters Score: Raw -1822197.236659 + Penalty 3335.082130 = -1818862.154529 nChanged 1414 SP:Iteration 3Q (299.492086 sec): 3 clusters Score: Raw -1822823.650222 + Penalty 3335.082130 = -1819488.568092 nChanged 1504 SP:Iteration 4F (299.547169 sec): 3 clusters Score: Raw -1823703.397570 + Penalty 3335.082130 = -1820368.315440 nChanged 1720 SP:Iteration 5F (299.603249 sec): 3 clusters Score: Raw -1824866.999619 + Penalty 3335.082130 = -1821531.917489 nChanged 1895 SP:Iteration 6F (299.659805 sec): 3 clusters Score: Raw -1826316.684357 + Penalty 3335.082130 = -1822981.602227 nChanged 1953 SP:Iteration 7F (299.716458 sec): 3 clusters Score: Raw -1827913.768058 + Penalty 3335.082130 = -1824578.685928 nChanged 1802 SP:Iteration 8F (299.772919 sec): 3 clusters Score: Raw -1829227.155457 + Penalty 3335.082130 = -1825892.073327 nChanged 1421 SP:Iteration 9Q (299.830098 sec): 3 clusters Score: Raw -1829999.700692 + Penalty 3335.082130 = -1826664.618562 nChanged 958 SP:Iteration 10Q (299.885707 sec): 3 clusters Score: Raw -1830404.901160 + Penalty 3335.082130 = -1827069.819030 nChanged 685 SP:Iteration 11Q (299.940852 sec): 3 clusters Score: Raw -1830648.514561 + Penalty 3335.082130 = -1827313.432431 nChanged 526 SP:Iteration 12Q (299.995824 sec): 3 clusters Score: Raw -1830812.523576 + Penalty 3335.082130 = -1827477.441446 nChanged 425 SP:Iteration 13Q (300.050418 sec): 3 clusters Score: Raw -1830928.003068 + Penalty 3335.082130 = -1827592.920938 nChanged 374 SP:Iteration 14Q (300.105002 sec): 3 clusters Score: Raw -1831028.775425 + Penalty 3335.082130 = -1827693.693295 nChanged 320 SP:Iteration 15Q (300.158687 sec): 3 clusters Score: Raw -1831100.789881 + Penalty 3335.082130 = -1827765.707750 nChanged 262 SP:Iteration 16Q (300.212618 sec): 3 clusters Score: Raw -1831151.924981 + Penalty 3335.082130 = -1827816.842850 nChanged 213 SP:Iteration 17Q (300.266297 sec): 3 clusters Score: Raw -1831188.159859 + Penalty 3335.082130 = -1827853.077729 nChanged 185 SP:Iteration 18Q (300.319852 sec): 3 clusters Score: Raw -1831217.712979 + Penalty 3335.082130 = -1827882.630849 nChanged 167 SP:Iteration 19Q (300.373171 sec): 3 clusters Score: Raw -1831242.830486 + Penalty 3335.082130 = -1827907.748356 nChanged 137 SP:Iteration 20F (300.428520 sec): 3 clusters Score: Raw -1831262.176213 + Penalty 3335.082130 = -1827927.094082 nChanged 131 SP:Iteration 21Q (300.482796 sec): 3 clusters Score: Raw -1831281.476037 + Penalty 3335.082130 = -1827946.393907 nChanged 137 SP:Iteration 22Q (300.536163 sec): 3 clusters Score: Raw -1831299.793035 + Penalty 3335.082130 = -1827964.710905 nChanged 121 SP:Iteration 23Q (300.589305 sec): 3 clusters Score: Raw -1831315.805439 + Penalty 3335.082130 = -1827980.723309 nChanged 117 SP:Iteration 24Q (300.642295 sec): 3 clusters Score: Raw -1831329.885126 + Penalty 3335.082130 = -1827994.802996 nChanged 100 SP:Iteration 25Q (300.695058 sec): 3 clusters Score: Raw -1831340.660825 + Penalty 3335.082130 = -1828005.578695 nChanged 94 SP:Iteration 26Q (300.747962 sec): 3 clusters Score: Raw -1831349.655570 + Penalty 3335.082130 = -1828014.573440 nChanged 76 SP:Iteration 27Q (300.800876 sec): 3 clusters Score: Raw -1831356.750597 + Penalty 3335.082130 = -1828021.668467 nChanged 75 SP:Iteration 28Q (300.853438 sec): 3 clusters Score: Raw -1831364.606600 + Penalty 3335.082130 = -1828029.524470 nChanged 67 SP:Iteration 29Q (300.905956 sec): 3 clusters Score: Raw -1831371.136478 + Penalty 3335.082130 = -1828036.054348 nChanged 67 SP:Iteration 30Q (300.958592 sec): 3 clusters Score: Raw -1831377.140369 + Penalty 3335.082130 = -1828042.058239 nChanged 52 SP:Iteration 31Q (301.010910 sec): 3 clusters Score: Raw -1831381.993535 + Penalty 3335.082130 = -1828046.911404 nChanged 49 SP:Iteration 32Q (301.063526 sec): 3 clusters Score: Raw -1831386.117685 + Penalty 3335.082130 = -1828051.035554 nChanged 49 SP:Iteration 33Q (301.115783 sec): 3 clusters Score: Raw -1831389.475073 + Penalty 3335.082130 = -1828054.392943 nChanged 44 SP:Iteration 34Q (301.168309 sec): 3 clusters Score: Raw -1831393.185687 + Penalty 3335.082130 = -1828058.103557 nChanged 49 SP:Iteration 35Q (301.220589 sec): 3 clusters Score: Raw -1831398.027331 + Penalty 3335.082130 = -1828062.945201 nChanged 52 SP:Iteration 36Q (301.272874 sec): 3 clusters Score: Raw -1831401.868954 + Penalty 3335.082130 = -1828066.786824 nChanged 44 SP:Iteration 37Q (301.325141 sec): 3 clusters Score: Raw -1831404.880637 + Penalty 3335.082130 = -1828069.798506 nChanged 43 SP:Iteration 38Q (301.377381 sec): 3 clusters Score: Raw -1831408.321021 + Penalty 3335.082130 = -1828073.238891 nChanged 47 SP:Iteration 39Q (301.429783 sec): 3 clusters Score: Raw -1831411.961237 + Penalty 3335.082130 = -1828076.879107 nChanged 39 SP:Iteration 40F (301.485238 sec): 3 clusters Score: Raw -1831415.401972 + Penalty 3335.082130 = -1828080.319842 nChanged 49 SP:Iteration 41Q (301.538488 sec): 3 clusters Score: Raw -1831421.129890 + Penalty 3335.082130 = -1828086.047759 nChanged 61 SP:Iteration 42Q (301.590733 sec): 3 clusters Score: Raw -1831427.219424 + Penalty 3335.082130 = -1828092.137294 nChanged 59 SP:Iteration 43Q (301.642993 sec): 3 clusters Score: Raw -1831433.476373 + Penalty 3335.082130 = -1828098.394243 nChanged 59 SP:Iteration 44Q (301.695199 sec): 3 clusters Score: Raw -1831438.509493 + Penalty 3335.082130 = -1828103.427363 nChanged 64 SP:Iteration 45Q (301.747198 sec): 3 clusters Score: Raw -1831444.297299 + Penalty 3335.082130 = -1828109.215169 nChanged 59 SP:Iteration 46Q (301.799273 sec): 3 clusters Score: Raw -1831449.325206 + Penalty 3335.082130 = -1828114.243076 nChanged 53 SP:Iteration 47Q (301.851202 sec): 3 clusters Score: Raw -1831453.304084 + Penalty 3335.082130 = -1828118.221954 nChanged 48 SP:Iteration 48Q (301.903144 sec): 3 clusters Score: Raw -1831457.365829 + Penalty 3335.082130 = -1828122.283699 nChanged 56 SP:Iteration 49Q (301.955082 sec): 3 clusters Score: Raw -1831461.913765 + Penalty 3335.082130 = -1828126.831635 nChanged 41 SP:Iteration 50Q (302.006848 sec): 3 clusters Score: Raw -1831464.879817 + Penalty 3335.082130 = -1828129.797687 nChanged 34 SP:Iteration 51Q (302.058826 sec): 3 clusters Score: Raw -1831467.457515 + Penalty 3335.082130 = -1828132.375385 nChanged 29 SP:Iteration 52Q (302.110646 sec): 3 clusters Score: Raw -1831470.123303 + Penalty 3335.082130 = -1828135.041173 nChanged 31 SP:Iteration 53Q (302.162412 sec): 3 clusters Score: Raw -1831472.999712 + Penalty 3335.082130 = -1828137.917582 nChanged 46 SP:Iteration 54Q (302.214139 sec): 3 clusters Score: Raw -1831477.677594 + Penalty 3335.082130 = -1828142.595464 nChanged 48 SP:Iteration 55Q (302.265768 sec): 3 clusters Score: Raw -1831482.871233 + Penalty 3335.082130 = -1828147.789103 nChanged 51 SP:Iteration 56Q (302.317320 sec): 3 clusters Score: Raw -1831487.560926 + Penalty 3335.082130 = -1828152.478795 nChanged 45 SP:Iteration 57Q (302.369189 sec): 3 clusters Score: Raw -1831492.389339 + Penalty 3335.082130 = -1828157.307209 nChanged 48 SP:Iteration 58Q (302.420732 sec): 3 clusters Score: Raw -1831497.164803 + Penalty 3335.082130 = -1828162.082673 nChanged 44 SP:Iteration 59Q (302.472460 sec): 3 clusters Score: Raw -1831500.782328 + Penalty 3335.082130 = -1828165.700198 nChanged 34 SP:Iteration 60F (302.527808 sec): 3 clusters Score: Raw -1831502.938891 + Penalty 3335.082130 = -1828167.856761 nChanged 32 SP:Iteration 61Q (302.580168 sec): 3 clusters Score: Raw -1831504.478758 + Penalty 3335.082130 = -1828169.396628 nChanged 24 SP:Iteration 62Q (302.631617 sec): 3 clusters Score: Raw -1831505.482887 + Penalty 3335.082130 = -1828170.400757 nChanged 23 SP:Iteration 63Q (302.685008 sec): 3 clusters Score: Raw -1831506.991312 + Penalty 3335.082130 = -1828171.909182 nChanged 18 SP:Iteration 64Q (302.736439 sec): 3 clusters Score: Raw -1831508.550101 + Penalty 3335.082130 = -1828173.467971 nChanged 22 SP:Iteration 65Q (302.787836 sec): 3 clusters Score: Raw -1831509.790039 + Penalty 3335.082130 = -1828174.707909 nChanged 18 SP:Iteration 66Q (302.839095 sec): 3 clusters Score: Raw -1831510.843136 + Penalty 3335.082130 = -1828175.761006 nChanged 20 SP:Iteration 67Q (302.890321 sec): 3 clusters Score: Raw -1831512.533728 + Penalty 3335.082130 = -1828177.451598 nChanged 27 SP:Iteration 68Q (302.942536 sec): 3 clusters Score: Raw -1831514.708486 + Penalty 3335.082130 = -1828179.626356 nChanged 25 SP:Iteration 69Q (302.994218 sec): 3 clusters Score: Raw -1831516.767757 + Penalty 3335.082130 = -1828181.685627 nChanged 24 SP:Iteration 70Q (303.045201 sec): 3 clusters Score: Raw -1831518.238994 + Penalty 3335.082130 = -1828183.156864 nChanged 23 SP:Iteration 71Q (303.096516 sec): 3 clusters Score: Raw -1831519.650832 + Penalty 3335.082130 = -1828184.568701 nChanged 26 SP:Iteration 72Q (303.147482 sec): 3 clusters Score: Raw -1831521.760289 + Penalty 3335.082130 = -1828186.678159 nChanged 34 SP:Iteration 73Q (303.198659 sec): 3 clusters Score: Raw -1831524.628514 + Penalty 3335.082130 = -1828189.546384 nChanged 40 SP:Iteration 74Q (303.249744 sec): 3 clusters Score: Raw -1831527.728206 + Penalty 3335.082130 = -1828192.646076 nChanged 42 SP:Iteration 75Q (303.300851 sec): 3 clusters Score: Raw -1831530.976213 + Penalty 3335.082130 = -1828195.894083 nChanged 41 SP:Iteration 76Q (303.351972 sec): 3 clusters Score: Raw -1831534.051864 + Penalty 3335.082130 = -1828198.969734 nChanged 32 SP:Iteration 77Q (303.403094 sec): 3 clusters Score: Raw -1831536.604379 + Penalty 3335.082130 = -1828201.522249 nChanged 26 SP:Iteration 78Q (303.454794 sec): 3 clusters Score: Raw -1831538.586122 + Penalty 3335.082130 = -1828203.503992 nChanged 22 SP:Iteration 79Q (303.505855 sec): 3 clusters Score: Raw -1831540.270939 + Penalty 3335.082130 = -1828205.188809 nChanged 27 SP:Iteration 80F (303.561198 sec): 3 clusters Score: Raw -1831542.191423 + Penalty 3335.082130 = -1828207.109293 nChanged 26 SP:Iteration 81Q (303.613312 sec): 3 clusters Score: Raw -1831543.861399 + Penalty 3335.082130 = -1828208.779269 nChanged 25 SP:Iteration 82Q (303.664285 sec): 3 clusters Score: Raw -1831545.049284 + Penalty 3335.082130 = -1828209.967154 nChanged 25 SP:Iteration 83Q (303.715060 sec): 3 clusters Score: Raw -1831546.850259 + Penalty 3335.082130 = -1828211.768129 nChanged 33 SP:Iteration 84Q (303.766222 sec): 3 clusters Score: Raw -1831549.469625 + Penalty 3335.082130 = -1828214.387495 nChanged 36 SP:Iteration 85Q (303.817060 sec): 3 clusters Score: Raw -1831552.095299 + Penalty 3335.082130 = -1828217.013169 nChanged 29 SP:Iteration 86Q (303.867659 sec): 3 clusters Score: Raw -1831554.137697 + Penalty 3335.082130 = -1828219.055567 nChanged 37 SP:Iteration 87Q (303.918420 sec): 3 clusters Score: Raw -1831557.684090 + Penalty 3335.082130 = -1828222.601960 nChanged 36 SP:Iteration 88Q (303.969221 sec): 3 clusters Score: Raw -1831560.530973 + Penalty 3335.082130 = -1828225.448843 nChanged 27 SP:Iteration 89Q (304.019865 sec): 3 clusters Score: Raw -1831562.864128 + Penalty 3335.082130 = -1828227.781998 nChanged 35 SP:Iteration 90Q (304.070552 sec): 3 clusters Score: Raw -1831566.636387 + Penalty 3335.082130 = -1828231.554257 nChanged 37 SP:Iteration 91Q (304.121062 sec): 3 clusters Score: Raw -1831570.860289 + Penalty 3335.082130 = -1828235.778159 nChanged 41 SP:Iteration 92Q (304.171921 sec): 3 clusters Score: Raw -1831575.277708 + Penalty 3335.082130 = -1828240.195578 nChanged 45 SP:Iteration 93Q (304.222501 sec): 3 clusters Score: Raw -1831580.020519 + Penalty 3335.082130 = -1828244.938388 nChanged 53 SP:Iteration 94Q (304.273098 sec): 3 clusters Score: Raw -1831585.112133 + Penalty 3335.082130 = -1828250.030003 nChanged 57 SP:Iteration 95Q (304.323523 sec): 3 clusters Score: Raw -1831590.574301 + Penalty 3335.082130 = -1828255.492171 nChanged 53 SP:Iteration 96Q (304.373872 sec): 3 clusters Score: Raw -1831595.156929 + Penalty 3335.082130 = -1828260.074799 nChanged 37 SP:Iteration 97Q (304.424203 sec): 3 clusters Score: Raw -1831598.286330 + Penalty 3335.082130 = -1828263.204200 nChanged 53 SP:Iteration 98Q (304.474465 sec): 3 clusters Score: Raw -1831603.672650 + Penalty 3335.082130 = -1828268.590520 nChanged 48 SP:Iteration 99Q (304.524659 sec): 3 clusters Score: Raw -1831608.076633 + Penalty 3335.082130 = -1828272.994503 nChanged 45 SP:Iteration 100F (304.580139 sec): 3 clusters Score: Raw -1831612.176911 + Penalty 3335.082130 = -1828277.094781 nChanged 52 SP:Iteration 101Q (304.631336 sec): 3 clusters Score: Raw -1831617.198580 + Penalty 3335.082130 = -1828282.116450 nChanged 39 SP:Iteration 102Q (304.681586 sec): 3 clusters Score: Raw -1831620.980620 + Penalty 3335.082130 = -1828285.898490 nChanged 39 SP:Iteration 103Q (304.731538 sec): 3 clusters Score: Raw -1831624.573473 + Penalty 3335.082130 = -1828289.491343 nChanged 44 SP:Iteration 104Q (304.781932 sec): 3 clusters Score: Raw -1831628.777606 + Penalty 3335.082130 = -1828293.695475 nChanged 40 SP:Iteration 105Q (304.831559 sec): 3 clusters Score: Raw -1831632.181571 + Penalty 3335.082130 = -1828297.099441 nChanged 36 SP:Iteration 106Q (304.881517 sec): 3 clusters Score: Raw -1831634.786019 + Penalty 3335.082130 = -1828299.703889 nChanged 27 SP:Iteration 107Q (304.931414 sec): 3 clusters Score: Raw -1831637.130313 + Penalty 3335.082130 = -1828302.048183 nChanged 35 SP:Iteration 108Q (304.981213 sec): 3 clusters Score: Raw -1831641.675759 + Penalty 3335.082130 = -1828306.593629 nChanged 44 SP:Iteration 109Q (305.031021 sec): 3 clusters Score: Raw -1831647.597932 + Penalty 3335.082130 = -1828312.515802 nChanged 52 SP:Iteration 110Q (305.080886 sec): 3 clusters Score: Raw -1831653.440437 + Penalty 3335.082130 = -1828318.358307 nChanged 55 SP:Iteration 111Q (305.130616 sec): 3 clusters Score: Raw -1831660.339021 + Penalty 3335.082130 = -1828325.256891 nChanged 56 SP:Iteration 112Q (305.180388 sec): 3 clusters Score: Raw -1831666.531553 + Penalty 3335.082130 = -1828331.449423 nChanged 51 SP:Iteration 113Q (305.229977 sec): 3 clusters Score: Raw -1831671.246293 + Penalty 3335.082130 = -1828336.164163 nChanged 41 SP:Iteration 114Q (305.279242 sec): 3 clusters Score: Raw -1831675.605274 + Penalty 3335.082130 = -1828340.523144 nChanged 45 SP:Iteration 115Q (305.328832 sec): 3 clusters Score: Raw -1831681.222644 + Penalty 3335.082130 = -1828346.140514 nChanged 50 SP:Iteration 116Q (305.378464 sec): 3 clusters Score: Raw -1831688.498799 + Penalty 3335.082130 = -1828353.416669 nChanged 59 SP:Iteration 117Q (305.427790 sec): 3 clusters Score: Raw -1831695.949704 + Penalty 3335.082130 = -1828360.867574 nChanged 62 SP:Iteration 118Q (305.477081 sec): 3 clusters Score: Raw -1831703.553926 + Penalty 3335.082130 = -1828368.471796 nChanged 63 SP:Iteration 119Q (305.526293 sec): 3 clusters Score: Raw -1831711.219780 + Penalty 3335.082130 = -1828376.137650 nChanged 55 SP:Iteration 120F (305.581657 sec): 3 clusters Score: Raw -1831717.786459 + Penalty 3335.082130 = -1828382.704329 nChanged 55 SP:Iteration 121Q (305.631934 sec): 3 clusters Score: Raw -1831725.010245 + Penalty 3335.082130 = -1828389.928115 nChanged 54 SP:Iteration 122Q (305.681072 sec): 3 clusters Score: Raw -1831731.249739 + Penalty 3335.082130 = -1828396.167608 nChanged 46 SP:Iteration 123Q (305.730192 sec): 3 clusters Score: Raw -1831736.563574 + Penalty 3335.082130 = -1828401.481444 nChanged 44 SP:Iteration 124Q (305.779162 sec): 3 clusters Score: Raw -1831741.753518 + Penalty 3335.082130 = -1828406.671388 nChanged 55 SP:Iteration 125Q (305.828188 sec): 3 clusters Score: Raw -1831748.105168 + Penalty 3335.082130 = -1828413.023038 nChanged 51 SP:Iteration 126Q (305.877197 sec): 3 clusters Score: Raw -1831754.858624 + Penalty 3335.082130 = -1828419.776494 nChanged 52 SP:Iteration 127Q (305.926145 sec): 3 clusters Score: Raw -1831761.485441 + Penalty 3335.082130 = -1828426.403311 nChanged 56 SP:Iteration 128Q (305.982338 sec): 3 clusters Score: Raw -1831769.006744 + Penalty 3335.082130 = -1828433.924614 nChanged 62 SP:Iteration 129Q (306.031136 sec): 3 clusters Score: Raw -1831776.328147 + Penalty 3335.082130 = -1828441.246017 nChanged 50 SP:Iteration 130Q (306.079575 sec): 3 clusters Score: Raw -1831782.713716 + Penalty 3335.082130 = -1828447.631586 nChanged 57 SP:Iteration 131Q (306.128292 sec): 3 clusters Score: Raw -1831790.521880 + Penalty 3335.082130 = -1828455.439750 nChanged 69 SP:Iteration 132Q (306.176732 sec): 3 clusters Score: Raw -1831800.512168 + Penalty 3335.082130 = -1828465.430038 nChanged 71 SP:Iteration 133Q (306.225112 sec): 3 clusters Score: Raw -1831811.381500 + Penalty 3335.082130 = -1828476.299370 nChanged 77 SP:Iteration 134Q (306.273510 sec): 3 clusters Score: Raw -1831821.856574 + Penalty 3335.082130 = -1828486.774444 nChanged 66 SP:Iteration 135Q (306.321804 sec): 3 clusters Score: Raw -1831831.587544 + Penalty 3335.082130 = -1828496.505414 nChanged 67 SP:Iteration 136Q (306.370038 sec): 3 clusters Score: Raw -1831840.443228 + Penalty 3335.082130 = -1828505.361098 nChanged 61 SP:Iteration 137Q (306.418185 sec): 3 clusters Score: Raw -1831849.097260 + Penalty 3335.082130 = -1828514.015130 nChanged 65 SP:Iteration 138Q (306.466343 sec): 3 clusters Score: Raw -1831858.644486 + Penalty 3335.082130 = -1828523.562356 nChanged 66 SP:Iteration 139Q (306.514433 sec): 3 clusters Score: Raw -1831869.018622 + Penalty 3335.082130 = -1828533.936492 nChanged 68 SP:Iteration 140F (306.569523 sec): 3 clusters Score: Raw -1831879.332602 + Penalty 3335.082130 = -1828544.250471 nChanged 64 SP:Iteration 141Q (306.618590 sec): 3 clusters Score: Raw -1831889.501279 + Penalty 3335.082130 = -1828554.419149 nChanged 70 SP:Iteration 142Q (306.666576 sec): 3 clusters Score: Raw -1831900.642865 + Penalty 3335.082130 = -1828565.560734 nChanged 79 SP:Iteration 143Q (306.714428 sec): 3 clusters Score: Raw -1831913.486671 + Penalty 3335.082130 = -1828578.404541 nChanged 74 SP:Iteration 144Q (306.762156 sec): 3 clusters Score: Raw -1831926.127890 + Penalty 3335.082130 = -1828591.045760 nChanged 72 SP:Iteration 145Q (306.809891 sec): 3 clusters Score: Raw -1831939.168030 + Penalty 3335.082130 = -1828604.085900 nChanged 73 SP:Iteration 146Q (306.857610 sec): 3 clusters Score: Raw -1831951.261776 + Penalty 3335.082130 = -1828616.179646 nChanged 62 SP:Iteration 147Q (306.905301 sec): 3 clusters Score: Raw -1831960.900427 + Penalty 3335.082130 = -1828625.818297 nChanged 73 SP:Iteration 148Q (306.964534 sec): 3 clusters Score: Raw -1831974.336257 + Penalty 3335.082130 = -1828639.254127 nChanged 77 SP:Iteration 149Q (307.011821 sec): 3 clusters Score: Raw -1831988.071097 + Penalty 3335.082130 = -1828652.988967 nChanged 77 SP:Iteration 150Q (307.059368 sec): 3 clusters Score: Raw -1832004.009853 + Penalty 3335.082130 = -1828668.927723 nChanged 83 SP:Iteration 151Q (307.106550 sec): 3 clusters Score: Raw -1832022.854514 + Penalty 3335.082130 = -1828687.772384 nChanged 91 SP:Iteration 152Q (307.153839 sec): 3 clusters Score: Raw -1832044.778710 + Penalty 3335.082130 = -1828709.696580 nChanged 97 SP:Iteration 153Q (307.201181 sec): 3 clusters Score: Raw -1832073.245457 + Penalty 3335.082130 = -1828738.163327 nChanged 102 SP:Iteration 154Q (307.248288 sec): 3 clusters Score: Raw -1832103.425178 + Penalty 3335.082130 = -1828768.343048 nChanged 95 SP:Iteration 155Q (307.295436 sec): 3 clusters Score: Raw -1832135.589680 + Penalty 3335.082130 = -1828800.507550 nChanged 112 SP:Iteration 156Q (307.342441 sec): 3 clusters Score: Raw -1832179.883549 + Penalty 3335.082130 = -1828844.801419 nChanged 102 SP:Iteration 157Q (307.389739 sec): 3 clusters Score: Raw -1832213.112512 + Penalty 3335.082130 = -1828878.030382 nChanged 97 SP:Iteration 158Q (307.436623 sec): 3 clusters Score: Raw -1832238.219137 + Penalty 3335.082130 = -1828903.137007 nChanged 85 SP:Iteration 159Q (307.506317 sec): 3 clusters Score: Raw -1832261.907729 + Penalty 3335.082130 = -1828926.825599 nChanged 92 SP:Iteration 160F (307.561393 sec): 3 clusters Score: Raw -1832286.995462 + Penalty 3335.082130 = -1828951.913331 nChanged 86 SP:Iteration 161Q (307.609315 sec): 3 clusters Score: Raw -1832312.722860 + Penalty 3335.082130 = -1828977.640730 nChanged 88 SP:Iteration 162Q (307.656019 sec): 3 clusters Score: Raw -1832338.058448 + Penalty 3335.082130 = -1829002.976318 nChanged 82 SP:Iteration 163Q (307.702499 sec): 3 clusters Score: Raw -1832360.583814 + Penalty 3335.082130 = -1829025.501684 nChanged 68 SP:Iteration 164Q (307.749407 sec): 3 clusters Score: Raw -1832379.197270 + Penalty 3335.082130 = -1829044.115140 nChanged 57 SP:Iteration 165Q (307.795616 sec): 3 clusters Score: Raw -1832392.427607 + Penalty 3335.082130 = -1829057.345477 nChanged 50 SP:Iteration 166Q (307.841949 sec): 3 clusters Score: Raw -1832403.625781 + Penalty 3335.082130 = -1829068.543651 nChanged 52 SP:Iteration 167Q (307.888280 sec): 3 clusters Score: Raw -1832415.772432 + Penalty 3335.082130 = -1829080.690302 nChanged 46 SP:Iteration 168Q (307.934537 sec): 3 clusters Score: Raw -1832424.456630 + Penalty 3335.082130 = -1829089.374500 nChanged 41 SP:Iteration 169Q (307.980883 sec): 3 clusters Score: Raw -1832431.839859 + Penalty 3335.082130 = -1829096.757729 nChanged 34 SP:Iteration 170Q (308.026959 sec): 3 clusters Score: Raw -1832437.885079 + Penalty 3335.082130 = -1829102.802949 nChanged 31 SP:Iteration 171Q (308.073173 sec): 3 clusters Score: Raw -1832443.824940 + Penalty 3335.082130 = -1829108.742810 nChanged 31 SP:Iteration 172Q (308.119108 sec): 3 clusters Score: Raw -1832450.283670 + Penalty 3335.082130 = -1829115.201539 nChanged 35 SP:Iteration 173Q (308.165068 sec): 3 clusters Score: Raw -1832457.083121 + Penalty 3335.082130 = -1829122.000991 nChanged 29 SP:Iteration 174Q (308.211394 sec): 3 clusters Score: Raw -1832461.686155 + Penalty 3335.082130 = -1829126.604025 nChanged 21 SP:Iteration 175Q (308.257579 sec): 3 clusters Score: Raw -1832465.409589 + Penalty 3335.082130 = -1829130.327459 nChanged 28 SP:Iteration 176Q (308.303445 sec): 3 clusters Score: Raw -1832473.845740 + Penalty 3335.082130 = -1829138.763610 nChanged 31 SP:Iteration 177Q (308.349409 sec): 3 clusters Score: Raw -1832483.366823 + Penalty 3335.082130 = -1829148.284693 nChanged 44 SP:Iteration 178Q (308.395475 sec): 3 clusters Score: Raw -1832497.569208 + Penalty 3335.082130 = -1829162.487078 nChanged 42 SP:Iteration 179Q (308.441483 sec): 3 clusters Score: Raw -1832510.233120 + Penalty 3335.082130 = -1829175.150990 nChanged 40 SP:Iteration 180F (308.496746 sec): 3 clusters Score: Raw -1832521.613899 + Penalty 3335.082130 = -1829186.531769 nChanged 37 SP:Iteration 181Q (308.543997 sec): 3 clusters Score: Raw -1832530.973849 + Penalty 3335.082130 = -1829195.891719 nChanged 24 SP:Iteration 182Q (308.589923 sec): 3 clusters Score: Raw -1832536.277101 + Penalty 3335.082130 = -1829201.194971 nChanged 22 SP:Iteration 183Q (308.635720 sec): 3 clusters Score: Raw -1832543.211142 + Penalty 3335.082130 = -1829208.129012 nChanged 23 SP:Iteration 184Q (308.681599 sec): 3 clusters Score: Raw -1832547.467526 + Penalty 3335.082130 = -1829212.385396 nChanged 22 SP:Iteration 185Q (308.727501 sec): 3 clusters Score: Raw -1832551.276990 + Penalty 3335.082130 = -1829216.194860 nChanged 16 SP:Iteration 186Q (308.773549 sec): 3 clusters Score: Raw -1832555.981727 + Penalty 3335.082130 = -1829220.899597 nChanged 22 SP:Iteration 187Q (308.819313 sec): 3 clusters Score: Raw -1832561.613697 + Penalty 3335.082130 = -1829226.531567 nChanged 27 SP:Iteration 188Q (308.865142 sec): 3 clusters Score: Raw -1832569.198163 + Penalty 3335.082130 = -1829234.116033 nChanged 19 SP:Iteration 189Q (308.911110 sec): 3 clusters Score: Raw -1832572.595350 + Penalty 3335.082130 = -1829237.513220 nChanged 9 SP:Iteration 190Q (308.956876 sec): 3 clusters Score: Raw -1832573.978058 + Penalty 3335.082130 = -1829238.895928 nChanged 9 SP:Iteration 191Q (309.002632 sec): 3 clusters Score: Raw -1832575.616367 + Penalty 3335.082130 = -1829240.534237 nChanged 3 SP:Iteration 192Q (309.048639 sec): 3 clusters Score: Raw -1832575.924626 + Penalty 3335.082130 = -1829240.842496 nChanged 2 SP:Iteration 193Q (309.094512 sec): 3 clusters Score: Raw -1832576.179666 + Penalty 3335.082130 = -1829241.097536 nChanged 1 SP:Iteration 194Q (309.141206 sec): 3 clusters Score: Raw -1832576.352085 + Penalty 3335.082130 = -1829241.269955 nChanged 0 SP:Iteration 195F (309.196930 sec): 3 clusters Score: Raw -1832576.352085 + Penalty 3335.082130 = -1829241.269955 nChanged 0 Trying to split cluster 18 (839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.208198 sec): 2 clusters Score: Raw -49624.362027 + Penalty 1093.984240 = -48530.377787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.213174 sec): 3 clusters Score: Raw -49404.782286 + Penalty 2187.968480 = -47216.813807 nChanged 233 SP:Iteration 1F (309.217874 sec): 3 clusters Score: Raw -49670.262384 + Penalty 2187.968480 = -47482.293905 nChanged 59 SP:Iteration 2F (309.222499 sec): 3 clusters Score: Raw -49758.124365 + Penalty 2187.968480 = -47570.155886 nChanged 39 SP:Iteration 3Q (309.227119 sec): 3 clusters Score: Raw -49802.464223 + Penalty 2187.968480 = -47614.495744 nChanged 24 SP:Iteration 4Q (309.231717 sec): 3 clusters Score: Raw -49839.610163 + Penalty 2187.968480 = -47651.641683 nChanged 18 SP:Iteration 5Q (309.236305 sec): 3 clusters Score: Raw -49858.518998 + Penalty 2187.968480 = -47670.550518 nChanged 8 SP:Iteration 6Q (309.240892 sec): 3 clusters Score: Raw -49865.569436 + Penalty 2187.968480 = -47677.600957 nChanged 6 SP:Iteration 7Q (309.245476 sec): 3 clusters Score: Raw -49870.007367 + Penalty 2187.968480 = -47682.038887 nChanged 3 SP:Iteration 8Q (309.250048 sec): 3 clusters Score: Raw -49872.214360 + Penalty 2187.968480 = -47684.245881 nChanged 3 SP:Iteration 9Q (309.254657 sec): 3 clusters Score: Raw -49876.242222 + Penalty 2187.968480 = -47688.273742 nChanged 2 SP:Iteration 10Q (309.259258 sec): 3 clusters Score: Raw -49878.231035 + Penalty 2187.968480 = -47690.262555 nChanged 4 SP:Iteration 11Q (309.263838 sec): 3 clusters Score: Raw -49881.101773 + Penalty 2187.968480 = -47693.133293 nChanged 2 SP:Iteration 12Q (309.268407 sec): 3 clusters Score: Raw -49886.108609 + Penalty 2187.968480 = -47698.140129 nChanged 1 SP:Iteration 13Q (309.272977 sec): 3 clusters Score: Raw -49886.540525 + Penalty 2187.968480 = -47698.572046 nChanged 1 SP:Iteration 14Q (309.277547 sec): 3 clusters Score: Raw -49886.868570 + Penalty 2187.968480 = -47698.900091 nChanged 0 SP:Iteration 15F (309.282149 sec): 3 clusters Score: Raw -49886.868570 + Penalty 2187.968480 = -47698.900091 nChanged 0 Trying to split cluster 19 (29096 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (309.331913 sec): 2 clusters Score: Raw -1987738.519826 + Penalty 1670.232848 = -1986068.286978 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (309.389581 sec): 3 clusters Score: Raw -1969929.741269 + Penalty 3340.465696 = -1966589.275574 nChanged 13348 SP:Iteration 1F (309.446605 sec): 3 clusters Score: Raw -1977635.281723 + Penalty 3340.465696 = -1974294.816027 nChanged 1905 SP:Iteration 2F (309.501380 sec): 3 clusters Score: Raw -1978724.977111 + Penalty 3340.465696 = -1975384.511415 nChanged 2240 SP:Iteration 3F (309.556107 sec): 3 clusters Score: Raw -1980382.927958 + Penalty 3340.465696 = -1977042.462263 nChanged 2565 SP:Iteration 4F (309.611214 sec): 3 clusters Score: Raw -1982708.824278 + Penalty 3340.465696 = -1979368.358583 nChanged 2540 SP:Iteration 5F (309.666584 sec): 3 clusters Score: Raw -1985016.650741 + Penalty 3340.465696 = -1981676.185046 nChanged 1998 SP:Iteration 6F (309.721766 sec): 3 clusters Score: Raw -1986616.956326 + Penalty 3340.465696 = -1983276.490630 nChanged 1244 SP:Iteration 7Q (309.779744 sec): 3 clusters Score: Raw -1987396.475774 + Penalty 3340.465696 = -1984056.010078 nChanged 742 SP:Iteration 8Q (309.835747 sec): 3 clusters Score: Raw -1987749.354067 + Penalty 3340.465696 = -1984408.888371 nChanged 482 SP:Iteration 9Q (309.892312 sec): 3 clusters Score: Raw -1987930.110478 + Penalty 3340.465696 = -1984589.644783 nChanged 342 SP:Iteration 10Q (309.949541 sec): 3 clusters Score: Raw -1988044.514586 + Penalty 3340.465696 = -1984704.048890 nChanged 275 SP:Iteration 11Q (310.005535 sec): 3 clusters Score: Raw -1988132.363929 + Penalty 3340.465696 = -1984791.898233 nChanged 197 SP:Iteration 12Q (310.061817 sec): 3 clusters Score: Raw -1988183.791825 + Penalty 3340.465696 = -1984843.326129 nChanged 152 SP:Iteration 13Q (310.118381 sec): 3 clusters Score: Raw -1988225.019042 + Penalty 3340.465696 = -1984884.553346 nChanged 133 SP:Iteration 14Q (310.174022 sec): 3 clusters Score: Raw -1988261.511109 + Penalty 3340.465696 = -1984921.045414 nChanged 111 SP:Iteration 15Q (310.229741 sec): 3 clusters Score: Raw -1988285.251283 + Penalty 3340.465696 = -1984944.785588 nChanged 71 SP:Iteration 16Q (310.286172 sec): 3 clusters Score: Raw -1988300.839533 + Penalty 3340.465696 = -1984960.373837 nChanged 65 SP:Iteration 17Q (310.373044 sec): 3 clusters Score: Raw -1988314.512277 + Penalty 3340.465696 = -1984974.046582 nChanged 47 SP:Iteration 18Q (310.429059 sec): 3 clusters Score: Raw -1988325.917393 + Penalty 3340.465696 = -1984985.451697 nChanged 50 SP:Iteration 19Q (310.484164 sec): 3 clusters Score: Raw -1988336.687812 + Penalty 3340.465696 = -1984996.222116 nChanged 46 SP:Iteration 20F (310.538090 sec): 3 clusters Score: Raw -1988348.847760 + Penalty 3340.465696 = -1985008.382064 nChanged 48 SP:Iteration 21Q (310.594703 sec): 3 clusters Score: Raw -1988359.118293 + Penalty 3340.465696 = -1985018.652597 nChanged 46 SP:Iteration 22Q (310.649672 sec): 3 clusters Score: Raw -1988368.599981 + Penalty 3340.465696 = -1985028.134285 nChanged 42 SP:Iteration 23Q (310.704686 sec): 3 clusters Score: Raw -1988376.119904 + Penalty 3340.465696 = -1985035.654209 nChanged 35 SP:Iteration 24Q (310.759508 sec): 3 clusters Score: Raw -1988383.114627 + Penalty 3340.465696 = -1985042.648932 nChanged 24 SP:Iteration 25Q (310.814179 sec): 3 clusters Score: Raw -1988387.598848 + Penalty 3340.465696 = -1985047.133152 nChanged 26 SP:Iteration 26Q (310.868753 sec): 3 clusters Score: Raw -1988392.172274 + Penalty 3340.465696 = -1985051.706578 nChanged 22 SP:Iteration 27Q (310.923503 sec): 3 clusters Score: Raw -1988396.054750 + Penalty 3340.465696 = -1985055.589055 nChanged 26 SP:Iteration 28Q (310.978267 sec): 3 clusters Score: Raw -1988400.657693 + Penalty 3340.465696 = -1985060.191997 nChanged 18 SP:Iteration 29Q (311.061421 sec): 3 clusters Score: Raw -1988404.057913 + Penalty 3340.465696 = -1985063.592217 nChanged 13 SP:Iteration 30Q (311.114966 sec): 3 clusters Score: Raw -1988406.245731 + Penalty 3340.465696 = -1985065.780036 nChanged 17 SP:Iteration 31Q (311.169587 sec): 3 clusters Score: Raw -1988408.773824 + Penalty 3340.465696 = -1985068.308129 nChanged 13 SP:Iteration 32Q (311.223960 sec): 3 clusters Score: Raw -1988410.544193 + Penalty 3340.465696 = -1985070.078497 nChanged 6 SP:Iteration 33Q (311.278814 sec): 3 clusters Score: Raw -1988411.525683 + Penalty 3340.465696 = -1985071.059988 nChanged 9 SP:Iteration 34Q (311.334030 sec): 3 clusters Score: Raw -1988412.652342 + Penalty 3340.465696 = -1985072.186646 nChanged 5 SP:Iteration 35Q (311.388261 sec): 3 clusters Score: Raw -1988413.059414 + Penalty 3340.465696 = -1985072.593718 nChanged 1 SP:Iteration 36Q (311.442405 sec): 3 clusters Score: Raw -1988413.129492 + Penalty 3340.465696 = -1985072.663796 nChanged 0 SP:Iteration 37F (311.496422 sec): 3 clusters Score: Raw -1988413.129492 + Penalty 3340.465696 = -1985072.663796 nChanged 0 Trying to split cluster 20 (3500 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (311.510548 sec): 2 clusters Score: Raw -228703.676749 + Penalty 1326.084215 = -227377.592533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (311.528924 sec): 3 clusters Score: Raw -226984.094183 + Penalty 2652.168430 = -224331.925753 nChanged 1397 SP:Iteration 1F (311.545872 sec): 3 clusters Score: Raw -227784.524459 + Penalty 2652.168430 = -225132.356029 nChanged 273 SP:Iteration 2F (311.562815 sec): 3 clusters Score: Raw -227979.058580 + Penalty 2652.168430 = -225326.890149 nChanged 221 SP:Iteration 3F (311.579739 sec): 3 clusters Score: Raw -228168.977986 + Penalty 2652.168430 = -225516.809556 nChanged 205 SP:Iteration 4F (311.596648 sec): 3 clusters Score: Raw -228372.403023 + Penalty 2652.168430 = -225720.234593 nChanged 196 SP:Iteration 5F (311.613622 sec): 3 clusters Score: Raw -228663.007167 + Penalty 2652.168430 = -226010.838736 nChanged 215 SP:Iteration 6F (311.630545 sec): 3 clusters Score: Raw -229110.601443 + Penalty 2652.168430 = -226458.433013 nChanged 235 SP:Iteration 7F (311.647493 sec): 3 clusters Score: Raw -229712.836872 + Penalty 2652.168430 = -227060.668442 nChanged 238 SP:Iteration 8F (311.664243 sec): 3 clusters Score: Raw -230253.884814 + Penalty 2652.168430 = -227601.716383 nChanged 204 SP:Iteration 9F (311.681033 sec): 3 clusters Score: Raw -230632.117509 + Penalty 2652.168430 = -227979.949078 nChanged 143 SP:Iteration 10Q (311.696856 sec): 3 clusters Score: Raw -230786.253849 + Penalty 2652.168430 = -228134.085418 nChanged 69 SP:Iteration 11Q (311.712636 sec): 3 clusters Score: Raw -230824.881096 + Penalty 2652.168430 = -228172.712666 nChanged 29 SP:Iteration 12Q (311.728313 sec): 3 clusters Score: Raw -230836.840203 + Penalty 2652.168430 = -228184.671772 nChanged 13 SP:Iteration 13Q (311.744010 sec): 3 clusters Score: Raw -230841.021127 + Penalty 2652.168430 = -228188.852696 nChanged 8 SP:Iteration 14Q (311.759682 sec): 3 clusters Score: Raw -230844.785040 + Penalty 2652.168430 = -228192.616610 nChanged 5 SP:Iteration 15Q (311.775373 sec): 3 clusters Score: Raw -230846.145144 + Penalty 2652.168430 = -228193.976713 nChanged 3 SP:Iteration 16Q (311.790896 sec): 3 clusters Score: Raw -230846.960831 + Penalty 2652.168430 = -228194.792400 nChanged 4 SP:Iteration 17Q (311.806610 sec): 3 clusters Score: Raw -230848.255639 + Penalty 2652.168430 = -228196.087208 nChanged 3 SP:Iteration 18Q (311.822287 sec): 3 clusters Score: Raw -230848.955668 + Penalty 2652.168430 = -228196.787237 nChanged 0 SP:Iteration 19F (311.839216 sec): 3 clusters Score: Raw -230848.955668 + Penalty 2652.168430 = -228196.787237 nChanged 0 Score: Raw -22929400.174961 + Penalty 60245.656317 = -22869154.518644 Splitting cluster 20 changes total score from -22869035.682238 to -22869154.518644 So it's getting split into cluster 29. Trying to split cluster 21 (6224 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (318.789590 sec): 2 clusters Score: Raw -368399.346074 + Penalty 1419.627311 = -366979.718763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (318.812787 sec): 3 clusters Score: Raw -365152.946605 + Penalty 2839.254621 = -362313.691984 nChanged 2590 SP:Iteration 1F (318.836455 sec): 3 clusters Score: Raw -366881.359883 + Penalty 2839.254621 = -364042.105262 nChanged 575 SP:Iteration 2F (318.860360 sec): 3 clusters Score: Raw -367435.287676 + Penalty 2839.254621 = -364596.033055 nChanged 548 SP:Iteration 3F (318.884225 sec): 3 clusters Score: Raw -367993.490111 + Penalty 2839.254621 = -365154.235490 nChanged 529 SP:Iteration 4F (318.907777 sec): 3 clusters Score: Raw -368539.483638 + Penalty 2839.254621 = -365700.229017 nChanged 459 SP:Iteration 5F (318.931621 sec): 3 clusters Score: Raw -368918.851909 + Penalty 2839.254621 = -366079.597288 nChanged 326 SP:Iteration 6F (318.955599 sec): 3 clusters Score: Raw -369147.747239 + Penalty 2839.254621 = -366308.492617 nChanged 223 SP:Iteration 7Q (318.979278 sec): 3 clusters Score: Raw -369285.690536 + Penalty 2839.254621 = -366446.435914 nChanged 155 SP:Iteration 8Q (319.002965 sec): 3 clusters Score: Raw -369369.950165 + Penalty 2839.254621 = -366530.695544 nChanged 102 SP:Iteration 9Q (319.026722 sec): 3 clusters Score: Raw -369412.274964 + Penalty 2839.254621 = -366573.020343 nChanged 68 SP:Iteration 10Q (319.050535 sec): 3 clusters Score: Raw -369437.724847 + Penalty 2839.254621 = -366598.470225 nChanged 51 SP:Iteration 11Q (319.074251 sec): 3 clusters Score: Raw -369454.950604 + Penalty 2839.254621 = -366615.695983 nChanged 35 SP:Iteration 12Q (319.097986 sec): 3 clusters Score: Raw -369464.407969 + Penalty 2839.254621 = -366625.153348 nChanged 22 SP:Iteration 13Q (319.121856 sec): 3 clusters Score: Raw -369472.231763 + Penalty 2839.254621 = -366632.977141 nChanged 33 SP:Iteration 14Q (319.145425 sec): 3 clusters Score: Raw -369481.988953 + Penalty 2839.254621 = -366642.734331 nChanged 17 SP:Iteration 15Q (319.169358 sec): 3 clusters Score: Raw -369486.687493 + Penalty 2839.254621 = -366647.432872 nChanged 22 SP:Iteration 16Q (319.193188 sec): 3 clusters Score: Raw -369493.197517 + Penalty 2839.254621 = -366653.942896 nChanged 18 SP:Iteration 17Q (319.217000 sec): 3 clusters Score: Raw -369497.664307 + Penalty 2839.254621 = -366658.409686 nChanged 14 SP:Iteration 18Q (319.240935 sec): 3 clusters Score: Raw -369501.544903 + Penalty 2839.254621 = -366662.290282 nChanged 12 SP:Iteration 19Q (319.264586 sec): 3 clusters Score: Raw -369504.498355 + Penalty 2839.254621 = -366665.243734 nChanged 10 SP:Iteration 20F (319.288315 sec): 3 clusters Score: Raw -369506.980507 + Penalty 2839.254621 = -366667.725885 nChanged 7 SP:Iteration 21Q (319.311936 sec): 3 clusters Score: Raw -369509.978569 + Penalty 2839.254621 = -366670.723948 nChanged 6 SP:Iteration 22Q (319.335771 sec): 3 clusters Score: Raw -369511.711944 + Penalty 2839.254621 = -366672.457323 nChanged 4 SP:Iteration 23Q (319.359673 sec): 3 clusters Score: Raw -369513.154350 + Penalty 2839.254621 = -366673.899729 nChanged 8 SP:Iteration 24Q (319.383647 sec): 3 clusters Score: Raw -369515.211731 + Penalty 2839.254621 = -366675.957109 nChanged 9 SP:Iteration 25Q (319.407237 sec): 3 clusters Score: Raw -369517.026088 + Penalty 2839.254621 = -366677.771467 nChanged 7 SP:Iteration 26Q (319.431191 sec): 3 clusters Score: Raw -369518.501111 + Penalty 2839.254621 = -366679.246490 nChanged 1 SP:Iteration 27Q (319.454838 sec): 3 clusters Score: Raw -369518.727950 + Penalty 2839.254621 = -366679.473328 nChanged 2 SP:Iteration 28Q (319.478705 sec): 3 clusters Score: Raw -369519.515617 + Penalty 2839.254621 = -366680.260995 nChanged 5 SP:Iteration 29Q (319.502495 sec): 3 clusters Score: Raw -369520.952396 + Penalty 2839.254621 = -366681.697774 nChanged 5 SP:Iteration 30Q (319.526400 sec): 3 clusters Score: Raw -369521.924268 + Penalty 2839.254621 = -366682.669647 nChanged 6 SP:Iteration 31Q (319.550219 sec): 3 clusters Score: Raw -369523.245551 + Penalty 2839.254621 = -366683.990930 nChanged 9 SP:Iteration 32Q (319.574124 sec): 3 clusters Score: Raw -369525.033302 + Penalty 2839.254621 = -366685.778681 nChanged 3 SP:Iteration 33Q (319.598000 sec): 3 clusters Score: Raw -369525.503393 + Penalty 2839.254621 = -366686.248771 nChanged 2 SP:Iteration 34Q (319.621828 sec): 3 clusters Score: Raw -369525.798717 + Penalty 2839.254621 = -366686.544096 nChanged 2 SP:Iteration 35Q (319.645623 sec): 3 clusters Score: Raw -369526.129860 + Penalty 2839.254621 = -366686.875238 nChanged 2 SP:Iteration 36Q (319.669600 sec): 3 clusters Score: Raw -369526.394637 + Penalty 2839.254621 = -366687.140015 nChanged 0 SP:Iteration 37F (319.693460 sec): 3 clusters Score: Raw -369526.394637 + Penalty 2839.254621 = -366687.140015 nChanged 0 Trying to split cluster 22 (433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.702998 sec): 2 clusters Score: Raw -24949.020876 + Penalty 986.494881 = -23962.525995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.705914 sec): 3 clusters Score: Raw -24933.593942 + Penalty 1972.989762 = -22960.604180 nChanged 95 SP:Iteration 1F (319.708603 sec): 3 clusters Score: Raw -25100.469851 + Penalty 1972.989762 = -23127.480089 nChanged 17 SP:Iteration 2Q (319.711259 sec): 3 clusters Score: Raw -25133.615641 + Penalty 1972.989762 = -23160.625879 nChanged 9 SP:Iteration 3Q (319.713970 sec): 3 clusters Score: Raw -25160.984851 + Penalty 1972.989762 = -23187.995090 nChanged 8 SP:Iteration 4Q (319.716576 sec): 3 clusters Score: Raw -25186.893631 + Penalty 1972.989762 = -23213.903869 nChanged 7 SP:Iteration 5Q (319.719191 sec): 3 clusters Score: Raw -25197.976488 + Penalty 1972.989762 = -23224.986727 nChanged 3 SP:Iteration 6Q (319.721802 sec): 3 clusters Score: Raw -25207.644121 + Penalty 1972.989762 = -23234.654360 nChanged 7 SP:Iteration 7Q (319.724418 sec): 3 clusters Score: Raw -25216.991753 + Penalty 1972.989762 = -23244.001991 nChanged 4 SP:Iteration 8Q (319.727009 sec): 3 clusters Score: Raw -25223.617450 + Penalty 1972.989762 = -23250.627688 nChanged 4 SP:Iteration 9Q (319.729618 sec): 3 clusters Score: Raw -25231.777692 + Penalty 1972.989762 = -23258.787931 nChanged 2 SP:Iteration 10Q (319.732224 sec): 3 clusters Score: Raw -25237.715976 + Penalty 1972.989762 = -23264.726214 nChanged 2 SP:Iteration 11Q (319.734833 sec): 3 clusters Score: Raw -25239.841209 + Penalty 1972.989762 = -23266.851447 nChanged 0 SP:Iteration 12F (319.737474 sec): 3 clusters Score: Raw -25239.841209 + Penalty 1972.989762 = -23266.851447 nChanged 0 Trying to split cluster 23 (2459 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (319.753910 sec): 2 clusters Score: Raw -131035.173872 + Penalty 1268.720382 = -129766.453490 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (319.767016 sec): 3 clusters Score: Raw -130044.893251 + Penalty 2537.440764 = -127507.452488 nChanged 958 SP:Iteration 1F (319.779411 sec): 3 clusters Score: Raw -130797.047612 + Penalty 2537.440764 = -128259.606849 nChanged 244 SP:Iteration 2F (319.791627 sec): 3 clusters Score: Raw -131073.268828 + Penalty 2537.440764 = -128535.828064 nChanged 235 SP:Iteration 3F (319.803847 sec): 3 clusters Score: Raw -131445.451506 + Penalty 2537.440764 = -128908.010743 nChanged 251 SP:Iteration 4F (319.816088 sec): 3 clusters Score: Raw -131915.517815 + Penalty 2537.440764 = -129378.077051 nChanged 241 SP:Iteration 5F (319.828051 sec): 3 clusters Score: Raw -132291.338405 + Penalty 2537.440764 = -129753.897641 nChanged 149 SP:Iteration 6F (319.840134 sec): 3 clusters Score: Raw -132455.480002 + Penalty 2537.440764 = -129918.039238 nChanged 86 SP:Iteration 7Q (319.852090 sec): 3 clusters Score: Raw -132543.850475 + Penalty 2537.440764 = -130006.409711 nChanged 68 SP:Iteration 8Q (319.863905 sec): 3 clusters Score: Raw -132618.299189 + Penalty 2537.440764 = -130080.858426 nChanged 59 SP:Iteration 9Q (319.875813 sec): 3 clusters Score: Raw -132764.546745 + Penalty 2537.440764 = -130227.105981 nChanged 54 SP:Iteration 10Q (319.887604 sec): 3 clusters Score: Raw -132916.312718 + Penalty 2537.440764 = -130378.871955 nChanged 51 SP:Iteration 11Q (319.899335 sec): 3 clusters Score: Raw -132954.278014 + Penalty 2537.440764 = -130416.837250 nChanged 26 SP:Iteration 12Q (319.910988 sec): 3 clusters Score: Raw -132978.707764 + Penalty 2537.440764 = -130441.267001 nChanged 22 SP:Iteration 13Q (319.922594 sec): 3 clusters Score: Raw -132996.112624 + Penalty 2537.440764 = -130458.671861 nChanged 14 SP:Iteration 14Q (319.934281 sec): 3 clusters Score: Raw -133005.614910 + Penalty 2537.440764 = -130468.174146 nChanged 5 SP:Iteration 15Q (319.945963 sec): 3 clusters Score: Raw -133008.332466 + Penalty 2537.440764 = -130470.891702 nChanged 4 SP:Iteration 16Q (319.957640 sec): 3 clusters Score: Raw -133010.993229 + Penalty 2537.440764 = -130473.552465 nChanged 4 SP:Iteration 17Q (319.969325 sec): 3 clusters Score: Raw -133012.536064 + Penalty 2537.440764 = -130475.095300 nChanged 1 SP:Iteration 18Q (319.981002 sec): 3 clusters Score: Raw -133012.895822 + Penalty 2537.440764 = -130475.455059 nChanged 2 SP:Iteration 19Q (319.992668 sec): 3 clusters Score: Raw -133014.044617 + Penalty 2537.440764 = -130476.603854 nChanged 3 SP:Iteration 20F (320.004763 sec): 3 clusters Score: Raw -133015.598570 + Penalty 2537.440764 = -130478.157807 nChanged 2 SP:Iteration 21Q (320.016333 sec): 3 clusters Score: Raw -133016.221742 + Penalty 2537.440764 = -130478.780978 nChanged 1 SP:Iteration 22Q (320.027996 sec): 3 clusters Score: Raw -133016.412036 + Penalty 2537.440764 = -130478.971272 nChanged 0 SP:Iteration 23F (320.040061 sec): 3 clusters Score: Raw -133016.412036 + Penalty 2537.440764 = -130478.971272 nChanged 0 Score: Raw -22931381.413126 + Penalty 62323.092742 = -22869058.320384 Splitting cluster 23 changes total score from -22869035.682238 to -22869058.320384 So it's getting split into cluster 30. Trying to split cluster 24 (68170 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (326.710911 sec): 2 clusters Score: Raw -4590584.231821 + Penalty 1808.585978 = -4588775.645843 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (326.832140 sec): 3 clusters Score: Raw -4546996.229444 + Penalty 3617.171956 = -4543379.057488 nChanged 32228 SP:Iteration 1F (326.950474 sec): 3 clusters Score: Raw -4565946.983153 + Penalty 3617.171956 = -4562329.811198 nChanged 3211 SP:Iteration 2Q (327.076018 sec): 3 clusters Score: Raw -4567249.523603 + Penalty 3617.171956 = -4563632.351647 nChanged 3503 SP:Iteration 3F (327.194470 sec): 3 clusters Score: Raw -4568955.815965 + Penalty 3617.171956 = -4565338.644009 nChanged 3834 SP:Iteration 4F (327.312763 sec): 3 clusters Score: Raw -4571079.876270 + Penalty 3617.171956 = -4567462.704314 nChanged 4129 SP:Iteration 5F (327.431063 sec): 3 clusters Score: Raw -4573433.285214 + Penalty 3617.171956 = -4569816.113258 nChanged 4100 SP:Iteration 6F (327.549341 sec): 3 clusters Score: Raw -4575746.240699 + Penalty 3617.171956 = -4572129.068743 nChanged 3745 SP:Iteration 7F (327.667672 sec): 3 clusters Score: Raw -4577813.233235 + Penalty 3617.171956 = -4574196.061279 nChanged 3328 SP:Iteration 8Q (327.791595 sec): 3 clusters Score: Raw -4579741.527198 + Penalty 3617.171956 = -4576124.355242 nChanged 2918 SP:Iteration 9Q (327.915044 sec): 3 clusters Score: Raw -4581547.273334 + Penalty 3617.171956 = -4577930.101378 nChanged 2491 SP:Iteration 10Q (328.037147 sec): 3 clusters Score: Raw -4582944.299406 + Penalty 3617.171956 = -4579327.127450 nChanged 1945 SP:Iteration 11Q (328.157765 sec): 3 clusters Score: Raw -4583894.475046 + Penalty 3617.171956 = -4580277.303090 nChanged 1617 SP:Iteration 12Q (328.277109 sec): 3 clusters Score: Raw -4584652.501395 + Penalty 3617.171956 = -4581035.329439 nChanged 1393 SP:Iteration 13Q (328.394789 sec): 3 clusters Score: Raw -4585283.516067 + Penalty 3617.171956 = -4581666.344111 nChanged 1250 SP:Iteration 14Q (328.512122 sec): 3 clusters Score: Raw -4585786.949874 + Penalty 3617.171956 = -4582169.777918 nChanged 1159 SP:Iteration 15Q (328.628586 sec): 3 clusters Score: Raw -4586245.165812 + Penalty 3617.171956 = -4582627.993856 nChanged 1111 SP:Iteration 16Q (328.743908 sec): 3 clusters Score: Raw -4586695.501514 + Penalty 3617.171956 = -4583078.329558 nChanged 1075 SP:Iteration 17Q (328.858811 sec): 3 clusters Score: Raw -4587130.124069 + Penalty 3617.171956 = -4583512.952113 nChanged 1015 SP:Iteration 18Q (328.972762 sec): 3 clusters Score: Raw -4587527.430814 + Penalty 3617.171956 = -4583910.258858 nChanged 942 SP:Iteration 19Q (329.085979 sec): 3 clusters Score: Raw -4587875.777701 + Penalty 3617.171956 = -4584258.605745 nChanged 850 SP:Iteration 20F (329.204292 sec): 3 clusters Score: Raw -4588183.588763 + Penalty 3617.171956 = -4584566.416807 nChanged 771 SP:Iteration 21Q (329.316520 sec): 3 clusters Score: Raw -4588439.708283 + Penalty 3617.171956 = -4584822.536327 nChanged 677 SP:Iteration 22Q (329.426751 sec): 3 clusters Score: Raw -4588654.814520 + Penalty 3617.171956 = -4585037.642564 nChanged 680 SP:Iteration 23Q (329.541774 sec): 3 clusters Score: Raw -4588853.595500 + Penalty 3617.171956 = -4585236.423544 nChanged 627 SP:Iteration 24Q (329.652630 sec): 3 clusters Score: Raw -4589026.937975 + Penalty 3617.171956 = -4585409.766019 nChanged 563 SP:Iteration 25Q (329.762813 sec): 3 clusters Score: Raw -4589166.985930 + Penalty 3617.171956 = -4585549.813974 nChanged 505 SP:Iteration 26Q (329.872225 sec): 3 clusters Score: Raw -4589289.020873 + Penalty 3617.171956 = -4585671.848918 nChanged 473 SP:Iteration 27Q (329.981488 sec): 3 clusters Score: Raw -4589397.375776 + Penalty 3617.171956 = -4585780.203820 nChanged 418 SP:Iteration 28Q (330.090330 sec): 3 clusters Score: Raw -4589486.096761 + Penalty 3617.171956 = -4585868.924805 nChanged 408 SP:Iteration 29Q (330.198913 sec): 3 clusters Score: Raw -4589574.044888 + Penalty 3617.171956 = -4585956.872932 nChanged 387 SP:Iteration 30Q (330.307126 sec): 3 clusters Score: Raw -4589650.158761 + Penalty 3617.171956 = -4586032.986805 nChanged 339 SP:Iteration 31Q (330.414835 sec): 3 clusters Score: Raw -4589711.897593 + Penalty 3617.171956 = -4586094.725637 nChanged 339 SP:Iteration 32Q (330.522174 sec): 3 clusters Score: Raw -4589777.364026 + Penalty 3617.171956 = -4586160.192070 nChanged 317 SP:Iteration 33Q (330.629654 sec): 3 clusters Score: Raw -4589834.894488 + Penalty 3617.171956 = -4586217.722532 nChanged 286 SP:Iteration 34Q (330.736482 sec): 3 clusters Score: Raw -4589885.657944 + Penalty 3617.171956 = -4586268.485988 nChanged 259 SP:Iteration 35Q (330.843209 sec): 3 clusters Score: Raw -4589942.822712 + Penalty 3617.171956 = -4586325.650756 nChanged 268 SP:Iteration 36Q (330.949702 sec): 3 clusters Score: Raw -4590003.845056 + Penalty 3617.171956 = -4586386.673100 nChanged 261 SP:Iteration 37Q (331.055817 sec): 3 clusters Score: Raw -4590069.456801 + Penalty 3617.171956 = -4586452.284845 nChanged 262 SP:Iteration 38Q (331.161785 sec): 3 clusters Score: Raw -4590140.558545 + Penalty 3617.171956 = -4586523.386589 nChanged 259 SP:Iteration 39Q (331.267357 sec): 3 clusters Score: Raw -4590212.420521 + Penalty 3617.171956 = -4586595.248565 nChanged 223 SP:Iteration 40F (331.385640 sec): 3 clusters Score: Raw -4590275.402233 + Penalty 3617.171956 = -4586658.230277 nChanged 220 SP:Iteration 41Q (331.490937 sec): 3 clusters Score: Raw -4590342.461394 + Penalty 3617.171956 = -4586725.289438 nChanged 243 SP:Iteration 42Q (331.595966 sec): 3 clusters Score: Raw -4590425.372041 + Penalty 3617.171956 = -4586808.200085 nChanged 256 SP:Iteration 43Q (331.700606 sec): 3 clusters Score: Raw -4590526.241909 + Penalty 3617.171956 = -4586909.069953 nChanged 259 SP:Iteration 44Q (331.804901 sec): 3 clusters Score: Raw -4590633.858980 + Penalty 3617.171956 = -4587016.687025 nChanged 246 SP:Iteration 45Q (331.909041 sec): 3 clusters Score: Raw -4590721.739148 + Penalty 3617.171956 = -4587104.567192 nChanged 212 SP:Iteration 46Q (332.013018 sec): 3 clusters Score: Raw -4590795.061227 + Penalty 3617.171956 = -4587177.889271 nChanged 198 SP:Iteration 47Q (332.121590 sec): 3 clusters Score: Raw -4590855.147723 + Penalty 3617.171956 = -4587237.975767 nChanged 184 SP:Iteration 48Q (332.225226 sec): 3 clusters Score: Raw -4590902.962657 + Penalty 3617.171956 = -4587285.790701 nChanged 167 SP:Iteration 49Q (332.328437 sec): 3 clusters Score: Raw -4590941.836177 + Penalty 3617.171956 = -4587324.664221 nChanged 165 SP:Iteration 50Q (332.431705 sec): 3 clusters Score: Raw -4590978.699239 + Penalty 3617.171956 = -4587361.527283 nChanged 141 SP:Iteration 51Q (332.534834 sec): 3 clusters Score: Raw -4591008.660955 + Penalty 3617.171956 = -4587391.488999 nChanged 126 SP:Iteration 52Q (332.637699 sec): 3 clusters Score: Raw -4591033.870324 + Penalty 3617.171956 = -4587416.698369 nChanged 115 SP:Iteration 53Q (332.740591 sec): 3 clusters Score: Raw -4591059.573030 + Penalty 3617.171956 = -4587442.401074 nChanged 112 SP:Iteration 54Q (332.843373 sec): 3 clusters Score: Raw -4591081.499914 + Penalty 3617.171956 = -4587464.327958 nChanged 119 SP:Iteration 55Q (332.946202 sec): 3 clusters Score: Raw -4591107.539078 + Penalty 3617.171956 = -4587490.367122 nChanged 103 SP:Iteration 56Q (333.050040 sec): 3 clusters Score: Raw -4591123.921670 + Penalty 3617.171956 = -4587506.749714 nChanged 78 SP:Iteration 57Q (333.152708 sec): 3 clusters Score: Raw -4591136.260229 + Penalty 3617.171956 = -4587519.088273 nChanged 69 SP:Iteration 58Q (333.255065 sec): 3 clusters Score: Raw -4591147.338590 + Penalty 3617.171956 = -4587530.166634 nChanged 60 SP:Iteration 59Q (333.379256 sec): 3 clusters Score: Raw -4591154.978021 + Penalty 3617.171956 = -4587537.806065 nChanged 47 SP:Iteration 60F (333.497831 sec): 3 clusters Score: Raw -4591160.605914 + Penalty 3617.171956 = -4587543.433958 nChanged 40 SP:Iteration 61Q (333.600052 sec): 3 clusters Score: Raw -4591165.639249 + Penalty 3617.171956 = -4587548.467293 nChanged 37 SP:Iteration 62Q (333.702293 sec): 3 clusters Score: Raw -4591171.018338 + Penalty 3617.171956 = -4587553.846382 nChanged 45 SP:Iteration 63Q (333.804553 sec): 3 clusters Score: Raw -4591175.942240 + Penalty 3617.171956 = -4587558.770285 nChanged 50 SP:Iteration 64Q (333.906710 sec): 3 clusters Score: Raw -4591181.480057 + Penalty 3617.171956 = -4587564.308101 nChanged 41 SP:Iteration 65Q (334.008912 sec): 3 clusters Score: Raw -4591186.871374 + Penalty 3617.171956 = -4587569.699419 nChanged 45 SP:Iteration 66Q (334.110965 sec): 3 clusters Score: Raw -4591194.140046 + Penalty 3617.171956 = -4587576.968090 nChanged 48 SP:Iteration 67Q (334.213317 sec): 3 clusters Score: Raw -4591202.023058 + Penalty 3617.171956 = -4587584.851102 nChanged 41 SP:Iteration 68Q (334.315312 sec): 3 clusters Score: Raw -4591206.579398 + Penalty 3617.171956 = -4587589.407442 nChanged 33 SP:Iteration 69Q (334.417225 sec): 3 clusters Score: Raw -4591209.979198 + Penalty 3617.171956 = -4587592.807242 nChanged 36 SP:Iteration 70Q (334.519178 sec): 3 clusters Score: Raw -4591214.053547 + Penalty 3617.171956 = -4587596.881591 nChanged 33 SP:Iteration 71Q (334.621100 sec): 3 clusters Score: Raw -4591219.531594 + Penalty 3617.171956 = -4587602.359638 nChanged 40 SP:Iteration 72Q (334.722892 sec): 3 clusters Score: Raw -4591225.108081 + Penalty 3617.171956 = -4587607.936125 nChanged 43 SP:Iteration 73Q (334.824745 sec): 3 clusters Score: Raw -4591231.235124 + Penalty 3617.171956 = -4587614.063168 nChanged 44 SP:Iteration 74Q (334.927178 sec): 3 clusters Score: Raw -4591238.547373 + Penalty 3617.171956 = -4587621.375417 nChanged 47 SP:Iteration 75Q (335.030780 sec): 3 clusters Score: Raw -4591244.923073 + Penalty 3617.171956 = -4587627.751117 nChanged 31 SP:Iteration 76Q (335.133531 sec): 3 clusters Score: Raw -4591249.188452 + Penalty 3617.171956 = -4587632.016496 nChanged 30 SP:Iteration 77Q (335.235891 sec): 3 clusters Score: Raw -4591251.877337 + Penalty 3617.171956 = -4587634.705381 nChanged 21 SP:Iteration 78Q (335.337573 sec): 3 clusters Score: Raw -4591253.985126 + Penalty 3617.171956 = -4587636.813170 nChanged 22 SP:Iteration 79Q (335.439243 sec): 3 clusters Score: Raw -4591257.099620 + Penalty 3617.171956 = -4587639.927664 nChanged 20 SP:Iteration 80F (335.556928 sec): 3 clusters Score: Raw -4591259.036157 + Penalty 3617.171956 = -4587641.864201 nChanged 20 SP:Iteration 81Q (335.658365 sec): 3 clusters Score: Raw -4591260.696923 + Penalty 3617.171956 = -4587643.524967 nChanged 16 SP:Iteration 82Q (335.760067 sec): 3 clusters Score: Raw -4591262.409562 + Penalty 3617.171956 = -4587645.237606 nChanged 15 SP:Iteration 83Q (335.861827 sec): 3 clusters Score: Raw -4591263.991643 + Penalty 3617.171956 = -4587646.819687 nChanged 15 SP:Iteration 84Q (335.963431 sec): 3 clusters Score: Raw -4591265.569646 + Penalty 3617.171956 = -4587648.397690 nChanged 12 SP:Iteration 85Q (336.064954 sec): 3 clusters Score: Raw -4591266.520163 + Penalty 3617.171956 = -4587649.348207 nChanged 9 SP:Iteration 86Q (336.166624 sec): 3 clusters Score: Raw -4591267.416437 + Penalty 3617.171956 = -4587650.244481 nChanged 11 SP:Iteration 87Q (336.268085 sec): 3 clusters Score: Raw -4591268.639186 + Penalty 3617.171956 = -4587651.467230 nChanged 11 SP:Iteration 88Q (336.369495 sec): 3 clusters Score: Raw -4591269.990682 + Penalty 3617.171956 = -4587652.818726 nChanged 9 SP:Iteration 89Q (336.470388 sec): 3 clusters Score: Raw -4591271.014370 + Penalty 3617.171956 = -4587653.842414 nChanged 9 SP:Iteration 90Q (336.572733 sec): 3 clusters Score: Raw -4591272.082457 + Penalty 3617.171956 = -4587654.910501 nChanged 11 SP:Iteration 91Q (336.674275 sec): 3 clusters Score: Raw -4591273.275337 + Penalty 3617.171956 = -4587656.103381 nChanged 8 SP:Iteration 92Q (336.775781 sec): 3 clusters Score: Raw -4591274.219283 + Penalty 3617.171956 = -4587657.047327 nChanged 8 SP:Iteration 93Q (336.887642 sec): 3 clusters Score: Raw -4591274.832146 + Penalty 3617.171956 = -4587657.660190 nChanged 10 SP:Iteration 94Q (337.000702 sec): 3 clusters Score: Raw -4591275.821576 + Penalty 3617.171956 = -4587658.649620 nChanged 12 SP:Iteration 95Q (337.102873 sec): 3 clusters Score: Raw -4591276.896297 + Penalty 3617.171956 = -4587659.724341 nChanged 9 SP:Iteration 96Q (337.204343 sec): 3 clusters Score: Raw -4591277.793990 + Penalty 3617.171956 = -4587660.622034 nChanged 8 SP:Iteration 97Q (337.305722 sec): 3 clusters Score: Raw -4591279.203698 + Penalty 3617.171956 = -4587662.031742 nChanged 10 SP:Iteration 98Q (337.407064 sec): 3 clusters Score: Raw -4591280.318134 + Penalty 3617.171956 = -4587663.146178 nChanged 12 SP:Iteration 99Q (337.508634 sec): 3 clusters Score: Raw -4591281.670524 + Penalty 3617.171956 = -4587664.498568 nChanged 15 SP:Iteration 100F (337.626386 sec): 3 clusters Score: Raw -4591283.462296 + Penalty 3617.171956 = -4587666.290341 nChanged 16 SP:Iteration 101Q (337.727700 sec): 3 clusters Score: Raw -4591285.908567 + Penalty 3617.171956 = -4587668.736611 nChanged 20 SP:Iteration 102Q (337.829087 sec): 3 clusters Score: Raw -4591288.275727 + Penalty 3617.171956 = -4587671.103771 nChanged 13 SP:Iteration 103Q (337.930293 sec): 3 clusters Score: Raw -4591289.432303 + Penalty 3617.171956 = -4587672.260347 nChanged 6 SP:Iteration 104Q (338.031584 sec): 3 clusters Score: Raw -4591290.036967 + Penalty 3617.171956 = -4587672.865011 nChanged 5 SP:Iteration 105Q (338.133037 sec): 3 clusters Score: Raw -4591290.606846 + Penalty 3617.171956 = -4587673.434890 nChanged 8 SP:Iteration 106Q (338.234306 sec): 3 clusters Score: Raw -4591291.573145 + Penalty 3617.171956 = -4587674.401189 nChanged 6 SP:Iteration 107Q (338.335772 sec): 3 clusters Score: Raw -4591292.023652 + Penalty 3617.171956 = -4587674.851696 nChanged 5 SP:Iteration 108Q (338.436995 sec): 3 clusters Score: Raw -4591292.466494 + Penalty 3617.171956 = -4587675.294538 nChanged 6 SP:Iteration 109Q (338.538089 sec): 3 clusters Score: Raw -4591293.164694 + Penalty 3617.171956 = -4587675.992738 nChanged 11 SP:Iteration 110Q (338.639307 sec): 3 clusters Score: Raw -4591294.801848 + Penalty 3617.171956 = -4587677.629892 nChanged 13 SP:Iteration 111Q (338.740673 sec): 3 clusters Score: Raw -4591296.489666 + Penalty 3617.171956 = -4587679.317710 nChanged 12 SP:Iteration 112Q (338.841976 sec): 3 clusters Score: Raw -4591297.807859 + Penalty 3617.171956 = -4587680.635903 nChanged 16 SP:Iteration 113Q (338.942784 sec): 3 clusters Score: Raw -4591299.900030 + Penalty 3617.171956 = -4587682.728074 nChanged 9 SP:Iteration 114Q (339.044052 sec): 3 clusters Score: Raw -4591300.967699 + Penalty 3617.171956 = -4587683.795743 nChanged 7 SP:Iteration 115Q (339.145308 sec): 3 clusters Score: Raw -4591301.779415 + Penalty 3617.171956 = -4587684.607459 nChanged 6 SP:Iteration 116Q (339.246325 sec): 3 clusters Score: Raw -4591302.483605 + Penalty 3617.171956 = -4587685.311649 nChanged 5 SP:Iteration 117Q (339.347507 sec): 3 clusters Score: Raw -4591303.006604 + Penalty 3617.171956 = -4587685.834648 nChanged 10 SP:Iteration 118Q (339.448736 sec): 3 clusters Score: Raw -4591304.320447 + Penalty 3617.171956 = -4587687.148492 nChanged 10 SP:Iteration 119Q (339.549834 sec): 3 clusters Score: Raw -4591305.754272 + Penalty 3617.171956 = -4587688.582316 nChanged 7 SP:Iteration 120F (339.667413 sec): 3 clusters Score: Raw -4591306.660977 + Penalty 3617.171956 = -4587689.489021 nChanged 7 SP:Iteration 121Q (339.768612 sec): 3 clusters Score: Raw -4591307.864479 + Penalty 3617.171956 = -4587690.692523 nChanged 11 SP:Iteration 122Q (339.869742 sec): 3 clusters Score: Raw -4591308.856676 + Penalty 3617.171956 = -4587691.684720 nChanged 7 SP:Iteration 123Q (339.996670 sec): 3 clusters Score: Raw -4591309.493682 + Penalty 3617.171956 = -4587692.321726 nChanged 11 SP:Iteration 124Q (340.114428 sec): 3 clusters Score: Raw -4591310.490115 + Penalty 3617.171956 = -4587693.318159 nChanged 8 SP:Iteration 125Q (340.215519 sec): 3 clusters Score: Raw -4591311.375670 + Penalty 3617.171956 = -4587694.203714 nChanged 8 SP:Iteration 126Q (340.316595 sec): 3 clusters Score: Raw -4591312.118685 + Penalty 3617.171956 = -4587694.946730 nChanged 7 SP:Iteration 127Q (340.417812 sec): 3 clusters Score: Raw -4591312.595189 + Penalty 3617.171956 = -4587695.423233 nChanged 9 SP:Iteration 128Q (340.518711 sec): 3 clusters Score: Raw -4591313.731069 + Penalty 3617.171956 = -4587696.559113 nChanged 8 SP:Iteration 129Q (340.619676 sec): 3 clusters Score: Raw -4591314.939217 + Penalty 3617.171956 = -4587697.767261 nChanged 11 SP:Iteration 130Q (340.720851 sec): 3 clusters Score: Raw -4591316.196414 + Penalty 3617.171956 = -4587699.024458 nChanged 8 SP:Iteration 131Q (340.821943 sec): 3 clusters Score: Raw -4591316.693979 + Penalty 3617.171956 = -4587699.522023 nChanged 5 SP:Iteration 132Q (340.922929 sec): 3 clusters Score: Raw -4591317.086717 + Penalty 3617.171956 = -4587699.914762 nChanged 2 SP:Iteration 133Q (341.023997 sec): 3 clusters Score: Raw -4591317.221214 + Penalty 3617.171956 = -4587700.049258 nChanged 2 SP:Iteration 134Q (341.125138 sec): 3 clusters Score: Raw -4591317.492016 + Penalty 3617.171956 = -4587700.320060 nChanged 0 SP:Iteration 135F (341.242722 sec): 3 clusters Score: Raw -4591317.492016 + Penalty 3617.171956 = -4587700.320060 nChanged 0 Trying to split cluster 25 (10519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (341.258315 sec): 2 clusters Score: Raw -724833.451919 + Penalty 1504.902494 = -723328.549425 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (341.289115 sec): 3 clusters Score: Raw -718890.587946 + Penalty 3009.804988 = -715880.782958 nChanged 4466 SP:Iteration 1F (341.318731 sec): 3 clusters Score: Raw -721363.816804 + Penalty 3009.804988 = -718354.011816 nChanged 782 SP:Iteration 2F (341.348234 sec): 3 clusters Score: Raw -721890.309930 + Penalty 3009.804988 = -718880.504942 nChanged 783 SP:Iteration 3F (341.377897 sec): 3 clusters Score: Raw -722525.380837 + Penalty 3009.804988 = -719515.575849 nChanged 842 SP:Iteration 4F (341.407418 sec): 3 clusters Score: Raw -723261.207334 + Penalty 3009.804988 = -720251.402346 nChanged 764 SP:Iteration 5F (341.436879 sec): 3 clusters Score: Raw -723921.185075 + Penalty 3009.804988 = -720911.380087 nChanged 649 SP:Iteration 6F (341.466663 sec): 3 clusters Score: Raw -724451.871675 + Penalty 3009.804988 = -721442.066687 nChanged 457 SP:Iteration 7Q (341.496517 sec): 3 clusters Score: Raw -724853.839191 + Penalty 3009.804988 = -721844.034203 nChanged 335 SP:Iteration 8Q (341.525948 sec): 3 clusters Score: Raw -725144.629342 + Penalty 3009.804988 = -722134.824354 nChanged 239 SP:Iteration 9Q (341.555111 sec): 3 clusters Score: Raw -725326.718062 + Penalty 3009.804988 = -722316.913074 nChanged 179 SP:Iteration 10Q (341.583518 sec): 3 clusters Score: Raw -725422.723435 + Penalty 3009.804988 = -722412.918447 nChanged 127 SP:Iteration 11Q (341.611175 sec): 3 clusters Score: Raw -725488.981815 + Penalty 3009.804988 = -722479.176827 nChanged 100 SP:Iteration 12Q (341.638697 sec): 3 clusters Score: Raw -725545.285516 + Penalty 3009.804988 = -722535.480528 nChanged 85 SP:Iteration 13Q (341.666096 sec): 3 clusters Score: Raw -725586.239489 + Penalty 3009.804988 = -722576.434501 nChanged 72 SP:Iteration 14Q (341.693122 sec): 3 clusters Score: Raw -725621.742933 + Penalty 3009.804988 = -722611.937945 nChanged 65 SP:Iteration 15Q (341.720323 sec): 3 clusters Score: Raw -725655.288634 + Penalty 3009.804988 = -722645.483646 nChanged 52 SP:Iteration 16Q (341.747135 sec): 3 clusters Score: Raw -725673.684539 + Penalty 3009.804988 = -722663.879551 nChanged 46 SP:Iteration 17Q (341.774076 sec): 3 clusters Score: Raw -725688.013961 + Penalty 3009.804988 = -722678.208973 nChanged 41 SP:Iteration 18Q (341.800860 sec): 3 clusters Score: Raw -725697.841941 + Penalty 3009.804988 = -722688.036953 nChanged 33 SP:Iteration 19Q (341.827581 sec): 3 clusters Score: Raw -725705.375449 + Penalty 3009.804988 = -722695.570461 nChanged 29 SP:Iteration 20F (341.857256 sec): 3 clusters Score: Raw -725712.585091 + Penalty 3009.804988 = -722702.780103 nChanged 33 SP:Iteration 21Q (341.884081 sec): 3 clusters Score: Raw -725720.061369 + Penalty 3009.804988 = -722710.256381 nChanged 29 SP:Iteration 22Q (341.910794 sec): 3 clusters Score: Raw -725726.625324 + Penalty 3009.804988 = -722716.820336 nChanged 37 SP:Iteration 23Q (341.937510 sec): 3 clusters Score: Raw -725737.634581 + Penalty 3009.804988 = -722727.829593 nChanged 39 SP:Iteration 24Q (341.964156 sec): 3 clusters Score: Raw -725748.672895 + Penalty 3009.804988 = -722738.867907 nChanged 35 SP:Iteration 25Q (341.990867 sec): 3 clusters Score: Raw -725756.370993 + Penalty 3009.804988 = -722746.566005 nChanged 32 SP:Iteration 26Q (342.017590 sec): 3 clusters Score: Raw -725764.584635 + Penalty 3009.804988 = -722754.779647 nChanged 38 SP:Iteration 27Q (342.044267 sec): 3 clusters Score: Raw -725775.350726 + Penalty 3009.804988 = -722765.545738 nChanged 31 SP:Iteration 28Q (342.070903 sec): 3 clusters Score: Raw -725783.353083 + Penalty 3009.804988 = -722773.548095 nChanged 30 SP:Iteration 29Q (342.097418 sec): 3 clusters Score: Raw -725788.302998 + Penalty 3009.804988 = -722778.498010 nChanged 22 SP:Iteration 30Q (342.124113 sec): 3 clusters Score: Raw -725794.999885 + Penalty 3009.804988 = -722785.194897 nChanged 27 SP:Iteration 31Q (342.150973 sec): 3 clusters Score: Raw -725800.979286 + Penalty 3009.804988 = -722791.174298 nChanged 25 SP:Iteration 32Q (342.177756 sec): 3 clusters Score: Raw -725806.718956 + Penalty 3009.804988 = -722796.913968 nChanged 24 SP:Iteration 33Q (342.204314 sec): 3 clusters Score: Raw -725811.603989 + Penalty 3009.804988 = -722801.799001 nChanged 25 SP:Iteration 34Q (342.230964 sec): 3 clusters Score: Raw -725815.970731 + Penalty 3009.804988 = -722806.165743 nChanged 24 SP:Iteration 35Q (342.257778 sec): 3 clusters Score: Raw -725820.912346 + Penalty 3009.804988 = -722811.107358 nChanged 20 SP:Iteration 36Q (342.284497 sec): 3 clusters Score: Raw -725825.386413 + Penalty 3009.804988 = -722815.581425 nChanged 29 SP:Iteration 37Q (342.311003 sec): 3 clusters Score: Raw -725832.225898 + Penalty 3009.804988 = -722822.420910 nChanged 37 SP:Iteration 38Q (342.337500 sec): 3 clusters Score: Raw -725841.173706 + Penalty 3009.804988 = -722831.368718 nChanged 38 SP:Iteration 39Q (342.364308 sec): 3 clusters Score: Raw -725849.597696 + Penalty 3009.804988 = -722839.792708 nChanged 35 SP:Iteration 40F (342.393994 sec): 3 clusters Score: Raw -725856.563958 + Penalty 3009.804988 = -722846.758970 nChanged 24 SP:Iteration 41Q (342.420707 sec): 3 clusters Score: Raw -725860.412083 + Penalty 3009.804988 = -722850.607095 nChanged 21 SP:Iteration 42Q (342.447538 sec): 3 clusters Score: Raw -725864.486949 + Penalty 3009.804988 = -722854.681961 nChanged 23 SP:Iteration 43Q (342.474409 sec): 3 clusters Score: Raw -725868.741528 + Penalty 3009.804988 = -722858.936540 nChanged 24 SP:Iteration 44Q (342.501107 sec): 3 clusters Score: Raw -725873.146568 + Penalty 3009.804988 = -722863.341580 nChanged 26 SP:Iteration 45Q (342.527901 sec): 3 clusters Score: Raw -725877.272351 + Penalty 3009.804988 = -722867.467363 nChanged 20 SP:Iteration 46Q (342.554560 sec): 3 clusters Score: Raw -725880.851416 + Penalty 3009.804988 = -722871.046428 nChanged 25 SP:Iteration 47Q (342.581379 sec): 3 clusters Score: Raw -725884.908229 + Penalty 3009.804988 = -722875.103241 nChanged 21 SP:Iteration 48Q (342.608415 sec): 3 clusters Score: Raw -725888.223385 + Penalty 3009.804988 = -722878.418397 nChanged 22 SP:Iteration 49Q (342.635086 sec): 3 clusters Score: Raw -725892.523146 + Penalty 3009.804988 = -722882.718158 nChanged 26 SP:Iteration 50Q (342.662031 sec): 3 clusters Score: Raw -725897.907553 + Penalty 3009.804988 = -722888.102565 nChanged 32 SP:Iteration 51Q (342.688704 sec): 3 clusters Score: Raw -725905.105409 + Penalty 3009.804988 = -722895.300421 nChanged 28 SP:Iteration 52Q (342.715489 sec): 3 clusters Score: Raw -725910.687031 + Penalty 3009.804988 = -722900.882043 nChanged 26 SP:Iteration 53Q (342.742195 sec): 3 clusters Score: Raw -725917.038231 + Penalty 3009.804988 = -722907.233243 nChanged 37 SP:Iteration 54Q (342.768811 sec): 3 clusters Score: Raw -725928.877431 + Penalty 3009.804988 = -722919.072443 nChanged 55 SP:Iteration 55Q (342.795497 sec): 3 clusters Score: Raw -725950.543455 + Penalty 3009.804988 = -722940.738467 nChanged 67 SP:Iteration 56Q (342.822141 sec): 3 clusters Score: Raw -725976.487660 + Penalty 3009.804988 = -722966.682672 nChanged 78 SP:Iteration 57Q (342.849007 sec): 3 clusters Score: Raw -726009.456518 + Penalty 3009.804988 = -722999.651530 nChanged 96 SP:Iteration 58Q (342.875582 sec): 3 clusters Score: Raw -726063.710405 + Penalty 3009.804988 = -723053.905417 nChanged 140 SP:Iteration 59Q (342.902167 sec): 3 clusters Score: Raw -726166.779369 + Penalty 3009.804988 = -723156.974381 nChanged 184 SP:Iteration 60F (342.931734 sec): 3 clusters Score: Raw -726330.560862 + Penalty 3009.804988 = -723320.755874 nChanged 187 SP:Iteration 61Q (342.958670 sec): 3 clusters Score: Raw -726491.831483 + Penalty 3009.804988 = -723482.026495 nChanged 202 SP:Iteration 62Q (342.985461 sec): 3 clusters Score: Raw -726672.911464 + Penalty 3009.804988 = -723663.106476 nChanged 163 SP:Iteration 63Q (343.012057 sec): 3 clusters Score: Raw -726778.188169 + Penalty 3009.804988 = -723768.383181 nChanged 125 SP:Iteration 64Q (343.038420 sec): 3 clusters Score: Raw -726834.663216 + Penalty 3009.804988 = -723824.858228 nChanged 91 SP:Iteration 65Q (343.064929 sec): 3 clusters Score: Raw -726864.626277 + Penalty 3009.804988 = -723854.821289 nChanged 60 SP:Iteration 66Q (343.091165 sec): 3 clusters Score: Raw -726877.020482 + Penalty 3009.804988 = -723867.215493 nChanged 25 SP:Iteration 67Q (343.117339 sec): 3 clusters Score: Raw -726880.775666 + Penalty 3009.804988 = -723870.970678 nChanged 19 SP:Iteration 68Q (343.143498 sec): 3 clusters Score: Raw -726884.519751 + Penalty 3009.804988 = -723874.714763 nChanged 17 SP:Iteration 69Q (343.169628 sec): 3 clusters Score: Raw -726886.441619 + Penalty 3009.804988 = -723876.636631 nChanged 6 SP:Iteration 70Q (343.195902 sec): 3 clusters Score: Raw -726886.892597 + Penalty 3009.804988 = -723877.087609 nChanged 3 SP:Iteration 71Q (343.222173 sec): 3 clusters Score: Raw -726887.172709 + Penalty 3009.804988 = -723877.367721 nChanged 0 SP:Iteration 72F (343.251848 sec): 3 clusters Score: Raw -726887.172709 + Penalty 3009.804988 = -723877.367721 nChanged 0 Score: Raw -22933435.133916 + Penalty 64400.529166 = -22869034.604749 Splitting cluster 25 changes total score from -22869035.682238 to -22869034.604749 So it's not getting split. Trying to split cluster 26 (2533 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (350.660078 sec): 2 clusters Score: Raw -171266.283198 + Penalty 1273.538443 = -169992.744755 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (350.673396 sec): 3 clusters Score: Raw -170069.963687 + Penalty 2547.076886 = -167522.886801 nChanged 945 SP:Iteration 1F (350.685827 sec): 3 clusters Score: Raw -170624.690044 + Penalty 2547.076886 = -168077.613158 nChanged 188 SP:Iteration 2F (350.698280 sec): 3 clusters Score: Raw -170754.764208 + Penalty 2547.076886 = -168207.687322 nChanged 142 SP:Iteration 3F (350.710729 sec): 3 clusters Score: Raw -170862.009027 + Penalty 2547.076886 = -168314.932141 nChanged 108 SP:Iteration 4Q (350.723078 sec): 3 clusters Score: Raw -170934.350689 + Penalty 2547.076886 = -168387.273803 nChanged 90 SP:Iteration 5Q (350.735579 sec): 3 clusters Score: Raw -170980.072744 + Penalty 2547.076886 = -168432.995857 nChanged 61 SP:Iteration 6Q (350.748020 sec): 3 clusters Score: Raw -171012.907096 + Penalty 2547.076886 = -168465.830210 nChanged 47 SP:Iteration 7Q (350.760442 sec): 3 clusters Score: Raw -171034.481549 + Penalty 2547.076886 = -168487.404663 nChanged 42 SP:Iteration 8Q (350.772878 sec): 3 clusters Score: Raw -171051.273205 + Penalty 2547.076886 = -168504.196319 nChanged 26 SP:Iteration 9Q (350.785197 sec): 3 clusters Score: Raw -171061.741014 + Penalty 2547.076886 = -168514.664127 nChanged 30 SP:Iteration 10Q (350.797656 sec): 3 clusters Score: Raw -171076.087367 + Penalty 2547.076886 = -168529.010481 nChanged 24 SP:Iteration 11Q (350.810085 sec): 3 clusters Score: Raw -171090.648083 + Penalty 2547.076886 = -168543.571197 nChanged 27 SP:Iteration 12Q (350.822453 sec): 3 clusters Score: Raw -171109.780579 + Penalty 2547.076886 = -168562.703693 nChanged 30 SP:Iteration 13Q (350.834838 sec): 3 clusters Score: Raw -171125.445997 + Penalty 2547.076886 = -168578.369111 nChanged 28 SP:Iteration 14Q (350.847254 sec): 3 clusters Score: Raw -171144.802802 + Penalty 2547.076886 = -168597.725915 nChanged 39 SP:Iteration 15Q (350.859690 sec): 3 clusters Score: Raw -171187.943107 + Penalty 2547.076886 = -168640.866220 nChanged 54 SP:Iteration 16Q (350.872075 sec): 3 clusters Score: Raw -171228.428001 + Penalty 2547.076886 = -168681.351114 nChanged 42 SP:Iteration 17Q (350.884418 sec): 3 clusters Score: Raw -171261.258813 + Penalty 2547.076886 = -168714.181927 nChanged 34 SP:Iteration 18Q (350.896781 sec): 3 clusters Score: Raw -171289.562309 + Penalty 2547.076886 = -168742.485423 nChanged 46 SP:Iteration 19Q (350.909066 sec): 3 clusters Score: Raw -171325.722611 + Penalty 2547.076886 = -168778.645725 nChanged 43 SP:Iteration 20F (350.921497 sec): 3 clusters Score: Raw -171361.086940 + Penalty 2547.076886 = -168814.010053 nChanged 41 SP:Iteration 21Q (350.933774 sec): 3 clusters Score: Raw -171391.747758 + Penalty 2547.076886 = -168844.670871 nChanged 37 SP:Iteration 22Q (350.946014 sec): 3 clusters Score: Raw -171417.752275 + Penalty 2547.076886 = -168870.675389 nChanged 32 SP:Iteration 23Q (350.958245 sec): 3 clusters Score: Raw -171439.536585 + Penalty 2547.076886 = -168892.459699 nChanged 39 SP:Iteration 24Q (350.970328 sec): 3 clusters Score: Raw -171462.441718 + Penalty 2547.076886 = -168915.364831 nChanged 30 SP:Iteration 25Q (350.982496 sec): 3 clusters Score: Raw -171478.905647 + Penalty 2547.076886 = -168931.828761 nChanged 31 SP:Iteration 26Q (350.994578 sec): 3 clusters Score: Raw -171496.180094 + Penalty 2547.076886 = -168949.103207 nChanged 23 SP:Iteration 27Q (351.006658 sec): 3 clusters Score: Raw -171506.096288 + Penalty 2547.076886 = -168959.019401 nChanged 21 SP:Iteration 28Q (351.018794 sec): 3 clusters Score: Raw -171516.693857 + Penalty 2547.076886 = -168969.616971 nChanged 25 SP:Iteration 29Q (351.030916 sec): 3 clusters Score: Raw -171532.178223 + Penalty 2547.076886 = -168985.101337 nChanged 22 SP:Iteration 30Q (351.043080 sec): 3 clusters Score: Raw -171543.729305 + Penalty 2547.076886 = -168996.652419 nChanged 19 SP:Iteration 31Q (351.055172 sec): 3 clusters Score: Raw -171551.823540 + Penalty 2547.076886 = -169004.746654 nChanged 13 SP:Iteration 32Q (351.067229 sec): 3 clusters Score: Raw -171561.067514 + Penalty 2547.076886 = -169013.990628 nChanged 17 SP:Iteration 33Q (351.079330 sec): 3 clusters Score: Raw -171569.255725 + Penalty 2547.076886 = -169022.178839 nChanged 16 SP:Iteration 34Q (351.091493 sec): 3 clusters Score: Raw -171574.836442 + Penalty 2547.076886 = -169027.759556 nChanged 12 SP:Iteration 35Q (351.103610 sec): 3 clusters Score: Raw -171578.719769 + Penalty 2547.076886 = -169031.642883 nChanged 4 SP:Iteration 36Q (351.115720 sec): 3 clusters Score: Raw -171579.730709 + Penalty 2547.076886 = -169032.653823 nChanged 2 SP:Iteration 37Q (351.127717 sec): 3 clusters Score: Raw -171580.101746 + Penalty 2547.076886 = -169033.024859 nChanged 2 SP:Iteration 38Q (351.139841 sec): 3 clusters Score: Raw -171581.146728 + Penalty 2547.076886 = -169034.069842 nChanged 2 SP:Iteration 39Q (351.152011 sec): 3 clusters Score: Raw -171581.911298 + Penalty 2547.076886 = -169034.834412 nChanged 0 SP:Iteration 40F (351.164399 sec): 3 clusters Score: Raw -171581.911298 + Penalty 2547.076886 = -169034.834412 nChanged 0 Trying to split cluster 27 (10435 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (351.188608 sec): 2 clusters Score: Raw -676464.976632 + Penalty 1503.599633 = -674961.376999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (351.217434 sec): 3 clusters Score: Raw -670527.516927 + Penalty 3007.199266 = -667520.317661 nChanged 4578 SP:Iteration 1F (351.245856 sec): 3 clusters Score: Raw -673076.229425 + Penalty 3007.199266 = -670069.030159 nChanged 617 SP:Iteration 2F (351.273779 sec): 3 clusters Score: Raw -673363.909460 + Penalty 3007.199266 = -670356.710194 nChanged 562 SP:Iteration 3F (351.302291 sec): 3 clusters Score: Raw -673625.646799 + Penalty 3007.199266 = -670618.447533 nChanged 498 SP:Iteration 4Q (351.330967 sec): 3 clusters Score: Raw -673903.605155 + Penalty 3007.199266 = -670896.405889 nChanged 487 SP:Iteration 5Q (351.359680 sec): 3 clusters Score: Raw -674199.418398 + Penalty 3007.199266 = -671192.219132 nChanged 519 SP:Iteration 6Q (351.388406 sec): 3 clusters Score: Raw -674520.628709 + Penalty 3007.199266 = -671513.429443 nChanged 516 SP:Iteration 7Q (351.416906 sec): 3 clusters Score: Raw -674839.170248 + Penalty 3007.199266 = -671831.970982 nChanged 499 SP:Iteration 8Q (351.445748 sec): 3 clusters Score: Raw -675150.999661 + Penalty 3007.199266 = -672143.800394 nChanged 457 SP:Iteration 9Q (351.474327 sec): 3 clusters Score: Raw -675422.236398 + Penalty 3007.199266 = -672415.037132 nChanged 388 SP:Iteration 10Q (351.502513 sec): 3 clusters Score: Raw -675647.170303 + Penalty 3007.199266 = -672639.971037 nChanged 334 SP:Iteration 11Q (351.530523 sec): 3 clusters Score: Raw -675825.545060 + Penalty 3007.199266 = -672818.345794 nChanged 280 SP:Iteration 12Q (351.558597 sec): 3 clusters Score: Raw -675969.019722 + Penalty 3007.199266 = -672961.820455 nChanged 250 SP:Iteration 13Q (351.586427 sec): 3 clusters Score: Raw -676080.662399 + Penalty 3007.199266 = -673073.463133 nChanged 204 SP:Iteration 14Q (351.613946 sec): 3 clusters Score: Raw -676166.101884 + Penalty 3007.199266 = -673158.902618 nChanged 196 SP:Iteration 15Q (351.641490 sec): 3 clusters Score: Raw -676259.515487 + Penalty 3007.199266 = -673252.316220 nChanged 196 SP:Iteration 16Q (351.668791 sec): 3 clusters Score: Raw -676348.431488 + Penalty 3007.199266 = -673341.232222 nChanged 174 SP:Iteration 17Q (351.696005 sec): 3 clusters Score: Raw -676430.888938 + Penalty 3007.199266 = -673423.689672 nChanged 157 SP:Iteration 18Q (351.722871 sec): 3 clusters Score: Raw -676506.421863 + Penalty 3007.199266 = -673499.222597 nChanged 137 SP:Iteration 19Q (351.749527 sec): 3 clusters Score: Raw -676565.058574 + Penalty 3007.199266 = -673557.859308 nChanged 113 SP:Iteration 20F (351.777930 sec): 3 clusters Score: Raw -676616.308069 + Penalty 3007.199266 = -673609.108803 nChanged 97 SP:Iteration 21Q (351.804481 sec): 3 clusters Score: Raw -676664.114731 + Penalty 3007.199266 = -673656.915465 nChanged 101 SP:Iteration 22Q (351.830776 sec): 3 clusters Score: Raw -676718.274968 + Penalty 3007.199266 = -673711.075702 nChanged 99 SP:Iteration 23Q (351.857013 sec): 3 clusters Score: Raw -676773.812536 + Penalty 3007.199266 = -673766.613269 nChanged 103 SP:Iteration 24Q (351.883144 sec): 3 clusters Score: Raw -676829.410803 + Penalty 3007.199266 = -673822.211536 nChanged 82 SP:Iteration 25Q (351.909149 sec): 3 clusters Score: Raw -676870.302213 + Penalty 3007.199266 = -673863.102946 nChanged 59 SP:Iteration 26Q (351.934945 sec): 3 clusters Score: Raw -676898.485394 + Penalty 3007.199266 = -673891.286128 nChanged 53 SP:Iteration 27Q (351.960674 sec): 3 clusters Score: Raw -676923.573678 + Penalty 3007.199266 = -673916.374412 nChanged 50 SP:Iteration 28Q (351.986138 sec): 3 clusters Score: Raw -676948.556731 + Penalty 3007.199266 = -673941.357464 nChanged 36 SP:Iteration 29Q (352.011677 sec): 3 clusters Score: Raw -676964.425975 + Penalty 3007.199266 = -673957.226709 nChanged 29 SP:Iteration 30Q (352.037056 sec): 3 clusters Score: Raw -676977.329358 + Penalty 3007.199266 = -673970.130092 nChanged 22 SP:Iteration 31Q (352.104142 sec): 3 clusters Score: Raw -676989.289716 + Penalty 3007.199266 = -673982.090450 nChanged 29 SP:Iteration 32Q (352.141705 sec): 3 clusters Score: Raw -677004.371048 + Penalty 3007.199266 = -673997.171781 nChanged 20 SP:Iteration 33Q (352.168547 sec): 3 clusters Score: Raw -677012.034245 + Penalty 3007.199266 = -674004.834978 nChanged 19 SP:Iteration 34Q (352.193971 sec): 3 clusters Score: Raw -677018.650568 + Penalty 3007.199266 = -674011.451301 nChanged 9 SP:Iteration 35Q (352.219198 sec): 3 clusters Score: Raw -677021.097667 + Penalty 3007.199266 = -674013.898401 nChanged 10 SP:Iteration 36Q (352.244349 sec): 3 clusters Score: Raw -677024.111866 + Penalty 3007.199266 = -674016.912600 nChanged 7 SP:Iteration 37Q (352.269357 sec): 3 clusters Score: Raw -677026.357529 + Penalty 3007.199266 = -674019.158263 nChanged 2 SP:Iteration 38Q (352.294345 sec): 3 clusters Score: Raw -677026.980318 + Penalty 3007.199266 = -674019.781051 nChanged 0 SP:Iteration 39F (352.322845 sec): 3 clusters Score: Raw -677026.980318 + Penalty 3007.199266 = -674019.781051 nChanged 0 Trying to split cluster 28 (6682 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (352.343440 sec): 2 clusters Score: Raw -454467.477261 + Penalty 1431.165551 = -453036.311710 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (352.368155 sec): 3 clusters Score: Raw -450880.134681 + Penalty 2862.331102 = -448017.803579 nChanged 2791 SP:Iteration 1F (352.392212 sec): 3 clusters Score: Raw -452390.299716 + Penalty 2862.331102 = -449527.968614 nChanged 408 SP:Iteration 2F (352.416040 sec): 3 clusters Score: Raw -452588.445972 + Penalty 2862.331102 = -449726.114870 nChanged 342 SP:Iteration 3F (352.440110 sec): 3 clusters Score: Raw -452770.095029 + Penalty 2862.331102 = -449907.763927 nChanged 284 SP:Iteration 4Q (352.464325 sec): 3 clusters Score: Raw -452910.710633 + Penalty 2862.331102 = -450048.379531 nChanged 250 SP:Iteration 5Q (352.488318 sec): 3 clusters Score: Raw -453040.644500 + Penalty 2862.331102 = -450178.313397 nChanged 229 SP:Iteration 6Q (352.512147 sec): 3 clusters Score: Raw -453158.808702 + Penalty 2862.331102 = -450296.477599 nChanged 236 SP:Iteration 7Q (352.536349 sec): 3 clusters Score: Raw -453288.094885 + Penalty 2862.331102 = -450425.763782 nChanged 212 SP:Iteration 8Q (352.560345 sec): 3 clusters Score: Raw -453393.595218 + Penalty 2862.331102 = -450531.264115 nChanged 199 SP:Iteration 9Q (352.584251 sec): 3 clusters Score: Raw -453513.589110 + Penalty 2862.331102 = -450651.258007 nChanged 220 SP:Iteration 10Q (352.607951 sec): 3 clusters Score: Raw -453660.756047 + Penalty 2862.331102 = -450798.424944 nChanged 212 SP:Iteration 11Q (352.631552 sec): 3 clusters Score: Raw -453795.405574 + Penalty 2862.331102 = -450933.074472 nChanged 196 SP:Iteration 12Q (352.655102 sec): 3 clusters Score: Raw -453918.197754 + Penalty 2862.331102 = -451055.866652 nChanged 211 SP:Iteration 13Q (352.678499 sec): 3 clusters Score: Raw -454052.361196 + Penalty 2862.331102 = -451190.030093 nChanged 190 SP:Iteration 14Q (352.701580 sec): 3 clusters Score: Raw -454174.911142 + Penalty 2862.331102 = -451312.580039 nChanged 151 SP:Iteration 15Q (352.724415 sec): 3 clusters Score: Raw -454268.155346 + Penalty 2862.331102 = -451405.824244 nChanged 115 SP:Iteration 16Q (352.747208 sec): 3 clusters Score: Raw -454332.282410 + Penalty 2862.331102 = -451469.951308 nChanged 96 SP:Iteration 17Q (352.769524 sec): 3 clusters Score: Raw -454383.991410 + Penalty 2862.331102 = -451521.660308 nChanged 76 SP:Iteration 18Q (352.791708 sec): 3 clusters Score: Raw -454428.463706 + Penalty 2862.331102 = -451566.132603 nChanged 61 SP:Iteration 19Q (352.825375 sec): 3 clusters Score: Raw -454466.419315 + Penalty 2862.331102 = -451604.088213 nChanged 62 SP:Iteration 20F (352.840708 sec): 3 clusters Score: Raw -454511.562333 + Penalty 2862.331102 = -451649.231231 nChanged 55 SP:Iteration 21Q (352.862918 sec): 3 clusters Score: Raw -454548.536354 + Penalty 2862.331102 = -451686.205252 nChanged 38 SP:Iteration 22Q (352.885484 sec): 3 clusters Score: Raw -454571.995278 + Penalty 2862.331102 = -451709.664175 nChanged 29 SP:Iteration 23Q (352.907022 sec): 3 clusters Score: Raw -454594.534229 + Penalty 2862.331102 = -451732.203127 nChanged 29 SP:Iteration 24Q (352.928691 sec): 3 clusters Score: Raw -454614.888935 + Penalty 2862.331102 = -451752.557833 nChanged 23 SP:Iteration 25Q (352.950193 sec): 3 clusters Score: Raw -454637.705404 + Penalty 2862.331102 = -451775.374301 nChanged 26 SP:Iteration 26Q (352.971894 sec): 3 clusters Score: Raw -454659.736735 + Penalty 2862.331102 = -451797.405633 nChanged 16 SP:Iteration 27Q (353.015305 sec): 3 clusters Score: Raw -454671.459896 + Penalty 2862.331102 = -451809.128793 nChanged 17 SP:Iteration 28Q (353.036523 sec): 3 clusters Score: Raw -454688.761226 + Penalty 2862.331102 = -451826.430123 nChanged 14 SP:Iteration 29Q (353.057944 sec): 3 clusters Score: Raw -454697.085377 + Penalty 2862.331102 = -451834.754274 nChanged 10 SP:Iteration 30Q (353.079391 sec): 3 clusters Score: Raw -454704.426526 + Penalty 2862.331102 = -451842.095424 nChanged 7 SP:Iteration 31Q (353.100805 sec): 3 clusters Score: Raw -454709.476159 + Penalty 2862.331102 = -451847.145057 nChanged 3 SP:Iteration 32Q (353.122006 sec): 3 clusters Score: Raw -454710.672286 + Penalty 2862.331102 = -451848.341183 nChanged 1 SP:Iteration 33Q (353.143179 sec): 3 clusters Score: Raw -454711.343618 + Penalty 2862.331102 = -451849.012516 nChanged 2 SP:Iteration 34Q (353.164563 sec): 3 clusters Score: Raw -454712.914115 + Penalty 2862.331102 = -451850.583013 nChanged 1 SP:Iteration 35Q (353.185731 sec): 3 clusters Score: Raw -454714.668027 + Penalty 2862.331102 = -451852.336924 nChanged 3 SP:Iteration 36Q (353.207121 sec): 3 clusters Score: Raw -454718.295591 + Penalty 2862.331102 = -451855.964489 nChanged 5 SP:Iteration 37Q (353.228596 sec): 3 clusters Score: Raw -454723.852349 + Penalty 2862.331102 = -451861.521246 nChanged 7 SP:Iteration 38Q (353.249726 sec): 3 clusters Score: Raw -454728.602861 + Penalty 2862.331102 = -451866.271759 nChanged 4 SP:Iteration 39Q (353.271168 sec): 3 clusters Score: Raw -454731.387435 + Penalty 2862.331102 = -451869.056332 nChanged 3 SP:Iteration 40F (353.295282 sec): 3 clusters Score: Raw -454732.509116 + Penalty 2862.331102 = -451870.178014 nChanged 1 SP:Iteration 41Q (353.316350 sec): 3 clusters Score: Raw -454733.117723 + Penalty 2862.331102 = -451870.786620 nChanged 0 SP:Iteration 42F (353.340219 sec): 3 clusters Score: Raw -454733.117723 + Penalty 2862.331102 = -451870.786620 nChanged 0 Iteration 59Q (356.044626 sec): 31 clusters Score: Raw -22931725.527929 + Penalty 62323.092742 = -22869402.435188 nChanged 814 Iteration 60F (363.044997 sec): 31 clusters Score: Raw -22932142.399639 + Penalty 62323.092742 = -22869819.306897 nChanged 753 Iteration 61Q (365.747209 sec): 31 clusters Score: Raw -22932433.409485 + Penalty 62323.092742 = -22870110.316744 nChanged 684 Iteration 62Q (368.728655 sec): 31 clusters Score: Raw -22932645.780740 + Penalty 62323.092742 = -22870322.687998 nChanged 670 Iteration 63Q (371.471874 sec): 31 clusters Score: Raw -22932858.415986 + Penalty 62323.092742 = -22870535.323245 nChanged 691 Iteration 64Q (374.186685 sec): 31 clusters Score: Raw -22933050.834460 + Penalty 62323.092742 = -22870727.741719 nChanged 639 Iteration 65Q (376.899149 sec): 31 clusters Score: Raw -22933213.028690 + Penalty 62323.092742 = -22870889.935948 nChanged 642 Iteration 66Q (379.606847 sec): 31 clusters Score: Raw -22933342.212830 + Penalty 62323.092742 = -22871019.120088 nChanged 611 Iteration 67Q (382.333194 sec): 31 clusters Score: Raw -22933463.883618 + Penalty 62323.092742 = -22871140.790877 nChanged 589 Iteration 68Q (385.040235 sec): 31 clusters Score: Raw -22933573.020797 + Penalty 62323.092742 = -22871249.928055 nChanged 559 Iteration 69Q (387.754181 sec): 31 clusters Score: Raw -22933676.862052 + Penalty 62323.092742 = -22871353.769311 nChanged 571 Iteration 70Q (390.476725 sec): 31 clusters Score: Raw -22933776.515017 + Penalty 62323.092742 = -22871453.422275 nChanged 538 Iteration 71Q (393.179791 sec): 31 clusters Score: Raw -22933864.277363 + Penalty 62323.092742 = -22871541.184621 nChanged 503 Iteration 72Q (395.902879 sec): 31 clusters Score: Raw -22933948.856334 + Penalty 62323.092742 = -22871625.763592 nChanged 520 Iteration 73Q (398.604486 sec): 31 clusters Score: Raw -22934051.842754 + Penalty 62323.092742 = -22871728.750012 nChanged 543 Iteration 74Q (401.324615 sec): 31 clusters Score: Raw -22934151.238927 + Penalty 62323.092742 = -22871828.146185 nChanged 532 Iteration 75Q (404.031864 sec): 31 clusters Score: Raw -22934246.135278 + Penalty 62323.092742 = -22871923.042536 nChanged 470 Iteration 76Q (406.791744 sec): 31 clusters Score: Raw -22934335.303763 + Penalty 62323.092742 = -22872012.211021 nChanged 477 Iteration 77Q (409.489842 sec): 31 clusters Score: Raw -22934423.252801 + Penalty 62323.092742 = -22872100.160059 nChanged 470 Iteration 78Q (412.206618 sec): 31 clusters Score: Raw -22934497.116147 + Penalty 62323.092742 = -22872174.023405 nChanged 428 Iteration 79Q (414.901816 sec): 31 clusters Score: Raw -22934563.546674 + Penalty 62323.092742 = -22872240.453933 nChanged 388 Iteration 80F (421.698400 sec): 31 clusters Score: Raw -22934697.745212 + Penalty 62323.092742 = -22872374.652470 nChanged 454 Iteration 81Q (424.412767 sec): 31 clusters Score: Raw -22934833.264529 + Penalty 62323.092742 = -22872510.171787 nChanged 478 Iteration 82Q (427.120638 sec): 31 clusters Score: Raw -22934921.434653 + Penalty 62323.092742 = -22872598.341911 nChanged 454 Iteration 83Q (429.829012 sec): 31 clusters Score: Raw -22935000.768625 + Penalty 62323.092742 = -22872677.675884 nChanged 413 Iteration 84Q (432.539541 sec): 31 clusters Score: Raw -22935057.911843 + Penalty 62323.092742 = -22872734.819101 nChanged 349 Iteration 85Q (435.246003 sec): 31 clusters Score: Raw -22935105.379175 + Penalty 62323.092742 = -22872782.286433 nChanged 343 Iteration 86Q (437.951842 sec): 31 clusters Score: Raw -22935151.082106 + Penalty 62323.092742 = -22872827.989365 nChanged 310 Iteration 87Q (440.654833 sec): 31 clusters Score: Raw -22935186.342753 + Penalty 62323.092742 = -22872863.250012 nChanged 255 Iteration 88Q (443.379719 sec): 31 clusters Score: Raw -22935218.520581 + Penalty 62323.092742 = -22872895.427839 nChanged 238 Iteration 89Q (446.082440 sec): 31 clusters Score: Raw -22935252.543786 + Penalty 62323.092742 = -22872929.451045 nChanged 263 Iteration 90Q (448.781582 sec): 31 clusters Score: Raw -22935282.865525 + Penalty 62323.092742 = -22872959.772783 nChanged 237 Iteration 91Q (451.485780 sec): 31 clusters Score: Raw -22935303.500095 + Penalty 62323.092742 = -22872980.407353 nChanged 228 Iteration 92Q (454.187691 sec): 31 clusters Score: Raw -22935324.836970 + Penalty 62323.092742 = -22873001.744229 nChanged 206 Iteration 93Q (456.897673 sec): 31 clusters Score: Raw -22935344.697336 + Penalty 62323.092742 = -22873021.604594 nChanged 201 Iteration 94Q (459.605563 sec): 31 clusters Score: Raw -22935360.723828 + Penalty 62323.092742 = -22873037.631087 nChanged 172 Iteration 95Q (462.305957 sec): 31 clusters Score: Raw -22935375.584702 + Penalty 62323.092742 = -22873052.491961 nChanged 166 Iteration 96Q (465.027480 sec): 31 clusters Score: Raw -22935391.592363 + Penalty 62323.092742 = -22873068.499622 nChanged 195 Iteration 97Q (467.726324 sec): 31 clusters Score: Raw -22935410.035717 + Penalty 62323.092742 = -22873086.942975 nChanged 177 Iteration 98Q (470.426110 sec): 31 clusters Score: Raw -22935427.111229 + Penalty 62323.092742 = -22873104.018487 nChanged 202 Writing temp clu file Because OldScore, -22873086.942975, is greater than current (better) Score,-22873104.018487 Compute initial score before splitting: Score: Raw -22935427.111229 + Penalty 62323.092742 = -22873104.018487 Trying to split cluster 1 (6861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (470.502065 sec): 2 clusters Score: Raw -449030.056958 + Penalty 1435.461378 = -447594.595579 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (470.526414 sec): 3 clusters Score: Raw -445283.213627 + Penalty 2870.922757 = -442412.290870 nChanged 2889 SP:Iteration 1F (470.549861 sec): 3 clusters Score: Raw -447141.387728 + Penalty 2870.922757 = -444270.464971 nChanged 540 SP:Iteration 2F (470.573330 sec): 3 clusters Score: Raw -447518.319159 + Penalty 2870.922757 = -444647.396402 nChanged 482 SP:Iteration 3F (470.597125 sec): 3 clusters Score: Raw -447890.321290 + Penalty 2870.922757 = -445019.398533 nChanged 429 SP:Iteration 4F (470.620478 sec): 3 clusters Score: Raw -448255.196194 + Penalty 2870.922757 = -445384.273437 nChanged 409 SP:Iteration 5F (470.643997 sec): 3 clusters Score: Raw -448616.450553 + Penalty 2870.922757 = -445745.527796 nChanged 414 SP:Iteration 6F (470.667569 sec): 3 clusters Score: Raw -448991.899013 + Penalty 2870.922757 = -446120.976256 nChanged 360 SP:Iteration 7F (470.690912 sec): 3 clusters Score: Raw -449283.333805 + Penalty 2870.922757 = -446412.411048 nChanged 279 SP:Iteration 8Q (470.714134 sec): 3 clusters Score: Raw -449497.828065 + Penalty 2870.922757 = -446626.905308 nChanged 217 SP:Iteration 9Q (470.737174 sec): 3 clusters Score: Raw -449644.125220 + Penalty 2870.922757 = -446773.202463 nChanged 186 SP:Iteration 10Q (470.760316 sec): 3 clusters Score: Raw -449768.574830 + Penalty 2870.922757 = -446897.652073 nChanged 161 SP:Iteration 11Q (470.783296 sec): 3 clusters Score: Raw -449861.576054 + Penalty 2870.922757 = -446990.653297 nChanged 116 SP:Iteration 12Q (470.806299 sec): 3 clusters Score: Raw -449914.326831 + Penalty 2870.922757 = -447043.404074 nChanged 87 SP:Iteration 13Q (470.829149 sec): 3 clusters Score: Raw -449944.461699 + Penalty 2870.922757 = -447073.538942 nChanged 57 SP:Iteration 14Q (470.852089 sec): 3 clusters Score: Raw -449959.441185 + Penalty 2870.922757 = -447088.518428 nChanged 40 SP:Iteration 15Q (470.874673 sec): 3 clusters Score: Raw -449968.090852 + Penalty 2870.922757 = -447097.168096 nChanged 26 SP:Iteration 16Q (470.897226 sec): 3 clusters Score: Raw -449973.630493 + Penalty 2870.922757 = -447102.707736 nChanged 21 SP:Iteration 17Q (470.919912 sec): 3 clusters Score: Raw -449977.755350 + Penalty 2870.922757 = -447106.832593 nChanged 12 SP:Iteration 18Q (470.942694 sec): 3 clusters Score: Raw -449979.581606 + Penalty 2870.922757 = -447108.658850 nChanged 7 SP:Iteration 19Q (470.965382 sec): 3 clusters Score: Raw -449980.759571 + Penalty 2870.922757 = -447109.836814 nChanged 6 SP:Iteration 20F (470.988994 sec): 3 clusters Score: Raw -449981.232159 + Penalty 2870.922757 = -447110.309402 nChanged 5 SP:Iteration 21Q (471.011671 sec): 3 clusters Score: Raw -449981.655144 + Penalty 2870.922757 = -447110.732387 nChanged 1 SP:Iteration 22Q (471.034395 sec): 3 clusters Score: Raw -449981.793453 + Penalty 2870.922757 = -447110.870696 nChanged 2 SP:Iteration 23Q (471.056870 sec): 3 clusters Score: Raw -449982.104347 + Penalty 2870.922757 = -447111.181590 nChanged 4 SP:Iteration 24Q (471.079813 sec): 3 clusters Score: Raw -449983.164663 + Penalty 2870.922757 = -447112.241907 nChanged 7 SP:Iteration 25Q (471.102286 sec): 3 clusters Score: Raw -449984.389049 + Penalty 2870.922757 = -447113.466292 nChanged 5 SP:Iteration 26Q (471.124935 sec): 3 clusters Score: Raw -449985.247242 + Penalty 2870.922757 = -447114.324485 nChanged 3 SP:Iteration 27Q (471.147910 sec): 3 clusters Score: Raw -449985.765635 + Penalty 2870.922757 = -447114.842878 nChanged 3 SP:Iteration 28Q (471.170900 sec): 3 clusters Score: Raw -449986.076041 + Penalty 2870.922757 = -447115.153284 nChanged 1 SP:Iteration 29Q (471.193657 sec): 3 clusters Score: Raw -449986.174043 + Penalty 2870.922757 = -447115.251287 nChanged 1 SP:Iteration 30Q (471.216545 sec): 3 clusters Score: Raw -449986.272185 + Penalty 2870.922757 = -447115.349428 nChanged 0 SP:Iteration 31F (471.240073 sec): 3 clusters Score: Raw -449986.272185 + Penalty 2870.922757 = -447115.349428 nChanged 0 Trying to split cluster 2 (5744 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (471.258950 sec): 2 clusters Score: Raw -411685.803905 + Penalty 1406.585555 = -410279.218349 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (471.281599 sec): 3 clusters Score: Raw -408654.981255 + Penalty 2813.171111 = -405841.810144 nChanged 2311 SP:Iteration 1F (471.303507 sec): 3 clusters Score: Raw -409909.222525 + Penalty 2813.171111 = -407096.051414 nChanged 381 SP:Iteration 2F (471.325479 sec): 3 clusters Score: Raw -410097.839209 + Penalty 2813.171111 = -407284.668098 nChanged 270 SP:Iteration 3Q (471.347358 sec): 3 clusters Score: Raw -410222.546541 + Penalty 2813.171111 = -407409.375430 nChanged 227 SP:Iteration 4Q (471.369489 sec): 3 clusters Score: Raw -410306.000927 + Penalty 2813.171111 = -407492.829816 nChanged 176 SP:Iteration 5Q (471.391622 sec): 3 clusters Score: Raw -410377.771295 + Penalty 2813.171111 = -407564.600184 nChanged 184 SP:Iteration 6Q (471.413627 sec): 3 clusters Score: Raw -410449.762280 + Penalty 2813.171111 = -407636.591169 nChanged 163 SP:Iteration 7Q (471.435771 sec): 3 clusters Score: Raw -410512.792533 + Penalty 2813.171111 = -407699.621422 nChanged 168 SP:Iteration 8Q (471.457939 sec): 3 clusters Score: Raw -410592.931283 + Penalty 2813.171111 = -407779.760172 nChanged 192 SP:Iteration 9Q (471.479964 sec): 3 clusters Score: Raw -410697.344327 + Penalty 2813.171111 = -407884.173216 nChanged 206 SP:Iteration 10Q (471.501904 sec): 3 clusters Score: Raw -410825.198165 + Penalty 2813.171111 = -408012.027054 nChanged 223 SP:Iteration 11Q (471.524282 sec): 3 clusters Score: Raw -410966.422435 + Penalty 2813.171111 = -408153.251324 nChanged 214 SP:Iteration 12Q (471.546358 sec): 3 clusters Score: Raw -411123.736356 + Penalty 2813.171111 = -408310.565245 nChanged 205 SP:Iteration 13Q (471.568444 sec): 3 clusters Score: Raw -411272.872324 + Penalty 2813.171111 = -408459.701213 nChanged 184 SP:Iteration 14Q (471.590413 sec): 3 clusters Score: Raw -411420.746193 + Penalty 2813.171111 = -408607.575082 nChanged 144 SP:Iteration 15Q (471.612349 sec): 3 clusters Score: Raw -411526.589530 + Penalty 2813.171111 = -408713.418419 nChanged 110 SP:Iteration 16Q (471.633978 sec): 3 clusters Score: Raw -411615.951349 + Penalty 2813.171111 = -408802.780238 nChanged 85 SP:Iteration 17Q (471.655247 sec): 3 clusters Score: Raw -411678.621030 + Penalty 2813.171111 = -408865.449919 nChanged 62 SP:Iteration 18Q (471.676365 sec): 3 clusters Score: Raw -411732.220527 + Penalty 2813.171111 = -408919.049416 nChanged 57 SP:Iteration 19Q (471.697368 sec): 3 clusters Score: Raw -411775.833351 + Penalty 2813.171111 = -408962.662240 nChanged 44 SP:Iteration 20F (471.719451 sec): 3 clusters Score: Raw -411808.967280 + Penalty 2813.171111 = -408995.796170 nChanged 34 SP:Iteration 21Q (471.740251 sec): 3 clusters Score: Raw -411837.965706 + Penalty 2813.171111 = -409024.794595 nChanged 31 SP:Iteration 22Q (471.760873 sec): 3 clusters Score: Raw -411858.116806 + Penalty 2813.171111 = -409044.945695 nChanged 14 SP:Iteration 23Q (471.781507 sec): 3 clusters Score: Raw -411868.326706 + Penalty 2813.171111 = -409055.155595 nChanged 15 SP:Iteration 24Q (471.802109 sec): 3 clusters Score: Raw -411876.983509 + Penalty 2813.171111 = -409063.812398 nChanged 7 SP:Iteration 25Q (471.822584 sec): 3 clusters Score: Raw -411882.375963 + Penalty 2813.171111 = -409069.204852 nChanged 6 SP:Iteration 26Q (471.842974 sec): 3 clusters Score: Raw -411886.651965 + Penalty 2813.171111 = -409073.480854 nChanged 3 SP:Iteration 27Q (471.863408 sec): 3 clusters Score: Raw -411888.252181 + Penalty 2813.171111 = -409075.081070 nChanged 1 SP:Iteration 28Q (471.883820 sec): 3 clusters Score: Raw -411890.254075 + Penalty 2813.171111 = -409077.082964 nChanged 2 SP:Iteration 29Q (471.904210 sec): 3 clusters Score: Raw -411891.939641 + Penalty 2813.171111 = -409078.768530 nChanged 2 SP:Iteration 30Q (471.924486 sec): 3 clusters Score: Raw -411893.300878 + Penalty 2813.171111 = -409080.129767 nChanged 3 SP:Iteration 31Q (471.944737 sec): 3 clusters Score: Raw -411895.883479 + Penalty 2813.171111 = -409082.712369 nChanged 5 SP:Iteration 32Q (471.965127 sec): 3 clusters Score: Raw -411900.197526 + Penalty 2813.171111 = -409087.026415 nChanged 3 SP:Iteration 33Q (471.985639 sec): 3 clusters Score: Raw -411901.799851 + Penalty 2813.171111 = -409088.628740 nChanged 1 SP:Iteration 34Q (472.005945 sec): 3 clusters Score: Raw -411902.123837 + Penalty 2813.171111 = -409088.952726 nChanged 0 SP:Iteration 35F (472.027932 sec): 3 clusters Score: Raw -411902.123837 + Penalty 2813.171111 = -409088.952726 nChanged 0 Trying to split cluster 3 (33048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (472.077931 sec): 2 clusters Score: Raw -2267105.716239 + Penalty 1690.928903 = -2265414.787335 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (472.142108 sec): 3 clusters Score: Raw -2246484.375657 + Penalty 3381.857807 = -2243102.517850 nChanged 15301 SP:Iteration 1F (472.202471 sec): 3 clusters Score: Raw -2255262.258611 + Penalty 3381.857807 = -2251880.400804 nChanged 1731 SP:Iteration 2F (472.262747 sec): 3 clusters Score: Raw -2256041.947276 + Penalty 3381.857807 = -2252660.089469 nChanged 1858 SP:Iteration 3F (472.323038 sec): 3 clusters Score: Raw -2257037.913850 + Penalty 3381.857807 = -2253656.056043 nChanged 2012 SP:Iteration 4F (472.383129 sec): 3 clusters Score: Raw -2258355.582854 + Penalty 3381.857807 = -2254973.725047 nChanged 2253 SP:Iteration 5F (472.443155 sec): 3 clusters Score: Raw -2260092.488561 + Penalty 3381.857807 = -2256710.630755 nChanged 2307 SP:Iteration 6F (472.503327 sec): 3 clusters Score: Raw -2261811.945768 + Penalty 3381.857807 = -2258430.087961 nChanged 2037 SP:Iteration 7F (472.563242 sec): 3 clusters Score: Raw -2263142.050006 + Penalty 3381.857807 = -2259760.192199 nChanged 1730 SP:Iteration 8F (472.623522 sec): 3 clusters Score: Raw -2264123.651312 + Penalty 3381.857807 = -2260741.793505 nChanged 1388 SP:Iteration 9Q (472.685327 sec): 3 clusters Score: Raw -2264854.943970 + Penalty 3381.857807 = -2261473.086163 nChanged 1130 SP:Iteration 10Q (472.744590 sec): 3 clusters Score: Raw -2265384.608985 + Penalty 3381.857807 = -2262002.751178 nChanged 872 SP:Iteration 11Q (472.803788 sec): 3 clusters Score: Raw -2265703.351878 + Penalty 3381.857807 = -2262321.494071 nChanged 633 SP:Iteration 12Q (472.862725 sec): 3 clusters Score: Raw -2265895.454735 + Penalty 3381.857807 = -2262513.596928 nChanged 462 SP:Iteration 13Q (472.921372 sec): 3 clusters Score: Raw -2266028.532318 + Penalty 3381.857807 = -2262646.674511 nChanged 399 SP:Iteration 14Q (472.979720 sec): 3 clusters Score: Raw -2266121.808380 + Penalty 3381.857807 = -2262739.950573 nChanged 318 SP:Iteration 15Q (473.037950 sec): 3 clusters Score: Raw -2266193.436261 + Penalty 3381.857807 = -2262811.578454 nChanged 308 SP:Iteration 16Q (473.095977 sec): 3 clusters Score: Raw -2266261.831817 + Penalty 3381.857807 = -2262879.974010 nChanged 281 SP:Iteration 17Q (473.153649 sec): 3 clusters Score: Raw -2266317.654737 + Penalty 3381.857807 = -2262935.796930 nChanged 226 SP:Iteration 18Q (473.211540 sec): 3 clusters Score: Raw -2266366.603299 + Penalty 3381.857807 = -2262984.745492 nChanged 228 SP:Iteration 19Q (473.269303 sec): 3 clusters Score: Raw -2266407.878090 + Penalty 3381.857807 = -2263026.020283 nChanged 208 SP:Iteration 20F (473.328742 sec): 3 clusters Score: Raw -2266437.450388 + Penalty 3381.857807 = -2263055.592581 nChanged 175 SP:Iteration 21Q (473.386755 sec): 3 clusters Score: Raw -2266463.561326 + Penalty 3381.857807 = -2263081.703520 nChanged 162 SP:Iteration 22Q (473.444063 sec): 3 clusters Score: Raw -2266483.717643 + Penalty 3381.857807 = -2263101.859836 nChanged 144 SP:Iteration 23Q (473.501334 sec): 3 clusters Score: Raw -2266498.353887 + Penalty 3381.857807 = -2263116.496080 nChanged 130 SP:Iteration 24Q (473.558683 sec): 3 clusters Score: Raw -2266512.486396 + Penalty 3381.857807 = -2263130.628589 nChanged 135 SP:Iteration 25Q (473.615708 sec): 3 clusters Score: Raw -2266530.224196 + Penalty 3381.857807 = -2263148.366389 nChanged 162 SP:Iteration 26Q (473.672725 sec): 3 clusters Score: Raw -2266550.640865 + Penalty 3381.857807 = -2263168.783058 nChanged 144 SP:Iteration 27Q (473.729896 sec): 3 clusters Score: Raw -2266569.548286 + Penalty 3381.857807 = -2263187.690479 nChanged 158 SP:Iteration 28Q (473.786814 sec): 3 clusters Score: Raw -2266591.345594 + Penalty 3381.857807 = -2263209.487787 nChanged 166 SP:Iteration 29Q (473.843624 sec): 3 clusters Score: Raw -2266613.838852 + Penalty 3381.857807 = -2263231.981045 nChanged 149 SP:Iteration 30Q (473.902035 sec): 3 clusters Score: Raw -2266633.424188 + Penalty 3381.857807 = -2263251.566381 nChanged 166 SP:Iteration 31Q (473.958162 sec): 3 clusters Score: Raw -2266654.793895 + Penalty 3381.857807 = -2263272.936088 nChanged 158 SP:Iteration 32Q (474.014755 sec): 3 clusters Score: Raw -2266676.240355 + Penalty 3381.857807 = -2263294.382548 nChanged 168 SP:Iteration 33Q (474.070994 sec): 3 clusters Score: Raw -2266698.165404 + Penalty 3381.857807 = -2263316.307597 nChanged 162 SP:Iteration 34Q (474.127215 sec): 3 clusters Score: Raw -2266718.124489 + Penalty 3381.857807 = -2263336.266682 nChanged 134 SP:Iteration 35Q (474.183672 sec): 3 clusters Score: Raw -2266736.039328 + Penalty 3381.857807 = -2263354.181521 nChanged 144 SP:Iteration 36Q (474.239557 sec): 3 clusters Score: Raw -2266754.018709 + Penalty 3381.857807 = -2263372.160902 nChanged 129 SP:Iteration 37Q (474.295713 sec): 3 clusters Score: Raw -2266768.925753 + Penalty 3381.857807 = -2263387.067946 nChanged 131 SP:Iteration 38Q (474.351680 sec): 3 clusters Score: Raw -2266785.776092 + Penalty 3381.857807 = -2263403.918285 nChanged 156 SP:Iteration 39Q (474.407687 sec): 3 clusters Score: Raw -2266806.358968 + Penalty 3381.857807 = -2263424.501161 nChanged 154 SP:Iteration 40F (474.467408 sec): 3 clusters Score: Raw -2266826.961382 + Penalty 3381.857807 = -2263445.103575 nChanged 158 SP:Iteration 41Q (474.523625 sec): 3 clusters Score: Raw -2266846.432466 + Penalty 3381.857807 = -2263464.574659 nChanged 141 SP:Iteration 42Q (474.579532 sec): 3 clusters Score: Raw -2266864.739320 + Penalty 3381.857807 = -2263482.881513 nChanged 148 SP:Iteration 43Q (474.635400 sec): 3 clusters Score: Raw -2266885.118369 + Penalty 3381.857807 = -2263503.260562 nChanged 146 SP:Iteration 44Q (474.691056 sec): 3 clusters Score: Raw -2266904.428237 + Penalty 3381.857807 = -2263522.570430 nChanged 143 SP:Iteration 45Q (474.746662 sec): 3 clusters Score: Raw -2266925.731614 + Penalty 3381.857807 = -2263543.873807 nChanged 163 SP:Iteration 46Q (474.836072 sec): 3 clusters Score: Raw -2266952.296802 + Penalty 3381.857807 = -2263570.438995 nChanged 164 SP:Iteration 47Q (474.891508 sec): 3 clusters Score: Raw -2266981.147838 + Penalty 3381.857807 = -2263599.290031 nChanged 164 SP:Iteration 48Q (474.947095 sec): 3 clusters Score: Raw -2267007.689648 + Penalty 3381.857807 = -2263625.831841 nChanged 164 SP:Iteration 49Q (475.002235 sec): 3 clusters Score: Raw -2267031.102335 + Penalty 3381.857807 = -2263649.244528 nChanged 131 SP:Iteration 50Q (475.057298 sec): 3 clusters Score: Raw -2267048.468113 + Penalty 3381.857807 = -2263666.610306 nChanged 130 SP:Iteration 51Q (475.112165 sec): 3 clusters Score: Raw -2267064.521191 + Penalty 3381.857807 = -2263682.663384 nChanged 120 SP:Iteration 52Q (475.167204 sec): 3 clusters Score: Raw -2267080.086860 + Penalty 3381.857807 = -2263698.229053 nChanged 130 SP:Iteration 53Q (475.221969 sec): 3 clusters Score: Raw -2267098.377103 + Penalty 3381.857807 = -2263716.519296 nChanged 110 SP:Iteration 54Q (475.276734 sec): 3 clusters Score: Raw -2267114.898237 + Penalty 3381.857807 = -2263733.040430 nChanged 121 SP:Iteration 55Q (475.362341 sec): 3 clusters Score: Raw -2267130.928604 + Penalty 3381.857807 = -2263749.070797 nChanged 118 SP:Iteration 56Q (475.416828 sec): 3 clusters Score: Raw -2267146.848730 + Penalty 3381.857807 = -2263764.990923 nChanged 120 SP:Iteration 57Q (475.471372 sec): 3 clusters Score: Raw -2267163.122225 + Penalty 3381.857807 = -2263781.264418 nChanged 134 SP:Iteration 58Q (475.525785 sec): 3 clusters Score: Raw -2267182.506647 + Penalty 3381.857807 = -2263800.648840 nChanged 138 SP:Iteration 59Q (475.580113 sec): 3 clusters Score: Raw -2267203.218137 + Penalty 3381.857807 = -2263821.360330 nChanged 139 SP:Iteration 60F (475.640016 sec): 3 clusters Score: Raw -2267223.192578 + Penalty 3381.857807 = -2263841.334771 nChanged 126 SP:Iteration 61Q (475.695392 sec): 3 clusters Score: Raw -2267239.907190 + Penalty 3381.857807 = -2263858.049383 nChanged 118 SP:Iteration 62Q (475.750084 sec): 3 clusters Score: Raw -2267261.253157 + Penalty 3381.857807 = -2263879.395350 nChanged 140 SP:Iteration 63Q (475.804678 sec): 3 clusters Score: Raw -2267285.424318 + Penalty 3381.857807 = -2263903.566511 nChanged 137 SP:Iteration 64Q (475.858495 sec): 3 clusters Score: Raw -2267310.502788 + Penalty 3381.857807 = -2263928.644981 nChanged 139 SP:Iteration 65Q (475.912814 sec): 3 clusters Score: Raw -2267337.598651 + Penalty 3381.857807 = -2263955.740844 nChanged 130 SP:Iteration 66Q (475.966508 sec): 3 clusters Score: Raw -2267360.460878 + Penalty 3381.857807 = -2263978.603071 nChanged 130 SP:Iteration 67Q (476.020469 sec): 3 clusters Score: Raw -2267381.917580 + Penalty 3381.857807 = -2264000.059773 nChanged 133 SP:Iteration 68Q (476.074051 sec): 3 clusters Score: Raw -2267404.736700 + Penalty 3381.857807 = -2264022.878893 nChanged 139 SP:Iteration 69Q (476.127823 sec): 3 clusters Score: Raw -2267430.808095 + Penalty 3381.857807 = -2264048.950288 nChanged 158 SP:Iteration 70Q (476.181052 sec): 3 clusters Score: Raw -2267459.801945 + Penalty 3381.857807 = -2264077.944138 nChanged 125 SP:Iteration 71Q (476.234777 sec): 3 clusters Score: Raw -2267481.064145 + Penalty 3381.857807 = -2264099.206338 nChanged 121 SP:Iteration 72Q (476.287814 sec): 3 clusters Score: Raw -2267504.787651 + Penalty 3381.857807 = -2264122.929844 nChanged 128 SP:Iteration 73Q (476.341349 sec): 3 clusters Score: Raw -2267527.862840 + Penalty 3381.857807 = -2264146.005033 nChanged 121 SP:Iteration 74Q (476.394205 sec): 3 clusters Score: Raw -2267549.697611 + Penalty 3381.857807 = -2264167.839804 nChanged 114 SP:Iteration 75Q (476.447535 sec): 3 clusters Score: Raw -2267570.516655 + Penalty 3381.857807 = -2264188.658848 nChanged 122 SP:Iteration 76Q (476.500056 sec): 3 clusters Score: Raw -2267593.452480 + Penalty 3381.857807 = -2264211.594673 nChanged 104 SP:Iteration 77Q (476.553270 sec): 3 clusters Score: Raw -2267612.267121 + Penalty 3381.857807 = -2264230.409314 nChanged 98 SP:Iteration 78Q (476.605638 sec): 3 clusters Score: Raw -2267627.150069 + Penalty 3381.857807 = -2264245.292262 nChanged 81 SP:Iteration 79Q (476.658377 sec): 3 clusters Score: Raw -2267638.905886 + Penalty 3381.857807 = -2264257.048079 nChanged 71 SP:Iteration 80F (476.718474 sec): 3 clusters Score: Raw -2267649.388907 + Penalty 3381.857807 = -2264267.531100 nChanged 67 SP:Iteration 81Q (476.771314 sec): 3 clusters Score: Raw -2267659.850194 + Penalty 3381.857807 = -2264277.992387 nChanged 75 SP:Iteration 82Q (476.823660 sec): 3 clusters Score: Raw -2267671.859838 + Penalty 3381.857807 = -2264290.002031 nChanged 76 SP:Iteration 83Q (476.876240 sec): 3 clusters Score: Raw -2267684.027384 + Penalty 3381.857807 = -2264302.169577 nChanged 64 SP:Iteration 84Q (476.928298 sec): 3 clusters Score: Raw -2267693.227276 + Penalty 3381.857807 = -2264311.369469 nChanged 72 SP:Iteration 85Q (476.981636 sec): 3 clusters Score: Raw -2267705.990381 + Penalty 3381.857807 = -2264324.132574 nChanged 79 SP:Iteration 86Q (477.034216 sec): 3 clusters Score: Raw -2267719.024377 + Penalty 3381.857807 = -2264337.166570 nChanged 58 SP:Iteration 87Q (477.087285 sec): 3 clusters Score: Raw -2267728.167352 + Penalty 3381.857807 = -2264346.309545 nChanged 62 SP:Iteration 88Q (477.139975 sec): 3 clusters Score: Raw -2267737.007039 + Penalty 3381.857807 = -2264355.149232 nChanged 51 SP:Iteration 89Q (477.192386 sec): 3 clusters Score: Raw -2267744.467037 + Penalty 3381.857807 = -2264362.609230 nChanged 53 SP:Iteration 90Q (477.245103 sec): 3 clusters Score: Raw -2267753.053239 + Penalty 3381.857807 = -2264371.195432 nChanged 49 SP:Iteration 91Q (477.297068 sec): 3 clusters Score: Raw -2267760.435930 + Penalty 3381.857807 = -2264378.578123 nChanged 51 SP:Iteration 92Q (477.349142 sec): 3 clusters Score: Raw -2267768.950773 + Penalty 3381.857807 = -2264387.092966 nChanged 46 SP:Iteration 93Q (477.401448 sec): 3 clusters Score: Raw -2267776.735641 + Penalty 3381.857807 = -2264394.877834 nChanged 48 SP:Iteration 94Q (477.453915 sec): 3 clusters Score: Raw -2267784.513583 + Penalty 3381.857807 = -2264402.655776 nChanged 46 SP:Iteration 95Q (477.506319 sec): 3 clusters Score: Raw -2267791.568379 + Penalty 3381.857807 = -2264409.710572 nChanged 43 SP:Iteration 96Q (477.557992 sec): 3 clusters Score: Raw -2267798.488244 + Penalty 3381.857807 = -2264416.630437 nChanged 46 SP:Iteration 97Q (477.610123 sec): 3 clusters Score: Raw -2267805.833347 + Penalty 3381.857807 = -2264423.975540 nChanged 33 SP:Iteration 98Q (477.661364 sec): 3 clusters Score: Raw -2267810.519953 + Penalty 3381.857807 = -2264428.662146 nChanged 31 SP:Iteration 99Q (477.712826 sec): 3 clusters Score: Raw -2267815.143600 + Penalty 3381.857807 = -2264433.285793 nChanged 28 SP:Iteration 100F (477.773058 sec): 3 clusters Score: Raw -2267819.531313 + Penalty 3381.857807 = -2264437.673506 nChanged 33 SP:Iteration 101Q (477.824751 sec): 3 clusters Score: Raw -2267823.722495 + Penalty 3381.857807 = -2264441.864688 nChanged 23 SP:Iteration 102Q (477.875847 sec): 3 clusters Score: Raw -2267827.404722 + Penalty 3381.857807 = -2264445.546915 nChanged 27 SP:Iteration 103Q (477.927143 sec): 3 clusters Score: Raw -2267831.515581 + Penalty 3381.857807 = -2264449.657774 nChanged 23 SP:Iteration 104Q (477.978633 sec): 3 clusters Score: Raw -2267835.567795 + Penalty 3381.857807 = -2264453.709988 nChanged 24 SP:Iteration 105Q (478.029961 sec): 3 clusters Score: Raw -2267839.545315 + Penalty 3381.857807 = -2264457.687508 nChanged 29 SP:Iteration 106Q (478.081477 sec): 3 clusters Score: Raw -2267845.649086 + Penalty 3381.857807 = -2264463.791279 nChanged 37 SP:Iteration 107Q (478.132716 sec): 3 clusters Score: Raw -2267855.471437 + Penalty 3381.857807 = -2264473.613630 nChanged 46 SP:Iteration 108Q (478.184245 sec): 3 clusters Score: Raw -2267864.946150 + Penalty 3381.857807 = -2264483.088343 nChanged 44 SP:Iteration 109Q (478.235390 sec): 3 clusters Score: Raw -2267873.637576 + Penalty 3381.857807 = -2264491.779769 nChanged 42 SP:Iteration 110Q (478.286663 sec): 3 clusters Score: Raw -2267881.551858 + Penalty 3381.857807 = -2264499.694051 nChanged 34 SP:Iteration 111Q (478.337927 sec): 3 clusters Score: Raw -2267888.431319 + Penalty 3381.857807 = -2264506.573512 nChanged 36 SP:Iteration 112Q (478.389048 sec): 3 clusters Score: Raw -2267894.491943 + Penalty 3381.857807 = -2264512.634136 nChanged 28 SP:Iteration 113Q (478.440386 sec): 3 clusters Score: Raw -2267899.468746 + Penalty 3381.857807 = -2264517.610939 nChanged 28 SP:Iteration 114Q (478.491359 sec): 3 clusters Score: Raw -2267904.932022 + Penalty 3381.857807 = -2264523.074215 nChanged 25 SP:Iteration 115Q (478.542502 sec): 3 clusters Score: Raw -2267909.921052 + Penalty 3381.857807 = -2264528.063245 nChanged 26 SP:Iteration 116Q (478.593444 sec): 3 clusters Score: Raw -2267913.651939 + Penalty 3381.857807 = -2264531.794132 nChanged 23 SP:Iteration 117Q (478.644651 sec): 3 clusters Score: Raw -2267917.721219 + Penalty 3381.857807 = -2264535.863412 nChanged 17 SP:Iteration 118Q (478.696128 sec): 3 clusters Score: Raw -2267921.036153 + Penalty 3381.857807 = -2264539.178346 nChanged 14 SP:Iteration 119Q (478.747407 sec): 3 clusters Score: Raw -2267923.387154 + Penalty 3381.857807 = -2264541.529347 nChanged 13 SP:Iteration 120F (478.807622 sec): 3 clusters Score: Raw -2267926.154107 + Penalty 3381.857807 = -2264544.296300 nChanged 22 SP:Iteration 121Q (478.858699 sec): 3 clusters Score: Raw -2267930.324103 + Penalty 3381.857807 = -2264548.466296 nChanged 22 SP:Iteration 122Q (478.909444 sec): 3 clusters Score: Raw -2267934.091340 + Penalty 3381.857807 = -2264552.233533 nChanged 20 SP:Iteration 123Q (478.960195 sec): 3 clusters Score: Raw -2267936.842609 + Penalty 3381.857807 = -2264554.984802 nChanged 15 SP:Iteration 124Q (479.011186 sec): 3 clusters Score: Raw -2267939.032977 + Penalty 3381.857807 = -2264557.175170 nChanged 13 SP:Iteration 125Q (479.061988 sec): 3 clusters Score: Raw -2267941.879692 + Penalty 3381.857807 = -2264560.021886 nChanged 11 SP:Iteration 126Q (479.113097 sec): 3 clusters Score: Raw -2267943.909945 + Penalty 3381.857807 = -2264562.052138 nChanged 15 SP:Iteration 127Q (479.163769 sec): 3 clusters Score: Raw -2267945.941645 + Penalty 3381.857807 = -2264564.083838 nChanged 9 SP:Iteration 128Q (479.214676 sec): 3 clusters Score: Raw -2267947.051722 + Penalty 3381.857807 = -2264565.193915 nChanged 7 SP:Iteration 129Q (479.265564 sec): 3 clusters Score: Raw -2267947.967236 + Penalty 3381.857807 = -2264566.109429 nChanged 10 SP:Iteration 130Q (479.316428 sec): 3 clusters Score: Raw -2267949.125641 + Penalty 3381.857807 = -2264567.267834 nChanged 11 SP:Iteration 131Q (479.367357 sec): 3 clusters Score: Raw -2267950.930121 + Penalty 3381.857807 = -2264569.072314 nChanged 12 SP:Iteration 132Q (479.418073 sec): 3 clusters Score: Raw -2267952.658966 + Penalty 3381.857807 = -2264570.801159 nChanged 11 SP:Iteration 133Q (479.468731 sec): 3 clusters Score: Raw -2267954.110741 + Penalty 3381.857807 = -2264572.252934 nChanged 8 SP:Iteration 134Q (479.519619 sec): 3 clusters Score: Raw -2267955.336455 + Penalty 3381.857807 = -2264573.478648 nChanged 5 SP:Iteration 135Q (479.570404 sec): 3 clusters Score: Raw -2267956.393168 + Penalty 3381.857807 = -2264574.535361 nChanged 7 SP:Iteration 136Q (479.621405 sec): 3 clusters Score: Raw -2267957.899657 + Penalty 3381.857807 = -2264576.041850 nChanged 11 SP:Iteration 137Q (479.672050 sec): 3 clusters Score: Raw -2267959.652627 + Penalty 3381.857807 = -2264577.794820 nChanged 10 SP:Iteration 138Q (479.722807 sec): 3 clusters Score: Raw -2267961.261042 + Penalty 3381.857807 = -2264579.403235 nChanged 8 SP:Iteration 139Q (479.773639 sec): 3 clusters Score: Raw -2267961.985474 + Penalty 3381.857807 = -2264580.127667 nChanged 5 SP:Iteration 140F (479.834180 sec): 3 clusters Score: Raw -2267962.626890 + Penalty 3381.857807 = -2264580.769083 nChanged 4 SP:Iteration 141Q (479.884138 sec): 3 clusters Score: Raw -2267963.039478 + Penalty 3381.857807 = -2264581.181671 nChanged 1 SP:Iteration 142Q (479.935324 sec): 3 clusters Score: Raw -2267963.097772 + Penalty 3381.857807 = -2264581.239965 nChanged 1 SP:Iteration 143Q (479.986361 sec): 3 clusters Score: Raw -2267963.186889 + Penalty 3381.857807 = -2264581.329082 nChanged 1 SP:Iteration 144Q (480.037148 sec): 3 clusters Score: Raw -2267963.351043 + Penalty 3381.857807 = -2264581.493236 nChanged 1 SP:Iteration 145Q (480.088116 sec): 3 clusters Score: Raw -2267963.518518 + Penalty 3381.857807 = -2264581.660711 nChanged 3 SP:Iteration 146Q (480.138785 sec): 3 clusters Score: Raw -2267964.091988 + Penalty 3381.857807 = -2264582.234182 nChanged 4 SP:Iteration 147Q (480.189585 sec): 3 clusters Score: Raw -2267964.474085 + Penalty 3381.857807 = -2264582.616278 nChanged 2 SP:Iteration 148Q (480.240580 sec): 3 clusters Score: Raw -2267964.662061 + Penalty 3381.857807 = -2264582.804254 nChanged 2 SP:Iteration 149Q (480.290990 sec): 3 clusters Score: Raw -2267965.000064 + Penalty 3381.857807 = -2264583.142257 nChanged 6 SP:Iteration 150Q (480.341929 sec): 3 clusters Score: Raw -2267965.965964 + Penalty 3381.857807 = -2264584.108157 nChanged 6 SP:Iteration 151Q (480.392538 sec): 3 clusters Score: Raw -2267966.629321 + Penalty 3381.857807 = -2264584.771514 nChanged 7 SP:Iteration 152Q (480.443333 sec): 3 clusters Score: Raw -2267967.677394 + Penalty 3381.857807 = -2264585.819587 nChanged 9 SP:Iteration 153Q (480.494135 sec): 3 clusters Score: Raw -2267969.237400 + Penalty 3381.857807 = -2264587.379593 nChanged 10 SP:Iteration 154Q (480.544835 sec): 3 clusters Score: Raw -2267970.948917 + Penalty 3381.857807 = -2264589.091110 nChanged 9 SP:Iteration 155Q (480.595948 sec): 3 clusters Score: Raw -2267972.830552 + Penalty 3381.857807 = -2264590.972745 nChanged 8 SP:Iteration 156Q (480.646524 sec): 3 clusters Score: Raw -2267974.563994 + Penalty 3381.857807 = -2264592.706188 nChanged 5 SP:Iteration 157Q (480.697366 sec): 3 clusters Score: Raw -2267975.078363 + Penalty 3381.857807 = -2264593.220556 nChanged 3 SP:Iteration 158Q (480.748151 sec): 3 clusters Score: Raw -2267975.385601 + Penalty 3381.857807 = -2264593.527794 nChanged 1 SP:Iteration 159Q (480.799011 sec): 3 clusters Score: Raw -2267975.505351 + Penalty 3381.857807 = -2264593.647544 nChanged 2 SP:Iteration 160F (480.859347 sec): 3 clusters Score: Raw -2267975.736003 + Penalty 3381.857807 = -2264593.878196 nChanged 1 SP:Iteration 161Q (480.909926 sec): 3 clusters Score: Raw -2267975.856397 + Penalty 3381.857807 = -2264593.998590 nChanged 3 SP:Iteration 162Q (480.960864 sec): 3 clusters Score: Raw -2267976.161425 + Penalty 3381.857807 = -2264594.303618 nChanged 1 SP:Iteration 163Q (481.011399 sec): 3 clusters Score: Raw -2267976.237711 + Penalty 3381.857807 = -2264594.379904 nChanged 2 SP:Iteration 164Q (481.062363 sec): 3 clusters Score: Raw -2267976.399324 + Penalty 3381.857807 = -2264594.541517 nChanged 0 SP:Iteration 165F (481.122596 sec): 3 clusters Score: Raw -2267976.399324 + Penalty 3381.857807 = -2264594.541517 nChanged 0 Trying to split cluster 4 (3774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (481.136106 sec): 2 clusters Score: Raw -256844.492290 + Penalty 1338.332243 = -255506.160047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (481.155111 sec): 3 clusters Score: Raw -254990.492985 + Penalty 2676.664486 = -252313.828499 nChanged 1459 SP:Iteration 1F (481.173328 sec): 3 clusters Score: Raw -255872.315910 + Penalty 2676.664486 = -253195.651424 nChanged 305 SP:Iteration 2F (481.191314 sec): 3 clusters Score: Raw -256043.585884 + Penalty 2676.664486 = -253366.921399 nChanged 187 SP:Iteration 3Q (481.209469 sec): 3 clusters Score: Raw -256149.297297 + Penalty 2676.664486 = -253472.632811 nChanged 158 SP:Iteration 4Q (481.227369 sec): 3 clusters Score: Raw -256233.037758 + Penalty 2676.664486 = -253556.373273 nChanged 105 SP:Iteration 5Q (481.245461 sec): 3 clusters Score: Raw -256279.322481 + Penalty 2676.664486 = -253602.657995 nChanged 96 SP:Iteration 6Q (481.263506 sec): 3 clusters Score: Raw -256317.973356 + Penalty 2676.664486 = -253641.308870 nChanged 73 SP:Iteration 7Q (481.281538 sec): 3 clusters Score: Raw -256344.452071 + Penalty 2676.664486 = -253667.787585 nChanged 59 SP:Iteration 8Q (481.299424 sec): 3 clusters Score: Raw -256366.630946 + Penalty 2676.664486 = -253689.966460 nChanged 45 SP:Iteration 9Q (481.317286 sec): 3 clusters Score: Raw -256384.627972 + Penalty 2676.664486 = -253707.963486 nChanged 46 SP:Iteration 10Q (481.335141 sec): 3 clusters Score: Raw -256399.282101 + Penalty 2676.664486 = -253722.617615 nChanged 37 SP:Iteration 11Q (481.353138 sec): 3 clusters Score: Raw -256414.214847 + Penalty 2676.664486 = -253737.550361 nChanged 40 SP:Iteration 12Q (481.371158 sec): 3 clusters Score: Raw -256428.534440 + Penalty 2676.664486 = -253751.869954 nChanged 42 SP:Iteration 13Q (481.389147 sec): 3 clusters Score: Raw -256443.944691 + Penalty 2676.664486 = -253767.280205 nChanged 38 SP:Iteration 14Q (481.407444 sec): 3 clusters Score: Raw -256457.437915 + Penalty 2676.664486 = -253780.773429 nChanged 39 SP:Iteration 15Q (481.425453 sec): 3 clusters Score: Raw -256473.481110 + Penalty 2676.664486 = -253796.816624 nChanged 42 SP:Iteration 16Q (481.443251 sec): 3 clusters Score: Raw -256488.654807 + Penalty 2676.664486 = -253811.990321 nChanged 45 SP:Iteration 17Q (481.461268 sec): 3 clusters Score: Raw -256506.085575 + Penalty 2676.664486 = -253829.421089 nChanged 37 SP:Iteration 18Q (481.479227 sec): 3 clusters Score: Raw -256517.646430 + Penalty 2676.664486 = -253840.981944 nChanged 40 SP:Iteration 19Q (481.497202 sec): 3 clusters Score: Raw -256534.347558 + Penalty 2676.664486 = -253857.683072 nChanged 46 SP:Iteration 20F (481.515148 sec): 3 clusters Score: Raw -256557.512059 + Penalty 2676.664486 = -253880.847573 nChanged 54 SP:Iteration 21Q (481.533091 sec): 3 clusters Score: Raw -256581.733623 + Penalty 2676.664486 = -253905.069137 nChanged 40 SP:Iteration 22Q (481.551000 sec): 3 clusters Score: Raw -256598.926809 + Penalty 2676.664486 = -253922.262323 nChanged 47 SP:Iteration 23Q (481.568842 sec): 3 clusters Score: Raw -256616.719135 + Penalty 2676.664486 = -253940.054649 nChanged 41 SP:Iteration 24Q (481.586598 sec): 3 clusters Score: Raw -256633.579200 + Penalty 2676.664486 = -253956.914714 nChanged 35 SP:Iteration 25Q (481.604389 sec): 3 clusters Score: Raw -256646.888339 + Penalty 2676.664486 = -253970.223853 nChanged 40 SP:Iteration 26Q (481.622313 sec): 3 clusters Score: Raw -256665.790901 + Penalty 2676.664486 = -253989.126415 nChanged 36 SP:Iteration 27Q (481.640157 sec): 3 clusters Score: Raw -256681.896306 + Penalty 2676.664486 = -254005.231820 nChanged 37 SP:Iteration 28Q (481.658050 sec): 3 clusters Score: Raw -256699.048119 + Penalty 2676.664486 = -254022.383633 nChanged 40 SP:Iteration 29Q (481.675876 sec): 3 clusters Score: Raw -256715.082634 + Penalty 2676.664486 = -254038.418148 nChanged 21 SP:Iteration 30Q (481.693548 sec): 3 clusters Score: Raw -256724.456085 + Penalty 2676.664486 = -254047.791599 nChanged 28 SP:Iteration 31Q (481.711349 sec): 3 clusters Score: Raw -256736.099032 + Penalty 2676.664486 = -254059.434546 nChanged 17 SP:Iteration 32Q (481.729138 sec): 3 clusters Score: Raw -256742.904910 + Penalty 2676.664486 = -254066.240424 nChanged 18 SP:Iteration 33Q (481.746948 sec): 3 clusters Score: Raw -256749.314858 + Penalty 2676.664486 = -254072.650372 nChanged 24 SP:Iteration 34Q (481.764737 sec): 3 clusters Score: Raw -256760.892818 + Penalty 2676.664486 = -254084.228333 nChanged 22 SP:Iteration 35Q (481.782513 sec): 3 clusters Score: Raw -256770.839613 + Penalty 2676.664486 = -254094.175127 nChanged 19 SP:Iteration 36Q (481.800249 sec): 3 clusters Score: Raw -256777.075308 + Penalty 2676.664486 = -254100.410822 nChanged 10 SP:Iteration 37Q (481.818012 sec): 3 clusters Score: Raw -256781.555104 + Penalty 2676.664486 = -254104.890618 nChanged 10 SP:Iteration 38Q (481.835742 sec): 3 clusters Score: Raw -256783.946703 + Penalty 2676.664486 = -254107.282217 nChanged 6 SP:Iteration 39Q (481.853517 sec): 3 clusters Score: Raw -256785.555966 + Penalty 2676.664486 = -254108.891480 nChanged 4 SP:Iteration 40F (481.871236 sec): 3 clusters Score: Raw -256786.900359 + Penalty 2676.664486 = -254110.235873 nChanged 4 SP:Iteration 41Q (481.888988 sec): 3 clusters Score: Raw -256787.953786 + Penalty 2676.664486 = -254111.289300 nChanged 6 SP:Iteration 42Q (481.906576 sec): 3 clusters Score: Raw -256790.378897 + Penalty 2676.664486 = -254113.714411 nChanged 9 SP:Iteration 43Q (481.924300 sec): 3 clusters Score: Raw -256793.663194 + Penalty 2676.664486 = -254116.998708 nChanged 10 SP:Iteration 44Q (481.941869 sec): 3 clusters Score: Raw -256798.417119 + Penalty 2676.664486 = -254121.752633 nChanged 15 SP:Iteration 45Q (481.959601 sec): 3 clusters Score: Raw -256805.349415 + Penalty 2676.664486 = -254128.684929 nChanged 14 SP:Iteration 46Q (481.977297 sec): 3 clusters Score: Raw -256809.655408 + Penalty 2676.664486 = -254132.990922 nChanged 16 SP:Iteration 47Q (481.994985 sec): 3 clusters Score: Raw -256815.994897 + Penalty 2676.664486 = -254139.330411 nChanged 10 SP:Iteration 48Q (482.012490 sec): 3 clusters Score: Raw -256820.554917 + Penalty 2676.664486 = -254143.890432 nChanged 14 SP:Iteration 49Q (482.030160 sec): 3 clusters Score: Raw -256826.230000 + Penalty 2676.664486 = -254149.565515 nChanged 12 SP:Iteration 50Q (482.047872 sec): 3 clusters Score: Raw -256830.152459 + Penalty 2676.664486 = -254153.487973 nChanged 14 SP:Iteration 51Q (482.065577 sec): 3 clusters Score: Raw -256836.061821 + Penalty 2676.664486 = -254159.397335 nChanged 12 SP:Iteration 52Q (482.083098 sec): 3 clusters Score: Raw -256839.820690 + Penalty 2676.664486 = -254163.156204 nChanged 11 SP:Iteration 53Q (482.100596 sec): 3 clusters Score: Raw -256843.626133 + Penalty 2676.664486 = -254166.961647 nChanged 10 SP:Iteration 54Q (482.118263 sec): 3 clusters Score: Raw -256846.085615 + Penalty 2676.664486 = -254169.421130 nChanged 10 SP:Iteration 55Q (482.135943 sec): 3 clusters Score: Raw -256848.910538 + Penalty 2676.664486 = -254172.246052 nChanged 14 SP:Iteration 56Q (482.153599 sec): 3 clusters Score: Raw -256853.070418 + Penalty 2676.664486 = -254176.405932 nChanged 14 SP:Iteration 57Q (482.171253 sec): 3 clusters Score: Raw -256857.848063 + Penalty 2676.664486 = -254181.183577 nChanged 10 SP:Iteration 58Q (482.188876 sec): 3 clusters Score: Raw -256861.673463 + Penalty 2676.664486 = -254185.008977 nChanged 13 SP:Iteration 59Q (482.206578 sec): 3 clusters Score: Raw -256865.647201 + Penalty 2676.664486 = -254188.982715 nChanged 9 SP:Iteration 60F (482.224496 sec): 3 clusters Score: Raw -256867.808115 + Penalty 2676.664486 = -254191.143629 nChanged 10 SP:Iteration 61Q (482.242183 sec): 3 clusters Score: Raw -256873.144355 + Penalty 2676.664486 = -254196.479869 nChanged 17 SP:Iteration 62Q (482.259883 sec): 3 clusters Score: Raw -256881.062661 + Penalty 2676.664486 = -254204.398175 nChanged 13 SP:Iteration 63Q (482.277374 sec): 3 clusters Score: Raw -256885.834876 + Penalty 2676.664486 = -254209.170390 nChanged 4 SP:Iteration 64Q (482.295018 sec): 3 clusters Score: Raw -256887.761591 + Penalty 2676.664486 = -254211.097105 nChanged 6 SP:Iteration 65Q (482.312632 sec): 3 clusters Score: Raw -256891.373192 + Penalty 2676.664486 = -254214.708706 nChanged 8 SP:Iteration 66Q (482.330298 sec): 3 clusters Score: Raw -256894.664381 + Penalty 2676.664486 = -254217.999895 nChanged 6 SP:Iteration 67Q (482.347749 sec): 3 clusters Score: Raw -256897.523348 + Penalty 2676.664486 = -254220.858863 nChanged 8 SP:Iteration 68Q (482.365151 sec): 3 clusters Score: Raw -256900.028929 + Penalty 2676.664486 = -254223.364443 nChanged 9 SP:Iteration 69Q (482.382528 sec): 3 clusters Score: Raw -256904.922148 + Penalty 2676.664486 = -254228.257662 nChanged 17 SP:Iteration 70Q (482.400105 sec): 3 clusters Score: Raw -256918.875001 + Penalty 2676.664486 = -254242.210516 nChanged 21 SP:Iteration 71Q (482.417658 sec): 3 clusters Score: Raw -256932.228612 + Penalty 2676.664486 = -254255.564126 nChanged 17 SP:Iteration 72Q (482.435161 sec): 3 clusters Score: Raw -256940.852214 + Penalty 2676.664486 = -254264.187728 nChanged 12 SP:Iteration 73Q (482.452668 sec): 3 clusters Score: Raw -256949.086207 + Penalty 2676.664486 = -254272.421721 nChanged 14 SP:Iteration 74Q (482.470127 sec): 3 clusters Score: Raw -256958.563848 + Penalty 2676.664486 = -254281.899362 nChanged 19 SP:Iteration 75Q (482.487595 sec): 3 clusters Score: Raw -256970.354662 + Penalty 2676.664486 = -254293.690176 nChanged 14 SP:Iteration 76Q (482.505047 sec): 3 clusters Score: Raw -256977.867046 + Penalty 2676.664486 = -254301.202560 nChanged 15 SP:Iteration 77Q (482.522489 sec): 3 clusters Score: Raw -256985.874266 + Penalty 2676.664486 = -254309.209780 nChanged 10 SP:Iteration 78Q (482.539891 sec): 3 clusters Score: Raw -256993.256913 + Penalty 2676.664486 = -254316.592427 nChanged 15 SP:Iteration 79Q (482.557281 sec): 3 clusters Score: Raw -257002.867784 + Penalty 2676.664486 = -254326.203298 nChanged 12 SP:Iteration 80F (482.575143 sec): 3 clusters Score: Raw -257011.187210 + Penalty 2676.664486 = -254334.522724 nChanged 12 SP:Iteration 81Q (482.592428 sec): 3 clusters Score: Raw -257016.756150 + Penalty 2676.664486 = -254340.091664 nChanged 14 SP:Iteration 82Q (482.609774 sec): 3 clusters Score: Raw -257029.699107 + Penalty 2676.664486 = -254353.034621 nChanged 14 SP:Iteration 83Q (482.627096 sec): 3 clusters Score: Raw -257040.931579 + Penalty 2676.664486 = -254364.267093 nChanged 9 SP:Iteration 84Q (482.644407 sec): 3 clusters Score: Raw -257048.441636 + Penalty 2676.664486 = -254371.777150 nChanged 6 SP:Iteration 85Q (482.661659 sec): 3 clusters Score: Raw -257053.754569 + Penalty 2676.664486 = -254377.090083 nChanged 3 SP:Iteration 86Q (482.678732 sec): 3 clusters Score: Raw -257055.764530 + Penalty 2676.664486 = -254379.100044 nChanged 5 SP:Iteration 87Q (482.695970 sec): 3 clusters Score: Raw -257060.498084 + Penalty 2676.664486 = -254383.833598 nChanged 3 SP:Iteration 88Q (482.713099 sec): 3 clusters Score: Raw -257063.028676 + Penalty 2676.664486 = -254386.364190 nChanged 4 SP:Iteration 89Q (482.730343 sec): 3 clusters Score: Raw -257065.424535 + Penalty 2676.664486 = -254388.760049 nChanged 7 SP:Iteration 90Q (482.747601 sec): 3 clusters Score: Raw -257068.555215 + Penalty 2676.664486 = -254391.890729 nChanged 3 SP:Iteration 91Q (482.764675 sec): 3 clusters Score: Raw -257069.716006 + Penalty 2676.664486 = -254393.051520 nChanged 1 SP:Iteration 92Q (482.781912 sec): 3 clusters Score: Raw -257070.469606 + Penalty 2676.664486 = -254393.805121 nChanged 2 SP:Iteration 93Q (482.799166 sec): 3 clusters Score: Raw -257071.346414 + Penalty 2676.664486 = -254394.681928 nChanged 4 SP:Iteration 94Q (482.816410 sec): 3 clusters Score: Raw -257073.761275 + Penalty 2676.664486 = -254397.096789 nChanged 4 SP:Iteration 95Q (482.833644 sec): 3 clusters Score: Raw -257075.564700 + Penalty 2676.664486 = -254398.900214 nChanged 2 SP:Iteration 96Q (482.850712 sec): 3 clusters Score: Raw -257076.847071 + Penalty 2676.664486 = -254400.182585 nChanged 0 SP:Iteration 97F (482.868588 sec): 3 clusters Score: Raw -257076.847071 + Penalty 2676.664486 = -254400.182585 nChanged 0 Trying to split cluster 5 (46888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (482.935126 sec): 2 clusters Score: Raw -3123422.843789 + Penalty 1747.771522 = -3121675.072267 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (483.022034 sec): 3 clusters Score: Raw -3093933.177604 + Penalty 3495.543044 = -3090437.634560 nChanged 21913 SP:Iteration 1F (483.102078 sec): 3 clusters Score: Raw -3106806.534004 + Penalty 3495.543044 = -3103310.990960 nChanged 2525 SP:Iteration 2F (483.182034 sec): 3 clusters Score: Raw -3107893.258098 + Penalty 3495.543044 = -3104397.715054 nChanged 2670 SP:Iteration 3F (483.278812 sec): 3 clusters Score: Raw -3109221.723850 + Penalty 3495.543044 = -3105726.180806 nChanged 2933 SP:Iteration 4F (483.358555 sec): 3 clusters Score: Raw -3110842.226437 + Penalty 3495.543044 = -3107346.683393 nChanged 3061 SP:Iteration 5F (483.438597 sec): 3 clusters Score: Raw -3112443.910696 + Penalty 3495.543044 = -3108948.367653 nChanged 2691 SP:Iteration 6F (483.518578 sec): 3 clusters Score: Raw -3113693.461984 + Penalty 3495.543044 = -3110197.918940 nChanged 2318 SP:Iteration 7Q (483.603151 sec): 3 clusters Score: Raw -3114672.487879 + Penalty 3495.543044 = -3111176.944835 nChanged 1980 SP:Iteration 8Q (483.686857 sec): 3 clusters Score: Raw -3115453.767444 + Penalty 3495.543044 = -3111958.224401 nChanged 1685 SP:Iteration 9Q (483.770489 sec): 3 clusters Score: Raw -3116080.697983 + Penalty 3495.543044 = -3112585.154939 nChanged 1501 SP:Iteration 10Q (483.854191 sec): 3 clusters Score: Raw -3116615.202381 + Penalty 3495.543044 = -3113119.659337 nChanged 1394 SP:Iteration 11Q (483.937774 sec): 3 clusters Score: Raw -3117132.015683 + Penalty 3495.543044 = -3113636.472639 nChanged 1395 SP:Iteration 12Q (484.021493 sec): 3 clusters Score: Raw -3117695.079468 + Penalty 3495.543044 = -3114199.536424 nChanged 1475 SP:Iteration 13Q (484.105211 sec): 3 clusters Score: Raw -3118339.485601 + Penalty 3495.543044 = -3114843.942558 nChanged 1591 SP:Iteration 14Q (484.208488 sec): 3 clusters Score: Raw -3119089.182407 + Penalty 3495.543044 = -3115593.639363 nChanged 1508 SP:Iteration 15Q (484.323628 sec): 3 clusters Score: Raw -3119852.011644 + Penalty 3495.543044 = -3116356.468601 nChanged 1471 SP:Iteration 16Q (484.407538 sec): 3 clusters Score: Raw -3120652.986947 + Penalty 3495.543044 = -3117157.443903 nChanged 1326 SP:Iteration 17Q (484.490935 sec): 3 clusters Score: Raw -3121441.146599 + Penalty 3495.543044 = -3117945.603555 nChanged 1125 SP:Iteration 18Q (484.573752 sec): 3 clusters Score: Raw -3122095.741732 + Penalty 3495.543044 = -3118600.198688 nChanged 856 SP:Iteration 19Q (484.655314 sec): 3 clusters Score: Raw -3122572.569303 + Penalty 3495.543044 = -3119077.026259 nChanged 617 SP:Iteration 20F (484.733824 sec): 3 clusters Score: Raw -3122931.697784 + Penalty 3495.543044 = -3119436.154740 nChanged 454 SP:Iteration 21Q (484.811918 sec): 3 clusters Score: Raw -3123197.001652 + Penalty 3495.543044 = -3119701.458608 nChanged 305 SP:Iteration 22Q (484.885401 sec): 3 clusters Score: Raw -3123363.919310 + Penalty 3495.543044 = -3119868.376266 nChanged 192 SP:Iteration 23Q (484.957158 sec): 3 clusters Score: Raw -3123472.710819 + Penalty 3495.543044 = -3119977.167775 nChanged 148 SP:Iteration 24Q (485.027806 sec): 3 clusters Score: Raw -3123563.096841 + Penalty 3495.543044 = -3120067.553797 nChanged 106 SP:Iteration 25Q (485.096991 sec): 3 clusters Score: Raw -3123631.493378 + Penalty 3495.543044 = -3120135.950334 nChanged 85 SP:Iteration 26Q (485.165663 sec): 3 clusters Score: Raw -3123685.989243 + Penalty 3495.543044 = -3120190.446199 nChanged 60 SP:Iteration 27Q (485.233322 sec): 3 clusters Score: Raw -3123718.950237 + Penalty 3495.543044 = -3120223.407193 nChanged 50 SP:Iteration 28Q (485.300454 sec): 3 clusters Score: Raw -3123741.705796 + Penalty 3495.543044 = -3120246.162752 nChanged 41 SP:Iteration 29Q (485.367344 sec): 3 clusters Score: Raw -3123760.362093 + Penalty 3495.543044 = -3120264.819050 nChanged 36 SP:Iteration 30Q (485.433998 sec): 3 clusters Score: Raw -3123777.616782 + Penalty 3495.543044 = -3120282.073738 nChanged 27 SP:Iteration 31Q (485.500409 sec): 3 clusters Score: Raw -3123790.827215 + Penalty 3495.543044 = -3120295.284171 nChanged 23 SP:Iteration 32Q (485.566800 sec): 3 clusters Score: Raw -3123800.224974 + Penalty 3495.543044 = -3120304.681930 nChanged 14 SP:Iteration 33Q (485.633102 sec): 3 clusters Score: Raw -3123806.525759 + Penalty 3495.543044 = -3120310.982715 nChanged 14 SP:Iteration 34Q (485.699255 sec): 3 clusters Score: Raw -3123811.564940 + Penalty 3495.543044 = -3120316.021897 nChanged 15 SP:Iteration 35Q (485.765186 sec): 3 clusters Score: Raw -3123816.695289 + Penalty 3495.543044 = -3120321.152245 nChanged 12 SP:Iteration 36Q (485.831281 sec): 3 clusters Score: Raw -3123821.544313 + Penalty 3495.543044 = -3120326.001269 nChanged 13 SP:Iteration 37Q (485.897288 sec): 3 clusters Score: Raw -3123826.956894 + Penalty 3495.543044 = -3120331.413850 nChanged 19 SP:Iteration 38Q (485.963244 sec): 3 clusters Score: Raw -3123833.862499 + Penalty 3495.543044 = -3120338.319455 nChanged 18 SP:Iteration 39Q (486.029222 sec): 3 clusters Score: Raw -3123841.854772 + Penalty 3495.543044 = -3120346.311728 nChanged 15 SP:Iteration 40F (486.106976 sec): 3 clusters Score: Raw -3123848.387547 + Penalty 3495.543044 = -3120352.844503 nChanged 8 SP:Iteration 41Q (486.174426 sec): 3 clusters Score: Raw -3123851.307797 + Penalty 3495.543044 = -3120355.764754 nChanged 3 SP:Iteration 42Q (486.240397 sec): 3 clusters Score: Raw -3123852.101708 + Penalty 3495.543044 = -3120356.558664 nChanged 1 SP:Iteration 43Q (486.306496 sec): 3 clusters Score: Raw -3123852.332831 + Penalty 3495.543044 = -3120356.789787 nChanged 0 SP:Iteration 44F (486.384257 sec): 3 clusters Score: Raw -3123852.332831 + Penalty 3495.543044 = -3120356.789787 nChanged 0 Trying to split cluster 6 (2038 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (486.392020 sec): 2 clusters Score: Raw -115734.258098 + Penalty 1238.205185 = -114496.052914 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (486.402756 sec): 3 clusters Score: Raw -114819.534320 + Penalty 2476.410369 = -112343.123951 nChanged 747 SP:Iteration 1F (486.412805 sec): 3 clusters Score: Raw -115363.771356 + Penalty 2476.410369 = -112887.360987 nChanged 207 SP:Iteration 2F (486.422844 sec): 3 clusters Score: Raw -115660.532830 + Penalty 2476.410369 = -113184.122461 nChanged 179 SP:Iteration 3F (486.432896 sec): 3 clusters Score: Raw -115949.558308 + Penalty 2476.410369 = -113473.147938 nChanged 163 SP:Iteration 4F (486.442851 sec): 3 clusters Score: Raw -116300.482559 + Penalty 2476.410369 = -113824.072189 nChanged 159 SP:Iteration 5F (486.452780 sec): 3 clusters Score: Raw -116803.929044 + Penalty 2476.410369 = -114327.518675 nChanged 136 SP:Iteration 6F (486.462846 sec): 3 clusters Score: Raw -117139.530095 + Penalty 2476.410369 = -114663.119726 nChanged 89 SP:Iteration 7Q (486.472330 sec): 3 clusters Score: Raw -117340.009507 + Penalty 2476.410369 = -114863.599137 nChanged 47 SP:Iteration 8Q (486.481687 sec): 3 clusters Score: Raw -117428.912118 + Penalty 2476.410369 = -114952.501749 nChanged 23 SP:Iteration 9Q (486.490962 sec): 3 clusters Score: Raw -117464.810100 + Penalty 2476.410369 = -114988.399731 nChanged 22 SP:Iteration 10Q (486.500239 sec): 3 clusters Score: Raw -117493.176199 + Penalty 2476.410369 = -115016.765830 nChanged 12 SP:Iteration 11Q (486.509384 sec): 3 clusters Score: Raw -117511.274635 + Penalty 2476.410369 = -115034.864266 nChanged 7 SP:Iteration 12Q (486.518579 sec): 3 clusters Score: Raw -117523.788739 + Penalty 2476.410369 = -115047.378369 nChanged 4 SP:Iteration 13Q (486.527804 sec): 3 clusters Score: Raw -117527.789674 + Penalty 2476.410369 = -115051.379304 nChanged 2 SP:Iteration 14Q (486.537003 sec): 3 clusters Score: Raw -117529.045368 + Penalty 2476.410369 = -115052.634998 nChanged 0 SP:Iteration 15F (486.547026 sec): 3 clusters Score: Raw -117529.045368 + Penalty 2476.410369 = -115052.634998 nChanged 0 Score: Raw -22937234.196971 + Penalty 64400.529166 = -22872833.667805 Splitting cluster 6 changes total score from -22873104.018487 to -22872833.667805 So it's not getting split. Trying to split cluster 7 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.046787 sec): 2 clusters Score: Raw -23519.345149 + Penalty 978.810234 = -22540.534915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.049648 sec): 3 clusters Score: Raw -23507.942745 + Penalty 1957.620468 = -21550.322277 nChanged 96 SP:Iteration 1F (493.052224 sec): 3 clusters Score: Raw -23673.249578 + Penalty 1957.620468 = -21715.629110 nChanged 24 SP:Iteration 2F (493.054811 sec): 3 clusters Score: Raw -23714.072362 + Penalty 1957.620468 = -21756.451894 nChanged 4 SP:Iteration 3Q (493.057367 sec): 3 clusters Score: Raw -23721.684199 + Penalty 1957.620468 = -21764.063731 nChanged 2 SP:Iteration 4Q (493.059928 sec): 3 clusters Score: Raw -23726.437323 + Penalty 1957.620468 = -21768.816855 nChanged 1 SP:Iteration 5Q (493.062475 sec): 3 clusters Score: Raw -23727.750538 + Penalty 1957.620468 = -21770.130070 nChanged 0 SP:Iteration 6F (493.067991 sec): 3 clusters Score: Raw -23727.750538 + Penalty 1957.620468 = -21770.130070 nChanged 0 Trying to split cluster 8 (2107 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.083866 sec): 2 clusters Score: Raw -123972.475737 + Penalty 1243.615817 = -122728.859920 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.095000 sec): 3 clusters Score: Raw -123090.285070 + Penalty 2487.231634 = -120603.053436 nChanged 787 SP:Iteration 1F (493.105482 sec): 3 clusters Score: Raw -123633.948140 + Penalty 2487.231634 = -121146.716505 nChanged 179 SP:Iteration 2F (493.115894 sec): 3 clusters Score: Raw -123765.268604 + Penalty 2487.231634 = -121278.036969 nChanged 106 SP:Iteration 3F (493.126290 sec): 3 clusters Score: Raw -123854.946378 + Penalty 2487.231634 = -121367.714744 nChanged 84 SP:Iteration 4Q (493.136734 sec): 3 clusters Score: Raw -123920.742294 + Penalty 2487.231634 = -121433.510660 nChanged 69 SP:Iteration 5Q (493.147170 sec): 3 clusters Score: Raw -123962.195710 + Penalty 2487.231634 = -121474.964076 nChanged 41 SP:Iteration 6Q (493.157552 sec): 3 clusters Score: Raw -123988.601901 + Penalty 2487.231634 = -121501.370267 nChanged 47 SP:Iteration 7Q (493.167867 sec): 3 clusters Score: Raw -124018.359697 + Penalty 2487.231634 = -121531.128063 nChanged 42 SP:Iteration 8Q (493.178235 sec): 3 clusters Score: Raw -124043.402306 + Penalty 2487.231634 = -121556.170672 nChanged 34 SP:Iteration 9Q (493.188581 sec): 3 clusters Score: Raw -124064.442296 + Penalty 2487.231634 = -121577.210662 nChanged 32 SP:Iteration 10Q (493.198591 sec): 3 clusters Score: Raw -124086.997774 + Penalty 2487.231634 = -121599.766139 nChanged 26 SP:Iteration 11Q (493.208945 sec): 3 clusters Score: Raw -124102.728057 + Penalty 2487.231634 = -121615.496422 nChanged 24 SP:Iteration 12Q (493.219300 sec): 3 clusters Score: Raw -124120.092873 + Penalty 2487.231634 = -121632.861238 nChanged 25 SP:Iteration 13Q (493.229647 sec): 3 clusters Score: Raw -124136.651341 + Penalty 2487.231634 = -121649.419706 nChanged 25 SP:Iteration 14Q (493.239961 sec): 3 clusters Score: Raw -124158.766194 + Penalty 2487.231634 = -121671.534560 nChanged 27 SP:Iteration 15Q (493.250247 sec): 3 clusters Score: Raw -124183.524732 + Penalty 2487.231634 = -121696.293098 nChanged 35 SP:Iteration 16Q (493.260342 sec): 3 clusters Score: Raw -124210.172086 + Penalty 2487.231634 = -121722.940451 nChanged 32 SP:Iteration 17Q (493.270548 sec): 3 clusters Score: Raw -124230.860958 + Penalty 2487.231634 = -121743.629323 nChanged 18 SP:Iteration 18Q (493.280696 sec): 3 clusters Score: Raw -124243.994414 + Penalty 2487.231634 = -121756.762779 nChanged 14 SP:Iteration 19Q (493.290909 sec): 3 clusters Score: Raw -124254.084447 + Penalty 2487.231634 = -121766.852812 nChanged 15 SP:Iteration 20F (493.301287 sec): 3 clusters Score: Raw -124267.268057 + Penalty 2487.231634 = -121780.036422 nChanged 19 SP:Iteration 21Q (493.311429 sec): 3 clusters Score: Raw -124281.545057 + Penalty 2487.231634 = -121794.313423 nChanged 17 SP:Iteration 22Q (493.321649 sec): 3 clusters Score: Raw -124293.341024 + Penalty 2487.231634 = -121806.109389 nChanged 15 SP:Iteration 23Q (493.331920 sec): 3 clusters Score: Raw -124307.438978 + Penalty 2487.231634 = -121820.207343 nChanged 14 SP:Iteration 24Q (493.342043 sec): 3 clusters Score: Raw -124318.884805 + Penalty 2487.231634 = -121831.653171 nChanged 12 SP:Iteration 25Q (493.352228 sec): 3 clusters Score: Raw -124333.533011 + Penalty 2487.231634 = -121846.301376 nChanged 19 SP:Iteration 26Q (493.362334 sec): 3 clusters Score: Raw -124353.047081 + Penalty 2487.231634 = -121865.815447 nChanged 13 SP:Iteration 27Q (493.372400 sec): 3 clusters Score: Raw -124378.955342 + Penalty 2487.231634 = -121891.723708 nChanged 20 SP:Iteration 28Q (493.382543 sec): 3 clusters Score: Raw -124403.900327 + Penalty 2487.231634 = -121916.668692 nChanged 12 SP:Iteration 29Q (493.392490 sec): 3 clusters Score: Raw -124415.887864 + Penalty 2487.231634 = -121928.656230 nChanged 12 SP:Iteration 30Q (493.402594 sec): 3 clusters Score: Raw -124425.211686 + Penalty 2487.231634 = -121937.980051 nChanged 10 SP:Iteration 31Q (493.412681 sec): 3 clusters Score: Raw -124433.802247 + Penalty 2487.231634 = -121946.570612 nChanged 6 SP:Iteration 32Q (493.422766 sec): 3 clusters Score: Raw -124436.309850 + Penalty 2487.231634 = -121949.078215 nChanged 3 SP:Iteration 33Q (493.432903 sec): 3 clusters Score: Raw -124437.406203 + Penalty 2487.231634 = -121950.174568 nChanged 1 SP:Iteration 34Q (493.442865 sec): 3 clusters Score: Raw -124437.707784 + Penalty 2487.231634 = -121950.476149 nChanged 1 SP:Iteration 35Q (493.452670 sec): 3 clusters Score: Raw -124438.267094 + Penalty 2487.231634 = -121951.035460 nChanged 1 SP:Iteration 36Q (493.462718 sec): 3 clusters Score: Raw -124438.373891 + Penalty 2487.231634 = -121951.142256 nChanged 1 SP:Iteration 37Q (493.472763 sec): 3 clusters Score: Raw -124438.785095 + Penalty 2487.231634 = -121951.553460 nChanged 1 SP:Iteration 38Q (493.482811 sec): 3 clusters Score: Raw -124438.904205 + Penalty 2487.231634 = -121951.672571 nChanged 0 SP:Iteration 39F (493.493088 sec): 3 clusters Score: Raw -124438.971470 + Penalty 2487.231634 = -121951.739836 nChanged 1 SP:Iteration 40F (493.503437 sec): 3 clusters Score: Raw -124440.410553 + Penalty 2487.231634 = -121953.178918 nChanged 0 Trying to split cluster 9 (4861 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (493.522446 sec): 2 clusters Score: Raw -300764.461113 + Penalty 1379.462412 = -299384.998701 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (493.543736 sec): 3 clusters Score: Raw -298304.036943 + Penalty 2758.924824 = -295545.112119 nChanged 1974 SP:Iteration 1F (493.565498 sec): 3 clusters Score: Raw -299710.902243 + Penalty 2758.924824 = -296951.977419 nChanged 493 SP:Iteration 2F (493.586329 sec): 3 clusters Score: Raw -300243.101425 + Penalty 2758.924824 = -297484.176601 nChanged 390 SP:Iteration 3F (493.607383 sec): 3 clusters Score: Raw -300663.687435 + Penalty 2758.924824 = -297904.762611 nChanged 342 SP:Iteration 4F (493.628092 sec): 3 clusters Score: Raw -300930.416159 + Penalty 2758.924824 = -298171.491335 nChanged 234 SP:Iteration 5Q (493.648767 sec): 3 clusters Score: Raw -301107.114670 + Penalty 2758.924824 = -298348.189846 nChanged 203 SP:Iteration 6Q (493.669434 sec): 3 clusters Score: Raw -301280.728883 + Penalty 2758.924824 = -298521.804060 nChanged 173 SP:Iteration 7Q (493.690122 sec): 3 clusters Score: Raw -301423.570008 + Penalty 2758.924824 = -298664.645185 nChanged 148 SP:Iteration 8Q (493.710646 sec): 3 clusters Score: Raw -301547.545202 + Penalty 2758.924824 = -298788.620378 nChanged 133 SP:Iteration 9Q (493.731202 sec): 3 clusters Score: Raw -301666.645153 + Penalty 2758.924824 = -298907.720330 nChanged 128 SP:Iteration 10Q (493.751317 sec): 3 clusters Score: Raw -301794.689531 + Penalty 2758.924824 = -299035.764707 nChanged 102 SP:Iteration 11Q (493.771437 sec): 3 clusters Score: Raw -301882.523686 + Penalty 2758.924824 = -299123.598863 nChanged 72 SP:Iteration 12Q (493.791328 sec): 3 clusters Score: Raw -301931.553487 + Penalty 2758.924824 = -299172.628664 nChanged 51 SP:Iteration 13Q (493.811201 sec): 3 clusters Score: Raw -301962.810186 + Penalty 2758.924824 = -299203.885363 nChanged 39 SP:Iteration 14Q (493.830951 sec): 3 clusters Score: Raw -301983.783418 + Penalty 2758.924824 = -299224.858595 nChanged 29 SP:Iteration 15Q (493.851820 sec): 3 clusters Score: Raw -301999.773020 + Penalty 2758.924824 = -299240.848196 nChanged 35 SP:Iteration 16Q (493.871429 sec): 3 clusters Score: Raw -302021.715105 + Penalty 2758.924824 = -299262.790282 nChanged 37 SP:Iteration 17Q (493.891199 sec): 3 clusters Score: Raw -302048.458903 + Penalty 2758.924824 = -299289.534080 nChanged 43 SP:Iteration 18Q (493.910885 sec): 3 clusters Score: Raw -302090.033773 + Penalty 2758.924824 = -299331.108950 nChanged 52 SP:Iteration 19Q (493.930518 sec): 3 clusters Score: Raw -302153.571872 + Penalty 2758.924824 = -299394.647049 nChanged 51 SP:Iteration 20F (493.951395 sec): 3 clusters Score: Raw -302221.729114 + Penalty 2758.924824 = -299462.804291 nChanged 38 SP:Iteration 21Q (493.970944 sec): 3 clusters Score: Raw -302267.731831 + Penalty 2758.924824 = -299508.807007 nChanged 21 SP:Iteration 22Q (493.990559 sec): 3 clusters Score: Raw -302286.986107 + Penalty 2758.924824 = -299528.061283 nChanged 18 SP:Iteration 23Q (494.010002 sec): 3 clusters Score: Raw -302307.495642 + Penalty 2758.924824 = -299548.570819 nChanged 17 SP:Iteration 24Q (494.029389 sec): 3 clusters Score: Raw -302317.747921 + Penalty 2758.924824 = -299558.823097 nChanged 7 SP:Iteration 25Q (494.048819 sec): 3 clusters Score: Raw -302323.130559 + Penalty 2758.924824 = -299564.205735 nChanged 7 SP:Iteration 26Q (494.068157 sec): 3 clusters Score: Raw -302326.459251 + Penalty 2758.924824 = -299567.534428 nChanged 1 SP:Iteration 27Q (494.087245 sec): 3 clusters Score: Raw -302326.941376 + Penalty 2758.924824 = -299568.016553 nChanged 1 SP:Iteration 28Q (494.106720 sec): 3 clusters Score: Raw -302327.299427 + Penalty 2758.924824 = -299568.374603 nChanged 1 SP:Iteration 29Q (494.126117 sec): 3 clusters Score: Raw -302328.119826 + Penalty 2758.924824 = -299569.195003 nChanged 0 SP:Iteration 30F (494.147010 sec): 3 clusters Score: Raw -302328.119826 + Penalty 2758.924824 = -299569.195003 nChanged 0 Score: Raw -22937003.068415 + Penalty 64400.529166 = -22872602.539249 Splitting cluster 9 changes total score from -22873104.018487 to -22872602.539249 So it's not getting split. Trying to split cluster 10 (2741 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.191592 sec): 2 clusters Score: Raw -181541.104686 + Penalty 1286.362691 = -180254.741995 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.205802 sec): 3 clusters Score: Raw -180314.597496 + Penalty 2572.725381 = -177741.872115 nChanged 997 SP:Iteration 1F (501.219295 sec): 3 clusters Score: Raw -181000.647105 + Penalty 2572.725381 = -178427.921723 nChanged 235 SP:Iteration 2F (501.232711 sec): 3 clusters Score: Raw -181179.150501 + Penalty 2572.725381 = -178606.425119 nChanged 159 SP:Iteration 3F (501.246138 sec): 3 clusters Score: Raw -181324.903233 + Penalty 2572.725381 = -178752.177851 nChanged 135 SP:Iteration 4Q (501.259441 sec): 3 clusters Score: Raw -181444.420752 + Penalty 2572.725381 = -178871.695371 nChanged 112 SP:Iteration 5Q (501.272708 sec): 3 clusters Score: Raw -181538.576620 + Penalty 2572.725381 = -178965.851238 nChanged 98 SP:Iteration 6Q (501.285887 sec): 3 clusters Score: Raw -181633.507180 + Penalty 2572.725381 = -179060.781799 nChanged 94 SP:Iteration 7Q (501.299058 sec): 3 clusters Score: Raw -181714.568793 + Penalty 2572.725381 = -179141.843412 nChanged 75 SP:Iteration 8Q (501.312332 sec): 3 clusters Score: Raw -181777.249876 + Penalty 2572.725381 = -179204.524495 nChanged 70 SP:Iteration 9Q (501.325535 sec): 3 clusters Score: Raw -181826.497539 + Penalty 2572.725381 = -179253.772157 nChanged 61 SP:Iteration 10Q (501.338737 sec): 3 clusters Score: Raw -181874.122084 + Penalty 2572.725381 = -179301.396703 nChanged 51 SP:Iteration 11Q (501.351902 sec): 3 clusters Score: Raw -181926.460016 + Penalty 2572.725381 = -179353.734634 nChanged 54 SP:Iteration 12Q (501.364977 sec): 3 clusters Score: Raw -181972.611236 + Penalty 2572.725381 = -179399.885855 nChanged 51 SP:Iteration 13Q (501.378096 sec): 3 clusters Score: Raw -182021.377154 + Penalty 2572.725381 = -179448.651772 nChanged 52 SP:Iteration 14Q (501.391184 sec): 3 clusters Score: Raw -182075.271180 + Penalty 2572.725381 = -179502.545799 nChanged 51 SP:Iteration 15Q (501.404280 sec): 3 clusters Score: Raw -182121.336494 + Penalty 2572.725381 = -179548.611113 nChanged 45 SP:Iteration 16Q (501.417322 sec): 3 clusters Score: Raw -182154.820726 + Penalty 2572.725381 = -179582.095344 nChanged 40 SP:Iteration 17Q (501.430230 sec): 3 clusters Score: Raw -182187.109614 + Penalty 2572.725381 = -179614.384233 nChanged 34 SP:Iteration 18Q (501.443244 sec): 3 clusters Score: Raw -182208.761067 + Penalty 2572.725381 = -179636.035686 nChanged 21 SP:Iteration 19Q (501.456241 sec): 3 clusters Score: Raw -182225.913094 + Penalty 2572.725381 = -179653.187713 nChanged 20 SP:Iteration 20F (501.469685 sec): 3 clusters Score: Raw -182244.365543 + Penalty 2572.725381 = -179671.640162 nChanged 28 SP:Iteration 21Q (501.482588 sec): 3 clusters Score: Raw -182266.684858 + Penalty 2572.725381 = -179693.959476 nChanged 25 SP:Iteration 22Q (501.495583 sec): 3 clusters Score: Raw -182281.246480 + Penalty 2572.725381 = -179708.521099 nChanged 16 SP:Iteration 23Q (501.508423 sec): 3 clusters Score: Raw -182292.506895 + Penalty 2572.725381 = -179719.781514 nChanged 13 SP:Iteration 24Q (501.521388 sec): 3 clusters Score: Raw -182301.089898 + Penalty 2572.725381 = -179728.364516 nChanged 15 SP:Iteration 25Q (501.534410 sec): 3 clusters Score: Raw -182311.544765 + Penalty 2572.725381 = -179738.819383 nChanged 14 SP:Iteration 26Q (501.547401 sec): 3 clusters Score: Raw -182321.897809 + Penalty 2572.725381 = -179749.172428 nChanged 12 SP:Iteration 27Q (501.560343 sec): 3 clusters Score: Raw -182330.950271 + Penalty 2572.725381 = -179758.224890 nChanged 10 SP:Iteration 28Q (501.573296 sec): 3 clusters Score: Raw -182336.508778 + Penalty 2572.725381 = -179763.783396 nChanged 6 SP:Iteration 29Q (501.586146 sec): 3 clusters Score: Raw -182338.705838 + Penalty 2572.725381 = -179765.980456 nChanged 0 SP:Iteration 30F (501.599470 sec): 3 clusters Score: Raw -182338.705838 + Penalty 2572.725381 = -179765.980456 nChanged 0 Trying to split cluster 11 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.610859 sec): 2 clusters Score: Raw -67089.388642 + Penalty 1125.089652 = -65964.298989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.616527 sec): 3 clusters Score: Raw -66734.335469 + Penalty 2250.179304 = -64484.156165 nChanged 317 SP:Iteration 1F (501.621830 sec): 3 clusters Score: Raw -67015.938431 + Penalty 2250.179304 = -64765.759127 nChanged 74 SP:Iteration 2F (501.627206 sec): 3 clusters Score: Raw -67109.546148 + Penalty 2250.179304 = -64859.366844 nChanged 42 SP:Iteration 3Q (501.632566 sec): 3 clusters Score: Raw -67175.453936 + Penalty 2250.179304 = -64925.274632 nChanged 47 SP:Iteration 4Q (501.637910 sec): 3 clusters Score: Raw -67251.045142 + Penalty 2250.179304 = -65000.865838 nChanged 41 SP:Iteration 5Q (501.643160 sec): 3 clusters Score: Raw -67338.328913 + Penalty 2250.179304 = -65088.149609 nChanged 39 SP:Iteration 6Q (501.648423 sec): 3 clusters Score: Raw -67389.203153 + Penalty 2250.179304 = -65139.023849 nChanged 28 SP:Iteration 7Q (501.653656 sec): 3 clusters Score: Raw -67431.566631 + Penalty 2250.179304 = -65181.387327 nChanged 26 SP:Iteration 8Q (501.658910 sec): 3 clusters Score: Raw -67461.494758 + Penalty 2250.179304 = -65211.315454 nChanged 16 SP:Iteration 9Q (501.664130 sec): 3 clusters Score: Raw -67478.997231 + Penalty 2250.179304 = -65228.817926 nChanged 11 SP:Iteration 10Q (501.669323 sec): 3 clusters Score: Raw -67488.060165 + Penalty 2250.179304 = -65237.880861 nChanged 5 SP:Iteration 11Q (501.707977 sec): 3 clusters Score: Raw -67491.872746 + Penalty 2250.179304 = -65241.693442 nChanged 2 SP:Iteration 12Q (501.713381 sec): 3 clusters Score: Raw -67493.457835 + Penalty 2250.179304 = -65243.278531 nChanged 1 SP:Iteration 13Q (501.718579 sec): 3 clusters Score: Raw -67493.846748 + Penalty 2250.179304 = -65243.667444 nChanged 1 SP:Iteration 14Q (501.723762 sec): 3 clusters Score: Raw -67494.367667 + Penalty 2250.179304 = -65244.188363 nChanged 0 SP:Iteration 15F (501.729080 sec): 3 clusters Score: Raw -67494.367667 + Penalty 2250.179304 = -65244.188363 nChanged 0 Trying to split cluster 12 (1786 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.744516 sec): 2 clusters Score: Raw -119469.365917 + Penalty 1216.756736 = -118252.609181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.754038 sec): 3 clusters Score: Raw -118730.317931 + Penalty 2433.513472 = -116296.804458 nChanged 614 SP:Iteration 1F (501.763028 sec): 3 clusters Score: Raw -119139.611692 + Penalty 2433.513472 = -116706.098219 nChanged 168 SP:Iteration 2F (501.772006 sec): 3 clusters Score: Raw -119311.575912 + Penalty 2433.513472 = -116878.062439 nChanged 133 SP:Iteration 3F (501.780965 sec): 3 clusters Score: Raw -119480.634596 + Penalty 2433.513472 = -117047.121124 nChanged 121 SP:Iteration 4F (501.824523 sec): 3 clusters Score: Raw -119627.452395 + Penalty 2433.513472 = -117193.938922 nChanged 103 SP:Iteration 5F (501.837947 sec): 3 clusters Score: Raw -119747.145656 + Penalty 2433.513472 = -117313.632184 nChanged 88 SP:Iteration 6Q (501.846872 sec): 3 clusters Score: Raw -119850.477659 + Penalty 2433.513472 = -117416.964186 nChanged 60 SP:Iteration 7Q (501.855686 sec): 3 clusters Score: Raw -119909.527261 + Penalty 2433.513472 = -117476.013788 nChanged 53 SP:Iteration 8Q (501.864582 sec): 3 clusters Score: Raw -119967.821007 + Penalty 2433.513472 = -117534.307535 nChanged 39 SP:Iteration 9Q (501.873513 sec): 3 clusters Score: Raw -120008.875453 + Penalty 2433.513472 = -117575.361981 nChanged 28 SP:Iteration 10Q (501.882301 sec): 3 clusters Score: Raw -120037.096124 + Penalty 2433.513472 = -117603.582652 nChanged 23 SP:Iteration 11Q (501.891102 sec): 3 clusters Score: Raw -120059.475526 + Penalty 2433.513472 = -117625.962053 nChanged 27 SP:Iteration 12Q (501.899950 sec): 3 clusters Score: Raw -120081.556335 + Penalty 2433.513472 = -117648.042862 nChanged 21 SP:Iteration 13Q (501.908840 sec): 3 clusters Score: Raw -120095.483316 + Penalty 2433.513472 = -117661.969844 nChanged 14 SP:Iteration 14Q (501.917581 sec): 3 clusters Score: Raw -120101.836059 + Penalty 2433.513472 = -117668.322587 nChanged 6 SP:Iteration 15Q (501.926367 sec): 3 clusters Score: Raw -120104.963605 + Penalty 2433.513472 = -117671.450133 nChanged 1 SP:Iteration 16Q (501.935202 sec): 3 clusters Score: Raw -120105.305279 + Penalty 2433.513472 = -117671.791806 nChanged 0 SP:Iteration 17F (501.944175 sec): 3 clusters Score: Raw -120105.305279 + Penalty 2433.513472 = -117671.791806 nChanged 0 Trying to split cluster 13 (1253 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (501.956577 sec): 2 clusters Score: Raw -73937.447031 + Penalty 1159.160593 = -72778.286438 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (501.963541 sec): 3 clusters Score: Raw -73525.638098 + Penalty 2318.321185 = -71207.316913 nChanged 416 SP:Iteration 1F (501.970111 sec): 3 clusters Score: Raw -73922.917044 + Penalty 2318.321185 = -71604.595859 nChanged 119 SP:Iteration 2F (501.976611 sec): 3 clusters Score: Raw -74096.918131 + Penalty 2318.321185 = -71778.596946 nChanged 85 SP:Iteration 3F (501.983163 sec): 3 clusters Score: Raw -74252.463149 + Penalty 2318.321185 = -71934.141963 nChanged 67 SP:Iteration 4F (501.989689 sec): 3 clusters Score: Raw -74369.512091 + Penalty 2318.321185 = -72051.190905 nChanged 56 SP:Iteration 5Q (501.996079 sec): 3 clusters Score: Raw -74498.815834 + Penalty 2318.321185 = -72180.494649 nChanged 51 SP:Iteration 6Q (502.002567 sec): 3 clusters Score: Raw -74613.972095 + Penalty 2318.321185 = -72295.650910 nChanged 50 SP:Iteration 7Q (502.008881 sec): 3 clusters Score: Raw -74694.831086 + Penalty 2318.321185 = -72376.509900 nChanged 47 SP:Iteration 8Q (502.015127 sec): 3 clusters Score: Raw -74780.543481 + Penalty 2318.321185 = -72462.222296 nChanged 39 SP:Iteration 9Q (502.021399 sec): 3 clusters Score: Raw -74856.600876 + Penalty 2318.321185 = -72538.279691 nChanged 25 SP:Iteration 10Q (502.027575 sec): 3 clusters Score: Raw -74899.369358 + Penalty 2318.321185 = -72581.048172 nChanged 17 SP:Iteration 11Q (502.033854 sec): 3 clusters Score: Raw -74915.769717 + Penalty 2318.321185 = -72597.448531 nChanged 14 SP:Iteration 12Q (502.040050 sec): 3 clusters Score: Raw -74928.519637 + Penalty 2318.321185 = -72610.198452 nChanged 9 SP:Iteration 13Q (502.046248 sec): 3 clusters Score: Raw -74945.228168 + Penalty 2318.321185 = -72626.906983 nChanged 8 SP:Iteration 14Q (502.052419 sec): 3 clusters Score: Raw -74951.348217 + Penalty 2318.321185 = -72633.027032 nChanged 5 SP:Iteration 15Q (502.058582 sec): 3 clusters Score: Raw -74956.966975 + Penalty 2318.321185 = -72638.645789 nChanged 5 SP:Iteration 16Q (502.064812 sec): 3 clusters Score: Raw -74961.702349 + Penalty 2318.321185 = -72643.381163 nChanged 5 SP:Iteration 17Q (502.071004 sec): 3 clusters Score: Raw -74969.403426 + Penalty 2318.321185 = -72651.082240 nChanged 5 SP:Iteration 18Q (502.077168 sec): 3 clusters Score: Raw -74973.557756 + Penalty 2318.321185 = -72655.236570 nChanged 2 SP:Iteration 19Q (502.083291 sec): 3 clusters Score: Raw -74974.557198 + Penalty 2318.321185 = -72656.236013 nChanged 3 SP:Iteration 20F (502.089758 sec): 3 clusters Score: Raw -74980.457604 + Penalty 2318.321185 = -72662.136419 nChanged 9 SP:Iteration 21Q (502.096012 sec): 3 clusters Score: Raw -74989.777867 + Penalty 2318.321185 = -72671.456682 nChanged 7 SP:Iteration 22Q (502.102211 sec): 3 clusters Score: Raw -74996.315955 + Penalty 2318.321185 = -72677.994769 nChanged 2 SP:Iteration 23Q (502.108361 sec): 3 clusters Score: Raw -74997.686312 + Penalty 2318.321185 = -72679.365127 nChanged 3 SP:Iteration 24Q (502.114514 sec): 3 clusters Score: Raw -75000.096856 + Penalty 2318.321185 = -72681.775671 nChanged 3 SP:Iteration 25Q (502.120713 sec): 3 clusters Score: Raw -75001.339680 + Penalty 2318.321185 = -72683.018495 nChanged 1 SP:Iteration 26Q (502.126958 sec): 3 clusters Score: Raw -75001.636921 + Penalty 2318.321185 = -72683.315736 nChanged 1 SP:Iteration 27Q (502.133167 sec): 3 clusters Score: Raw -75002.820992 + Penalty 2318.321185 = -72684.499807 nChanged 0 SP:Iteration 28F (502.139680 sec): 3 clusters Score: Raw -75002.820992 + Penalty 2318.321185 = -72684.499807 nChanged 0 Trying to split cluster 14 (38385 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (502.196492 sec): 2 clusters Score: Raw -2651113.820882 + Penalty 1715.256081 = -2649398.564801 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (502.269889 sec): 3 clusters Score: Raw -2627107.062981 + Penalty 3430.512162 = -2623676.550819 nChanged 17941 SP:Iteration 1F (502.337759 sec): 3 clusters Score: Raw -2637182.315315 + Penalty 3430.512162 = -2633751.803153 nChanged 1684 SP:Iteration 2Q (502.409420 sec): 3 clusters Score: Raw -2637764.953426 + Penalty 3430.512162 = -2634334.441264 nChanged 1747 SP:Iteration 3Q (502.480095 sec): 3 clusters Score: Raw -2638459.426342 + Penalty 3430.512162 = -2635028.914180 nChanged 1833 SP:Iteration 4Q (502.550843 sec): 3 clusters Score: Raw -2639250.443860 + Penalty 3430.512162 = -2635819.931698 nChanged 1971 SP:Iteration 5F (502.617593 sec): 3 clusters Score: Raw -2640136.727737 + Penalty 3430.512162 = -2636706.215575 nChanged 1976 SP:Iteration 6F (502.685379 sec): 3 clusters Score: Raw -2641056.414605 + Penalty 3430.512162 = -2637625.902443 nChanged 2027 SP:Iteration 7F (502.753064 sec): 3 clusters Score: Raw -2642009.114841 + Penalty 3430.512162 = -2638578.602679 nChanged 1962 SP:Iteration 8F (502.821005 sec): 3 clusters Score: Raw -2642882.252322 + Penalty 3430.512162 = -2639451.740160 nChanged 1710 SP:Iteration 9Q (502.891988 sec): 3 clusters Score: Raw -2643599.441257 + Penalty 3430.512162 = -2640168.929095 nChanged 1540 SP:Iteration 10Q (502.961737 sec): 3 clusters Score: Raw -2644230.896740 + Penalty 3430.512162 = -2640800.384578 nChanged 1330 SP:Iteration 11Q (503.031525 sec): 3 clusters Score: Raw -2644763.755285 + Penalty 3430.512162 = -2641333.243122 nChanged 1170 SP:Iteration 12Q (503.101208 sec): 3 clusters Score: Raw -2645269.416056 + Penalty 3430.512162 = -2641838.903894 nChanged 1103 SP:Iteration 13Q (503.177458 sec): 3 clusters Score: Raw -2645775.188148 + Penalty 3430.512162 = -2642344.675986 nChanged 1033 SP:Iteration 14Q (503.285739 sec): 3 clusters Score: Raw -2646230.190497 + Penalty 3430.512162 = -2642799.678335 nChanged 892 SP:Iteration 15Q (503.358410 sec): 3 clusters Score: Raw -2646611.344133 + Penalty 3430.512162 = -2643180.831971 nChanged 835 SP:Iteration 16Q (503.428705 sec): 3 clusters Score: Raw -2646978.488475 + Penalty 3430.512162 = -2643547.976313 nChanged 790 SP:Iteration 17Q (503.497005 sec): 3 clusters Score: Raw -2647322.016023 + Penalty 3430.512162 = -2643891.503861 nChanged 729 SP:Iteration 18Q (503.565246 sec): 3 clusters Score: Raw -2647614.922865 + Penalty 3430.512162 = -2644184.410702 nChanged 723 SP:Iteration 19Q (503.632955 sec): 3 clusters Score: Raw -2647922.319365 + Penalty 3430.512162 = -2644491.807203 nChanged 747 SP:Iteration 20F (503.699696 sec): 3 clusters Score: Raw -2648250.724599 + Penalty 3430.512162 = -2644820.212437 nChanged 776 SP:Iteration 21Q (503.767493 sec): 3 clusters Score: Raw -2648599.031581 + Penalty 3430.512162 = -2645168.519418 nChanged 825 SP:Iteration 22Q (503.833550 sec): 3 clusters Score: Raw -2648992.189790 + Penalty 3430.512162 = -2645561.677628 nChanged 733 SP:Iteration 23Q (503.898422 sec): 3 clusters Score: Raw -2649325.330967 + Penalty 3430.512162 = -2645894.818805 nChanged 656 SP:Iteration 24Q (503.962421 sec): 3 clusters Score: Raw -2649617.790281 + Penalty 3430.512162 = -2646187.278119 nChanged 597 SP:Iteration 25Q (504.025547 sec): 3 clusters Score: Raw -2649890.681512 + Penalty 3430.512162 = -2646460.169350 nChanged 544 SP:Iteration 26Q (504.089121 sec): 3 clusters Score: Raw -2650132.550587 + Penalty 3430.512162 = -2646702.038425 nChanged 481 SP:Iteration 27Q (504.151776 sec): 3 clusters Score: Raw -2650342.358353 + Penalty 3430.512162 = -2646911.846191 nChanged 444 SP:Iteration 28Q (504.213463 sec): 3 clusters Score: Raw -2650536.939327 + Penalty 3430.512162 = -2647106.427164 nChanged 384 SP:Iteration 29Q (504.274824 sec): 3 clusters Score: Raw -2650709.370164 + Penalty 3430.512162 = -2647278.858002 nChanged 372 SP:Iteration 30Q (504.335111 sec): 3 clusters Score: Raw -2650886.947612 + Penalty 3430.512162 = -2647456.435449 nChanged 315 SP:Iteration 31Q (504.394360 sec): 3 clusters Score: Raw -2651034.824330 + Penalty 3430.512162 = -2647604.312167 nChanged 298 SP:Iteration 32Q (504.453649 sec): 3 clusters Score: Raw -2651168.838005 + Penalty 3430.512162 = -2647738.325843 nChanged 237 SP:Iteration 33Q (504.512588 sec): 3 clusters Score: Raw -2651266.698920 + Penalty 3430.512162 = -2647836.186757 nChanged 217 SP:Iteration 34Q (504.570470 sec): 3 clusters Score: Raw -2651359.917325 + Penalty 3430.512162 = -2647929.405163 nChanged 185 SP:Iteration 35Q (504.627992 sec): 3 clusters Score: Raw -2651443.379510 + Penalty 3430.512162 = -2648012.867348 nChanged 167 SP:Iteration 36Q (504.689774 sec): 3 clusters Score: Raw -2651516.486036 + Penalty 3430.512162 = -2648085.973874 nChanged 137 SP:Iteration 37Q (504.746738 sec): 3 clusters Score: Raw -2651571.546902 + Penalty 3430.512162 = -2648141.034740 nChanged 112 SP:Iteration 38Q (504.803660 sec): 3 clusters Score: Raw -2651606.846984 + Penalty 3430.512162 = -2648176.334822 nChanged 87 SP:Iteration 39Q (504.860305 sec): 3 clusters Score: Raw -2651630.331032 + Penalty 3430.512162 = -2648199.818870 nChanged 59 SP:Iteration 40F (504.926494 sec): 3 clusters Score: Raw -2651648.118702 + Penalty 3430.512162 = -2648217.606540 nChanged 65 SP:Iteration 41Q (504.984880 sec): 3 clusters Score: Raw -2651667.764834 + Penalty 3430.512162 = -2648237.252672 nChanged 46 SP:Iteration 42Q (505.041582 sec): 3 clusters Score: Raw -2651678.247107 + Penalty 3430.512162 = -2648247.734945 nChanged 42 SP:Iteration 43Q (505.098315 sec): 3 clusters Score: Raw -2651689.239016 + Penalty 3430.512162 = -2648258.726854 nChanged 35 SP:Iteration 44Q (505.155100 sec): 3 clusters Score: Raw -2651697.750914 + Penalty 3430.512162 = -2648267.238751 nChanged 38 SP:Iteration 45Q (505.211772 sec): 3 clusters Score: Raw -2651707.304919 + Penalty 3430.512162 = -2648276.792757 nChanged 30 SP:Iteration 46Q (505.268145 sec): 3 clusters Score: Raw -2651714.999332 + Penalty 3430.512162 = -2648284.487170 nChanged 32 SP:Iteration 47Q (505.324560 sec): 3 clusters Score: Raw -2651722.925951 + Penalty 3430.512162 = -2648292.413789 nChanged 35 SP:Iteration 48Q (505.380867 sec): 3 clusters Score: Raw -2651731.722563 + Penalty 3430.512162 = -2648301.210401 nChanged 26 SP:Iteration 49Q (505.455404 sec): 3 clusters Score: Raw -2651739.295612 + Penalty 3430.512162 = -2648308.783450 nChanged 26 SP:Iteration 50Q (505.510942 sec): 3 clusters Score: Raw -2651746.154455 + Penalty 3430.512162 = -2648315.642293 nChanged 20 SP:Iteration 51Q (505.566988 sec): 3 clusters Score: Raw -2651750.381716 + Penalty 3430.512162 = -2648319.869554 nChanged 14 SP:Iteration 52Q (505.623195 sec): 3 clusters Score: Raw -2651753.109829 + Penalty 3430.512162 = -2648322.597667 nChanged 12 SP:Iteration 53Q (505.714256 sec): 3 clusters Score: Raw -2651755.692697 + Penalty 3430.512162 = -2648325.180535 nChanged 9 SP:Iteration 54Q (505.766610 sec): 3 clusters Score: Raw -2651757.469368 + Penalty 3430.512162 = -2648326.957206 nChanged 5 SP:Iteration 55Q (505.822773 sec): 3 clusters Score: Raw -2651758.284520 + Penalty 3430.512162 = -2648327.772358 nChanged 4 SP:Iteration 56Q (505.878890 sec): 3 clusters Score: Raw -2651758.976735 + Penalty 3430.512162 = -2648328.464573 nChanged 2 SP:Iteration 57Q (505.935086 sec): 3 clusters Score: Raw -2651759.185945 + Penalty 3430.512162 = -2648328.673783 nChanged 2 SP:Iteration 58Q (505.991312 sec): 3 clusters Score: Raw -2651759.896651 + Penalty 3430.512162 = -2648329.384489 nChanged 5 SP:Iteration 59Q (506.047391 sec): 3 clusters Score: Raw -2651761.255905 + Penalty 3430.512162 = -2648330.743743 nChanged 7 SP:Iteration 60F (506.113451 sec): 3 clusters Score: Raw -2651762.474417 + Penalty 3430.512162 = -2648331.962255 nChanged 9 SP:Iteration 61Q (506.171114 sec): 3 clusters Score: Raw -2651763.972348 + Penalty 3430.512162 = -2648333.460186 nChanged 5 SP:Iteration 62Q (506.227191 sec): 3 clusters Score: Raw -2651764.886734 + Penalty 3430.512162 = -2648334.374572 nChanged 6 SP:Iteration 63Q (506.283252 sec): 3 clusters Score: Raw -2651766.060922 + Penalty 3430.512162 = -2648335.548760 nChanged 3 SP:Iteration 64Q (506.339243 sec): 3 clusters Score: Raw -2651766.732300 + Penalty 3430.512162 = -2648336.220138 nChanged 3 SP:Iteration 65Q (506.395365 sec): 3 clusters Score: Raw -2651767.346358 + Penalty 3430.512162 = -2648336.834196 nChanged 4 SP:Iteration 66Q (506.451289 sec): 3 clusters Score: Raw -2651768.009412 + Penalty 3430.512162 = -2648337.497249 nChanged 4 SP:Iteration 67Q (506.507378 sec): 3 clusters Score: Raw -2651768.702958 + Penalty 3430.512162 = -2648338.190796 nChanged 6 SP:Iteration 68Q (506.563550 sec): 3 clusters Score: Raw -2651769.650925 + Penalty 3430.512162 = -2648339.138763 nChanged 5 SP:Iteration 69Q (506.619581 sec): 3 clusters Score: Raw -2651770.624083 + Penalty 3430.512162 = -2648340.111921 nChanged 8 SP:Iteration 70Q (506.675718 sec): 3 clusters Score: Raw -2651771.894966 + Penalty 3430.512162 = -2648341.382804 nChanged 6 SP:Iteration 71Q (506.731774 sec): 3 clusters Score: Raw -2651772.656764 + Penalty 3430.512162 = -2648342.144601 nChanged 4 SP:Iteration 72Q (506.787831 sec): 3 clusters Score: Raw -2651773.390469 + Penalty 3430.512162 = -2648342.878306 nChanged 4 SP:Iteration 73Q (506.843795 sec): 3 clusters Score: Raw -2651773.850589 + Penalty 3430.512162 = -2648343.338427 nChanged 0 SP:Iteration 74F (506.909914 sec): 3 clusters Score: Raw -2651773.850589 + Penalty 3430.512162 = -2648343.338427 nChanged 0 Trying to split cluster 15 (2322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (506.920389 sec): 2 clusters Score: Raw -145563.638832 + Penalty 1259.404926 = -144304.233906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (506.932659 sec): 3 clusters Score: Raw -144536.118142 + Penalty 2518.809853 = -142017.308289 nChanged 791 SP:Iteration 1F (506.944213 sec): 3 clusters Score: Raw -145091.116769 + Penalty 2518.809853 = -142572.306916 nChanged 201 SP:Iteration 2F (506.955729 sec): 3 clusters Score: Raw -145254.858349 + Penalty 2518.809853 = -142736.048496 nChanged 123 SP:Iteration 3F (506.967243 sec): 3 clusters Score: Raw -145379.077372 + Penalty 2518.809853 = -142860.267520 nChanged 95 SP:Iteration 4Q (506.978685 sec): 3 clusters Score: Raw -145529.057684 + Penalty 2518.809853 = -143010.247832 nChanged 120 SP:Iteration 5F (506.990144 sec): 3 clusters Score: Raw -145725.348442 + Penalty 2518.809853 = -143206.538589 nChanged 115 SP:Iteration 6Q (507.001496 sec): 3 clusters Score: Raw -145864.513604 + Penalty 2518.809853 = -143345.703751 nChanged 105 SP:Iteration 7Q (507.016575 sec): 3 clusters Score: Raw -145968.710239 + Penalty 2518.809853 = -143449.900387 nChanged 74 SP:Iteration 8Q (507.027807 sec): 3 clusters Score: Raw -146027.028810 + Penalty 2518.809853 = -143508.218957 nChanged 50 SP:Iteration 9Q (507.039081 sec): 3 clusters Score: Raw -146056.809673 + Penalty 2518.809853 = -143537.999820 nChanged 31 SP:Iteration 10Q (507.050223 sec): 3 clusters Score: Raw -146085.544017 + Penalty 2518.809853 = -143566.734165 nChanged 31 SP:Iteration 11Q (507.061443 sec): 3 clusters Score: Raw -146104.053891 + Penalty 2518.809853 = -143585.244038 nChanged 20 SP:Iteration 12Q (507.072523 sec): 3 clusters Score: Raw -146114.597666 + Penalty 2518.809853 = -143595.787813 nChanged 21 SP:Iteration 13Q (507.083587 sec): 3 clusters Score: Raw -146129.166385 + Penalty 2518.809853 = -143610.356532 nChanged 22 SP:Iteration 14Q (507.094785 sec): 3 clusters Score: Raw -146142.080339 + Penalty 2518.809853 = -143623.270487 nChanged 10 SP:Iteration 15Q (507.105185 sec): 3 clusters Score: Raw -146147.036443 + Penalty 2518.809853 = -143628.226590 nChanged 7 SP:Iteration 16Q (507.116334 sec): 3 clusters Score: Raw -146150.629619 + Penalty 2518.809853 = -143631.819766 nChanged 9 SP:Iteration 17Q (507.127541 sec): 3 clusters Score: Raw -146155.967899 + Penalty 2518.809853 = -143637.158046 nChanged 10 SP:Iteration 18Q (507.138565 sec): 3 clusters Score: Raw -146160.090807 + Penalty 2518.809853 = -143641.280954 nChanged 8 SP:Iteration 19Q (507.149565 sec): 3 clusters Score: Raw -146163.273676 + Penalty 2518.809853 = -143644.463823 nChanged 5 SP:Iteration 20F (507.161058 sec): 3 clusters Score: Raw -146165.570340 + Penalty 2518.809853 = -143646.760487 nChanged 2 SP:Iteration 21Q (507.172217 sec): 3 clusters Score: Raw -146166.371544 + Penalty 2518.809853 = -143647.561691 nChanged 3 SP:Iteration 22Q (507.183354 sec): 3 clusters Score: Raw -146167.793297 + Penalty 2518.809853 = -143648.983444 nChanged 1 SP:Iteration 23Q (507.194432 sec): 3 clusters Score: Raw -146168.482575 + Penalty 2518.809853 = -143649.672722 nChanged 2 SP:Iteration 24Q (507.205573 sec): 3 clusters Score: Raw -146168.952851 + Penalty 2518.809853 = -143650.142998 nChanged 2 SP:Iteration 25Q (507.216715 sec): 3 clusters Score: Raw -146169.648531 + Penalty 2518.809853 = -143650.838679 nChanged 1 SP:Iteration 26Q (507.227871 sec): 3 clusters Score: Raw -146169.842976 + Penalty 2518.809853 = -143651.033123 nChanged 2 SP:Iteration 27Q (507.239032 sec): 3 clusters Score: Raw -146170.487834 + Penalty 2518.809853 = -143651.677982 nChanged 2 SP:Iteration 28Q (507.250160 sec): 3 clusters Score: Raw -146171.264010 + Penalty 2518.809853 = -143652.454158 nChanged 1 SP:Iteration 29Q (507.261323 sec): 3 clusters Score: Raw -146171.574491 + Penalty 2518.809853 = -143652.764638 nChanged 0 SP:Iteration 30F (507.272799 sec): 3 clusters Score: Raw -146171.574491 + Penalty 2518.809853 = -143652.764638 nChanged 0 Trying to split cluster 16 (38268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (507.328993 sec): 2 clusters Score: Raw -2596744.047218 + Penalty 1714.760014 = -2595029.287204 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (507.402357 sec): 3 clusters Score: Raw -2572922.152403 + Penalty 3429.520028 = -2569492.632375 nChanged 17725 SP:Iteration 1F (507.469496 sec): 3 clusters Score: Raw -2583196.690077 + Penalty 3429.520028 = -2579767.170049 nChanged 1856 SP:Iteration 2Q (507.540876 sec): 3 clusters Score: Raw -2583978.094747 + Penalty 3429.520028 = -2580548.574719 nChanged 1992 SP:Iteration 3F (507.607139 sec): 3 clusters Score: Raw -2584881.287560 + Penalty 3429.520028 = -2581451.767532 nChanged 2122 SP:Iteration 4F (507.674764 sec): 3 clusters Score: Raw -2585976.401469 + Penalty 3429.520028 = -2582546.881441 nChanged 2196 SP:Iteration 5F (507.742238 sec): 3 clusters Score: Raw -2587226.361416 + Penalty 3429.520028 = -2583796.841388 nChanged 2268 SP:Iteration 6F (507.809796 sec): 3 clusters Score: Raw -2588582.477963 + Penalty 3429.520028 = -2585152.957935 nChanged 2125 SP:Iteration 7F (507.877270 sec): 3 clusters Score: Raw -2589870.942669 + Penalty 3429.520028 = -2586441.422641 nChanged 1921 SP:Iteration 8F (507.944920 sec): 3 clusters Score: Raw -2590905.671161 + Penalty 3429.520028 = -2587476.151133 nChanged 1507 SP:Iteration 9Q (508.014992 sec): 3 clusters Score: Raw -2591557.358179 + Penalty 3429.520028 = -2588127.838151 nChanged 1156 SP:Iteration 10Q (508.083326 sec): 3 clusters Score: Raw -2591952.049721 + Penalty 3429.520028 = -2588522.529693 nChanged 827 SP:Iteration 11Q (508.151337 sec): 3 clusters Score: Raw -2592170.754576 + Penalty 3429.520028 = -2588741.234548 nChanged 603 SP:Iteration 12Q (508.218965 sec): 3 clusters Score: Raw -2592289.653970 + Penalty 3429.520028 = -2588860.133942 nChanged 431 SP:Iteration 13Q (508.286493 sec): 3 clusters Score: Raw -2592359.200066 + Penalty 3429.520028 = -2588929.680038 nChanged 325 SP:Iteration 14Q (508.353711 sec): 3 clusters Score: Raw -2592414.198019 + Penalty 3429.520028 = -2588984.677991 nChanged 328 SP:Iteration 15Q (508.420782 sec): 3 clusters Score: Raw -2592467.782031 + Penalty 3429.520028 = -2589038.262003 nChanged 309 SP:Iteration 16Q (508.488047 sec): 3 clusters Score: Raw -2592516.963579 + Penalty 3429.520028 = -2589087.443551 nChanged 274 SP:Iteration 17Q (508.555037 sec): 3 clusters Score: Raw -2592560.005751 + Penalty 3429.520028 = -2589130.485723 nChanged 254 SP:Iteration 18Q (508.622310 sec): 3 clusters Score: Raw -2592599.838740 + Penalty 3429.520028 = -2589170.318712 nChanged 259 SP:Iteration 19Q (508.689280 sec): 3 clusters Score: Raw -2592647.668084 + Penalty 3429.520028 = -2589218.148057 nChanged 309 SP:Iteration 20F (508.756116 sec): 3 clusters Score: Raw -2592703.974083 + Penalty 3429.520028 = -2589274.454055 nChanged 286 SP:Iteration 21Q (508.823749 sec): 3 clusters Score: Raw -2592763.208313 + Penalty 3429.520028 = -2589333.688285 nChanged 327 SP:Iteration 22Q (508.890906 sec): 3 clusters Score: Raw -2592829.596190 + Penalty 3429.520028 = -2589400.076162 nChanged 324 SP:Iteration 23Q (508.957829 sec): 3 clusters Score: Raw -2592906.087440 + Penalty 3429.520028 = -2589476.567412 nChanged 365 SP:Iteration 24Q (509.024443 sec): 3 clusters Score: Raw -2593004.418684 + Penalty 3429.520028 = -2589574.898656 nChanged 401 SP:Iteration 25Q (509.095932 sec): 3 clusters Score: Raw -2593130.379481 + Penalty 3429.520028 = -2589700.859454 nChanged 458 SP:Iteration 26Q (509.162433 sec): 3 clusters Score: Raw -2593272.199870 + Penalty 3429.520028 = -2589842.679842 nChanged 465 SP:Iteration 27Q (509.228823 sec): 3 clusters Score: Raw -2593434.630962 + Penalty 3429.520028 = -2590005.110934 nChanged 478 SP:Iteration 28Q (509.295235 sec): 3 clusters Score: Raw -2593600.616515 + Penalty 3429.520028 = -2590171.096487 nChanged 504 SP:Iteration 29Q (509.361121 sec): 3 clusters Score: Raw -2593774.410069 + Penalty 3429.520028 = -2590344.890041 nChanged 501 SP:Iteration 30Q (509.426545 sec): 3 clusters Score: Raw -2593959.628608 + Penalty 3429.520028 = -2590530.108580 nChanged 508 SP:Iteration 31Q (509.492175 sec): 3 clusters Score: Raw -2594142.530291 + Penalty 3429.520028 = -2590713.010263 nChanged 497 SP:Iteration 32Q (509.557377 sec): 3 clusters Score: Raw -2594308.863596 + Penalty 3429.520028 = -2590879.343568 nChanged 484 SP:Iteration 33Q (509.645399 sec): 3 clusters Score: Raw -2594455.684603 + Penalty 3429.520028 = -2591026.164575 nChanged 422 SP:Iteration 34Q (509.709089 sec): 3 clusters Score: Raw -2594573.209916 + Penalty 3429.520028 = -2591143.689888 nChanged 369 SP:Iteration 35Q (509.773621 sec): 3 clusters Score: Raw -2594661.343633 + Penalty 3429.520028 = -2591231.823605 nChanged 295 SP:Iteration 36Q (509.837872 sec): 3 clusters Score: Raw -2594724.987213 + Penalty 3429.520028 = -2591295.467185 nChanged 288 SP:Iteration 37Q (509.901957 sec): 3 clusters Score: Raw -2594783.246841 + Penalty 3429.520028 = -2591353.726813 nChanged 274 SP:Iteration 38Q (509.965758 sec): 3 clusters Score: Raw -2594837.803011 + Penalty 3429.520028 = -2591408.282983 nChanged 223 SP:Iteration 39Q (510.029300 sec): 3 clusters Score: Raw -2594875.828340 + Penalty 3429.520028 = -2591446.308312 nChanged 186 SP:Iteration 40F (510.096268 sec): 3 clusters Score: Raw -2594905.573470 + Penalty 3429.520028 = -2591476.053442 nChanged 195 SP:Iteration 41Q (510.161103 sec): 3 clusters Score: Raw -2594936.791898 + Penalty 3429.520028 = -2591507.271870 nChanged 177 SP:Iteration 42Q (510.224962 sec): 3 clusters Score: Raw -2594962.886123 + Penalty 3429.520028 = -2591533.366095 nChanged 145 SP:Iteration 43Q (510.288649 sec): 3 clusters Score: Raw -2594982.877839 + Penalty 3429.520028 = -2591553.357811 nChanged 125 SP:Iteration 44Q (510.352130 sec): 3 clusters Score: Raw -2594999.055571 + Penalty 3429.520028 = -2591569.535543 nChanged 126 SP:Iteration 45Q (510.415531 sec): 3 clusters Score: Raw -2595013.463067 + Penalty 3429.520028 = -2591583.943039 nChanged 122 SP:Iteration 46Q (510.478960 sec): 3 clusters Score: Raw -2595028.083561 + Penalty 3429.520028 = -2591598.563533 nChanged 103 SP:Iteration 47Q (510.542389 sec): 3 clusters Score: Raw -2595038.969906 + Penalty 3429.520028 = -2591609.449878 nChanged 84 SP:Iteration 48Q (510.605525 sec): 3 clusters Score: Raw -2595047.215504 + Penalty 3429.520028 = -2591617.695476 nChanged 102 SP:Iteration 49Q (510.668558 sec): 3 clusters Score: Raw -2595057.860350 + Penalty 3429.520028 = -2591628.340322 nChanged 103 SP:Iteration 50Q (510.731366 sec): 3 clusters Score: Raw -2595069.433904 + Penalty 3429.520028 = -2591639.913877 nChanged 98 SP:Iteration 51Q (510.829922 sec): 3 clusters Score: Raw -2595079.502226 + Penalty 3429.520028 = -2591649.982198 nChanged 94 SP:Iteration 52Q (510.930716 sec): 3 clusters Score: Raw -2595088.784361 + Penalty 3429.520028 = -2591659.264333 nChanged 93 SP:Iteration 53Q (511.026771 sec): 3 clusters Score: Raw -2595098.749693 + Penalty 3429.520028 = -2591669.229665 nChanged 79 SP:Iteration 54Q (511.085643 sec): 3 clusters Score: Raw -2595106.751263 + Penalty 3429.520028 = -2591677.231235 nChanged 76 SP:Iteration 55Q (511.148490 sec): 3 clusters Score: Raw -2595116.774678 + Penalty 3429.520028 = -2591687.254650 nChanged 94 SP:Iteration 56Q (511.241111 sec): 3 clusters Score: Raw -2595131.515811 + Penalty 3429.520028 = -2591701.995783 nChanged 103 SP:Iteration 57Q (511.303177 sec): 3 clusters Score: Raw -2595143.426990 + Penalty 3429.520028 = -2591713.906962 nChanged 93 SP:Iteration 58Q (511.365700 sec): 3 clusters Score: Raw -2595152.617193 + Penalty 3429.520028 = -2591723.097165 nChanged 86 SP:Iteration 59Q (511.427910 sec): 3 clusters Score: Raw -2595162.934027 + Penalty 3429.520028 = -2591733.413999 nChanged 99 SP:Iteration 60F (511.495181 sec): 3 clusters Score: Raw -2595177.594707 + Penalty 3429.520028 = -2591748.074679 nChanged 118 SP:Iteration 61Q (511.557384 sec): 3 clusters Score: Raw -2595193.612460 + Penalty 3429.520028 = -2591764.092432 nChanged 109 SP:Iteration 62Q (511.619079 sec): 3 clusters Score: Raw -2595210.202436 + Penalty 3429.520028 = -2591780.682408 nChanged 129 SP:Iteration 63Q (511.681053 sec): 3 clusters Score: Raw -2595231.702355 + Penalty 3429.520028 = -2591802.182327 nChanged 143 SP:Iteration 64Q (511.742649 sec): 3 clusters Score: Raw -2595259.300936 + Penalty 3429.520028 = -2591829.780908 nChanged 157 SP:Iteration 65Q (511.804235 sec): 3 clusters Score: Raw -2595293.773512 + Penalty 3429.520028 = -2591864.253484 nChanged 171 SP:Iteration 66Q (511.865474 sec): 3 clusters Score: Raw -2595337.017817 + Penalty 3429.520028 = -2591907.497789 nChanged 181 SP:Iteration 67Q (511.926553 sec): 3 clusters Score: Raw -2595380.881250 + Penalty 3429.520028 = -2591951.361222 nChanged 194 SP:Iteration 68Q (511.987618 sec): 3 clusters Score: Raw -2595428.175205 + Penalty 3429.520028 = -2591998.655177 nChanged 205 SP:Iteration 69Q (512.048347 sec): 3 clusters Score: Raw -2595481.560197 + Penalty 3429.520028 = -2592052.040169 nChanged 221 SP:Iteration 70Q (512.113371 sec): 3 clusters Score: Raw -2595550.992643 + Penalty 3429.520028 = -2592121.472615 nChanged 262 SP:Iteration 71Q (512.172420 sec): 3 clusters Score: Raw -2595638.703877 + Penalty 3429.520028 = -2592209.183849 nChanged 253 SP:Iteration 72Q (512.232196 sec): 3 clusters Score: Raw -2595720.123445 + Penalty 3429.520028 = -2592290.603417 nChanged 254 SP:Iteration 73Q (512.291763 sec): 3 clusters Score: Raw -2595817.488269 + Penalty 3429.520028 = -2592387.968241 nChanged 260 SP:Iteration 74Q (512.351066 sec): 3 clusters Score: Raw -2595927.648869 + Penalty 3429.520028 = -2592498.128841 nChanged 268 SP:Iteration 75Q (512.409776 sec): 3 clusters Score: Raw -2596042.935719 + Penalty 3429.520028 = -2592613.415691 nChanged 282 SP:Iteration 76Q (512.468141 sec): 3 clusters Score: Raw -2596176.217984 + Penalty 3429.520028 = -2592746.697957 nChanged 262 SP:Iteration 77Q (512.525852 sec): 3 clusters Score: Raw -2596292.716747 + Penalty 3429.520028 = -2592863.196719 nChanged 277 SP:Iteration 78Q (512.583041 sec): 3 clusters Score: Raw -2596415.474986 + Penalty 3429.520028 = -2592985.954958 nChanged 248 SP:Iteration 79Q (512.639971 sec): 3 clusters Score: Raw -2596514.249817 + Penalty 3429.520028 = -2593084.729789 nChanged 223 SP:Iteration 80F (512.707754 sec): 3 clusters Score: Raw -2596600.165130 + Penalty 3429.520028 = -2593170.645102 nChanged 198 SP:Iteration 81Q (512.763771 sec): 3 clusters Score: Raw -2596676.630040 + Penalty 3429.520028 = -2593247.110012 nChanged 195 SP:Iteration 82Q (512.819928 sec): 3 clusters Score: Raw -2596756.190998 + Penalty 3429.520028 = -2593326.670970 nChanged 185 SP:Iteration 83Q (512.875555 sec): 3 clusters Score: Raw -2596821.711886 + Penalty 3429.520028 = -2593392.191858 nChanged 157 SP:Iteration 84Q (512.931187 sec): 3 clusters Score: Raw -2596880.980020 + Penalty 3429.520028 = -2593451.459992 nChanged 143 SP:Iteration 85Q (512.986601 sec): 3 clusters Score: Raw -2596925.250257 + Penalty 3429.520028 = -2593495.730229 nChanged 109 SP:Iteration 86Q (513.041891 sec): 3 clusters Score: Raw -2596956.787703 + Penalty 3429.520028 = -2593527.267675 nChanged 101 SP:Iteration 87Q (513.097138 sec): 3 clusters Score: Raw -2596982.222064 + Penalty 3429.520028 = -2593552.702036 nChanged 77 SP:Iteration 88Q (513.152572 sec): 3 clusters Score: Raw -2597002.819284 + Penalty 3429.520028 = -2593573.299256 nChanged 90 SP:Iteration 89Q (513.207585 sec): 3 clusters Score: Raw -2597027.615085 + Penalty 3429.520028 = -2593598.095057 nChanged 106 SP:Iteration 90Q (513.262596 sec): 3 clusters Score: Raw -2597058.178506 + Penalty 3429.520028 = -2593628.658478 nChanged 97 SP:Iteration 91Q (513.317637 sec): 3 clusters Score: Raw -2597086.430997 + Penalty 3429.520028 = -2593656.910969 nChanged 85 SP:Iteration 92Q (513.396625 sec): 3 clusters Score: Raw -2597112.873854 + Penalty 3429.520028 = -2593683.353826 nChanged 67 SP:Iteration 93Q (513.452251 sec): 3 clusters Score: Raw -2597130.502653 + Penalty 3429.520028 = -2593700.982625 nChanged 51 SP:Iteration 94Q (513.507166 sec): 3 clusters Score: Raw -2597143.905104 + Penalty 3429.520028 = -2593714.385076 nChanged 55 SP:Iteration 95Q (513.561735 sec): 3 clusters Score: Raw -2597158.395880 + Penalty 3429.520028 = -2593728.875852 nChanged 40 SP:Iteration 96Q (513.616404 sec): 3 clusters Score: Raw -2597167.237616 + Penalty 3429.520028 = -2593737.717588 nChanged 27 SP:Iteration 97Q (513.671033 sec): 3 clusters Score: Raw -2597173.798381 + Penalty 3429.520028 = -2593744.278353 nChanged 24 SP:Iteration 98Q (513.725672 sec): 3 clusters Score: Raw -2597179.637401 + Penalty 3429.520028 = -2593750.117373 nChanged 19 SP:Iteration 99Q (513.780539 sec): 3 clusters Score: Raw -2597184.363986 + Penalty 3429.520028 = -2593754.843958 nChanged 25 SP:Iteration 100F (513.848426 sec): 3 clusters Score: Raw -2597189.483390 + Penalty 3429.520028 = -2593759.963362 nChanged 27 SP:Iteration 101Q (513.902243 sec): 3 clusters Score: Raw -2597195.404040 + Penalty 3429.520028 = -2593765.884012 nChanged 28 SP:Iteration 102Q (513.956907 sec): 3 clusters Score: Raw -2597201.614720 + Penalty 3429.520028 = -2593772.094692 nChanged 27 SP:Iteration 103Q (514.011563 sec): 3 clusters Score: Raw -2597209.149082 + Penalty 3429.520028 = -2593779.629054 nChanged 22 SP:Iteration 104Q (514.066010 sec): 3 clusters Score: Raw -2597214.165587 + Penalty 3429.520028 = -2593784.645559 nChanged 22 SP:Iteration 105Q (514.120542 sec): 3 clusters Score: Raw -2597221.858524 + Penalty 3429.520028 = -2593792.338496 nChanged 30 SP:Iteration 106Q (514.174955 sec): 3 clusters Score: Raw -2597229.873145 + Penalty 3429.520028 = -2593800.353117 nChanged 18 SP:Iteration 107Q (514.229483 sec): 3 clusters Score: Raw -2597234.167826 + Penalty 3429.520028 = -2593804.647798 nChanged 16 SP:Iteration 108Q (514.283443 sec): 3 clusters Score: Raw -2597238.175934 + Penalty 3429.520028 = -2593808.655906 nChanged 18 SP:Iteration 109Q (514.337693 sec): 3 clusters Score: Raw -2597243.624160 + Penalty 3429.520028 = -2593814.104132 nChanged 19 SP:Iteration 110Q (514.391805 sec): 3 clusters Score: Raw -2597248.726865 + Penalty 3429.520028 = -2593819.206837 nChanged 19 SP:Iteration 111Q (514.445547 sec): 3 clusters Score: Raw -2597253.824154 + Penalty 3429.520028 = -2593824.304126 nChanged 17 SP:Iteration 112Q (514.499372 sec): 3 clusters Score: Raw -2597258.147818 + Penalty 3429.520028 = -2593828.627790 nChanged 14 SP:Iteration 113Q (514.553319 sec): 3 clusters Score: Raw -2597261.060213 + Penalty 3429.520028 = -2593831.540185 nChanged 12 SP:Iteration 114Q (514.607099 sec): 3 clusters Score: Raw -2597263.502354 + Penalty 3429.520028 = -2593833.982326 nChanged 8 SP:Iteration 115Q (514.661072 sec): 3 clusters Score: Raw -2597265.821341 + Penalty 3429.520028 = -2593836.301314 nChanged 7 SP:Iteration 116Q (514.715061 sec): 3 clusters Score: Raw -2597267.672307 + Penalty 3429.520028 = -2593838.152279 nChanged 10 SP:Iteration 117Q (514.768644 sec): 3 clusters Score: Raw -2597270.965766 + Penalty 3429.520028 = -2593841.445738 nChanged 16 SP:Iteration 118Q (514.822354 sec): 3 clusters Score: Raw -2597275.133773 + Penalty 3429.520028 = -2593845.613745 nChanged 12 SP:Iteration 119Q (514.876234 sec): 3 clusters Score: Raw -2597277.865031 + Penalty 3429.520028 = -2593848.345003 nChanged 4 SP:Iteration 120F (514.944047 sec): 3 clusters Score: Raw -2597279.136340 + Penalty 3429.520028 = -2593849.616312 nChanged 5 SP:Iteration 121Q (514.997001 sec): 3 clusters Score: Raw -2597280.615641 + Penalty 3429.520028 = -2593851.095613 nChanged 7 SP:Iteration 122Q (515.050942 sec): 3 clusters Score: Raw -2597282.729769 + Penalty 3429.520028 = -2593853.209741 nChanged 5 SP:Iteration 123Q (515.104670 sec): 3 clusters Score: Raw -2597283.934486 + Penalty 3429.520028 = -2593854.414458 nChanged 5 SP:Iteration 124Q (515.158680 sec): 3 clusters Score: Raw -2597285.072458 + Penalty 3429.520028 = -2593855.552430 nChanged 4 SP:Iteration 125Q (515.212506 sec): 3 clusters Score: Raw -2597285.959541 + Penalty 3429.520028 = -2593856.439513 nChanged 1 SP:Iteration 126Q (515.266194 sec): 3 clusters Score: Raw -2597286.043020 + Penalty 3429.520028 = -2593856.522992 nChanged 0 SP:Iteration 127F (515.333928 sec): 3 clusters Score: Raw -2597286.043020 + Penalty 3429.520028 = -2593856.522992 nChanged 0 Trying to split cluster 17 (28287 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (515.370615 sec): 2 clusters Score: Raw -1807542.770269 + Penalty 1665.650612 = -1805877.119657 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (515.427079 sec): 3 clusters Score: Raw -1790135.812198 + Penalty 3331.301225 = -1786804.510973 nChanged 13033 SP:Iteration 1F (515.480740 sec): 3 clusters Score: Raw -1797856.145833 + Penalty 3331.301225 = -1794524.844608 nChanged 1642 SP:Iteration 2F (515.534211 sec): 3 clusters Score: Raw -1798717.023984 + Penalty 3331.301225 = -1795385.722759 nChanged 1709 SP:Iteration 3F (515.587928 sec): 3 clusters Score: Raw -1799726.753580 + Penalty 3331.301225 = -1796395.452355 nChanged 1823 SP:Iteration 4F (515.641567 sec): 3 clusters Score: Raw -1800933.085236 + Penalty 3331.301225 = -1797601.784011 nChanged 1880 SP:Iteration 5F (515.695080 sec): 3 clusters Score: Raw -1802224.737650 + Penalty 3331.301225 = -1798893.436426 nChanged 1654 SP:Iteration 6F (515.748719 sec): 3 clusters Score: Raw -1803334.220201 + Penalty 3331.301225 = -1800002.918976 nChanged 1403 SP:Iteration 7Q (515.803914 sec): 3 clusters Score: Raw -1804231.535009 + Penalty 3331.301225 = -1800900.233785 nChanged 1146 SP:Iteration 8Q (515.857660 sec): 3 clusters Score: Raw -1804914.529779 + Penalty 3331.301225 = -1801583.228554 nChanged 925 SP:Iteration 9Q (515.910926 sec): 3 clusters Score: Raw -1805425.204731 + Penalty 3331.301225 = -1802093.903506 nChanged 735 SP:Iteration 10Q (515.963644 sec): 3 clusters Score: Raw -1805780.643652 + Penalty 3331.301225 = -1802449.342427 nChanged 596 SP:Iteration 11Q (516.030017 sec): 3 clusters Score: Raw -1806026.871750 + Penalty 3331.301225 = -1802695.570526 nChanged 494 SP:Iteration 12Q (516.125095 sec): 3 clusters Score: Raw -1806194.910091 + Penalty 3331.301225 = -1802863.608867 nChanged 427 SP:Iteration 13Q (516.189370 sec): 3 clusters Score: Raw -1806340.573911 + Penalty 3331.301225 = -1803009.272686 nChanged 394 SP:Iteration 14Q (516.240539 sec): 3 clusters Score: Raw -1806471.189120 + Penalty 3331.301225 = -1803139.887895 nChanged 370 SP:Iteration 15Q (516.291548 sec): 3 clusters Score: Raw -1806583.536797 + Penalty 3331.301225 = -1803252.235573 nChanged 312 SP:Iteration 16Q (516.342412 sec): 3 clusters Score: Raw -1806667.463068 + Penalty 3331.301225 = -1803336.161843 nChanged 288 SP:Iteration 17Q (516.393263 sec): 3 clusters Score: Raw -1806738.977695 + Penalty 3331.301225 = -1803407.676470 nChanged 236 SP:Iteration 18Q (516.443690 sec): 3 clusters Score: Raw -1806788.614469 + Penalty 3331.301225 = -1803457.313244 nChanged 212 SP:Iteration 19Q (516.494188 sec): 3 clusters Score: Raw -1806830.262699 + Penalty 3331.301225 = -1803498.961474 nChanged 178 SP:Iteration 20F (516.547435 sec): 3 clusters Score: Raw -1806862.600978 + Penalty 3331.301225 = -1803531.299754 nChanged 139 SP:Iteration 21Q (516.598470 sec): 3 clusters Score: Raw -1806886.012875 + Penalty 3331.301225 = -1803554.711650 nChanged 141 SP:Iteration 22Q (516.648805 sec): 3 clusters Score: Raw -1806909.875813 + Penalty 3331.301225 = -1803578.574588 nChanged 135 SP:Iteration 23Q (516.699538 sec): 3 clusters Score: Raw -1806931.910080 + Penalty 3331.301225 = -1803600.608855 nChanged 138 SP:Iteration 24Q (516.750207 sec): 3 clusters Score: Raw -1806957.469463 + Penalty 3331.301225 = -1803626.168238 nChanged 136 SP:Iteration 25Q (516.800269 sec): 3 clusters Score: Raw -1806985.074886 + Penalty 3331.301225 = -1803653.773661 nChanged 135 SP:Iteration 26Q (516.850273 sec): 3 clusters Score: Raw -1807009.429558 + Penalty 3331.301225 = -1803678.128333 nChanged 133 SP:Iteration 27Q (516.900214 sec): 3 clusters Score: Raw -1807033.469042 + Penalty 3331.301225 = -1803702.167817 nChanged 151 SP:Iteration 28Q (516.950176 sec): 3 clusters Score: Raw -1807061.216756 + Penalty 3331.301225 = -1803729.915531 nChanged 149 SP:Iteration 29Q (516.999901 sec): 3 clusters Score: Raw -1807087.827797 + Penalty 3331.301225 = -1803756.526573 nChanged 145 SP:Iteration 30Q (517.049727 sec): 3 clusters Score: Raw -1807111.201114 + Penalty 3331.301225 = -1803779.899890 nChanged 130 SP:Iteration 31Q (517.099299 sec): 3 clusters Score: Raw -1807131.659429 + Penalty 3331.301225 = -1803800.358204 nChanged 120 SP:Iteration 32Q (517.148828 sec): 3 clusters Score: Raw -1807152.531751 + Penalty 3331.301225 = -1803821.230526 nChanged 134 SP:Iteration 33Q (517.199218 sec): 3 clusters Score: Raw -1807174.897965 + Penalty 3331.301225 = -1803843.596740 nChanged 138 SP:Iteration 34Q (517.249030 sec): 3 clusters Score: Raw -1807196.894748 + Penalty 3331.301225 = -1803865.593524 nChanged 144 SP:Iteration 35Q (517.298463 sec): 3 clusters Score: Raw -1807222.416156 + Penalty 3331.301225 = -1803891.114931 nChanged 141 SP:Iteration 36Q (517.347701 sec): 3 clusters Score: Raw -1807245.357763 + Penalty 3331.301225 = -1803914.056538 nChanged 114 SP:Iteration 37Q (517.396825 sec): 3 clusters Score: Raw -1807264.936049 + Penalty 3331.301225 = -1803933.634824 nChanged 131 SP:Iteration 38Q (517.445838 sec): 3 clusters Score: Raw -1807287.385938 + Penalty 3331.301225 = -1803956.084713 nChanged 146 SP:Iteration 39Q (517.494718 sec): 3 clusters Score: Raw -1807317.290466 + Penalty 3331.301225 = -1803985.989242 nChanged 157 SP:Iteration 40F (517.548033 sec): 3 clusters Score: Raw -1807352.279114 + Penalty 3331.301225 = -1804020.977889 nChanged 177 SP:Iteration 41Q (517.597089 sec): 3 clusters Score: Raw -1807388.006079 + Penalty 3331.301225 = -1804056.704854 nChanged 163 SP:Iteration 42Q (517.645843 sec): 3 clusters Score: Raw -1807423.236974 + Penalty 3331.301225 = -1804091.935750 nChanged 167 SP:Iteration 43Q (517.694355 sec): 3 clusters Score: Raw -1807464.773878 + Penalty 3331.301225 = -1804133.472654 nChanged 159 SP:Iteration 44Q (517.742815 sec): 3 clusters Score: Raw -1807500.652314 + Penalty 3331.301225 = -1804169.351089 nChanged 161 SP:Iteration 45Q (517.791065 sec): 3 clusters Score: Raw -1807536.224991 + Penalty 3331.301225 = -1804204.923766 nChanged 180 SP:Iteration 46Q (517.839316 sec): 3 clusters Score: Raw -1807575.793773 + Penalty 3331.301225 = -1804244.492548 nChanged 150 SP:Iteration 47Q (517.887478 sec): 3 clusters Score: Raw -1807606.158272 + Penalty 3331.301225 = -1804274.857047 nChanged 140 SP:Iteration 48Q (517.935516 sec): 3 clusters Score: Raw -1807633.928998 + Penalty 3331.301225 = -1804302.627773 nChanged 135 SP:Iteration 49Q (517.983334 sec): 3 clusters Score: Raw -1807661.523782 + Penalty 3331.301225 = -1804330.222557 nChanged 134 SP:Iteration 50Q (518.031045 sec): 3 clusters Score: Raw -1807688.899195 + Penalty 3331.301225 = -1804357.597970 nChanged 140 SP:Iteration 51Q (518.078795 sec): 3 clusters Score: Raw -1807717.981758 + Penalty 3331.301225 = -1804386.680533 nChanged 128 SP:Iteration 52Q (518.126663 sec): 3 clusters Score: Raw -1807743.664318 + Penalty 3331.301225 = -1804412.363093 nChanged 121 SP:Iteration 53Q (518.174361 sec): 3 clusters Score: Raw -1807768.682131 + Penalty 3331.301225 = -1804437.380906 nChanged 131 SP:Iteration 54Q (518.231082 sec): 3 clusters Score: Raw -1807797.289463 + Penalty 3331.301225 = -1804465.988238 nChanged 119 SP:Iteration 55Q (518.278398 sec): 3 clusters Score: Raw -1807822.881482 + Penalty 3331.301225 = -1804491.580257 nChanged 108 SP:Iteration 56Q (518.325746 sec): 3 clusters Score: Raw -1807846.131383 + Penalty 3331.301225 = -1804514.830158 nChanged 101 SP:Iteration 57Q (518.373246 sec): 3 clusters Score: Raw -1807868.393715 + Penalty 3331.301225 = -1804537.092490 nChanged 94 SP:Iteration 58Q (518.459092 sec): 3 clusters Score: Raw -1807889.918140 + Penalty 3331.301225 = -1804558.616916 nChanged 75 SP:Iteration 59Q (518.550958 sec): 3 clusters Score: Raw -1807908.486631 + Penalty 3331.301225 = -1804577.185406 nChanged 69 SP:Iteration 60F (518.630434 sec): 3 clusters Score: Raw -1807923.434120 + Penalty 3331.301225 = -1804592.132895 nChanged 59 SP:Iteration 61Q (518.676776 sec): 3 clusters Score: Raw -1807934.672174 + Penalty 3331.301225 = -1804603.370950 nChanged 56 SP:Iteration 62Q (518.723898 sec): 3 clusters Score: Raw -1807945.318046 + Penalty 3331.301225 = -1804614.016821 nChanged 54 SP:Iteration 63Q (518.770690 sec): 3 clusters Score: Raw -1807955.602321 + Penalty 3331.301225 = -1804624.301097 nChanged 58 SP:Iteration 64Q (518.817674 sec): 3 clusters Score: Raw -1807968.625076 + Penalty 3331.301225 = -1804637.323852 nChanged 60 SP:Iteration 65Q (518.864488 sec): 3 clusters Score: Raw -1807983.816986 + Penalty 3331.301225 = -1804652.515762 nChanged 54 SP:Iteration 66Q (518.911276 sec): 3 clusters Score: Raw -1808001.371070 + Penalty 3331.301225 = -1804670.069845 nChanged 67 SP:Iteration 67Q (518.958042 sec): 3 clusters Score: Raw -1808016.122719 + Penalty 3331.301225 = -1804684.821494 nChanged 58 SP:Iteration 68Q (519.004776 sec): 3 clusters Score: Raw -1808030.619596 + Penalty 3331.301225 = -1804699.318371 nChanged 66 SP:Iteration 69Q (519.061024 sec): 3 clusters Score: Raw -1808046.768623 + Penalty 3331.301225 = -1804715.467398 nChanged 57 SP:Iteration 70Q (519.107952 sec): 3 clusters Score: Raw -1808061.549754 + Penalty 3331.301225 = -1804730.248529 nChanged 55 SP:Iteration 71Q (519.154645 sec): 3 clusters Score: Raw -1808077.615268 + Penalty 3331.301225 = -1804746.314044 nChanged 59 SP:Iteration 72Q (519.200920 sec): 3 clusters Score: Raw -1808092.937177 + Penalty 3331.301225 = -1804761.635953 nChanged 53 SP:Iteration 73Q (519.247482 sec): 3 clusters Score: Raw -1808109.427903 + Penalty 3331.301225 = -1804778.126679 nChanged 48 SP:Iteration 74Q (519.293945 sec): 3 clusters Score: Raw -1808119.370420 + Penalty 3331.301225 = -1804788.069195 nChanged 51 SP:Iteration 75Q (519.340314 sec): 3 clusters Score: Raw -1808131.758299 + Penalty 3331.301225 = -1804800.457074 nChanged 54 SP:Iteration 76Q (519.386806 sec): 3 clusters Score: Raw -1808146.175446 + Penalty 3331.301225 = -1804814.874221 nChanged 43 SP:Iteration 77Q (519.432992 sec): 3 clusters Score: Raw -1808158.038774 + Penalty 3331.301225 = -1804826.737549 nChanged 36 SP:Iteration 78Q (519.479281 sec): 3 clusters Score: Raw -1808170.014009 + Penalty 3331.301225 = -1804838.712785 nChanged 35 SP:Iteration 79Q (519.525419 sec): 3 clusters Score: Raw -1808185.251681 + Penalty 3331.301225 = -1804853.950456 nChanged 45 SP:Iteration 80F (519.578791 sec): 3 clusters Score: Raw -1808206.875469 + Penalty 3331.301225 = -1804875.574244 nChanged 58 SP:Iteration 81Q (519.625211 sec): 3 clusters Score: Raw -1808235.817380 + Penalty 3331.301225 = -1804904.516156 nChanged 72 SP:Iteration 82Q (519.671203 sec): 3 clusters Score: Raw -1808264.909547 + Penalty 3331.301225 = -1804933.608322 nChanged 57 SP:Iteration 83Q (519.717278 sec): 3 clusters Score: Raw -1808284.738869 + Penalty 3331.301225 = -1804953.437645 nChanged 52 SP:Iteration 84Q (519.763256 sec): 3 clusters Score: Raw -1808297.522958 + Penalty 3331.301225 = -1804966.221733 nChanged 41 SP:Iteration 85Q (519.809289 sec): 3 clusters Score: Raw -1808306.508763 + Penalty 3331.301225 = -1804975.207539 nChanged 34 SP:Iteration 86Q (519.855037 sec): 3 clusters Score: Raw -1808313.271625 + Penalty 3331.301225 = -1804981.970400 nChanged 24 SP:Iteration 87Q (519.900834 sec): 3 clusters Score: Raw -1808317.621565 + Penalty 3331.301225 = -1804986.320340 nChanged 22 SP:Iteration 88Q (519.946719 sec): 3 clusters Score: Raw -1808321.323243 + Penalty 3331.301225 = -1804990.022018 nChanged 18 SP:Iteration 89Q (519.992492 sec): 3 clusters Score: Raw -1808325.055950 + Penalty 3331.301225 = -1804993.754726 nChanged 15 SP:Iteration 90Q (520.038477 sec): 3 clusters Score: Raw -1808327.545027 + Penalty 3331.301225 = -1804996.243802 nChanged 9 SP:Iteration 91Q (520.084322 sec): 3 clusters Score: Raw -1808328.777836 + Penalty 3331.301225 = -1804997.476611 nChanged 8 SP:Iteration 92Q (520.130146 sec): 3 clusters Score: Raw -1808330.037438 + Penalty 3331.301225 = -1804998.736213 nChanged 9 SP:Iteration 93Q (520.175895 sec): 3 clusters Score: Raw -1808331.064830 + Penalty 3331.301225 = -1804999.763606 nChanged 4 SP:Iteration 94Q (520.221956 sec): 3 clusters Score: Raw -1808331.583029 + Penalty 3331.301225 = -1805000.281804 nChanged 2 SP:Iteration 95Q (520.267774 sec): 3 clusters Score: Raw -1808331.858893 + Penalty 3331.301225 = -1805000.557669 nChanged 3 SP:Iteration 96Q (520.313675 sec): 3 clusters Score: Raw -1808332.408355 + Penalty 3331.301225 = -1805001.107130 nChanged 2 SP:Iteration 97Q (520.359373 sec): 3 clusters Score: Raw -1808332.997373 + Penalty 3331.301225 = -1805001.696148 nChanged 3 SP:Iteration 98Q (520.405169 sec): 3 clusters Score: Raw -1808333.517930 + Penalty 3331.301225 = -1805002.216705 nChanged 3 SP:Iteration 99Q (520.451011 sec): 3 clusters Score: Raw -1808333.932605 + Penalty 3331.301225 = -1805002.631381 nChanged 3 SP:Iteration 100F (520.504217 sec): 3 clusters Score: Raw -1808334.486309 + Penalty 3331.301225 = -1805003.185084 nChanged 6 SP:Iteration 101Q (520.550516 sec): 3 clusters Score: Raw -1808335.463878 + Penalty 3331.301225 = -1805004.162654 nChanged 4 SP:Iteration 102Q (520.596500 sec): 3 clusters Score: Raw -1808336.057648 + Penalty 3331.301225 = -1805004.756424 nChanged 4 SP:Iteration 103Q (520.642316 sec): 3 clusters Score: Raw -1808337.212466 + Penalty 3331.301225 = -1805005.911242 nChanged 3 SP:Iteration 104Q (520.688032 sec): 3 clusters Score: Raw -1808337.630817 + Penalty 3331.301225 = -1805006.329592 nChanged 1 SP:Iteration 105Q (520.733937 sec): 3 clusters Score: Raw -1808337.685662 + Penalty 3331.301225 = -1805006.384437 nChanged 1 SP:Iteration 106Q (520.779880 sec): 3 clusters Score: Raw -1808337.882511 + Penalty 3331.301225 = -1805006.581286 nChanged 1 SP:Iteration 107Q (520.825747 sec): 3 clusters Score: Raw -1808338.159986 + Penalty 3331.301225 = -1805006.858762 nChanged 0 SP:Iteration 108F (520.879390 sec): 3 clusters Score: Raw -1808338.159986 + Penalty 3331.301225 = -1805006.858762 nChanged 0 Trying to split cluster 18 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (520.891101 sec): 2 clusters Score: Raw -48658.372448 + Penalty 1090.261955 = -47568.110492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (520.895996 sec): 3 clusters Score: Raw -48439.261224 + Penalty 2180.523911 = -46258.737313 nChanged 225 SP:Iteration 1F (520.900604 sec): 3 clusters Score: Raw -48687.835045 + Penalty 2180.523911 = -46507.311135 nChanged 72 SP:Iteration 2F (520.905209 sec): 3 clusters Score: Raw -48776.589890 + Penalty 2180.523911 = -46596.065979 nChanged 36 SP:Iteration 3Q (520.909690 sec): 3 clusters Score: Raw -48815.712034 + Penalty 2180.523911 = -46635.188123 nChanged 21 SP:Iteration 4Q (520.914183 sec): 3 clusters Score: Raw -48845.689406 + Penalty 2180.523911 = -46665.165496 nChanged 25 SP:Iteration 5Q (520.918636 sec): 3 clusters Score: Raw -48888.537346 + Penalty 2180.523911 = -46708.013436 nChanged 14 SP:Iteration 6Q (520.923118 sec): 3 clusters Score: Raw -48908.141205 + Penalty 2180.523911 = -46727.617294 nChanged 18 SP:Iteration 7Q (520.927579 sec): 3 clusters Score: Raw -48926.104562 + Penalty 2180.523911 = -46745.580652 nChanged 15 SP:Iteration 8Q (520.932038 sec): 3 clusters Score: Raw -48945.444383 + Penalty 2180.523911 = -46764.920473 nChanged 18 SP:Iteration 9Q (520.936518 sec): 3 clusters Score: Raw -48971.491356 + Penalty 2180.523911 = -46790.967445 nChanged 14 SP:Iteration 10Q (520.940942 sec): 3 clusters Score: Raw -49001.977141 + Penalty 2180.523911 = -46821.453230 nChanged 17 SP:Iteration 11Q (520.945391 sec): 3 clusters Score: Raw -49040.751150 + Penalty 2180.523911 = -46860.227239 nChanged 16 SP:Iteration 12Q (520.949822 sec): 3 clusters Score: Raw -49080.675196 + Penalty 2180.523911 = -46900.151286 nChanged 15 SP:Iteration 13Q (520.954250 sec): 3 clusters Score: Raw -49108.290895 + Penalty 2180.523911 = -46927.766984 nChanged 14 SP:Iteration 14Q (520.958631 sec): 3 clusters Score: Raw -49123.744675 + Penalty 2180.523911 = -46943.220764 nChanged 6 SP:Iteration 15Q (520.963041 sec): 3 clusters Score: Raw -49133.489357 + Penalty 2180.523911 = -46952.965446 nChanged 10 SP:Iteration 16Q (520.967472 sec): 3 clusters Score: Raw -49145.955584 + Penalty 2180.523911 = -46965.431673 nChanged 8 SP:Iteration 17Q (520.971825 sec): 3 clusters Score: Raw -49151.557159 + Penalty 2180.523911 = -46971.033249 nChanged 0 SP:Iteration 18F (520.976282 sec): 3 clusters Score: Raw -49151.557159 + Penalty 2180.523911 = -46971.033249 nChanged 0 Trying to split cluster 19 (29102 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (521.025230 sec): 2 clusters Score: Raw -1988131.928628 + Penalty 1670.266354 = -1986461.662274 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (521.082572 sec): 3 clusters Score: Raw -1970064.365617 + Penalty 3340.532708 = -1966723.832909 nChanged 13458 SP:Iteration 1F (521.136910 sec): 3 clusters Score: Raw -1977592.949169 + Penalty 3340.532708 = -1974252.416461 nChanged 1397 SP:Iteration 2Q (521.195629 sec): 3 clusters Score: Raw -1978188.208365 + Penalty 3340.532708 = -1974847.675657 nChanged 1629 SP:Iteration 3F (521.251371 sec): 3 clusters Score: Raw -1979044.009714 + Penalty 3340.532708 = -1975703.477005 nChanged 1886 SP:Iteration 4F (521.307904 sec): 3 clusters Score: Raw -1980344.498435 + Penalty 3340.532708 = -1977003.965726 nChanged 2289 SP:Iteration 5F (521.363818 sec): 3 clusters Score: Raw -1982292.408364 + Penalty 3340.532708 = -1978951.875656 nChanged 2485 SP:Iteration 6F (521.419522 sec): 3 clusters Score: Raw -1984361.239274 + Penalty 3340.532708 = -1981020.706566 nChanged 2203 SP:Iteration 7F (521.475444 sec): 3 clusters Score: Raw -1985870.153897 + Penalty 3340.532708 = -1982529.621188 nChanged 1585 SP:Iteration 8F (521.531349 sec): 3 clusters Score: Raw -1986773.235489 + Penalty 3340.532708 = -1983432.702781 nChanged 1141 SP:Iteration 9Q (521.589407 sec): 3 clusters Score: Raw -1987339.205554 + Penalty 3340.532708 = -1983998.672846 nChanged 833 SP:Iteration 10Q (521.647005 sec): 3 clusters Score: Raw -1987682.725502 + Penalty 3340.532708 = -1984342.192793 nChanged 625 SP:Iteration 11Q (521.704196 sec): 3 clusters Score: Raw -1987909.544864 + Penalty 3340.532708 = -1984569.012156 nChanged 492 SP:Iteration 12Q (521.761356 sec): 3 clusters Score: Raw -1988062.394388 + Penalty 3340.532708 = -1984721.861680 nChanged 375 SP:Iteration 13Q (521.818759 sec): 3 clusters Score: Raw -1988161.308886 + Penalty 3340.532708 = -1984820.776177 nChanged 315 SP:Iteration 14Q (521.875768 sec): 3 clusters Score: Raw -1988247.837077 + Penalty 3340.532708 = -1984907.304369 nChanged 289 SP:Iteration 15Q (521.932931 sec): 3 clusters Score: Raw -1988319.341431 + Penalty 3340.532708 = -1984978.808723 nChanged 255 SP:Iteration 16Q (521.989937 sec): 3 clusters Score: Raw -1988378.442901 + Penalty 3340.532708 = -1985037.910193 nChanged 227 SP:Iteration 17Q (522.046754 sec): 3 clusters Score: Raw -1988432.084732 + Penalty 3340.532708 = -1985091.552023 nChanged 203 SP:Iteration 18Q (522.103821 sec): 3 clusters Score: Raw -1988476.730922 + Penalty 3340.532708 = -1985136.198214 nChanged 164 SP:Iteration 19Q (522.160906 sec): 3 clusters Score: Raw -1988508.374398 + Penalty 3340.532708 = -1985167.841690 nChanged 130 SP:Iteration 20F (522.215937 sec): 3 clusters Score: Raw -1988532.644010 + Penalty 3340.532708 = -1985192.111302 nChanged 123 SP:Iteration 21Q (522.274038 sec): 3 clusters Score: Raw -1988557.823024 + Penalty 3340.532708 = -1985217.290316 nChanged 119 SP:Iteration 22Q (522.330653 sec): 3 clusters Score: Raw -1988579.904466 + Penalty 3340.532708 = -1985239.371758 nChanged 108 SP:Iteration 23Q (522.387524 sec): 3 clusters Score: Raw -1988598.854927 + Penalty 3340.532708 = -1985258.322219 nChanged 74 SP:Iteration 24Q (522.444140 sec): 3 clusters Score: Raw -1988611.468528 + Penalty 3340.532708 = -1985270.935820 nChanged 68 SP:Iteration 25Q (522.502033 sec): 3 clusters Score: Raw -1988622.798974 + Penalty 3340.532708 = -1985282.266266 nChanged 59 SP:Iteration 26Q (522.557942 sec): 3 clusters Score: Raw -1988632.617652 + Penalty 3340.532708 = -1985292.084943 nChanged 58 SP:Iteration 27Q (522.614470 sec): 3 clusters Score: Raw -1988643.347870 + Penalty 3340.532708 = -1985302.815161 nChanged 55 SP:Iteration 28Q (522.670927 sec): 3 clusters Score: Raw -1988652.019781 + Penalty 3340.532708 = -1985311.487073 nChanged 48 SP:Iteration 29Q (522.727150 sec): 3 clusters Score: Raw -1988662.531004 + Penalty 3340.532708 = -1985321.998296 nChanged 56 SP:Iteration 30Q (522.783289 sec): 3 clusters Score: Raw -1988673.998342 + Penalty 3340.532708 = -1985333.465634 nChanged 43 SP:Iteration 31Q (522.839691 sec): 3 clusters Score: Raw -1988681.976653 + Penalty 3340.532708 = -1985341.443945 nChanged 48 SP:Iteration 32Q (522.895757 sec): 3 clusters Score: Raw -1988691.039552 + Penalty 3340.532708 = -1985350.506844 nChanged 49 SP:Iteration 33Q (522.951666 sec): 3 clusters Score: Raw -1988699.116525 + Penalty 3340.532708 = -1985358.583817 nChanged 37 SP:Iteration 34Q (523.007815 sec): 3 clusters Score: Raw -1988706.452473 + Penalty 3340.532708 = -1985365.919765 nChanged 45 SP:Iteration 35Q (523.063835 sec): 3 clusters Score: Raw -1988716.326438 + Penalty 3340.532708 = -1985375.793730 nChanged 47 SP:Iteration 36Q (523.119585 sec): 3 clusters Score: Raw -1988724.895304 + Penalty 3340.532708 = -1985384.362595 nChanged 38 SP:Iteration 37Q (523.175531 sec): 3 clusters Score: Raw -1988732.351419 + Penalty 3340.532708 = -1985391.818710 nChanged 35 SP:Iteration 38Q (523.231461 sec): 3 clusters Score: Raw -1988739.847128 + Penalty 3340.532708 = -1985399.314420 nChanged 31 SP:Iteration 39Q (523.287114 sec): 3 clusters Score: Raw -1988746.025587 + Penalty 3340.532708 = -1985405.492879 nChanged 25 SP:Iteration 40F (523.342080 sec): 3 clusters Score: Raw -1988751.132083 + Penalty 3340.532708 = -1985410.599374 nChanged 21 SP:Iteration 41Q (523.398747 sec): 3 clusters Score: Raw -1988754.708715 + Penalty 3340.532708 = -1985414.176006 nChanged 13 SP:Iteration 42Q (523.454543 sec): 3 clusters Score: Raw -1988756.529971 + Penalty 3340.532708 = -1985415.997263 nChanged 12 SP:Iteration 43Q (523.510029 sec): 3 clusters Score: Raw -1988759.076961 + Penalty 3340.532708 = -1985418.544252 nChanged 14 SP:Iteration 44Q (523.567213 sec): 3 clusters Score: Raw -1988761.306682 + Penalty 3340.532708 = -1985420.773973 nChanged 13 SP:Iteration 45Q (523.623091 sec): 3 clusters Score: Raw -1988763.483273 + Penalty 3340.532708 = -1985422.950564 nChanged 15 SP:Iteration 46Q (523.679539 sec): 3 clusters Score: Raw -1988765.635723 + Penalty 3340.532708 = -1985425.103015 nChanged 17 SP:Iteration 47Q (523.764213 sec): 3 clusters Score: Raw -1988768.505956 + Penalty 3340.532708 = -1985427.973248 nChanged 21 SP:Iteration 48Q (523.840860 sec): 3 clusters Score: Raw -1988771.585353 + Penalty 3340.532708 = -1985431.052645 nChanged 11 SP:Iteration 49Q (523.933253 sec): 3 clusters Score: Raw -1988774.821316 + Penalty 3340.532708 = -1985434.288607 nChanged 15 SP:Iteration 50Q (523.991997 sec): 3 clusters Score: Raw -1988778.762905 + Penalty 3340.532708 = -1985438.230196 nChanged 17 SP:Iteration 51Q (524.047620 sec): 3 clusters Score: Raw -1988782.297818 + Penalty 3340.532708 = -1985441.765109 nChanged 13 SP:Iteration 52Q (524.102945 sec): 3 clusters Score: Raw -1988785.255190 + Penalty 3340.532708 = -1985444.722482 nChanged 9 SP:Iteration 53Q (524.158289 sec): 3 clusters Score: Raw -1988786.603119 + Penalty 3340.532708 = -1985446.070411 nChanged 7 SP:Iteration 54Q (524.213851 sec): 3 clusters Score: Raw -1988787.993099 + Penalty 3340.532708 = -1985447.460390 nChanged 6 SP:Iteration 55Q (524.269157 sec): 3 clusters Score: Raw -1988789.056661 + Penalty 3340.532708 = -1985448.523953 nChanged 12 SP:Iteration 56Q (524.324452 sec): 3 clusters Score: Raw -1988792.040730 + Penalty 3340.532708 = -1985451.508022 nChanged 8 SP:Iteration 57Q (524.380053 sec): 3 clusters Score: Raw -1988793.579262 + Penalty 3340.532708 = -1985453.046554 nChanged 5 SP:Iteration 58Q (524.435427 sec): 3 clusters Score: Raw -1988794.719576 + Penalty 3340.532708 = -1985454.186868 nChanged 8 SP:Iteration 59Q (524.490679 sec): 3 clusters Score: Raw -1988796.714261 + Penalty 3340.532708 = -1985456.181553 nChanged 12 SP:Iteration 60F (524.545554 sec): 3 clusters Score: Raw -1988799.273987 + Penalty 3340.532708 = -1985458.741278 nChanged 9 SP:Iteration 61Q (524.601993 sec): 3 clusters Score: Raw -1988800.501875 + Penalty 3340.532708 = -1985459.969167 nChanged 7 SP:Iteration 62Q (524.657425 sec): 3 clusters Score: Raw -1988802.279697 + Penalty 3340.532708 = -1985461.746989 nChanged 11 SP:Iteration 63Q (524.712573 sec): 3 clusters Score: Raw -1988804.828994 + Penalty 3340.532708 = -1985464.296286 nChanged 12 SP:Iteration 64Q (524.767666 sec): 3 clusters Score: Raw -1988806.902450 + Penalty 3340.532708 = -1985466.369742 nChanged 13 SP:Iteration 65Q (524.823057 sec): 3 clusters Score: Raw -1988808.972305 + Penalty 3340.532708 = -1985468.439597 nChanged 7 SP:Iteration 66Q (524.878215 sec): 3 clusters Score: Raw -1988810.083598 + Penalty 3340.532708 = -1985469.550889 nChanged 8 SP:Iteration 67Q (524.933241 sec): 3 clusters Score: Raw -1988811.484502 + Penalty 3340.532708 = -1985470.951793 nChanged 8 SP:Iteration 68Q (524.988442 sec): 3 clusters Score: Raw -1988812.739785 + Penalty 3340.532708 = -1985472.207077 nChanged 4 SP:Iteration 69Q (525.043601 sec): 3 clusters Score: Raw -1988813.141370 + Penalty 3340.532708 = -1985472.608662 nChanged 5 SP:Iteration 70Q (525.098722 sec): 3 clusters Score: Raw -1988813.864856 + Penalty 3340.532708 = -1985473.332148 nChanged 3 SP:Iteration 71Q (525.153535 sec): 3 clusters Score: Raw -1988814.165768 + Penalty 3340.532708 = -1985473.633060 nChanged 2 SP:Iteration 72Q (525.208882 sec): 3 clusters Score: Raw -1988814.470453 + Penalty 3340.532708 = -1985473.937745 nChanged 1 SP:Iteration 73Q (525.264147 sec): 3 clusters Score: Raw -1988814.537951 + Penalty 3340.532708 = -1985474.005243 nChanged 0 SP:Iteration 74F (525.318833 sec): 3 clusters Score: Raw -1988814.537951 + Penalty 3340.532708 = -1985474.005243 nChanged 0 Trying to split cluster 20 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.331447 sec): 2 clusters Score: Raw -129831.741202 + Penalty 1231.115818 = -128600.625385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.342024 sec): 3 clusters Score: Raw -128978.769818 + Penalty 2462.231636 = -126516.538182 nChanged 685 SP:Iteration 1F (525.351915 sec): 3 clusters Score: Raw -129454.762047 + Penalty 2462.231636 = -126992.530412 nChanged 155 SP:Iteration 2F (525.361838 sec): 3 clusters Score: Raw -129568.844190 + Penalty 2462.231636 = -127106.612554 nChanged 89 SP:Iteration 3Q (525.371787 sec): 3 clusters Score: Raw -129636.158754 + Penalty 2462.231636 = -127173.927119 nChanged 73 SP:Iteration 4Q (525.381735 sec): 3 clusters Score: Raw -129686.769119 + Penalty 2462.231636 = -127224.537483 nChanged 49 SP:Iteration 5Q (525.391649 sec): 3 clusters Score: Raw -129719.574705 + Penalty 2462.231636 = -127257.343069 nChanged 41 SP:Iteration 6Q (525.401468 sec): 3 clusters Score: Raw -129746.884734 + Penalty 2462.231636 = -127284.653098 nChanged 33 SP:Iteration 7Q (525.411363 sec): 3 clusters Score: Raw -129760.511231 + Penalty 2462.231636 = -127298.279596 nChanged 11 SP:Iteration 8Q (525.421297 sec): 3 clusters Score: Raw -129764.783426 + Penalty 2462.231636 = -127302.551791 nChanged 6 SP:Iteration 9Q (525.431100 sec): 3 clusters Score: Raw -129766.304903 + Penalty 2462.231636 = -127304.073267 nChanged 3 SP:Iteration 10Q (525.440977 sec): 3 clusters Score: Raw -129767.844007 + Penalty 2462.231636 = -127305.612371 nChanged 3 SP:Iteration 11Q (525.450834 sec): 3 clusters Score: Raw -129769.087824 + Penalty 2462.231636 = -127306.856188 nChanged 3 SP:Iteration 12Q (525.460653 sec): 3 clusters Score: Raw -129769.864004 + Penalty 2462.231636 = -127307.632369 nChanged 0 SP:Iteration 13F (525.470459 sec): 3 clusters Score: Raw -129769.864004 + Penalty 2462.231636 = -127307.632369 nChanged 0 Trying to split cluster 21 (5989 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (525.490255 sec): 2 clusters Score: Raw -354521.065526 + Penalty 1413.372956 = -353107.692569 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (525.547209 sec): 3 clusters Score: Raw -351287.206174 + Penalty 2826.745913 = -348460.460261 nChanged 2510 SP:Iteration 1F (525.578133 sec): 3 clusters Score: Raw -352805.027317 + Penalty 2826.745913 = -349978.281404 nChanged 522 SP:Iteration 2F (525.600307 sec): 3 clusters Score: Raw -353246.066659 + Penalty 2826.745913 = -350419.320746 nChanged 460 SP:Iteration 3F (525.622167 sec): 3 clusters Score: Raw -353631.890577 + Penalty 2826.745913 = -350805.144664 nChanged 419 SP:Iteration 4F (525.643969 sec): 3 clusters Score: Raw -354007.280949 + Penalty 2826.745913 = -351180.535036 nChanged 393 SP:Iteration 5F (525.665915 sec): 3 clusters Score: Raw -354358.855357 + Penalty 2826.745913 = -351532.109444 nChanged 350 SP:Iteration 6F (525.687916 sec): 3 clusters Score: Raw -354614.568143 + Penalty 2826.745913 = -351787.822230 nChanged 277 SP:Iteration 7Q (525.709925 sec): 3 clusters Score: Raw -354808.840301 + Penalty 2826.745913 = -351982.094388 nChanged 225 SP:Iteration 8Q (525.731883 sec): 3 clusters Score: Raw -354975.911327 + Penalty 2826.745913 = -352149.165414 nChanged 217 SP:Iteration 9Q (525.753898 sec): 3 clusters Score: Raw -355124.613593 + Penalty 2826.745913 = -352297.867680 nChanged 178 SP:Iteration 10Q (525.775775 sec): 3 clusters Score: Raw -355230.363790 + Penalty 2826.745913 = -352403.617877 nChanged 157 SP:Iteration 11Q (525.797953 sec): 3 clusters Score: Raw -355311.993441 + Penalty 2826.745913 = -352485.247528 nChanged 118 SP:Iteration 12Q (525.819983 sec): 3 clusters Score: Raw -355375.042951 + Penalty 2826.745913 = -352548.297038 nChanged 91 SP:Iteration 13Q (525.842221 sec): 3 clusters Score: Raw -355419.131250 + Penalty 2826.745913 = -352592.385337 nChanged 72 SP:Iteration 14Q (525.864269 sec): 3 clusters Score: Raw -355453.329204 + Penalty 2826.745913 = -352626.583291 nChanged 54 SP:Iteration 15Q (525.886283 sec): 3 clusters Score: Raw -355476.020256 + Penalty 2826.745913 = -352649.274343 nChanged 44 SP:Iteration 16Q (525.908316 sec): 3 clusters Score: Raw -355497.878047 + Penalty 2826.745913 = -352671.132134 nChanged 33 SP:Iteration 17Q (525.930340 sec): 3 clusters Score: Raw -355511.365730 + Penalty 2826.745913 = -352684.619817 nChanged 22 SP:Iteration 18Q (525.952355 sec): 3 clusters Score: Raw -355519.779519 + Penalty 2826.745913 = -352693.033606 nChanged 21 SP:Iteration 19Q (525.974016 sec): 3 clusters Score: Raw -355525.873215 + Penalty 2826.745913 = -352699.127302 nChanged 12 SP:Iteration 20F (525.996122 sec): 3 clusters Score: Raw -355529.470751 + Penalty 2826.745913 = -352702.724838 nChanged 5 SP:Iteration 21Q (526.018185 sec): 3 clusters Score: Raw -355530.780078 + Penalty 2826.745913 = -352704.034165 nChanged 4 SP:Iteration 22Q (526.040417 sec): 3 clusters Score: Raw -355531.426304 + Penalty 2826.745913 = -352704.680391 nChanged 2 SP:Iteration 23Q (526.062317 sec): 3 clusters Score: Raw -355531.798366 + Penalty 2826.745913 = -352705.052453 nChanged 3 SP:Iteration 24Q (526.084047 sec): 3 clusters Score: Raw -355532.504381 + Penalty 2826.745913 = -352705.758468 nChanged 2 SP:Iteration 25Q (526.106135 sec): 3 clusters Score: Raw -355532.901861 + Penalty 2826.745913 = -352706.155948 nChanged 1 SP:Iteration 26Q (526.128090 sec): 3 clusters Score: Raw -355533.266548 + Penalty 2826.745913 = -352706.520635 nChanged 0 SP:Iteration 27F (526.150055 sec): 3 clusters Score: Raw -355533.266548 + Penalty 2826.745913 = -352706.520635 nChanged 0 Trying to split cluster 22 (322 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.158843 sec): 2 clusters Score: Raw -18150.222032 + Penalty 938.364626 = -17211.857405 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.161291 sec): 3 clusters Score: Raw -18165.921552 + Penalty 1876.729252 = -16289.192300 nChanged 57 SP:Iteration 1F (526.163489 sec): 3 clusters Score: Raw -18291.707198 + Penalty 1876.729252 = -16414.977946 nChanged 10 SP:Iteration 2Q (526.165626 sec): 3 clusters Score: Raw -18324.516799 + Penalty 1876.729252 = -16447.787547 nChanged 9 SP:Iteration 3Q (526.167807 sec): 3 clusters Score: Raw -18350.807619 + Penalty 1876.729252 = -16474.078366 nChanged 6 SP:Iteration 4Q (526.169944 sec): 3 clusters Score: Raw -18360.964210 + Penalty 1876.729252 = -16484.234957 nChanged 1 SP:Iteration 5Q (526.172069 sec): 3 clusters Score: Raw -18362.409995 + Penalty 1876.729252 = -16485.680742 nChanged 1 SP:Iteration 6Q (526.174179 sec): 3 clusters Score: Raw -18363.195354 + Penalty 1876.729252 = -16486.466102 nChanged 0 SP:Iteration 7F (526.176366 sec): 3 clusters Score: Raw -18363.195354 + Penalty 1876.729252 = -16486.466102 nChanged 0 Trying to split cluster 23 (2361 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.192373 sec): 2 clusters Score: Raw -136033.013734 + Penalty 1262.111587 = -134770.902147 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.204903 sec): 3 clusters Score: Raw -134981.373351 + Penalty 2524.223175 = -132457.150177 nChanged 857 SP:Iteration 1F (526.216641 sec): 3 clusters Score: Raw -135616.200949 + Penalty 2524.223175 = -133091.977775 nChanged 212 SP:Iteration 2F (526.228423 sec): 3 clusters Score: Raw -135824.808796 + Penalty 2524.223175 = -133300.585621 nChanged 149 SP:Iteration 3F (526.240185 sec): 3 clusters Score: Raw -136012.625058 + Penalty 2524.223175 = -133488.401883 nChanged 146 SP:Iteration 4F (526.251960 sec): 3 clusters Score: Raw -136235.254378 + Penalty 2524.223175 = -133711.031203 nChanged 129 SP:Iteration 5F (526.263642 sec): 3 clusters Score: Raw -136410.461480 + Penalty 2524.223175 = -133886.238305 nChanged 94 SP:Iteration 6Q (526.275130 sec): 3 clusters Score: Raw -136523.609532 + Penalty 2524.223175 = -133999.386358 nChanged 85 SP:Iteration 7Q (526.286526 sec): 3 clusters Score: Raw -136595.553293 + Penalty 2524.223175 = -134071.330118 nChanged 58 SP:Iteration 8Q (526.297816 sec): 3 clusters Score: Raw -136643.687932 + Penalty 2524.223175 = -134119.464757 nChanged 60 SP:Iteration 9Q (526.309187 sec): 3 clusters Score: Raw -136692.527813 + Penalty 2524.223175 = -134168.304639 nChanged 44 SP:Iteration 10Q (526.320575 sec): 3 clusters Score: Raw -136729.996515 + Penalty 2524.223175 = -134205.773340 nChanged 27 SP:Iteration 11Q (526.331940 sec): 3 clusters Score: Raw -136753.801290 + Penalty 2524.223175 = -134229.578116 nChanged 30 SP:Iteration 12Q (526.343255 sec): 3 clusters Score: Raw -136788.499843 + Penalty 2524.223175 = -134264.276668 nChanged 23 SP:Iteration 13Q (526.354483 sec): 3 clusters Score: Raw -136803.972615 + Penalty 2524.223175 = -134279.749441 nChanged 29 SP:Iteration 14Q (526.365848 sec): 3 clusters Score: Raw -136821.151165 + Penalty 2524.223175 = -134296.927991 nChanged 21 SP:Iteration 15Q (526.377102 sec): 3 clusters Score: Raw -136835.184528 + Penalty 2524.223175 = -134310.961354 nChanged 39 SP:Iteration 16Q (526.388337 sec): 3 clusters Score: Raw -136866.191649 + Penalty 2524.223175 = -134341.968475 nChanged 41 SP:Iteration 17Q (526.399575 sec): 3 clusters Score: Raw -136907.226221 + Penalty 2524.223175 = -134383.003047 nChanged 28 SP:Iteration 18Q (526.410856 sec): 3 clusters Score: Raw -136935.179902 + Penalty 2524.223175 = -134410.956727 nChanged 24 SP:Iteration 19Q (526.422035 sec): 3 clusters Score: Raw -136956.860391 + Penalty 2524.223175 = -134432.637217 nChanged 24 SP:Iteration 20F (526.433760 sec): 3 clusters Score: Raw -136978.410863 + Penalty 2524.223175 = -134454.187688 nChanged 18 SP:Iteration 21Q (526.445027 sec): 3 clusters Score: Raw -137005.672480 + Penalty 2524.223175 = -134481.449305 nChanged 22 SP:Iteration 22Q (526.456292 sec): 3 clusters Score: Raw -137025.688735 + Penalty 2524.223175 = -134501.465561 nChanged 16 SP:Iteration 23Q (526.467402 sec): 3 clusters Score: Raw -137036.132505 + Penalty 2524.223175 = -134511.909331 nChanged 11 SP:Iteration 24Q (526.478468 sec): 3 clusters Score: Raw -137041.313215 + Penalty 2524.223175 = -134517.090040 nChanged 6 SP:Iteration 25Q (526.489705 sec): 3 clusters Score: Raw -137044.529586 + Penalty 2524.223175 = -134520.306411 nChanged 7 SP:Iteration 26Q (526.500901 sec): 3 clusters Score: Raw -137048.430746 + Penalty 2524.223175 = -134524.207571 nChanged 3 SP:Iteration 27Q (526.512059 sec): 3 clusters Score: Raw -137049.350849 + Penalty 2524.223175 = -134525.127674 nChanged 2 SP:Iteration 28Q (526.523254 sec): 3 clusters Score: Raw -137050.493976 + Penalty 2524.223175 = -134526.270802 nChanged 1 SP:Iteration 29Q (526.534468 sec): 3 clusters Score: Raw -137050.741226 + Penalty 2524.223175 = -134526.518051 nChanged 0 SP:Iteration 30F (526.546126 sec): 3 clusters Score: Raw -137050.741226 + Penalty 2524.223175 = -134526.518051 nChanged 0 Trying to split cluster 24 (66074 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (526.638691 sec): 2 clusters Score: Raw -4460004.300575 + Penalty 1803.511223 = -4458200.789351 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (526.752688 sec): 3 clusters Score: Raw -4417743.659874 + Penalty 3607.022447 = -4414136.637427 nChanged 31341 SP:Iteration 1F (526.863389 sec): 3 clusters Score: Raw -4436221.628105 + Penalty 3607.022447 = -4432614.605658 nChanged 2480 SP:Iteration 2Q (526.981103 sec): 3 clusters Score: Raw -4437025.359606 + Penalty 3607.022447 = -4433418.337159 nChanged 2750 SP:Iteration 3Q (527.098849 sec): 3 clusters Score: Raw -4438121.106026 + Penalty 3607.022447 = -4434514.083579 nChanged 3131 SP:Iteration 4Q (527.216474 sec): 3 clusters Score: Raw -4439668.720797 + Penalty 3607.022447 = -4436061.698351 nChanged 3713 SP:Iteration 5F (527.327316 sec): 3 clusters Score: Raw -4442021.655140 + Penalty 3607.022447 = -4438414.632694 nChanged 4320 SP:Iteration 6F (527.438014 sec): 3 clusters Score: Raw -4445359.878932 + Penalty 3607.022447 = -4441752.856485 nChanged 4524 SP:Iteration 7F (527.548779 sec): 3 clusters Score: Raw -4449344.992525 + Penalty 3607.022447 = -4445737.970078 nChanged 4190 SP:Iteration 8F (527.659418 sec): 3 clusters Score: Raw -4452839.814595 + Penalty 3607.022447 = -4449232.792148 nChanged 3249 SP:Iteration 9Q (527.772542 sec): 3 clusters Score: Raw -4454981.011767 + Penalty 3607.022447 = -4451373.989320 nChanged 2171 SP:Iteration 10Q (527.883260 sec): 3 clusters Score: Raw -4456153.124715 + Penalty 3607.022447 = -4452546.102268 nChanged 1639 SP:Iteration 11Q (527.992173 sec): 3 clusters Score: Raw -4456969.690490 + Penalty 3607.022447 = -4453362.668043 nChanged 1371 SP:Iteration 12Q (528.099815 sec): 3 clusters Score: Raw -4457649.697107 + Penalty 3607.022447 = -4454042.674660 nChanged 1223 SP:Iteration 13Q (528.206345 sec): 3 clusters Score: Raw -4458214.427505 + Penalty 3607.022447 = -4454607.405059 nChanged 1023 SP:Iteration 14Q (528.311857 sec): 3 clusters Score: Raw -4458620.733610 + Penalty 3607.022447 = -4455013.711164 nChanged 893 SP:Iteration 15Q (528.416378 sec): 3 clusters Score: Raw -4458932.211551 + Penalty 3607.022447 = -4455325.189104 nChanged 765 SP:Iteration 16Q (528.520004 sec): 3 clusters Score: Raw -4459166.160578 + Penalty 3607.022447 = -4455559.138132 nChanged 638 SP:Iteration 17Q (528.623255 sec): 3 clusters Score: Raw -4459349.218461 + Penalty 3607.022447 = -4455742.196014 nChanged 608 SP:Iteration 18Q (528.725688 sec): 3 clusters Score: Raw -4459502.812397 + Penalty 3607.022447 = -4455895.789950 nChanged 512 SP:Iteration 19Q (528.827809 sec): 3 clusters Score: Raw -4459617.239506 + Penalty 3607.022447 = -4456010.217059 nChanged 450 SP:Iteration 20F (528.938510 sec): 3 clusters Score: Raw -4459706.387424 + Penalty 3607.022447 = -4456099.364977 nChanged 376 SP:Iteration 21Q (529.039974 sec): 3 clusters Score: Raw -4459778.123702 + Penalty 3607.022447 = -4456171.101255 nChanged 330 SP:Iteration 22Q (529.141156 sec): 3 clusters Score: Raw -4459831.068243 + Penalty 3607.022447 = -4456224.045797 nChanged 308 SP:Iteration 23Q (529.242209 sec): 3 clusters Score: Raw -4459876.291434 + Penalty 3607.022447 = -4456269.268987 nChanged 273 SP:Iteration 24Q (529.342855 sec): 3 clusters Score: Raw -4459912.655105 + Penalty 3607.022447 = -4456305.632658 nChanged 259 SP:Iteration 25Q (529.443354 sec): 3 clusters Score: Raw -4459946.469330 + Penalty 3607.022447 = -4456339.446884 nChanged 248 SP:Iteration 26Q (529.543719 sec): 3 clusters Score: Raw -4459981.049521 + Penalty 3607.022447 = -4456374.027075 nChanged 229 SP:Iteration 27Q (529.644503 sec): 3 clusters Score: Raw -4460013.815290 + Penalty 3607.022447 = -4456406.792844 nChanged 228 SP:Iteration 28Q (529.744693 sec): 3 clusters Score: Raw -4460044.570273 + Penalty 3607.022447 = -4456437.547827 nChanged 211 SP:Iteration 29Q (529.844687 sec): 3 clusters Score: Raw -4460073.803156 + Penalty 3607.022447 = -4456466.780709 nChanged 208 SP:Iteration 30Q (529.944235 sec): 3 clusters Score: Raw -4460101.447595 + Penalty 3607.022447 = -4456494.425148 nChanged 210 SP:Iteration 31Q (530.043812 sec): 3 clusters Score: Raw -4460126.842487 + Penalty 3607.022447 = -4456519.820040 nChanged 178 SP:Iteration 32Q (530.142964 sec): 3 clusters Score: Raw -4460147.457781 + Penalty 3607.022447 = -4456540.435334 nChanged 181 SP:Iteration 33Q (530.241923 sec): 3 clusters Score: Raw -4460170.542664 + Penalty 3607.022447 = -4456563.520217 nChanged 187 SP:Iteration 34Q (530.340711 sec): 3 clusters Score: Raw -4460196.424797 + Penalty 3607.022447 = -4456589.402350 nChanged 210 SP:Iteration 35Q (530.466420 sec): 3 clusters Score: Raw -4460228.049367 + Penalty 3607.022447 = -4456621.026920 nChanged 180 SP:Iteration 36Q (530.564866 sec): 3 clusters Score: Raw -4460253.189916 + Penalty 3607.022447 = -4456646.167469 nChanged 184 SP:Iteration 37Q (530.663212 sec): 3 clusters Score: Raw -4460278.788688 + Penalty 3607.022447 = -4456671.766241 nChanged 176 SP:Iteration 38Q (530.761593 sec): 3 clusters Score: Raw -4460300.985927 + Penalty 3607.022447 = -4456693.963481 nChanged 168 SP:Iteration 39Q (530.859567 sec): 3 clusters Score: Raw -4460322.480432 + Penalty 3607.022447 = -4456715.457985 nChanged 151 SP:Iteration 40F (530.969989 sec): 3 clusters Score: Raw -4460341.756688 + Penalty 3607.022447 = -4456734.734241 nChanged 147 SP:Iteration 41Q (531.067869 sec): 3 clusters Score: Raw -4460359.238354 + Penalty 3607.022447 = -4456752.215908 nChanged 139 SP:Iteration 42Q (531.165717 sec): 3 clusters Score: Raw -4460374.911238 + Penalty 3607.022447 = -4456767.888792 nChanged 131 SP:Iteration 43Q (531.263291 sec): 3 clusters Score: Raw -4460389.229238 + Penalty 3607.022447 = -4456782.206792 nChanged 134 SP:Iteration 44Q (531.360725 sec): 3 clusters Score: Raw -4460404.537805 + Penalty 3607.022447 = -4456797.515358 nChanged 115 SP:Iteration 45Q (531.457987 sec): 3 clusters Score: Raw -4460417.042628 + Penalty 3607.022447 = -4456810.020181 nChanged 100 SP:Iteration 46Q (531.555014 sec): 3 clusters Score: Raw -4460427.500609 + Penalty 3607.022447 = -4456820.478162 nChanged 96 SP:Iteration 47Q (531.651951 sec): 3 clusters Score: Raw -4460436.591153 + Penalty 3607.022447 = -4456829.568706 nChanged 90 SP:Iteration 48Q (531.748911 sec): 3 clusters Score: Raw -4460445.149529 + Penalty 3607.022447 = -4456838.127082 nChanged 83 SP:Iteration 49Q (531.845807 sec): 3 clusters Score: Raw -4460453.401512 + Penalty 3607.022447 = -4456846.379065 nChanged 92 SP:Iteration 50Q (531.942431 sec): 3 clusters Score: Raw -4460462.758916 + Penalty 3607.022447 = -4456855.736469 nChanged 94 SP:Iteration 51Q (532.038837 sec): 3 clusters Score: Raw -4460472.599953 + Penalty 3607.022447 = -4456865.577507 nChanged 87 SP:Iteration 52Q (532.135676 sec): 3 clusters Score: Raw -4460480.698709 + Penalty 3607.022447 = -4456873.676262 nChanged 78 SP:Iteration 53Q (532.231999 sec): 3 clusters Score: Raw -4460486.804879 + Penalty 3607.022447 = -4456879.782432 nChanged 62 SP:Iteration 54Q (532.328461 sec): 3 clusters Score: Raw -4460491.687498 + Penalty 3607.022447 = -4456884.665051 nChanged 55 SP:Iteration 55Q (532.425001 sec): 3 clusters Score: Raw -4460495.646503 + Penalty 3607.022447 = -4456888.624057 nChanged 45 SP:Iteration 56Q (532.521989 sec): 3 clusters Score: Raw -4460498.768869 + Penalty 3607.022447 = -4456891.746423 nChanged 42 SP:Iteration 57Q (532.618548 sec): 3 clusters Score: Raw -4460501.735736 + Penalty 3607.022447 = -4456894.713290 nChanged 48 SP:Iteration 58Q (532.714806 sec): 3 clusters Score: Raw -4460505.633981 + Penalty 3607.022447 = -4456898.611535 nChanged 42 SP:Iteration 59Q (532.811036 sec): 3 clusters Score: Raw -4460508.921140 + Penalty 3607.022447 = -4456901.898693 nChanged 37 SP:Iteration 60F (532.921481 sec): 3 clusters Score: Raw -4460511.589501 + Penalty 3607.022447 = -4456904.567055 nChanged 29 SP:Iteration 61Q (533.017543 sec): 3 clusters Score: Raw -4460513.233511 + Penalty 3607.022447 = -4456906.211064 nChanged 25 SP:Iteration 62Q (533.135490 sec): 3 clusters Score: Raw -4460514.927701 + Penalty 3607.022447 = -4456907.905255 nChanged 26 SP:Iteration 63Q (533.231916 sec): 3 clusters Score: Raw -4460516.716411 + Penalty 3607.022447 = -4456909.693965 nChanged 27 SP:Iteration 64Q (533.328300 sec): 3 clusters Score: Raw -4460518.334624 + Penalty 3607.022447 = -4456911.312178 nChanged 23 SP:Iteration 65Q (533.424042 sec): 3 clusters Score: Raw -4460520.025759 + Penalty 3607.022447 = -4456913.003312 nChanged 26 SP:Iteration 66Q (533.520127 sec): 3 clusters Score: Raw -4460521.770732 + Penalty 3607.022447 = -4456914.748285 nChanged 24 SP:Iteration 67Q (533.615955 sec): 3 clusters Score: Raw -4460522.989993 + Penalty 3607.022447 = -4456915.967546 nChanged 15 SP:Iteration 68Q (533.711868 sec): 3 clusters Score: Raw -4460524.067179 + Penalty 3607.022447 = -4456917.044732 nChanged 18 SP:Iteration 69Q (533.807733 sec): 3 clusters Score: Raw -4460525.498658 + Penalty 3607.022447 = -4456918.476211 nChanged 18 SP:Iteration 70Q (533.903626 sec): 3 clusters Score: Raw -4460526.663175 + Penalty 3607.022447 = -4456919.640728 nChanged 13 SP:Iteration 71Q (533.999505 sec): 3 clusters Score: Raw -4460527.605475 + Penalty 3607.022447 = -4456920.583029 nChanged 11 SP:Iteration 72Q (534.095185 sec): 3 clusters Score: Raw -4460528.426966 + Penalty 3607.022447 = -4456921.404519 nChanged 8 SP:Iteration 73Q (534.191029 sec): 3 clusters Score: Raw -4460528.928679 + Penalty 3607.022447 = -4456921.906233 nChanged 11 SP:Iteration 74Q (534.286906 sec): 3 clusters Score: Raw -4460529.532303 + Penalty 3607.022447 = -4456922.509857 nChanged 11 SP:Iteration 75Q (534.382626 sec): 3 clusters Score: Raw -4460530.056059 + Penalty 3607.022447 = -4456923.033612 nChanged 10 SP:Iteration 76Q (534.478509 sec): 3 clusters Score: Raw -4460530.689337 + Penalty 3607.022447 = -4456923.666890 nChanged 16 SP:Iteration 77Q (534.574300 sec): 3 clusters Score: Raw -4460531.707822 + Penalty 3607.022447 = -4456924.685375 nChanged 17 SP:Iteration 78Q (534.670237 sec): 3 clusters Score: Raw -4460532.724148 + Penalty 3607.022447 = -4456925.701701 nChanged 8 SP:Iteration 79Q (534.766087 sec): 3 clusters Score: Raw -4460533.146379 + Penalty 3607.022447 = -4456926.123932 nChanged 9 SP:Iteration 80F (534.876501 sec): 3 clusters Score: Raw -4460533.609959 + Penalty 3607.022447 = -4456926.587512 nChanged 10 SP:Iteration 81Q (534.972319 sec): 3 clusters Score: Raw -4460534.202670 + Penalty 3607.022447 = -4456927.180224 nChanged 8 SP:Iteration 82Q (535.068051 sec): 3 clusters Score: Raw -4460534.621210 + Penalty 3607.022447 = -4456927.598763 nChanged 7 SP:Iteration 83Q (535.163764 sec): 3 clusters Score: Raw -4460535.018688 + Penalty 3607.022447 = -4456927.996241 nChanged 5 SP:Iteration 84Q (535.259635 sec): 3 clusters Score: Raw -4460535.220783 + Penalty 3607.022447 = -4456928.198337 nChanged 6 SP:Iteration 85Q (535.355334 sec): 3 clusters Score: Raw -4460535.416731 + Penalty 3607.022447 = -4456928.394284 nChanged 5 SP:Iteration 86Q (535.451109 sec): 3 clusters Score: Raw -4460535.616889 + Penalty 3607.022447 = -4456928.594442 nChanged 7 SP:Iteration 87Q (535.546794 sec): 3 clusters Score: Raw -4460535.903743 + Penalty 3607.022447 = -4456928.881296 nChanged 7 SP:Iteration 88Q (535.642391 sec): 3 clusters Score: Raw -4460536.151767 + Penalty 3607.022447 = -4456929.129320 nChanged 8 SP:Iteration 89Q (535.738162 sec): 3 clusters Score: Raw -4460536.447363 + Penalty 3607.022447 = -4456929.424916 nChanged 9 SP:Iteration 90Q (535.833782 sec): 3 clusters Score: Raw -4460536.746862 + Penalty 3607.022447 = -4456929.724415 nChanged 3 SP:Iteration 91Q (535.929313 sec): 3 clusters Score: Raw -4460537.071606 + Penalty 3607.022447 = -4456930.049160 nChanged 5 SP:Iteration 92Q (536.025368 sec): 3 clusters Score: Raw -4460537.230040 + Penalty 3607.022447 = -4456930.207594 nChanged 3 SP:Iteration 93Q (536.144289 sec): 3 clusters Score: Raw -4460537.309652 + Penalty 3607.022447 = -4456930.287206 nChanged 2 SP:Iteration 94Q (536.240421 sec): 3 clusters Score: Raw -4460537.341857 + Penalty 3607.022447 = -4456930.319410 nChanged 1 SP:Iteration 95Q (536.336680 sec): 3 clusters Score: Raw -4460537.380549 + Penalty 3607.022447 = -4456930.358102 nChanged 2 SP:Iteration 96Q (536.444254 sec): 3 clusters Score: Raw -4460537.425024 + Penalty 3607.022447 = -4456930.402577 nChanged 0 SP:Iteration 97F (536.562167 sec): 3 clusters Score: Raw -4460537.425024 + Penalty 3607.022447 = -4456930.402577 nChanged 0 Trying to split cluster 25 (10349 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (536.579847 sec): 2 clusters Score: Raw -714759.800545 + Penalty 1502.254841 = -713257.545704 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (536.610991 sec): 3 clusters Score: Raw -708891.139479 + Penalty 3004.509682 = -705886.629797 nChanged 4434 SP:Iteration 1F (536.641062 sec): 3 clusters Score: Raw -711314.914228 + Penalty 3004.509682 = -708310.404546 nChanged 682 SP:Iteration 2F (536.683073 sec): 3 clusters Score: Raw -711620.749926 + Penalty 3004.509682 = -708616.240244 nChanged 575 SP:Iteration 3F (536.720764 sec): 3 clusters Score: Raw -711914.835144 + Penalty 3004.509682 = -708910.325461 nChanged 569 SP:Iteration 4F (536.752501 sec): 3 clusters Score: Raw -712244.791713 + Penalty 3004.509682 = -709240.282031 nChanged 604 SP:Iteration 5F (536.782617 sec): 3 clusters Score: Raw -712612.016268 + Penalty 3004.509682 = -709607.506586 nChanged 574 SP:Iteration 6F (536.812660 sec): 3 clusters Score: Raw -712971.751392 + Penalty 3004.509682 = -709967.241710 nChanged 520 SP:Iteration 7F (536.842674 sec): 3 clusters Score: Raw -713310.388153 + Penalty 3004.509682 = -710305.878471 nChanged 489 SP:Iteration 8Q (536.909996 sec): 3 clusters Score: Raw -713612.678721 + Penalty 3004.509682 = -710608.169039 nChanged 371 SP:Iteration 9Q (536.952824 sec): 3 clusters Score: Raw -713828.737491 + Penalty 3004.509682 = -710824.227809 nChanged 320 SP:Iteration 10Q (536.983966 sec): 3 clusters Score: Raw -714020.361633 + Penalty 3004.509682 = -711015.851951 nChanged 285 SP:Iteration 11Q (537.014303 sec): 3 clusters Score: Raw -714201.219831 + Penalty 3004.509682 = -711196.710149 nChanged 266 SP:Iteration 12Q (537.044421 sec): 3 clusters Score: Raw -714380.541155 + Penalty 3004.509682 = -711376.031473 nChanged 208 SP:Iteration 13Q (537.073664 sec): 3 clusters Score: Raw -714518.044941 + Penalty 3004.509682 = -711513.535259 nChanged 179 SP:Iteration 14Q (537.102706 sec): 3 clusters Score: Raw -714636.360764 + Penalty 3004.509682 = -711631.851081 nChanged 144 SP:Iteration 15Q (537.131398 sec): 3 clusters Score: Raw -714721.736563 + Penalty 3004.509682 = -711717.226880 nChanged 121 SP:Iteration 16Q (537.169725 sec): 3 clusters Score: Raw -714800.016165 + Penalty 3004.509682 = -711795.506483 nChanged 96 SP:Iteration 17Q (537.197521 sec): 3 clusters Score: Raw -714863.840964 + Penalty 3004.509682 = -711859.331282 nChanged 86 SP:Iteration 18Q (537.225121 sec): 3 clusters Score: Raw -714905.883908 + Penalty 3004.509682 = -711901.374226 nChanged 60 SP:Iteration 19Q (537.258853 sec): 3 clusters Score: Raw -714939.773580 + Penalty 3004.509682 = -711935.263898 nChanged 78 SP:Iteration 20F (537.288927 sec): 3 clusters Score: Raw -714978.638769 + Penalty 3004.509682 = -711974.129087 nChanged 65 SP:Iteration 21Q (537.315971 sec): 3 clusters Score: Raw -715018.738464 + Penalty 3004.509682 = -712014.228782 nChanged 68 SP:Iteration 22Q (537.344416 sec): 3 clusters Score: Raw -715057.688677 + Penalty 3004.509682 = -712053.178995 nChanged 67 SP:Iteration 23Q (537.371136 sec): 3 clusters Score: Raw -715104.393118 + Penalty 3004.509682 = -712099.883436 nChanged 79 SP:Iteration 24Q (537.397859 sec): 3 clusters Score: Raw -715151.634864 + Penalty 3004.509682 = -712147.125182 nChanged 71 SP:Iteration 25Q (537.424311 sec): 3 clusters Score: Raw -715194.929414 + Penalty 3004.509682 = -712190.419732 nChanged 64 SP:Iteration 26Q (537.450755 sec): 3 clusters Score: Raw -715235.041959 + Penalty 3004.509682 = -712230.532277 nChanged 56 SP:Iteration 27Q (537.477229 sec): 3 clusters Score: Raw -715264.408284 + Penalty 3004.509682 = -712259.898602 nChanged 53 SP:Iteration 28Q (537.503561 sec): 3 clusters Score: Raw -715281.663587 + Penalty 3004.509682 = -712277.153905 nChanged 42 SP:Iteration 29Q (537.529696 sec): 3 clusters Score: Raw -715293.034293 + Penalty 3004.509682 = -712288.524611 nChanged 33 SP:Iteration 30Q (537.555875 sec): 3 clusters Score: Raw -715303.386722 + Penalty 3004.509682 = -712298.877040 nChanged 26 SP:Iteration 31Q (537.581977 sec): 3 clusters Score: Raw -715312.406808 + Penalty 3004.509682 = -712307.897126 nChanged 25 SP:Iteration 32Q (537.608153 sec): 3 clusters Score: Raw -715318.313073 + Penalty 3004.509682 = -712313.803391 nChanged 13 SP:Iteration 33Q (537.634345 sec): 3 clusters Score: Raw -715320.236580 + Penalty 3004.509682 = -712315.726898 nChanged 7 SP:Iteration 34Q (537.660538 sec): 3 clusters Score: Raw -715321.134168 + Penalty 3004.509682 = -712316.624485 nChanged 3 SP:Iteration 35Q (537.686664 sec): 3 clusters Score: Raw -715321.842263 + Penalty 3004.509682 = -712317.332581 nChanged 2 SP:Iteration 36Q (537.712891 sec): 3 clusters Score: Raw -715322.124761 + Penalty 3004.509682 = -712317.615079 nChanged 1 SP:Iteration 37Q (537.738935 sec): 3 clusters Score: Raw -715322.430897 + Penalty 3004.509682 = -712317.921215 nChanged 2 SP:Iteration 38Q (537.764944 sec): 3 clusters Score: Raw -715323.464630 + Penalty 3004.509682 = -712318.954948 nChanged 4 SP:Iteration 39Q (537.790921 sec): 3 clusters Score: Raw -715324.627339 + Penalty 3004.509682 = -712320.117657 nChanged 6 SP:Iteration 40F (537.821047 sec): 3 clusters Score: Raw -715326.077557 + Penalty 3004.509682 = -712321.567875 nChanged 3 SP:Iteration 41Q (537.847306 sec): 3 clusters Score: Raw -715326.446399 + Penalty 3004.509682 = -712321.936717 nChanged 0 SP:Iteration 42F (537.877425 sec): 3 clusters Score: Raw -715326.446399 + Penalty 3004.509682 = -712321.936717 nChanged 0 Trying to split cluster 26 (2573 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (537.892966 sec): 2 clusters Score: Raw -173971.954206 + Penalty 1276.084519 = -172695.869687 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (537.906518 sec): 3 clusters Score: Raw -172805.643594 + Penalty 2552.169039 = -170253.474555 nChanged 973 SP:Iteration 1F (537.919128 sec): 3 clusters Score: Raw -173429.522525 + Penalty 2552.169039 = -170877.353486 nChanged 196 SP:Iteration 2F (537.931763 sec): 3 clusters Score: Raw -173546.140100 + Penalty 2552.169039 = -170993.971061 nChanged 115 SP:Iteration 3Q (537.944516 sec): 3 clusters Score: Raw -173616.241736 + Penalty 2552.169039 = -171064.072697 nChanged 75 SP:Iteration 4Q (537.957283 sec): 3 clusters Score: Raw -173653.412542 + Penalty 2552.169039 = -171101.243503 nChanged 67 SP:Iteration 5Q (537.969999 sec): 3 clusters Score: Raw -173688.413350 + Penalty 2552.169039 = -171136.244311 nChanged 67 SP:Iteration 6Q (537.982718 sec): 3 clusters Score: Raw -173719.616643 + Penalty 2552.169039 = -171167.447604 nChanged 67 SP:Iteration 7Q (537.995343 sec): 3 clusters Score: Raw -173764.888022 + Penalty 2552.169039 = -171212.718983 nChanged 65 SP:Iteration 8Q (538.008016 sec): 3 clusters Score: Raw -173803.664098 + Penalty 2552.169039 = -171251.495059 nChanged 65 SP:Iteration 9Q (538.020641 sec): 3 clusters Score: Raw -173846.283884 + Penalty 2552.169039 = -171294.114845 nChanged 61 SP:Iteration 10Q (538.033323 sec): 3 clusters Score: Raw -173882.607758 + Penalty 2552.169039 = -171330.438719 nChanged 59 SP:Iteration 11Q (538.045872 sec): 3 clusters Score: Raw -173923.381912 + Penalty 2552.169039 = -171371.212873 nChanged 54 SP:Iteration 12Q (538.058487 sec): 3 clusters Score: Raw -173961.365674 + Penalty 2552.169039 = -171409.196635 nChanged 45 SP:Iteration 13Q (538.071070 sec): 3 clusters Score: Raw -173995.418607 + Penalty 2552.169039 = -171443.249568 nChanged 50 SP:Iteration 14Q (538.083627 sec): 3 clusters Score: Raw -174031.180789 + Penalty 2552.169039 = -171479.011750 nChanged 42 SP:Iteration 15Q (538.096179 sec): 3 clusters Score: Raw -174062.656279 + Penalty 2552.169039 = -171510.487240 nChanged 38 SP:Iteration 16Q (538.108722 sec): 3 clusters Score: Raw -174086.991416 + Penalty 2552.169039 = -171534.822377 nChanged 24 SP:Iteration 17Q (538.121257 sec): 3 clusters Score: Raw -174102.148072 + Penalty 2552.169039 = -171549.979033 nChanged 21 SP:Iteration 18Q (538.133757 sec): 3 clusters Score: Raw -174111.563823 + Penalty 2552.169039 = -171559.394784 nChanged 14 SP:Iteration 19Q (538.146241 sec): 3 clusters Score: Raw -174121.687479 + Penalty 2552.169039 = -171569.518440 nChanged 18 SP:Iteration 20F (538.158902 sec): 3 clusters Score: Raw -174133.533247 + Penalty 2552.169039 = -171581.364208 nChanged 14 SP:Iteration 21Q (538.171327 sec): 3 clusters Score: Raw -174143.833276 + Penalty 2552.169039 = -171591.664237 nChanged 10 SP:Iteration 22Q (538.183729 sec): 3 clusters Score: Raw -174152.596356 + Penalty 2552.169039 = -171600.427317 nChanged 14 SP:Iteration 23Q (538.196174 sec): 3 clusters Score: Raw -174160.162359 + Penalty 2552.169039 = -171607.993320 nChanged 12 SP:Iteration 24Q (538.208423 sec): 3 clusters Score: Raw -174165.746468 + Penalty 2552.169039 = -171613.577429 nChanged 6 SP:Iteration 25Q (538.220768 sec): 3 clusters Score: Raw -174167.495546 + Penalty 2552.169039 = -171615.326507 nChanged 3 SP:Iteration 26Q (538.233105 sec): 3 clusters Score: Raw -174168.329238 + Penalty 2552.169039 = -171616.160199 nChanged 3 SP:Iteration 27Q (538.245477 sec): 3 clusters Score: Raw -174169.437598 + Penalty 2552.169039 = -171617.268559 nChanged 1 SP:Iteration 28Q (538.257817 sec): 3 clusters Score: Raw -174169.671354 + Penalty 2552.169039 = -171617.502315 nChanged 0 SP:Iteration 29F (538.270436 sec): 3 clusters Score: Raw -174169.671354 + Penalty 2552.169039 = -171617.502315 nChanged 0 Trying to split cluster 27 (8401 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (538.293711 sec): 2 clusters Score: Raw -545576.206459 + Penalty 1468.367229 = -544107.839230 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (538.320279 sec): 3 clusters Score: Raw -540931.798026 + Penalty 2936.734458 = -537995.063567 nChanged 3584 SP:Iteration 1F (538.345983 sec): 3 clusters Score: Raw -543013.366635 + Penalty 2936.734458 = -540076.632177 nChanged 561 SP:Iteration 2F (538.371553 sec): 3 clusters Score: Raw -543302.847402 + Penalty 2936.734458 = -540366.112944 nChanged 475 SP:Iteration 3F (538.397275 sec): 3 clusters Score: Raw -543563.066523 + Penalty 2936.734458 = -540626.332065 nChanged 428 SP:Iteration 4F (538.422883 sec): 3 clusters Score: Raw -543821.477068 + Penalty 2936.734458 = -540884.742610 nChanged 425 SP:Iteration 5F (538.448505 sec): 3 clusters Score: Raw -544106.980165 + Penalty 2936.734458 = -541170.245707 nChanged 406 SP:Iteration 6Q (538.474290 sec): 3 clusters Score: Raw -544367.865747 + Penalty 2936.734458 = -541431.131289 nChanged 397 SP:Iteration 7Q (538.499936 sec): 3 clusters Score: Raw -544586.835903 + Penalty 2936.734458 = -541650.101445 nChanged 339 SP:Iteration 8Q (538.525267 sec): 3 clusters Score: Raw -544764.546324 + Penalty 2936.734458 = -541827.811865 nChanged 283 SP:Iteration 9Q (538.550685 sec): 3 clusters Score: Raw -544916.308296 + Penalty 2936.734458 = -541979.573837 nChanged 271 SP:Iteration 10Q (538.576510 sec): 3 clusters Score: Raw -545052.697894 + Penalty 2936.734458 = -542115.963436 nChanged 246 SP:Iteration 11Q (538.601900 sec): 3 clusters Score: Raw -545177.750053 + Penalty 2936.734458 = -542241.015595 nChanged 229 SP:Iteration 12Q (538.627288 sec): 3 clusters Score: Raw -545298.744063 + Penalty 2936.734458 = -542362.009605 nChanged 176 SP:Iteration 13Q (538.652718 sec): 3 clusters Score: Raw -545392.845934 + Penalty 2936.734458 = -542456.111476 nChanged 154 SP:Iteration 14Q (538.678175 sec): 3 clusters Score: Raw -545478.489484 + Penalty 2936.734458 = -542541.755026 nChanged 151 SP:Iteration 15Q (538.703566 sec): 3 clusters Score: Raw -545556.377771 + Penalty 2936.734458 = -542619.643312 nChanged 107 SP:Iteration 16Q (538.729005 sec): 3 clusters Score: Raw -545598.347566 + Penalty 2936.734458 = -542661.613108 nChanged 77 SP:Iteration 17Q (538.754400 sec): 3 clusters Score: Raw -545628.919779 + Penalty 2936.734458 = -542692.185321 nChanged 74 SP:Iteration 18Q (538.779649 sec): 3 clusters Score: Raw -545654.136312 + Penalty 2936.734458 = -542717.401854 nChanged 63 SP:Iteration 19Q (538.805111 sec): 3 clusters Score: Raw -545673.411313 + Penalty 2936.734458 = -542736.676855 nChanged 59 SP:Iteration 20F (538.830792 sec): 3 clusters Score: Raw -545688.585752 + Penalty 2936.734458 = -542751.851294 nChanged 50 SP:Iteration 21Q (538.856199 sec): 3 clusters Score: Raw -545699.608538 + Penalty 2936.734458 = -542762.874080 nChanged 36 SP:Iteration 22Q (538.881632 sec): 3 clusters Score: Raw -545706.278304 + Penalty 2936.734458 = -542769.543845 nChanged 25 SP:Iteration 23Q (538.907212 sec): 3 clusters Score: Raw -545710.210727 + Penalty 2936.734458 = -542773.476269 nChanged 19 SP:Iteration 24Q (538.932675 sec): 3 clusters Score: Raw -545713.562336 + Penalty 2936.734458 = -542776.827878 nChanged 27 SP:Iteration 25Q (538.964234 sec): 3 clusters Score: Raw -545718.821867 + Penalty 2936.734458 = -542782.087408 nChanged 22 SP:Iteration 26Q (539.010423 sec): 3 clusters Score: Raw -545723.397021 + Penalty 2936.734458 = -542786.662563 nChanged 20 SP:Iteration 27Q (539.035676 sec): 3 clusters Score: Raw -545729.435322 + Penalty 2936.734458 = -542792.700863 nChanged 21 SP:Iteration 28Q (539.060917 sec): 3 clusters Score: Raw -545733.726709 + Penalty 2936.734458 = -542796.992251 nChanged 25 SP:Iteration 29Q (539.086212 sec): 3 clusters Score: Raw -545739.152924 + Penalty 2936.734458 = -542802.418465 nChanged 24 SP:Iteration 30Q (539.111449 sec): 3 clusters Score: Raw -545744.732899 + Penalty 2936.734458 = -542807.998441 nChanged 28 SP:Iteration 31Q (539.136718 sec): 3 clusters Score: Raw -545751.327757 + Penalty 2936.734458 = -542814.593299 nChanged 28 SP:Iteration 32Q (539.162066 sec): 3 clusters Score: Raw -545759.325948 + Penalty 2936.734458 = -542822.591489 nChanged 35 SP:Iteration 33Q (539.187246 sec): 3 clusters Score: Raw -545769.016250 + Penalty 2936.734458 = -542832.281792 nChanged 36 SP:Iteration 34Q (539.212454 sec): 3 clusters Score: Raw -545779.480197 + Penalty 2936.734458 = -542842.745738 nChanged 37 SP:Iteration 35Q (539.237825 sec): 3 clusters Score: Raw -545791.876482 + Penalty 2936.734458 = -542855.142024 nChanged 36 SP:Iteration 36Q (539.263209 sec): 3 clusters Score: Raw -545805.387335 + Penalty 2936.734458 = -542868.652877 nChanged 34 SP:Iteration 37Q (539.288416 sec): 3 clusters Score: Raw -545815.401809 + Penalty 2936.734458 = -542878.667350 nChanged 36 SP:Iteration 38Q (539.313458 sec): 3 clusters Score: Raw -545826.083266 + Penalty 2936.734458 = -542889.348808 nChanged 44 SP:Iteration 39Q (539.338777 sec): 3 clusters Score: Raw -545841.363072 + Penalty 2936.734458 = -542904.628613 nChanged 45 SP:Iteration 40F (539.364543 sec): 3 clusters Score: Raw -545858.081075 + Penalty 2936.734458 = -542921.346617 nChanged 43 SP:Iteration 41Q (539.389512 sec): 3 clusters Score: Raw -545876.860782 + Penalty 2936.734458 = -542940.126323 nChanged 44 SP:Iteration 42Q (539.414415 sec): 3 clusters Score: Raw -545895.761719 + Penalty 2936.734458 = -542959.027261 nChanged 38 SP:Iteration 43Q (539.439319 sec): 3 clusters Score: Raw -545916.831275 + Penalty 2936.734458 = -542980.096817 nChanged 42 SP:Iteration 44Q (539.464136 sec): 3 clusters Score: Raw -545940.740737 + Penalty 2936.734458 = -543004.006279 nChanged 41 SP:Iteration 45Q (539.488898 sec): 3 clusters Score: Raw -545970.455934 + Penalty 2936.734458 = -543033.721476 nChanged 44 SP:Iteration 46Q (539.513551 sec): 3 clusters Score: Raw -546005.945258 + Penalty 2936.734458 = -543069.210799 nChanged 49 SP:Iteration 47Q (539.538193 sec): 3 clusters Score: Raw -546032.631131 + Penalty 2936.734458 = -543095.896673 nChanged 43 SP:Iteration 48Q (539.562472 sec): 3 clusters Score: Raw -546052.867428 + Penalty 2936.734458 = -543116.132970 nChanged 44 SP:Iteration 49Q (539.586627 sec): 3 clusters Score: Raw -546072.623181 + Penalty 2936.734458 = -543135.888723 nChanged 40 SP:Iteration 50Q (539.610706 sec): 3 clusters Score: Raw -546090.287703 + Penalty 2936.734458 = -543153.553244 nChanged 28 SP:Iteration 51Q (539.634727 sec): 3 clusters Score: Raw -546103.432161 + Penalty 2936.734458 = -543166.697703 nChanged 33 SP:Iteration 52Q (539.658943 sec): 3 clusters Score: Raw -546115.031430 + Penalty 2936.734458 = -543178.296972 nChanged 26 SP:Iteration 53Q (539.682876 sec): 3 clusters Score: Raw -546123.718854 + Penalty 2936.734458 = -543186.984396 nChanged 23 SP:Iteration 54Q (539.706646 sec): 3 clusters Score: Raw -546131.752931 + Penalty 2936.734458 = -543195.018473 nChanged 15 SP:Iteration 55Q (539.730782 sec): 3 clusters Score: Raw -546135.097924 + Penalty 2936.734458 = -543198.363466 nChanged 10 SP:Iteration 56Q (539.754552 sec): 3 clusters Score: Raw -546139.285394 + Penalty 2936.734458 = -543202.550936 nChanged 14 SP:Iteration 57Q (539.778284 sec): 3 clusters Score: Raw -546144.999198 + Penalty 2936.734458 = -543208.264739 nChanged 16 SP:Iteration 58Q (539.802120 sec): 3 clusters Score: Raw -546149.617665 + Penalty 2936.734458 = -543212.883207 nChanged 12 SP:Iteration 59Q (539.826208 sec): 3 clusters Score: Raw -546151.421993 + Penalty 2936.734458 = -543214.687535 nChanged 3 SP:Iteration 60F (539.851818 sec): 3 clusters Score: Raw -546151.839747 + Penalty 2936.734458 = -543215.105289 nChanged 2 SP:Iteration 61Q (539.875617 sec): 3 clusters Score: Raw -546152.626230 + Penalty 2936.734458 = -543215.891772 nChanged 5 SP:Iteration 62Q (539.899424 sec): 3 clusters Score: Raw -546153.967121 + Penalty 2936.734458 = -543217.232663 nChanged 6 SP:Iteration 63Q (539.923201 sec): 3 clusters Score: Raw -546155.232854 + Penalty 2936.734458 = -543218.498396 nChanged 4 SP:Iteration 64Q (539.947223 sec): 3 clusters Score: Raw -546155.732843 + Penalty 2936.734458 = -543218.998385 nChanged 4 SP:Iteration 65Q (539.970994 sec): 3 clusters Score: Raw -546156.726325 + Penalty 2936.734458 = -543219.991866 nChanged 4 SP:Iteration 66Q (539.994800 sec): 3 clusters Score: Raw -546157.396172 + Penalty 2936.734458 = -543220.661714 nChanged 2 SP:Iteration 67Q (540.018641 sec): 3 clusters Score: Raw -546158.034037 + Penalty 2936.734458 = -543221.299579 nChanged 2 SP:Iteration 68Q (540.042383 sec): 3 clusters Score: Raw -546158.551809 + Penalty 2936.734458 = -543221.817351 nChanged 4 SP:Iteration 69Q (540.066144 sec): 3 clusters Score: Raw -546159.612048 + Penalty 2936.734458 = -543222.877590 nChanged 6 SP:Iteration 70Q (540.089721 sec): 3 clusters Score: Raw -546160.809926 + Penalty 2936.734458 = -543224.075467 nChanged 7 SP:Iteration 71Q (540.113359 sec): 3 clusters Score: Raw -546162.201413 + Penalty 2936.734458 = -543225.466955 nChanged 4 SP:Iteration 72Q (540.137068 sec): 3 clusters Score: Raw -546162.849769 + Penalty 2936.734458 = -543226.115311 nChanged 3 SP:Iteration 73Q (540.160817 sec): 3 clusters Score: Raw -546163.393600 + Penalty 2936.734458 = -543226.659142 nChanged 1 SP:Iteration 74Q (540.184626 sec): 3 clusters Score: Raw -546163.482352 + Penalty 2936.734458 = -543226.747894 nChanged 1 SP:Iteration 75Q (540.208303 sec): 3 clusters Score: Raw -546163.579239 + Penalty 2936.734458 = -543226.844781 nChanged 1 SP:Iteration 76Q (540.232027 sec): 3 clusters Score: Raw -546163.702530 + Penalty 2936.734458 = -543226.968072 nChanged 0 SP:Iteration 77F (540.257838 sec): 3 clusters Score: Raw -546163.702530 + Penalty 2936.734458 = -543226.968072 nChanged 0 Trying to split cluster 28 (6676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.278529 sec): 2 clusters Score: Raw -454122.724548 + Penalty 1431.019571 = -452691.704977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.303221 sec): 3 clusters Score: Raw -450620.018361 + Penalty 2862.039143 = -447757.979218 nChanged 2702 SP:Iteration 1F (540.327474 sec): 3 clusters Score: Raw -452099.615730 + Penalty 2862.039143 = -449237.576587 nChanged 431 SP:Iteration 2F (540.351723 sec): 3 clusters Score: Raw -452317.122511 + Penalty 2862.039143 = -449455.083369 nChanged 349 SP:Iteration 3F (540.375845 sec): 3 clusters Score: Raw -452477.356457 + Penalty 2862.039143 = -449615.317315 nChanged 292 SP:Iteration 4Q (540.399907 sec): 3 clusters Score: Raw -452627.796194 + Penalty 2862.039143 = -449765.757051 nChanged 292 SP:Iteration 5Q (540.423998 sec): 3 clusters Score: Raw -452785.115840 + Penalty 2862.039143 = -449923.076697 nChanged 292 SP:Iteration 6Q (540.448028 sec): 3 clusters Score: Raw -452958.608140 + Penalty 2862.039143 = -450096.568998 nChanged 302 SP:Iteration 7Q (540.472152 sec): 3 clusters Score: Raw -453162.621776 + Penalty 2862.039143 = -450300.582634 nChanged 317 SP:Iteration 8Q (540.496080 sec): 3 clusters Score: Raw -453376.418843 + Penalty 2862.039143 = -450514.379700 nChanged 278 SP:Iteration 9Q (540.520164 sec): 3 clusters Score: Raw -453579.878075 + Penalty 2862.039143 = -450717.838932 nChanged 242 SP:Iteration 10Q (540.544137 sec): 3 clusters Score: Raw -453766.780131 + Penalty 2862.039143 = -450904.740988 nChanged 191 SP:Iteration 11Q (540.567929 sec): 3 clusters Score: Raw -453914.969778 + Penalty 2862.039143 = -451052.930636 nChanged 126 SP:Iteration 12Q (540.591523 sec): 3 clusters Score: Raw -454024.436140 + Penalty 2862.039143 = -451162.396997 nChanged 103 SP:Iteration 13Q (540.615978 sec): 3 clusters Score: Raw -454115.157684 + Penalty 2862.039143 = -451253.118542 nChanged 71 SP:Iteration 14Q (540.638643 sec): 3 clusters Score: Raw -454178.478442 + Penalty 2862.039143 = -451316.439299 nChanged 37 SP:Iteration 15Q (540.661070 sec): 3 clusters Score: Raw -454210.501044 + Penalty 2862.039143 = -451348.461902 nChanged 28 SP:Iteration 16Q (540.693333 sec): 3 clusters Score: Raw -454234.467311 + Penalty 2862.039143 = -451372.428168 nChanged 19 SP:Iteration 17Q (540.715306 sec): 3 clusters Score: Raw -454258.385867 + Penalty 2862.039143 = -451396.346725 nChanged 16 SP:Iteration 18Q (540.737215 sec): 3 clusters Score: Raw -454278.774389 + Penalty 2862.039143 = -451416.735246 nChanged 11 SP:Iteration 19Q (540.758918 sec): 3 clusters Score: Raw -454292.904903 + Penalty 2862.039143 = -451430.865760 nChanged 8 SP:Iteration 20F (540.783137 sec): 3 clusters Score: Raw -454306.461014 + Penalty 2862.039143 = -451444.421872 nChanged 9 SP:Iteration 21Q (540.804932 sec): 3 clusters Score: Raw -454318.245554 + Penalty 2862.039143 = -451456.206411 nChanged 8 SP:Iteration 22Q (540.826493 sec): 3 clusters Score: Raw -454326.347224 + Penalty 2862.039143 = -451464.308081 nChanged 3 SP:Iteration 23Q (540.847995 sec): 3 clusters Score: Raw -454328.641452 + Penalty 2862.039143 = -451466.602309 nChanged 3 SP:Iteration 24Q (540.869546 sec): 3 clusters Score: Raw -454332.994061 + Penalty 2862.039143 = -451470.954918 nChanged 5 SP:Iteration 25Q (540.890971 sec): 3 clusters Score: Raw -454338.574785 + Penalty 2862.039143 = -451476.535642 nChanged 4 SP:Iteration 26Q (540.912440 sec): 3 clusters Score: Raw -454343.796880 + Penalty 2862.039143 = -451481.757737 nChanged 2 SP:Iteration 27Q (540.933841 sec): 3 clusters Score: Raw -454345.338355 + Penalty 2862.039143 = -451483.299213 nChanged 0 SP:Iteration 28F (540.957925 sec): 3 clusters Score: Raw -454345.338355 + Penalty 2862.039143 = -451483.299213 nChanged 0 Trying to split cluster 29 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (540.972712 sec): 2 clusters Score: Raw -107783.384869 + Penalty 1201.205130 = -106582.179739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (540.981492 sec): 3 clusters Score: Raw -107119.830880 + Penalty 2402.410259 = -104717.420621 nChanged 550 SP:Iteration 1F (540.989577 sec): 3 clusters Score: Raw -107468.913430 + Penalty 2402.410259 = -105066.503170 nChanged 113 SP:Iteration 2F (540.997707 sec): 3 clusters Score: Raw -107561.065286 + Penalty 2402.410259 = -105158.655027 nChanged 74 SP:Iteration 3Q (541.005803 sec): 3 clusters Score: Raw -107613.695399 + Penalty 2402.410259 = -105211.285140 nChanged 45 SP:Iteration 4Q (541.013728 sec): 3 clusters Score: Raw -107641.597484 + Penalty 2402.410259 = -105239.187225 nChanged 40 SP:Iteration 5Q (541.021823 sec): 3 clusters Score: Raw -107668.522852 + Penalty 2402.410259 = -105266.112593 nChanged 23 SP:Iteration 6Q (541.029960 sec): 3 clusters Score: Raw -107685.734641 + Penalty 2402.410259 = -105283.324382 nChanged 20 SP:Iteration 7Q (541.038035 sec): 3 clusters Score: Raw -107696.022261 + Penalty 2402.410259 = -105293.612001 nChanged 11 SP:Iteration 8Q (541.046214 sec): 3 clusters Score: Raw -107701.876742 + Penalty 2402.410259 = -105299.466483 nChanged 12 SP:Iteration 9Q (541.054342 sec): 3 clusters Score: Raw -107708.694386 + Penalty 2402.410259 = -105306.284127 nChanged 10 SP:Iteration 10Q (541.062467 sec): 3 clusters Score: Raw -107713.178530 + Penalty 2402.410259 = -105310.768270 nChanged 9 SP:Iteration 11Q (541.070590 sec): 3 clusters Score: Raw -107718.180757 + Penalty 2402.410259 = -105315.770497 nChanged 7 SP:Iteration 12Q (541.078691 sec): 3 clusters Score: Raw -107720.591398 + Penalty 2402.410259 = -105318.181139 nChanged 4 SP:Iteration 13Q (541.086819 sec): 3 clusters Score: Raw -107722.951454 + Penalty 2402.410259 = -105320.541194 nChanged 4 SP:Iteration 14Q (541.094860 sec): 3 clusters Score: Raw -107724.715973 + Penalty 2402.410259 = -105322.305713 nChanged 4 SP:Iteration 15Q (541.115251 sec): 3 clusters Score: Raw -107727.704789 + Penalty 2402.410259 = -105325.294529 nChanged 7 SP:Iteration 16Q (541.156825 sec): 3 clusters Score: Raw -107731.365652 + Penalty 2402.410259 = -105328.955392 nChanged 6 SP:Iteration 17Q (541.199413 sec): 3 clusters Score: Raw -107735.611248 + Penalty 2402.410259 = -105333.200989 nChanged 3 SP:Iteration 18Q (541.234498 sec): 3 clusters Score: Raw -107736.688311 + Penalty 2402.410259 = -105334.278051 nChanged 3 SP:Iteration 19Q (541.278083 sec): 3 clusters Score: Raw -107737.363961 + Penalty 2402.410259 = -105334.953702 nChanged 0 SP:Iteration 20F (541.290388 sec): 3 clusters Score: Raw -107737.363961 + Penalty 2402.410259 = -105334.953702 nChanged 0 Trying to split cluster 30 (505 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (541.298627 sec): 2 clusters Score: Raw -23225.274034 + Penalty 1011.490745 = -22213.783289 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (541.301884 sec): 3 clusters Score: Raw -23216.499852 + Penalty 2022.981490 = -21193.518362 nChanged 129 SP:Iteration 1F (541.304924 sec): 3 clusters Score: Raw -23467.270197 + Penalty 2022.981490 = -21444.288707 nChanged 39 SP:Iteration 2F (541.307965 sec): 3 clusters Score: Raw -23565.492351 + Penalty 2022.981490 = -21542.510862 nChanged 19 SP:Iteration 3Q (541.310902 sec): 3 clusters Score: Raw -23622.654140 + Penalty 2022.981490 = -21599.672651 nChanged 8 SP:Iteration 4Q (541.313806 sec): 3 clusters Score: Raw -23637.479749 + Penalty 2022.981490 = -21614.498259 nChanged 3 SP:Iteration 5Q (541.316718 sec): 3 clusters Score: Raw -23642.282817 + Penalty 2022.981490 = -21619.301328 nChanged 1 SP:Iteration 6Q (541.319611 sec): 3 clusters Score: Raw -23644.212141 + Penalty 2022.981490 = -21621.230651 nChanged 0 SP:Iteration 7F (541.322666 sec): 3 clusters Score: Raw -23644.212141 + Penalty 2022.981490 = -21621.230651 nChanged 0 Iteration 99Q (544.143947 sec): 31 clusters Score: Raw -22935444.042249 + Penalty 62323.092742 = -22873120.949508 nChanged 177 Iteration 100F (550.380398 sec): 31 clusters Score: Raw -22935458.443341 + Penalty 62323.092742 = -22873135.350599 nChanged 159 Iteration 101Q (553.305806 sec): 31 clusters Score: Raw -22935471.092478 + Penalty 62323.092742 = -22873147.999736 nChanged 147 Iteration 102Q (556.235652 sec): 31 clusters Score: Raw -22935484.171924 + Penalty 62323.092742 = -22873161.079182 nChanged 165 Iteration 103Q (559.119343 sec): 31 clusters Score: Raw -22935498.512254 + Penalty 62323.092742 = -22873175.419512 nChanged 180 Iteration 104Q (562.063024 sec): 31 clusters Score: Raw -22935514.948533 + Penalty 62323.092742 = -22873191.855791 nChanged 182 Iteration 105Q (564.957126 sec): 31 clusters Score: Raw -22935530.441750 + Penalty 62323.092742 = -22873207.349008 nChanged 168 Iteration 106Q (567.843249 sec): 31 clusters Score: Raw -22935547.117734 + Penalty 62323.092742 = -22873224.024992 nChanged 171 Iteration 107Q (570.767525 sec): 31 clusters Score: Raw -22935565.745675 + Penalty 62323.092742 = -22873242.652934 nChanged 170 Iteration 108Q (573.802080 sec): 31 clusters Score: Raw -22935585.043147 + Penalty 62323.092742 = -22873261.950405 nChanged 160 Iteration 109Q (576.715309 sec): 31 clusters Score: Raw -22935602.721597 + Penalty 62323.092742 = -22873279.628856 nChanged 169 Iteration 110Q (579.613020 sec): 31 clusters Score: Raw -22935617.125337 + Penalty 62323.092742 = -22873294.032595 nChanged 157 Iteration 111Q (582.544935 sec): 31 clusters Score: Raw -22935628.043130 + Penalty 62323.092742 = -22873304.950388 nChanged 115 Iteration 112Q (585.458310 sec): 31 clusters Score: Raw -22935636.405013 + Penalty 62323.092742 = -22873313.312271 nChanged 97 Iteration 113Q (588.370140 sec): 31 clusters Score: Raw -22935643.643483 + Penalty 62323.092742 = -22873320.550741 nChanged 98 Iteration 114Q (591.344855 sec): 31 clusters Score: Raw -22935651.522858 + Penalty 62323.092742 = -22873328.430117 nChanged 117 Iteration 115Q (594.231510 sec): 31 clusters Score: Raw -22935661.203719 + Penalty 62323.092742 = -22873338.110977 nChanged 113 Iteration 116Q (597.143340 sec): 31 clusters Score: Raw -22935672.115827 + Penalty 62323.092742 = -22873349.023085 nChanged 110 Iteration 117Q (600.046249 sec): 31 clusters Score: Raw -22935682.933428 + Penalty 62323.092742 = -22873359.840686 nChanged 99 Iteration 118Q (602.955262 sec): 31 clusters Score: Raw -22935691.791842 + Penalty 62323.092742 = -22873368.699100 nChanged 84 Iteration 119Q (605.847500 sec): 31 clusters Score: Raw -22935699.357568 + Penalty 62323.092742 = -22873376.264826 nChanged 91 Iteration 120F (612.042529 sec): 31 clusters Score: Raw -22935706.258401 + Penalty 62323.092742 = -22873383.165659 nChanged 94 Iteration 121Q (614.956639 sec): 31 clusters Score: Raw -22935714.579433 + Penalty 62323.092742 = -22873391.486691 nChanged 86 Iteration 122Q (617.840996 sec): 31 clusters Score: Raw -22935720.628949 + Penalty 62323.092742 = -22873397.536208 nChanged 77 Iteration 123Q (620.778069 sec): 31 clusters Score: Raw -22935725.951721 + Penalty 62323.092742 = -22873402.858979 nChanged 69 Iteration 124Q (624.133429 sec): 31 clusters Score: Raw -22935731.448634 + Penalty 62323.092742 = -22873408.355893 nChanged 51 Iteration 125Q (627.534475 sec): 31 clusters Score: Raw -22935734.450485 + Penalty 62323.092742 = -22873411.357743 nChanged 62 Iteration 126Q (630.834221 sec): 31 clusters Score: Raw -22935738.347542 + Penalty 62323.092742 = -22873415.254800 nChanged 52 Iteration 127Q (634.235022 sec): 31 clusters Score: Raw -22935742.336133 + Penalty 62323.092742 = -22873419.243391 nChanged 64 Iteration 128Q (637.301700 sec): 31 clusters Score: Raw -22935746.475590 + Penalty 62323.092742 = -22873423.382849 nChanged 57 Iteration 129Q (640.201051 sec): 31 clusters Score: Raw -22935751.022846 + Penalty 62323.092742 = -22873427.930104 nChanged 57 Iteration 130Q (643.135043 sec): 31 clusters Score: Raw -22935755.872846 + Penalty 62323.092742 = -22873432.780104 nChanged 62 Iteration 131Q (646.026707 sec): 31 clusters Score: Raw -22935761.681202 + Penalty 62323.092742 = -22873438.588461 nChanged 78 Iteration 132Q (648.955540 sec): 31 clusters Score: Raw -22935766.509832 + Penalty 62323.092742 = -22873443.417090 nChanged 50 Iteration 133Q (651.855903 sec): 31 clusters Score: Raw -22935770.431674 + Penalty 62323.092742 = -22873447.338932 nChanged 53 Iteration 134Q (654.752770 sec): 31 clusters Score: Raw -22935773.675933 + Penalty 62323.092742 = -22873450.583192 nChanged 41 Iteration 135Q (657.662507 sec): 31 clusters Score: Raw -22935776.899370 + Penalty 62323.092742 = -22873453.806629 nChanged 48 Iteration 136Q (660.654919 sec): 31 clusters Score: Raw -22935779.890756 + Penalty 62323.092742 = -22873456.798015 nChanged 43 Iteration 137Q (663.613432 sec): 31 clusters Score: Raw -22935782.143365 + Penalty 62323.092742 = -22873459.050624 nChanged 40 Iteration 138Q (666.492779 sec): 31 clusters Score: Raw -22935785.496681 + Penalty 62323.092742 = -22873462.403940 nChanged 35 Writing temp clu file Because OldScore, -22873459.050624, is greater than current (better) Score,-22873462.403940 Compute initial score before splitting: Score: Raw -22935785.496681 + Penalty 62323.092742 = -22873462.403940 Trying to split cluster 1 (6595 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (666.580206 sec): 2 clusters Score: Raw -434804.222380 + Penalty 1429.035898 = -433375.186482 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (666.604584 sec): 3 clusters Score: Raw -431256.406847 + Penalty 2858.071796 = -428398.335051 nChanged 2690 SP:Iteration 1F (666.628255 sec): 3 clusters Score: Raw -432690.817188 + Penalty 2858.071796 = -429832.745392 nChanged 451 SP:Iteration 2F (666.651981 sec): 3 clusters Score: Raw -432927.232883 + Penalty 2858.071796 = -430069.161086 nChanged 362 SP:Iteration 3F (666.675787 sec): 3 clusters Score: Raw -433107.148406 + Penalty 2858.071796 = -430249.076610 nChanged 314 SP:Iteration 4Q (666.736592 sec): 3 clusters Score: Raw -433282.825159 + Penalty 2858.071796 = -430424.753363 nChanged 290 SP:Iteration 5Q (666.794813 sec): 3 clusters Score: Raw -433448.014272 + Penalty 2858.071796 = -430589.942476 nChanged 283 SP:Iteration 6Q (666.818297 sec): 3 clusters Score: Raw -433601.410719 + Penalty 2858.071796 = -430743.338923 nChanged 261 SP:Iteration 7Q (666.842079 sec): 3 clusters Score: Raw -433755.756349 + Penalty 2858.071796 = -430897.684553 nChanged 260 SP:Iteration 8Q (666.901594 sec): 3 clusters Score: Raw -433918.313142 + Penalty 2858.071796 = -431060.241346 nChanged 279 SP:Iteration 9Q (666.924455 sec): 3 clusters Score: Raw -434068.069648 + Penalty 2858.071796 = -431209.997852 nChanged 251 SP:Iteration 10Q (666.948011 sec): 3 clusters Score: Raw -434236.218279 + Penalty 2858.071796 = -431378.146483 nChanged 282 SP:Iteration 11Q (666.971599 sec): 3 clusters Score: Raw -434442.143546 + Penalty 2858.071796 = -431584.071750 nChanged 259 SP:Iteration 12Q (666.995180 sec): 3 clusters Score: Raw -434626.200810 + Penalty 2858.071796 = -431768.129014 nChanged 238 SP:Iteration 13Q (667.018750 sec): 3 clusters Score: Raw -434776.289459 + Penalty 2858.071796 = -431918.217663 nChanged 219 SP:Iteration 14Q (667.042492 sec): 3 clusters Score: Raw -434923.856051 + Penalty 2858.071796 = -432065.784254 nChanged 182 SP:Iteration 15Q (667.065984 sec): 3 clusters Score: Raw -435031.047046 + Penalty 2858.071796 = -432172.975250 nChanged 159 SP:Iteration 16Q (667.089372 sec): 3 clusters Score: Raw -435114.017460 + Penalty 2858.071796 = -432255.945664 nChanged 153 SP:Iteration 17Q (667.112921 sec): 3 clusters Score: Raw -435185.423046 + Penalty 2858.071796 = -432327.351250 nChanged 129 SP:Iteration 18Q (667.136125 sec): 3 clusters Score: Raw -435247.658949 + Penalty 2858.071796 = -432389.587153 nChanged 95 SP:Iteration 19Q (667.159461 sec): 3 clusters Score: Raw -435284.240742 + Penalty 2858.071796 = -432426.168946 nChanged 60 SP:Iteration 20F (667.183447 sec): 3 clusters Score: Raw -435304.003387 + Penalty 2858.071796 = -432445.931591 nChanged 52 SP:Iteration 21Q (667.206615 sec): 3 clusters Score: Raw -435320.792138 + Penalty 2858.071796 = -432462.720341 nChanged 57 SP:Iteration 22Q (667.229965 sec): 3 clusters Score: Raw -435341.375984 + Penalty 2858.071796 = -432483.304188 nChanged 63 SP:Iteration 23Q (667.253160 sec): 3 clusters Score: Raw -435363.852618 + Penalty 2858.071796 = -432505.780822 nChanged 54 SP:Iteration 24Q (667.276486 sec): 3 clusters Score: Raw -435381.569586 + Penalty 2858.071796 = -432523.497790 nChanged 38 SP:Iteration 25Q (667.299938 sec): 3 clusters Score: Raw -435392.426310 + Penalty 2858.071796 = -432534.354514 nChanged 40 SP:Iteration 26Q (667.323188 sec): 3 clusters Score: Raw -435404.923316 + Penalty 2858.071796 = -432546.851520 nChanged 32 SP:Iteration 27Q (667.346339 sec): 3 clusters Score: Raw -435414.001400 + Penalty 2858.071796 = -432555.929604 nChanged 22 SP:Iteration 28Q (667.369406 sec): 3 clusters Score: Raw -435418.967620 + Penalty 2858.071796 = -432560.895824 nChanged 16 SP:Iteration 29Q (667.392357 sec): 3 clusters Score: Raw -435421.414082 + Penalty 2858.071796 = -432563.342286 nChanged 13 SP:Iteration 30Q (667.415671 sec): 3 clusters Score: Raw -435423.173313 + Penalty 2858.071796 = -432565.101516 nChanged 5 SP:Iteration 31Q (667.438742 sec): 3 clusters Score: Raw -435424.211125 + Penalty 2858.071796 = -432566.139329 nChanged 4 SP:Iteration 32Q (667.461888 sec): 3 clusters Score: Raw -435424.751324 + Penalty 2858.071796 = -432566.679528 nChanged 5 SP:Iteration 33Q (667.484891 sec): 3 clusters Score: Raw -435425.308296 + Penalty 2858.071796 = -432567.236499 nChanged 3 SP:Iteration 34Q (667.508051 sec): 3 clusters Score: Raw -435425.602328 + Penalty 2858.071796 = -432567.530532 nChanged 2 SP:Iteration 35Q (667.531288 sec): 3 clusters Score: Raw -435425.993204 + Penalty 2858.071796 = -432567.921408 nChanged 5 SP:Iteration 36Q (667.554436 sec): 3 clusters Score: Raw -435426.753523 + Penalty 2858.071796 = -432568.681727 nChanged 5 SP:Iteration 37Q (667.577461 sec): 3 clusters Score: Raw -435427.330697 + Penalty 2858.071796 = -432569.258901 nChanged 2 SP:Iteration 38Q (667.600476 sec): 3 clusters Score: Raw -435427.815366 + Penalty 2858.071796 = -432569.743569 nChanged 2 SP:Iteration 39Q (667.623821 sec): 3 clusters Score: Raw -435427.968715 + Penalty 2858.071796 = -432569.896919 nChanged 1 SP:Iteration 40F (667.647669 sec): 3 clusters Score: Raw -435428.213269 + Penalty 2858.071796 = -432570.141473 nChanged 0 Trying to split cluster 2 (5545 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (667.666659 sec): 2 clusters Score: Raw -397615.036885 + Penalty 1400.855934 = -396214.180952 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (667.689159 sec): 3 clusters Score: Raw -394644.107324 + Penalty 2801.711867 = -391842.395457 nChanged 2297 SP:Iteration 1F (667.711281 sec): 3 clusters Score: Raw -395881.666418 + Penalty 2801.711867 = -393079.954550 nChanged 408 SP:Iteration 2F (667.733504 sec): 3 clusters Score: Raw -396121.561533 + Penalty 2801.711867 = -393319.849665 nChanged 326 SP:Iteration 3F (667.755762 sec): 3 clusters Score: Raw -396330.512203 + Penalty 2801.711867 = -393528.800336 nChanged 280 SP:Iteration 4F (667.777880 sec): 3 clusters Score: Raw -396470.629556 + Penalty 2801.711867 = -393668.917688 nChanged 208 SP:Iteration 5Q (667.800074 sec): 3 clusters Score: Raw -396582.271547 + Penalty 2801.711867 = -393780.559680 nChanged 203 SP:Iteration 6Q (667.822408 sec): 3 clusters Score: Raw -396701.776432 + Penalty 2801.711867 = -393900.064564 nChanged 192 SP:Iteration 7Q (667.844740 sec): 3 clusters Score: Raw -396820.012849 + Penalty 2801.711867 = -394018.300981 nChanged 187 SP:Iteration 8Q (667.866993 sec): 3 clusters Score: Raw -396935.471388 + Penalty 2801.711867 = -394133.759520 nChanged 187 SP:Iteration 9Q (667.889222 sec): 3 clusters Score: Raw -397058.494129 + Penalty 2801.711867 = -394256.782261 nChanged 170 SP:Iteration 10Q (667.911345 sec): 3 clusters Score: Raw -397166.322527 + Penalty 2801.711867 = -394364.610659 nChanged 157 SP:Iteration 11Q (667.933265 sec): 3 clusters Score: Raw -397263.150441 + Penalty 2801.711867 = -394461.438573 nChanged 131 SP:Iteration 12Q (667.955662 sec): 3 clusters Score: Raw -397342.289232 + Penalty 2801.711867 = -394540.577364 nChanged 118 SP:Iteration 13Q (667.977429 sec): 3 clusters Score: Raw -397417.305941 + Penalty 2801.711867 = -394615.594073 nChanged 104 SP:Iteration 14Q (667.998797 sec): 3 clusters Score: Raw -397484.624751 + Penalty 2801.711867 = -394682.912884 nChanged 86 SP:Iteration 15Q (668.020295 sec): 3 clusters Score: Raw -397534.802794 + Penalty 2801.711867 = -394733.090926 nChanged 74 SP:Iteration 16Q (668.041675 sec): 3 clusters Score: Raw -397584.144140 + Penalty 2801.711867 = -394782.432272 nChanged 65 SP:Iteration 17Q (668.062745 sec): 3 clusters Score: Raw -397621.067915 + Penalty 2801.711867 = -394819.356048 nChanged 45 SP:Iteration 18Q (668.083781 sec): 3 clusters Score: Raw -397648.012906 + Penalty 2801.711867 = -394846.301038 nChanged 41 SP:Iteration 19Q (668.104809 sec): 3 clusters Score: Raw -397670.616657 + Penalty 2801.711867 = -394868.904789 nChanged 32 SP:Iteration 20F (668.127265 sec): 3 clusters Score: Raw -397688.562673 + Penalty 2801.711867 = -394886.850806 nChanged 38 SP:Iteration 21Q (668.148040 sec): 3 clusters Score: Raw -397709.484514 + Penalty 2801.711867 = -394907.772647 nChanged 30 SP:Iteration 22Q (668.168770 sec): 3 clusters Score: Raw -397728.796761 + Penalty 2801.711867 = -394927.084893 nChanged 28 SP:Iteration 23Q (668.189232 sec): 3 clusters Score: Raw -397744.125653 + Penalty 2801.711867 = -394942.413786 nChanged 19 SP:Iteration 24Q (668.209855 sec): 3 clusters Score: Raw -397755.491260 + Penalty 2801.711867 = -394953.779393 nChanged 16 SP:Iteration 25Q (668.230518 sec): 3 clusters Score: Raw -397767.232153 + Penalty 2801.711867 = -394965.520285 nChanged 14 SP:Iteration 26Q (668.251051 sec): 3 clusters Score: Raw -397777.770552 + Penalty 2801.711867 = -394976.058685 nChanged 9 SP:Iteration 27Q (668.271446 sec): 3 clusters Score: Raw -397782.282599 + Penalty 2801.711867 = -394980.570732 nChanged 5 SP:Iteration 28Q (668.291724 sec): 3 clusters Score: Raw -397784.898803 + Penalty 2801.711867 = -394983.186935 nChanged 5 SP:Iteration 29Q (668.312000 sec): 3 clusters Score: Raw -397786.881266 + Penalty 2801.711867 = -394985.169399 nChanged 3 SP:Iteration 30Q (668.332497 sec): 3 clusters Score: Raw -397788.525388 + Penalty 2801.711867 = -394986.813521 nChanged 6 SP:Iteration 31Q (668.353036 sec): 3 clusters Score: Raw -397791.931204 + Penalty 2801.711867 = -394990.219337 nChanged 5 SP:Iteration 32Q (668.373679 sec): 3 clusters Score: Raw -397793.861405 + Penalty 2801.711867 = -394992.149538 nChanged 5 SP:Iteration 33Q (668.394232 sec): 3 clusters Score: Raw -397796.715626 + Penalty 2801.711867 = -394995.003758 nChanged 2 SP:Iteration 34Q (668.414338 sec): 3 clusters Score: Raw -397798.187578 + Penalty 2801.711867 = -394996.475710 nChanged 0 SP:Iteration 35F (668.436486 sec): 3 clusters Score: Raw -397798.187578 + Penalty 2801.711867 = -394996.475710 nChanged 0 Trying to split cluster 3 (33506 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (668.486737 sec): 2 clusters Score: Raw -2297426.248921 + Penalty 1693.165469 = -2295733.083453 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (668.551751 sec): 3 clusters Score: Raw -2276620.683893 + Penalty 3386.330937 = -2273234.352956 nChanged 15405 SP:Iteration 1F (668.612429 sec): 3 clusters Score: Raw -2285800.713755 + Penalty 3386.330937 = -2282414.382818 nChanged 1960 SP:Iteration 2F (668.673229 sec): 3 clusters Score: Raw -2287028.113499 + Penalty 3386.330937 = -2283641.782562 nChanged 2121 SP:Iteration 3F (668.734035 sec): 3 clusters Score: Raw -2288660.365142 + Penalty 3386.330937 = -2285274.034205 nChanged 2275 SP:Iteration 4F (668.794841 sec): 3 clusters Score: Raw -2290434.765067 + Penalty 3386.330937 = -2287048.434130 nChanged 2246 SP:Iteration 5F (668.855896 sec): 3 clusters Score: Raw -2292018.084776 + Penalty 3386.330937 = -2288631.753839 nChanged 1989 SP:Iteration 6F (668.916763 sec): 3 clusters Score: Raw -2293188.739358 + Penalty 3386.330937 = -2289802.408421 nChanged 1606 SP:Iteration 7Q (668.978512 sec): 3 clusters Score: Raw -2293980.713845 + Penalty 3386.330937 = -2290594.382908 nChanged 1198 SP:Iteration 8Q (669.038578 sec): 3 clusters Score: Raw -2294439.009545 + Penalty 3386.330937 = -2291052.678608 nChanged 813 SP:Iteration 9Q (669.098573 sec): 3 clusters Score: Raw -2294671.761675 + Penalty 3386.330937 = -2291285.430738 nChanged 555 SP:Iteration 10Q (669.158505 sec): 3 clusters Score: Raw -2294802.108846 + Penalty 3386.330937 = -2291415.777909 nChanged 375 SP:Iteration 11Q (669.218087 sec): 3 clusters Score: Raw -2294884.503227 + Penalty 3386.330937 = -2291498.172290 nChanged 312 SP:Iteration 12Q (669.277487 sec): 3 clusters Score: Raw -2294960.086480 + Penalty 3386.330937 = -2291573.755543 nChanged 288 SP:Iteration 13Q (669.337080 sec): 3 clusters Score: Raw -2295032.065493 + Penalty 3386.330937 = -2291645.734556 nChanged 302 SP:Iteration 14Q (669.396877 sec): 3 clusters Score: Raw -2295102.725613 + Penalty 3386.330937 = -2291716.394676 nChanged 319 SP:Iteration 15Q (669.456244 sec): 3 clusters Score: Raw -2295173.586790 + Penalty 3386.330937 = -2291787.255853 nChanged 303 SP:Iteration 16Q (669.515813 sec): 3 clusters Score: Raw -2295238.174897 + Penalty 3386.330937 = -2291851.843960 nChanged 285 SP:Iteration 17Q (669.575279 sec): 3 clusters Score: Raw -2295297.678974 + Penalty 3386.330937 = -2291911.348037 nChanged 287 SP:Iteration 18Q (669.634933 sec): 3 clusters Score: Raw -2295357.681193 + Penalty 3386.330937 = -2291971.350256 nChanged 311 SP:Iteration 19Q (669.694304 sec): 3 clusters Score: Raw -2295425.862647 + Penalty 3386.330937 = -2292039.531710 nChanged 305 SP:Iteration 20F (669.753885 sec): 3 clusters Score: Raw -2295490.590257 + Penalty 3386.330937 = -2292104.259320 nChanged 296 SP:Iteration 21Q (669.814834 sec): 3 clusters Score: Raw -2295551.727375 + Penalty 3386.330937 = -2292165.396438 nChanged 294 SP:Iteration 22Q (669.876268 sec): 3 clusters Score: Raw -2295612.876013 + Penalty 3386.330937 = -2292226.545076 nChanged 323 SP:Iteration 23Q (669.936563 sec): 3 clusters Score: Raw -2295684.421364 + Penalty 3386.330937 = -2292298.090427 nChanged 336 SP:Iteration 24Q (669.996350 sec): 3 clusters Score: Raw -2295762.045261 + Penalty 3386.330937 = -2292375.714324 nChanged 350 SP:Iteration 25Q (670.056032 sec): 3 clusters Score: Raw -2295847.907768 + Penalty 3386.330937 = -2292461.576831 nChanged 367 SP:Iteration 26Q (670.115298 sec): 3 clusters Score: Raw -2295944.794833 + Penalty 3386.330937 = -2292558.463896 nChanged 389 SP:Iteration 27Q (670.174722 sec): 3 clusters Score: Raw -2296049.130093 + Penalty 3386.330937 = -2292662.799156 nChanged 421 SP:Iteration 28Q (670.234215 sec): 3 clusters Score: Raw -2296163.998500 + Penalty 3386.330937 = -2292777.667563 nChanged 435 SP:Iteration 29Q (670.293493 sec): 3 clusters Score: Raw -2296282.110588 + Penalty 3386.330937 = -2292895.779651 nChanged 399 SP:Iteration 30Q (670.352648 sec): 3 clusters Score: Raw -2296403.128550 + Penalty 3386.330937 = -2293016.797613 nChanged 439 SP:Iteration 31Q (670.411509 sec): 3 clusters Score: Raw -2296553.791040 + Penalty 3386.330937 = -2293167.460103 nChanged 446 SP:Iteration 32Q (670.470424 sec): 3 clusters Score: Raw -2296707.189645 + Penalty 3386.330937 = -2293320.858708 nChanged 440 SP:Iteration 33Q (670.528848 sec): 3 clusters Score: Raw -2296874.280119 + Penalty 3386.330937 = -2293487.949182 nChanged 427 SP:Iteration 34Q (670.587213 sec): 3 clusters Score: Raw -2297038.992740 + Penalty 3386.330937 = -2293652.661803 nChanged 398 SP:Iteration 35Q (670.645387 sec): 3 clusters Score: Raw -2297179.786078 + Penalty 3386.330937 = -2293793.455141 nChanged 388 SP:Iteration 36Q (670.703052 sec): 3 clusters Score: Raw -2297298.948472 + Penalty 3386.330937 = -2293912.617535 nChanged 332 SP:Iteration 37Q (670.760607 sec): 3 clusters Score: Raw -2297396.899164 + Penalty 3386.330937 = -2294010.568227 nChanged 306 SP:Iteration 38Q (670.817604 sec): 3 clusters Score: Raw -2297481.801646 + Penalty 3386.330937 = -2294095.470709 nChanged 300 SP:Iteration 39Q (670.874172 sec): 3 clusters Score: Raw -2297566.115954 + Penalty 3386.330937 = -2294179.785017 nChanged 275 SP:Iteration 40F (670.934245 sec): 3 clusters Score: Raw -2297636.637114 + Penalty 3386.330937 = -2294250.306177 nChanged 243 SP:Iteration 41Q (670.992128 sec): 3 clusters Score: Raw -2297693.043238 + Penalty 3386.330937 = -2294306.712301 nChanged 228 SP:Iteration 42Q (671.048947 sec): 3 clusters Score: Raw -2297741.554692 + Penalty 3386.330937 = -2294355.223755 nChanged 209 SP:Iteration 43Q (671.105243 sec): 3 clusters Score: Raw -2297784.426529 + Penalty 3386.330937 = -2294398.095592 nChanged 174 SP:Iteration 44Q (671.161497 sec): 3 clusters Score: Raw -2297817.081213 + Penalty 3386.330937 = -2294430.750276 nChanged 164 SP:Iteration 45Q (671.217515 sec): 3 clusters Score: Raw -2297842.481993 + Penalty 3386.330937 = -2294456.151056 nChanged 128 SP:Iteration 46Q (671.273092 sec): 3 clusters Score: Raw -2297861.115715 + Penalty 3386.330937 = -2294474.784778 nChanged 122 SP:Iteration 47Q (671.328678 sec): 3 clusters Score: Raw -2297877.891873 + Penalty 3386.330937 = -2294491.560936 nChanged 111 SP:Iteration 48Q (671.383866 sec): 3 clusters Score: Raw -2297891.862971 + Penalty 3386.330937 = -2294505.532034 nChanged 97 SP:Iteration 49Q (671.439200 sec): 3 clusters Score: Raw -2297904.203522 + Penalty 3386.330937 = -2294517.872585 nChanged 96 SP:Iteration 50Q (671.494026 sec): 3 clusters Score: Raw -2297916.651874 + Penalty 3386.330937 = -2294530.320937 nChanged 92 SP:Iteration 51Q (671.549121 sec): 3 clusters Score: Raw -2297927.812995 + Penalty 3386.330937 = -2294541.482058 nChanged 100 SP:Iteration 52Q (671.604180 sec): 3 clusters Score: Raw -2297940.362284 + Penalty 3386.330937 = -2294554.031347 nChanged 88 SP:Iteration 53Q (671.658649 sec): 3 clusters Score: Raw -2297951.565977 + Penalty 3386.330937 = -2294565.235040 nChanged 86 SP:Iteration 54Q (671.713541 sec): 3 clusters Score: Raw -2297962.468812 + Penalty 3386.330937 = -2294576.137875 nChanged 96 SP:Iteration 55Q (671.767753 sec): 3 clusters Score: Raw -2297976.048110 + Penalty 3386.330937 = -2294589.717173 nChanged 106 SP:Iteration 56Q (671.822345 sec): 3 clusters Score: Raw -2297991.517005 + Penalty 3386.330937 = -2294605.186068 nChanged 94 SP:Iteration 57Q (671.876532 sec): 3 clusters Score: Raw -2298005.017936 + Penalty 3386.330937 = -2294618.686999 nChanged 91 SP:Iteration 58Q (671.930787 sec): 3 clusters Score: Raw -2298017.879726 + Penalty 3386.330937 = -2294631.548789 nChanged 92 SP:Iteration 59Q (671.984873 sec): 3 clusters Score: Raw -2298030.493555 + Penalty 3386.330937 = -2294644.162618 nChanged 82 SP:Iteration 60F (672.045062 sec): 3 clusters Score: Raw -2298040.599817 + Penalty 3386.330937 = -2294654.268880 nChanged 62 SP:Iteration 61Q (672.100050 sec): 3 clusters Score: Raw -2298048.002166 + Penalty 3386.330937 = -2294661.671229 nChanged 68 SP:Iteration 62Q (672.154368 sec): 3 clusters Score: Raw -2298056.334388 + Penalty 3386.330937 = -2294670.003451 nChanged 56 SP:Iteration 63Q (672.208815 sec): 3 clusters Score: Raw -2298061.920091 + Penalty 3386.330937 = -2294675.589154 nChanged 42 SP:Iteration 64Q (672.263045 sec): 3 clusters Score: Raw -2298065.814060 + Penalty 3386.330937 = -2294679.483123 nChanged 36 SP:Iteration 65Q (672.317313 sec): 3 clusters Score: Raw -2298069.742078 + Penalty 3386.330937 = -2294683.411141 nChanged 46 SP:Iteration 66Q (672.371518 sec): 3 clusters Score: Raw -2298074.367697 + Penalty 3386.330937 = -2294688.036760 nChanged 47 SP:Iteration 67Q (672.425654 sec): 3 clusters Score: Raw -2298079.277105 + Penalty 3386.330937 = -2294692.946168 nChanged 48 SP:Iteration 68Q (672.480036 sec): 3 clusters Score: Raw -2298083.756479 + Penalty 3386.330937 = -2294697.425542 nChanged 44 SP:Iteration 69Q (672.533985 sec): 3 clusters Score: Raw -2298088.797505 + Penalty 3386.330937 = -2294702.466568 nChanged 56 SP:Iteration 70Q (672.588100 sec): 3 clusters Score: Raw -2298095.957088 + Penalty 3386.330937 = -2294709.626151 nChanged 52 SP:Iteration 71Q (672.641823 sec): 3 clusters Score: Raw -2298102.574003 + Penalty 3386.330937 = -2294716.243066 nChanged 54 SP:Iteration 72Q (672.695841 sec): 3 clusters Score: Raw -2298109.954246 + Penalty 3386.330937 = -2294723.623309 nChanged 52 SP:Iteration 73Q (672.749570 sec): 3 clusters Score: Raw -2298116.505750 + Penalty 3386.330937 = -2294730.174813 nChanged 52 SP:Iteration 74Q (672.803453 sec): 3 clusters Score: Raw -2298123.751152 + Penalty 3386.330937 = -2294737.420215 nChanged 52 SP:Iteration 75Q (672.895191 sec): 3 clusters Score: Raw -2298131.227641 + Penalty 3386.330937 = -2294744.896704 nChanged 51 SP:Iteration 76Q (672.983014 sec): 3 clusters Score: Raw -2298137.459082 + Penalty 3386.330937 = -2294751.128145 nChanged 54 SP:Iteration 77Q (673.047511 sec): 3 clusters Score: Raw -2298143.986449 + Penalty 3386.330937 = -2294757.655512 nChanged 45 SP:Iteration 78Q (673.101139 sec): 3 clusters Score: Raw -2298148.820916 + Penalty 3386.330937 = -2294762.489979 nChanged 38 SP:Iteration 79Q (673.154785 sec): 3 clusters Score: Raw -2298152.707054 + Penalty 3386.330937 = -2294766.376117 nChanged 38 SP:Iteration 80F (673.215177 sec): 3 clusters Score: Raw -2298157.458536 + Penalty 3386.330937 = -2294771.127599 nChanged 40 SP:Iteration 81Q (673.269122 sec): 3 clusters Score: Raw -2298162.109211 + Penalty 3386.330937 = -2294775.778274 nChanged 36 SP:Iteration 82Q (673.322901 sec): 3 clusters Score: Raw -2298165.964219 + Penalty 3386.330937 = -2294779.633282 nChanged 41 SP:Iteration 83Q (673.376280 sec): 3 clusters Score: Raw -2298170.576045 + Penalty 3386.330937 = -2294784.245108 nChanged 35 SP:Iteration 84Q (673.429894 sec): 3 clusters Score: Raw -2298174.682745 + Penalty 3386.330937 = -2294788.351808 nChanged 34 SP:Iteration 85Q (673.483355 sec): 3 clusters Score: Raw -2298178.332592 + Penalty 3386.330937 = -2294792.001655 nChanged 29 SP:Iteration 86Q (673.536960 sec): 3 clusters Score: Raw -2298181.386803 + Penalty 3386.330937 = -2294795.055866 nChanged 26 SP:Iteration 87Q (673.590195 sec): 3 clusters Score: Raw -2298184.560312 + Penalty 3386.330937 = -2294798.229375 nChanged 29 SP:Iteration 88Q (673.643893 sec): 3 clusters Score: Raw -2298187.196982 + Penalty 3386.330937 = -2294800.866045 nChanged 30 SP:Iteration 89Q (673.697017 sec): 3 clusters Score: Raw -2298190.645041 + Penalty 3386.330937 = -2294804.314104 nChanged 27 SP:Iteration 90Q (673.750740 sec): 3 clusters Score: Raw -2298193.378732 + Penalty 3386.330937 = -2294807.047795 nChanged 21 SP:Iteration 91Q (673.804830 sec): 3 clusters Score: Raw -2298195.192725 + Penalty 3386.330937 = -2294808.861788 nChanged 15 SP:Iteration 92Q (673.857893 sec): 3 clusters Score: Raw -2298196.405038 + Penalty 3386.330937 = -2294810.074101 nChanged 22 SP:Iteration 93Q (673.911409 sec): 3 clusters Score: Raw -2298198.180784 + Penalty 3386.330937 = -2294811.849847 nChanged 20 SP:Iteration 94Q (673.964397 sec): 3 clusters Score: Raw -2298200.072132 + Penalty 3386.330937 = -2294813.741195 nChanged 22 SP:Iteration 95Q (674.017966 sec): 3 clusters Score: Raw -2298202.229762 + Penalty 3386.330937 = -2294815.898825 nChanged 19 SP:Iteration 96Q (674.070857 sec): 3 clusters Score: Raw -2298204.160884 + Penalty 3386.330937 = -2294817.829947 nChanged 20 SP:Iteration 97Q (674.124222 sec): 3 clusters Score: Raw -2298205.981662 + Penalty 3386.330937 = -2294819.650725 nChanged 17 SP:Iteration 98Q (674.177056 sec): 3 clusters Score: Raw -2298207.935336 + Penalty 3386.330937 = -2294821.604399 nChanged 18 SP:Iteration 99Q (674.230420 sec): 3 clusters Score: Raw -2298209.371072 + Penalty 3386.330937 = -2294823.040135 nChanged 14 SP:Iteration 100F (674.290863 sec): 3 clusters Score: Raw -2298210.772012 + Penalty 3386.330937 = -2294824.441075 nChanged 15 SP:Iteration 101Q (674.344175 sec): 3 clusters Score: Raw -2298211.933000 + Penalty 3386.330937 = -2294825.602063 nChanged 9 SP:Iteration 102Q (674.397361 sec): 3 clusters Score: Raw -2298212.644034 + Penalty 3386.330937 = -2294826.313097 nChanged 10 SP:Iteration 103Q (674.450474 sec): 3 clusters Score: Raw -2298213.380268 + Penalty 3386.330937 = -2294827.049331 nChanged 7 SP:Iteration 104Q (674.503640 sec): 3 clusters Score: Raw -2298213.814867 + Penalty 3386.330937 = -2294827.483930 nChanged 7 SP:Iteration 105Q (674.556605 sec): 3 clusters Score: Raw -2298214.164031 + Penalty 3386.330937 = -2294827.833094 nChanged 3 SP:Iteration 106Q (674.609759 sec): 3 clusters Score: Raw -2298214.310950 + Penalty 3386.330937 = -2294827.980013 nChanged 1 SP:Iteration 107Q (674.662753 sec): 3 clusters Score: Raw -2298214.326110 + Penalty 3386.330937 = -2294827.995173 nChanged 1 SP:Iteration 108Q (674.715895 sec): 3 clusters Score: Raw -2298214.338839 + Penalty 3386.330937 = -2294828.007902 nChanged 0 SP:Iteration 109F (674.776559 sec): 3 clusters Score: Raw -2298214.338839 + Penalty 3386.330937 = -2294828.007902 nChanged 0 Trying to split cluster 4 (3774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (674.789734 sec): 2 clusters Score: Raw -256844.492290 + Penalty 1338.332243 = -255506.160047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (674.808668 sec): 3 clusters Score: Raw -255007.192304 + Penalty 2676.664486 = -252330.527818 nChanged 1479 SP:Iteration 1F (674.848807 sec): 3 clusters Score: Raw -255864.213996 + Penalty 2676.664486 = -253187.549510 nChanged 283 SP:Iteration 2F (674.866776 sec): 3 clusters Score: Raw -256037.222226 + Penalty 2676.664486 = -253360.557740 nChanged 174 SP:Iteration 3Q (674.884878 sec): 3 clusters Score: Raw -256139.550293 + Penalty 2676.664486 = -253462.885807 nChanged 169 SP:Iteration 4Q (674.902895 sec): 3 clusters Score: Raw -256244.321035 + Penalty 2676.664486 = -253567.656550 nChanged 145 SP:Iteration 5Q (674.920966 sec): 3 clusters Score: Raw -256324.051365 + Penalty 2676.664486 = -253647.386879 nChanged 124 SP:Iteration 6Q (674.938920 sec): 3 clusters Score: Raw -256395.174232 + Penalty 2676.664486 = -253718.509747 nChanged 122 SP:Iteration 7Q (674.956899 sec): 3 clusters Score: Raw -256468.509208 + Penalty 2676.664486 = -253791.844722 nChanged 109 SP:Iteration 8Q (674.974824 sec): 3 clusters Score: Raw -256539.473026 + Penalty 2676.664486 = -253862.808540 nChanged 83 SP:Iteration 9Q (674.992539 sec): 3 clusters Score: Raw -256593.154260 + Penalty 2676.664486 = -253916.489774 nChanged 72 SP:Iteration 10Q (675.010411 sec): 3 clusters Score: Raw -256641.435656 + Penalty 2676.664486 = -253964.771170 nChanged 72 SP:Iteration 11Q (675.028070 sec): 3 clusters Score: Raw -256686.177340 + Penalty 2676.664486 = -254009.512854 nChanged 75 SP:Iteration 12Q (675.045915 sec): 3 clusters Score: Raw -256734.203899 + Penalty 2676.664486 = -254057.539414 nChanged 66 SP:Iteration 13Q (675.063667 sec): 3 clusters Score: Raw -256777.614014 + Penalty 2676.664486 = -254100.949528 nChanged 66 SP:Iteration 14Q (675.081447 sec): 3 clusters Score: Raw -256833.357017 + Penalty 2676.664486 = -254156.692531 nChanged 67 SP:Iteration 15Q (675.099053 sec): 3 clusters Score: Raw -256892.238320 + Penalty 2676.664486 = -254215.573834 nChanged 52 SP:Iteration 16Q (675.116478 sec): 3 clusters Score: Raw -256944.763705 + Penalty 2676.664486 = -254268.099219 nChanged 60 SP:Iteration 17Q (675.133950 sec): 3 clusters Score: Raw -256996.854041 + Penalty 2676.664486 = -254320.189555 nChanged 60 SP:Iteration 18Q (675.151411 sec): 3 clusters Score: Raw -257055.109697 + Penalty 2676.664486 = -254378.445211 nChanged 51 SP:Iteration 19Q (675.168766 sec): 3 clusters Score: Raw -257118.455358 + Penalty 2676.664486 = -254441.790872 nChanged 43 SP:Iteration 20F (675.186504 sec): 3 clusters Score: Raw -257181.291277 + Penalty 2676.664486 = -254504.626791 nChanged 47 SP:Iteration 21Q (675.203695 sec): 3 clusters Score: Raw -257236.316095 + Penalty 2676.664486 = -254559.651609 nChanged 48 SP:Iteration 22Q (675.220828 sec): 3 clusters Score: Raw -257270.065646 + Penalty 2676.664486 = -254593.401160 nChanged 33 SP:Iteration 23Q (675.237946 sec): 3 clusters Score: Raw -257293.456812 + Penalty 2676.664486 = -254616.792326 nChanged 26 SP:Iteration 24Q (675.255032 sec): 3 clusters Score: Raw -257307.448906 + Penalty 2676.664486 = -254630.784420 nChanged 21 SP:Iteration 25Q (675.272111 sec): 3 clusters Score: Raw -257319.728347 + Penalty 2676.664486 = -254643.063861 nChanged 11 SP:Iteration 26Q (675.289160 sec): 3 clusters Score: Raw -257326.834441 + Penalty 2676.664486 = -254650.169955 nChanged 17 SP:Iteration 27Q (675.305750 sec): 3 clusters Score: Raw -257334.990933 + Penalty 2676.664486 = -254658.326447 nChanged 11 SP:Iteration 28Q (675.322801 sec): 3 clusters Score: Raw -257342.286718 + Penalty 2676.664486 = -254665.622232 nChanged 13 SP:Iteration 29Q (675.339721 sec): 3 clusters Score: Raw -257349.248828 + Penalty 2676.664486 = -254672.584342 nChanged 10 SP:Iteration 30Q (675.356570 sec): 3 clusters Score: Raw -257354.798163 + Penalty 2676.664486 = -254678.133677 nChanged 14 SP:Iteration 31Q (675.373598 sec): 3 clusters Score: Raw -257363.316045 + Penalty 2676.664486 = -254686.651559 nChanged 24 SP:Iteration 32Q (675.390646 sec): 3 clusters Score: Raw -257379.486144 + Penalty 2676.664486 = -254702.821658 nChanged 18 SP:Iteration 33Q (675.407481 sec): 3 clusters Score: Raw -257391.209139 + Penalty 2676.664486 = -254714.544653 nChanged 20 SP:Iteration 34Q (675.424559 sec): 3 clusters Score: Raw -257402.199939 + Penalty 2676.664486 = -254725.535453 nChanged 16 SP:Iteration 35Q (675.441598 sec): 3 clusters Score: Raw -257411.768007 + Penalty 2676.664486 = -254735.103521 nChanged 19 SP:Iteration 36Q (675.458665 sec): 3 clusters Score: Raw -257423.115546 + Penalty 2676.664486 = -254746.451060 nChanged 21 SP:Iteration 37Q (675.475683 sec): 3 clusters Score: Raw -257440.922674 + Penalty 2676.664486 = -254764.258188 nChanged 27 SP:Iteration 38Q (675.492736 sec): 3 clusters Score: Raw -257463.199111 + Penalty 2676.664486 = -254786.534625 nChanged 32 SP:Iteration 39Q (675.509750 sec): 3 clusters Score: Raw -257483.001757 + Penalty 2676.664486 = -254806.337271 nChanged 17 SP:Iteration 40F (675.527453 sec): 3 clusters Score: Raw -257490.500762 + Penalty 2676.664486 = -254813.836276 nChanged 10 SP:Iteration 41Q (675.544510 sec): 3 clusters Score: Raw -257496.334098 + Penalty 2676.664486 = -254819.669612 nChanged 15 SP:Iteration 42Q (675.561642 sec): 3 clusters Score: Raw -257502.382732 + Penalty 2676.664486 = -254825.718246 nChanged 8 SP:Iteration 43Q (675.578700 sec): 3 clusters Score: Raw -257506.083977 + Penalty 2676.664486 = -254829.419491 nChanged 7 SP:Iteration 44Q (675.595770 sec): 3 clusters Score: Raw -257509.051225 + Penalty 2676.664486 = -254832.386739 nChanged 6 SP:Iteration 45Q (675.612824 sec): 3 clusters Score: Raw -257511.699753 + Penalty 2676.664486 = -254835.035267 nChanged 3 SP:Iteration 46Q (675.629911 sec): 3 clusters Score: Raw -257513.214728 + Penalty 2676.664486 = -254836.550243 nChanged 5 SP:Iteration 47Q (675.646950 sec): 3 clusters Score: Raw -257515.311757 + Penalty 2676.664486 = -254838.647271 nChanged 3 SP:Iteration 48Q (675.663993 sec): 3 clusters Score: Raw -257516.422740 + Penalty 2676.664486 = -254839.758254 nChanged 2 SP:Iteration 49Q (675.680911 sec): 3 clusters Score: Raw -257517.328870 + Penalty 2676.664486 = -254840.664384 nChanged 3 SP:Iteration 50Q (675.697787 sec): 3 clusters Score: Raw -257518.136323 + Penalty 2676.664486 = -254841.471837 nChanged 3 SP:Iteration 51Q (675.714689 sec): 3 clusters Score: Raw -257519.049653 + Penalty 2676.664486 = -254842.385167 nChanged 1 SP:Iteration 52Q (675.731720 sec): 3 clusters Score: Raw -257519.558304 + Penalty 2676.664486 = -254842.893818 nChanged 2 SP:Iteration 53Q (675.748803 sec): 3 clusters Score: Raw -257520.352353 + Penalty 2676.664486 = -254843.687867 nChanged 1 SP:Iteration 54Q (675.765841 sec): 3 clusters Score: Raw -257520.760854 + Penalty 2676.664486 = -254844.096368 nChanged 1 SP:Iteration 55Q (675.782890 sec): 3 clusters Score: Raw -257521.028509 + Penalty 2676.664486 = -254844.364023 nChanged 0 SP:Iteration 56F (675.800571 sec): 3 clusters Score: Raw -257521.028509 + Penalty 2676.664486 = -254844.364023 nChanged 0 Trying to split cluster 5 (47305 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (675.867835 sec): 2 clusters Score: Raw -3150141.912223 + Penalty 1749.210333 = -3148392.701891 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (675.955274 sec): 3 clusters Score: Raw -3120438.173868 + Penalty 3498.420665 = -3116939.753203 nChanged 22134 SP:Iteration 1F (676.036085 sec): 3 clusters Score: Raw -3133176.379982 + Penalty 3498.420665 = -3129677.959317 nChanged 2338 SP:Iteration 2Q (676.121482 sec): 3 clusters Score: Raw -3134151.436964 + Penalty 3498.420665 = -3130653.016299 nChanged 2658 SP:Iteration 3F (676.201593 sec): 3 clusters Score: Raw -3135459.735961 + Penalty 3498.420665 = -3131961.315296 nChanged 3079 SP:Iteration 4F (676.282310 sec): 3 clusters Score: Raw -3137371.854820 + Penalty 3498.420665 = -3133873.434155 nChanged 3673 SP:Iteration 5F (676.362585 sec): 3 clusters Score: Raw -3140030.301176 + Penalty 3498.420665 = -3136531.880511 nChanged 3638 SP:Iteration 6F (676.443267 sec): 3 clusters Score: Raw -3142801.410395 + Penalty 3498.420665 = -3139302.989730 nChanged 3130 SP:Iteration 7F (676.523594 sec): 3 clusters Score: Raw -3145188.464905 + Penalty 3498.420665 = -3141690.044240 nChanged 2398 SP:Iteration 8F (676.628266 sec): 3 clusters Score: Raw -3147010.027762 + Penalty 3498.420665 = -3143511.607097 nChanged 1703 SP:Iteration 9Q (676.736070 sec): 3 clusters Score: Raw -3148298.997215 + Penalty 3498.420665 = -3144800.576550 nChanged 1157 SP:Iteration 10Q (676.819110 sec): 3 clusters Score: Raw -3149152.838999 + Penalty 3498.420665 = -3145654.418334 nChanged 769 SP:Iteration 11Q (676.902768 sec): 3 clusters Score: Raw -3149699.554067 + Penalty 3498.420665 = -3146201.133402 nChanged 444 SP:Iteration 12Q (676.981813 sec): 3 clusters Score: Raw -3149999.870161 + Penalty 3498.420665 = -3146501.449496 nChanged 280 SP:Iteration 13Q (677.062225 sec): 3 clusters Score: Raw -3150187.468118 + Penalty 3498.420665 = -3146689.047453 nChanged 143 SP:Iteration 14Q (677.135292 sec): 3 clusters Score: Raw -3150273.312375 + Penalty 3498.420665 = -3146774.891710 nChanged 101 SP:Iteration 15Q (677.213078 sec): 3 clusters Score: Raw -3150332.492914 + Penalty 3498.420665 = -3146834.072249 nChanged 66 SP:Iteration 16Q (677.283708 sec): 3 clusters Score: Raw -3150367.706546 + Penalty 3498.420665 = -3146869.285881 nChanged 40 SP:Iteration 17Q (677.352525 sec): 3 clusters Score: Raw -3150389.972126 + Penalty 3498.420665 = -3146891.551461 nChanged 33 SP:Iteration 18Q (677.422556 sec): 3 clusters Score: Raw -3150409.811006 + Penalty 3498.420665 = -3146911.390341 nChanged 28 SP:Iteration 19Q (677.491208 sec): 3 clusters Score: Raw -3150426.173104 + Penalty 3498.420665 = -3146927.752439 nChanged 14 SP:Iteration 20F (677.578770 sec): 3 clusters Score: Raw -3150437.893041 + Penalty 3498.420665 = -3146939.472376 nChanged 23 SP:Iteration 21Q (677.647660 sec): 3 clusters Score: Raw -3150452.110799 + Penalty 3498.420665 = -3146953.690134 nChanged 17 SP:Iteration 22Q (677.715321 sec): 3 clusters Score: Raw -3150462.901364 + Penalty 3498.420665 = -3146964.480699 nChanged 12 SP:Iteration 23Q (677.782029 sec): 3 clusters Score: Raw -3150475.765768 + Penalty 3498.420665 = -3146977.345103 nChanged 14 SP:Iteration 24Q (677.851526 sec): 3 clusters Score: Raw -3150483.399466 + Penalty 3498.420665 = -3146984.978801 nChanged 7 SP:Iteration 25Q (677.918859 sec): 3 clusters Score: Raw -3150487.027465 + Penalty 3498.420665 = -3146988.606800 nChanged 3 SP:Iteration 26Q (678.018700 sec): 3 clusters Score: Raw -3150488.764462 + Penalty 3498.420665 = -3146990.343797 nChanged 3 SP:Iteration 27Q (678.120769 sec): 3 clusters Score: Raw -3150490.352012 + Penalty 3498.420665 = -3146991.931347 nChanged 2 SP:Iteration 28Q (678.187005 sec): 3 clusters Score: Raw -3150491.605695 + Penalty 3498.420665 = -3146993.185030 nChanged 0 SP:Iteration 29F (678.267401 sec): 3 clusters Score: Raw -3150491.605695 + Penalty 3498.420665 = -3146993.185030 nChanged 0 Trying to split cluster 6 (2048 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (678.274961 sec): 2 clusters Score: Raw -116242.331848 + Penalty 1239.000585 = -115003.331263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (678.285800 sec): 3 clusters Score: Raw -115366.614452 + Penalty 2478.001171 = -112888.613281 nChanged 712 SP:Iteration 1F (678.295816 sec): 3 clusters Score: Raw -115822.072177 + Penalty 2478.001171 = -113344.071007 nChanged 185 SP:Iteration 2F (678.305923 sec): 3 clusters Score: Raw -116000.613414 + Penalty 2478.001171 = -113522.612244 nChanged 122 SP:Iteration 3F (678.316038 sec): 3 clusters Score: Raw -116148.678174 + Penalty 2478.001171 = -113670.677003 nChanged 112 SP:Iteration 4F (678.326187 sec): 3 clusters Score: Raw -116302.985292 + Penalty 2478.001171 = -113824.984122 nChanged 124 SP:Iteration 5F (678.336286 sec): 3 clusters Score: Raw -116492.653061 + Penalty 2478.001171 = -114014.651890 nChanged 127 SP:Iteration 6F (678.346303 sec): 3 clusters Score: Raw -116692.957968 + Penalty 2478.001171 = -114214.956797 nChanged 125 SP:Iteration 7F (678.356414 sec): 3 clusters Score: Raw -116990.590976 + Penalty 2478.001171 = -114512.589806 nChanged 108 SP:Iteration 8F (678.366524 sec): 3 clusters Score: Raw -117281.462575 + Penalty 2478.001171 = -114803.461404 nChanged 94 SP:Iteration 9Q (678.376118 sec): 3 clusters Score: Raw -117449.637355 + Penalty 2478.001171 = -114971.636184 nChanged 81 SP:Iteration 10Q (678.385742 sec): 3 clusters Score: Raw -117593.738976 + Penalty 2478.001171 = -115115.737805 nChanged 67 SP:Iteration 11Q (678.395237 sec): 3 clusters Score: Raw -117720.215201 + Penalty 2478.001171 = -115242.214030 nChanged 60 SP:Iteration 12Q (678.404744 sec): 3 clusters Score: Raw -117880.076369 + Penalty 2478.001171 = -115402.075198 nChanged 33 SP:Iteration 13Q (678.414145 sec): 3 clusters Score: Raw -117988.075928 + Penalty 2478.001171 = -115510.074758 nChanged 18 SP:Iteration 14Q (678.423470 sec): 3 clusters Score: Raw -118027.684454 + Penalty 2478.001171 = -115549.683283 nChanged 12 SP:Iteration 15Q (678.432756 sec): 3 clusters Score: Raw -118047.702340 + Penalty 2478.001171 = -115569.701170 nChanged 8 SP:Iteration 16Q (678.441947 sec): 3 clusters Score: Raw -118056.800866 + Penalty 2478.001171 = -115578.799696 nChanged 5 SP:Iteration 17Q (678.451232 sec): 3 clusters Score: Raw -118062.368814 + Penalty 2478.001171 = -115584.367644 nChanged 2 SP:Iteration 18Q (678.460412 sec): 3 clusters Score: Raw -118064.117502 + Penalty 2478.001171 = -115586.116332 nChanged 1 SP:Iteration 19Q (678.469566 sec): 3 clusters Score: Raw -118064.787458 + Penalty 2478.001171 = -115586.786287 nChanged 1 SP:Iteration 20F (678.479534 sec): 3 clusters Score: Raw -118065.973815 + Penalty 2478.001171 = -115587.972644 nChanged 2 SP:Iteration 21Q (678.488821 sec): 3 clusters Score: Raw -118067.318868 + Penalty 2478.001171 = -115589.317698 nChanged 1 SP:Iteration 22Q (678.498069 sec): 3 clusters Score: Raw -118068.302841 + Penalty 2478.001171 = -115590.301670 nChanged 0 SP:Iteration 23F (678.508045 sec): 3 clusters Score: Raw -118068.302841 + Penalty 2478.001171 = -115590.301670 nChanged 0 Score: Raw -22937614.575023 + Penalty 64400.529166 = -22873214.045857 Splitting cluster 6 changes total score from -22873462.403940 to -22873214.045857 So it's not getting split. Trying to split cluster 7 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.005756 sec): 2 clusters Score: Raw -23519.345149 + Penalty 978.810234 = -22540.534915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.020704 sec): 3 clusters Score: Raw -23524.847652 + Penalty 1957.620468 = -21567.227184 nChanged 76 SP:Iteration 1F (685.023337 sec): 3 clusters Score: Raw -23654.472084 + Penalty 1957.620468 = -21696.851616 nChanged 23 SP:Iteration 2F (685.025931 sec): 3 clusters Score: Raw -23688.762895 + Penalty 1957.620468 = -21731.142427 nChanged 3 SP:Iteration 3Q (685.028490 sec): 3 clusters Score: Raw -23694.088363 + Penalty 1957.620468 = -21736.467896 nChanged 2 SP:Iteration 4Q (685.031017 sec): 3 clusters Score: Raw -23696.804008 + Penalty 1957.620468 = -21739.183540 nChanged 2 SP:Iteration 5Q (685.033563 sec): 3 clusters Score: Raw -23700.320781 + Penalty 1957.620468 = -21742.700313 nChanged 2 SP:Iteration 6Q (685.036080 sec): 3 clusters Score: Raw -23704.827921 + Penalty 1957.620468 = -21747.207454 nChanged 4 SP:Iteration 7Q (685.038620 sec): 3 clusters Score: Raw -23710.665106 + Penalty 1957.620468 = -21753.044638 nChanged 3 SP:Iteration 8Q (685.041158 sec): 3 clusters Score: Raw -23716.469678 + Penalty 1957.620468 = -21758.849210 nChanged 0 SP:Iteration 9F (685.043734 sec): 3 clusters Score: Raw -23716.469678 + Penalty 1957.620468 = -21758.849210 nChanged 0 Trying to split cluster 8 (2093 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.058876 sec): 2 clusters Score: Raw -123164.652264 + Penalty 1242.532480 = -121922.119784 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.069975 sec): 3 clusters Score: Raw -122300.621862 + Penalty 2485.064960 = -119815.556903 nChanged 755 SP:Iteration 1F (685.086046 sec): 3 clusters Score: Raw -122826.807718 + Penalty 2485.064960 = -120341.742758 nChanged 174 SP:Iteration 2F (685.096538 sec): 3 clusters Score: Raw -122950.757273 + Penalty 2485.064960 = -120465.692313 nChanged 98 SP:Iteration 3Q (685.107003 sec): 3 clusters Score: Raw -123008.260299 + Penalty 2485.064960 = -120523.195340 nChanged 56 SP:Iteration 4Q (685.117434 sec): 3 clusters Score: Raw -123043.106834 + Penalty 2485.064960 = -120558.041874 nChanged 60 SP:Iteration 5Q (685.127841 sec): 3 clusters Score: Raw -123089.961303 + Penalty 2485.064960 = -120604.896344 nChanged 59 SP:Iteration 6Q (685.138171 sec): 3 clusters Score: Raw -123129.603668 + Penalty 2485.064960 = -120644.538708 nChanged 52 SP:Iteration 7Q (685.148569 sec): 3 clusters Score: Raw -123168.969604 + Penalty 2485.064960 = -120683.904644 nChanged 51 SP:Iteration 8Q (685.158865 sec): 3 clusters Score: Raw -123201.435145 + Penalty 2485.064960 = -120716.370186 nChanged 47 SP:Iteration 9Q (685.169244 sec): 3 clusters Score: Raw -123232.085287 + Penalty 2485.064960 = -120747.020327 nChanged 38 SP:Iteration 10Q (685.178867 sec): 3 clusters Score: Raw -123253.648198 + Penalty 2485.064960 = -120768.583238 nChanged 31 SP:Iteration 11Q (685.189258 sec): 3 clusters Score: Raw -123266.255433 + Penalty 2485.064960 = -120781.190473 nChanged 24 SP:Iteration 12Q (685.199522 sec): 3 clusters Score: Raw -123279.660129 + Penalty 2485.064960 = -120794.595169 nChanged 22 SP:Iteration 13Q (685.209913 sec): 3 clusters Score: Raw -123292.439668 + Penalty 2485.064960 = -120807.374709 nChanged 26 SP:Iteration 14Q (685.220274 sec): 3 clusters Score: Raw -123307.239455 + Penalty 2485.064960 = -120822.174495 nChanged 24 SP:Iteration 15Q (685.230612 sec): 3 clusters Score: Raw -123319.278290 + Penalty 2485.064960 = -120834.213330 nChanged 22 SP:Iteration 16Q (685.246818 sec): 3 clusters Score: Raw -123330.744487 + Penalty 2485.064960 = -120845.679527 nChanged 14 SP:Iteration 17Q (685.257190 sec): 3 clusters Score: Raw -123337.209659 + Penalty 2485.064960 = -120852.144699 nChanged 11 SP:Iteration 18Q (685.270982 sec): 3 clusters Score: Raw -123342.379387 + Penalty 2485.064960 = -120857.314427 nChanged 12 SP:Iteration 19Q (685.281239 sec): 3 clusters Score: Raw -123348.196797 + Penalty 2485.064960 = -120863.131837 nChanged 10 SP:Iteration 20F (685.291622 sec): 3 clusters Score: Raw -123351.587877 + Penalty 2485.064960 = -120866.522918 nChanged 9 SP:Iteration 21Q (685.301993 sec): 3 clusters Score: Raw -123355.357873 + Penalty 2485.064960 = -120870.292913 nChanged 11 SP:Iteration 22Q (685.312331 sec): 3 clusters Score: Raw -123359.993537 + Penalty 2485.064960 = -120874.928577 nChanged 8 SP:Iteration 23Q (685.322666 sec): 3 clusters Score: Raw -123362.997044 + Penalty 2485.064960 = -120877.932084 nChanged 5 SP:Iteration 24Q (685.332940 sec): 3 clusters Score: Raw -123364.819655 + Penalty 2485.064960 = -120879.754695 nChanged 4 SP:Iteration 25Q (685.343270 sec): 3 clusters Score: Raw -123366.974824 + Penalty 2485.064960 = -120881.909864 nChanged 5 SP:Iteration 26Q (685.353602 sec): 3 clusters Score: Raw -123368.362135 + Penalty 2485.064960 = -120883.297175 nChanged 3 SP:Iteration 27Q (685.365942 sec): 3 clusters Score: Raw -123369.291204 + Penalty 2485.064960 = -120884.226244 nChanged 3 SP:Iteration 28Q (685.376287 sec): 3 clusters Score: Raw -123370.462916 + Penalty 2485.064960 = -120885.397956 nChanged 2 SP:Iteration 29Q (685.386614 sec): 3 clusters Score: Raw -123371.543273 + Penalty 2485.064960 = -120886.478313 nChanged 2 SP:Iteration 30Q (685.396979 sec): 3 clusters Score: Raw -123371.942195 + Penalty 2485.064960 = -120886.877235 nChanged 3 SP:Iteration 31Q (685.407304 sec): 3 clusters Score: Raw -123373.845364 + Penalty 2485.064960 = -120888.780405 nChanged 3 SP:Iteration 32Q (685.417640 sec): 3 clusters Score: Raw -123374.675427 + Penalty 2485.064960 = -120889.610467 nChanged 0 SP:Iteration 33F (685.434025 sec): 3 clusters Score: Raw -123374.675427 + Penalty 2485.064960 = -120889.610467 nChanged 0 Trying to split cluster 9 (5213 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (685.453623 sec): 2 clusters Score: Raw -322483.506635 + Penalty 1390.823003 = -321092.683633 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (685.522517 sec): 3 clusters Score: Raw -319784.909406 + Penalty 2781.646005 = -317003.263400 nChanged 2094 SP:Iteration 1F (685.565777 sec): 3 clusters Score: Raw -321126.787956 + Penalty 2781.646005 = -318345.141951 nChanged 476 SP:Iteration 2F (685.615982 sec): 3 clusters Score: Raw -321554.573455 + Penalty 2781.646005 = -318772.927450 nChanged 397 SP:Iteration 3F (685.646470 sec): 3 clusters Score: Raw -321882.915511 + Penalty 2781.646005 = -319101.269506 nChanged 322 SP:Iteration 4F (685.671329 sec): 3 clusters Score: Raw -322129.737600 + Penalty 2781.646005 = -319348.091595 nChanged 273 SP:Iteration 5F (685.702683 sec): 3 clusters Score: Raw -322375.300587 + Penalty 2781.646005 = -319593.654582 nChanged 262 SP:Iteration 6F (685.724120 sec): 3 clusters Score: Raw -322586.612180 + Penalty 2781.646005 = -319804.966175 nChanged 240 SP:Iteration 7Q (685.745237 sec): 3 clusters Score: Raw -322776.296870 + Penalty 2781.646005 = -319994.650865 nChanged 209 SP:Iteration 8Q (685.766540 sec): 3 clusters Score: Raw -322960.631206 + Penalty 2781.646005 = -320178.985201 nChanged 194 SP:Iteration 9Q (685.798005 sec): 3 clusters Score: Raw -323125.960882 + Penalty 2781.646005 = -320344.314877 nChanged 168 SP:Iteration 10Q (685.841611 sec): 3 clusters Score: Raw -323281.091232 + Penalty 2781.646005 = -320499.445227 nChanged 142 SP:Iteration 11Q (685.862460 sec): 3 clusters Score: Raw -323408.053027 + Penalty 2781.646005 = -320626.407022 nChanged 120 SP:Iteration 12Q (685.882551 sec): 3 clusters Score: Raw -323511.952600 + Penalty 2781.646005 = -320730.306595 nChanged 91 SP:Iteration 13Q (685.912944 sec): 3 clusters Score: Raw -323578.889940 + Penalty 2781.646005 = -320797.243935 nChanged 67 SP:Iteration 14Q (685.932747 sec): 3 clusters Score: Raw -323631.121180 + Penalty 2781.646005 = -320849.475175 nChanged 66 SP:Iteration 15Q (685.988656 sec): 3 clusters Score: Raw -323690.328092 + Penalty 2781.646005 = -320908.682087 nChanged 53 SP:Iteration 16Q (686.030052 sec): 3 clusters Score: Raw -323740.248563 + Penalty 2781.646005 = -320958.602558 nChanged 48 SP:Iteration 17Q (686.049770 sec): 3 clusters Score: Raw -323790.740230 + Penalty 2781.646005 = -321009.094225 nChanged 51 SP:Iteration 18Q (686.105974 sec): 3 clusters Score: Raw -323849.139343 + Penalty 2781.646005 = -321067.493338 nChanged 45 SP:Iteration 19Q (686.123825 sec): 3 clusters Score: Raw -323900.707498 + Penalty 2781.646005 = -321119.061493 nChanged 38 SP:Iteration 20F (686.145247 sec): 3 clusters Score: Raw -323943.998002 + Penalty 2781.646005 = -321162.351997 nChanged 35 SP:Iteration 21Q (686.164813 sec): 3 clusters Score: Raw -323980.407863 + Penalty 2781.646005 = -321198.761858 nChanged 26 SP:Iteration 22Q (686.184743 sec): 3 clusters Score: Raw -324012.415412 + Penalty 2781.646005 = -321230.769407 nChanged 29 SP:Iteration 23Q (686.211918 sec): 3 clusters Score: Raw -324032.754769 + Penalty 2781.646005 = -321251.108764 nChanged 13 SP:Iteration 24Q (686.239731 sec): 3 clusters Score: Raw -324040.496175 + Penalty 2781.646005 = -321258.850169 nChanged 7 SP:Iteration 25Q (686.270382 sec): 3 clusters Score: Raw -324044.922541 + Penalty 2781.646005 = -321263.276536 nChanged 6 SP:Iteration 26Q (686.300700 sec): 3 clusters Score: Raw -324050.662617 + Penalty 2781.646005 = -321269.016612 nChanged 7 SP:Iteration 27Q (686.320250 sec): 3 clusters Score: Raw -324054.589782 + Penalty 2781.646005 = -321272.943777 nChanged 2 SP:Iteration 28Q (686.340122 sec): 3 clusters Score: Raw -324055.537699 + Penalty 2781.646005 = -321273.891693 nChanged 2 SP:Iteration 29Q (686.360080 sec): 3 clusters Score: Raw -324056.129343 + Penalty 2781.646005 = -321274.483338 nChanged 1 SP:Iteration 30Q (686.379721 sec): 3 clusters Score: Raw -324056.773781 + Penalty 2781.646005 = -321275.127776 nChanged 0 SP:Iteration 31F (686.401175 sec): 3 clusters Score: Raw -324056.773781 + Penalty 2781.646005 = -321275.127776 nChanged 0 Score: Raw -22937361.871176 + Penalty 64400.529166 = -22872961.342010 Splitting cluster 9 changes total score from -22873462.403940 to -22872961.342010 So it's not getting split. Trying to split cluster 10 (2736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.431430 sec): 2 clusters Score: Raw -181216.127709 + Penalty 1286.065995 = -179930.061714 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.445661 sec): 3 clusters Score: Raw -179952.665268 + Penalty 2572.131991 = -177380.533278 nChanged 1019 SP:Iteration 1F (693.459012 sec): 3 clusters Score: Raw -180649.388575 + Penalty 2572.131991 = -178077.256584 nChanged 256 SP:Iteration 2F (693.472374 sec): 3 clusters Score: Raw -180927.045703 + Penalty 2572.131991 = -178354.913712 nChanged 223 SP:Iteration 3F (693.485686 sec): 3 clusters Score: Raw -181170.023297 + Penalty 2572.131991 = -178597.891307 nChanged 206 SP:Iteration 4F (693.499875 sec): 3 clusters Score: Raw -181410.568798 + Penalty 2572.131991 = -178838.436807 nChanged 178 SP:Iteration 5F (693.513318 sec): 3 clusters Score: Raw -181635.422952 + Penalty 2572.131991 = -179063.290961 nChanged 119 SP:Iteration 6Q (693.530695 sec): 3 clusters Score: Raw -181800.542926 + Penalty 2572.131991 = -179228.410935 nChanged 92 SP:Iteration 7Q (693.543883 sec): 3 clusters Score: Raw -181900.736231 + Penalty 2572.131991 = -179328.604240 nChanged 70 SP:Iteration 8Q (693.557139 sec): 3 clusters Score: Raw -181960.399993 + Penalty 2572.131991 = -179388.268002 nChanged 40 SP:Iteration 9Q (693.570369 sec): 3 clusters Score: Raw -181983.799898 + Penalty 2572.131991 = -179411.667907 nChanged 24 SP:Iteration 10Q (693.583583 sec): 3 clusters Score: Raw -181996.990455 + Penalty 2572.131991 = -179424.858465 nChanged 18 SP:Iteration 11Q (693.596679 sec): 3 clusters Score: Raw -182003.891533 + Penalty 2572.131991 = -179431.759543 nChanged 8 SP:Iteration 12Q (693.609866 sec): 3 clusters Score: Raw -182007.838877 + Penalty 2572.131991 = -179435.706886 nChanged 3 SP:Iteration 13Q (693.623070 sec): 3 clusters Score: Raw -182009.186221 + Penalty 2572.131991 = -179437.054231 nChanged 3 SP:Iteration 14Q (693.636199 sec): 3 clusters Score: Raw -182010.280710 + Penalty 2572.131991 = -179438.148720 nChanged 0 SP:Iteration 15F (693.649525 sec): 3 clusters Score: Raw -182010.280710 + Penalty 2572.131991 = -179438.148720 nChanged 0 Trying to split cluster 11 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.661102 sec): 2 clusters Score: Raw -67089.388642 + Penalty 1125.089652 = -65964.298989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.666778 sec): 3 clusters Score: Raw -66776.168053 + Penalty 2250.179304 = -64525.988749 nChanged 299 SP:Iteration 1F (693.672118 sec): 3 clusters Score: Raw -67067.911209 + Penalty 2250.179304 = -64817.731905 nChanged 78 SP:Iteration 2F (693.677413 sec): 3 clusters Score: Raw -67145.670392 + Penalty 2250.179304 = -64895.491088 nChanged 48 SP:Iteration 3Q (693.682756 sec): 3 clusters Score: Raw -67189.696069 + Penalty 2250.179304 = -64939.516765 nChanged 19 SP:Iteration 4Q (693.688067 sec): 3 clusters Score: Raw -67214.002231 + Penalty 2250.179304 = -64963.822927 nChanged 12 SP:Iteration 5Q (693.693375 sec): 3 clusters Score: Raw -67231.726234 + Penalty 2250.179304 = -64981.546929 nChanged 12 SP:Iteration 6Q (693.698656 sec): 3 clusters Score: Raw -67241.788824 + Penalty 2250.179304 = -64991.609520 nChanged 11 SP:Iteration 7Q (693.703896 sec): 3 clusters Score: Raw -67247.570160 + Penalty 2250.179304 = -64997.390856 nChanged 3 SP:Iteration 8Q (693.709177 sec): 3 clusters Score: Raw -67251.686185 + Penalty 2250.179304 = -65001.506881 nChanged 5 SP:Iteration 9Q (693.714448 sec): 3 clusters Score: Raw -67253.641531 + Penalty 2250.179304 = -65003.462227 nChanged 3 SP:Iteration 10Q (693.719734 sec): 3 clusters Score: Raw -67255.698263 + Penalty 2250.179304 = -65005.518959 nChanged 1 SP:Iteration 11Q (693.725007 sec): 3 clusters Score: Raw -67256.753124 + Penalty 2250.179304 = -65006.573820 nChanged 2 SP:Iteration 12Q (693.730280 sec): 3 clusters Score: Raw -67257.930717 + Penalty 2250.179304 = -65007.751412 nChanged 4 SP:Iteration 13Q (693.735560 sec): 3 clusters Score: Raw -67262.359131 + Penalty 2250.179304 = -65012.179827 nChanged 4 SP:Iteration 14Q (693.740837 sec): 3 clusters Score: Raw -67267.299704 + Penalty 2250.179304 = -65017.120399 nChanged 4 SP:Iteration 15Q (693.746149 sec): 3 clusters Score: Raw -67270.961793 + Penalty 2250.179304 = -65020.782489 nChanged 3 SP:Iteration 16Q (693.751435 sec): 3 clusters Score: Raw -67273.339161 + Penalty 2250.179304 = -65023.159857 nChanged 2 SP:Iteration 17Q (693.756667 sec): 3 clusters Score: Raw -67274.663021 + Penalty 2250.179304 = -65024.483717 nChanged 0 SP:Iteration 18F (693.761969 sec): 3 clusters Score: Raw -67274.663021 + Penalty 2250.179304 = -65024.483717 nChanged 0 Trying to split cluster 12 (1789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (693.781782 sec): 2 clusters Score: Raw -119640.674774 + Penalty 1217.029464 = -118423.645311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (693.791365 sec): 3 clusters Score: Raw -118928.697311 + Penalty 2434.058927 = -116494.638384 nChanged 608 SP:Iteration 1F (693.800295 sec): 3 clusters Score: Raw -119328.114617 + Penalty 2434.058927 = -116894.055689 nChanged 134 SP:Iteration 2F (693.809312 sec): 3 clusters Score: Raw -119411.676938 + Penalty 2434.058927 = -116977.618011 nChanged 69 SP:Iteration 3Q (693.818323 sec): 3 clusters Score: Raw -119451.074824 + Penalty 2434.058927 = -117017.015897 nChanged 43 SP:Iteration 4Q (693.827311 sec): 3 clusters Score: Raw -119473.476587 + Penalty 2434.058927 = -117039.417660 nChanged 26 SP:Iteration 5Q (693.836219 sec): 3 clusters Score: Raw -119487.435112 + Penalty 2434.058927 = -117053.376185 nChanged 23 SP:Iteration 6Q (693.845165 sec): 3 clusters Score: Raw -119497.863241 + Penalty 2434.058927 = -117063.804314 nChanged 18 SP:Iteration 7Q (693.854151 sec): 3 clusters Score: Raw -119506.197924 + Penalty 2434.058927 = -117072.138997 nChanged 14 SP:Iteration 8Q (693.863124 sec): 3 clusters Score: Raw -119511.862492 + Penalty 2434.058927 = -117077.803565 nChanged 10 SP:Iteration 9Q (693.872124 sec): 3 clusters Score: Raw -119517.311568 + Penalty 2434.058927 = -117083.252641 nChanged 10 SP:Iteration 10Q (693.880303 sec): 3 clusters Score: Raw -119522.961477 + Penalty 2434.058927 = -117088.902549 nChanged 12 SP:Iteration 11Q (693.889305 sec): 3 clusters Score: Raw -119530.932856 + Penalty 2434.058927 = -117096.873929 nChanged 11 SP:Iteration 12Q (693.898275 sec): 3 clusters Score: Raw -119536.465467 + Penalty 2434.058927 = -117102.406540 nChanged 9 SP:Iteration 13Q (693.910651 sec): 3 clusters Score: Raw -119540.085137 + Penalty 2434.058927 = -117106.026210 nChanged 6 SP:Iteration 14Q (693.919549 sec): 3 clusters Score: Raw -119542.849896 + Penalty 2434.058927 = -117108.790969 nChanged 10 SP:Iteration 15Q (693.928526 sec): 3 clusters Score: Raw -119551.589650 + Penalty 2434.058927 = -117117.530723 nChanged 16 SP:Iteration 16Q (693.937511 sec): 3 clusters Score: Raw -119558.784210 + Penalty 2434.058927 = -117124.725283 nChanged 11 SP:Iteration 17Q (693.946473 sec): 3 clusters Score: Raw -119562.756220 + Penalty 2434.058927 = -117128.697293 nChanged 9 SP:Iteration 18Q (693.955727 sec): 3 clusters Score: Raw -119567.136849 + Penalty 2434.058927 = -117133.077922 nChanged 9 SP:Iteration 19Q (693.964703 sec): 3 clusters Score: Raw -119571.439742 + Penalty 2434.058927 = -117137.380815 nChanged 8 SP:Iteration 20F (693.973726 sec): 3 clusters Score: Raw -119575.609865 + Penalty 2434.058927 = -117141.550938 nChanged 8 SP:Iteration 21Q (693.982683 sec): 3 clusters Score: Raw -119579.284620 + Penalty 2434.058927 = -117145.225693 nChanged 4 SP:Iteration 22Q (693.991675 sec): 3 clusters Score: Raw -119580.794836 + Penalty 2434.058927 = -117146.735909 nChanged 4 SP:Iteration 23Q (694.004806 sec): 3 clusters Score: Raw -119582.319087 + Penalty 2434.058927 = -117148.260159 nChanged 4 SP:Iteration 24Q (694.013706 sec): 3 clusters Score: Raw -119585.157095 + Penalty 2434.058927 = -117151.098168 nChanged 6 SP:Iteration 25Q (694.022658 sec): 3 clusters Score: Raw -119588.429184 + Penalty 2434.058927 = -117154.370257 nChanged 5 SP:Iteration 26Q (694.036143 sec): 3 clusters Score: Raw -119592.177441 + Penalty 2434.058927 = -117158.118514 nChanged 4 SP:Iteration 27Q (694.045111 sec): 3 clusters Score: Raw -119593.674918 + Penalty 2434.058927 = -117159.615991 nChanged 3 SP:Iteration 28Q (694.054052 sec): 3 clusters Score: Raw -119594.817747 + Penalty 2434.058927 = -117160.758820 nChanged 3 SP:Iteration 29Q (694.067263 sec): 3 clusters Score: Raw -119595.737170 + Penalty 2434.058927 = -117161.678242 nChanged 2 SP:Iteration 30Q (694.076247 sec): 3 clusters Score: Raw -119595.925156 + Penalty 2434.058927 = -117161.866229 nChanged 2 SP:Iteration 31Q (694.085258 sec): 3 clusters Score: Raw -119597.239344 + Penalty 2434.058927 = -117163.180417 nChanged 2 SP:Iteration 32Q (694.094179 sec): 3 clusters Score: Raw -119599.845164 + Penalty 2434.058927 = -117165.786237 nChanged 4 SP:Iteration 33Q (694.103054 sec): 3 clusters Score: Raw -119600.596186 + Penalty 2434.058927 = -117166.537259 nChanged 3 SP:Iteration 34Q (694.112027 sec): 3 clusters Score: Raw -119601.994206 + Penalty 2434.058927 = -117167.935278 nChanged 3 SP:Iteration 35Q (694.120998 sec): 3 clusters Score: Raw -119603.179895 + Penalty 2434.058927 = -117169.120968 nChanged 1 SP:Iteration 36Q (694.129990 sec): 3 clusters Score: Raw -119603.309223 + Penalty 2434.058927 = -117169.250295 nChanged 0 SP:Iteration 37F (694.138958 sec): 3 clusters Score: Raw -119603.309223 + Penalty 2434.058927 = -117169.250295 nChanged 0 Trying to split cluster 13 (1267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (694.151641 sec): 2 clusters Score: Raw -74820.579767 + Penalty 1160.966167 = -73659.613600 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.162001 sec): 3 clusters Score: Raw -74363.998048 + Penalty 2321.932334 = -72042.065715 nChanged 394 SP:Iteration 1F (694.168566 sec): 3 clusters Score: Raw -74738.381579 + Penalty 2321.932334 = -72416.449246 nChanged 126 SP:Iteration 2F (694.175116 sec): 3 clusters Score: Raw -74930.249682 + Penalty 2321.932334 = -72608.317349 nChanged 83 SP:Iteration 3F (694.181652 sec): 3 clusters Score: Raw -75070.219048 + Penalty 2321.932334 = -72748.286714 nChanged 71 SP:Iteration 4F (694.192821 sec): 3 clusters Score: Raw -75239.725490 + Penalty 2321.932334 = -72917.793156 nChanged 71 SP:Iteration 5F (694.199356 sec): 3 clusters Score: Raw -75410.278502 + Penalty 2321.932334 = -73088.346169 nChanged 77 SP:Iteration 6F (694.211773 sec): 3 clusters Score: Raw -75543.684966 + Penalty 2321.932334 = -73221.752632 nChanged 55 SP:Iteration 7Q (694.218210 sec): 3 clusters Score: Raw -75618.466790 + Penalty 2321.932334 = -73296.534456 nChanged 47 SP:Iteration 8Q (694.224545 sec): 3 clusters Score: Raw -75685.643960 + Penalty 2321.932334 = -73363.711627 nChanged 39 SP:Iteration 9Q (694.230853 sec): 3 clusters Score: Raw -75754.769006 + Penalty 2321.932334 = -73432.836673 nChanged 28 SP:Iteration 10Q (694.237135 sec): 3 clusters Score: Raw -75800.127352 + Penalty 2321.932334 = -73478.195018 nChanged 21 SP:Iteration 11Q (694.243408 sec): 3 clusters Score: Raw -75844.327172 + Penalty 2321.932334 = -73522.394839 nChanged 22 SP:Iteration 12Q (694.254882 sec): 3 clusters Score: Raw -75871.664202 + Penalty 2321.932334 = -73549.731869 nChanged 14 SP:Iteration 13Q (694.261115 sec): 3 clusters Score: Raw -75886.217841 + Penalty 2321.932334 = -73564.285508 nChanged 5 SP:Iteration 14Q (694.267361 sec): 3 clusters Score: Raw -75891.609846 + Penalty 2321.932334 = -73569.677512 nChanged 2 SP:Iteration 15Q (694.273602 sec): 3 clusters Score: Raw -75895.335206 + Penalty 2321.932334 = -73573.402872 nChanged 3 SP:Iteration 16Q (694.284571 sec): 3 clusters Score: Raw -75900.833071 + Penalty 2321.932334 = -73578.900737 nChanged 6 SP:Iteration 17Q (694.290819 sec): 3 clusters Score: Raw -75907.649381 + Penalty 2321.932334 = -73585.717048 nChanged 1 SP:Iteration 18Q (694.297018 sec): 3 clusters Score: Raw -75908.204256 + Penalty 2321.932334 = -73586.271922 nChanged 0 SP:Iteration 19F (694.303530 sec): 3 clusters Score: Raw -75908.204256 + Penalty 2321.932334 = -73586.271922 nChanged 0 Trying to split cluster 14 (38097 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (694.361178 sec): 2 clusters Score: Raw -2632562.340239 + Penalty 1714.032258 = -2630848.307981 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (694.437227 sec): 3 clusters Score: Raw -2608742.037275 + Penalty 3428.064516 = -2605313.972759 nChanged 17681 SP:Iteration 1F (694.505473 sec): 3 clusters Score: Raw -2618538.127738 + Penalty 3428.064516 = -2615110.063223 nChanged 1661 SP:Iteration 2Q (694.576539 sec): 3 clusters Score: Raw -2619060.211913 + Penalty 3428.064516 = -2615632.147397 nChanged 1671 SP:Iteration 3Q (694.653669 sec): 3 clusters Score: Raw -2619611.288179 + Penalty 3428.064516 = -2616183.223663 nChanged 1663 SP:Iteration 4Q (694.723607 sec): 3 clusters Score: Raw -2620181.710498 + Penalty 3428.064516 = -2616753.645983 nChanged 1674 SP:Iteration 5Q (694.794008 sec): 3 clusters Score: Raw -2620773.747208 + Penalty 3428.064516 = -2617345.682692 nChanged 1778 SP:Iteration 6Q (694.864409 sec): 3 clusters Score: Raw -2621502.630300 + Penalty 3428.064516 = -2618074.565784 nChanged 1870 SP:Iteration 7Q (694.934465 sec): 3 clusters Score: Raw -2622361.154192 + Penalty 3428.064516 = -2618933.089676 nChanged 2001 SP:Iteration 8F (695.000603 sec): 3 clusters Score: Raw -2623432.150904 + Penalty 3428.064516 = -2620004.086388 nChanged 2069 SP:Iteration 9F (695.067693 sec): 3 clusters Score: Raw -2624645.988485 + Penalty 3428.064516 = -2621217.923970 nChanged 2031 SP:Iteration 10F (695.135093 sec): 3 clusters Score: Raw -2625989.599963 + Penalty 3428.064516 = -2622561.535448 nChanged 1905 SP:Iteration 11F (695.202285 sec): 3 clusters Score: Raw -2627466.315206 + Penalty 3428.064516 = -2624038.250690 nChanged 1720 SP:Iteration 12Q (695.272868 sec): 3 clusters Score: Raw -2628944.126563 + Penalty 3428.064516 = -2625516.062047 nChanged 1344 SP:Iteration 13Q (695.340129 sec): 3 clusters Score: Raw -2630103.388796 + Penalty 3428.064516 = -2626675.324280 nChanged 994 SP:Iteration 14Q (695.404091 sec): 3 clusters Score: Raw -2630858.038992 + Penalty 3428.064516 = -2627429.974476 nChanged 725 SP:Iteration 15Q (695.465877 sec): 3 clusters Score: Raw -2631331.372071 + Penalty 3428.064516 = -2627903.307555 nChanged 548 SP:Iteration 16Q (695.526475 sec): 3 clusters Score: Raw -2631673.274732 + Penalty 3428.064516 = -2628245.210216 nChanged 423 SP:Iteration 17Q (695.586188 sec): 3 clusters Score: Raw -2631920.403412 + Penalty 3428.064516 = -2628492.338897 nChanged 320 SP:Iteration 18Q (695.644971 sec): 3 clusters Score: Raw -2632094.181221 + Penalty 3428.064516 = -2628666.116705 nChanged 270 SP:Iteration 19Q (695.703342 sec): 3 clusters Score: Raw -2632248.715320 + Penalty 3428.064516 = -2628820.650804 nChanged 230 SP:Iteration 20F (695.770811 sec): 3 clusters Score: Raw -2632355.813861 + Penalty 3428.064516 = -2628927.749345 nChanged 183 SP:Iteration 21Q (695.828370 sec): 3 clusters Score: Raw -2632436.177979 + Penalty 3428.064516 = -2629008.113463 nChanged 175 SP:Iteration 22Q (695.885616 sec): 3 clusters Score: Raw -2632519.506126 + Penalty 3428.064516 = -2629091.441610 nChanged 146 SP:Iteration 23Q (695.942676 sec): 3 clusters Score: Raw -2632586.736936 + Penalty 3428.064516 = -2629158.672420 nChanged 138 SP:Iteration 24Q (695.999591 sec): 3 clusters Score: Raw -2632655.177302 + Penalty 3428.064516 = -2629227.112786 nChanged 120 SP:Iteration 25Q (696.056142 sec): 3 clusters Score: Raw -2632706.145583 + Penalty 3428.064516 = -2629278.081068 nChanged 109 SP:Iteration 26Q (696.112699 sec): 3 clusters Score: Raw -2632758.580525 + Penalty 3428.064516 = -2629330.516009 nChanged 94 SP:Iteration 27Q (696.169173 sec): 3 clusters Score: Raw -2632796.577645 + Penalty 3428.064516 = -2629368.513129 nChanged 78 SP:Iteration 28Q (696.225288 sec): 3 clusters Score: Raw -2632832.290780 + Penalty 3428.064516 = -2629404.226264 nChanged 64 SP:Iteration 29Q (696.281487 sec): 3 clusters Score: Raw -2632869.333515 + Penalty 3428.064516 = -2629441.268999 nChanged 73 SP:Iteration 30Q (696.337493 sec): 3 clusters Score: Raw -2632907.015523 + Penalty 3428.064516 = -2629478.951007 nChanged 64 SP:Iteration 31Q (696.393573 sec): 3 clusters Score: Raw -2632942.874161 + Penalty 3428.064516 = -2629514.809645 nChanged 73 SP:Iteration 32Q (696.451108 sec): 3 clusters Score: Raw -2632976.551289 + Penalty 3428.064516 = -2629548.486773 nChanged 60 SP:Iteration 33Q (696.525538 sec): 3 clusters Score: Raw -2633000.217569 + Penalty 3428.064516 = -2629572.153053 nChanged 45 SP:Iteration 34Q (696.581898 sec): 3 clusters Score: Raw -2633022.811048 + Penalty 3428.064516 = -2629594.746532 nChanged 43 SP:Iteration 35Q (696.640746 sec): 3 clusters Score: Raw -2633045.261987 + Penalty 3428.064516 = -2629617.197471 nChanged 47 SP:Iteration 36Q (696.696990 sec): 3 clusters Score: Raw -2633067.802253 + Penalty 3428.064516 = -2629639.737737 nChanged 35 SP:Iteration 37Q (696.753409 sec): 3 clusters Score: Raw -2633089.524943 + Penalty 3428.064516 = -2629661.460428 nChanged 41 SP:Iteration 38Q (696.809098 sec): 3 clusters Score: Raw -2633113.634447 + Penalty 3428.064516 = -2629685.569931 nChanged 38 SP:Iteration 39Q (696.864605 sec): 3 clusters Score: Raw -2633130.676350 + Penalty 3428.064516 = -2629702.611834 nChanged 23 SP:Iteration 40F (696.934159 sec): 3 clusters Score: Raw -2633141.366284 + Penalty 3428.064516 = -2629713.301768 nChanged 20 SP:Iteration 41Q (696.991845 sec): 3 clusters Score: Raw -2633149.919001 + Penalty 3428.064516 = -2629721.854485 nChanged 24 SP:Iteration 42Q (697.047621 sec): 3 clusters Score: Raw -2633161.848058 + Penalty 3428.064516 = -2629733.783543 nChanged 31 SP:Iteration 43Q (697.135807 sec): 3 clusters Score: Raw -2633178.915577 + Penalty 3428.064516 = -2629750.851061 nChanged 25 SP:Iteration 44Q (697.193391 sec): 3 clusters Score: Raw -2633188.867644 + Penalty 3428.064516 = -2629760.803128 nChanged 16 SP:Iteration 45Q (697.248400 sec): 3 clusters Score: Raw -2633195.235359 + Penalty 3428.064516 = -2629767.170843 nChanged 19 SP:Iteration 46Q (697.303350 sec): 3 clusters Score: Raw -2633201.669880 + Penalty 3428.064516 = -2629773.605364 nChanged 11 SP:Iteration 47Q (697.358364 sec): 3 clusters Score: Raw -2633204.197107 + Penalty 3428.064516 = -2629776.132591 nChanged 4 SP:Iteration 48Q (697.413387 sec): 3 clusters Score: Raw -2633205.798242 + Penalty 3428.064516 = -2629777.733726 nChanged 3 SP:Iteration 49Q (697.468026 sec): 3 clusters Score: Raw -2633206.690658 + Penalty 3428.064516 = -2629778.626142 nChanged 2 SP:Iteration 50Q (697.522997 sec): 3 clusters Score: Raw -2633207.319627 + Penalty 3428.064516 = -2629779.255112 nChanged 4 SP:Iteration 51Q (697.577812 sec): 3 clusters Score: Raw -2633208.317089 + Penalty 3428.064516 = -2629780.252574 nChanged 0 SP:Iteration 52F (697.645668 sec): 3 clusters Score: Raw -2633208.317089 + Penalty 3428.064516 = -2629780.252574 nChanged 0 Trying to split cluster 15 (2329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (697.656328 sec): 2 clusters Score: Raw -145962.259691 + Penalty 1259.894069 = -144702.365622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (697.668664 sec): 3 clusters Score: Raw -144954.112748 + Penalty 2519.788138 = -142434.324610 nChanged 843 SP:Iteration 1F (697.680240 sec): 3 clusters Score: Raw -145576.620209 + Penalty 2519.788138 = -143056.832072 nChanged 215 SP:Iteration 2F (697.691794 sec): 3 clusters Score: Raw -145820.166955 + Penalty 2519.788138 = -143300.378817 nChanged 149 SP:Iteration 3F (697.703236 sec): 3 clusters Score: Raw -145953.104097 + Penalty 2519.788138 = -143433.315959 nChanged 99 SP:Iteration 4Q (697.714667 sec): 3 clusters Score: Raw -146045.257796 + Penalty 2519.788138 = -143525.469658 nChanged 84 SP:Iteration 5Q (697.726119 sec): 3 clusters Score: Raw -146110.224289 + Penalty 2519.788138 = -143590.436151 nChanged 69 SP:Iteration 6Q (697.737555 sec): 3 clusters Score: Raw -146163.685812 + Penalty 2519.788138 = -143643.897674 nChanged 62 SP:Iteration 7Q (697.748997 sec): 3 clusters Score: Raw -146222.164128 + Penalty 2519.788138 = -143702.375990 nChanged 48 SP:Iteration 8Q (697.760384 sec): 3 clusters Score: Raw -146264.602016 + Penalty 2519.788138 = -143744.813878 nChanged 35 SP:Iteration 9Q (697.771749 sec): 3 clusters Score: Raw -146286.364437 + Penalty 2519.788138 = -143766.576300 nChanged 29 SP:Iteration 10Q (697.783002 sec): 3 clusters Score: Raw -146307.015543 + Penalty 2519.788138 = -143787.227405 nChanged 26 SP:Iteration 11Q (697.794367 sec): 3 clusters Score: Raw -146327.209305 + Penalty 2519.788138 = -143807.421167 nChanged 27 SP:Iteration 12Q (697.805729 sec): 3 clusters Score: Raw -146343.630488 + Penalty 2519.788138 = -143823.842350 nChanged 20 SP:Iteration 13Q (697.817066 sec): 3 clusters Score: Raw -146359.123026 + Penalty 2519.788138 = -143839.334889 nChanged 14 SP:Iteration 14Q (697.828361 sec): 3 clusters Score: Raw -146368.953436 + Penalty 2519.788138 = -143849.165298 nChanged 15 SP:Iteration 15Q (697.839620 sec): 3 clusters Score: Raw -146375.486747 + Penalty 2519.788138 = -143855.698609 nChanged 18 SP:Iteration 16Q (697.850954 sec): 3 clusters Score: Raw -146386.464928 + Penalty 2519.788138 = -143866.676791 nChanged 10 SP:Iteration 17Q (697.862117 sec): 3 clusters Score: Raw -146391.508651 + Penalty 2519.788138 = -143871.720513 nChanged 8 SP:Iteration 18Q (697.873391 sec): 3 clusters Score: Raw -146398.949460 + Penalty 2519.788138 = -143879.161322 nChanged 16 SP:Iteration 19Q (697.888778 sec): 3 clusters Score: Raw -146408.035362 + Penalty 2519.788138 = -143888.247224 nChanged 13 SP:Iteration 20F (697.900249 sec): 3 clusters Score: Raw -146416.537041 + Penalty 2519.788138 = -143896.748903 nChanged 11 SP:Iteration 21Q (697.911541 sec): 3 clusters Score: Raw -146423.609970 + Penalty 2519.788138 = -143903.821832 nChanged 6 SP:Iteration 22Q (697.922792 sec): 3 clusters Score: Raw -146427.717692 + Penalty 2519.788138 = -143907.929554 nChanged 11 SP:Iteration 23Q (697.934048 sec): 3 clusters Score: Raw -146435.446939 + Penalty 2519.788138 = -143915.658801 nChanged 8 SP:Iteration 24Q (697.945337 sec): 3 clusters Score: Raw -146438.418660 + Penalty 2519.788138 = -143918.630523 nChanged 5 SP:Iteration 25Q (697.956520 sec): 3 clusters Score: Raw -146440.955907 + Penalty 2519.788138 = -143921.167770 nChanged 7 SP:Iteration 26Q (697.967690 sec): 3 clusters Score: Raw -146446.039636 + Penalty 2519.788138 = -143926.251499 nChanged 4 SP:Iteration 27Q (697.978942 sec): 3 clusters Score: Raw -146447.793856 + Penalty 2519.788138 = -143928.005718 nChanged 2 SP:Iteration 28Q (697.990152 sec): 3 clusters Score: Raw -146448.165291 + Penalty 2519.788138 = -143928.377153 nChanged 2 SP:Iteration 29Q (698.001373 sec): 3 clusters Score: Raw -146449.220611 + Penalty 2519.788138 = -143929.432473 nChanged 3 SP:Iteration 30Q (698.012557 sec): 3 clusters Score: Raw -146450.297544 + Penalty 2519.788138 = -143930.509406 nChanged 1 SP:Iteration 31Q (698.023729 sec): 3 clusters Score: Raw -146450.659139 + Penalty 2519.788138 = -143930.871002 nChanged 2 SP:Iteration 32Q (698.034960 sec): 3 clusters Score: Raw -146451.909818 + Penalty 2519.788138 = -143932.121680 nChanged 3 SP:Iteration 33Q (698.046156 sec): 3 clusters Score: Raw -146453.205362 + Penalty 2519.788138 = -143933.417224 nChanged 2 SP:Iteration 34Q (698.057325 sec): 3 clusters Score: Raw -146453.690270 + Penalty 2519.788138 = -143933.902132 nChanged 1 SP:Iteration 35Q (698.068539 sec): 3 clusters Score: Raw -146454.372604 + Penalty 2519.788138 = -143934.584466 nChanged 1 SP:Iteration 36Q (698.079576 sec): 3 clusters Score: Raw -146455.033755 + Penalty 2519.788138 = -143935.245617 nChanged 4 SP:Iteration 37Q (698.090747 sec): 3 clusters Score: Raw -146456.831897 + Penalty 2519.788138 = -143937.043759 nChanged 4 SP:Iteration 38Q (698.101953 sec): 3 clusters Score: Raw -146458.567194 + Penalty 2519.788138 = -143938.779057 nChanged 3 SP:Iteration 39Q (698.113129 sec): 3 clusters Score: Raw -146459.808891 + Penalty 2519.788138 = -143940.020753 nChanged 2 SP:Iteration 40F (698.124620 sec): 3 clusters Score: Raw -146460.548642 + Penalty 2519.788138 = -143940.760504 nChanged 2 SP:Iteration 41Q (698.135821 sec): 3 clusters Score: Raw -146461.129095 + Penalty 2519.788138 = -143941.340957 nChanged 1 SP:Iteration 42Q (698.146974 sec): 3 clusters Score: Raw -146461.801729 + Penalty 2519.788138 = -143942.013592 nChanged 2 SP:Iteration 43Q (698.158154 sec): 3 clusters Score: Raw -146463.933867 + Penalty 2519.788138 = -143944.145730 nChanged 2 SP:Iteration 44Q (698.169235 sec): 3 clusters Score: Raw -146464.984387 + Penalty 2519.788138 = -143945.196249 nChanged 1 SP:Iteration 45Q (698.180271 sec): 3 clusters Score: Raw -146465.872893 + Penalty 2519.788138 = -143946.084755 nChanged 0 SP:Iteration 46F (698.191726 sec): 3 clusters Score: Raw -146465.872893 + Penalty 2519.788138 = -143946.084755 nChanged 0 Trying to split cluster 16 (38268 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (698.248199 sec): 2 clusters Score: Raw -2596739.838513 + Penalty 1714.760014 = -2595025.078499 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (698.322085 sec): 3 clusters Score: Raw -2572844.583148 + Penalty 3429.520028 = -2569415.063120 nChanged 17752 SP:Iteration 1F (698.389614 sec): 3 clusters Score: Raw -2583039.221500 + Penalty 3429.520028 = -2579609.701472 nChanged 1839 SP:Iteration 2Q (698.460728 sec): 3 clusters Score: Raw -2583691.751212 + Penalty 3429.520028 = -2580262.231184 nChanged 1785 SP:Iteration 3Q (698.531022 sec): 3 clusters Score: Raw -2584369.884985 + Penalty 3429.520028 = -2580940.364958 nChanged 1861 SP:Iteration 4Q (698.601366 sec): 3 clusters Score: Raw -2585127.664493 + Penalty 3429.520028 = -2581698.144465 nChanged 1884 SP:Iteration 5Q (698.671430 sec): 3 clusters Score: Raw -2586005.452265 + Penalty 3429.520028 = -2582575.932237 nChanged 2011 SP:Iteration 6F (698.737881 sec): 3 clusters Score: Raw -2587087.405232 + Penalty 3429.520028 = -2583657.885205 nChanged 2135 SP:Iteration 7F (698.805305 sec): 3 clusters Score: Raw -2588359.179583 + Penalty 3429.520028 = -2584929.659555 nChanged 2119 SP:Iteration 8F (698.872912 sec): 3 clusters Score: Raw -2589846.916166 + Penalty 3429.520028 = -2586417.396138 nChanged 2064 SP:Iteration 9F (698.940492 sec): 3 clusters Score: Raw -2591370.129116 + Penalty 3429.520028 = -2587940.609088 nChanged 1829 SP:Iteration 10Q (699.011047 sec): 3 clusters Score: Raw -2592575.560094 + Penalty 3429.520028 = -2589146.040067 nChanged 1407 SP:Iteration 11Q (699.079790 sec): 3 clusters Score: Raw -2593294.082299 + Penalty 3429.520028 = -2589864.562271 nChanged 1015 SP:Iteration 12Q (699.147844 sec): 3 clusters Score: Raw -2593669.098759 + Penalty 3429.520028 = -2590239.578731 nChanged 744 SP:Iteration 13Q (699.214868 sec): 3 clusters Score: Raw -2593919.400167 + Penalty 3429.520028 = -2590489.880139 nChanged 606 SP:Iteration 14Q (699.281484 sec): 3 clusters Score: Raw -2594093.665217 + Penalty 3429.520028 = -2590664.145189 nChanged 488 SP:Iteration 15Q (699.347875 sec): 3 clusters Score: Raw -2594215.471163 + Penalty 3429.520028 = -2590785.951135 nChanged 432 SP:Iteration 16Q (699.413870 sec): 3 clusters Score: Raw -2594315.370886 + Penalty 3429.520028 = -2590885.850858 nChanged 383 SP:Iteration 17Q (699.479460 sec): 3 clusters Score: Raw -2594397.965995 + Penalty 3429.520028 = -2590968.445967 nChanged 335 SP:Iteration 18Q (699.544765 sec): 3 clusters Score: Raw -2594466.372398 + Penalty 3429.520028 = -2591036.852370 nChanged 311 SP:Iteration 19Q (699.610274 sec): 3 clusters Score: Raw -2594525.078585 + Penalty 3429.520028 = -2591095.558558 nChanged 281 SP:Iteration 20F (699.676775 sec): 3 clusters Score: Raw -2594575.353295 + Penalty 3429.520028 = -2591145.833267 nChanged 256 SP:Iteration 21Q (699.743042 sec): 3 clusters Score: Raw -2594619.023305 + Penalty 3429.520028 = -2591189.503277 nChanged 220 SP:Iteration 22Q (699.808083 sec): 3 clusters Score: Raw -2594650.312151 + Penalty 3429.520028 = -2591220.792123 nChanged 199 SP:Iteration 23Q (699.873187 sec): 3 clusters Score: Raw -2594677.745238 + Penalty 3429.520028 = -2591248.225210 nChanged 189 SP:Iteration 24Q (699.937960 sec): 3 clusters Score: Raw -2594703.469233 + Penalty 3429.520028 = -2591273.949205 nChanged 196 SP:Iteration 25Q (700.002414 sec): 3 clusters Score: Raw -2594732.171868 + Penalty 3429.520028 = -2591302.651840 nChanged 194 SP:Iteration 26Q (700.066963 sec): 3 clusters Score: Raw -2594759.613360 + Penalty 3429.520028 = -2591330.093332 nChanged 183 SP:Iteration 27Q (700.131203 sec): 3 clusters Score: Raw -2594784.787143 + Penalty 3429.520028 = -2591355.267115 nChanged 166 SP:Iteration 28Q (700.195541 sec): 3 clusters Score: Raw -2594804.187625 + Penalty 3429.520028 = -2591374.667597 nChanged 144 SP:Iteration 29Q (700.259466 sec): 3 clusters Score: Raw -2594821.946071 + Penalty 3429.520028 = -2591392.426043 nChanged 137 SP:Iteration 30Q (700.323237 sec): 3 clusters Score: Raw -2594839.820414 + Penalty 3429.520028 = -2591410.300386 nChanged 160 SP:Iteration 31Q (700.386972 sec): 3 clusters Score: Raw -2594861.791567 + Penalty 3429.520028 = -2591432.271539 nChanged 158 SP:Iteration 32Q (700.450525 sec): 3 clusters Score: Raw -2594882.428395 + Penalty 3429.520028 = -2591452.908367 nChanged 149 SP:Iteration 33Q (700.514128 sec): 3 clusters Score: Raw -2594900.297765 + Penalty 3429.520028 = -2591470.777737 nChanged 149 SP:Iteration 34Q (700.577213 sec): 3 clusters Score: Raw -2594920.459617 + Penalty 3429.520028 = -2591490.939589 nChanged 162 SP:Iteration 35Q (700.640204 sec): 3 clusters Score: Raw -2594944.529884 + Penalty 3429.520028 = -2591515.009856 nChanged 188 SP:Iteration 36Q (700.702966 sec): 3 clusters Score: Raw -2594981.233879 + Penalty 3429.520028 = -2591551.713851 nChanged 195 SP:Iteration 37Q (700.786809 sec): 3 clusters Score: Raw -2595021.255507 + Penalty 3429.520028 = -2591591.735479 nChanged 205 SP:Iteration 38Q (700.870753 sec): 3 clusters Score: Raw -2595064.284469 + Penalty 3429.520028 = -2591634.764441 nChanged 219 SP:Iteration 39Q (700.933440 sec): 3 clusters Score: Raw -2595111.666211 + Penalty 3429.520028 = -2591682.146183 nChanged 218 SP:Iteration 40F (700.999993 sec): 3 clusters Score: Raw -2595159.017366 + Penalty 3429.520028 = -2591729.497338 nChanged 206 SP:Iteration 41Q (701.064021 sec): 3 clusters Score: Raw -2595210.458163 + Penalty 3429.520028 = -2591780.938135 nChanged 224 SP:Iteration 42Q (701.126565 sec): 3 clusters Score: Raw -2595275.412746 + Penalty 3429.520028 = -2591845.892718 nChanged 247 SP:Iteration 43Q (701.187946 sec): 3 clusters Score: Raw -2595356.765354 + Penalty 3429.520028 = -2591927.245326 nChanged 269 SP:Iteration 44Q (701.252316 sec): 3 clusters Score: Raw -2595453.033563 + Penalty 3429.520028 = -2592023.513535 nChanged 271 SP:Iteration 45Q (701.313299 sec): 3 clusters Score: Raw -2595548.095493 + Penalty 3429.520028 = -2592118.575465 nChanged 269 SP:Iteration 46Q (701.385876 sec): 3 clusters Score: Raw -2595647.458953 + Penalty 3429.520028 = -2592217.938925 nChanged 254 SP:Iteration 47Q (701.469148 sec): 3 clusters Score: Raw -2595751.418318 + Penalty 3429.520028 = -2592321.898290 nChanged 277 SP:Iteration 48Q (701.533600 sec): 3 clusters Score: Raw -2595867.265630 + Penalty 3429.520028 = -2592437.745602 nChanged 264 SP:Iteration 49Q (701.593212 sec): 3 clusters Score: Raw -2595961.079343 + Penalty 3429.520028 = -2592531.559315 nChanged 231 SP:Iteration 50Q (701.652455 sec): 3 clusters Score: Raw -2596033.205869 + Penalty 3429.520028 = -2592603.685841 nChanged 213 SP:Iteration 51Q (701.711433 sec): 3 clusters Score: Raw -2596100.329970 + Penalty 3429.520028 = -2592670.809942 nChanged 200 SP:Iteration 52Q (701.770229 sec): 3 clusters Score: Raw -2596171.427397 + Penalty 3429.520028 = -2592741.907369 nChanged 213 SP:Iteration 53Q (701.828750 sec): 3 clusters Score: Raw -2596254.841233 + Penalty 3429.520028 = -2592825.321205 nChanged 178 SP:Iteration 54Q (701.887105 sec): 3 clusters Score: Raw -2596325.620049 + Penalty 3429.520028 = -2592896.100021 nChanged 155 SP:Iteration 55Q (701.945034 sec): 3 clusters Score: Raw -2596380.268979 + Penalty 3429.520028 = -2592950.748951 nChanged 170 SP:Iteration 56Q (702.003028 sec): 3 clusters Score: Raw -2596434.704680 + Penalty 3429.520028 = -2593005.184652 nChanged 145 SP:Iteration 57Q (702.060713 sec): 3 clusters Score: Raw -2596478.459646 + Penalty 3429.520028 = -2593048.939618 nChanged 136 SP:Iteration 58Q (702.118218 sec): 3 clusters Score: Raw -2596512.174253 + Penalty 3429.520028 = -2593082.654225 nChanged 119 SP:Iteration 59Q (702.175637 sec): 3 clusters Score: Raw -2596541.800207 + Penalty 3429.520028 = -2593112.280179 nChanged 115 SP:Iteration 60F (702.241667 sec): 3 clusters Score: Raw -2596572.772210 + Penalty 3429.520028 = -2593143.252182 nChanged 108 SP:Iteration 61Q (702.300469 sec): 3 clusters Score: Raw -2596601.754850 + Penalty 3429.520028 = -2593172.234822 nChanged 101 SP:Iteration 62Q (702.357492 sec): 3 clusters Score: Raw -2596625.227891 + Penalty 3429.520028 = -2593195.707863 nChanged 88 SP:Iteration 63Q (702.414542 sec): 3 clusters Score: Raw -2596644.280115 + Penalty 3429.520028 = -2593214.760087 nChanged 89 SP:Iteration 64Q (702.471327 sec): 3 clusters Score: Raw -2596663.612176 + Penalty 3429.520028 = -2593234.092148 nChanged 79 SP:Iteration 65Q (702.528218 sec): 3 clusters Score: Raw -2596681.024988 + Penalty 3429.520028 = -2593251.504960 nChanged 84 SP:Iteration 66Q (702.585122 sec): 3 clusters Score: Raw -2596701.273020 + Penalty 3429.520028 = -2593271.752992 nChanged 75 SP:Iteration 67Q (702.641864 sec): 3 clusters Score: Raw -2596716.858076 + Penalty 3429.520028 = -2593287.338048 nChanged 68 SP:Iteration 68Q (702.698458 sec): 3 clusters Score: Raw -2596729.715048 + Penalty 3429.520028 = -2593300.195020 nChanged 56 SP:Iteration 69Q (702.754925 sec): 3 clusters Score: Raw -2596739.539161 + Penalty 3429.520028 = -2593310.019133 nChanged 61 SP:Iteration 70Q (702.811430 sec): 3 clusters Score: Raw -2596749.975900 + Penalty 3429.520028 = -2593320.455872 nChanged 48 SP:Iteration 71Q (702.867881 sec): 3 clusters Score: Raw -2596759.009629 + Penalty 3429.520028 = -2593329.489601 nChanged 46 SP:Iteration 72Q (702.924273 sec): 3 clusters Score: Raw -2596766.738194 + Penalty 3429.520028 = -2593337.218166 nChanged 43 SP:Iteration 73Q (702.980620 sec): 3 clusters Score: Raw -2596773.897151 + Penalty 3429.520028 = -2593344.377123 nChanged 40 SP:Iteration 74Q (703.036850 sec): 3 clusters Score: Raw -2596781.968479 + Penalty 3429.520028 = -2593352.448451 nChanged 48 SP:Iteration 75Q (703.092990 sec): 3 clusters Score: Raw -2596792.187564 + Penalty 3429.520028 = -2593362.667536 nChanged 46 SP:Iteration 76Q (703.149089 sec): 3 clusters Score: Raw -2596802.287489 + Penalty 3429.520028 = -2593372.767461 nChanged 40 SP:Iteration 77Q (703.205422 sec): 3 clusters Score: Raw -2596809.807068 + Penalty 3429.520028 = -2593380.287040 nChanged 44 SP:Iteration 78Q (703.261637 sec): 3 clusters Score: Raw -2596818.670515 + Penalty 3429.520028 = -2593389.150487 nChanged 40 SP:Iteration 79Q (703.317823 sec): 3 clusters Score: Raw -2596826.687697 + Penalty 3429.520028 = -2593397.167669 nChanged 39 SP:Iteration 80F (703.383799 sec): 3 clusters Score: Raw -2596835.415363 + Penalty 3429.520028 = -2593405.895335 nChanged 34 SP:Iteration 81Q (703.441482 sec): 3 clusters Score: Raw -2596842.366421 + Penalty 3429.520028 = -2593412.846393 nChanged 36 SP:Iteration 82Q (703.497482 sec): 3 clusters Score: Raw -2596848.964002 + Penalty 3429.520028 = -2593419.443974 nChanged 32 SP:Iteration 83Q (703.553465 sec): 3 clusters Score: Raw -2596854.783268 + Penalty 3429.520028 = -2593425.263240 nChanged 36 SP:Iteration 84Q (703.609429 sec): 3 clusters Score: Raw -2596863.379270 + Penalty 3429.520028 = -2593433.859242 nChanged 34 SP:Iteration 85Q (703.665364 sec): 3 clusters Score: Raw -2596870.297175 + Penalty 3429.520028 = -2593440.777147 nChanged 31 SP:Iteration 86Q (703.721223 sec): 3 clusters Score: Raw -2596876.537730 + Penalty 3429.520028 = -2593447.017703 nChanged 24 SP:Iteration 87Q (703.777329 sec): 3 clusters Score: Raw -2596881.200224 + Penalty 3429.520028 = -2593451.680196 nChanged 26 SP:Iteration 88Q (703.833097 sec): 3 clusters Score: Raw -2596887.022670 + Penalty 3429.520028 = -2593457.502642 nChanged 17 SP:Iteration 89Q (703.888969 sec): 3 clusters Score: Raw -2596889.575828 + Penalty 3429.520028 = -2593460.055800 nChanged 14 SP:Iteration 90Q (703.944757 sec): 3 clusters Score: Raw -2596891.149146 + Penalty 3429.520028 = -2593461.629118 nChanged 10 SP:Iteration 91Q (704.000545 sec): 3 clusters Score: Raw -2596892.679964 + Penalty 3429.520028 = -2593463.159936 nChanged 8 SP:Iteration 92Q (704.056416 sec): 3 clusters Score: Raw -2596893.690304 + Penalty 3429.520028 = -2593464.170276 nChanged 9 SP:Iteration 93Q (704.112179 sec): 3 clusters Score: Raw -2596894.956999 + Penalty 3429.520028 = -2593465.436971 nChanged 10 SP:Iteration 94Q (704.168007 sec): 3 clusters Score: Raw -2596896.311634 + Penalty 3429.520028 = -2593466.791606 nChanged 3 SP:Iteration 95Q (704.223821 sec): 3 clusters Score: Raw -2596896.508359 + Penalty 3429.520028 = -2593466.988331 nChanged 3 SP:Iteration 96Q (704.279672 sec): 3 clusters Score: Raw -2596897.193868 + Penalty 3429.520028 = -2593467.673840 nChanged 5 SP:Iteration 97Q (704.335522 sec): 3 clusters Score: Raw -2596897.648402 + Penalty 3429.520028 = -2593468.128375 nChanged 3 SP:Iteration 98Q (704.402437 sec): 3 clusters Score: Raw -2596897.892215 + Penalty 3429.520028 = -2593468.372187 nChanged 1 SP:Iteration 99Q (704.495431 sec): 3 clusters Score: Raw -2596897.947170 + Penalty 3429.520028 = -2593468.427142 nChanged 1 SP:Iteration 100F (704.593044 sec): 3 clusters Score: Raw -2596898.216226 + Penalty 3429.520028 = -2593468.696198 nChanged 1 SP:Iteration 101Q (704.670638 sec): 3 clusters Score: Raw -2596898.443512 + Penalty 3429.520028 = -2593468.923484 nChanged 2 SP:Iteration 102Q (704.733230 sec): 3 clusters Score: Raw -2596898.624057 + Penalty 3429.520028 = -2593469.104029 nChanged 1 SP:Iteration 103Q (704.789510 sec): 3 clusters Score: Raw -2596898.754318 + Penalty 3429.520028 = -2593469.234290 nChanged 1 SP:Iteration 104Q (704.845309 sec): 3 clusters Score: Raw -2596898.840416 + Penalty 3429.520028 = -2593469.320388 nChanged 1 SP:Iteration 105Q (704.919407 sec): 3 clusters Score: Raw -2596898.866691 + Penalty 3429.520028 = -2593469.346663 nChanged 0 SP:Iteration 106F (704.995203 sec): 3 clusters Score: Raw -2596898.866691 + Penalty 3429.520028 = -2593469.346663 nChanged 0 Trying to split cluster 17 (28238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (705.032138 sec): 2 clusters Score: Raw -1803958.110062 + Penalty 1665.368878 = -1802292.741183 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (705.088451 sec): 3 clusters Score: Raw -1786737.036412 + Penalty 3330.737757 = -1783406.298655 nChanged 12922 SP:Iteration 1F (705.141838 sec): 3 clusters Score: Raw -1794262.037041 + Penalty 3330.737757 = -1790931.299285 nChanged 1717 SP:Iteration 2F (705.195743 sec): 3 clusters Score: Raw -1795331.216687 + Penalty 3330.737757 = -1792000.478930 nChanged 2085 SP:Iteration 3F (705.248725 sec): 3 clusters Score: Raw -1796876.720270 + Penalty 3330.737757 = -1793545.982513 nChanged 2189 SP:Iteration 4F (705.302213 sec): 3 clusters Score: Raw -1798665.001896 + Penalty 3330.737757 = -1795334.264139 nChanged 2064 SP:Iteration 5F (705.387305 sec): 3 clusters Score: Raw -1800468.322544 + Penalty 3330.737757 = -1797137.584787 nChanged 1797 SP:Iteration 6F (705.440942 sec): 3 clusters Score: Raw -1801816.508855 + Penalty 3330.737757 = -1798485.771098 nChanged 1303 SP:Iteration 7Q (705.495284 sec): 3 clusters Score: Raw -1802519.988896 + Penalty 3330.737757 = -1799189.251139 nChanged 851 SP:Iteration 8Q (705.554487 sec): 3 clusters Score: Raw -1802855.601994 + Penalty 3330.737757 = -1799524.864237 nChanged 552 SP:Iteration 9Q (705.599609 sec): 3 clusters Score: Raw -1803003.805371 + Penalty 3330.737757 = -1799673.067614 nChanged 356 SP:Iteration 10Q (705.651456 sec): 3 clusters Score: Raw -1803072.519723 + Penalty 3330.737757 = -1799741.781966 nChanged 254 SP:Iteration 11Q (705.703118 sec): 3 clusters Score: Raw -1803113.472975 + Penalty 3330.737757 = -1799782.735218 nChanged 191 SP:Iteration 12Q (705.754740 sec): 3 clusters Score: Raw -1803135.099183 + Penalty 3330.737757 = -1799804.361426 nChanged 139 SP:Iteration 13Q (705.806407 sec): 3 clusters Score: Raw -1803150.649466 + Penalty 3330.737757 = -1799819.911709 nChanged 116 SP:Iteration 14Q (705.857783 sec): 3 clusters Score: Raw -1803162.623899 + Penalty 3330.737757 = -1799831.886142 nChanged 101 SP:Iteration 15Q (705.909167 sec): 3 clusters Score: Raw -1803173.058619 + Penalty 3330.737757 = -1799842.320862 nChanged 96 SP:Iteration 16Q (705.960496 sec): 3 clusters Score: Raw -1803182.766404 + Penalty 3330.737757 = -1799852.028647 nChanged 95 SP:Iteration 17Q (706.011891 sec): 3 clusters Score: Raw -1803191.338713 + Penalty 3330.737757 = -1799860.600956 nChanged 76 SP:Iteration 18Q (706.063156 sec): 3 clusters Score: Raw -1803197.492416 + Penalty 3330.737757 = -1799866.754659 nChanged 73 SP:Iteration 19Q (706.114505 sec): 3 clusters Score: Raw -1803203.038972 + Penalty 3330.737757 = -1799872.301215 nChanged 64 SP:Iteration 20F (706.167094 sec): 3 clusters Score: Raw -1803208.195387 + Penalty 3330.737757 = -1799877.457630 nChanged 57 SP:Iteration 21Q (706.219358 sec): 3 clusters Score: Raw -1803213.973531 + Penalty 3330.737757 = -1799883.235774 nChanged 70 SP:Iteration 22Q (706.270793 sec): 3 clusters Score: Raw -1803220.572039 + Penalty 3330.737757 = -1799889.834282 nChanged 71 SP:Iteration 23Q (706.322318 sec): 3 clusters Score: Raw -1803226.190965 + Penalty 3330.737757 = -1799895.453208 nChanged 58 SP:Iteration 24Q (706.373633 sec): 3 clusters Score: Raw -1803230.550894 + Penalty 3330.737757 = -1799899.813138 nChanged 45 SP:Iteration 25Q (706.424921 sec): 3 clusters Score: Raw -1803233.751467 + Penalty 3330.737757 = -1799903.013710 nChanged 48 SP:Iteration 26Q (706.476040 sec): 3 clusters Score: Raw -1803237.498181 + Penalty 3330.737757 = -1799906.760424 nChanged 56 SP:Iteration 27Q (706.527293 sec): 3 clusters Score: Raw -1803241.775366 + Penalty 3330.737757 = -1799911.037609 nChanged 57 SP:Iteration 28Q (706.578281 sec): 3 clusters Score: Raw -1803245.911081 + Penalty 3330.737757 = -1799915.173325 nChanged 58 SP:Iteration 29Q (706.629587 sec): 3 clusters Score: Raw -1803250.405208 + Penalty 3330.737757 = -1799919.667452 nChanged 50 SP:Iteration 30Q (706.680657 sec): 3 clusters Score: Raw -1803254.759838 + Penalty 3330.737757 = -1799924.022081 nChanged 42 SP:Iteration 31Q (706.731498 sec): 3 clusters Score: Raw -1803257.937045 + Penalty 3330.737757 = -1799927.199288 nChanged 47 SP:Iteration 32Q (706.782828 sec): 3 clusters Score: Raw -1803261.712690 + Penalty 3330.737757 = -1799930.974933 nChanged 42 SP:Iteration 33Q (706.833915 sec): 3 clusters Score: Raw -1803264.976828 + Penalty 3330.737757 = -1799934.239071 nChanged 34 SP:Iteration 34Q (706.884639 sec): 3 clusters Score: Raw -1803267.669928 + Penalty 3330.737757 = -1799936.932171 nChanged 36 SP:Iteration 35Q (706.935707 sec): 3 clusters Score: Raw -1803270.990515 + Penalty 3330.737757 = -1799940.252758 nChanged 47 SP:Iteration 36Q (706.986546 sec): 3 clusters Score: Raw -1803275.861665 + Penalty 3330.737757 = -1799945.123908 nChanged 60 SP:Iteration 37Q (707.037573 sec): 3 clusters Score: Raw -1803281.419202 + Penalty 3330.737757 = -1799950.681445 nChanged 44 SP:Iteration 38Q (707.088460 sec): 3 clusters Score: Raw -1803284.766599 + Penalty 3330.737757 = -1799954.028842 nChanged 50 SP:Iteration 39Q (707.139213 sec): 3 clusters Score: Raw -1803288.983761 + Penalty 3330.737757 = -1799958.246004 nChanged 50 SP:Iteration 40F (707.191774 sec): 3 clusters Score: Raw -1803292.931444 + Penalty 3330.737757 = -1799962.193687 nChanged 45 SP:Iteration 41Q (707.243641 sec): 3 clusters Score: Raw -1803296.383821 + Penalty 3330.737757 = -1799965.646064 nChanged 45 SP:Iteration 42Q (707.294743 sec): 3 clusters Score: Raw -1803299.680086 + Penalty 3330.737757 = -1799968.942329 nChanged 33 SP:Iteration 43Q (707.345849 sec): 3 clusters Score: Raw -1803302.016568 + Penalty 3330.737757 = -1799971.278811 nChanged 30 SP:Iteration 44Q (707.396574 sec): 3 clusters Score: Raw -1803303.821310 + Penalty 3330.737757 = -1799973.083553 nChanged 32 SP:Iteration 45Q (707.447495 sec): 3 clusters Score: Raw -1803305.409854 + Penalty 3330.737757 = -1799974.672097 nChanged 27 SP:Iteration 46Q (707.518203 sec): 3 clusters Score: Raw -1803307.169245 + Penalty 3330.737757 = -1799976.431488 nChanged 29 SP:Iteration 47Q (707.595174 sec): 3 clusters Score: Raw -1803309.756346 + Penalty 3330.737757 = -1799979.018589 nChanged 45 SP:Iteration 48Q (707.693553 sec): 3 clusters Score: Raw -1803314.795767 + Penalty 3330.737757 = -1799984.058010 nChanged 56 SP:Iteration 49Q (707.747129 sec): 3 clusters Score: Raw -1803319.871748 + Penalty 3330.737757 = -1799989.133991 nChanged 64 SP:Iteration 50Q (707.803715 sec): 3 clusters Score: Raw -1803325.783141 + Penalty 3330.737757 = -1799995.045384 nChanged 72 SP:Iteration 51Q (707.854980 sec): 3 clusters Score: Raw -1803333.385722 + Penalty 3330.737757 = -1800002.647965 nChanged 79 SP:Iteration 52Q (707.936506 sec): 3 clusters Score: Raw -1803341.669860 + Penalty 3330.737757 = -1800010.932103 nChanged 82 SP:Iteration 53Q (707.987353 sec): 3 clusters Score: Raw -1803351.485920 + Penalty 3330.737757 = -1800020.748163 nChanged 80 SP:Iteration 54Q (708.037646 sec): 3 clusters Score: Raw -1803359.268231 + Penalty 3330.737757 = -1800028.530474 nChanged 75 SP:Iteration 55Q (708.088088 sec): 3 clusters Score: Raw -1803366.827660 + Penalty 3330.737757 = -1800036.089903 nChanged 68 SP:Iteration 56Q (708.138526 sec): 3 clusters Score: Raw -1803373.905522 + Penalty 3330.737757 = -1800043.167765 nChanged 71 SP:Iteration 57Q (708.189076 sec): 3 clusters Score: Raw -1803381.633764 + Penalty 3330.737757 = -1800050.896007 nChanged 69 SP:Iteration 58Q (708.239489 sec): 3 clusters Score: Raw -1803388.239831 + Penalty 3330.737757 = -1800057.502074 nChanged 83 SP:Iteration 59Q (708.290017 sec): 3 clusters Score: Raw -1803397.582843 + Penalty 3330.737757 = -1800066.845086 nChanged 92 SP:Iteration 60F (708.342496 sec): 3 clusters Score: Raw -1803408.871482 + Penalty 3330.737757 = -1800078.133725 nChanged 94 SP:Iteration 61Q (708.393737 sec): 3 clusters Score: Raw -1803420.338694 + Penalty 3330.737757 = -1800089.600937 nChanged 100 SP:Iteration 62Q (708.456282 sec): 3 clusters Score: Raw -1803432.336730 + Penalty 3330.737757 = -1800101.598973 nChanged 102 SP:Iteration 63Q (708.546559 sec): 3 clusters Score: Raw -1803443.487478 + Penalty 3330.737757 = -1800112.749721 nChanged 93 SP:Iteration 64Q (708.589841 sec): 3 clusters Score: Raw -1803453.082531 + Penalty 3330.737757 = -1800122.344774 nChanged 88 SP:Iteration 65Q (708.639813 sec): 3 clusters Score: Raw -1803461.154484 + Penalty 3330.737757 = -1800130.416727 nChanged 78 SP:Iteration 66Q (708.689726 sec): 3 clusters Score: Raw -1803469.213498 + Penalty 3330.737757 = -1800138.475741 nChanged 81 SP:Iteration 67Q (708.739761 sec): 3 clusters Score: Raw -1803477.933576 + Penalty 3330.737757 = -1800147.195819 nChanged 80 SP:Iteration 68Q (708.789853 sec): 3 clusters Score: Raw -1803487.020621 + Penalty 3330.737757 = -1800156.282864 nChanged 82 SP:Iteration 69Q (708.839806 sec): 3 clusters Score: Raw -1803495.506972 + Penalty 3330.737757 = -1800164.769215 nChanged 88 SP:Iteration 70Q (708.890058 sec): 3 clusters Score: Raw -1803505.268997 + Penalty 3330.737757 = -1800174.531240 nChanged 90 SP:Iteration 71Q (708.939764 sec): 3 clusters Score: Raw -1803515.977408 + Penalty 3330.737757 = -1800185.239651 nChanged 97 SP:Iteration 72Q (708.989705 sec): 3 clusters Score: Raw -1803527.951148 + Penalty 3330.737757 = -1800197.213391 nChanged 92 SP:Iteration 73Q (709.039475 sec): 3 clusters Score: Raw -1803538.894186 + Penalty 3330.737757 = -1800208.156430 nChanged 101 SP:Iteration 74Q (709.089111 sec): 3 clusters Score: Raw -1803551.007346 + Penalty 3330.737757 = -1800220.269589 nChanged 95 SP:Iteration 75Q (709.138810 sec): 3 clusters Score: Raw -1803563.250771 + Penalty 3330.737757 = -1800232.513014 nChanged 96 SP:Iteration 76Q (709.188386 sec): 3 clusters Score: Raw -1803576.162040 + Penalty 3330.737757 = -1800245.424283 nChanged 94 SP:Iteration 77Q (709.237857 sec): 3 clusters Score: Raw -1803590.592520 + Penalty 3330.737757 = -1800259.854763 nChanged 107 SP:Iteration 78Q (709.287318 sec): 3 clusters Score: Raw -1803606.945429 + Penalty 3330.737757 = -1800276.207673 nChanged 122 SP:Iteration 79Q (709.336815 sec): 3 clusters Score: Raw -1803625.549291 + Penalty 3330.737757 = -1800294.811534 nChanged 138 SP:Iteration 80F (709.389351 sec): 3 clusters Score: Raw -1803646.613540 + Penalty 3330.737757 = -1800315.875783 nChanged 122 SP:Iteration 81Q (709.439604 sec): 3 clusters Score: Raw -1803668.408773 + Penalty 3330.737757 = -1800337.671016 nChanged 138 SP:Iteration 82Q (709.488909 sec): 3 clusters Score: Raw -1803694.550730 + Penalty 3330.737757 = -1800363.812973 nChanged 159 SP:Iteration 83Q (709.538182 sec): 3 clusters Score: Raw -1803724.686850 + Penalty 3330.737757 = -1800393.949093 nChanged 150 SP:Iteration 84Q (709.587188 sec): 3 clusters Score: Raw -1803755.279560 + Penalty 3330.737757 = -1800424.541803 nChanged 146 SP:Iteration 85Q (709.636362 sec): 3 clusters Score: Raw -1803786.135457 + Penalty 3330.737757 = -1800455.397700 nChanged 167 SP:Iteration 86Q (709.685351 sec): 3 clusters Score: Raw -1803822.152348 + Penalty 3330.737757 = -1800491.414592 nChanged 156 SP:Iteration 87Q (709.734105 sec): 3 clusters Score: Raw -1803853.675351 + Penalty 3330.737757 = -1800522.937594 nChanged 166 SP:Iteration 88Q (709.782886 sec): 3 clusters Score: Raw -1803885.972977 + Penalty 3330.737757 = -1800555.235220 nChanged 165 SP:Iteration 89Q (709.831491 sec): 3 clusters Score: Raw -1803918.785407 + Penalty 3330.737757 = -1800588.047650 nChanged 160 SP:Iteration 90Q (709.916111 sec): 3 clusters Score: Raw -1803951.323756 + Penalty 3330.737757 = -1800620.585999 nChanged 146 SP:Iteration 91Q (709.979803 sec): 3 clusters Score: Raw -1803978.913965 + Penalty 3330.737757 = -1800648.176208 nChanged 121 SP:Iteration 92Q (710.060953 sec): 3 clusters Score: Raw -1803998.807959 + Penalty 3330.737757 = -1800668.070202 nChanged 109 SP:Iteration 93Q (710.140583 sec): 3 clusters Score: Raw -1804020.294059 + Penalty 3330.737757 = -1800689.556302 nChanged 126 SP:Iteration 94Q (710.189796 sec): 3 clusters Score: Raw -1804044.316897 + Penalty 3330.737757 = -1800713.579140 nChanged 129 SP:Iteration 95Q (710.238186 sec): 3 clusters Score: Raw -1804069.161339 + Penalty 3330.737757 = -1800738.423582 nChanged 131 SP:Iteration 96Q (710.301497 sec): 3 clusters Score: Raw -1804094.159703 + Penalty 3330.737757 = -1800763.421946 nChanged 126 SP:Iteration 97Q (710.354205 sec): 3 clusters Score: Raw -1804121.211465 + Penalty 3330.737757 = -1800790.473708 nChanged 139 SP:Iteration 98Q (710.402471 sec): 3 clusters Score: Raw -1804150.584980 + Penalty 3330.737757 = -1800819.847223 nChanged 133 SP:Iteration 99Q (710.474644 sec): 3 clusters Score: Raw -1804181.770774 + Penalty 3330.737757 = -1800851.033017 nChanged 130 SP:Iteration 100F (710.534637 sec): 3 clusters Score: Raw -1804212.146853 + Penalty 3330.737757 = -1800881.409096 nChanged 140 SP:Iteration 101Q (710.583505 sec): 3 clusters Score: Raw -1804247.997036 + Penalty 3330.737757 = -1800917.259279 nChanged 137 SP:Iteration 102Q (710.630928 sec): 3 clusters Score: Raw -1804278.931882 + Penalty 3330.737757 = -1800948.194125 nChanged 108 SP:Iteration 103Q (710.678428 sec): 3 clusters Score: Raw -1804300.664225 + Penalty 3330.737757 = -1800969.926468 nChanged 94 SP:Iteration 104Q (710.727145 sec): 3 clusters Score: Raw -1804320.374496 + Penalty 3330.737757 = -1800989.636739 nChanged 86 SP:Iteration 105Q (710.774918 sec): 3 clusters Score: Raw -1804339.260591 + Penalty 3330.737757 = -1801008.522834 nChanged 80 SP:Iteration 106Q (710.823003 sec): 3 clusters Score: Raw -1804356.948683 + Penalty 3330.737757 = -1801026.210926 nChanged 68 SP:Iteration 107Q (710.870047 sec): 3 clusters Score: Raw -1804371.181555 + Penalty 3330.737757 = -1801040.443798 nChanged 52 SP:Iteration 108Q (710.918324 sec): 3 clusters Score: Raw -1804381.466030 + Penalty 3330.737757 = -1801050.728273 nChanged 60 SP:Iteration 109Q (710.965283 sec): 3 clusters Score: Raw -1804394.107094 + Penalty 3330.737757 = -1801063.369337 nChanged 62 SP:Iteration 110Q (711.012336 sec): 3 clusters Score: Raw -1804412.438283 + Penalty 3330.737757 = -1801081.700526 nChanged 67 SP:Iteration 111Q (711.059967 sec): 3 clusters Score: Raw -1804430.055480 + Penalty 3330.737757 = -1801099.317724 nChanged 59 SP:Iteration 112Q (711.107048 sec): 3 clusters Score: Raw -1804443.987016 + Penalty 3330.737757 = -1801113.249259 nChanged 60 SP:Iteration 113Q (711.154247 sec): 3 clusters Score: Raw -1804457.471520 + Penalty 3330.737757 = -1801126.733763 nChanged 65 SP:Iteration 114Q (711.201202 sec): 3 clusters Score: Raw -1804469.760910 + Penalty 3330.737757 = -1801139.023153 nChanged 49 SP:Iteration 115Q (711.248241 sec): 3 clusters Score: Raw -1804479.981079 + Penalty 3330.737757 = -1801149.243322 nChanged 53 SP:Iteration 116Q (711.295428 sec): 3 clusters Score: Raw -1804493.253092 + Penalty 3330.737757 = -1801162.515335 nChanged 49 SP:Iteration 117Q (711.350524 sec): 3 clusters Score: Raw -1804505.988310 + Penalty 3330.737757 = -1801175.250553 nChanged 45 SP:Iteration 118Q (711.396680 sec): 3 clusters Score: Raw -1804515.774351 + Penalty 3330.737757 = -1801185.036594 nChanged 38 SP:Iteration 119Q (711.443470 sec): 3 clusters Score: Raw -1804523.710652 + Penalty 3330.737757 = -1801192.972895 nChanged 30 SP:Iteration 120F (711.495807 sec): 3 clusters Score: Raw -1804532.150748 + Penalty 3330.737757 = -1801201.412991 nChanged 44 SP:Iteration 121Q (711.543561 sec): 3 clusters Score: Raw -1804544.718881 + Penalty 3330.737757 = -1801213.981124 nChanged 58 SP:Iteration 122Q (711.590244 sec): 3 clusters Score: Raw -1804561.519872 + Penalty 3330.737757 = -1801230.782115 nChanged 58 SP:Iteration 123Q (711.636860 sec): 3 clusters Score: Raw -1804579.888847 + Penalty 3330.737757 = -1801249.151090 nChanged 58 SP:Iteration 124Q (711.683455 sec): 3 clusters Score: Raw -1804603.702776 + Penalty 3330.737757 = -1801272.965019 nChanged 54 SP:Iteration 125Q (711.729930 sec): 3 clusters Score: Raw -1804624.942745 + Penalty 3330.737757 = -1801294.204988 nChanged 62 SP:Iteration 126Q (711.776328 sec): 3 clusters Score: Raw -1804657.366671 + Penalty 3330.737757 = -1801326.628914 nChanged 69 SP:Iteration 127Q (711.822592 sec): 3 clusters Score: Raw -1804683.706533 + Penalty 3330.737757 = -1801352.968776 nChanged 63 SP:Iteration 128Q (711.868900 sec): 3 clusters Score: Raw -1804703.452009 + Penalty 3330.737757 = -1801372.714252 nChanged 55 SP:Iteration 129Q (711.915032 sec): 3 clusters Score: Raw -1804715.513240 + Penalty 3330.737757 = -1801384.775483 nChanged 37 SP:Iteration 130Q (711.961330 sec): 3 clusters Score: Raw -1804722.883462 + Penalty 3330.737757 = -1801392.145705 nChanged 25 SP:Iteration 131Q (712.007358 sec): 3 clusters Score: Raw -1804728.055220 + Penalty 3330.737757 = -1801397.317463 nChanged 18 SP:Iteration 132Q (712.053315 sec): 3 clusters Score: Raw -1804731.520312 + Penalty 3330.737757 = -1801400.782555 nChanged 15 SP:Iteration 133Q (712.099413 sec): 3 clusters Score: Raw -1804734.130196 + Penalty 3330.737757 = -1801403.392439 nChanged 12 SP:Iteration 134Q (712.145666 sec): 3 clusters Score: Raw -1804735.996098 + Penalty 3330.737757 = -1801405.258341 nChanged 7 SP:Iteration 135Q (712.191801 sec): 3 clusters Score: Raw -1804737.363662 + Penalty 3330.737757 = -1801406.625905 nChanged 14 SP:Iteration 136Q (712.237979 sec): 3 clusters Score: Raw -1804739.844482 + Penalty 3330.737757 = -1801409.106725 nChanged 11 SP:Iteration 137Q (712.284102 sec): 3 clusters Score: Raw -1804742.095004 + Penalty 3330.737757 = -1801411.357247 nChanged 12 SP:Iteration 138Q (712.330199 sec): 3 clusters Score: Raw -1804743.715775 + Penalty 3330.737757 = -1801412.978018 nChanged 8 SP:Iteration 139Q (712.411690 sec): 3 clusters Score: Raw -1804745.260752 + Penalty 3330.737757 = -1801414.522995 nChanged 9 SP:Iteration 140F (712.488501 sec): 3 clusters Score: Raw -1804746.241899 + Penalty 3330.737757 = -1801415.504142 nChanged 8 SP:Iteration 141Q (712.559628 sec): 3 clusters Score: Raw -1804747.518433 + Penalty 3330.737757 = -1801416.780676 nChanged 5 SP:Iteration 142Q (712.606020 sec): 3 clusters Score: Raw -1804748.056487 + Penalty 3330.737757 = -1801417.318730 nChanged 2 SP:Iteration 143Q (712.652482 sec): 3 clusters Score: Raw -1804748.205779 + Penalty 3330.737757 = -1801417.468022 nChanged 1 SP:Iteration 144Q (712.698679 sec): 3 clusters Score: Raw -1804748.307442 + Penalty 3330.737757 = -1801417.569685 nChanged 2 SP:Iteration 145Q (712.744959 sec): 3 clusters Score: Raw -1804748.721712 + Penalty 3330.737757 = -1801417.983955 nChanged 3 SP:Iteration 146Q (712.791030 sec): 3 clusters Score: Raw -1804748.926808 + Penalty 3330.737757 = -1801418.189051 nChanged 3 SP:Iteration 147Q (712.837084 sec): 3 clusters Score: Raw -1804749.161382 + Penalty 3330.737757 = -1801418.423625 nChanged 2 SP:Iteration 148Q (712.883273 sec): 3 clusters Score: Raw -1804749.303503 + Penalty 3330.737757 = -1801418.565746 nChanged 2 SP:Iteration 149Q (712.929169 sec): 3 clusters Score: Raw -1804749.388681 + Penalty 3330.737757 = -1801418.650924 nChanged 0 SP:Iteration 150F (712.981454 sec): 3 clusters Score: Raw -1804749.388681 + Penalty 3330.737757 = -1801418.650924 nChanged 0 Trying to split cluster 18 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (712.993162 sec): 2 clusters Score: Raw -48658.372448 + Penalty 1090.261955 = -47568.110492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (712.998173 sec): 3 clusters Score: Raw -48451.512678 + Penalty 2180.523911 = -46270.988768 nChanged 224 SP:Iteration 1F (713.002708 sec): 3 clusters Score: Raw -48725.580229 + Penalty 2180.523911 = -46545.056318 nChanged 72 SP:Iteration 2F (713.007261 sec): 3 clusters Score: Raw -48818.838316 + Penalty 2180.523911 = -46638.314405 nChanged 36 SP:Iteration 3Q (713.011771 sec): 3 clusters Score: Raw -48860.744576 + Penalty 2180.523911 = -46680.220666 nChanged 29 SP:Iteration 4Q (713.016272 sec): 3 clusters Score: Raw -48904.874700 + Penalty 2180.523911 = -46724.350790 nChanged 13 SP:Iteration 5Q (713.020768 sec): 3 clusters Score: Raw -48919.946616 + Penalty 2180.523911 = -46739.422706 nChanged 6 SP:Iteration 6Q (713.025245 sec): 3 clusters Score: Raw -48930.227722 + Penalty 2180.523911 = -46749.703812 nChanged 5 SP:Iteration 7Q (713.029739 sec): 3 clusters Score: Raw -48933.746124 + Penalty 2180.523911 = -46753.222213 nChanged 2 SP:Iteration 8Q (713.034183 sec): 3 clusters Score: Raw -48943.303010 + Penalty 2180.523911 = -46762.779100 nChanged 9 SP:Iteration 9Q (713.038653 sec): 3 clusters Score: Raw -48955.328666 + Penalty 2180.523911 = -46774.804755 nChanged 10 SP:Iteration 10Q (713.043107 sec): 3 clusters Score: Raw -48965.760699 + Penalty 2180.523911 = -46785.236789 nChanged 9 SP:Iteration 11Q (713.047598 sec): 3 clusters Score: Raw -48973.398575 + Penalty 2180.523911 = -46792.874664 nChanged 5 SP:Iteration 12Q (713.052078 sec): 3 clusters Score: Raw -48979.209705 + Penalty 2180.523911 = -46798.685794 nChanged 2 SP:Iteration 13Q (713.056578 sec): 3 clusters Score: Raw -48982.677517 + Penalty 2180.523911 = -46802.153606 nChanged 5 SP:Iteration 14Q (713.061018 sec): 3 clusters Score: Raw -48987.076132 + Penalty 2180.523911 = -46806.552221 nChanged 4 SP:Iteration 15Q (713.065442 sec): 3 clusters Score: Raw -48992.719580 + Penalty 2180.523911 = -46812.195670 nChanged 6 SP:Iteration 16Q (713.069888 sec): 3 clusters Score: Raw -49000.979509 + Penalty 2180.523911 = -46820.455598 nChanged 3 SP:Iteration 17Q (713.074342 sec): 3 clusters Score: Raw -49002.964041 + Penalty 2180.523911 = -46822.440131 nChanged 2 SP:Iteration 18Q (713.078794 sec): 3 clusters Score: Raw -49004.714591 + Penalty 2180.523911 = -46824.190681 nChanged 2 SP:Iteration 19Q (713.083247 sec): 3 clusters Score: Raw -49006.169090 + Penalty 2180.523911 = -46825.645179 nChanged 3 SP:Iteration 20F (713.087762 sec): 3 clusters Score: Raw -49009.078355 + Penalty 2180.523911 = -46828.554444 nChanged 1 SP:Iteration 21Q (713.092245 sec): 3 clusters Score: Raw -49010.205980 + Penalty 2180.523911 = -46829.682069 nChanged 3 SP:Iteration 22Q (713.096709 sec): 3 clusters Score: Raw -49012.816201 + Penalty 2180.523911 = -46832.292291 nChanged 1 SP:Iteration 23Q (713.101161 sec): 3 clusters Score: Raw -49013.442824 + Penalty 2180.523911 = -46832.918914 nChanged 1 SP:Iteration 24Q (713.105607 sec): 3 clusters Score: Raw -49014.106016 + Penalty 2180.523911 = -46833.582105 nChanged 0 SP:Iteration 25F (713.110075 sec): 3 clusters Score: Raw -49014.106016 + Penalty 2180.523911 = -46833.582105 nChanged 0 Trying to split cluster 19 (29103 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (713.159189 sec): 2 clusters Score: Raw -1988194.816719 + Penalty 1670.271938 = -1986524.544781 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (713.216355 sec): 3 clusters Score: Raw -1970429.685678 + Penalty 3340.543876 = -1967089.141802 nChanged 13251 SP:Iteration 1F (713.270631 sec): 3 clusters Score: Raw -1979012.170132 + Penalty 3340.543876 = -1975671.626257 nChanged 2438 SP:Iteration 2F (713.326702 sec): 3 clusters Score: Raw -1980989.866929 + Penalty 3340.543876 = -1977649.323054 nChanged 2746 SP:Iteration 3F (713.382674 sec): 3 clusters Score: Raw -1983445.658593 + Penalty 3340.543876 = -1980105.114717 nChanged 2581 SP:Iteration 4F (713.438668 sec): 3 clusters Score: Raw -1985600.001286 + Penalty 3340.543876 = -1982259.457411 nChanged 1989 SP:Iteration 5F (713.494370 sec): 3 clusters Score: Raw -1986795.768229 + Penalty 3340.543876 = -1983455.224354 nChanged 1252 SP:Iteration 6Q (713.552179 sec): 3 clusters Score: Raw -1987329.578429 + Penalty 3340.543876 = -1983989.034554 nChanged 802 SP:Iteration 7Q (713.609270 sec): 3 clusters Score: Raw -1987578.310199 + Penalty 3340.543876 = -1984237.766323 nChanged 526 SP:Iteration 8Q (713.666575 sec): 3 clusters Score: Raw -1987724.218470 + Penalty 3340.543876 = -1984383.674595 nChanged 422 SP:Iteration 9Q (713.723501 sec): 3 clusters Score: Raw -1987830.508921 + Penalty 3340.543876 = -1984489.965046 nChanged 346 SP:Iteration 10Q (713.802617 sec): 3 clusters Score: Raw -1987909.553634 + Penalty 3340.543876 = -1984569.009758 nChanged 317 SP:Iteration 11Q (713.860003 sec): 3 clusters Score: Raw -1987976.772595 + Penalty 3340.543876 = -1984636.228719 nChanged 282 SP:Iteration 12Q (713.917118 sec): 3 clusters Score: Raw -1988032.622218 + Penalty 3340.543876 = -1984692.078343 nChanged 271 SP:Iteration 13Q (713.974386 sec): 3 clusters Score: Raw -1988087.089552 + Penalty 3340.543876 = -1984746.545676 nChanged 295 SP:Iteration 14Q (714.031588 sec): 3 clusters Score: Raw -1988152.151768 + Penalty 3340.543876 = -1984811.607893 nChanged 296 SP:Iteration 15Q (714.088624 sec): 3 clusters Score: Raw -1988217.194274 + Penalty 3340.543876 = -1984876.650398 nChanged 275 SP:Iteration 16Q (714.145827 sec): 3 clusters Score: Raw -1988273.893935 + Penalty 3340.543876 = -1984933.350060 nChanged 231 SP:Iteration 17Q (714.202763 sec): 3 clusters Score: Raw -1988318.872076 + Penalty 3340.543876 = -1984978.328200 nChanged 208 SP:Iteration 18Q (714.259548 sec): 3 clusters Score: Raw -1988358.666779 + Penalty 3340.543876 = -1985018.122903 nChanged 209 SP:Iteration 19Q (714.316895 sec): 3 clusters Score: Raw -1988401.396309 + Penalty 3340.543876 = -1985060.852433 nChanged 193 SP:Iteration 20F (714.371868 sec): 3 clusters Score: Raw -1988444.908121 + Penalty 3340.543876 = -1985104.364245 nChanged 198 SP:Iteration 21Q (714.429867 sec): 3 clusters Score: Raw -1988488.346885 + Penalty 3340.543876 = -1985147.803010 nChanged 188 SP:Iteration 22Q (714.487160 sec): 3 clusters Score: Raw -1988529.463085 + Penalty 3340.543876 = -1985188.919209 nChanged 159 SP:Iteration 23Q (714.544318 sec): 3 clusters Score: Raw -1988558.946353 + Penalty 3340.543876 = -1985218.402477 nChanged 139 SP:Iteration 24Q (714.601293 sec): 3 clusters Score: Raw -1988587.970681 + Penalty 3340.543876 = -1985247.426805 nChanged 134 SP:Iteration 25Q (714.658431 sec): 3 clusters Score: Raw -1988614.215225 + Penalty 3340.543876 = -1985273.671349 nChanged 109 SP:Iteration 26Q (714.715384 sec): 3 clusters Score: Raw -1988631.950786 + Penalty 3340.543876 = -1985291.406911 nChanged 84 SP:Iteration 27Q (714.772035 sec): 3 clusters Score: Raw -1988644.869987 + Penalty 3340.543876 = -1985304.326111 nChanged 76 SP:Iteration 28Q (714.829043 sec): 3 clusters Score: Raw -1988659.172164 + Penalty 3340.543876 = -1985318.628288 nChanged 73 SP:Iteration 29Q (714.924652 sec): 3 clusters Score: Raw -1988671.214099 + Penalty 3340.543876 = -1985330.670223 nChanged 44 SP:Iteration 30Q (714.980349 sec): 3 clusters Score: Raw -1988677.908043 + Penalty 3340.543876 = -1985337.364167 nChanged 48 SP:Iteration 31Q (715.036936 sec): 3 clusters Score: Raw -1988685.780844 + Penalty 3340.543876 = -1985345.236968 nChanged 54 SP:Iteration 32Q (715.093527 sec): 3 clusters Score: Raw -1988693.515939 + Penalty 3340.543876 = -1985352.972064 nChanged 48 SP:Iteration 33Q (715.149773 sec): 3 clusters Score: Raw -1988701.288052 + Penalty 3340.543876 = -1985360.744177 nChanged 48 SP:Iteration 34Q (715.205956 sec): 3 clusters Score: Raw -1988708.549568 + Penalty 3340.543876 = -1985368.005692 nChanged 54 SP:Iteration 35Q (715.262373 sec): 3 clusters Score: Raw -1988718.166330 + Penalty 3340.543876 = -1985377.622454 nChanged 52 SP:Iteration 36Q (715.318574 sec): 3 clusters Score: Raw -1988727.033800 + Penalty 3340.543876 = -1985386.489924 nChanged 44 SP:Iteration 37Q (715.374670 sec): 3 clusters Score: Raw -1988734.491180 + Penalty 3340.543876 = -1985393.947305 nChanged 43 SP:Iteration 38Q (715.430830 sec): 3 clusters Score: Raw -1988741.968464 + Penalty 3340.543876 = -1985401.424589 nChanged 35 SP:Iteration 39Q (715.487020 sec): 3 clusters Score: Raw -1988747.585350 + Penalty 3340.543876 = -1985407.041474 nChanged 29 SP:Iteration 40F (715.541805 sec): 3 clusters Score: Raw -1988751.628720 + Penalty 3340.543876 = -1985411.084844 nChanged 32 SP:Iteration 41Q (715.598848 sec): 3 clusters Score: Raw -1988756.200450 + Penalty 3340.543876 = -1985415.656574 nChanged 28 SP:Iteration 42Q (715.654800 sec): 3 clusters Score: Raw -1988759.900378 + Penalty 3340.543876 = -1985419.356502 nChanged 27 SP:Iteration 43Q (715.710859 sec): 3 clusters Score: Raw -1988763.631505 + Penalty 3340.543876 = -1985423.087630 nChanged 17 SP:Iteration 44Q (715.766672 sec): 3 clusters Score: Raw -1988766.138644 + Penalty 3340.543876 = -1985425.594768 nChanged 15 SP:Iteration 45Q (715.822597 sec): 3 clusters Score: Raw -1988768.487042 + Penalty 3340.543876 = -1985427.943166 nChanged 18 SP:Iteration 46Q (715.878281 sec): 3 clusters Score: Raw -1988770.658185 + Penalty 3340.543876 = -1985430.114309 nChanged 14 SP:Iteration 47Q (715.933910 sec): 3 clusters Score: Raw -1988772.465915 + Penalty 3340.543876 = -1985431.922039 nChanged 10 SP:Iteration 48Q (715.989874 sec): 3 clusters Score: Raw -1988773.764066 + Penalty 3340.543876 = -1985433.220191 nChanged 8 SP:Iteration 49Q (716.045711 sec): 3 clusters Score: Raw -1988774.432305 + Penalty 3340.543876 = -1985433.888430 nChanged 7 SP:Iteration 50Q (716.101378 sec): 3 clusters Score: Raw -1988775.368902 + Penalty 3340.543876 = -1985434.825027 nChanged 11 SP:Iteration 51Q (716.157180 sec): 3 clusters Score: Raw -1988776.981756 + Penalty 3340.543876 = -1985436.437880 nChanged 15 SP:Iteration 52Q (716.212945 sec): 3 clusters Score: Raw -1988780.138852 + Penalty 3340.543876 = -1985439.594976 nChanged 17 SP:Iteration 53Q (716.268561 sec): 3 clusters Score: Raw -1988783.143695 + Penalty 3340.543876 = -1985442.599819 nChanged 19 SP:Iteration 54Q (716.324159 sec): 3 clusters Score: Raw -1988786.619542 + Penalty 3340.543876 = -1985446.075666 nChanged 14 SP:Iteration 55Q (716.379847 sec): 3 clusters Score: Raw -1988788.474188 + Penalty 3340.543876 = -1985447.930312 nChanged 13 SP:Iteration 56Q (716.435548 sec): 3 clusters Score: Raw -1988790.381477 + Penalty 3340.543876 = -1985449.837601 nChanged 17 SP:Iteration 57Q (716.491081 sec): 3 clusters Score: Raw -1988793.621216 + Penalty 3340.543876 = -1985453.077340 nChanged 18 SP:Iteration 58Q (716.546720 sec): 3 clusters Score: Raw -1988796.018892 + Penalty 3340.543876 = -1985455.475017 nChanged 11 SP:Iteration 59Q (716.602415 sec): 3 clusters Score: Raw -1988797.585965 + Penalty 3340.543876 = -1985457.042089 nChanged 9 SP:Iteration 60F (716.657286 sec): 3 clusters Score: Raw -1988799.375212 + Penalty 3340.543876 = -1985458.831337 nChanged 10 SP:Iteration 61Q (716.713769 sec): 3 clusters Score: Raw -1988801.371377 + Penalty 3340.543876 = -1985460.827502 nChanged 16 SP:Iteration 62Q (716.781049 sec): 3 clusters Score: Raw -1988804.446701 + Penalty 3340.543876 = -1985463.902825 nChanged 13 SP:Iteration 63Q (716.872285 sec): 3 clusters Score: Raw -1988807.000840 + Penalty 3340.543876 = -1985466.456965 nChanged 13 SP:Iteration 64Q (716.929563 sec): 3 clusters Score: Raw -1988808.835738 + Penalty 3340.543876 = -1985468.291862 nChanged 13 SP:Iteration 65Q (716.985225 sec): 3 clusters Score: Raw -1988811.370680 + Penalty 3340.543876 = -1985470.826804 nChanged 9 SP:Iteration 66Q (717.040540 sec): 3 clusters Score: Raw -1988813.296897 + Penalty 3340.543876 = -1985472.753021 nChanged 12 SP:Iteration 67Q (717.095989 sec): 3 clusters Score: Raw -1988816.090913 + Penalty 3340.543876 = -1985475.547038 nChanged 15 SP:Iteration 68Q (717.151600 sec): 3 clusters Score: Raw -1988818.838663 + Penalty 3340.543876 = -1985478.294788 nChanged 16 SP:Iteration 69Q (717.206891 sec): 3 clusters Score: Raw -1988821.608884 + Penalty 3340.543876 = -1985481.065009 nChanged 20 SP:Iteration 70Q (717.262186 sec): 3 clusters Score: Raw -1988825.353999 + Penalty 3340.543876 = -1985484.810123 nChanged 11 SP:Iteration 71Q (717.317752 sec): 3 clusters Score: Raw -1988827.443837 + Penalty 3340.543876 = -1985486.899961 nChanged 13 SP:Iteration 72Q (717.373205 sec): 3 clusters Score: Raw -1988829.199727 + Penalty 3340.543876 = -1985488.655852 nChanged 10 SP:Iteration 73Q (717.428459 sec): 3 clusters Score: Raw -1988830.744953 + Penalty 3340.543876 = -1985490.201078 nChanged 12 SP:Iteration 74Q (717.483754 sec): 3 clusters Score: Raw -1988833.252049 + Penalty 3340.543876 = -1985492.708173 nChanged 12 SP:Iteration 75Q (717.539341 sec): 3 clusters Score: Raw -1988836.171542 + Penalty 3340.543876 = -1985495.627667 nChanged 9 SP:Iteration 76Q (717.594575 sec): 3 clusters Score: Raw -1988838.272093 + Penalty 3340.543876 = -1985497.728217 nChanged 11 SP:Iteration 77Q (717.649769 sec): 3 clusters Score: Raw -1988841.775200 + Penalty 3340.543876 = -1985501.231325 nChanged 18 SP:Iteration 78Q (717.705210 sec): 3 clusters Score: Raw -1988845.799078 + Penalty 3340.543876 = -1985505.255202 nChanged 19 SP:Iteration 79Q (717.760704 sec): 3 clusters Score: Raw -1988849.533405 + Penalty 3340.543876 = -1985508.989529 nChanged 25 SP:Iteration 80F (717.815509 sec): 3 clusters Score: Raw -1988856.171219 + Penalty 3340.543876 = -1985515.627343 nChanged 15 SP:Iteration 81Q (717.871700 sec): 3 clusters Score: Raw -1988860.196284 + Penalty 3340.543876 = -1985519.652408 nChanged 23 SP:Iteration 82Q (717.927176 sec): 3 clusters Score: Raw -1988865.857718 + Penalty 3340.543876 = -1985525.313843 nChanged 18 SP:Iteration 83Q (717.982320 sec): 3 clusters Score: Raw -1988869.881890 + Penalty 3340.543876 = -1985529.338014 nChanged 11 SP:Iteration 84Q (718.037271 sec): 3 clusters Score: Raw -1988872.075273 + Penalty 3340.543876 = -1985531.531397 nChanged 10 SP:Iteration 85Q (718.092335 sec): 3 clusters Score: Raw -1988873.508532 + Penalty 3340.543876 = -1985532.964657 nChanged 6 SP:Iteration 86Q (718.147559 sec): 3 clusters Score: Raw -1988874.598121 + Penalty 3340.543876 = -1985534.054246 nChanged 6 SP:Iteration 87Q (718.202607 sec): 3 clusters Score: Raw -1988875.834688 + Penalty 3340.543876 = -1985535.290812 nChanged 10 SP:Iteration 88Q (718.257189 sec): 3 clusters Score: Raw -1988877.309635 + Penalty 3340.543876 = -1985536.765759 nChanged 5 SP:Iteration 89Q (718.312297 sec): 3 clusters Score: Raw -1988878.381767 + Penalty 3340.543876 = -1985537.837892 nChanged 5 SP:Iteration 90Q (718.367473 sec): 3 clusters Score: Raw -1988879.030688 + Penalty 3340.543876 = -1985538.486812 nChanged 3 SP:Iteration 91Q (718.422406 sec): 3 clusters Score: Raw -1988879.356191 + Penalty 3340.543876 = -1985538.812315 nChanged 1 SP:Iteration 92Q (718.477294 sec): 3 clusters Score: Raw -1988879.418074 + Penalty 3340.543876 = -1985538.874199 nChanged 0 SP:Iteration 93F (718.532128 sec): 3 clusters Score: Raw -1988879.418074 + Penalty 3340.543876 = -1985538.874199 nChanged 0 Trying to split cluster 20 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.544917 sec): 2 clusters Score: Raw -129831.741202 + Penalty 1231.115818 = -128600.625385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.555553 sec): 3 clusters Score: Raw -128992.836978 + Penalty 2462.231636 = -126530.605342 nChanged 680 SP:Iteration 1F (718.565500 sec): 3 clusters Score: Raw -129369.446240 + Penalty 2462.231636 = -126907.214605 nChanged 134 SP:Iteration 2F (718.575427 sec): 3 clusters Score: Raw -129466.139124 + Penalty 2462.231636 = -127003.907488 nChanged 82 SP:Iteration 3Q (718.585436 sec): 3 clusters Score: Raw -129524.299974 + Penalty 2462.231636 = -127062.068338 nChanged 73 SP:Iteration 4Q (718.595416 sec): 3 clusters Score: Raw -129577.087158 + Penalty 2462.231636 = -127114.855523 nChanged 57 SP:Iteration 5Q (718.605357 sec): 3 clusters Score: Raw -129615.377700 + Penalty 2462.231636 = -127153.146064 nChanged 52 SP:Iteration 6Q (718.615321 sec): 3 clusters Score: Raw -129647.748367 + Penalty 2462.231636 = -127185.516731 nChanged 32 SP:Iteration 7Q (718.625254 sec): 3 clusters Score: Raw -129664.095208 + Penalty 2462.231636 = -127201.863572 nChanged 21 SP:Iteration 8Q (718.635170 sec): 3 clusters Score: Raw -129675.829959 + Penalty 2462.231636 = -127213.598324 nChanged 19 SP:Iteration 9Q (718.645096 sec): 3 clusters Score: Raw -129686.846764 + Penalty 2462.231636 = -127224.615128 nChanged 17 SP:Iteration 10Q (718.654946 sec): 3 clusters Score: Raw -129695.172355 + Penalty 2462.231636 = -127232.940719 nChanged 12 SP:Iteration 11Q (718.664879 sec): 3 clusters Score: Raw -129700.314373 + Penalty 2462.231636 = -127238.082737 nChanged 15 SP:Iteration 12Q (718.674701 sec): 3 clusters Score: Raw -129707.800422 + Penalty 2462.231636 = -127245.568787 nChanged 15 SP:Iteration 13Q (718.684559 sec): 3 clusters Score: Raw -129715.592201 + Penalty 2462.231636 = -127253.360565 nChanged 10 SP:Iteration 14Q (718.694463 sec): 3 clusters Score: Raw -129720.403037 + Penalty 2462.231636 = -127258.171401 nChanged 10 SP:Iteration 15Q (718.704362 sec): 3 clusters Score: Raw -129726.796935 + Penalty 2462.231636 = -127264.565299 nChanged 14 SP:Iteration 16Q (718.714208 sec): 3 clusters Score: Raw -129733.086761 + Penalty 2462.231636 = -127270.855125 nChanged 13 SP:Iteration 17Q (718.724040 sec): 3 clusters Score: Raw -129739.063739 + Penalty 2462.231636 = -127276.832104 nChanged 7 SP:Iteration 18Q (718.733952 sec): 3 clusters Score: Raw -129742.732857 + Penalty 2462.231636 = -127280.501221 nChanged 8 SP:Iteration 19Q (718.743898 sec): 3 clusters Score: Raw -129746.850117 + Penalty 2462.231636 = -127284.618481 nChanged 6 SP:Iteration 20F (718.753828 sec): 3 clusters Score: Raw -129750.325763 + Penalty 2462.231636 = -127288.094127 nChanged 8 SP:Iteration 21Q (718.763725 sec): 3 clusters Score: Raw -129755.311802 + Penalty 2462.231636 = -127293.080166 nChanged 7 SP:Iteration 22Q (718.773571 sec): 3 clusters Score: Raw -129758.421949 + Penalty 2462.231636 = -127296.190313 nChanged 4 SP:Iteration 23Q (718.783480 sec): 3 clusters Score: Raw -129761.159755 + Penalty 2462.231636 = -127298.928119 nChanged 4 SP:Iteration 24Q (718.793270 sec): 3 clusters Score: Raw -129762.671473 + Penalty 2462.231636 = -127300.439837 nChanged 4 SP:Iteration 25Q (718.803154 sec): 3 clusters Score: Raw -129764.724277 + Penalty 2462.231636 = -127302.492642 nChanged 2 SP:Iteration 26Q (718.813022 sec): 3 clusters Score: Raw -129765.246200 + Penalty 2462.231636 = -127303.014565 nChanged 0 SP:Iteration 27F (718.822915 sec): 3 clusters Score: Raw -129765.246200 + Penalty 2462.231636 = -127303.014565 nChanged 0 Trying to split cluster 21 (5951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (718.842611 sec): 2 clusters Score: Raw -352293.589077 + Penalty 1412.338615 = -350881.250462 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (718.866261 sec): 3 clusters Score: Raw -349132.173606 + Penalty 2824.677229 = -346307.496377 nChanged 2483 SP:Iteration 1F (718.889292 sec): 3 clusters Score: Raw -350450.180780 + Penalty 2824.677229 = -347625.503551 nChanged 408 SP:Iteration 2F (718.912365 sec): 3 clusters Score: Raw -350651.341598 + Penalty 2824.677229 = -347826.664368 nChanged 333 SP:Iteration 3F (718.935212 sec): 3 clusters Score: Raw -350829.831749 + Penalty 2824.677229 = -348005.154520 nChanged 309 SP:Iteration 4F (718.958257 sec): 3 clusters Score: Raw -351041.025982 + Penalty 2824.677229 = -348216.348753 nChanged 323 SP:Iteration 5F (718.981205 sec): 3 clusters Score: Raw -351289.230832 + Penalty 2824.677229 = -348464.553602 nChanged 382 SP:Iteration 6F (719.003952 sec): 3 clusters Score: Raw -351640.412471 + Penalty 2824.677229 = -348815.735242 nChanged 406 SP:Iteration 7F (719.026664 sec): 3 clusters Score: Raw -352087.167129 + Penalty 2824.677229 = -349262.489899 nChanged 354 SP:Iteration 8F (719.049709 sec): 3 clusters Score: Raw -352511.609144 + Penalty 2824.677229 = -349686.931915 nChanged 284 SP:Iteration 9Q (719.072583 sec): 3 clusters Score: Raw -352846.099855 + Penalty 2824.677229 = -350021.422626 nChanged 169 SP:Iteration 10Q (719.095141 sec): 3 clusters Score: Raw -353036.501551 + Penalty 2824.677229 = -350211.824321 nChanged 112 SP:Iteration 11Q (719.117456 sec): 3 clusters Score: Raw -353143.486656 + Penalty 2824.677229 = -350318.809427 nChanged 71 SP:Iteration 12Q (719.139720 sec): 3 clusters Score: Raw -353202.798831 + Penalty 2824.677229 = -350378.121602 nChanged 40 SP:Iteration 13Q (719.162010 sec): 3 clusters Score: Raw -353228.859600 + Penalty 2824.677229 = -350404.182371 nChanged 23 SP:Iteration 14Q (719.184191 sec): 3 clusters Score: Raw -353243.982817 + Penalty 2824.677229 = -350419.305588 nChanged 18 SP:Iteration 15Q (719.206279 sec): 3 clusters Score: Raw -353252.695904 + Penalty 2824.677229 = -350428.018674 nChanged 12 SP:Iteration 16Q (719.228136 sec): 3 clusters Score: Raw -353259.344410 + Penalty 2824.677229 = -350434.667181 nChanged 1 SP:Iteration 17Q (719.250174 sec): 3 clusters Score: Raw -353259.592795 + Penalty 2824.677229 = -350434.915566 nChanged 0 SP:Iteration 18F (719.273179 sec): 3 clusters Score: Raw -353268.262594 + Penalty 2824.677229 = -350443.585365 nChanged 2 SP:Iteration 19Q (719.295031 sec): 3 clusters Score: Raw -353273.045712 + Penalty 2824.677229 = -350448.368483 nChanged 6 SP:Iteration 20F (719.318261 sec): 3 clusters Score: Raw -353275.972727 + Penalty 2824.677229 = -350451.295497 nChanged 3 SP:Iteration 21Q (719.339827 sec): 3 clusters Score: Raw -353277.876038 + Penalty 2824.677229 = -350453.198809 nChanged 3 SP:Iteration 22Q (719.361716 sec): 3 clusters Score: Raw -353279.675565 + Penalty 2824.677229 = -350454.998336 nChanged 5 SP:Iteration 23Q (719.383665 sec): 3 clusters Score: Raw -353283.846098 + Penalty 2824.677229 = -350459.168869 nChanged 5 SP:Iteration 24Q (719.405507 sec): 3 clusters Score: Raw -353286.000344 + Penalty 2824.677229 = -350461.323114 nChanged 5 SP:Iteration 25Q (719.427588 sec): 3 clusters Score: Raw -353289.117401 + Penalty 2824.677229 = -350464.440172 nChanged 7 SP:Iteration 26Q (719.449603 sec): 3 clusters Score: Raw -353294.740055 + Penalty 2824.677229 = -350470.062826 nChanged 7 SP:Iteration 27Q (719.471208 sec): 3 clusters Score: Raw -353298.889585 + Penalty 2824.677229 = -350474.212356 nChanged 8 SP:Iteration 28Q (719.493220 sec): 3 clusters Score: Raw -353303.336953 + Penalty 2824.677229 = -350478.659724 nChanged 2 SP:Iteration 29Q (719.515067 sec): 3 clusters Score: Raw -353304.672620 + Penalty 2824.677229 = -350479.995391 nChanged 2 SP:Iteration 30Q (719.536994 sec): 3 clusters Score: Raw -353306.257775 + Penalty 2824.677229 = -350481.580546 nChanged 2 SP:Iteration 31Q (719.558845 sec): 3 clusters Score: Raw -353307.761820 + Penalty 2824.677229 = -350483.084590 nChanged 2 SP:Iteration 32Q (719.580693 sec): 3 clusters Score: Raw -353308.546390 + Penalty 2824.677229 = -350483.869161 nChanged 2 SP:Iteration 33Q (719.602580 sec): 3 clusters Score: Raw -353309.438729 + Penalty 2824.677229 = -350484.761500 nChanged 1 SP:Iteration 34Q (719.624263 sec): 3 clusters Score: Raw -353309.697114 + Penalty 2824.677229 = -350485.019884 nChanged 0 SP:Iteration 35F (719.647462 sec): 3 clusters Score: Raw -353309.697114 + Penalty 2824.677229 = -350485.019884 nChanged 0 Trying to split cluster 22 (327 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.656230 sec): 2 clusters Score: Raw -18439.656373 + Penalty 940.868528 = -17498.787845 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.658695 sec): 3 clusters Score: Raw -18452.268427 + Penalty 1881.737056 = -16570.531372 nChanged 57 SP:Iteration 1F (719.660943 sec): 3 clusters Score: Raw -18555.988163 + Penalty 1881.737056 = -16674.251108 nChanged 13 SP:Iteration 2Q (719.663133 sec): 3 clusters Score: Raw -18592.481002 + Penalty 1881.737056 = -16710.743947 nChanged 8 SP:Iteration 3Q (719.665320 sec): 3 clusters Score: Raw -18607.141844 + Penalty 1881.737056 = -16725.404788 nChanged 3 SP:Iteration 4Q (719.667496 sec): 3 clusters Score: Raw -18616.847921 + Penalty 1881.737056 = -16735.110866 nChanged 4 SP:Iteration 5Q (719.669672 sec): 3 clusters Score: Raw -18630.773512 + Penalty 1881.737056 = -16749.036457 nChanged 3 SP:Iteration 6Q (719.671837 sec): 3 clusters Score: Raw -18634.575878 + Penalty 1881.737056 = -16752.838823 nChanged 2 SP:Iteration 7Q (719.673991 sec): 3 clusters Score: Raw -18641.722605 + Penalty 1881.737056 = -16759.985550 nChanged 1 SP:Iteration 8Q (719.676162 sec): 3 clusters Score: Raw -18646.074137 + Penalty 1881.737056 = -16764.337082 nChanged 1 SP:Iteration 9Q (719.678323 sec): 3 clusters Score: Raw -18646.960052 + Penalty 1881.737056 = -16765.222996 nChanged 1 SP:Iteration 10Q (719.680477 sec): 3 clusters Score: Raw -18648.029438 + Penalty 1881.737056 = -16766.292382 nChanged 0 SP:Iteration 11F (719.682692 sec): 3 clusters Score: Raw -18648.029438 + Penalty 1881.737056 = -16766.292382 nChanged 0 Trying to split cluster 23 (2399 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (719.698766 sec): 2 clusters Score: Raw -138310.306584 + Penalty 1264.706180 = -137045.600404 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (719.711312 sec): 3 clusters Score: Raw -137294.926717 + Penalty 2529.412360 = -134765.514357 nChanged 888 SP:Iteration 1F (719.723197 sec): 3 clusters Score: Raw -137911.001292 + Penalty 2529.412360 = -135381.588931 nChanged 201 SP:Iteration 2F (719.734971 sec): 3 clusters Score: Raw -138074.754244 + Penalty 2529.412360 = -135545.341884 nChanged 149 SP:Iteration 3F (719.746906 sec): 3 clusters Score: Raw -138249.040527 + Penalty 2529.412360 = -135719.628167 nChanged 148 SP:Iteration 4F (719.758787 sec): 3 clusters Score: Raw -138428.306584 + Penalty 2529.412360 = -135898.894223 nChanged 141 SP:Iteration 5F (719.770607 sec): 3 clusters Score: Raw -138597.294014 + Penalty 2529.412360 = -136067.881654 nChanged 116 SP:Iteration 6Q (719.782353 sec): 3 clusters Score: Raw -138744.634694 + Penalty 2529.412360 = -136215.222334 nChanged 107 SP:Iteration 7Q (719.794006 sec): 3 clusters Score: Raw -138869.638282 + Penalty 2529.412360 = -136340.225922 nChanged 81 SP:Iteration 8Q (719.805558 sec): 3 clusters Score: Raw -138940.991397 + Penalty 2529.412360 = -136411.579036 nChanged 54 SP:Iteration 9Q (719.816992 sec): 3 clusters Score: Raw -138993.477336 + Penalty 2529.412360 = -136464.064975 nChanged 46 SP:Iteration 10Q (719.828488 sec): 3 clusters Score: Raw -139037.500106 + Penalty 2529.412360 = -136508.087746 nChanged 35 SP:Iteration 11Q (719.839970 sec): 3 clusters Score: Raw -139075.635524 + Penalty 2529.412360 = -136546.223163 nChanged 37 SP:Iteration 12Q (719.851416 sec): 3 clusters Score: Raw -139107.008903 + Penalty 2529.412360 = -136577.596542 nChanged 21 SP:Iteration 13Q (719.862794 sec): 3 clusters Score: Raw -139132.813713 + Penalty 2529.412360 = -136603.401352 nChanged 23 SP:Iteration 14Q (719.874128 sec): 3 clusters Score: Raw -139158.676936 + Penalty 2529.412360 = -136629.264575 nChanged 17 SP:Iteration 15Q (719.885432 sec): 3 clusters Score: Raw -139195.704885 + Penalty 2529.412360 = -136666.292524 nChanged 17 SP:Iteration 16Q (719.896756 sec): 3 clusters Score: Raw -139257.200163 + Penalty 2529.412360 = -136727.787803 nChanged 11 SP:Iteration 17Q (719.908055 sec): 3 clusters Score: Raw -139276.461693 + Penalty 2529.412360 = -136747.049333 nChanged 9 SP:Iteration 18Q (719.919319 sec): 3 clusters Score: Raw -139286.219356 + Penalty 2529.412360 = -136756.806995 nChanged 12 SP:Iteration 19Q (719.930571 sec): 3 clusters Score: Raw -139297.900446 + Penalty 2529.412360 = -136768.488086 nChanged 11 SP:Iteration 20F (719.942402 sec): 3 clusters Score: Raw -139302.826975 + Penalty 2529.412360 = -136773.414615 nChanged 4 SP:Iteration 21Q (719.953682 sec): 3 clusters Score: Raw -139305.170510 + Penalty 2529.412360 = -136775.758149 nChanged 4 SP:Iteration 22Q (719.965002 sec): 3 clusters Score: Raw -139307.338072 + Penalty 2529.412360 = -136777.925711 nChanged 1 SP:Iteration 23Q (719.976201 sec): 3 clusters Score: Raw -139307.707643 + Penalty 2529.412360 = -136778.295283 nChanged 0 SP:Iteration 24F (719.988018 sec): 3 clusters Score: Raw -139307.707643 + Penalty 2529.412360 = -136778.295283 nChanged 0 Trying to split cluster 24 (65551 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (720.080404 sec): 2 clusters Score: Raw -4426321.036471 + Penalty 1802.219858 = -4424518.816613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (720.206629 sec): 3 clusters Score: Raw -4384009.840276 + Penalty 3604.439717 = -4380405.400559 nChanged 31105 SP:Iteration 1F (720.317883 sec): 3 clusters Score: Raw -4402154.830783 + Penalty 3604.439717 = -4398550.391066 nChanged 2624 SP:Iteration 2Q (720.436677 sec): 3 clusters Score: Raw -4403006.258530 + Penalty 3604.439717 = -4399401.818813 nChanged 2707 SP:Iteration 3Q (720.554852 sec): 3 clusters Score: Raw -4404069.839960 + Penalty 3604.439717 = -4400465.400243 nChanged 3053 SP:Iteration 4Q (720.685600 sec): 3 clusters Score: Raw -4405473.983169 + Penalty 3604.439717 = -4401869.543452 nChanged 3466 SP:Iteration 5F (720.796700 sec): 3 clusters Score: Raw -4407319.728310 + Penalty 3604.439717 = -4403715.288593 nChanged 3912 SP:Iteration 6F (720.907630 sec): 3 clusters Score: Raw -4409636.634238 + Penalty 3604.439717 = -4406032.194521 nChanged 4102 SP:Iteration 7F (721.018414 sec): 3 clusters Score: Raw -4412214.334931 + Penalty 3604.439717 = -4408609.895214 nChanged 4056 SP:Iteration 8F (721.129379 sec): 3 clusters Score: Raw -4414708.976449 + Penalty 3604.439717 = -4411104.536732 nChanged 3576 SP:Iteration 9F (721.240311 sec): 3 clusters Score: Raw -4416864.678822 + Penalty 3604.439717 = -4413260.239105 nChanged 2976 SP:Iteration 10Q (721.369297 sec): 3 clusters Score: Raw -4418608.181544 + Penalty 3604.439717 = -4415003.741827 nChanged 2363 SP:Iteration 11Q (721.484190 sec): 3 clusters Score: Raw -4419746.231629 + Penalty 3604.439717 = -4416141.791912 nChanged 1683 SP:Iteration 12Q (721.598175 sec): 3 clusters Score: Raw -4420381.146714 + Penalty 3604.439717 = -4416776.706997 nChanged 1249 SP:Iteration 13Q (721.711712 sec): 3 clusters Score: Raw -4420791.043936 + Penalty 3604.439717 = -4417186.604219 nChanged 1023 SP:Iteration 14Q (721.824711 sec): 3 clusters Score: Raw -4421081.031530 + Penalty 3604.439717 = -4417476.591813 nChanged 875 SP:Iteration 15Q (721.937394 sec): 3 clusters Score: Raw -4421299.567434 + Penalty 3604.439717 = -4417695.127717 nChanged 782 SP:Iteration 16Q (722.050044 sec): 3 clusters Score: Raw -4421491.693332 + Penalty 3604.439717 = -4417887.253615 nChanged 755 SP:Iteration 17Q (722.162356 sec): 3 clusters Score: Raw -4421669.560181 + Penalty 3604.439717 = -4418065.120464 nChanged 745 SP:Iteration 18Q (722.274499 sec): 3 clusters Score: Raw -4421839.024126 + Penalty 3604.439717 = -4418234.584409 nChanged 709 SP:Iteration 19Q (722.386214 sec): 3 clusters Score: Raw -4421990.631015 + Penalty 3604.439717 = -4418386.191298 nChanged 672 SP:Iteration 20F (722.497143 sec): 3 clusters Score: Raw -4422130.810356 + Penalty 3604.439717 = -4418526.370639 nChanged 627 SP:Iteration 21Q (722.608821 sec): 3 clusters Score: Raw -4422253.456333 + Penalty 3604.439717 = -4418649.016616 nChanged 609 SP:Iteration 22Q (722.720616 sec): 3 clusters Score: Raw -4422369.985886 + Penalty 3604.439717 = -4418765.546169 nChanged 606 SP:Iteration 23Q (722.831357 sec): 3 clusters Score: Raw -4422482.587726 + Penalty 3604.439717 = -4418878.148009 nChanged 584 SP:Iteration 24Q (722.941544 sec): 3 clusters Score: Raw -4422587.398149 + Penalty 3604.439717 = -4418982.958432 nChanged 583 SP:Iteration 25Q (723.051258 sec): 3 clusters Score: Raw -4422688.783954 + Penalty 3604.439717 = -4419084.344237 nChanged 543 SP:Iteration 26Q (723.160771 sec): 3 clusters Score: Raw -4422780.059177 + Penalty 3604.439717 = -4419175.619460 nChanged 521 SP:Iteration 27Q (723.269577 sec): 3 clusters Score: Raw -4422866.595050 + Penalty 3604.439717 = -4419262.155333 nChanged 498 SP:Iteration 28Q (723.378134 sec): 3 clusters Score: Raw -4422966.278660 + Penalty 3604.439717 = -4419361.838943 nChanged 563 SP:Iteration 29Q (723.486091 sec): 3 clusters Score: Raw -4423101.764393 + Penalty 3604.439717 = -4419497.324676 nChanged 598 SP:Iteration 30Q (723.593675 sec): 3 clusters Score: Raw -4423265.538120 + Penalty 3604.439717 = -4419661.098403 nChanged 644 SP:Iteration 31Q (723.700646 sec): 3 clusters Score: Raw -4423468.881300 + Penalty 3604.439717 = -4419864.441583 nChanged 666 SP:Iteration 32Q (723.806964 sec): 3 clusters Score: Raw -4423695.534055 + Penalty 3604.439717 = -4420091.094338 nChanged 650 SP:Iteration 33Q (723.912515 sec): 3 clusters Score: Raw -4423926.984168 + Penalty 3604.439717 = -4420322.544451 nChanged 651 SP:Iteration 34Q (724.017703 sec): 3 clusters Score: Raw -4424176.396454 + Penalty 3604.439717 = -4420571.956737 nChanged 653 SP:Iteration 35Q (724.121697 sec): 3 clusters Score: Raw -4424420.465127 + Penalty 3604.439717 = -4420816.025410 nChanged 645 SP:Iteration 36Q (724.224975 sec): 3 clusters Score: Raw -4424656.570822 + Penalty 3604.439717 = -4421052.131105 nChanged 623 SP:Iteration 37Q (724.327574 sec): 3 clusters Score: Raw -4424892.614812 + Penalty 3604.439717 = -4421288.175095 nChanged 601 SP:Iteration 38Q (724.429225 sec): 3 clusters Score: Raw -4425100.411928 + Penalty 3604.439717 = -4421495.972211 nChanged 563 SP:Iteration 39Q (724.530156 sec): 3 clusters Score: Raw -4425283.365041 + Penalty 3604.439717 = -4421678.925324 nChanged 514 SP:Iteration 40F (724.641215 sec): 3 clusters Score: Raw -4425449.344599 + Penalty 3604.439717 = -4421844.904882 nChanged 481 SP:Iteration 41Q (724.742912 sec): 3 clusters Score: Raw -4425590.861854 + Penalty 3604.439717 = -4421986.422137 nChanged 430 SP:Iteration 42Q (724.844003 sec): 3 clusters Score: Raw -4425704.275713 + Penalty 3604.439717 = -4422099.835996 nChanged 391 SP:Iteration 43Q (724.956323 sec): 3 clusters Score: Raw -4425807.321777 + Penalty 3604.439717 = -4422202.882060 nChanged 396 SP:Iteration 44Q (725.064674 sec): 3 clusters Score: Raw -4425906.827680 + Penalty 3604.439717 = -4422302.387963 nChanged 355 SP:Iteration 45Q (725.168686 sec): 3 clusters Score: Raw -4425988.361637 + Penalty 3604.439717 = -4422383.921920 nChanged 340 SP:Iteration 46Q (725.268127 sec): 3 clusters Score: Raw -4426062.881972 + Penalty 3604.439717 = -4422458.442255 nChanged 328 SP:Iteration 47Q (725.367224 sec): 3 clusters Score: Raw -4426132.452627 + Penalty 3604.439717 = -4422528.012910 nChanged 307 SP:Iteration 48Q (725.465951 sec): 3 clusters Score: Raw -4426194.329400 + Penalty 3604.439717 = -4422589.889683 nChanged 284 SP:Iteration 49Q (725.564040 sec): 3 clusters Score: Raw -4426243.746226 + Penalty 3604.439717 = -4422639.306509 nChanged 251 SP:Iteration 50Q (725.661992 sec): 3 clusters Score: Raw -4426287.752515 + Penalty 3604.439717 = -4422683.312798 nChanged 245 SP:Iteration 51Q (725.759617 sec): 3 clusters Score: Raw -4426330.931551 + Penalty 3604.439717 = -4422726.491834 nChanged 228 SP:Iteration 52Q (725.856984 sec): 3 clusters Score: Raw -4426369.441956 + Penalty 3604.439717 = -4422765.002239 nChanged 201 SP:Iteration 53Q (725.954395 sec): 3 clusters Score: Raw -4426403.332357 + Penalty 3604.439717 = -4422798.892640 nChanged 204 SP:Iteration 54Q (726.051505 sec): 3 clusters Score: Raw -4426436.283569 + Penalty 3604.439717 = -4422831.843852 nChanged 199 SP:Iteration 55Q (726.148173 sec): 3 clusters Score: Raw -4426470.900114 + Penalty 3604.439717 = -4422866.460397 nChanged 196 SP:Iteration 56Q (726.244798 sec): 3 clusters Score: Raw -4426505.445708 + Penalty 3604.439717 = -4422901.005991 nChanged 187 SP:Iteration 57Q (726.341191 sec): 3 clusters Score: Raw -4426537.340526 + Penalty 3604.439717 = -4422932.900809 nChanged 179 SP:Iteration 58Q (726.438024 sec): 3 clusters Score: Raw -4426567.599841 + Penalty 3604.439717 = -4422963.160124 nChanged 161 SP:Iteration 59Q (726.534008 sec): 3 clusters Score: Raw -4426592.896501 + Penalty 3604.439717 = -4422988.456784 nChanged 157 SP:Iteration 60F (726.645058 sec): 3 clusters Score: Raw -4426616.533142 + Penalty 3604.439717 = -4423012.093425 nChanged 152 SP:Iteration 61Q (726.740821 sec): 3 clusters Score: Raw -4426639.991520 + Penalty 3604.439717 = -4423035.551803 nChanged 141 SP:Iteration 62Q (726.836946 sec): 3 clusters Score: Raw -4426661.620860 + Penalty 3604.439717 = -4423057.181143 nChanged 138 SP:Iteration 63Q (726.939629 sec): 3 clusters Score: Raw -4426684.717682 + Penalty 3604.439717 = -4423080.277965 nChanged 132 SP:Iteration 64Q (727.036710 sec): 3 clusters Score: Raw -4426707.564830 + Penalty 3604.439717 = -4423103.125113 nChanged 133 SP:Iteration 65Q (727.132350 sec): 3 clusters Score: Raw -4426730.408855 + Penalty 3604.439717 = -4423125.969138 nChanged 136 SP:Iteration 66Q (727.227637 sec): 3 clusters Score: Raw -4426752.755431 + Penalty 3604.439717 = -4423148.315714 nChanged 124 SP:Iteration 67Q (727.322642 sec): 3 clusters Score: Raw -4426770.842101 + Penalty 3604.439717 = -4423166.402384 nChanged 96 SP:Iteration 68Q (727.417566 sec): 3 clusters Score: Raw -4426783.636631 + Penalty 3604.439717 = -4423179.196914 nChanged 81 SP:Iteration 69Q (727.512337 sec): 3 clusters Score: Raw -4426794.005127 + Penalty 3604.439717 = -4423189.565410 nChanged 77 SP:Iteration 70Q (727.606930 sec): 3 clusters Score: Raw -4426804.699409 + Penalty 3604.439717 = -4423200.259692 nChanged 72 SP:Iteration 71Q (727.701724 sec): 3 clusters Score: Raw -4426814.932022 + Penalty 3604.439717 = -4423210.492305 nChanged 86 SP:Iteration 72Q (727.796256 sec): 3 clusters Score: Raw -4426826.307310 + Penalty 3604.439717 = -4423221.867593 nChanged 88 SP:Iteration 73Q (727.890698 sec): 3 clusters Score: Raw -4426838.459026 + Penalty 3604.439717 = -4423234.019309 nChanged 70 SP:Iteration 74Q (727.985077 sec): 3 clusters Score: Raw -4426846.643414 + Penalty 3604.439717 = -4423242.203697 nChanged 52 SP:Iteration 75Q (728.079460 sec): 3 clusters Score: Raw -4426851.292590 + Penalty 3604.439717 = -4423246.852873 nChanged 45 SP:Iteration 76Q (728.173713 sec): 3 clusters Score: Raw -4426855.623938 + Penalty 3604.439717 = -4423251.184221 nChanged 37 SP:Iteration 77Q (728.267956 sec): 3 clusters Score: Raw -4426859.277686 + Penalty 3604.439717 = -4423254.837969 nChanged 36 SP:Iteration 78Q (728.394699 sec): 3 clusters Score: Raw -4426862.569974 + Penalty 3604.439717 = -4423258.130257 nChanged 35 SP:Iteration 79Q (728.489053 sec): 3 clusters Score: Raw -4426866.142075 + Penalty 3604.439717 = -4423261.702358 nChanged 31 SP:Iteration 80F (728.599663 sec): 3 clusters Score: Raw -4426869.130424 + Penalty 3604.439717 = -4423264.690707 nChanged 20 SP:Iteration 81Q (728.693733 sec): 3 clusters Score: Raw -4426870.849598 + Penalty 3604.439717 = -4423266.409881 nChanged 20 SP:Iteration 82Q (728.787717 sec): 3 clusters Score: Raw -4426872.185474 + Penalty 3604.439717 = -4423267.745757 nChanged 18 SP:Iteration 83Q (728.881640 sec): 3 clusters Score: Raw -4426873.247934 + Penalty 3604.439717 = -4423268.808217 nChanged 17 SP:Iteration 84Q (728.975604 sec): 3 clusters Score: Raw -4426874.459071 + Penalty 3604.439717 = -4423270.019354 nChanged 18 SP:Iteration 85Q (729.069496 sec): 3 clusters Score: Raw -4426875.689073 + Penalty 3604.439717 = -4423271.249356 nChanged 21 SP:Iteration 86Q (729.163451 sec): 3 clusters Score: Raw -4426877.159735 + Penalty 3604.439717 = -4423272.720018 nChanged 17 SP:Iteration 87Q (729.257417 sec): 3 clusters Score: Raw -4426878.364104 + Penalty 3604.439717 = -4423273.924387 nChanged 16 SP:Iteration 88Q (729.351238 sec): 3 clusters Score: Raw -4426879.368503 + Penalty 3604.439717 = -4423274.928786 nChanged 14 SP:Iteration 89Q (729.445114 sec): 3 clusters Score: Raw -4426880.440036 + Penalty 3604.439717 = -4423276.000319 nChanged 15 SP:Iteration 90Q (729.538775 sec): 3 clusters Score: Raw -4426881.350541 + Penalty 3604.439717 = -4423276.910824 nChanged 18 SP:Iteration 91Q (729.632511 sec): 3 clusters Score: Raw -4426882.393925 + Penalty 3604.439717 = -4423277.954208 nChanged 17 SP:Iteration 92Q (729.726401 sec): 3 clusters Score: Raw -4426883.599303 + Penalty 3604.439717 = -4423279.159586 nChanged 17 SP:Iteration 93Q (729.820010 sec): 3 clusters Score: Raw -4426884.770330 + Penalty 3604.439717 = -4423280.330613 nChanged 13 SP:Iteration 94Q (729.913635 sec): 3 clusters Score: Raw -4426885.878794 + Penalty 3604.439717 = -4423281.439077 nChanged 12 SP:Iteration 95Q (730.007192 sec): 3 clusters Score: Raw -4426886.972767 + Penalty 3604.439717 = -4423282.533050 nChanged 16 SP:Iteration 96Q (730.100776 sec): 3 clusters Score: Raw -4426888.250195 + Penalty 3604.439717 = -4423283.810478 nChanged 10 SP:Iteration 97Q (730.194373 sec): 3 clusters Score: Raw -4426888.921602 + Penalty 3604.439717 = -4423284.481885 nChanged 8 SP:Iteration 98Q (730.290211 sec): 3 clusters Score: Raw -4426889.285232 + Penalty 3604.439717 = -4423284.845515 nChanged 9 SP:Iteration 99Q (730.397979 sec): 3 clusters Score: Raw -4426889.989620 + Penalty 3604.439717 = -4423285.549903 nChanged 11 SP:Iteration 100F (730.508038 sec): 3 clusters Score: Raw -4426890.950852 + Penalty 3604.439717 = -4423286.511135 nChanged 11 SP:Iteration 101Q (730.602631 sec): 3 clusters Score: Raw -4426891.570815 + Penalty 3604.439717 = -4423287.131098 nChanged 10 SP:Iteration 102Q (730.696534 sec): 3 clusters Score: Raw -4426892.191480 + Penalty 3604.439717 = -4423287.751763 nChanged 7 SP:Iteration 103Q (730.799499 sec): 3 clusters Score: Raw -4426892.512441 + Penalty 3604.439717 = -4423288.072724 nChanged 8 SP:Iteration 104Q (730.893434 sec): 3 clusters Score: Raw -4426893.086549 + Penalty 3604.439717 = -4423288.646832 nChanged 15 SP:Iteration 105Q (730.987229 sec): 3 clusters Score: Raw -4426894.128480 + Penalty 3604.439717 = -4423289.688763 nChanged 17 SP:Iteration 106Q (731.081116 sec): 3 clusters Score: Raw -4426895.315977 + Penalty 3604.439717 = -4423290.876260 nChanged 19 SP:Iteration 107Q (731.174914 sec): 3 clusters Score: Raw -4426896.694197 + Penalty 3604.439717 = -4423292.254480 nChanged 16 SP:Iteration 108Q (731.268949 sec): 3 clusters Score: Raw -4426897.814686 + Penalty 3604.439717 = -4423293.374969 nChanged 9 SP:Iteration 109Q (731.363576 sec): 3 clusters Score: Raw -4426898.497477 + Penalty 3604.439717 = -4423294.057760 nChanged 14 SP:Iteration 110Q (731.459952 sec): 3 clusters Score: Raw -4426899.463638 + Penalty 3604.439717 = -4423295.023921 nChanged 14 SP:Iteration 111Q (731.553331 sec): 3 clusters Score: Raw -4426900.375376 + Penalty 3604.439717 = -4423295.935659 nChanged 12 SP:Iteration 112Q (731.646598 sec): 3 clusters Score: Raw -4426901.295226 + Penalty 3604.439717 = -4423296.855509 nChanged 14 SP:Iteration 113Q (731.753592 sec): 3 clusters Score: Raw -4426902.326827 + Penalty 3604.439717 = -4423297.887110 nChanged 16 SP:Iteration 114Q (731.871326 sec): 3 clusters Score: Raw -4426903.389227 + Penalty 3604.439717 = -4423298.949510 nChanged 14 SP:Iteration 115Q (731.964801 sec): 3 clusters Score: Raw -4426904.355078 + Penalty 3604.439717 = -4423299.915361 nChanged 11 SP:Iteration 116Q (732.058372 sec): 3 clusters Score: Raw -4426905.130176 + Penalty 3604.439717 = -4423300.690459 nChanged 5 SP:Iteration 117Q (732.151805 sec): 3 clusters Score: Raw -4426905.335936 + Penalty 3604.439717 = -4423300.896219 nChanged 5 SP:Iteration 118Q (732.245224 sec): 3 clusters Score: Raw -4426905.599358 + Penalty 3604.439717 = -4423301.159641 nChanged 3 SP:Iteration 119Q (732.338798 sec): 3 clusters Score: Raw -4426905.695842 + Penalty 3604.439717 = -4423301.256125 nChanged 3 SP:Iteration 120F (732.449544 sec): 3 clusters Score: Raw -4426905.826703 + Penalty 3604.439717 = -4423301.386986 nChanged 3 SP:Iteration 121Q (732.542891 sec): 3 clusters Score: Raw -4426905.973868 + Penalty 3604.439717 = -4423301.534151 nChanged 1 SP:Iteration 122Q (732.636273 sec): 3 clusters Score: Raw -4426906.036609 + Penalty 3604.439717 = -4423301.596892 nChanged 2 SP:Iteration 123Q (732.729668 sec): 3 clusters Score: Raw -4426906.164224 + Penalty 3604.439717 = -4423301.724507 nChanged 4 SP:Iteration 124Q (732.822994 sec): 3 clusters Score: Raw -4426906.428594 + Penalty 3604.439717 = -4423301.988877 nChanged 6 SP:Iteration 125Q (732.916426 sec): 3 clusters Score: Raw -4426906.832808 + Penalty 3604.439717 = -4423302.393091 nChanged 6 SP:Iteration 126Q (733.010151 sec): 3 clusters Score: Raw -4426907.199502 + Penalty 3604.439717 = -4423302.759785 nChanged 8 SP:Iteration 127Q (733.103603 sec): 3 clusters Score: Raw -4426907.690634 + Penalty 3604.439717 = -4423303.250917 nChanged 7 SP:Iteration 128Q (733.197068 sec): 3 clusters Score: Raw -4426908.171839 + Penalty 3604.439717 = -4423303.732122 nChanged 8 SP:Iteration 129Q (733.290492 sec): 3 clusters Score: Raw -4426908.662843 + Penalty 3604.439717 = -4423304.223126 nChanged 7 SP:Iteration 130Q (733.383929 sec): 3 clusters Score: Raw -4426909.276905 + Penalty 3604.439717 = -4423304.837188 nChanged 8 SP:Iteration 131Q (733.477462 sec): 3 clusters Score: Raw -4426909.728716 + Penalty 3604.439717 = -4423305.288999 nChanged 9 SP:Iteration 132Q (733.571031 sec): 3 clusters Score: Raw -4426910.288910 + Penalty 3604.439717 = -4423305.849193 nChanged 5 SP:Iteration 133Q (733.664388 sec): 3 clusters Score: Raw -4426910.519277 + Penalty 3604.439717 = -4423306.079560 nChanged 4 SP:Iteration 134Q (733.757898 sec): 3 clusters Score: Raw -4426910.716907 + Penalty 3604.439717 = -4423306.277190 nChanged 2 SP:Iteration 135Q (733.851268 sec): 3 clusters Score: Raw -4426910.790080 + Penalty 3604.439717 = -4423306.350363 nChanged 2 SP:Iteration 136Q (733.944555 sec): 3 clusters Score: Raw -4426910.863447 + Penalty 3604.439717 = -4423306.423730 nChanged 2 SP:Iteration 137Q (734.038013 sec): 3 clusters Score: Raw -4426910.897797 + Penalty 3604.439717 = -4423306.458080 nChanged 2 SP:Iteration 138Q (734.131480 sec): 3 clusters Score: Raw -4426910.940094 + Penalty 3604.439717 = -4423306.500377 nChanged 1 SP:Iteration 139Q (734.224690 sec): 3 clusters Score: Raw -4426910.990745 + Penalty 3604.439717 = -4423306.551028 nChanged 1 SP:Iteration 140F (734.335452 sec): 3 clusters Score: Raw -4426911.075038 + Penalty 3604.439717 = -4423306.635321 nChanged 3 SP:Iteration 141Q (734.428751 sec): 3 clusters Score: Raw -4426911.257787 + Penalty 3604.439717 = -4423306.818070 nChanged 2 SP:Iteration 142Q (734.522029 sec): 3 clusters Score: Raw -4426911.421543 + Penalty 3604.439717 = -4423306.981826 nChanged 3 SP:Iteration 143Q (734.615842 sec): 3 clusters Score: Raw -4426911.600308 + Penalty 3604.439717 = -4423307.160591 nChanged 3 SP:Iteration 144Q (734.709350 sec): 3 clusters Score: Raw -4426911.891565 + Penalty 3604.439717 = -4423307.451848 nChanged 3 SP:Iteration 145Q (734.802697 sec): 3 clusters Score: Raw -4426912.147054 + Penalty 3604.439717 = -4423307.707337 nChanged 1 SP:Iteration 146Q (734.896165 sec): 3 clusters Score: Raw -4426912.203249 + Penalty 3604.439717 = -4423307.763532 nChanged 0 SP:Iteration 147F (735.006927 sec): 3 clusters Score: Raw -4426912.203249 + Penalty 3604.439717 = -4423307.763532 nChanged 0 Trying to split cluster 25 (10346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (735.022375 sec): 2 clusters Score: Raw -714575.950071 + Penalty 1502.207728 = -713073.742342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (735.051453 sec): 3 clusters Score: Raw -708701.230823 + Penalty 3004.415456 = -705696.815366 nChanged 4406 SP:Iteration 1F (735.105165 sec): 3 clusters Score: Raw -711280.833736 + Penalty 3004.415456 = -708276.418279 nChanged 733 SP:Iteration 2F (735.149726 sec): 3 clusters Score: Raw -711681.636867 + Penalty 3004.415456 = -708677.221411 nChanged 669 SP:Iteration 3F (735.216633 sec): 3 clusters Score: Raw -712072.758507 + Penalty 3004.415456 = -709068.343051 nChanged 630 SP:Iteration 4F (735.244713 sec): 3 clusters Score: Raw -712439.175758 + Penalty 3004.415456 = -709434.760302 nChanged 569 SP:Iteration 5F (735.273046 sec): 3 clusters Score: Raw -712782.336251 + Penalty 3004.415456 = -709777.920795 nChanged 525 SP:Iteration 6F (735.301167 sec): 3 clusters Score: Raw -713071.142118 + Penalty 3004.415456 = -710066.726662 nChanged 438 SP:Iteration 7Q (735.365874 sec): 3 clusters Score: Raw -713316.019209 + Penalty 3004.415456 = -710311.603753 nChanged 367 SP:Iteration 8Q (735.395770 sec): 3 clusters Score: Raw -713511.836906 + Penalty 3004.415456 = -710507.421449 nChanged 306 SP:Iteration 9Q (735.459947 sec): 3 clusters Score: Raw -713682.992514 + Penalty 3004.415456 = -710678.577057 nChanged 283 SP:Iteration 10Q (735.488599 sec): 3 clusters Score: Raw -713841.425895 + Penalty 3004.415456 = -710837.010439 nChanged 252 SP:Iteration 11Q (735.530017 sec): 3 clusters Score: Raw -713991.198186 + Penalty 3004.415456 = -710986.782730 nChanged 222 SP:Iteration 12Q (735.557844 sec): 3 clusters Score: Raw -714140.031551 + Penalty 3004.415456 = -711135.616095 nChanged 210 SP:Iteration 13Q (735.594923 sec): 3 clusters Score: Raw -714275.116174 + Penalty 3004.415456 = -711270.700718 nChanged 166 SP:Iteration 14Q (735.658568 sec): 3 clusters Score: Raw -714392.436263 + Penalty 3004.415456 = -711388.020807 nChanged 132 SP:Iteration 15Q (735.712466 sec): 3 clusters Score: Raw -714492.707290 + Penalty 3004.415456 = -711488.291833 nChanged 107 SP:Iteration 16Q (735.739529 sec): 3 clusters Score: Raw -714568.587135 + Penalty 3004.415456 = -711564.171679 nChanged 84 SP:Iteration 17Q (735.766533 sec): 3 clusters Score: Raw -714628.656701 + Penalty 3004.415456 = -711624.241244 nChanged 70 SP:Iteration 18Q (735.827988 sec): 3 clusters Score: Raw -714676.535346 + Penalty 3004.415456 = -711672.119889 nChanged 48 SP:Iteration 19Q (735.887867 sec): 3 clusters Score: Raw -714710.374940 + Penalty 3004.415456 = -711705.959483 nChanged 35 SP:Iteration 20F (735.924140 sec): 3 clusters Score: Raw -714738.797435 + Penalty 3004.415456 = -711734.381978 nChanged 16 SP:Iteration 21Q (735.950337 sec): 3 clusters Score: Raw -714750.422613 + Penalty 3004.415456 = -711746.007157 nChanged 14 SP:Iteration 22Q (735.976281 sec): 3 clusters Score: Raw -714760.040411 + Penalty 3004.415456 = -711755.624955 nChanged 13 SP:Iteration 23Q (736.033479 sec): 3 clusters Score: Raw -714768.522496 + Penalty 3004.415456 = -711764.107040 nChanged 6 SP:Iteration 24Q (736.059064 sec): 3 clusters Score: Raw -714771.583433 + Penalty 3004.415456 = -711767.167976 nChanged 8 SP:Iteration 25Q (736.084797 sec): 3 clusters Score: Raw -714776.298732 + Penalty 3004.415456 = -711771.883275 nChanged 6 SP:Iteration 26Q (736.110577 sec): 3 clusters Score: Raw -714779.468024 + Penalty 3004.415456 = -711775.052567 nChanged 2 SP:Iteration 27Q (736.136143 sec): 3 clusters Score: Raw -714780.974760 + Penalty 3004.415456 = -711776.559303 nChanged 1 SP:Iteration 28Q (736.161950 sec): 3 clusters Score: Raw -714782.407068 + Penalty 3004.415456 = -711777.991612 nChanged 2 SP:Iteration 29Q (736.187541 sec): 3 clusters Score: Raw -714784.277744 + Penalty 3004.415456 = -711779.862288 nChanged 2 SP:Iteration 30Q (736.213386 sec): 3 clusters Score: Raw -714785.513550 + Penalty 3004.415456 = -711781.098094 nChanged 4 SP:Iteration 31Q (736.238899 sec): 3 clusters Score: Raw -714790.001104 + Penalty 3004.415456 = -711785.585648 nChanged 6 SP:Iteration 32Q (736.268254 sec): 3 clusters Score: Raw -714794.417935 + Penalty 3004.415456 = -711790.002479 nChanged 2 SP:Iteration 33Q (736.293581 sec): 3 clusters Score: Raw -714796.068371 + Penalty 3004.415456 = -711791.652914 nChanged 1 SP:Iteration 34Q (736.318950 sec): 3 clusters Score: Raw -714796.666221 + Penalty 3004.415456 = -711792.250765 nChanged 1 SP:Iteration 35Q (736.344686 sec): 3 clusters Score: Raw -714797.118891 + Penalty 3004.415456 = -711792.703435 nChanged 0 SP:Iteration 36F (736.372978 sec): 3 clusters Score: Raw -714797.118891 + Penalty 3004.415456 = -711792.703435 nChanged 0 Trying to split cluster 26 (2654 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.388547 sec): 2 clusters Score: Raw -179195.543369 + Penalty 1281.121272 = -177914.422096 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.402374 sec): 3 clusters Score: Raw -177981.545287 + Penalty 2562.242545 = -175419.302742 nChanged 982 SP:Iteration 1F (736.415327 sec): 3 clusters Score: Raw -178580.189362 + Penalty 2562.242545 = -176017.946817 nChanged 219 SP:Iteration 2F (736.432909 sec): 3 clusters Score: Raw -178738.599402 + Penalty 2562.242545 = -176176.356857 nChanged 164 SP:Iteration 3F (736.445883 sec): 3 clusters Score: Raw -178862.157894 + Penalty 2562.242545 = -176299.915349 nChanged 116 SP:Iteration 4Q (736.457855 sec): 3 clusters Score: Raw -178953.511157 + Penalty 2562.242545 = -176391.268612 nChanged 95 SP:Iteration 5Q (736.470824 sec): 3 clusters Score: Raw -179023.076703 + Penalty 2562.242545 = -176460.834159 nChanged 77 SP:Iteration 6Q (736.483720 sec): 3 clusters Score: Raw -179076.253308 + Penalty 2562.242545 = -176514.010763 nChanged 67 SP:Iteration 7Q (736.496154 sec): 3 clusters Score: Raw -179114.241664 + Penalty 2562.242545 = -176551.999119 nChanged 55 SP:Iteration 8Q (736.509008 sec): 3 clusters Score: Raw -179141.374270 + Penalty 2562.242545 = -176579.131726 nChanged 34 SP:Iteration 9Q (736.521843 sec): 3 clusters Score: Raw -179159.565366 + Penalty 2562.242545 = -176597.322822 nChanged 31 SP:Iteration 10Q (736.534734 sec): 3 clusters Score: Raw -179179.007310 + Penalty 2562.242545 = -176616.764765 nChanged 42 SP:Iteration 11Q (736.547565 sec): 3 clusters Score: Raw -179200.450204 + Penalty 2562.242545 = -176638.207660 nChanged 44 SP:Iteration 12Q (736.560027 sec): 3 clusters Score: Raw -179218.833686 + Penalty 2562.242545 = -176656.591142 nChanged 22 SP:Iteration 13Q (736.572868 sec): 3 clusters Score: Raw -179228.083570 + Penalty 2562.242545 = -176665.841025 nChanged 20 SP:Iteration 14Q (736.585872 sec): 3 clusters Score: Raw -179238.926015 + Penalty 2562.242545 = -176676.683470 nChanged 24 SP:Iteration 15Q (736.598756 sec): 3 clusters Score: Raw -179258.339881 + Penalty 2562.242545 = -176696.097336 nChanged 32 SP:Iteration 16Q (736.611606 sec): 3 clusters Score: Raw -179276.279048 + Penalty 2562.242545 = -176714.036503 nChanged 36 SP:Iteration 17Q (736.623997 sec): 3 clusters Score: Raw -179298.550820 + Penalty 2562.242545 = -176736.308275 nChanged 41 SP:Iteration 18Q (736.636701 sec): 3 clusters Score: Raw -179325.711806 + Penalty 2562.242545 = -176763.469261 nChanged 33 SP:Iteration 19Q (736.649364 sec): 3 clusters Score: Raw -179343.245234 + Penalty 2562.242545 = -176781.002689 nChanged 29 SP:Iteration 20F (736.662336 sec): 3 clusters Score: Raw -179357.662484 + Penalty 2562.242545 = -176795.419939 nChanged 23 SP:Iteration 21Q (736.675142 sec): 3 clusters Score: Raw -179368.101070 + Penalty 2562.242545 = -176805.858526 nChanged 26 SP:Iteration 22Q (736.687586 sec): 3 clusters Score: Raw -179381.348416 + Penalty 2562.242545 = -176819.105871 nChanged 26 SP:Iteration 23Q (736.700272 sec): 3 clusters Score: Raw -179394.040649 + Penalty 2562.242545 = -176831.798104 nChanged 24 SP:Iteration 24Q (736.712438 sec): 3 clusters Score: Raw -179401.640323 + Penalty 2562.242545 = -176839.397778 nChanged 23 SP:Iteration 25Q (736.725247 sec): 3 clusters Score: Raw -179409.878283 + Penalty 2562.242545 = -176847.635739 nChanged 10 SP:Iteration 26Q (736.738029 sec): 3 clusters Score: Raw -179413.489084 + Penalty 2562.242545 = -176851.246540 nChanged 10 SP:Iteration 27Q (736.750261 sec): 3 clusters Score: Raw -179418.440091 + Penalty 2562.242545 = -176856.197546 nChanged 12 SP:Iteration 28Q (736.763025 sec): 3 clusters Score: Raw -179422.439006 + Penalty 2562.242545 = -176860.196461 nChanged 10 SP:Iteration 29Q (736.775821 sec): 3 clusters Score: Raw -179425.634651 + Penalty 2562.242545 = -176863.392107 nChanged 10 SP:Iteration 30Q (736.788638 sec): 3 clusters Score: Raw -179428.636875 + Penalty 2562.242545 = -176866.394330 nChanged 7 SP:Iteration 31Q (736.801245 sec): 3 clusters Score: Raw -179430.083414 + Penalty 2562.242545 = -176867.840869 nChanged 2 SP:Iteration 32Q (736.813985 sec): 3 clusters Score: Raw -179430.875195 + Penalty 2562.242545 = -176868.632650 nChanged 3 SP:Iteration 33Q (736.831209 sec): 3 clusters Score: Raw -179432.472603 + Penalty 2562.242545 = -176870.230059 nChanged 6 SP:Iteration 34Q (736.844001 sec): 3 clusters Score: Raw -179435.309323 + Penalty 2562.242545 = -176873.066778 nChanged 11 SP:Iteration 35Q (736.856730 sec): 3 clusters Score: Raw -179440.000661 + Penalty 2562.242545 = -176877.758116 nChanged 11 SP:Iteration 36Q (736.872166 sec): 3 clusters Score: Raw -179444.585918 + Penalty 2562.242545 = -176882.343373 nChanged 9 SP:Iteration 37Q (736.884979 sec): 3 clusters Score: Raw -179447.632130 + Penalty 2562.242545 = -176885.389585 nChanged 4 SP:Iteration 38Q (736.897739 sec): 3 clusters Score: Raw -179449.393974 + Penalty 2562.242545 = -176887.151429 nChanged 5 SP:Iteration 39Q (736.910474 sec): 3 clusters Score: Raw -179450.828409 + Penalty 2562.242545 = -176888.585864 nChanged 6 SP:Iteration 40F (736.923389 sec): 3 clusters Score: Raw -179453.164987 + Penalty 2562.242545 = -176890.922442 nChanged 1 SP:Iteration 41Q (736.935847 sec): 3 clusters Score: Raw -179453.346702 + Penalty 2562.242545 = -176891.104157 nChanged 0 SP:Iteration 42F (736.948735 sec): 3 clusters Score: Raw -179453.346702 + Penalty 2562.242545 = -176891.104157 nChanged 0 Trying to split cluster 27 (8396 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (736.971110 sec): 2 clusters Score: Raw -545281.985718 + Penalty 1468.270486 = -543813.715232 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (736.997379 sec): 3 clusters Score: Raw -540622.643335 + Penalty 2936.540971 = -537686.102364 nChanged 3572 SP:Iteration 1F (737.023272 sec): 3 clusters Score: Raw -542602.995968 + Penalty 2936.540971 = -539666.454997 nChanged 574 SP:Iteration 2F (737.055365 sec): 3 clusters Score: Raw -542943.201003 + Penalty 2936.540971 = -540006.660032 nChanged 544 SP:Iteration 3F (737.080605 sec): 3 clusters Score: Raw -543341.096359 + Penalty 2936.540971 = -540404.555388 nChanged 580 SP:Iteration 4F (737.106093 sec): 3 clusters Score: Raw -543862.387049 + Penalty 2936.540971 = -540925.846078 nChanged 624 SP:Iteration 5F (737.131415 sec): 3 clusters Score: Raw -544422.849002 + Penalty 2936.540971 = -541486.308031 nChanged 596 SP:Iteration 6F (737.156618 sec): 3 clusters Score: Raw -544891.783247 + Penalty 2936.540971 = -541955.242276 nChanged 477 SP:Iteration 7F (737.181812 sec): 3 clusters Score: Raw -545188.639118 + Penalty 2936.540971 = -542252.098146 nChanged 303 SP:Iteration 8Q (737.207133 sec): 3 clusters Score: Raw -545339.269186 + Penalty 2936.540971 = -542402.728215 nChanged 191 SP:Iteration 9Q (737.235517 sec): 3 clusters Score: Raw -545418.856473 + Penalty 2936.540971 = -542482.315502 nChanged 135 SP:Iteration 10Q (737.264286 sec): 3 clusters Score: Raw -545472.798860 + Penalty 2936.540971 = -542536.257888 nChanged 99 SP:Iteration 11Q (737.289388 sec): 3 clusters Score: Raw -545503.699833 + Penalty 2936.540971 = -542567.158862 nChanged 74 SP:Iteration 12Q (737.314609 sec): 3 clusters Score: Raw -545528.033172 + Penalty 2936.540971 = -542591.492201 nChanged 68 SP:Iteration 13Q (737.339780 sec): 3 clusters Score: Raw -545549.206417 + Penalty 2936.540971 = -542612.665446 nChanged 54 SP:Iteration 14Q (737.365030 sec): 3 clusters Score: Raw -545563.699126 + Penalty 2936.540971 = -542627.158155 nChanged 50 SP:Iteration 15Q (737.390077 sec): 3 clusters Score: Raw -545580.756819 + Penalty 2936.540971 = -542644.215848 nChanged 54 SP:Iteration 16Q (737.415365 sec): 3 clusters Score: Raw -545602.009288 + Penalty 2936.540971 = -542665.468316 nChanged 54 SP:Iteration 17Q (737.440508 sec): 3 clusters Score: Raw -545620.119291 + Penalty 2936.540971 = -542683.578320 nChanged 47 SP:Iteration 18Q (737.465572 sec): 3 clusters Score: Raw -545637.365526 + Penalty 2936.540971 = -542700.824555 nChanged 40 SP:Iteration 19Q (737.490726 sec): 3 clusters Score: Raw -545649.742771 + Penalty 2936.540971 = -542713.201800 nChanged 28 SP:Iteration 20F (737.517811 sec): 3 clusters Score: Raw -545657.544569 + Penalty 2936.540971 = -542721.003598 nChanged 22 SP:Iteration 21Q (737.546228 sec): 3 clusters Score: Raw -545663.576018 + Penalty 2936.540971 = -542727.035047 nChanged 22 SP:Iteration 22Q (737.571540 sec): 3 clusters Score: Raw -545667.357429 + Penalty 2936.540971 = -542730.816457 nChanged 17 SP:Iteration 23Q (737.596725 sec): 3 clusters Score: Raw -545670.894689 + Penalty 2936.540971 = -542734.353717 nChanged 22 SP:Iteration 24Q (737.621792 sec): 3 clusters Score: Raw -545675.931686 + Penalty 2936.540971 = -542739.390715 nChanged 17 SP:Iteration 25Q (737.647266 sec): 3 clusters Score: Raw -545679.074012 + Penalty 2936.540971 = -542742.533040 nChanged 16 SP:Iteration 26Q (737.672457 sec): 3 clusters Score: Raw -545681.889372 + Penalty 2936.540971 = -542745.348400 nChanged 13 SP:Iteration 27Q (737.697382 sec): 3 clusters Score: Raw -545684.099640 + Penalty 2936.540971 = -542747.558669 nChanged 9 SP:Iteration 28Q (737.722432 sec): 3 clusters Score: Raw -545685.647839 + Penalty 2936.540971 = -542749.106868 nChanged 8 SP:Iteration 29Q (737.747469 sec): 3 clusters Score: Raw -545687.332596 + Penalty 2936.540971 = -542750.791624 nChanged 7 SP:Iteration 30Q (737.772463 sec): 3 clusters Score: Raw -545688.292621 + Penalty 2936.540971 = -542751.751650 nChanged 3 SP:Iteration 31Q (737.800438 sec): 3 clusters Score: Raw -545688.626763 + Penalty 2936.540971 = -542752.085792 nChanged 1 SP:Iteration 32Q (737.829028 sec): 3 clusters Score: Raw -545688.788780 + Penalty 2936.540971 = -542752.247809 nChanged 2 SP:Iteration 33Q (737.854319 sec): 3 clusters Score: Raw -545689.118896 + Penalty 2936.540971 = -542752.577925 nChanged 2 SP:Iteration 34Q (737.879378 sec): 3 clusters Score: Raw -545689.867687 + Penalty 2936.540971 = -542753.326716 nChanged 4 SP:Iteration 35Q (737.904439 sec): 3 clusters Score: Raw -545690.540275 + Penalty 2936.540971 = -542753.999304 nChanged 2 SP:Iteration 36Q (737.929560 sec): 3 clusters Score: Raw -545690.692337 + Penalty 2936.540971 = -542754.151366 nChanged 0 SP:Iteration 37F (737.954837 sec): 3 clusters Score: Raw -545690.692337 + Penalty 2936.540971 = -542754.151366 nChanged 0 Trying to split cluster 28 (6676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (737.975024 sec): 2 clusters Score: Raw -454122.724548 + Penalty 1431.019571 = -452691.704977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (737.998462 sec): 3 clusters Score: Raw -450505.239285 + Penalty 2862.039143 = -447643.200142 nChanged 2801 SP:Iteration 1F (738.022519 sec): 3 clusters Score: Raw -451967.539614 + Penalty 2862.039143 = -449105.500472 nChanged 460 SP:Iteration 2F (738.046654 sec): 3 clusters Score: Raw -452186.525305 + Penalty 2862.039143 = -449324.486162 nChanged 342 SP:Iteration 3F (738.070650 sec): 3 clusters Score: Raw -452329.880837 + Penalty 2862.039143 = -449467.841694 nChanged 283 SP:Iteration 4Q (738.094973 sec): 3 clusters Score: Raw -452455.715756 + Penalty 2862.039143 = -449593.676613 nChanged 250 SP:Iteration 5Q (738.119196 sec): 3 clusters Score: Raw -452570.203048 + Penalty 2862.039143 = -449708.163905 nChanged 219 SP:Iteration 6Q (738.143566 sec): 3 clusters Score: Raw -452669.596675 + Penalty 2862.039143 = -449807.557533 nChanged 205 SP:Iteration 7Q (738.169279 sec): 3 clusters Score: Raw -452757.694384 + Penalty 2862.039143 = -449895.655242 nChanged 199 SP:Iteration 8Q (738.193376 sec): 3 clusters Score: Raw -452842.978709 + Penalty 2862.039143 = -449980.939567 nChanged 184 SP:Iteration 9Q (738.220832 sec): 3 clusters Score: Raw -452913.773826 + Penalty 2862.039143 = -450051.734684 nChanged 183 SP:Iteration 10Q (738.245624 sec): 3 clusters Score: Raw -452983.447719 + Penalty 2862.039143 = -450121.408576 nChanged 172 SP:Iteration 11Q (738.272735 sec): 3 clusters Score: Raw -453050.556277 + Penalty 2862.039143 = -450188.517135 nChanged 181 SP:Iteration 12Q (738.296789 sec): 3 clusters Score: Raw -453119.046471 + Penalty 2862.039143 = -450257.007329 nChanged 175 SP:Iteration 13Q (738.321030 sec): 3 clusters Score: Raw -453190.069718 + Penalty 2862.039143 = -450328.030575 nChanged 161 SP:Iteration 14Q (738.349590 sec): 3 clusters Score: Raw -453260.885889 + Penalty 2862.039143 = -450398.846746 nChanged 179 SP:Iteration 15Q (738.376590 sec): 3 clusters Score: Raw -453341.952675 + Penalty 2862.039143 = -450479.913532 nChanged 170 SP:Iteration 16Q (738.400619 sec): 3 clusters Score: Raw -453416.730004 + Penalty 2862.039143 = -450554.690862 nChanged 154 SP:Iteration 17Q (738.424597 sec): 3 clusters Score: Raw -453482.272418 + Penalty 2862.039143 = -450620.233275 nChanged 135 SP:Iteration 18Q (738.453494 sec): 3 clusters Score: Raw -453540.776842 + Penalty 2862.039143 = -450678.737700 nChanged 126 SP:Iteration 19Q (738.480518 sec): 3 clusters Score: Raw -453599.702444 + Penalty 2862.039143 = -450737.663302 nChanged 123 SP:Iteration 20F (738.504463 sec): 3 clusters Score: Raw -453656.337459 + Penalty 2862.039143 = -450794.298316 nChanged 106 SP:Iteration 21Q (738.528244 sec): 3 clusters Score: Raw -453699.902294 + Penalty 2862.039143 = -450837.863151 nChanged 85 SP:Iteration 22Q (738.556987 sec): 3 clusters Score: Raw -453735.379039 + Penalty 2862.039143 = -450873.339896 nChanged 85 SP:Iteration 23Q (738.584177 sec): 3 clusters Score: Raw -453772.432806 + Penalty 2862.039143 = -450910.393663 nChanged 81 SP:Iteration 24Q (738.608315 sec): 3 clusters Score: Raw -453815.897963 + Penalty 2862.039143 = -450953.858821 nChanged 81 SP:Iteration 25Q (738.632378 sec): 3 clusters Score: Raw -453856.832447 + Penalty 2862.039143 = -450994.793305 nChanged 74 SP:Iteration 26Q (738.665743 sec): 3 clusters Score: Raw -453898.784410 + Penalty 2862.039143 = -451036.745268 nChanged 82 SP:Iteration 27Q (738.689587 sec): 3 clusters Score: Raw -453948.103524 + Penalty 2862.039143 = -451086.064381 nChanged 70 SP:Iteration 28Q (738.713478 sec): 3 clusters Score: Raw -453992.356361 + Penalty 2862.039143 = -451130.317218 nChanged 69 SP:Iteration 29Q (738.738693 sec): 3 clusters Score: Raw -454036.226294 + Penalty 2862.039143 = -451174.187152 nChanged 55 SP:Iteration 30Q (738.768476 sec): 3 clusters Score: Raw -454069.443364 + Penalty 2862.039143 = -451207.404222 nChanged 43 SP:Iteration 31Q (738.793759 sec): 3 clusters Score: Raw -454096.977067 + Penalty 2862.039143 = -451234.937925 nChanged 43 SP:Iteration 32Q (738.817393 sec): 3 clusters Score: Raw -454124.525084 + Penalty 2862.039143 = -451262.485941 nChanged 39 SP:Iteration 33Q (738.841323 sec): 3 clusters Score: Raw -454147.691983 + Penalty 2862.039143 = -451285.652841 nChanged 43 SP:Iteration 34Q (738.866595 sec): 3 clusters Score: Raw -454178.270637 + Penalty 2862.039143 = -451316.231494 nChanged 30 SP:Iteration 35Q (738.893328 sec): 3 clusters Score: Raw -454198.012033 + Penalty 2862.039143 = -451335.972890 nChanged 19 SP:Iteration 36Q (738.916803 sec): 3 clusters Score: Raw -454209.153586 + Penalty 2862.039143 = -451347.114444 nChanged 16 SP:Iteration 37Q (738.940733 sec): 3 clusters Score: Raw -454217.602323 + Penalty 2862.039143 = -451355.563180 nChanged 10 SP:Iteration 38Q (738.965801 sec): 3 clusters Score: Raw -454222.877958 + Penalty 2862.039143 = -451360.838815 nChanged 7 SP:Iteration 39Q (738.989035 sec): 3 clusters Score: Raw -454227.483555 + Penalty 2862.039143 = -451365.444412 nChanged 11 SP:Iteration 40F (739.013017 sec): 3 clusters Score: Raw -454234.105439 + Penalty 2862.039143 = -451372.066296 nChanged 12 SP:Iteration 41Q (739.036061 sec): 3 clusters Score: Raw -454241.374096 + Penalty 2862.039143 = -451379.334953 nChanged 11 SP:Iteration 42Q (739.059156 sec): 3 clusters Score: Raw -454246.588945 + Penalty 2862.039143 = -451384.549803 nChanged 6 SP:Iteration 43Q (739.082017 sec): 3 clusters Score: Raw -454249.978954 + Penalty 2862.039143 = -451387.939812 nChanged 2 SP:Iteration 44Q (739.105092 sec): 3 clusters Score: Raw -454251.477369 + Penalty 2862.039143 = -451389.438226 nChanged 2 SP:Iteration 45Q (739.128108 sec): 3 clusters Score: Raw -454252.944555 + Penalty 2862.039143 = -451390.905412 nChanged 2 SP:Iteration 46Q (739.154470 sec): 3 clusters Score: Raw -454254.186491 + Penalty 2862.039143 = -451392.147349 nChanged 2 SP:Iteration 47Q (739.177420 sec): 3 clusters Score: Raw -454255.356905 + Penalty 2862.039143 = -451393.317763 nChanged 0 SP:Iteration 48F (739.201382 sec): 3 clusters Score: Raw -454255.356905 + Penalty 2862.039143 = -451393.317763 nChanged 0 Trying to split cluster 29 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (739.216192 sec): 2 clusters Score: Raw -107783.384869 + Penalty 1201.205130 = -106582.179739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (739.224879 sec): 3 clusters Score: Raw -107129.161485 + Penalty 2402.410259 = -104726.751226 nChanged 509 SP:Iteration 1F (739.233079 sec): 3 clusters Score: Raw -107484.646680 + Penalty 2402.410259 = -105082.236420 nChanged 117 SP:Iteration 2F (739.241218 sec): 3 clusters Score: Raw -107573.443719 + Penalty 2402.410259 = -105171.033460 nChanged 65 SP:Iteration 3Q (739.249409 sec): 3 clusters Score: Raw -107618.676183 + Penalty 2402.410259 = -105216.265924 nChanged 44 SP:Iteration 4Q (739.258403 sec): 3 clusters Score: Raw -107650.485892 + Penalty 2402.410259 = -105248.075632 nChanged 28 SP:Iteration 5Q (739.266573 sec): 3 clusters Score: Raw -107670.324897 + Penalty 2402.410259 = -105267.914638 nChanged 29 SP:Iteration 6Q (739.274670 sec): 3 clusters Score: Raw -107692.402549 + Penalty 2402.410259 = -105289.992289 nChanged 23 SP:Iteration 7Q (739.282791 sec): 3 clusters Score: Raw -107705.248181 + Penalty 2402.410259 = -105302.837922 nChanged 11 SP:Iteration 8Q (739.290922 sec): 3 clusters Score: Raw -107713.235534 + Penalty 2402.410259 = -105310.825275 nChanged 13 SP:Iteration 9Q (739.299096 sec): 3 clusters Score: Raw -107718.237435 + Penalty 2402.410259 = -105315.827175 nChanged 7 SP:Iteration 10Q (739.307237 sec): 3 clusters Score: Raw -107722.469876 + Penalty 2402.410259 = -105320.059617 nChanged 12 SP:Iteration 11Q (739.315388 sec): 3 clusters Score: Raw -107728.631009 + Penalty 2402.410259 = -105326.220750 nChanged 10 SP:Iteration 12Q (739.323236 sec): 3 clusters Score: Raw -107736.069130 + Penalty 2402.410259 = -105333.658870 nChanged 10 SP:Iteration 13Q (739.331388 sec): 3 clusters Score: Raw -107741.075914 + Penalty 2402.410259 = -105338.665655 nChanged 9 SP:Iteration 14Q (739.339511 sec): 3 clusters Score: Raw -107745.943154 + Penalty 2402.410259 = -105343.532895 nChanged 8 SP:Iteration 15Q (739.347632 sec): 3 clusters Score: Raw -107749.608226 + Penalty 2402.410259 = -105347.197966 nChanged 7 SP:Iteration 16Q (739.355677 sec): 3 clusters Score: Raw -107754.452696 + Penalty 2402.410259 = -105352.042437 nChanged 5 SP:Iteration 17Q (739.363755 sec): 3 clusters Score: Raw -107756.608601 + Penalty 2402.410259 = -105354.198342 nChanged 1 SP:Iteration 18Q (739.371894 sec): 3 clusters Score: Raw -107757.010420 + Penalty 2402.410259 = -105354.600161 nChanged 0 SP:Iteration 19F (739.379936 sec): 3 clusters Score: Raw -107757.010420 + Penalty 2402.410259 = -105354.600161 nChanged 0 Trying to split cluster 30 (509 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (739.387809 sec): 2 clusters Score: Raw -23410.888972 + Penalty 1012.772803 = -22398.116169 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (739.391098 sec): 3 clusters Score: Raw -23354.478084 + Penalty 2025.545605 = -21328.932479 nChanged 144 SP:Iteration 1F (739.394169 sec): 3 clusters Score: Raw -23675.469937 + Penalty 2025.545605 = -21649.924332 nChanged 40 SP:Iteration 2F (739.397203 sec): 3 clusters Score: Raw -23818.918632 + Penalty 2025.545605 = -21793.373027 nChanged 24 SP:Iteration 3Q (739.400176 sec): 3 clusters Score: Raw -23873.792017 + Penalty 2025.545605 = -21848.246412 nChanged 13 SP:Iteration 4Q (739.403120 sec): 3 clusters Score: Raw -23906.218081 + Penalty 2025.545605 = -21880.672475 nChanged 3 SP:Iteration 5Q (739.406065 sec): 3 clusters Score: Raw -23910.317660 + Penalty 2025.545605 = -21884.772055 nChanged 2 SP:Iteration 6Q (739.408979 sec): 3 clusters Score: Raw -23913.774653 + Penalty 2025.545605 = -21888.229047 nChanged 0 SP:Iteration 7F (739.411996 sec): 3 clusters Score: Raw -23913.774653 + Penalty 2025.545605 = -21888.229047 nChanged 0 Iteration 139Q (742.192411 sec): 31 clusters Score: Raw -22935789.479522 + Penalty 62323.092742 = -22873466.386780 nChanged 50 Iteration 140F (748.445285 sec): 31 clusters Score: Raw -22935792.580223 + Penalty 62323.092742 = -22873469.487482 nChanged 42 Iteration 141Q (751.382108 sec): 31 clusters Score: Raw -22935794.808399 + Penalty 62323.092742 = -22873471.715657 nChanged 30 Iteration 142Q (754.408472 sec): 31 clusters Score: Raw -22935796.736587 + Penalty 62323.092742 = -22873473.643845 nChanged 28 Iteration 143Q (757.318307 sec): 31 clusters Score: Raw -22935798.413083 + Penalty 62323.092742 = -22873475.320341 nChanged 32 Iteration 144Q (760.205453 sec): 31 clusters Score: Raw -22935800.797184 + Penalty 62323.092742 = -22873477.704443 nChanged 31 Iteration 145Q (763.134958 sec): 31 clusters Score: Raw -22935803.644875 + Penalty 62323.092742 = -22873480.552134 nChanged 30 Iteration 146Q (766.024116 sec): 31 clusters Score: Raw -22935807.253399 + Penalty 62323.092742 = -22873484.160657 nChanged 45 Iteration 147Q (768.925620 sec): 31 clusters Score: Raw -22935811.165983 + Penalty 62323.092742 = -22873488.073241 nChanged 46 Iteration 148Q (771.835663 sec): 31 clusters Score: Raw -22935814.916761 + Penalty 62323.092742 = -22873491.824020 nChanged 55 Iteration 149Q (774.717276 sec): 31 clusters Score: Raw -22935819.132155 + Penalty 62323.092742 = -22873496.039414 nChanged 48 Iteration 150Q (777.672607 sec): 31 clusters Score: Raw -22935822.775218 + Penalty 62323.092742 = -22873499.682476 nChanged 49 Iteration 151Q (780.555409 sec): 31 clusters Score: Raw -22935825.625268 + Penalty 62323.092742 = -22873502.532527 nChanged 50 Iteration 152Q (783.435981 sec): 31 clusters Score: Raw -22935828.899642 + Penalty 62323.092742 = -22873505.806900 nChanged 41 Iteration 153Q (786.346354 sec): 31 clusters Score: Raw -22935830.964454 + Penalty 62323.092742 = -22873507.871713 nChanged 37 Iteration 154Q (789.259718 sec): 31 clusters Score: Raw -22935833.316901 + Penalty 62323.092742 = -22873510.224159 nChanged 30 Iteration 155Q (792.202903 sec): 31 clusters Score: Raw -22935834.806626 + Penalty 62323.092742 = -22873511.713884 nChanged 29 Iteration 156Q (795.133268 sec): 31 clusters Score: Raw -22935836.386032 + Penalty 62323.092742 = -22873513.293290 nChanged 30 Iteration 157Q (798.017174 sec): 31 clusters Score: Raw -22935837.966527 + Penalty 62323.092742 = -22873514.873786 nChanged 34 Iteration 158Q (800.975081 sec): 31 clusters Score: Raw -22935841.775921 + Penalty 62323.092742 = -22873518.683180 nChanged 36 Iteration 159Q (803.922171 sec): 31 clusters Score: Raw -22935846.175750 + Penalty 62323.092742 = -22873523.083008 nChanged 43 Iteration 160F (810.121009 sec): 31 clusters Score: Raw -22935851.176696 + Penalty 62323.092742 = -22873528.083955 nChanged 40 Iteration 161Q (813.005034 sec): 31 clusters Score: Raw -22935855.664044 + Penalty 62323.092742 = -22873532.571302 nChanged 56 Iteration 162Q (815.885447 sec): 31 clusters Score: Raw -22935860.496371 + Penalty 62323.092742 = -22873537.403629 nChanged 53 Iteration 163Q (818.777156 sec): 31 clusters Score: Raw -22935865.042233 + Penalty 62323.092742 = -22873541.949491 nChanged 52 Iteration 164Q (821.697202 sec): 31 clusters Score: Raw -22935870.907946 + Penalty 62323.092742 = -22873547.815204 nChanged 69 Iteration 165Q (824.583516 sec): 31 clusters Score: Raw -22935877.840966 + Penalty 62323.092742 = -22873554.748224 nChanged 63 Iteration 166Q (827.471964 sec): 31 clusters Score: Raw -22935884.479745 + Penalty 62323.092742 = -22873561.387003 nChanged 73 Iteration 167Q (830.355132 sec): 31 clusters Score: Raw -22935890.551811 + Penalty 62323.092742 = -22873567.459070 nChanged 58 Iteration 168Q (833.267406 sec): 31 clusters Score: Raw -22935895.676555 + Penalty 62323.092742 = -22873572.583814 nChanged 66 Iteration 169Q (836.153426 sec): 31 clusters Score: Raw -22935902.126285 + Penalty 62323.092742 = -22873579.033543 nChanged 71 Iteration 170Q (839.057539 sec): 31 clusters Score: Raw -22935911.102986 + Penalty 62323.092742 = -22873588.010245 nChanged 89 Iteration 171Q (841.949507 sec): 31 clusters Score: Raw -22935922.012802 + Penalty 62323.092742 = -22873598.920061 nChanged 89 Iteration 172Q (844.834100 sec): 31 clusters Score: Raw -22935932.458092 + Penalty 62323.092742 = -22873609.365351 nChanged 99 Iteration 173Q (847.719093 sec): 31 clusters Score: Raw -22935947.029654 + Penalty 62323.092742 = -22873623.936912 nChanged 102 Iteration 174Q (850.632881 sec): 31 clusters Score: Raw -22935959.284233 + Penalty 62323.092742 = -22873636.191491 nChanged 105 Iteration 175Q (853.537136 sec): 31 clusters Score: Raw -22935969.951628 + Penalty 62323.092742 = -22873646.858886 nChanged 97 Iteration 176Q (856.494750 sec): 31 clusters Score: Raw -22935981.022127 + Penalty 62323.092742 = -22873657.929385 nChanged 88 Iteration 177Q (859.375915 sec): 31 clusters Score: Raw -22935990.023900 + Penalty 62323.092742 = -22873666.931158 nChanged 84 Iteration 178Q (862.262405 sec): 31 clusters Score: Raw -22935997.703399 + Penalty 62323.092742 = -22873674.610657 nChanged 81 Writing temp clu file Because OldScore, -22873666.931158, is greater than current (better) Score,-22873674.610657 Compute initial score before splitting: Score: Raw -22935997.703399 + Penalty 62323.092742 = -22873674.610657 Trying to split cluster 1 (6265 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (862.337874 sec): 2 clusters Score: Raw -415320.156487 + Penalty 1420.694253 = -413899.462234 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (862.361142 sec): 3 clusters Score: Raw -411952.596905 + Penalty 2841.388507 = -409111.208398 nChanged 2609 SP:Iteration 1F (862.384099 sec): 3 clusters Score: Raw -413432.108953 + Penalty 2841.388507 = -410590.720446 nChanged 463 SP:Iteration 2F (862.406955 sec): 3 clusters Score: Raw -413676.043034 + Penalty 2841.388507 = -410834.654527 nChanged 341 SP:Iteration 3F (862.429723 sec): 3 clusters Score: Raw -413849.737747 + Penalty 2841.388507 = -411008.349240 nChanged 319 SP:Iteration 4F (862.454427 sec): 3 clusters Score: Raw -414005.246141 + Penalty 2841.388507 = -411163.857635 nChanged 234 SP:Iteration 5Q (862.477019 sec): 3 clusters Score: Raw -414126.914001 + Penalty 2841.388507 = -411285.525494 nChanged 225 SP:Iteration 6Q (862.499873 sec): 3 clusters Score: Raw -414236.463590 + Penalty 2841.388507 = -411395.075083 nChanged 212 SP:Iteration 7Q (862.527098 sec): 3 clusters Score: Raw -414354.771818 + Penalty 2841.388507 = -411513.383311 nChanged 229 SP:Iteration 8Q (862.549743 sec): 3 clusters Score: Raw -414505.587004 + Penalty 2841.388507 = -411664.198497 nChanged 233 SP:Iteration 9Q (862.572491 sec): 3 clusters Score: Raw -414654.497146 + Penalty 2841.388507 = -411813.108639 nChanged 213 SP:Iteration 10Q (862.595920 sec): 3 clusters Score: Raw -414814.931538 + Penalty 2841.388507 = -411973.543031 nChanged 202 SP:Iteration 11Q (862.618262 sec): 3 clusters Score: Raw -414956.410299 + Penalty 2841.388507 = -412115.021792 nChanged 186 SP:Iteration 12Q (862.640678 sec): 3 clusters Score: Raw -415072.759123 + Penalty 2841.388507 = -412231.370616 nChanged 169 SP:Iteration 13Q (862.663145 sec): 3 clusters Score: Raw -415165.911530 + Penalty 2841.388507 = -412324.523023 nChanged 127 SP:Iteration 14Q (862.685428 sec): 3 clusters Score: Raw -415236.317653 + Penalty 2841.388507 = -412394.929146 nChanged 98 SP:Iteration 15Q (862.707572 sec): 3 clusters Score: Raw -415284.932313 + Penalty 2841.388507 = -412443.543806 nChanged 86 SP:Iteration 16Q (862.729502 sec): 3 clusters Score: Raw -415326.249813 + Penalty 2841.388507 = -412484.861306 nChanged 77 SP:Iteration 17Q (862.751493 sec): 3 clusters Score: Raw -415360.337978 + Penalty 2841.388507 = -412518.949472 nChanged 63 SP:Iteration 18Q (862.773239 sec): 3 clusters Score: Raw -415398.693903 + Penalty 2841.388507 = -412557.305397 nChanged 64 SP:Iteration 19Q (862.795086 sec): 3 clusters Score: Raw -415432.035072 + Penalty 2841.388507 = -412590.646565 nChanged 55 SP:Iteration 20F (862.817725 sec): 3 clusters Score: Raw -415461.716825 + Penalty 2841.388507 = -412620.328318 nChanged 63 SP:Iteration 21Q (862.839465 sec): 3 clusters Score: Raw -415502.034432 + Penalty 2841.388507 = -412660.645925 nChanged 49 SP:Iteration 22Q (862.861014 sec): 3 clusters Score: Raw -415536.215815 + Penalty 2841.388507 = -412694.827308 nChanged 46 SP:Iteration 23Q (862.882575 sec): 3 clusters Score: Raw -415562.411146 + Penalty 2841.388507 = -412721.022639 nChanged 34 SP:Iteration 24Q (862.904011 sec): 3 clusters Score: Raw -415582.696798 + Penalty 2841.388507 = -412741.308292 nChanged 35 SP:Iteration 25Q (862.925284 sec): 3 clusters Score: Raw -415599.489376 + Penalty 2841.388507 = -412758.100870 nChanged 18 SP:Iteration 26Q (862.946381 sec): 3 clusters Score: Raw -415613.593610 + Penalty 2841.388507 = -412772.205103 nChanged 22 SP:Iteration 27Q (862.967752 sec): 3 clusters Score: Raw -415627.289637 + Penalty 2841.388507 = -412785.901130 nChanged 24 SP:Iteration 28Q (862.988991 sec): 3 clusters Score: Raw -415637.998776 + Penalty 2841.388507 = -412796.610269 nChanged 18 SP:Iteration 29Q (863.010215 sec): 3 clusters Score: Raw -415645.144056 + Penalty 2841.388507 = -412803.755549 nChanged 7 SP:Iteration 30Q (863.031412 sec): 3 clusters Score: Raw -415647.680483 + Penalty 2841.388507 = -412806.291976 nChanged 10 SP:Iteration 31Q (863.052306 sec): 3 clusters Score: Raw -415651.794285 + Penalty 2841.388507 = -412810.405778 nChanged 10 SP:Iteration 32Q (863.073372 sec): 3 clusters Score: Raw -415656.630842 + Penalty 2841.388507 = -412815.242335 nChanged 12 SP:Iteration 33Q (863.094584 sec): 3 clusters Score: Raw -415663.520190 + Penalty 2841.388507 = -412822.131683 nChanged 16 SP:Iteration 34Q (863.115539 sec): 3 clusters Score: Raw -415668.596690 + Penalty 2841.388507 = -412827.208183 nChanged 6 SP:Iteration 35Q (863.136631 sec): 3 clusters Score: Raw -415670.109598 + Penalty 2841.388507 = -412828.721091 nChanged 5 SP:Iteration 36Q (863.157504 sec): 3 clusters Score: Raw -415672.399699 + Penalty 2841.388507 = -412831.011192 nChanged 6 SP:Iteration 37Q (863.178695 sec): 3 clusters Score: Raw -415674.089962 + Penalty 2841.388507 = -412832.701455 nChanged 3 SP:Iteration 38Q (863.199771 sec): 3 clusters Score: Raw -415674.824506 + Penalty 2841.388507 = -412833.435999 nChanged 2 SP:Iteration 39Q (863.220831 sec): 3 clusters Score: Raw -415675.378274 + Penalty 2841.388507 = -412833.989768 nChanged 1 SP:Iteration 40F (863.243770 sec): 3 clusters Score: Raw -415676.011604 + Penalty 2841.388507 = -412834.623097 nChanged 1 SP:Iteration 41Q (863.264754 sec): 3 clusters Score: Raw -415676.249753 + Penalty 2841.388507 = -412834.861246 nChanged 0 SP:Iteration 42F (863.287555 sec): 3 clusters Score: Raw -415676.249753 + Penalty 2841.388507 = -412834.861246 nChanged 0 Trying to split cluster 2 (5528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (863.306875 sec): 2 clusters Score: Raw -396331.979024 + Penalty 1400.356972 = -394931.622052 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (863.329462 sec): 3 clusters Score: Raw -393461.733492 + Penalty 2800.713944 = -390661.019548 nChanged 2242 SP:Iteration 1F (863.351480 sec): 3 clusters Score: Raw -394662.006845 + Penalty 2800.713944 = -391861.292901 nChanged 358 SP:Iteration 2F (863.373718 sec): 3 clusters Score: Raw -394833.732706 + Penalty 2800.713944 = -392033.018763 nChanged 242 SP:Iteration 3Q (863.395738 sec): 3 clusters Score: Raw -394926.220797 + Penalty 2800.713944 = -392125.506853 nChanged 185 SP:Iteration 4Q (863.417946 sec): 3 clusters Score: Raw -394990.568907 + Penalty 2800.713944 = -392189.854963 nChanged 144 SP:Iteration 5Q (863.440285 sec): 3 clusters Score: Raw -395049.511752 + Penalty 2800.713944 = -392248.797808 nChanged 134 SP:Iteration 6Q (863.462425 sec): 3 clusters Score: Raw -395097.264680 + Penalty 2800.713944 = -392296.550736 nChanged 136 SP:Iteration 7Q (863.484866 sec): 3 clusters Score: Raw -395148.427762 + Penalty 2800.713944 = -392347.713818 nChanged 134 SP:Iteration 8Q (863.507150 sec): 3 clusters Score: Raw -395204.855545 + Penalty 2800.713944 = -392404.141601 nChanged 147 SP:Iteration 9Q (863.529452 sec): 3 clusters Score: Raw -395269.057470 + Penalty 2800.713944 = -392468.343527 nChanged 168 SP:Iteration 10Q (863.551875 sec): 3 clusters Score: Raw -395355.867862 + Penalty 2800.713944 = -392555.153919 nChanged 174 SP:Iteration 11Q (863.574021 sec): 3 clusters Score: Raw -395445.854617 + Penalty 2800.713944 = -392645.140673 nChanged 192 SP:Iteration 12Q (863.596460 sec): 3 clusters Score: Raw -395565.995861 + Penalty 2800.713944 = -392765.281918 nChanged 201 SP:Iteration 13Q (863.618656 sec): 3 clusters Score: Raw -395692.504974 + Penalty 2800.713944 = -392891.791030 nChanged 178 SP:Iteration 14Q (863.640804 sec): 3 clusters Score: Raw -395802.054818 + Penalty 2800.713944 = -393001.340875 nChanged 172 SP:Iteration 15Q (863.662749 sec): 3 clusters Score: Raw -395920.853512 + Penalty 2800.713944 = -393120.139568 nChanged 164 SP:Iteration 16Q (863.709286 sec): 3 clusters Score: Raw -396031.375899 + Penalty 2800.713944 = -393230.661955 nChanged 144 SP:Iteration 17Q (863.730807 sec): 3 clusters Score: Raw -396133.814640 + Penalty 2800.713944 = -393333.100696 nChanged 121 SP:Iteration 18Q (863.752382 sec): 3 clusters Score: Raw -396226.514383 + Penalty 2800.713944 = -393425.800440 nChanged 95 SP:Iteration 19Q (863.773840 sec): 3 clusters Score: Raw -396292.784956 + Penalty 2800.713944 = -393492.071013 nChanged 82 SP:Iteration 20F (863.830934 sec): 3 clusters Score: Raw -396351.428774 + Penalty 2800.713944 = -393550.714830 nChanged 61 SP:Iteration 21Q (863.854108 sec): 3 clusters Score: Raw -396395.918307 + Penalty 2800.713944 = -393595.204363 nChanged 39 SP:Iteration 22Q (863.876972 sec): 3 clusters Score: Raw -396423.784083 + Penalty 2800.713944 = -393623.070139 nChanged 40 SP:Iteration 23Q (863.898795 sec): 3 clusters Score: Raw -396453.830276 + Penalty 2800.713944 = -393653.116332 nChanged 31 SP:Iteration 24Q (863.919581 sec): 3 clusters Score: Raw -396476.643755 + Penalty 2800.713944 = -393675.929811 nChanged 23 SP:Iteration 25Q (863.940224 sec): 3 clusters Score: Raw -396496.293555 + Penalty 2800.713944 = -393695.579611 nChanged 19 SP:Iteration 26Q (863.960652 sec): 3 clusters Score: Raw -396508.290412 + Penalty 2800.713944 = -393707.576468 nChanged 12 SP:Iteration 27Q (863.981311 sec): 3 clusters Score: Raw -396514.839058 + Penalty 2800.713944 = -393714.125114 nChanged 11 SP:Iteration 28Q (864.001810 sec): 3 clusters Score: Raw -396520.920321 + Penalty 2800.713944 = -393720.206377 nChanged 9 SP:Iteration 29Q (864.022261 sec): 3 clusters Score: Raw -396526.093030 + Penalty 2800.713944 = -393725.379087 nChanged 7 SP:Iteration 30Q (864.042620 sec): 3 clusters Score: Raw -396530.979724 + Penalty 2800.713944 = -393730.265781 nChanged 7 SP:Iteration 31Q (864.063138 sec): 3 clusters Score: Raw -396534.633753 + Penalty 2800.713944 = -393733.919809 nChanged 2 SP:Iteration 32Q (864.083735 sec): 3 clusters Score: Raw -396535.709910 + Penalty 2800.713944 = -393734.995966 nChanged 1 SP:Iteration 33Q (864.104140 sec): 3 clusters Score: Raw -396536.389223 + Penalty 2800.713944 = -393735.675279 nChanged 2 SP:Iteration 34Q (864.124627 sec): 3 clusters Score: Raw -396537.653566 + Penalty 2800.713944 = -393736.939623 nChanged 1 SP:Iteration 35Q (864.144962 sec): 3 clusters Score: Raw -396538.040405 + Penalty 2800.713944 = -393737.326461 nChanged 0 SP:Iteration 36F (864.167150 sec): 3 clusters Score: Raw -396538.040405 + Penalty 2800.713944 = -393737.326461 nChanged 0 Trying to split cluster 3 (33746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (864.217721 sec): 2 clusters Score: Raw -2313276.857289 + Penalty 1694.325290 = -2311582.531999 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (864.283414 sec): 3 clusters Score: Raw -2292357.231392 + Penalty 3388.650580 = -2288968.580812 nChanged 15731 SP:Iteration 1F (864.344668 sec): 3 clusters Score: Raw -2301381.942446 + Penalty 3388.650580 = -2297993.291866 nChanged 1754 SP:Iteration 2F (864.405968 sec): 3 clusters Score: Raw -2302194.527501 + Penalty 3388.650580 = -2298805.876920 nChanged 1901 SP:Iteration 3F (864.467169 sec): 3 clusters Score: Raw -2303270.511494 + Penalty 3388.650580 = -2299881.860914 nChanged 2024 SP:Iteration 4F (864.528334 sec): 3 clusters Score: Raw -2304608.215973 + Penalty 3388.650580 = -2301219.565393 nChanged 2125 SP:Iteration 5F (864.589462 sec): 3 clusters Score: Raw -2306198.656161 + Penalty 3388.650580 = -2302810.005581 nChanged 2071 SP:Iteration 6F (864.650608 sec): 3 clusters Score: Raw -2307841.044398 + Penalty 3388.650580 = -2304452.393817 nChanged 1905 SP:Iteration 7F (864.711765 sec): 3 clusters Score: Raw -2309231.749173 + Penalty 3388.650580 = -2305843.098592 nChanged 1566 SP:Iteration 8Q (864.773507 sec): 3 clusters Score: Raw -2310195.554619 + Penalty 3388.650580 = -2306806.904038 nChanged 1170 SP:Iteration 9Q (864.872004 sec): 3 clusters Score: Raw -2310774.063602 + Penalty 3388.650580 = -2307385.413021 nChanged 895 SP:Iteration 10Q (864.932014 sec): 3 clusters Score: Raw -2311186.219840 + Penalty 3388.650580 = -2307797.569260 nChanged 749 SP:Iteration 11Q (864.991397 sec): 3 clusters Score: Raw -2311534.372223 + Penalty 3388.650580 = -2308145.721643 nChanged 670 SP:Iteration 12Q (865.049787 sec): 3 clusters Score: Raw -2311831.723119 + Penalty 3388.650580 = -2308443.072538 nChanged 603 SP:Iteration 13Q (865.107520 sec): 3 clusters Score: Raw -2312087.063427 + Penalty 3388.650580 = -2308698.412847 nChanged 525 SP:Iteration 14Q (865.165064 sec): 3 clusters Score: Raw -2312294.059735 + Penalty 3388.650580 = -2308905.409154 nChanged 509 SP:Iteration 15Q (865.222404 sec): 3 clusters Score: Raw -2312485.317063 + Penalty 3388.650580 = -2309096.666482 nChanged 447 SP:Iteration 16Q (865.279382 sec): 3 clusters Score: Raw -2312636.294010 + Penalty 3388.650580 = -2309247.643430 nChanged 376 SP:Iteration 17Q (865.335989 sec): 3 clusters Score: Raw -2312756.090828 + Penalty 3388.650580 = -2309367.440248 nChanged 357 SP:Iteration 18Q (865.392816 sec): 3 clusters Score: Raw -2312861.212301 + Penalty 3388.650580 = -2309472.561721 nChanged 301 SP:Iteration 19Q (865.448911 sec): 3 clusters Score: Raw -2312935.772701 + Penalty 3388.650580 = -2309547.122120 nChanged 279 SP:Iteration 20F (865.509776 sec): 3 clusters Score: Raw -2313006.087475 + Penalty 3388.650580 = -2309617.436895 nChanged 259 SP:Iteration 21Q (865.566434 sec): 3 clusters Score: Raw -2313068.521332 + Penalty 3388.650580 = -2309679.870751 nChanged 250 SP:Iteration 22Q (865.622269 sec): 3 clusters Score: Raw -2313125.357137 + Penalty 3388.650580 = -2309736.706556 nChanged 249 SP:Iteration 23Q (865.677921 sec): 3 clusters Score: Raw -2313181.850807 + Penalty 3388.650580 = -2309793.200226 nChanged 217 SP:Iteration 24Q (865.733716 sec): 3 clusters Score: Raw -2313231.511101 + Penalty 3388.650580 = -2309842.860520 nChanged 217 SP:Iteration 25Q (865.788854 sec): 3 clusters Score: Raw -2313278.482868 + Penalty 3388.650580 = -2309889.832288 nChanged 177 SP:Iteration 26Q (865.844392 sec): 3 clusters Score: Raw -2313314.505768 + Penalty 3388.650580 = -2309925.855188 nChanged 187 SP:Iteration 27Q (865.914141 sec): 3 clusters Score: Raw -2313349.315316 + Penalty 3388.650580 = -2309960.664736 nChanged 172 SP:Iteration 28Q (866.003545 sec): 3 clusters Score: Raw -2313381.790376 + Penalty 3388.650580 = -2309993.139796 nChanged 166 SP:Iteration 29Q (866.084785 sec): 3 clusters Score: Raw -2313414.409382 + Penalty 3388.650580 = -2310025.758802 nChanged 177 SP:Iteration 30Q (866.139439 sec): 3 clusters Score: Raw -2313444.670565 + Penalty 3388.650580 = -2310056.019985 nChanged 163 SP:Iteration 31Q (866.194292 sec): 3 clusters Score: Raw -2313474.621806 + Penalty 3388.650580 = -2310085.971225 nChanged 187 SP:Iteration 32Q (866.249329 sec): 3 clusters Score: Raw -2313514.223104 + Penalty 3388.650580 = -2310125.572523 nChanged 172 SP:Iteration 33Q (866.303694 sec): 3 clusters Score: Raw -2313555.705491 + Penalty 3388.650580 = -2310167.054911 nChanged 191 SP:Iteration 34Q (866.358231 sec): 3 clusters Score: Raw -2313598.510138 + Penalty 3388.650580 = -2310209.859558 nChanged 194 SP:Iteration 35Q (866.412526 sec): 3 clusters Score: Raw -2313643.186829 + Penalty 3388.650580 = -2310254.536248 nChanged 178 SP:Iteration 36Q (866.466812 sec): 3 clusters Score: Raw -2313682.594493 + Penalty 3388.650580 = -2310293.943913 nChanged 146 SP:Iteration 37Q (866.520814 sec): 3 clusters Score: Raw -2313717.329820 + Penalty 3388.650580 = -2310328.679240 nChanged 139 SP:Iteration 38Q (866.574605 sec): 3 clusters Score: Raw -2313748.795774 + Penalty 3388.650580 = -2310360.145193 nChanged 122 SP:Iteration 39Q (866.628265 sec): 3 clusters Score: Raw -2313772.764070 + Penalty 3388.650580 = -2310384.113489 nChanged 111 SP:Iteration 40F (866.689151 sec): 3 clusters Score: Raw -2313791.257160 + Penalty 3388.650580 = -2310402.606579 nChanged 95 SP:Iteration 41Q (866.743370 sec): 3 clusters Score: Raw -2313807.071991 + Penalty 3388.650580 = -2310418.421410 nChanged 95 SP:Iteration 42Q (866.809203 sec): 3 clusters Score: Raw -2313826.061779 + Penalty 3388.650580 = -2310437.411198 nChanged 102 SP:Iteration 43Q (866.883337 sec): 3 clusters Score: Raw -2313847.372686 + Penalty 3388.650580 = -2310458.722105 nChanged 112 SP:Iteration 44Q (866.936958 sec): 3 clusters Score: Raw -2313869.303433 + Penalty 3388.650580 = -2310480.652852 nChanged 104 SP:Iteration 45Q (866.990465 sec): 3 clusters Score: Raw -2313888.666989 + Penalty 3388.650580 = -2310500.016409 nChanged 109 SP:Iteration 46Q (867.043534 sec): 3 clusters Score: Raw -2313913.603588 + Penalty 3388.650580 = -2310524.953007 nChanged 111 SP:Iteration 47Q (867.096884 sec): 3 clusters Score: Raw -2313939.842910 + Penalty 3388.650580 = -2310551.192329 nChanged 109 SP:Iteration 48Q (867.149870 sec): 3 clusters Score: Raw -2313962.795279 + Penalty 3388.650580 = -2310574.144698 nChanged 98 SP:Iteration 49Q (867.203097 sec): 3 clusters Score: Raw -2313983.363868 + Penalty 3388.650580 = -2310594.713288 nChanged 92 SP:Iteration 50Q (867.255835 sec): 3 clusters Score: Raw -2314001.711857 + Penalty 3388.650580 = -2310613.061277 nChanged 72 SP:Iteration 51Q (867.308819 sec): 3 clusters Score: Raw -2314015.311625 + Penalty 3388.650580 = -2310626.661044 nChanged 68 SP:Iteration 52Q (867.361344 sec): 3 clusters Score: Raw -2314028.987420 + Penalty 3388.650580 = -2310640.336840 nChanged 58 SP:Iteration 53Q (867.414093 sec): 3 clusters Score: Raw -2314039.338687 + Penalty 3388.650580 = -2310650.688107 nChanged 50 SP:Iteration 54Q (867.466667 sec): 3 clusters Score: Raw -2314046.784899 + Penalty 3388.650580 = -2310658.134319 nChanged 38 SP:Iteration 55Q (867.519278 sec): 3 clusters Score: Raw -2314052.222570 + Penalty 3388.650580 = -2310663.571989 nChanged 42 SP:Iteration 56Q (867.571810 sec): 3 clusters Score: Raw -2314058.551338 + Penalty 3388.650580 = -2310669.900758 nChanged 38 SP:Iteration 57Q (867.624330 sec): 3 clusters Score: Raw -2314064.986380 + Penalty 3388.650580 = -2310676.335800 nChanged 41 SP:Iteration 58Q (867.676922 sec): 3 clusters Score: Raw -2314071.249018 + Penalty 3388.650580 = -2310682.598437 nChanged 30 SP:Iteration 59Q (867.729238 sec): 3 clusters Score: Raw -2314076.015607 + Penalty 3388.650580 = -2310687.365027 nChanged 36 SP:Iteration 60F (867.790329 sec): 3 clusters Score: Raw -2314082.389763 + Penalty 3388.650580 = -2310693.739182 nChanged 38 SP:Iteration 61Q (867.842605 sec): 3 clusters Score: Raw -2314089.946349 + Penalty 3388.650580 = -2310701.295769 nChanged 48 SP:Iteration 62Q (867.895270 sec): 3 clusters Score: Raw -2314099.699409 + Penalty 3388.650580 = -2310711.048828 nChanged 32 SP:Iteration 63Q (867.947476 sec): 3 clusters Score: Raw -2314105.290898 + Penalty 3388.650580 = -2310716.640317 nChanged 33 SP:Iteration 64Q (868.000157 sec): 3 clusters Score: Raw -2314109.544519 + Penalty 3388.650580 = -2310720.893938 nChanged 21 SP:Iteration 65Q (868.052143 sec): 3 clusters Score: Raw -2314113.776838 + Penalty 3388.650580 = -2310725.126258 nChanged 22 SP:Iteration 66Q (868.107480 sec): 3 clusters Score: Raw -2314117.832346 + Penalty 3388.650580 = -2310729.181765 nChanged 21 SP:Iteration 67Q (868.170909 sec): 3 clusters Score: Raw -2314121.986973 + Penalty 3388.650580 = -2310733.336392 nChanged 25 SP:Iteration 68Q (868.254835 sec): 3 clusters Score: Raw -2314125.850774 + Penalty 3388.650580 = -2310737.200194 nChanged 25 SP:Iteration 69Q (868.306216 sec): 3 clusters Score: Raw -2314130.516238 + Penalty 3388.650580 = -2310741.865658 nChanged 31 SP:Iteration 70Q (868.358561 sec): 3 clusters Score: Raw -2314136.372095 + Penalty 3388.650580 = -2310747.721514 nChanged 24 SP:Iteration 71Q (868.410629 sec): 3 clusters Score: Raw -2314140.514164 + Penalty 3388.650580 = -2310751.863583 nChanged 25 SP:Iteration 72Q (868.462847 sec): 3 clusters Score: Raw -2314144.811673 + Penalty 3388.650580 = -2310756.161093 nChanged 23 SP:Iteration 73Q (868.514789 sec): 3 clusters Score: Raw -2314148.219135 + Penalty 3388.650580 = -2310759.568554 nChanged 20 SP:Iteration 74Q (868.567066 sec): 3 clusters Score: Raw -2314151.763785 + Penalty 3388.650580 = -2310763.113205 nChanged 23 SP:Iteration 75Q (868.618932 sec): 3 clusters Score: Raw -2314156.666200 + Penalty 3388.650580 = -2310768.015620 nChanged 37 SP:Iteration 76Q (868.670857 sec): 3 clusters Score: Raw -2314164.523168 + Penalty 3388.650580 = -2310775.872588 nChanged 31 SP:Iteration 77Q (868.756135 sec): 3 clusters Score: Raw -2314169.716779 + Penalty 3388.650580 = -2310781.066198 nChanged 27 SP:Iteration 78Q (868.841435 sec): 3 clusters Score: Raw -2314174.486599 + Penalty 3388.650580 = -2310785.836018 nChanged 26 SP:Iteration 79Q (868.892677 sec): 3 clusters Score: Raw -2314177.973455 + Penalty 3388.650580 = -2310789.322875 nChanged 14 SP:Iteration 80F (868.954002 sec): 3 clusters Score: Raw -2314179.210443 + Penalty 3388.650580 = -2310790.559863 nChanged 8 SP:Iteration 81Q (869.005674 sec): 3 clusters Score: Raw -2314180.540144 + Penalty 3388.650580 = -2310791.889564 nChanged 12 SP:Iteration 82Q (869.057729 sec): 3 clusters Score: Raw -2314182.804310 + Penalty 3388.650580 = -2310794.153729 nChanged 12 SP:Iteration 83Q (869.109599 sec): 3 clusters Score: Raw -2314184.709361 + Penalty 3388.650580 = -2310796.058780 nChanged 11 SP:Iteration 84Q (869.161516 sec): 3 clusters Score: Raw -2314186.517291 + Penalty 3388.650580 = -2310797.866710 nChanged 12 SP:Iteration 85Q (869.213207 sec): 3 clusters Score: Raw -2314188.216089 + Penalty 3388.650580 = -2310799.565509 nChanged 9 SP:Iteration 86Q (869.265181 sec): 3 clusters Score: Raw -2314189.269892 + Penalty 3388.650580 = -2310800.619312 nChanged 9 SP:Iteration 87Q (869.316719 sec): 3 clusters Score: Raw -2314190.353778 + Penalty 3388.650580 = -2310801.703198 nChanged 4 SP:Iteration 88Q (869.368695 sec): 3 clusters Score: Raw -2314190.673758 + Penalty 3388.650580 = -2310802.023178 nChanged 1 SP:Iteration 89Q (869.420219 sec): 3 clusters Score: Raw -2314190.725050 + Penalty 3388.650580 = -2310802.074470 nChanged 2 SP:Iteration 90Q (869.472232 sec): 3 clusters Score: Raw -2314190.899557 + Penalty 3388.650580 = -2310802.248976 nChanged 0 SP:Iteration 91F (869.533264 sec): 3 clusters Score: Raw -2314190.899557 + Penalty 3388.650580 = -2310802.248976 nChanged 0 Trying to split cluster 4 (3774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (869.546515 sec): 2 clusters Score: Raw -256844.492290 + Penalty 1338.332243 = -255506.160047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (869.565656 sec): 3 clusters Score: Raw -254982.603544 + Penalty 2676.664486 = -252305.939059 nChanged 1465 SP:Iteration 1F (869.583532 sec): 3 clusters Score: Raw -255804.721727 + Penalty 2676.664486 = -253128.057241 nChanged 312 SP:Iteration 2F (869.601544 sec): 3 clusters Score: Raw -256035.432352 + Penalty 2676.664486 = -253358.767867 nChanged 257 SP:Iteration 3F (869.619563 sec): 3 clusters Score: Raw -256213.326003 + Penalty 2676.664486 = -253536.661517 nChanged 220 SP:Iteration 4F (869.637570 sec): 3 clusters Score: Raw -256356.035046 + Penalty 2676.664486 = -253679.370560 nChanged 188 SP:Iteration 5Q (869.655437 sec): 3 clusters Score: Raw -256498.594326 + Penalty 2676.664486 = -253821.929840 nChanged 159 SP:Iteration 6Q (869.673299 sec): 3 clusters Score: Raw -256613.213898 + Penalty 2676.664486 = -253936.549412 nChanged 162 SP:Iteration 7Q (869.691266 sec): 3 clusters Score: Raw -256720.828052 + Penalty 2676.664486 = -254044.163566 nChanged 105 SP:Iteration 8Q (869.709219 sec): 3 clusters Score: Raw -256777.571577 + Penalty 2676.664486 = -254100.907091 nChanged 86 SP:Iteration 9Q (869.727148 sec): 3 clusters Score: Raw -256824.379103 + Penalty 2676.664486 = -254147.714617 nChanged 68 SP:Iteration 10Q (869.744890 sec): 3 clusters Score: Raw -256864.280025 + Penalty 2676.664486 = -254187.615539 nChanged 60 SP:Iteration 11Q (869.791668 sec): 3 clusters Score: Raw -256901.939700 + Penalty 2676.664486 = -254225.275214 nChanged 47 SP:Iteration 12Q (869.809924 sec): 3 clusters Score: Raw -256923.847298 + Penalty 2676.664486 = -254247.182812 nChanged 28 SP:Iteration 13Q (869.827766 sec): 3 clusters Score: Raw -256935.449828 + Penalty 2676.664486 = -254258.785342 nChanged 14 SP:Iteration 14Q (869.845604 sec): 3 clusters Score: Raw -256941.376056 + Penalty 2676.664486 = -254264.711570 nChanged 12 SP:Iteration 15Q (869.863466 sec): 3 clusters Score: Raw -256947.043325 + Penalty 2676.664486 = -254270.378839 nChanged 10 SP:Iteration 16Q (869.917192 sec): 3 clusters Score: Raw -256951.639160 + Penalty 2676.664486 = -254274.974674 nChanged 13 SP:Iteration 17Q (869.944947 sec): 3 clusters Score: Raw -256958.683954 + Penalty 2676.664486 = -254282.019468 nChanged 12 SP:Iteration 18Q (869.962592 sec): 3 clusters Score: Raw -256966.155428 + Penalty 2676.664486 = -254289.490942 nChanged 14 SP:Iteration 19Q (869.980231 sec): 3 clusters Score: Raw -256974.221115 + Penalty 2676.664486 = -254297.556629 nChanged 12 SP:Iteration 20F (869.998141 sec): 3 clusters Score: Raw -256983.193097 + Penalty 2676.664486 = -254306.528611 nChanged 13 SP:Iteration 21Q (870.015710 sec): 3 clusters Score: Raw -256997.524065 + Penalty 2676.664486 = -254320.859579 nChanged 21 SP:Iteration 22Q (870.033362 sec): 3 clusters Score: Raw -257008.303435 + Penalty 2676.664486 = -254331.638949 nChanged 7 SP:Iteration 23Q (870.050977 sec): 3 clusters Score: Raw -257010.566256 + Penalty 2676.664486 = -254333.901770 nChanged 12 SP:Iteration 24Q (870.068600 sec): 3 clusters Score: Raw -257016.261787 + Penalty 2676.664486 = -254339.597301 nChanged 6 SP:Iteration 25Q (870.086208 sec): 3 clusters Score: Raw -257018.713741 + Penalty 2676.664486 = -254342.049255 nChanged 3 SP:Iteration 26Q (870.103787 sec): 3 clusters Score: Raw -257020.034975 + Penalty 2676.664486 = -254343.370489 nChanged 3 SP:Iteration 27Q (870.121372 sec): 3 clusters Score: Raw -257021.191099 + Penalty 2676.664486 = -254344.526613 nChanged 2 SP:Iteration 28Q (870.138968 sec): 3 clusters Score: Raw -257022.320344 + Penalty 2676.664486 = -254345.655858 nChanged 4 SP:Iteration 29Q (870.156552 sec): 3 clusters Score: Raw -257023.957190 + Penalty 2676.664486 = -254347.292704 nChanged 3 SP:Iteration 30Q (870.173986 sec): 3 clusters Score: Raw -257025.719314 + Penalty 2676.664486 = -254349.054829 nChanged 3 SP:Iteration 31Q (870.191411 sec): 3 clusters Score: Raw -257027.884503 + Penalty 2676.664486 = -254351.220017 nChanged 4 SP:Iteration 32Q (870.208805 sec): 3 clusters Score: Raw -257028.557251 + Penalty 2676.664486 = -254351.892765 nChanged 4 SP:Iteration 33Q (870.226360 sec): 3 clusters Score: Raw -257030.631268 + Penalty 2676.664486 = -254353.966782 nChanged 4 SP:Iteration 34Q (870.243856 sec): 3 clusters Score: Raw -257032.717668 + Penalty 2676.664486 = -254356.053182 nChanged 3 SP:Iteration 35Q (870.261223 sec): 3 clusters Score: Raw -257036.203793 + Penalty 2676.664486 = -254359.539307 nChanged 6 SP:Iteration 36Q (870.278608 sec): 3 clusters Score: Raw -257041.357189 + Penalty 2676.664486 = -254364.692703 nChanged 5 SP:Iteration 37Q (870.295966 sec): 3 clusters Score: Raw -257046.454881 + Penalty 2676.664486 = -254369.790396 nChanged 7 SP:Iteration 38Q (870.313443 sec): 3 clusters Score: Raw -257052.743880 + Penalty 2676.664486 = -254376.079394 nChanged 11 SP:Iteration 39Q (870.330904 sec): 3 clusters Score: Raw -257060.830872 + Penalty 2676.664486 = -254384.166386 nChanged 11 SP:Iteration 40F (870.348801 sec): 3 clusters Score: Raw -257066.526557 + Penalty 2676.664486 = -254389.862071 nChanged 9 SP:Iteration 41Q (870.366250 sec): 3 clusters Score: Raw -257075.708554 + Penalty 2676.664486 = -254399.044068 nChanged 13 SP:Iteration 42Q (870.383679 sec): 3 clusters Score: Raw -257086.522904 + Penalty 2676.664486 = -254409.858418 nChanged 11 SP:Iteration 43Q (870.401072 sec): 3 clusters Score: Raw -257094.353554 + Penalty 2676.664486 = -254417.689068 nChanged 10 SP:Iteration 44Q (870.418214 sec): 3 clusters Score: Raw -257103.003655 + Penalty 2676.664486 = -254426.339169 nChanged 16 SP:Iteration 45Q (870.435520 sec): 3 clusters Score: Raw -257118.952113 + Penalty 2676.664486 = -254442.287627 nChanged 17 SP:Iteration 46Q (870.452813 sec): 3 clusters Score: Raw -257135.971308 + Penalty 2676.664486 = -254459.306822 nChanged 27 SP:Iteration 47Q (870.469921 sec): 3 clusters Score: Raw -257159.625680 + Penalty 2676.664486 = -254482.961194 nChanged 31 SP:Iteration 48Q (870.487149 sec): 3 clusters Score: Raw -257181.041006 + Penalty 2676.664486 = -254504.376520 nChanged 32 SP:Iteration 49Q (870.504328 sec): 3 clusters Score: Raw -257204.620314 + Penalty 2676.664486 = -254527.955828 nChanged 25 SP:Iteration 50Q (870.521523 sec): 3 clusters Score: Raw -257222.402891 + Penalty 2676.664486 = -254545.738405 nChanged 29 SP:Iteration 51Q (870.538485 sec): 3 clusters Score: Raw -257243.506978 + Penalty 2676.664486 = -254566.842492 nChanged 24 SP:Iteration 52Q (870.555591 sec): 3 clusters Score: Raw -257257.138398 + Penalty 2676.664486 = -254580.473912 nChanged 21 SP:Iteration 53Q (870.572462 sec): 3 clusters Score: Raw -257266.799988 + Penalty 2676.664486 = -254590.135502 nChanged 20 SP:Iteration 54Q (870.589576 sec): 3 clusters Score: Raw -257277.675112 + Penalty 2676.664486 = -254601.010626 nChanged 15 SP:Iteration 55Q (870.606627 sec): 3 clusters Score: Raw -257289.609069 + Penalty 2676.664486 = -254612.944583 nChanged 24 SP:Iteration 56Q (870.623480 sec): 3 clusters Score: Raw -257303.367660 + Penalty 2676.664486 = -254626.703174 nChanged 16 SP:Iteration 57Q (870.640510 sec): 3 clusters Score: Raw -257311.447805 + Penalty 2676.664486 = -254634.783319 nChanged 16 SP:Iteration 58Q (870.657567 sec): 3 clusters Score: Raw -257317.007157 + Penalty 2676.664486 = -254640.342672 nChanged 12 SP:Iteration 59Q (870.674386 sec): 3 clusters Score: Raw -257321.306155 + Penalty 2676.664486 = -254644.641669 nChanged 12 SP:Iteration 60F (870.692234 sec): 3 clusters Score: Raw -257325.644379 + Penalty 2676.664486 = -254648.979894 nChanged 13 SP:Iteration 61Q (870.708666 sec): 3 clusters Score: Raw -257329.881479 + Penalty 2676.664486 = -254653.216993 nChanged 11 SP:Iteration 62Q (870.725731 sec): 3 clusters Score: Raw -257333.231013 + Penalty 2676.664486 = -254656.566527 nChanged 10 SP:Iteration 63Q (870.742621 sec): 3 clusters Score: Raw -257337.225622 + Penalty 2676.664486 = -254660.561136 nChanged 8 SP:Iteration 64Q (870.759656 sec): 3 clusters Score: Raw -257340.497820 + Penalty 2676.664486 = -254663.833334 nChanged 12 SP:Iteration 65Q (870.776693 sec): 3 clusters Score: Raw -257346.023178 + Penalty 2676.664486 = -254669.358693 nChanged 14 SP:Iteration 66Q (870.793753 sec): 3 clusters Score: Raw -257351.025517 + Penalty 2676.664486 = -254674.361031 nChanged 15 SP:Iteration 67Q (870.810798 sec): 3 clusters Score: Raw -257356.684844 + Penalty 2676.664486 = -254680.020358 nChanged 20 SP:Iteration 68Q (870.827817 sec): 3 clusters Score: Raw -257366.218595 + Penalty 2676.664486 = -254689.554110 nChanged 13 SP:Iteration 69Q (870.844877 sec): 3 clusters Score: Raw -257372.141848 + Penalty 2676.664486 = -254695.477362 nChanged 21 SP:Iteration 70Q (870.861889 sec): 3 clusters Score: Raw -257383.015408 + Penalty 2676.664486 = -254706.350922 nChanged 25 SP:Iteration 71Q (870.878937 sec): 3 clusters Score: Raw -257399.787474 + Penalty 2676.664486 = -254723.122988 nChanged 39 SP:Iteration 72Q (870.895949 sec): 3 clusters Score: Raw -257423.693042 + Penalty 2676.664486 = -254747.028556 nChanged 44 SP:Iteration 73Q (870.912990 sec): 3 clusters Score: Raw -257451.737305 + Penalty 2676.664486 = -254775.072819 nChanged 37 SP:Iteration 74Q (870.930017 sec): 3 clusters Score: Raw -257476.945515 + Penalty 2676.664486 = -254800.281029 nChanged 48 SP:Iteration 75Q (870.947071 sec): 3 clusters Score: Raw -257511.738283 + Penalty 2676.664486 = -254835.073797 nChanged 52 SP:Iteration 76Q (870.964094 sec): 3 clusters Score: Raw -257546.244965 + Penalty 2676.664486 = -254869.580479 nChanged 49 SP:Iteration 77Q (870.981124 sec): 3 clusters Score: Raw -257577.969630 + Penalty 2676.664486 = -254901.305145 nChanged 41 SP:Iteration 78Q (870.997971 sec): 3 clusters Score: Raw -257606.944388 + Penalty 2676.664486 = -254930.279902 nChanged 49 SP:Iteration 79Q (871.014983 sec): 3 clusters Score: Raw -257649.056108 + Penalty 2676.664486 = -254972.391623 nChanged 57 SP:Iteration 80F (871.032909 sec): 3 clusters Score: Raw -257692.561934 + Penalty 2676.664486 = -255015.897448 nChanged 48 SP:Iteration 81Q (871.049962 sec): 3 clusters Score: Raw -257719.211722 + Penalty 2676.664486 = -255042.547236 nChanged 33 SP:Iteration 82Q (871.067013 sec): 3 clusters Score: Raw -257735.209461 + Penalty 2676.664486 = -255058.544975 nChanged 21 SP:Iteration 83Q (871.084044 sec): 3 clusters Score: Raw -257747.863241 + Penalty 2676.664486 = -255071.198755 nChanged 23 SP:Iteration 84Q (871.100910 sec): 3 clusters Score: Raw -257762.524890 + Penalty 2676.664486 = -255085.860404 nChanged 21 SP:Iteration 85Q (871.117927 sec): 3 clusters Score: Raw -257771.515318 + Penalty 2676.664486 = -255094.850832 nChanged 15 SP:Iteration 86Q (871.134937 sec): 3 clusters Score: Raw -257778.000923 + Penalty 2676.664486 = -255101.336437 nChanged 11 SP:Iteration 87Q (871.151736 sec): 3 clusters Score: Raw -257782.545939 + Penalty 2676.664486 = -255105.881453 nChanged 9 SP:Iteration 88Q (871.168735 sec): 3 clusters Score: Raw -257785.822937 + Penalty 2676.664486 = -255109.158451 nChanged 10 SP:Iteration 89Q (871.185718 sec): 3 clusters Score: Raw -257788.693539 + Penalty 2676.664486 = -255112.029053 nChanged 8 SP:Iteration 90Q (871.202701 sec): 3 clusters Score: Raw -257792.021567 + Penalty 2676.664486 = -255115.357081 nChanged 6 SP:Iteration 91Q (871.219663 sec): 3 clusters Score: Raw -257793.412610 + Penalty 2676.664486 = -255116.748124 nChanged 2 SP:Iteration 92Q (871.236624 sec): 3 clusters Score: Raw -257794.291553 + Penalty 2676.664486 = -255117.627067 nChanged 4 SP:Iteration 93Q (871.253607 sec): 3 clusters Score: Raw -257796.079701 + Penalty 2676.664486 = -255119.415215 nChanged 6 SP:Iteration 94Q (871.270425 sec): 3 clusters Score: Raw -257797.933201 + Penalty 2676.664486 = -255121.268715 nChanged 3 SP:Iteration 95Q (871.287263 sec): 3 clusters Score: Raw -257798.640765 + Penalty 2676.664486 = -255121.976279 nChanged 0 SP:Iteration 96F (871.305148 sec): 3 clusters Score: Raw -257798.640765 + Penalty 2676.664486 = -255121.976279 nChanged 0 Trying to split cluster 5 (47492 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (871.385870 sec): 2 clusters Score: Raw -3162239.037356 + Penalty 1749.851440 = -3160489.185916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (871.472766 sec): 3 clusters Score: Raw -3132102.604160 + Penalty 3499.702880 = -3128602.901280 nChanged 22351 SP:Iteration 1F (871.554227 sec): 3 clusters Score: Raw -3145158.663864 + Penalty 3499.702880 = -3141658.960983 nChanged 2200 SP:Iteration 2Q (871.639704 sec): 3 clusters Score: Raw -3145963.326549 + Penalty 3499.702880 = -3142463.623669 nChanged 2222 SP:Iteration 3Q (871.724865 sec): 3 clusters Score: Raw -3146851.536053 + Penalty 3499.702880 = -3143351.833172 nChanged 2282 SP:Iteration 4Q (871.811184 sec): 3 clusters Score: Raw -3147846.636492 + Penalty 3499.702880 = -3144346.933612 nChanged 2344 SP:Iteration 5Q (871.920443 sec): 3 clusters Score: Raw -3148874.977546 + Penalty 3499.702880 = -3145375.274666 nChanged 2324 SP:Iteration 6Q (872.006246 sec): 3 clusters Score: Raw -3149870.296284 + Penalty 3499.702880 = -3146370.593403 nChanged 2322 SP:Iteration 7Q (872.091392 sec): 3 clusters Score: Raw -3150815.109060 + Penalty 3499.702880 = -3147315.406180 nChanged 2143 SP:Iteration 8Q (872.176284 sec): 3 clusters Score: Raw -3151631.794030 + Penalty 3499.702880 = -3148132.091150 nChanged 1849 SP:Iteration 9Q (872.261473 sec): 3 clusters Score: Raw -3152285.595756 + Penalty 3499.702880 = -3148785.892876 nChanged 1554 SP:Iteration 10Q (872.345257 sec): 3 clusters Score: Raw -3152814.904935 + Penalty 3499.702880 = -3149315.202055 nChanged 1428 SP:Iteration 11Q (872.430854 sec): 3 clusters Score: Raw -3153340.669627 + Penalty 3499.702880 = -3149840.966746 nChanged 1381 SP:Iteration 12Q (872.515024 sec): 3 clusters Score: Raw -3153875.550316 + Penalty 3499.702880 = -3150375.847436 nChanged 1356 SP:Iteration 13Q (872.598875 sec): 3 clusters Score: Raw -3154412.315981 + Penalty 3499.702880 = -3150912.613101 nChanged 1276 SP:Iteration 14Q (872.682638 sec): 3 clusters Score: Raw -3154899.704471 + Penalty 3499.702880 = -3151400.001591 nChanged 1115 SP:Iteration 15Q (872.765873 sec): 3 clusters Score: Raw -3155268.110362 + Penalty 3499.702880 = -3151768.407482 nChanged 945 SP:Iteration 16Q (872.848961 sec): 3 clusters Score: Raw -3155518.183762 + Penalty 3499.702880 = -3152018.480882 nChanged 746 SP:Iteration 17Q (872.931592 sec): 3 clusters Score: Raw -3155685.706496 + Penalty 3499.702880 = -3152186.003616 nChanged 600 SP:Iteration 18Q (873.013955 sec): 3 clusters Score: Raw -3155794.550260 + Penalty 3499.702880 = -3152294.847380 nChanged 457 SP:Iteration 19Q (873.095932 sec): 3 clusters Score: Raw -3155864.127274 + Penalty 3499.702880 = -3152364.424394 nChanged 360 SP:Iteration 20F (873.176435 sec): 3 clusters Score: Raw -3155910.397952 + Penalty 3499.702880 = -3152410.695072 nChanged 306 SP:Iteration 21Q (873.258928 sec): 3 clusters Score: Raw -3155947.659735 + Penalty 3499.702880 = -3152447.956855 nChanged 280 SP:Iteration 22Q (873.340797 sec): 3 clusters Score: Raw -3155980.341748 + Penalty 3499.702880 = -3152480.638868 nChanged 255 SP:Iteration 23Q (873.454637 sec): 3 clusters Score: Raw -3156010.817192 + Penalty 3499.702880 = -3152511.114311 nChanged 264 SP:Iteration 24Q (873.538783 sec): 3 clusters Score: Raw -3156043.621605 + Penalty 3499.702880 = -3152543.918724 nChanged 281 SP:Iteration 25Q (873.620563 sec): 3 clusters Score: Raw -3156074.999383 + Penalty 3499.702880 = -3152575.296503 nChanged 282 SP:Iteration 26Q (873.702207 sec): 3 clusters Score: Raw -3156107.523406 + Penalty 3499.702880 = -3152607.820526 nChanged 254 SP:Iteration 27Q (873.784220 sec): 3 clusters Score: Raw -3156136.083089 + Penalty 3499.702880 = -3152636.380209 nChanged 257 SP:Iteration 28Q (873.865626 sec): 3 clusters Score: Raw -3156165.471018 + Penalty 3499.702880 = -3152665.768138 nChanged 276 SP:Iteration 29Q (873.947096 sec): 3 clusters Score: Raw -3156199.232636 + Penalty 3499.702880 = -3152699.529756 nChanged 276 SP:Iteration 30Q (874.028473 sec): 3 clusters Score: Raw -3156232.918652 + Penalty 3499.702880 = -3152733.215772 nChanged 278 SP:Iteration 31Q (874.120702 sec): 3 clusters Score: Raw -3156268.127484 + Penalty 3499.702880 = -3152768.424604 nChanged 278 SP:Iteration 32Q (874.231429 sec): 3 clusters Score: Raw -3156303.375155 + Penalty 3499.702880 = -3152803.672275 nChanged 295 SP:Iteration 33Q (874.322736 sec): 3 clusters Score: Raw -3156336.976065 + Penalty 3499.702880 = -3152837.273185 nChanged 273 SP:Iteration 34Q (874.409992 sec): 3 clusters Score: Raw -3156368.224597 + Penalty 3499.702880 = -3152868.521717 nChanged 247 SP:Iteration 35Q (874.491217 sec): 3 clusters Score: Raw -3156394.002567 + Penalty 3499.702880 = -3152894.299686 nChanged 257 SP:Iteration 36Q (874.573682 sec): 3 clusters Score: Raw -3156419.659856 + Penalty 3499.702880 = -3152919.956976 nChanged 250 SP:Iteration 37Q (874.662730 sec): 3 clusters Score: Raw -3156449.486625 + Penalty 3499.702880 = -3152949.783745 nChanged 281 SP:Iteration 38Q (874.754270 sec): 3 clusters Score: Raw -3156485.508166 + Penalty 3499.702880 = -3152985.805286 nChanged 297 SP:Iteration 39Q (874.835011 sec): 3 clusters Score: Raw -3156523.409793 + Penalty 3499.702880 = -3153023.706912 nChanged 339 SP:Iteration 40F (874.915500 sec): 3 clusters Score: Raw -3156564.847485 + Penalty 3499.702880 = -3153065.144605 nChanged 335 SP:Iteration 41Q (874.997095 sec): 3 clusters Score: Raw -3156606.767267 + Penalty 3499.702880 = -3153107.064387 nChanged 338 SP:Iteration 42Q (875.077963 sec): 3 clusters Score: Raw -3156651.030518 + Penalty 3499.702880 = -3153151.327637 nChanged 365 SP:Iteration 43Q (875.158755 sec): 3 clusters Score: Raw -3156702.636705 + Penalty 3499.702880 = -3153202.933824 nChanged 405 SP:Iteration 44Q (875.239327 sec): 3 clusters Score: Raw -3156762.471650 + Penalty 3499.702880 = -3153262.768769 nChanged 415 SP:Iteration 45Q (875.346404 sec): 3 clusters Score: Raw -3156827.384769 + Penalty 3499.702880 = -3153327.681889 nChanged 432 SP:Iteration 46Q (875.427874 sec): 3 clusters Score: Raw -3156896.363693 + Penalty 3499.702880 = -3153396.660812 nChanged 478 SP:Iteration 47Q (875.507789 sec): 3 clusters Score: Raw -3156978.235102 + Penalty 3499.702880 = -3153478.532221 nChanged 514 SP:Iteration 48Q (875.587448 sec): 3 clusters Score: Raw -3157078.399318 + Penalty 3499.702880 = -3153578.696438 nChanged 566 SP:Iteration 49Q (875.666919 sec): 3 clusters Score: Raw -3157204.510507 + Penalty 3499.702880 = -3153704.807626 nChanged 616 SP:Iteration 50Q (875.746243 sec): 3 clusters Score: Raw -3157355.825855 + Penalty 3499.702880 = -3153856.122974 nChanged 678 SP:Iteration 51Q (875.825157 sec): 3 clusters Score: Raw -3157531.826857 + Penalty 3499.702880 = -3154032.123977 nChanged 730 SP:Iteration 52Q (875.903748 sec): 3 clusters Score: Raw -3157744.818501 + Penalty 3499.702880 = -3154245.115621 nChanged 816 SP:Iteration 53Q (875.981926 sec): 3 clusters Score: Raw -3158008.339416 + Penalty 3499.702880 = -3154508.636536 nChanged 880 SP:Iteration 54Q (876.059896 sec): 3 clusters Score: Raw -3158329.702940 + Penalty 3499.702880 = -3154830.000060 nChanged 943 SP:Iteration 55Q (876.137479 sec): 3 clusters Score: Raw -3158696.823103 + Penalty 3499.702880 = -3155197.120222 nChanged 956 SP:Iteration 56Q (876.214132 sec): 3 clusters Score: Raw -3159081.033853 + Penalty 3499.702880 = -3155581.330972 nChanged 934 SP:Iteration 57Q (876.290127 sec): 3 clusters Score: Raw -3159490.352565 + Penalty 3499.702880 = -3155990.649685 nChanged 925 SP:Iteration 58Q (876.365249 sec): 3 clusters Score: Raw -3159917.897805 + Penalty 3499.702880 = -3156418.194925 nChanged 901 SP:Iteration 59Q (876.439570 sec): 3 clusters Score: Raw -3160368.255600 + Penalty 3499.702880 = -3156868.552720 nChanged 851 SP:Iteration 60F (876.519963 sec): 3 clusters Score: Raw -3160802.188778 + Penalty 3499.702880 = -3157302.485898 nChanged 749 SP:Iteration 61Q (876.593421 sec): 3 clusters Score: Raw -3161181.963854 + Penalty 3499.702880 = -3157682.260974 nChanged 662 SP:Iteration 62Q (876.665176 sec): 3 clusters Score: Raw -3161519.619238 + Penalty 3499.702880 = -3158019.916358 nChanged 562 SP:Iteration 63Q (876.735784 sec): 3 clusters Score: Raw -3161799.711583 + Penalty 3499.702880 = -3158300.008703 nChanged 479 SP:Iteration 64Q (876.805346 sec): 3 clusters Score: Raw -3162066.665960 + Penalty 3499.702880 = -3158566.963080 nChanged 415 SP:Iteration 65Q (876.874210 sec): 3 clusters Score: Raw -3162319.610629 + Penalty 3499.702880 = -3158819.907748 nChanged 329 SP:Iteration 66Q (876.942022 sec): 3 clusters Score: Raw -3162521.589391 + Penalty 3499.702880 = -3159021.886511 nChanged 267 SP:Iteration 67Q (877.009076 sec): 3 clusters Score: Raw -3162692.758206 + Penalty 3499.702880 = -3159193.055326 nChanged 201 SP:Iteration 68Q (877.076209 sec): 3 clusters Score: Raw -3162835.913323 + Penalty 3499.702880 = -3159336.210443 nChanged 161 SP:Iteration 69Q (877.169686 sec): 3 clusters Score: Raw -3162973.579233 + Penalty 3499.702880 = -3159473.876353 nChanged 136 SP:Iteration 70Q (877.243337 sec): 3 clusters Score: Raw -3163065.596804 + Penalty 3499.702880 = -3159565.893923 nChanged 116 SP:Iteration 71Q (877.308947 sec): 3 clusters Score: Raw -3163128.330217 + Penalty 3499.702880 = -3159628.627337 nChanged 99 SP:Iteration 72Q (877.374401 sec): 3 clusters Score: Raw -3163179.814678 + Penalty 3499.702880 = -3159680.111798 nChanged 96 SP:Iteration 73Q (877.438959 sec): 3 clusters Score: Raw -3163224.014661 + Penalty 3499.702880 = -3159724.311781 nChanged 64 SP:Iteration 74Q (877.503372 sec): 3 clusters Score: Raw -3163246.924843 + Penalty 3499.702880 = -3159747.221962 nChanged 45 SP:Iteration 75Q (877.567695 sec): 3 clusters Score: Raw -3163260.990100 + Penalty 3499.702880 = -3159761.287220 nChanged 29 SP:Iteration 76Q (877.632080 sec): 3 clusters Score: Raw -3163270.696135 + Penalty 3499.702880 = -3159770.993255 nChanged 25 SP:Iteration 77Q (877.696987 sec): 3 clusters Score: Raw -3163276.567027 + Penalty 3499.702880 = -3159776.864147 nChanged 15 SP:Iteration 78Q (877.762106 sec): 3 clusters Score: Raw -3163278.897128 + Penalty 3499.702880 = -3159779.194248 nChanged 9 SP:Iteration 79Q (877.826381 sec): 3 clusters Score: Raw -3163280.398169 + Penalty 3499.702880 = -3159780.695289 nChanged 0 SP:Iteration 80F (877.907535 sec): 3 clusters Score: Raw -3163280.398169 + Penalty 3499.702880 = -3159780.695289 nChanged 0 Trying to split cluster 6 (2069 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (877.915007 sec): 2 clusters Score: Raw -117441.447520 + Penalty 1240.658360 = -116200.789160 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (877.925961 sec): 3 clusters Score: Raw -116595.456536 + Penalty 2481.316720 = -114114.139815 nChanged 715 SP:Iteration 1F (877.936396 sec): 3 clusters Score: Raw -117085.393843 + Penalty 2481.316720 = -114604.077122 nChanged 171 SP:Iteration 2F (877.946720 sec): 3 clusters Score: Raw -117248.511212 + Penalty 2481.316720 = -114767.194492 nChanged 125 SP:Iteration 3F (877.957020 sec): 3 clusters Score: Raw -117368.964587 + Penalty 2481.316720 = -114887.647866 nChanged 114 SP:Iteration 4F (877.967352 sec): 3 clusters Score: Raw -117482.585388 + Penalty 2481.316720 = -115001.268668 nChanged 95 SP:Iteration 5Q (877.977641 sec): 3 clusters Score: Raw -117590.463498 + Penalty 2481.316720 = -115109.146778 nChanged 101 SP:Iteration 6Q (877.987901 sec): 3 clusters Score: Raw -117700.579318 + Penalty 2481.316720 = -115219.262598 nChanged 92 SP:Iteration 7Q (877.998147 sec): 3 clusters Score: Raw -117801.586914 + Penalty 2481.316720 = -115320.270193 nChanged 79 SP:Iteration 8Q (878.008326 sec): 3 clusters Score: Raw -117908.929999 + Penalty 2481.316720 = -115427.613278 nChanged 83 SP:Iteration 9Q (878.022611 sec): 3 clusters Score: Raw -118022.921567 + Penalty 2481.316720 = -115541.604847 nChanged 80 SP:Iteration 10Q (878.032708 sec): 3 clusters Score: Raw -118126.484984 + Penalty 2481.316720 = -115645.168263 nChanged 67 SP:Iteration 11Q (878.042628 sec): 3 clusters Score: Raw -118265.720965 + Penalty 2481.316720 = -115784.404244 nChanged 82 SP:Iteration 12Q (878.052558 sec): 3 clusters Score: Raw -118465.411963 + Penalty 2481.316720 = -115984.095243 nChanged 82 SP:Iteration 13Q (878.062437 sec): 3 clusters Score: Raw -118626.198811 + Penalty 2481.316720 = -116144.882091 nChanged 61 SP:Iteration 14Q (878.072247 sec): 3 clusters Score: Raw -118735.840363 + Penalty 2481.316720 = -116254.523643 nChanged 47 SP:Iteration 15Q (878.081974 sec): 3 clusters Score: Raw -118813.570760 + Penalty 2481.316720 = -116332.254040 nChanged 42 SP:Iteration 16Q (878.091640 sec): 3 clusters Score: Raw -118900.466192 + Penalty 2481.316720 = -116419.149472 nChanged 40 SP:Iteration 17Q (878.101194 sec): 3 clusters Score: Raw -119030.655738 + Penalty 2481.316720 = -116549.339018 nChanged 31 SP:Iteration 18Q (878.109949 sec): 3 clusters Score: Raw -119151.730408 + Penalty 2481.316720 = -116670.413688 nChanged 23 SP:Iteration 19Q (878.119382 sec): 3 clusters Score: Raw -119222.431891 + Penalty 2481.316720 = -116741.115170 nChanged 10 SP:Iteration 20F (878.129605 sec): 3 clusters Score: Raw -119249.954451 + Penalty 2481.316720 = -116768.637731 nChanged 5 SP:Iteration 21Q (878.138981 sec): 3 clusters Score: Raw -119256.410723 + Penalty 2481.316720 = -116775.094003 nChanged 1 SP:Iteration 22Q (878.148251 sec): 3 clusters Score: Raw -119259.663239 + Penalty 2481.316720 = -116778.346518 nChanged 2 SP:Iteration 23Q (878.157571 sec): 3 clusters Score: Raw -119261.808001 + Penalty 2481.316720 = -116780.491280 nChanged 2 SP:Iteration 24Q (878.166859 sec): 3 clusters Score: Raw -119263.373865 + Penalty 2481.316720 = -116782.057145 nChanged 2 SP:Iteration 25Q (878.176132 sec): 3 clusters Score: Raw -119264.655091 + Penalty 2481.316720 = -116783.338370 nChanged 0 SP:Iteration 26F (878.186415 sec): 3 clusters Score: Raw -119264.655091 + Penalty 2481.316720 = -116783.338370 nChanged 0 Score: Raw -22937825.710693 + Penalty 64400.529166 = -22873425.181526 Splitting cluster 6 changes total score from -22873674.610657 to -22873425.181526 So it's not getting split. Trying to split cluster 7 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.680834 sec): 2 clusters Score: Raw -23519.345149 + Penalty 978.810234 = -22540.534915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.683678 sec): 3 clusters Score: Raw -23498.829297 + Penalty 1957.620468 = -21541.208829 nChanged 91 SP:Iteration 1F (884.686307 sec): 3 clusters Score: Raw -23663.383940 + Penalty 1957.620468 = -21705.763472 nChanged 23 SP:Iteration 2F (884.688906 sec): 3 clusters Score: Raw -23713.870237 + Penalty 1957.620468 = -21756.249769 nChanged 7 SP:Iteration 3Q (884.691461 sec): 3 clusters Score: Raw -23726.658260 + Penalty 1957.620468 = -21769.037792 nChanged 5 SP:Iteration 4Q (884.693993 sec): 3 clusters Score: Raw -23734.756506 + Penalty 1957.620468 = -21777.136039 nChanged 2 SP:Iteration 5Q (884.696537 sec): 3 clusters Score: Raw -23739.186755 + Penalty 1957.620468 = -21781.566287 nChanged 2 SP:Iteration 6Q (884.699084 sec): 3 clusters Score: Raw -23741.365224 + Penalty 1957.620468 = -21783.744756 nChanged 0 SP:Iteration 7F (884.701665 sec): 3 clusters Score: Raw -23741.365224 + Penalty 1957.620468 = -21783.744756 nChanged 0 Trying to split cluster 8 (2071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (884.717345 sec): 2 clusters Score: Raw -121853.048152 + Penalty 1240.815365 = -120612.232787 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (884.728271 sec): 3 clusters Score: Raw -120963.941274 + Penalty 2481.630730 = -118482.310544 nChanged 767 SP:Iteration 1F (884.738485 sec): 3 clusters Score: Raw -121473.602867 + Penalty 2481.630730 = -118991.972138 nChanged 160 SP:Iteration 2F (884.748727 sec): 3 clusters Score: Raw -121581.927315 + Penalty 2481.630730 = -119100.296585 nChanged 87 SP:Iteration 3Q (884.758995 sec): 3 clusters Score: Raw -121640.193152 + Penalty 2481.630730 = -119158.562422 nChanged 63 SP:Iteration 4Q (884.769240 sec): 3 clusters Score: Raw -121679.570124 + Penalty 2481.630730 = -119197.939394 nChanged 46 SP:Iteration 5Q (884.779490 sec): 3 clusters Score: Raw -121710.841352 + Penalty 2481.630730 = -119229.210622 nChanged 44 SP:Iteration 6Q (884.789709 sec): 3 clusters Score: Raw -121743.748872 + Penalty 2481.630730 = -119262.118142 nChanged 39 SP:Iteration 7Q (884.799917 sec): 3 clusters Score: Raw -121763.137855 + Penalty 2481.630730 = -119281.507125 nChanged 40 SP:Iteration 8Q (884.810136 sec): 3 clusters Score: Raw -121790.982777 + Penalty 2481.630730 = -119309.352048 nChanged 42 SP:Iteration 9Q (884.820343 sec): 3 clusters Score: Raw -121817.440219 + Penalty 2481.630730 = -119335.809489 nChanged 38 SP:Iteration 10Q (884.830444 sec): 3 clusters Score: Raw -121836.995334 + Penalty 2481.630730 = -119355.364604 nChanged 30 SP:Iteration 11Q (884.840656 sec): 3 clusters Score: Raw -121850.689064 + Penalty 2481.630730 = -119369.058334 nChanged 23 SP:Iteration 12Q (884.850853 sec): 3 clusters Score: Raw -121861.298579 + Penalty 2481.630730 = -119379.667849 nChanged 18 SP:Iteration 13Q (884.861030 sec): 3 clusters Score: Raw -121868.927057 + Penalty 2481.630730 = -119387.296327 nChanged 18 SP:Iteration 14Q (884.871228 sec): 3 clusters Score: Raw -121879.179858 + Penalty 2481.630730 = -119397.549128 nChanged 21 SP:Iteration 15Q (884.881330 sec): 3 clusters Score: Raw -121888.752921 + Penalty 2481.630730 = -119407.122191 nChanged 20 SP:Iteration 16Q (884.896126 sec): 3 clusters Score: Raw -121901.506667 + Penalty 2481.630730 = -119419.875937 nChanged 27 SP:Iteration 17Q (884.906496 sec): 3 clusters Score: Raw -121919.398524 + Penalty 2481.630730 = -119437.767794 nChanged 24 SP:Iteration 18Q (884.916697 sec): 3 clusters Score: Raw -121932.998260 + Penalty 2481.630730 = -119451.367530 nChanged 26 SP:Iteration 19Q (884.926888 sec): 3 clusters Score: Raw -121945.955232 + Penalty 2481.630730 = -119464.324502 nChanged 26 SP:Iteration 20F (884.937113 sec): 3 clusters Score: Raw -121960.377705 + Penalty 2481.630730 = -119478.746975 nChanged 29 SP:Iteration 21Q (884.947289 sec): 3 clusters Score: Raw -121984.264082 + Penalty 2481.630730 = -119502.633352 nChanged 40 SP:Iteration 22Q (884.957464 sec): 3 clusters Score: Raw -122018.181533 + Penalty 2481.630730 = -119536.550803 nChanged 33 SP:Iteration 23Q (884.967672 sec): 3 clusters Score: Raw -122039.245299 + Penalty 2481.630730 = -119557.614569 nChanged 27 SP:Iteration 24Q (884.984115 sec): 3 clusters Score: Raw -122055.903874 + Penalty 2481.630730 = -119574.273144 nChanged 31 SP:Iteration 25Q (884.994294 sec): 3 clusters Score: Raw -122076.637012 + Penalty 2481.630730 = -119595.006282 nChanged 20 SP:Iteration 26Q (885.004558 sec): 3 clusters Score: Raw -122092.205971 + Penalty 2481.630730 = -119610.575241 nChanged 19 SP:Iteration 27Q (885.014695 sec): 3 clusters Score: Raw -122108.773732 + Penalty 2481.630730 = -119627.143002 nChanged 16 SP:Iteration 28Q (885.028325 sec): 3 clusters Score: Raw -122120.503866 + Penalty 2481.630730 = -119638.873136 nChanged 13 SP:Iteration 29Q (885.038538 sec): 3 clusters Score: Raw -122129.055786 + Penalty 2481.630730 = -119647.425056 nChanged 10 SP:Iteration 30Q (885.048783 sec): 3 clusters Score: Raw -122136.943071 + Penalty 2481.630730 = -119655.312341 nChanged 10 SP:Iteration 31Q (885.058886 sec): 3 clusters Score: Raw -122143.104200 + Penalty 2481.630730 = -119661.473471 nChanged 10 SP:Iteration 32Q (885.068978 sec): 3 clusters Score: Raw -122149.517549 + Penalty 2481.630730 = -119667.886819 nChanged 15 SP:Iteration 33Q (885.079765 sec): 3 clusters Score: Raw -122158.068533 + Penalty 2481.630730 = -119676.437803 nChanged 13 SP:Iteration 34Q (885.093054 sec): 3 clusters Score: Raw -122166.076380 + Penalty 2481.630730 = -119684.445650 nChanged 7 SP:Iteration 35Q (885.103058 sec): 3 clusters Score: Raw -122170.305777 + Penalty 2481.630730 = -119688.675047 nChanged 1 SP:Iteration 36Q (885.119164 sec): 3 clusters Score: Raw -122170.631788 + Penalty 2481.630730 = -119689.001058 nChanged 0 SP:Iteration 37F (885.129467 sec): 3 clusters Score: Raw -122170.631788 + Penalty 2481.630730 = -119689.001058 nChanged 0 Trying to split cluster 9 (5290 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (885.149178 sec): 2 clusters Score: Raw -327235.826498 + Penalty 1393.205698 = -325842.620800 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (885.171226 sec): 3 clusters Score: Raw -324477.873766 + Penalty 2786.411396 = -321691.462370 nChanged 2143 SP:Iteration 1F (885.197356 sec): 3 clusters Score: Raw -325728.660769 + Penalty 2786.411396 = -322942.249373 nChanged 423 SP:Iteration 2F (885.218954 sec): 3 clusters Score: Raw -326045.991772 + Penalty 2786.411396 = -323259.580377 nChanged 386 SP:Iteration 3F (885.240524 sec): 3 clusters Score: Raw -326389.109270 + Penalty 2786.411396 = -323602.697875 nChanged 354 SP:Iteration 4F (885.261658 sec): 3 clusters Score: Raw -326738.098005 + Penalty 2786.411396 = -323951.686610 nChanged 340 SP:Iteration 5F (885.282520 sec): 3 clusters Score: Raw -327075.601596 + Penalty 2786.411396 = -324289.190200 nChanged 306 SP:Iteration 6F (885.304240 sec): 3 clusters Score: Raw -327384.853456 + Penalty 2786.411396 = -324598.442060 nChanged 282 SP:Iteration 7F (885.325844 sec): 3 clusters Score: Raw -327646.509882 + Penalty 2786.411396 = -324860.098487 nChanged 227 SP:Iteration 8Q (885.346806 sec): 3 clusters Score: Raw -327875.193574 + Penalty 2786.411396 = -325088.782178 nChanged 201 SP:Iteration 9Q (885.367709 sec): 3 clusters Score: Raw -328102.613884 + Penalty 2786.411396 = -325316.202488 nChanged 190 SP:Iteration 10Q (885.388145 sec): 3 clusters Score: Raw -328307.206710 + Penalty 2786.411396 = -325520.795314 nChanged 118 SP:Iteration 11Q (885.411554 sec): 3 clusters Score: Raw -328417.082263 + Penalty 2786.411396 = -325630.670867 nChanged 77 SP:Iteration 12Q (885.432110 sec): 3 clusters Score: Raw -328478.447074 + Penalty 2786.411396 = -325692.035678 nChanged 62 SP:Iteration 13Q (885.452578 sec): 3 clusters Score: Raw -328520.631924 + Penalty 2786.411396 = -325734.220528 nChanged 50 SP:Iteration 14Q (885.473007 sec): 3 clusters Score: Raw -328556.864496 + Penalty 2786.411396 = -325770.453101 nChanged 41 SP:Iteration 15Q (885.493895 sec): 3 clusters Score: Raw -328592.158463 + Penalty 2786.411396 = -325805.747067 nChanged 43 SP:Iteration 16Q (885.514187 sec): 3 clusters Score: Raw -328648.825758 + Penalty 2786.411396 = -325862.414362 nChanged 48 SP:Iteration 17Q (885.534392 sec): 3 clusters Score: Raw -328713.333491 + Penalty 2786.411396 = -325926.922095 nChanged 41 SP:Iteration 18Q (885.554614 sec): 3 clusters Score: Raw -328766.447233 + Penalty 2786.411396 = -325980.035838 nChanged 32 SP:Iteration 19Q (885.576115 sec): 3 clusters Score: Raw -328804.942810 + Penalty 2786.411396 = -326018.531414 nChanged 16 SP:Iteration 20F (885.603432 sec): 3 clusters Score: Raw -328822.638192 + Penalty 2786.411396 = -326036.226796 nChanged 13 SP:Iteration 21Q (885.623149 sec): 3 clusters Score: Raw -328835.242955 + Penalty 2786.411396 = -326048.831559 nChanged 11 SP:Iteration 22Q (885.642836 sec): 3 clusters Score: Raw -328841.553621 + Penalty 2786.411396 = -326055.142226 nChanged 2 SP:Iteration 23Q (885.662738 sec): 3 clusters Score: Raw -328842.659916 + Penalty 2786.411396 = -326056.248520 nChanged 0 SP:Iteration 24F (885.684298 sec): 3 clusters Score: Raw -328842.659916 + Penalty 2786.411396 = -326056.248520 nChanged 0 Score: Raw -22937609.336540 + Penalty 64400.529166 = -22873208.807373 Splitting cluster 9 changes total score from -22873674.610657 to -22873208.807373 So it's not getting split. Trying to split cluster 10 (2736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (892.773174 sec): 2 clusters Score: Raw -181211.097435 + Penalty 1286.065995 = -179925.031440 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (892.791440 sec): 3 clusters Score: Raw -179965.172355 + Penalty 2572.131991 = -177393.040364 nChanged 1018 SP:Iteration 1F (892.804928 sec): 3 clusters Score: Raw -180556.597250 + Penalty 2572.131991 = -177984.465259 nChanged 204 SP:Iteration 2F (892.818421 sec): 3 clusters Score: Raw -180678.039136 + Penalty 2572.131991 = -178105.907145 nChanged 137 SP:Iteration 3F (892.831770 sec): 3 clusters Score: Raw -180773.775786 + Penalty 2572.131991 = -178201.643795 nChanged 124 SP:Iteration 4Q (892.845146 sec): 3 clusters Score: Raw -180865.668374 + Penalty 2572.131991 = -178293.536383 nChanged 122 SP:Iteration 5Q (892.858728 sec): 3 clusters Score: Raw -180964.352235 + Penalty 2572.131991 = -178392.220244 nChanged 137 SP:Iteration 6F (892.884318 sec): 3 clusters Score: Raw -181097.808719 + Penalty 2572.131991 = -178525.676728 nChanged 155 SP:Iteration 7F (892.900645 sec): 3 clusters Score: Raw -181275.986830 + Penalty 2572.131991 = -178703.854839 nChanged 143 SP:Iteration 8F (892.914073 sec): 3 clusters Score: Raw -181467.049087 + Penalty 2572.131991 = -178894.917097 nChanged 150 SP:Iteration 9F (892.927514 sec): 3 clusters Score: Raw -181647.455508 + Penalty 2572.131991 = -179075.323518 nChanged 109 SP:Iteration 10Q (892.940903 sec): 3 clusters Score: Raw -181798.597010 + Penalty 2572.131991 = -179226.465020 nChanged 78 SP:Iteration 11Q (892.966153 sec): 3 clusters Score: Raw -181892.302492 + Penalty 2572.131991 = -179320.170502 nChanged 60 SP:Iteration 12Q (893.018331 sec): 3 clusters Score: Raw -181945.079761 + Penalty 2572.131991 = -179372.947770 nChanged 31 SP:Iteration 13Q (893.050171 sec): 3 clusters Score: Raw -181960.585569 + Penalty 2572.131991 = -179388.453579 nChanged 20 SP:Iteration 14Q (893.063439 sec): 3 clusters Score: Raw -181975.185445 + Penalty 2572.131991 = -179403.053455 nChanged 20 SP:Iteration 15Q (893.076482 sec): 3 clusters Score: Raw -181986.644584 + Penalty 2572.131991 = -179414.512593 nChanged 15 SP:Iteration 16Q (893.102436 sec): 3 clusters Score: Raw -181994.921134 + Penalty 2572.131991 = -179422.789144 nChanged 11 SP:Iteration 17Q (893.115722 sec): 3 clusters Score: Raw -181998.644339 + Penalty 2572.131991 = -179426.512349 nChanged 5 SP:Iteration 18Q (893.128875 sec): 3 clusters Score: Raw -182000.130147 + Penalty 2572.131991 = -179427.998156 nChanged 2 SP:Iteration 19Q (893.142040 sec): 3 clusters Score: Raw -182001.343584 + Penalty 2572.131991 = -179429.211594 nChanged 2 SP:Iteration 20F (893.165939 sec): 3 clusters Score: Raw -182002.444011 + Penalty 2572.131991 = -179430.312020 nChanged 3 SP:Iteration 21Q (893.179323 sec): 3 clusters Score: Raw -182003.424810 + Penalty 2572.131991 = -179431.292819 nChanged 1 SP:Iteration 22Q (893.192524 sec): 3 clusters Score: Raw -182003.959334 + Penalty 2572.131991 = -179431.827343 nChanged 1 SP:Iteration 23Q (893.205578 sec): 3 clusters Score: Raw -182004.212537 + Penalty 2572.131991 = -179432.080547 nChanged 0 SP:Iteration 24F (893.218980 sec): 3 clusters Score: Raw -182004.212537 + Penalty 2572.131991 = -179432.080547 nChanged 0 Trying to split cluster 11 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.230691 sec): 2 clusters Score: Raw -67089.388642 + Penalty 1125.089652 = -65964.298989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.236440 sec): 3 clusters Score: Raw -66751.510414 + Penalty 2250.179304 = -64501.331110 nChanged 280 SP:Iteration 1F (893.254206 sec): 3 clusters Score: Raw -67008.129899 + Penalty 2250.179304 = -64757.950594 nChanged 80 SP:Iteration 2F (893.259686 sec): 3 clusters Score: Raw -67095.310103 + Penalty 2250.179304 = -64845.130799 nChanged 45 SP:Iteration 3Q (893.265052 sec): 3 clusters Score: Raw -67150.045336 + Penalty 2250.179304 = -64899.866032 nChanged 39 SP:Iteration 4Q (893.270341 sec): 3 clusters Score: Raw -67191.486496 + Penalty 2250.179304 = -64941.307192 nChanged 21 SP:Iteration 5Q (893.275654 sec): 3 clusters Score: Raw -67224.840209 + Penalty 2250.179304 = -64974.660905 nChanged 23 SP:Iteration 6Q (893.280965 sec): 3 clusters Score: Raw -67253.233788 + Penalty 2250.179304 = -65003.054484 nChanged 19 SP:Iteration 7Q (893.286279 sec): 3 clusters Score: Raw -67277.901043 + Penalty 2250.179304 = -65027.721739 nChanged 21 SP:Iteration 8Q (893.291570 sec): 3 clusters Score: Raw -67293.083327 + Penalty 2250.179304 = -65042.904023 nChanged 13 SP:Iteration 9Q (893.296855 sec): 3 clusters Score: Raw -67305.181609 + Penalty 2250.179304 = -65055.002305 nChanged 11 SP:Iteration 10Q (893.302082 sec): 3 clusters Score: Raw -67314.719447 + Penalty 2250.179304 = -65064.540142 nChanged 11 SP:Iteration 11Q (893.307312 sec): 3 clusters Score: Raw -67323.589998 + Penalty 2250.179304 = -65073.410694 nChanged 4 SP:Iteration 12Q (893.312584 sec): 3 clusters Score: Raw -67330.325942 + Penalty 2250.179304 = -65080.146638 nChanged 3 SP:Iteration 13Q (893.317830 sec): 3 clusters Score: Raw -67335.339780 + Penalty 2250.179304 = -65085.160475 nChanged 3 SP:Iteration 14Q (893.323174 sec): 3 clusters Score: Raw -67339.521242 + Penalty 2250.179304 = -65089.341937 nChanged 2 SP:Iteration 15Q (893.328400 sec): 3 clusters Score: Raw -67341.254841 + Penalty 2250.179304 = -65091.075537 nChanged 0 SP:Iteration 16F (893.333728 sec): 3 clusters Score: Raw -67341.254841 + Penalty 2250.179304 = -65091.075537 nChanged 0 Trying to split cluster 12 (1789 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.349138 sec): 2 clusters Score: Raw -119640.674774 + Penalty 1217.029464 = -118423.645311 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.358764 sec): 3 clusters Score: Raw -118928.231314 + Penalty 2434.058927 = -116494.172387 nChanged 626 SP:Iteration 1F (893.367709 sec): 3 clusters Score: Raw -119392.566614 + Penalty 2434.058927 = -116958.507686 nChanged 148 SP:Iteration 2F (893.376648 sec): 3 clusters Score: Raw -119521.961525 + Penalty 2434.058927 = -117087.902597 nChanged 96 SP:Iteration 3F (893.385658 sec): 3 clusters Score: Raw -119607.367298 + Penalty 2434.058927 = -117173.308371 nChanged 77 SP:Iteration 4Q (893.394616 sec): 3 clusters Score: Raw -119684.449270 + Penalty 2434.058927 = -117250.390342 nChanged 84 SP:Iteration 5Q (893.403609 sec): 3 clusters Score: Raw -119770.741409 + Penalty 2434.058927 = -117336.682481 nChanged 71 SP:Iteration 6Q (893.412573 sec): 3 clusters Score: Raw -119839.960856 + Penalty 2434.058927 = -117405.901929 nChanged 71 SP:Iteration 7Q (893.421573 sec): 3 clusters Score: Raw -119915.992518 + Penalty 2434.058927 = -117481.933590 nChanged 58 SP:Iteration 8Q (893.430436 sec): 3 clusters Score: Raw -119973.769139 + Penalty 2434.058927 = -117539.710212 nChanged 57 SP:Iteration 9Q (893.439290 sec): 3 clusters Score: Raw -120046.458859 + Penalty 2434.058927 = -117612.399932 nChanged 51 SP:Iteration 10Q (893.448237 sec): 3 clusters Score: Raw -120105.589000 + Penalty 2434.058927 = -117671.530073 nChanged 47 SP:Iteration 11Q (893.457148 sec): 3 clusters Score: Raw -120167.464302 + Penalty 2434.058927 = -117733.405375 nChanged 32 SP:Iteration 12Q (893.465958 sec): 3 clusters Score: Raw -120192.908995 + Penalty 2434.058927 = -117758.850068 nChanged 17 SP:Iteration 13Q (893.474812 sec): 3 clusters Score: Raw -120207.424336 + Penalty 2434.058927 = -117773.365408 nChanged 17 SP:Iteration 14Q (893.483701 sec): 3 clusters Score: Raw -120222.216501 + Penalty 2434.058927 = -117788.157574 nChanged 16 SP:Iteration 15Q (893.492477 sec): 3 clusters Score: Raw -120238.779381 + Penalty 2434.058927 = -117804.720454 nChanged 11 SP:Iteration 16Q (893.501251 sec): 3 clusters Score: Raw -120247.157197 + Penalty 2434.058927 = -117813.098270 nChanged 8 SP:Iteration 17Q (893.509984 sec): 3 clusters Score: Raw -120252.374598 + Penalty 2434.058927 = -117818.315671 nChanged 6 SP:Iteration 18Q (893.518831 sec): 3 clusters Score: Raw -120256.854287 + Penalty 2434.058927 = -117822.795360 nChanged 2 SP:Iteration 19Q (893.527589 sec): 3 clusters Score: Raw -120258.477944 + Penalty 2434.058927 = -117824.419017 nChanged 2 SP:Iteration 20F (893.536560 sec): 3 clusters Score: Raw -120259.512466 + Penalty 2434.058927 = -117825.453539 nChanged 1 SP:Iteration 21Q (893.545337 sec): 3 clusters Score: Raw -120259.814539 + Penalty 2434.058927 = -117825.755612 nChanged 4 SP:Iteration 22Q (893.554101 sec): 3 clusters Score: Raw -120262.918438 + Penalty 2434.058927 = -117828.859511 nChanged 3 SP:Iteration 23Q (893.562945 sec): 3 clusters Score: Raw -120265.074629 + Penalty 2434.058927 = -117831.015702 nChanged 2 SP:Iteration 24Q (893.571753 sec): 3 clusters Score: Raw -120266.292257 + Penalty 2434.058927 = -117832.233329 nChanged 0 SP:Iteration 25F (893.580840 sec): 3 clusters Score: Raw -120266.292257 + Penalty 2434.058927 = -117832.233329 nChanged 0 Trying to split cluster 13 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (893.593188 sec): 2 clusters Score: Raw -75687.310884 + Penalty 1162.751899 = -74524.558985 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (893.600327 sec): 3 clusters Score: Raw -75231.359859 + Penalty 2325.503798 = -72905.856061 nChanged 410 SP:Iteration 1F (893.607095 sec): 3 clusters Score: Raw -75589.826870 + Penalty 2325.503798 = -73264.323072 nChanged 94 SP:Iteration 2F (893.613850 sec): 3 clusters Score: Raw -75684.349652 + Penalty 2325.503798 = -73358.845854 nChanged 65 SP:Iteration 3F (893.620586 sec): 3 clusters Score: Raw -75750.749782 + Penalty 2325.503798 = -73425.245984 nChanged 47 SP:Iteration 4Q (893.627243 sec): 3 clusters Score: Raw -75801.147361 + Penalty 2325.503798 = -73475.643563 nChanged 35 SP:Iteration 5Q (893.633887 sec): 3 clusters Score: Raw -75852.348658 + Penalty 2325.503798 = -73526.844860 nChanged 39 SP:Iteration 6Q (893.640589 sec): 3 clusters Score: Raw -75939.594453 + Penalty 2325.503798 = -73614.090654 nChanged 47 SP:Iteration 7Q (893.647177 sec): 3 clusters Score: Raw -76049.488842 + Penalty 2325.503798 = -73723.985044 nChanged 61 SP:Iteration 8Q (893.653699 sec): 3 clusters Score: Raw -76140.816711 + Penalty 2325.503798 = -73815.312913 nChanged 49 SP:Iteration 9Q (893.660269 sec): 3 clusters Score: Raw -76218.613284 + Penalty 2325.503798 = -73893.109486 nChanged 42 SP:Iteration 10Q (893.688183 sec): 3 clusters Score: Raw -76278.585786 + Penalty 2325.503798 = -73953.081988 nChanged 35 SP:Iteration 11Q (893.694821 sec): 3 clusters Score: Raw -76328.320364 + Penalty 2325.503798 = -74002.816566 nChanged 20 SP:Iteration 12Q (893.703341 sec): 3 clusters Score: Raw -76355.302041 + Penalty 2325.503798 = -74029.798243 nChanged 11 SP:Iteration 13Q (893.709821 sec): 3 clusters Score: Raw -76365.996725 + Penalty 2325.503798 = -74040.492927 nChanged 12 SP:Iteration 14Q (893.716256 sec): 3 clusters Score: Raw -76381.398790 + Penalty 2325.503798 = -74055.894992 nChanged 11 SP:Iteration 15Q (893.757104 sec): 3 clusters Score: Raw -76391.414010 + Penalty 2325.503798 = -74065.910212 nChanged 13 SP:Iteration 16Q (893.797437 sec): 3 clusters Score: Raw -76408.203818 + Penalty 2325.503798 = -74082.700019 nChanged 15 SP:Iteration 17Q (893.840228 sec): 3 clusters Score: Raw -76431.249779 + Penalty 2325.503798 = -74105.745981 nChanged 16 SP:Iteration 18Q (893.846747 sec): 3 clusters Score: Raw -76454.790619 + Penalty 2325.503798 = -74129.286821 nChanged 11 SP:Iteration 19Q (893.853127 sec): 3 clusters Score: Raw -76477.096323 + Penalty 2325.503798 = -74151.592525 nChanged 14 SP:Iteration 20F (893.859775 sec): 3 clusters Score: Raw -76512.287565 + Penalty 2325.503798 = -74186.783767 nChanged 17 SP:Iteration 21Q (893.866109 sec): 3 clusters Score: Raw -76559.447342 + Penalty 2325.503798 = -74233.943544 nChanged 15 SP:Iteration 22Q (893.872464 sec): 3 clusters Score: Raw -76591.765233 + Penalty 2325.503798 = -74266.261435 nChanged 17 SP:Iteration 23Q (893.890946 sec): 3 clusters Score: Raw -76622.071550 + Penalty 2325.503798 = -74296.567752 nChanged 27 SP:Iteration 24Q (893.897408 sec): 3 clusters Score: Raw -76673.497174 + Penalty 2325.503798 = -74347.993376 nChanged 27 SP:Iteration 25Q (893.903809 sec): 3 clusters Score: Raw -76726.433708 + Penalty 2325.503798 = -74400.929910 nChanged 21 SP:Iteration 26Q (893.910118 sec): 3 clusters Score: Raw -76780.272154 + Penalty 2325.503798 = -74454.768356 nChanged 20 SP:Iteration 27Q (893.916324 sec): 3 clusters Score: Raw -76816.793464 + Penalty 2325.503798 = -74491.289666 nChanged 11 SP:Iteration 28Q (893.922579 sec): 3 clusters Score: Raw -76836.491984 + Penalty 2325.503798 = -74510.988186 nChanged 9 SP:Iteration 29Q (893.928825 sec): 3 clusters Score: Raw -76849.947113 + Penalty 2325.503798 = -74524.443315 nChanged 7 SP:Iteration 30Q (893.935013 sec): 3 clusters Score: Raw -76857.842880 + Penalty 2325.503798 = -74532.339082 nChanged 2 SP:Iteration 31Q (893.941137 sec): 3 clusters Score: Raw -76859.574158 + Penalty 2325.503798 = -74534.070360 nChanged 1 SP:Iteration 32Q (893.947257 sec): 3 clusters Score: Raw -76860.078985 + Penalty 2325.503798 = -74534.575187 nChanged 0 SP:Iteration 33F (893.953876 sec): 3 clusters Score: Raw -76860.078985 + Penalty 2325.503798 = -74534.575187 nChanged 0 Score: Raw -22937175.271223 + Penalty 64400.529166 = -22872774.742056 Splitting cluster 13 changes total score from -22873674.610657 to -22872774.742056 So it's not getting split. Trying to split cluster 14 (37925 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (901.136336 sec): 2 clusters Score: Raw -2620824.630708 + Penalty 1713.296943 = -2619111.333764 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (901.216068 sec): 3 clusters Score: Raw -2596982.079670 + Penalty 3426.593886 = -2593555.485783 nChanged 17806 SP:Iteration 1F (901.310973 sec): 3 clusters Score: Raw -2607572.579894 + Penalty 3426.593886 = -2604145.986008 nChanged 1993 SP:Iteration 2F (901.380286 sec): 3 clusters Score: Raw -2608508.441046 + Penalty 3426.593886 = -2605081.847160 nChanged 2100 SP:Iteration 3F (901.477578 sec): 3 clusters Score: Raw -2609626.019144 + Penalty 3426.593886 = -2606199.425258 nChanged 2208 SP:Iteration 4F (901.567000 sec): 3 clusters Score: Raw -2610783.524118 + Penalty 3426.593886 = -2607356.930231 nChanged 2067 SP:Iteration 5F (901.633346 sec): 3 clusters Score: Raw -2611871.788772 + Penalty 3426.593886 = -2608445.194886 nChanged 1954 SP:Iteration 6F (901.708350 sec): 3 clusters Score: Raw -2612941.928379 + Penalty 3426.593886 = -2609515.334493 nChanged 1871 SP:Iteration 7Q (901.778559 sec): 3 clusters Score: Raw -2613980.698494 + Penalty 3426.593886 = -2610554.104608 nChanged 1724 SP:Iteration 8Q (901.859393 sec): 3 clusters Score: Raw -2614865.737093 + Penalty 3426.593886 = -2611439.143207 nChanged 1448 SP:Iteration 9Q (901.945324 sec): 3 clusters Score: Raw -2615555.944722 + Penalty 3426.593886 = -2612129.350835 nChanged 1216 SP:Iteration 10Q (902.012194 sec): 3 clusters Score: Raw -2616134.176854 + Penalty 3426.593886 = -2612707.582968 nChanged 1077 SP:Iteration 11Q (902.077788 sec): 3 clusters Score: Raw -2616621.541516 + Penalty 3426.593886 = -2613194.947630 nChanged 924 SP:Iteration 12Q (902.143518 sec): 3 clusters Score: Raw -2616995.725568 + Penalty 3426.593886 = -2613569.131682 nChanged 850 SP:Iteration 13Q (902.207612 sec): 3 clusters Score: Raw -2617357.186383 + Penalty 3426.593886 = -2613930.592496 nChanged 832 SP:Iteration 14Q (902.270963 sec): 3 clusters Score: Raw -2617721.191131 + Penalty 3426.593886 = -2614294.597245 nChanged 800 SP:Iteration 15Q (902.333665 sec): 3 clusters Score: Raw -2618089.514667 + Penalty 3426.593886 = -2614662.920781 nChanged 810 SP:Iteration 16Q (902.395714 sec): 3 clusters Score: Raw -2618496.642247 + Penalty 3426.593886 = -2615070.048361 nChanged 789 SP:Iteration 17Q (902.457230 sec): 3 clusters Score: Raw -2618921.655086 + Penalty 3426.593886 = -2615495.061200 nChanged 760 SP:Iteration 18Q (902.518204 sec): 3 clusters Score: Raw -2619353.970591 + Penalty 3426.593886 = -2615927.376705 nChanged 672 SP:Iteration 19Q (902.578376 sec): 3 clusters Score: Raw -2619762.587988 + Penalty 3426.593886 = -2616335.994102 nChanged 605 SP:Iteration 20F (902.652201 sec): 3 clusters Score: Raw -2620163.559737 + Penalty 3426.593886 = -2616736.965851 nChanged 500 SP:Iteration 21Q (902.730390 sec): 3 clusters Score: Raw -2620485.293582 + Penalty 3426.593886 = -2617058.699696 nChanged 379 SP:Iteration 22Q (902.788016 sec): 3 clusters Score: Raw -2620739.353006 + Penalty 3426.593886 = -2617312.759119 nChanged 297 SP:Iteration 23Q (902.860966 sec): 3 clusters Score: Raw -2620926.907216 + Penalty 3426.593886 = -2617500.313329 nChanged 203 SP:Iteration 24Q (902.917262 sec): 3 clusters Score: Raw -2621036.075904 + Penalty 3426.593886 = -2617609.482017 nChanged 150 SP:Iteration 25Q (902.973044 sec): 3 clusters Score: Raw -2621106.891721 + Penalty 3426.593886 = -2617680.297834 nChanged 110 SP:Iteration 26Q (903.028201 sec): 3 clusters Score: Raw -2621148.645260 + Penalty 3426.593886 = -2617722.051374 nChanged 71 SP:Iteration 27Q (903.083226 sec): 3 clusters Score: Raw -2621176.570311 + Penalty 3426.593886 = -2617749.976424 nChanged 54 SP:Iteration 28Q (903.138110 sec): 3 clusters Score: Raw -2621199.697511 + Penalty 3426.593886 = -2617773.103625 nChanged 47 SP:Iteration 29Q (903.192784 sec): 3 clusters Score: Raw -2621222.087482 + Penalty 3426.593886 = -2617795.493596 nChanged 40 SP:Iteration 30Q (903.247529 sec): 3 clusters Score: Raw -2621237.560940 + Penalty 3426.593886 = -2617810.967053 nChanged 38 SP:Iteration 31Q (903.302136 sec): 3 clusters Score: Raw -2621254.820195 + Penalty 3426.593886 = -2617828.226309 nChanged 35 SP:Iteration 32Q (903.356643 sec): 3 clusters Score: Raw -2621272.291864 + Penalty 3426.593886 = -2617845.697977 nChanged 33 SP:Iteration 33Q (903.411017 sec): 3 clusters Score: Raw -2621285.878176 + Penalty 3426.593886 = -2617859.284289 nChanged 35 SP:Iteration 34Q (903.499748 sec): 3 clusters Score: Raw -2621300.157596 + Penalty 3426.593886 = -2617873.563710 nChanged 34 SP:Iteration 35Q (903.594302 sec): 3 clusters Score: Raw -2621314.361603 + Penalty 3426.593886 = -2617887.767717 nChanged 31 SP:Iteration 36Q (903.645050 sec): 3 clusters Score: Raw -2621327.016655 + Penalty 3426.593886 = -2617900.422769 nChanged 22 SP:Iteration 37Q (903.698691 sec): 3 clusters Score: Raw -2621339.115380 + Penalty 3426.593886 = -2617912.521494 nChanged 26 SP:Iteration 38Q (903.785466 sec): 3 clusters Score: Raw -2621347.683372 + Penalty 3426.593886 = -2617921.089485 nChanged 20 SP:Iteration 39Q (903.846789 sec): 3 clusters Score: Raw -2621353.039482 + Penalty 3426.593886 = -2617926.445595 nChanged 9 SP:Iteration 40F (903.918326 sec): 3 clusters Score: Raw -2621355.030795 + Penalty 3426.593886 = -2617928.436908 nChanged 7 SP:Iteration 41Q (903.973537 sec): 3 clusters Score: Raw -2621357.052012 + Penalty 3426.593886 = -2617930.458125 nChanged 8 SP:Iteration 42Q (904.027140 sec): 3 clusters Score: Raw -2621358.858064 + Penalty 3426.593886 = -2617932.264177 nChanged 8 SP:Iteration 43Q (904.080885 sec): 3 clusters Score: Raw -2621362.120370 + Penalty 3426.593886 = -2617935.526483 nChanged 13 SP:Iteration 44Q (904.134327 sec): 3 clusters Score: Raw -2621367.633665 + Penalty 3426.593886 = -2617941.039779 nChanged 15 SP:Iteration 45Q (904.187990 sec): 3 clusters Score: Raw -2621373.381631 + Penalty 3426.593886 = -2617946.787745 nChanged 13 SP:Iteration 46Q (904.241496 sec): 3 clusters Score: Raw -2621378.538409 + Penalty 3426.593886 = -2617951.944522 nChanged 13 SP:Iteration 47Q (904.295003 sec): 3 clusters Score: Raw -2621382.961596 + Penalty 3426.593886 = -2617956.367710 nChanged 14 SP:Iteration 48Q (904.348462 sec): 3 clusters Score: Raw -2621386.976718 + Penalty 3426.593886 = -2617960.382832 nChanged 12 SP:Iteration 49Q (904.401863 sec): 3 clusters Score: Raw -2621393.323215 + Penalty 3426.593886 = -2617966.729329 nChanged 17 SP:Iteration 50Q (904.455251 sec): 3 clusters Score: Raw -2621402.287997 + Penalty 3426.593886 = -2617975.694111 nChanged 19 SP:Iteration 51Q (904.508854 sec): 3 clusters Score: Raw -2621411.202396 + Penalty 3426.593886 = -2617984.608510 nChanged 22 SP:Iteration 52Q (904.581405 sec): 3 clusters Score: Raw -2621419.872063 + Penalty 3426.593886 = -2617993.278177 nChanged 16 SP:Iteration 53Q (904.661449 sec): 3 clusters Score: Raw -2621424.098831 + Penalty 3426.593886 = -2617997.504945 nChanged 11 SP:Iteration 54Q (904.715363 sec): 3 clusters Score: Raw -2621426.627598 + Penalty 3426.593886 = -2618000.033712 nChanged 5 SP:Iteration 55Q (904.778486 sec): 3 clusters Score: Raw -2621427.279237 + Penalty 3426.593886 = -2618000.685351 nChanged 1 SP:Iteration 56Q (904.831908 sec): 3 clusters Score: Raw -2621427.537948 + Penalty 3426.593886 = -2618000.944061 nChanged 1 SP:Iteration 57Q (904.885363 sec): 3 clusters Score: Raw -2621427.801989 + Penalty 3426.593886 = -2618001.208103 nChanged 0 SP:Iteration 58F (904.950076 sec): 3 clusters Score: Raw -2621427.801989 + Penalty 3426.593886 = -2618001.208103 nChanged 0 Trying to split cluster 15 (2329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (904.960732 sec): 2 clusters Score: Raw -145962.259691 + Penalty 1259.894069 = -144702.365622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (904.973178 sec): 3 clusters Score: Raw -144907.708093 + Penalty 2519.788138 = -142387.919955 nChanged 880 SP:Iteration 1F (904.984745 sec): 3 clusters Score: Raw -145584.313685 + Penalty 2519.788138 = -143064.525548 nChanged 244 SP:Iteration 2F (904.996208 sec): 3 clusters Score: Raw -145830.846704 + Penalty 2519.788138 = -143311.058566 nChanged 151 SP:Iteration 3F (905.007774 sec): 3 clusters Score: Raw -145976.226088 + Penalty 2519.788138 = -143456.437951 nChanged 119 SP:Iteration 4F (905.019327 sec): 3 clusters Score: Raw -146132.744170 + Penalty 2519.788138 = -143612.956032 nChanged 91 SP:Iteration 5Q (905.030790 sec): 3 clusters Score: Raw -146264.038787 + Penalty 2519.788138 = -143744.250649 nChanged 91 SP:Iteration 6Q (905.042085 sec): 3 clusters Score: Raw -146343.163122 + Penalty 2519.788138 = -143823.374985 nChanged 67 SP:Iteration 7Q (905.053459 sec): 3 clusters Score: Raw -146389.212613 + Penalty 2519.788138 = -143869.424475 nChanged 39 SP:Iteration 8Q (905.064737 sec): 3 clusters Score: Raw -146412.407281 + Penalty 2519.788138 = -143892.619143 nChanged 38 SP:Iteration 9Q (905.075981 sec): 3 clusters Score: Raw -146434.138438 + Penalty 2519.788138 = -143914.350300 nChanged 26 SP:Iteration 10Q (905.087239 sec): 3 clusters Score: Raw -146445.397035 + Penalty 2519.788138 = -143925.608897 nChanged 28 SP:Iteration 11Q (905.098598 sec): 3 clusters Score: Raw -146464.111250 + Penalty 2519.788138 = -143944.323113 nChanged 33 SP:Iteration 12Q (905.109841 sec): 3 clusters Score: Raw -146482.755600 + Penalty 2519.788138 = -143962.967462 nChanged 37 SP:Iteration 13Q (905.121163 sec): 3 clusters Score: Raw -146504.807727 + Penalty 2519.788138 = -143985.019589 nChanged 33 SP:Iteration 14Q (905.132383 sec): 3 clusters Score: Raw -146528.015920 + Penalty 2519.788138 = -144008.227783 nChanged 40 SP:Iteration 15Q (905.143610 sec): 3 clusters Score: Raw -146552.537018 + Penalty 2519.788138 = -144032.748880 nChanged 30 SP:Iteration 16Q (905.154879 sec): 3 clusters Score: Raw -146574.377567 + Penalty 2519.788138 = -144054.589430 nChanged 25 SP:Iteration 17Q (905.166252 sec): 3 clusters Score: Raw -146586.529507 + Penalty 2519.788138 = -144066.741369 nChanged 18 SP:Iteration 18Q (905.177558 sec): 3 clusters Score: Raw -146595.262729 + Penalty 2519.788138 = -144075.474591 nChanged 19 SP:Iteration 19Q (905.188840 sec): 3 clusters Score: Raw -146604.530897 + Penalty 2519.788138 = -144084.742759 nChanged 19 SP:Iteration 20F (905.200423 sec): 3 clusters Score: Raw -146616.091220 + Penalty 2519.788138 = -144096.303082 nChanged 20 SP:Iteration 21Q (905.211716 sec): 3 clusters Score: Raw -146624.439187 + Penalty 2519.788138 = -144104.651049 nChanged 18 SP:Iteration 22Q (905.222974 sec): 3 clusters Score: Raw -146633.734421 + Penalty 2519.788138 = -144113.946283 nChanged 19 SP:Iteration 23Q (905.234261 sec): 3 clusters Score: Raw -146643.632157 + Penalty 2519.788138 = -144123.844020 nChanged 21 SP:Iteration 24Q (905.245547 sec): 3 clusters Score: Raw -146656.887408 + Penalty 2519.788138 = -144137.099270 nChanged 16 SP:Iteration 25Q (905.256828 sec): 3 clusters Score: Raw -146664.087359 + Penalty 2519.788138 = -144144.299221 nChanged 7 SP:Iteration 26Q (905.268124 sec): 3 clusters Score: Raw -146666.912275 + Penalty 2519.788138 = -144147.124137 nChanged 7 SP:Iteration 27Q (905.279265 sec): 3 clusters Score: Raw -146671.753919 + Penalty 2519.788138 = -144151.965781 nChanged 9 SP:Iteration 28Q (905.290553 sec): 3 clusters Score: Raw -146676.304302 + Penalty 2519.788138 = -144156.516164 nChanged 5 SP:Iteration 29Q (905.301811 sec): 3 clusters Score: Raw -146678.657273 + Penalty 2519.788138 = -144158.869135 nChanged 7 SP:Iteration 30Q (905.312971 sec): 3 clusters Score: Raw -146683.506342 + Penalty 2519.788138 = -144163.718204 nChanged 9 SP:Iteration 31Q (905.324232 sec): 3 clusters Score: Raw -146686.999436 + Penalty 2519.788138 = -144167.211298 nChanged 11 SP:Iteration 32Q (905.335511 sec): 3 clusters Score: Raw -146690.671198 + Penalty 2519.788138 = -144170.883060 nChanged 9 SP:Iteration 33Q (905.346783 sec): 3 clusters Score: Raw -146693.970490 + Penalty 2519.788138 = -144174.182352 nChanged 5 SP:Iteration 34Q (905.358046 sec): 3 clusters Score: Raw -146698.450482 + Penalty 2519.788138 = -144178.662344 nChanged 11 SP:Iteration 35Q (905.369269 sec): 3 clusters Score: Raw -146706.189505 + Penalty 2519.788138 = -144186.401368 nChanged 13 SP:Iteration 36Q (905.380386 sec): 3 clusters Score: Raw -146716.816436 + Penalty 2519.788138 = -144197.028299 nChanged 17 SP:Iteration 37Q (905.391667 sec): 3 clusters Score: Raw -146725.226870 + Penalty 2519.788138 = -144205.438732 nChanged 10 SP:Iteration 38Q (905.402889 sec): 3 clusters Score: Raw -146729.453745 + Penalty 2519.788138 = -144209.665607 nChanged 6 SP:Iteration 39Q (905.414071 sec): 3 clusters Score: Raw -146731.689970 + Penalty 2519.788138 = -144211.901833 nChanged 5 SP:Iteration 40F (905.425493 sec): 3 clusters Score: Raw -146734.033750 + Penalty 2519.788138 = -144214.245613 nChanged 6 SP:Iteration 41Q (905.436733 sec): 3 clusters Score: Raw -146738.684683 + Penalty 2519.788138 = -144218.896546 nChanged 10 SP:Iteration 42Q (905.447848 sec): 3 clusters Score: Raw -146747.549316 + Penalty 2519.788138 = -144227.761179 nChanged 14 SP:Iteration 43Q (905.459027 sec): 3 clusters Score: Raw -146754.386988 + Penalty 2519.788138 = -144234.598851 nChanged 9 SP:Iteration 44Q (905.470218 sec): 3 clusters Score: Raw -146759.025338 + Penalty 2519.788138 = -144239.237200 nChanged 5 SP:Iteration 45Q (905.481310 sec): 3 clusters Score: Raw -146763.428645 + Penalty 2519.788138 = -144243.640507 nChanged 7 SP:Iteration 46Q (905.492519 sec): 3 clusters Score: Raw -146768.204034 + Penalty 2519.788138 = -144248.415896 nChanged 8 SP:Iteration 47Q (905.503703 sec): 3 clusters Score: Raw -146774.506843 + Penalty 2519.788138 = -144254.718705 nChanged 11 SP:Iteration 48Q (905.514905 sec): 3 clusters Score: Raw -146778.570760 + Penalty 2519.788138 = -144258.782622 nChanged 4 SP:Iteration 49Q (905.526081 sec): 3 clusters Score: Raw -146782.889788 + Penalty 2519.788138 = -144263.101650 nChanged 4 SP:Iteration 50Q (905.537137 sec): 3 clusters Score: Raw -146785.024357 + Penalty 2519.788138 = -144265.236219 nChanged 3 SP:Iteration 51Q (905.548252 sec): 3 clusters Score: Raw -146785.845124 + Penalty 2519.788138 = -144266.056986 nChanged 2 SP:Iteration 52Q (905.559440 sec): 3 clusters Score: Raw -146786.447496 + Penalty 2519.788138 = -144266.659358 nChanged 2 SP:Iteration 53Q (905.570578 sec): 3 clusters Score: Raw -146786.992835 + Penalty 2519.788138 = -144267.204698 nChanged 3 SP:Iteration 54Q (905.581818 sec): 3 clusters Score: Raw -146788.341035 + Penalty 2519.788138 = -144268.552897 nChanged 2 SP:Iteration 55Q (905.592995 sec): 3 clusters Score: Raw -146789.074116 + Penalty 2519.788138 = -144269.285979 nChanged 1 SP:Iteration 56Q (905.604032 sec): 3 clusters Score: Raw -146789.360131 + Penalty 2519.788138 = -144269.571993 nChanged 0 SP:Iteration 57F (905.616273 sec): 3 clusters Score: Raw -146789.360131 + Penalty 2519.788138 = -144269.571993 nChanged 0 Trying to split cluster 16 (38267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (905.672833 sec): 2 clusters Score: Raw -2596686.239306 + Penalty 1714.755768 = -2594971.483538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (905.745860 sec): 3 clusters Score: Raw -2572742.597260 + Penalty 3429.511535 = -2569313.085725 nChanged 17786 SP:Iteration 1F (905.813803 sec): 3 clusters Score: Raw -2582899.892164 + Penalty 3429.511535 = -2579470.380629 nChanged 1765 SP:Iteration 2Q (905.885290 sec): 3 clusters Score: Raw -2583517.123806 + Penalty 3429.511535 = -2580087.612271 nChanged 1804 SP:Iteration 3Q (905.955698 sec): 3 clusters Score: Raw -2584248.672983 + Penalty 3429.511535 = -2580819.161447 nChanged 1881 SP:Iteration 4Q (906.026012 sec): 3 clusters Score: Raw -2585152.350277 + Penalty 3429.511535 = -2581722.838742 nChanged 2038 SP:Iteration 5F (906.092573 sec): 3 clusters Score: Raw -2586227.671285 + Penalty 3429.511535 = -2582798.159749 nChanged 2145 SP:Iteration 6F (906.160112 sec): 3 clusters Score: Raw -2587476.310948 + Penalty 3429.511535 = -2584046.799413 nChanged 2275 SP:Iteration 7F (906.227814 sec): 3 clusters Score: Raw -2588902.645561 + Penalty 3429.511535 = -2585473.134026 nChanged 2256 SP:Iteration 8F (906.295355 sec): 3 clusters Score: Raw -2590356.241845 + Penalty 3429.511535 = -2586926.730310 nChanged 2061 SP:Iteration 9F (906.363167 sec): 3 clusters Score: Raw -2591658.083593 + Penalty 3429.511535 = -2588228.572058 nChanged 1796 SP:Iteration 10Q (906.432670 sec): 3 clusters Score: Raw -2592664.087368 + Penalty 3429.511535 = -2589234.575833 nChanged 1503 SP:Iteration 11Q (906.500570 sec): 3 clusters Score: Raw -2593374.615972 + Penalty 3429.511535 = -2589945.104436 nChanged 1153 SP:Iteration 12Q (906.568283 sec): 3 clusters Score: Raw -2593856.180513 + Penalty 3429.511535 = -2590426.668978 nChanged 902 SP:Iteration 13Q (906.635275 sec): 3 clusters Score: Raw -2594213.005802 + Penalty 3429.511535 = -2590783.494267 nChanged 746 SP:Iteration 14Q (906.701654 sec): 3 clusters Score: Raw -2594503.821890 + Penalty 3429.511535 = -2591074.310355 nChanged 695 SP:Iteration 15Q (906.767655 sec): 3 clusters Score: Raw -2594784.193863 + Penalty 3429.511535 = -2591354.682328 nChanged 660 SP:Iteration 16Q (906.833764 sec): 3 clusters Score: Raw -2595057.897747 + Penalty 3429.511535 = -2591628.386211 nChanged 639 SP:Iteration 17Q (906.915947 sec): 3 clusters Score: Raw -2595367.736736 + Penalty 3429.511535 = -2591938.225201 nChanged 683 SP:Iteration 18Q (906.979816 sec): 3 clusters Score: Raw -2595691.685031 + Penalty 3429.511535 = -2592262.173496 nChanged 635 SP:Iteration 19Q (907.048414 sec): 3 clusters Score: Raw -2595986.352337 + Penalty 3429.511535 = -2592556.840802 nChanged 596 SP:Iteration 20F (907.114659 sec): 3 clusters Score: Raw -2596254.736131 + Penalty 3429.511535 = -2592825.224596 nChanged 558 SP:Iteration 21Q (907.185561 sec): 3 clusters Score: Raw -2596500.868784 + Penalty 3429.511535 = -2593071.357249 nChanged 512 SP:Iteration 22Q (907.254460 sec): 3 clusters Score: Raw -2596716.968501 + Penalty 3429.511535 = -2593287.456966 nChanged 443 SP:Iteration 23Q (907.319286 sec): 3 clusters Score: Raw -2596898.368075 + Penalty 3429.511535 = -2593468.856540 nChanged 393 SP:Iteration 24Q (907.387377 sec): 3 clusters Score: Raw -2597024.316827 + Penalty 3429.511535 = -2593594.805292 nChanged 333 SP:Iteration 25Q (907.450456 sec): 3 clusters Score: Raw -2597114.978698 + Penalty 3429.511535 = -2593685.467163 nChanged 291 SP:Iteration 26Q (907.513876 sec): 3 clusters Score: Raw -2597181.473479 + Penalty 3429.511535 = -2593751.961944 nChanged 247 SP:Iteration 27Q (907.577010 sec): 3 clusters Score: Raw -2597236.352685 + Penalty 3429.511535 = -2593806.841150 nChanged 216 SP:Iteration 28Q (907.644984 sec): 3 clusters Score: Raw -2597279.600199 + Penalty 3429.511535 = -2593850.088664 nChanged 174 SP:Iteration 29Q (907.712931 sec): 3 clusters Score: Raw -2597307.108966 + Penalty 3429.511535 = -2593877.597431 nChanged 130 SP:Iteration 30Q (907.774533 sec): 3 clusters Score: Raw -2597326.087769 + Penalty 3429.511535 = -2593896.576234 nChanged 135 SP:Iteration 31Q (907.848758 sec): 3 clusters Score: Raw -2597345.861414 + Penalty 3429.511535 = -2593916.349879 nChanged 127 SP:Iteration 32Q (907.911473 sec): 3 clusters Score: Raw -2597366.860085 + Penalty 3429.511535 = -2593937.348550 nChanged 118 SP:Iteration 33Q (907.977636 sec): 3 clusters Score: Raw -2597386.717419 + Penalty 3429.511535 = -2593957.205884 nChanged 111 SP:Iteration 34Q (908.039820 sec): 3 clusters Score: Raw -2597404.248491 + Penalty 3429.511535 = -2593974.736956 nChanged 106 SP:Iteration 35Q (908.101357 sec): 3 clusters Score: Raw -2597420.753964 + Penalty 3429.511535 = -2593991.242429 nChanged 99 SP:Iteration 36Q (908.163880 sec): 3 clusters Score: Raw -2597432.913344 + Penalty 3429.511535 = -2594003.401809 nChanged 82 SP:Iteration 37Q (908.225992 sec): 3 clusters Score: Raw -2597441.635344 + Penalty 3429.511535 = -2594012.123809 nChanged 50 SP:Iteration 38Q (908.287488 sec): 3 clusters Score: Raw -2597446.218422 + Penalty 3429.511535 = -2594016.706887 nChanged 41 SP:Iteration 39Q (908.350616 sec): 3 clusters Score: Raw -2597448.709063 + Penalty 3429.511535 = -2594019.197528 nChanged 33 SP:Iteration 40F (908.420546 sec): 3 clusters Score: Raw -2597450.808022 + Penalty 3429.511535 = -2594021.296487 nChanged 30 SP:Iteration 41Q (908.485928 sec): 3 clusters Score: Raw -2597452.818161 + Penalty 3429.511535 = -2594023.306625 nChanged 25 SP:Iteration 42Q (908.552780 sec): 3 clusters Score: Raw -2597454.716964 + Penalty 3429.511535 = -2594025.205429 nChanged 30 SP:Iteration 43Q (908.614600 sec): 3 clusters Score: Raw -2597456.229965 + Penalty 3429.511535 = -2594026.718430 nChanged 22 SP:Iteration 44Q (908.677804 sec): 3 clusters Score: Raw -2597457.696508 + Penalty 3429.511535 = -2594028.184973 nChanged 18 SP:Iteration 45Q (908.746002 sec): 3 clusters Score: Raw -2597458.699777 + Penalty 3429.511535 = -2594029.188242 nChanged 21 SP:Iteration 46Q (908.810133 sec): 3 clusters Score: Raw -2597459.994474 + Penalty 3429.511535 = -2594030.482939 nChanged 24 SP:Iteration 47Q (908.872374 sec): 3 clusters Score: Raw -2597461.649593 + Penalty 3429.511535 = -2594032.138058 nChanged 21 SP:Iteration 48Q (908.933660 sec): 3 clusters Score: Raw -2597462.758347 + Penalty 3429.511535 = -2594033.246812 nChanged 16 SP:Iteration 49Q (908.995954 sec): 3 clusters Score: Raw -2597463.421854 + Penalty 3429.511535 = -2594033.910319 nChanged 12 SP:Iteration 50Q (909.058676 sec): 3 clusters Score: Raw -2597464.177921 + Penalty 3429.511535 = -2594034.666386 nChanged 8 SP:Iteration 51Q (909.121820 sec): 3 clusters Score: Raw -2597464.739547 + Penalty 3429.511535 = -2594035.228012 nChanged 12 SP:Iteration 52Q (909.183641 sec): 3 clusters Score: Raw -2597465.700803 + Penalty 3429.511535 = -2594036.189268 nChanged 13 SP:Iteration 53Q (909.254704 sec): 3 clusters Score: Raw -2597466.817874 + Penalty 3429.511535 = -2594037.306339 nChanged 16 SP:Iteration 54Q (909.315363 sec): 3 clusters Score: Raw -2597467.770012 + Penalty 3429.511535 = -2594038.258477 nChanged 22 SP:Iteration 55Q (909.376766 sec): 3 clusters Score: Raw -2597468.832282 + Penalty 3429.511535 = -2594039.320747 nChanged 20 SP:Iteration 56Q (909.437877 sec): 3 clusters Score: Raw -2597470.235458 + Penalty 3429.511535 = -2594040.723923 nChanged 20 SP:Iteration 57Q (909.519909 sec): 3 clusters Score: Raw -2597471.384177 + Penalty 3429.511535 = -2594041.872642 nChanged 18 SP:Iteration 58Q (909.581002 sec): 3 clusters Score: Raw -2597472.297856 + Penalty 3429.511535 = -2594042.786321 nChanged 15 SP:Iteration 59Q (909.642346 sec): 3 clusters Score: Raw -2597472.978471 + Penalty 3429.511535 = -2594043.466936 nChanged 8 SP:Iteration 60F (909.709770 sec): 3 clusters Score: Raw -2597473.405570 + Penalty 3429.511535 = -2594043.894035 nChanged 9 SP:Iteration 61Q (909.771447 sec): 3 clusters Score: Raw -2597473.812623 + Penalty 3429.511535 = -2594044.301088 nChanged 7 SP:Iteration 62Q (909.832846 sec): 3 clusters Score: Raw -2597474.150979 + Penalty 3429.511535 = -2594044.639444 nChanged 7 SP:Iteration 63Q (909.894700 sec): 3 clusters Score: Raw -2597474.419763 + Penalty 3429.511535 = -2594044.908228 nChanged 6 SP:Iteration 64Q (909.955841 sec): 3 clusters Score: Raw -2597474.676232 + Penalty 3429.511535 = -2594045.164697 nChanged 4 SP:Iteration 65Q (910.017316 sec): 3 clusters Score: Raw -2597474.802016 + Penalty 3429.511535 = -2594045.290481 nChanged 2 SP:Iteration 66Q (910.078537 sec): 3 clusters Score: Raw -2597474.882095 + Penalty 3429.511535 = -2594045.370560 nChanged 3 SP:Iteration 67Q (910.139901 sec): 3 clusters Score: Raw -2597474.991480 + Penalty 3429.511535 = -2594045.479945 nChanged 3 SP:Iteration 68Q (910.201216 sec): 3 clusters Score: Raw -2597475.064042 + Penalty 3429.511535 = -2594045.552507 nChanged 4 SP:Iteration 69Q (910.262192 sec): 3 clusters Score: Raw -2597475.230482 + Penalty 3429.511535 = -2594045.718946 nChanged 2 SP:Iteration 70Q (910.323453 sec): 3 clusters Score: Raw -2597475.301394 + Penalty 3429.511535 = -2594045.789859 nChanged 0 SP:Iteration 71F (910.390620 sec): 3 clusters Score: Raw -2597475.301394 + Penalty 3429.511535 = -2594045.789859 nChanged 0 Trying to split cluster 17 (28123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (910.426288 sec): 2 clusters Score: Raw -1796668.546621 + Penalty 1664.705742 = -1795003.840879 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (910.485204 sec): 3 clusters Score: Raw -1779483.655146 + Penalty 3329.411483 = -1776154.243662 nChanged 12874 SP:Iteration 1F (910.540926 sec): 3 clusters Score: Raw -1786815.466248 + Penalty 3329.411483 = -1783486.054764 nChanged 1473 SP:Iteration 2F (910.621618 sec): 3 clusters Score: Raw -1787363.879006 + Penalty 3329.411483 = -1784034.467522 nChanged 1378 SP:Iteration 3Q (910.688525 sec): 3 clusters Score: Raw -1787945.814795 + Penalty 3329.411483 = -1784616.403312 nChanged 1476 SP:Iteration 4F (910.743186 sec): 3 clusters Score: Raw -1788675.579020 + Penalty 3329.411483 = -1785346.167536 nChanged 1561 SP:Iteration 5F (910.798737 sec): 3 clusters Score: Raw -1789585.110203 + Penalty 3329.411483 = -1786255.698719 nChanged 1706 SP:Iteration 6F (910.854156 sec): 3 clusters Score: Raw -1790810.393795 + Penalty 3329.411483 = -1787480.982311 nChanged 1730 SP:Iteration 7F (910.909522 sec): 3 clusters Score: Raw -1792270.854627 + Penalty 3329.411483 = -1788941.443143 nChanged 1581 SP:Iteration 8F (910.964970 sec): 3 clusters Score: Raw -1793771.683874 + Penalty 3329.411483 = -1790442.272390 nChanged 1323 SP:Iteration 9Q (911.020912 sec): 3 clusters Score: Raw -1795070.148246 + Penalty 3329.411483 = -1791740.736763 nChanged 976 SP:Iteration 10Q (911.073469 sec): 3 clusters Score: Raw -1795936.212457 + Penalty 3329.411483 = -1792606.800973 nChanged 750 SP:Iteration 11Q (911.124056 sec): 3 clusters Score: Raw -1796488.846356 + Penalty 3329.411483 = -1793159.434872 nChanged 552 SP:Iteration 12Q (911.173481 sec): 3 clusters Score: Raw -1796804.900523 + Penalty 3329.411483 = -1793475.489040 nChanged 406 SP:Iteration 13Q (911.222261 sec): 3 clusters Score: Raw -1797027.331388 + Penalty 3329.411483 = -1793697.919904 nChanged 308 SP:Iteration 14Q (911.270397 sec): 3 clusters Score: Raw -1797170.198651 + Penalty 3329.411483 = -1793840.787167 nChanged 237 SP:Iteration 15Q (911.318131 sec): 3 clusters Score: Raw -1797258.438714 + Penalty 3329.411483 = -1793929.027230 nChanged 186 SP:Iteration 16Q (911.365536 sec): 3 clusters Score: Raw -1797323.659627 + Penalty 3329.411483 = -1793994.248144 nChanged 147 SP:Iteration 17Q (911.412795 sec): 3 clusters Score: Raw -1797354.779195 + Penalty 3329.411483 = -1794025.367712 nChanged 94 SP:Iteration 18Q (911.459998 sec): 3 clusters Score: Raw -1797373.735984 + Penalty 3329.411483 = -1794044.324500 nChanged 81 SP:Iteration 19Q (911.507042 sec): 3 clusters Score: Raw -1797390.618061 + Penalty 3329.411483 = -1794061.206578 nChanged 64 SP:Iteration 20F (911.561659 sec): 3 clusters Score: Raw -1797403.124609 + Penalty 3329.411483 = -1794073.713126 nChanged 57 SP:Iteration 21Q (911.609768 sec): 3 clusters Score: Raw -1797412.761184 + Penalty 3329.411483 = -1794083.349701 nChanged 39 SP:Iteration 22Q (911.656490 sec): 3 clusters Score: Raw -1797419.335547 + Penalty 3329.411483 = -1794089.924063 nChanged 36 SP:Iteration 23Q (911.703319 sec): 3 clusters Score: Raw -1797426.095565 + Penalty 3329.411483 = -1794096.684081 nChanged 33 SP:Iteration 24Q (911.750107 sec): 3 clusters Score: Raw -1797432.901227 + Penalty 3329.411483 = -1794103.489743 nChanged 33 SP:Iteration 25Q (911.797000 sec): 3 clusters Score: Raw -1797438.063826 + Penalty 3329.411483 = -1794108.652342 nChanged 25 SP:Iteration 26Q (911.843825 sec): 3 clusters Score: Raw -1797441.648464 + Penalty 3329.411483 = -1794112.236980 nChanged 22 SP:Iteration 27Q (911.890616 sec): 3 clusters Score: Raw -1797444.934723 + Penalty 3329.411483 = -1794115.523240 nChanged 19 SP:Iteration 28Q (911.937507 sec): 3 clusters Score: Raw -1797448.361362 + Penalty 3329.411483 = -1794118.949878 nChanged 20 SP:Iteration 29Q (911.984308 sec): 3 clusters Score: Raw -1797451.698793 + Penalty 3329.411483 = -1794122.287309 nChanged 18 SP:Iteration 30Q (912.031001 sec): 3 clusters Score: Raw -1797454.879331 + Penalty 3329.411483 = -1794125.467848 nChanged 19 SP:Iteration 31Q (912.077703 sec): 3 clusters Score: Raw -1797458.038299 + Penalty 3329.411483 = -1794128.626815 nChanged 20 SP:Iteration 32Q (912.124368 sec): 3 clusters Score: Raw -1797461.919085 + Penalty 3329.411483 = -1794132.507601 nChanged 25 SP:Iteration 33Q (912.171003 sec): 3 clusters Score: Raw -1797465.559394 + Penalty 3329.411483 = -1794136.147911 nChanged 18 SP:Iteration 34Q (912.217656 sec): 3 clusters Score: Raw -1797468.249854 + Penalty 3329.411483 = -1794138.838371 nChanged 13 SP:Iteration 35Q (912.264251 sec): 3 clusters Score: Raw -1797469.600299 + Penalty 3329.411483 = -1794140.188815 nChanged 7 SP:Iteration 36Q (912.310808 sec): 3 clusters Score: Raw -1797470.167587 + Penalty 3329.411483 = -1794140.756104 nChanged 4 SP:Iteration 37Q (912.357407 sec): 3 clusters Score: Raw -1797470.742867 + Penalty 3329.411483 = -1794141.331383 nChanged 2 SP:Iteration 38Q (912.403948 sec): 3 clusters Score: Raw -1797471.038898 + Penalty 3329.411483 = -1794141.627415 nChanged 3 SP:Iteration 39Q (912.450659 sec): 3 clusters Score: Raw -1797471.466159 + Penalty 3329.411483 = -1794142.054675 nChanged 0 SP:Iteration 40F (912.505076 sec): 3 clusters Score: Raw -1797471.466159 + Penalty 3329.411483 = -1794142.054675 nChanged 0 Trying to split cluster 18 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.516756 sec): 2 clusters Score: Raw -48658.372448 + Penalty 1090.261955 = -47568.110492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.521680 sec): 3 clusters Score: Raw -48442.045280 + Penalty 2180.523911 = -46261.521369 nChanged 245 SP:Iteration 1F (912.526186 sec): 3 clusters Score: Raw -48711.566681 + Penalty 2180.523911 = -46531.042770 nChanged 64 SP:Iteration 2F (912.530709 sec): 3 clusters Score: Raw -48783.245564 + Penalty 2180.523911 = -46602.721653 nChanged 33 SP:Iteration 3Q (912.535167 sec): 3 clusters Score: Raw -48818.729416 + Penalty 2180.523911 = -46638.205506 nChanged 15 SP:Iteration 4Q (912.539616 sec): 3 clusters Score: Raw -48839.118042 + Penalty 2180.523911 = -46658.594132 nChanged 11 SP:Iteration 5Q (912.544094 sec): 3 clusters Score: Raw -48848.445059 + Penalty 2180.523911 = -46667.921149 nChanged 11 SP:Iteration 6Q (912.548574 sec): 3 clusters Score: Raw -48860.216069 + Penalty 2180.523911 = -46679.692159 nChanged 8 SP:Iteration 7Q (912.553061 sec): 3 clusters Score: Raw -48870.952320 + Penalty 2180.523911 = -46690.428410 nChanged 8 SP:Iteration 8Q (912.557547 sec): 3 clusters Score: Raw -48876.648206 + Penalty 2180.523911 = -46696.124296 nChanged 1 SP:Iteration 9Q (912.562013 sec): 3 clusters Score: Raw -48878.386000 + Penalty 2180.523911 = -46697.862089 nChanged 0 SP:Iteration 10F (912.566473 sec): 3 clusters Score: Raw -48878.386000 + Penalty 2180.523911 = -46697.862089 nChanged 0 Trying to split cluster 19 (29105 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (912.615769 sec): 2 clusters Score: Raw -1988305.024582 + Penalty 1670.283105 = -1986634.741478 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (912.673272 sec): 3 clusters Score: Raw -1970570.166452 + Penalty 3340.566209 = -1967229.600242 nChanged 13395 SP:Iteration 1F (912.729817 sec): 3 clusters Score: Raw -1978054.501584 + Penalty 3340.566209 = -1974713.935374 nChanged 1629 SP:Iteration 2F (912.784906 sec): 3 clusters Score: Raw -1978842.327529 + Penalty 3340.566209 = -1975501.761320 nChanged 1873 SP:Iteration 3F (912.839924 sec): 3 clusters Score: Raw -1979934.791692 + Penalty 3340.566209 = -1976594.225483 nChanged 2177 SP:Iteration 4F (912.894758 sec): 3 clusters Score: Raw -1981557.694931 + Penalty 3340.566209 = -1978217.128722 nChanged 2444 SP:Iteration 5F (912.949472 sec): 3 clusters Score: Raw -1983641.509422 + Penalty 3340.566209 = -1980300.943213 nChanged 2316 SP:Iteration 6F (913.004200 sec): 3 clusters Score: Raw -1985595.608130 + Penalty 3340.566209 = -1982255.041921 nChanged 1911 SP:Iteration 7F (913.059258 sec): 3 clusters Score: Raw -1986948.631352 + Penalty 3340.566209 = -1983608.065143 nChanged 1288 SP:Iteration 8Q (913.116772 sec): 3 clusters Score: Raw -1987699.305323 + Penalty 3340.566209 = -1984358.739113 nChanged 889 SP:Iteration 9Q (913.172836 sec): 3 clusters Score: Raw -1988087.981076 + Penalty 3340.566209 = -1984747.414866 nChanged 580 SP:Iteration 10Q (913.229074 sec): 3 clusters Score: Raw -1988269.624408 + Penalty 3340.566209 = -1984929.058198 nChanged 427 SP:Iteration 11Q (913.285235 sec): 3 clusters Score: Raw -1988401.621702 + Penalty 3340.566209 = -1985061.055492 nChanged 359 SP:Iteration 12Q (913.341409 sec): 3 clusters Score: Raw -1988503.606524 + Penalty 3340.566209 = -1985163.040315 nChanged 296 SP:Iteration 13Q (913.397375 sec): 3 clusters Score: Raw -1988576.841121 + Penalty 3340.566209 = -1985236.274912 nChanged 243 SP:Iteration 14Q (913.453622 sec): 3 clusters Score: Raw -1988631.278373 + Penalty 3340.566209 = -1985290.712164 nChanged 187 SP:Iteration 15Q (913.509600 sec): 3 clusters Score: Raw -1988669.917140 + Penalty 3340.566209 = -1985329.350930 nChanged 158 SP:Iteration 16Q (913.565496 sec): 3 clusters Score: Raw -1988703.412225 + Penalty 3340.566209 = -1985362.846016 nChanged 134 SP:Iteration 17Q (913.621507 sec): 3 clusters Score: Raw -1988729.820253 + Penalty 3340.566209 = -1985389.254043 nChanged 113 SP:Iteration 18Q (913.677290 sec): 3 clusters Score: Raw -1988749.375864 + Penalty 3340.566209 = -1985408.809655 nChanged 83 SP:Iteration 19Q (913.732987 sec): 3 clusters Score: Raw -1988763.650394 + Penalty 3340.566209 = -1985423.084185 nChanged 81 SP:Iteration 20F (913.787166 sec): 3 clusters Score: Raw -1988778.158461 + Penalty 3340.566209 = -1985437.592252 nChanged 75 SP:Iteration 21Q (913.843919 sec): 3 clusters Score: Raw -1988790.400714 + Penalty 3340.566209 = -1985449.834504 nChanged 58 SP:Iteration 22Q (913.901435 sec): 3 clusters Score: Raw -1988799.707211 + Penalty 3340.566209 = -1985459.141002 nChanged 46 SP:Iteration 23Q (913.956836 sec): 3 clusters Score: Raw -1988807.525749 + Penalty 3340.566209 = -1985466.959539 nChanged 47 SP:Iteration 24Q (914.012419 sec): 3 clusters Score: Raw -1988815.380966 + Penalty 3340.566209 = -1985474.814757 nChanged 44 SP:Iteration 25Q (914.067855 sec): 3 clusters Score: Raw -1988822.016138 + Penalty 3340.566209 = -1985481.449929 nChanged 39 SP:Iteration 26Q (914.124150 sec): 3 clusters Score: Raw -1988829.387381 + Penalty 3340.566209 = -1985488.821171 nChanged 45 SP:Iteration 27Q (914.179541 sec): 3 clusters Score: Raw -1988837.053475 + Penalty 3340.566209 = -1985496.487266 nChanged 39 SP:Iteration 28Q (914.235246 sec): 3 clusters Score: Raw -1988842.650475 + Penalty 3340.566209 = -1985502.084265 nChanged 34 SP:Iteration 29Q (914.290319 sec): 3 clusters Score: Raw -1988847.952038 + Penalty 3340.566209 = -1985507.385829 nChanged 33 SP:Iteration 30Q (914.345931 sec): 3 clusters Score: Raw -1988852.550135 + Penalty 3340.566209 = -1985511.983925 nChanged 23 SP:Iteration 31Q (914.403270 sec): 3 clusters Score: Raw -1988855.868579 + Penalty 3340.566209 = -1985515.302369 nChanged 31 SP:Iteration 32Q (914.458308 sec): 3 clusters Score: Raw -1988860.867502 + Penalty 3340.566209 = -1985520.301292 nChanged 24 SP:Iteration 33Q (914.513535 sec): 3 clusters Score: Raw -1988864.346035 + Penalty 3340.566209 = -1985523.779826 nChanged 23 SP:Iteration 34Q (914.568770 sec): 3 clusters Score: Raw -1988867.522234 + Penalty 3340.566209 = -1985526.956024 nChanged 24 SP:Iteration 35Q (914.623768 sec): 3 clusters Score: Raw -1988870.282763 + Penalty 3340.566209 = -1985529.716554 nChanged 26 SP:Iteration 36Q (914.678742 sec): 3 clusters Score: Raw -1988874.076310 + Penalty 3340.566209 = -1985533.510101 nChanged 21 SP:Iteration 37Q (914.746092 sec): 3 clusters Score: Raw -1988876.935959 + Penalty 3340.566209 = -1985536.369749 nChanged 22 SP:Iteration 38Q (914.806008 sec): 3 clusters Score: Raw -1988879.988530 + Penalty 3340.566209 = -1985539.422320 nChanged 20 SP:Iteration 39Q (914.861823 sec): 3 clusters Score: Raw -1988882.349387 + Penalty 3340.566209 = -1985541.783177 nChanged 12 SP:Iteration 40F (914.916057 sec): 3 clusters Score: Raw -1988883.834891 + Penalty 3340.566209 = -1985543.268682 nChanged 12 SP:Iteration 41Q (914.973115 sec): 3 clusters Score: Raw -1988885.349140 + Penalty 3340.566209 = -1985544.782930 nChanged 8 SP:Iteration 42Q (915.027912 sec): 3 clusters Score: Raw -1988886.333468 + Penalty 3340.566209 = -1985545.767259 nChanged 6 SP:Iteration 43Q (915.083359 sec): 3 clusters Score: Raw -1988887.201636 + Penalty 3340.566209 = -1985546.635427 nChanged 8 SP:Iteration 44Q (915.138569 sec): 3 clusters Score: Raw -1988888.495579 + Penalty 3340.566209 = -1985547.929370 nChanged 6 SP:Iteration 45Q (915.193579 sec): 3 clusters Score: Raw -1988889.091028 + Penalty 3340.566209 = -1985548.524819 nChanged 11 SP:Iteration 46Q (915.248409 sec): 3 clusters Score: Raw -1988890.455947 + Penalty 3340.566209 = -1985549.889738 nChanged 9 SP:Iteration 47Q (915.303429 sec): 3 clusters Score: Raw -1988891.581077 + Penalty 3340.566209 = -1985551.014868 nChanged 8 SP:Iteration 48Q (915.358301 sec): 3 clusters Score: Raw -1988892.308300 + Penalty 3340.566209 = -1985551.742091 nChanged 4 SP:Iteration 49Q (915.413287 sec): 3 clusters Score: Raw -1988893.055268 + Penalty 3340.566209 = -1985552.489059 nChanged 6 SP:Iteration 50Q (915.468091 sec): 3 clusters Score: Raw -1988893.824389 + Penalty 3340.566209 = -1985553.258180 nChanged 5 SP:Iteration 51Q (915.522900 sec): 3 clusters Score: Raw -1988894.540023 + Penalty 3340.566209 = -1985553.973814 nChanged 5 SP:Iteration 52Q (915.578933 sec): 3 clusters Score: Raw -1988895.391552 + Penalty 3340.566209 = -1985554.825342 nChanged 3 SP:Iteration 53Q (915.633645 sec): 3 clusters Score: Raw -1988895.726153 + Penalty 3340.566209 = -1985555.159943 nChanged 5 SP:Iteration 54Q (915.688235 sec): 3 clusters Score: Raw -1988896.226813 + Penalty 3340.566209 = -1985555.660604 nChanged 4 SP:Iteration 55Q (915.743091 sec): 3 clusters Score: Raw -1988896.714635 + Penalty 3340.566209 = -1985556.148425 nChanged 5 SP:Iteration 56Q (915.798023 sec): 3 clusters Score: Raw -1988897.330327 + Penalty 3340.566209 = -1985556.764118 nChanged 5 SP:Iteration 57Q (915.852674 sec): 3 clusters Score: Raw -1988897.825691 + Penalty 3340.566209 = -1985557.259482 nChanged 3 SP:Iteration 58Q (915.907714 sec): 3 clusters Score: Raw -1988898.237505 + Penalty 3340.566209 = -1985557.671295 nChanged 8 SP:Iteration 59Q (915.962525 sec): 3 clusters Score: Raw -1988899.554447 + Penalty 3340.566209 = -1985558.988238 nChanged 11 SP:Iteration 60F (916.016193 sec): 3 clusters Score: Raw -1988901.785268 + Penalty 3340.566209 = -1985561.219058 nChanged 13 SP:Iteration 61Q (916.071921 sec): 3 clusters Score: Raw -1988904.570310 + Penalty 3340.566209 = -1985564.004101 nChanged 24 SP:Iteration 62Q (916.126804 sec): 3 clusters Score: Raw -1988909.317786 + Penalty 3340.566209 = -1985568.751577 nChanged 21 SP:Iteration 63Q (916.181749 sec): 3 clusters Score: Raw -1988913.781374 + Penalty 3340.566209 = -1985573.215165 nChanged 24 SP:Iteration 64Q (916.236333 sec): 3 clusters Score: Raw -1988917.433667 + Penalty 3340.566209 = -1985576.867458 nChanged 15 SP:Iteration 65Q (916.296121 sec): 3 clusters Score: Raw -1988920.038101 + Penalty 3340.566209 = -1985579.471891 nChanged 17 SP:Iteration 66Q (916.351125 sec): 3 clusters Score: Raw -1988923.017683 + Penalty 3340.566209 = -1985582.451474 nChanged 16 SP:Iteration 67Q (916.405579 sec): 3 clusters Score: Raw -1988926.007781 + Penalty 3340.566209 = -1985585.441571 nChanged 18 SP:Iteration 68Q (916.478180 sec): 3 clusters Score: Raw -1988929.746687 + Penalty 3340.566209 = -1985589.180478 nChanged 19 SP:Iteration 69Q (916.539889 sec): 3 clusters Score: Raw -1988933.192960 + Penalty 3340.566209 = -1985592.626751 nChanged 15 SP:Iteration 70Q (916.594374 sec): 3 clusters Score: Raw -1988936.123155 + Penalty 3340.566209 = -1985595.556945 nChanged 14 SP:Iteration 71Q (916.649107 sec): 3 clusters Score: Raw -1988938.552575 + Penalty 3340.566209 = -1985597.986366 nChanged 15 SP:Iteration 72Q (916.703579 sec): 3 clusters Score: Raw -1988942.022959 + Penalty 3340.566209 = -1985601.456749 nChanged 14 SP:Iteration 73Q (916.764118 sec): 3 clusters Score: Raw -1988944.980003 + Penalty 3340.566209 = -1985604.413794 nChanged 14 SP:Iteration 74Q (916.843394 sec): 3 clusters Score: Raw -1988947.501413 + Penalty 3340.566209 = -1985606.935204 nChanged 14 SP:Iteration 75Q (916.897985 sec): 3 clusters Score: Raw -1988949.719881 + Penalty 3340.566209 = -1985609.153672 nChanged 8 SP:Iteration 76Q (916.954806 sec): 3 clusters Score: Raw -1988951.504460 + Penalty 3340.566209 = -1985610.938250 nChanged 6 SP:Iteration 77Q (917.009913 sec): 3 clusters Score: Raw -1988952.970170 + Penalty 3340.566209 = -1985612.403960 nChanged 11 SP:Iteration 78Q (917.066671 sec): 3 clusters Score: Raw -1988956.631348 + Penalty 3340.566209 = -1985616.065138 nChanged 17 SP:Iteration 79Q (917.120889 sec): 3 clusters Score: Raw -1988960.602415 + Penalty 3340.566209 = -1985620.036206 nChanged 16 SP:Iteration 80F (917.174916 sec): 3 clusters Score: Raw -1988963.763604 + Penalty 3340.566209 = -1985623.197394 nChanged 17 SP:Iteration 81Q (917.232996 sec): 3 clusters Score: Raw -1988968.797302 + Penalty 3340.566209 = -1985628.231093 nChanged 16 SP:Iteration 82Q (917.323655 sec): 3 clusters Score: Raw -1988974.664963 + Penalty 3340.566209 = -1985634.098753 nChanged 29 SP:Iteration 83Q (917.377510 sec): 3 clusters Score: Raw -1988981.410144 + Penalty 3340.566209 = -1985640.843935 nChanged 20 SP:Iteration 84Q (917.431951 sec): 3 clusters Score: Raw -1988985.118870 + Penalty 3340.566209 = -1985644.552661 nChanged 15 SP:Iteration 85Q (917.486200 sec): 3 clusters Score: Raw -1988987.289503 + Penalty 3340.566209 = -1985646.723294 nChanged 12 SP:Iteration 86Q (917.539531 sec): 3 clusters Score: Raw -1988989.179882 + Penalty 3340.566209 = -1985648.613673 nChanged 8 SP:Iteration 87Q (917.593683 sec): 3 clusters Score: Raw -1988990.265120 + Penalty 3340.566209 = -1985649.698910 nChanged 8 SP:Iteration 88Q (917.648004 sec): 3 clusters Score: Raw -1988991.861227 + Penalty 3340.566209 = -1985651.295017 nChanged 9 SP:Iteration 89Q (917.702085 sec): 3 clusters Score: Raw -1988992.832242 + Penalty 3340.566209 = -1985652.266032 nChanged 4 SP:Iteration 90Q (917.768548 sec): 3 clusters Score: Raw -1988993.553351 + Penalty 3340.566209 = -1985652.987141 nChanged 2 SP:Iteration 91Q (917.822552 sec): 3 clusters Score: Raw -1988993.733838 + Penalty 3340.566209 = -1985653.167628 nChanged 3 SP:Iteration 92Q (917.876608 sec): 3 clusters Score: Raw -1988994.078101 + Penalty 3340.566209 = -1985653.511891 nChanged 1 SP:Iteration 93Q (917.930603 sec): 3 clusters Score: Raw -1988994.195429 + Penalty 3340.566209 = -1985653.629219 nChanged 0 SP:Iteration 94F (917.984663 sec): 3 clusters Score: Raw -1988994.195429 + Penalty 3340.566209 = -1985653.629219 nChanged 0 Trying to split cluster 20 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (917.997243 sec): 2 clusters Score: Raw -129831.741202 + Penalty 1231.115818 = -128600.625385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (918.007795 sec): 3 clusters Score: Raw -129031.905618 + Penalty 2462.231636 = -126569.673983 nChanged 632 SP:Iteration 1F (918.017594 sec): 3 clusters Score: Raw -129418.294268 + Penalty 2462.231636 = -126956.062632 nChanged 138 SP:Iteration 2F (918.027395 sec): 3 clusters Score: Raw -129516.372107 + Penalty 2462.231636 = -127054.140471 nChanged 79 SP:Iteration 3Q (918.037245 sec): 3 clusters Score: Raw -129566.492946 + Penalty 2462.231636 = -127104.261310 nChanged 53 SP:Iteration 4Q (918.047087 sec): 3 clusters Score: Raw -129604.823014 + Penalty 2462.231636 = -127142.591379 nChanged 45 SP:Iteration 5Q (918.056809 sec): 3 clusters Score: Raw -129623.453271 + Penalty 2462.231636 = -127161.221636 nChanged 25 SP:Iteration 6Q (918.066578 sec): 3 clusters Score: Raw -129637.133902 + Penalty 2462.231636 = -127174.902266 nChanged 26 SP:Iteration 7Q (918.076381 sec): 3 clusters Score: Raw -129650.625712 + Penalty 2462.231636 = -127188.394077 nChanged 22 SP:Iteration 8Q (918.086168 sec): 3 clusters Score: Raw -129662.518781 + Penalty 2462.231636 = -127200.287146 nChanged 23 SP:Iteration 9Q (918.095986 sec): 3 clusters Score: Raw -129674.610069 + Penalty 2462.231636 = -127212.378433 nChanged 19 SP:Iteration 10Q (918.105770 sec): 3 clusters Score: Raw -129684.360227 + Penalty 2462.231636 = -127222.128591 nChanged 20 SP:Iteration 11Q (918.115470 sec): 3 clusters Score: Raw -129692.053172 + Penalty 2462.231636 = -127229.821536 nChanged 21 SP:Iteration 12Q (918.125180 sec): 3 clusters Score: Raw -129704.179535 + Penalty 2462.231636 = -127241.947899 nChanged 17 SP:Iteration 13Q (918.135008 sec): 3 clusters Score: Raw -129715.994752 + Penalty 2462.231636 = -127253.763116 nChanged 22 SP:Iteration 14Q (918.144804 sec): 3 clusters Score: Raw -129728.650042 + Penalty 2462.231636 = -127266.418406 nChanged 22 SP:Iteration 15Q (918.154596 sec): 3 clusters Score: Raw -129740.209338 + Penalty 2462.231636 = -127277.977702 nChanged 17 SP:Iteration 16Q (918.165176 sec): 3 clusters Score: Raw -129751.399610 + Penalty 2462.231636 = -127289.167975 nChanged 16 SP:Iteration 17Q (918.174977 sec): 3 clusters Score: Raw -129762.925667 + Penalty 2462.231636 = -127300.694031 nChanged 10 SP:Iteration 18Q (918.184749 sec): 3 clusters Score: Raw -129767.606917 + Penalty 2462.231636 = -127305.375282 nChanged 9 SP:Iteration 19Q (918.194460 sec): 3 clusters Score: Raw -129774.065896 + Penalty 2462.231636 = -127311.834260 nChanged 11 SP:Iteration 20F (918.204218 sec): 3 clusters Score: Raw -129778.423247 + Penalty 2462.231636 = -127316.191612 nChanged 5 SP:Iteration 21Q (918.213973 sec): 3 clusters Score: Raw -129780.488486 + Penalty 2462.231636 = -127318.256851 nChanged 4 SP:Iteration 22Q (918.223636 sec): 3 clusters Score: Raw -129781.348372 + Penalty 2462.231636 = -127319.116736 nChanged 5 SP:Iteration 23Q (918.233386 sec): 3 clusters Score: Raw -129782.860307 + Penalty 2462.231636 = -127320.628672 nChanged 3 SP:Iteration 24Q (918.243035 sec): 3 clusters Score: Raw -129783.622410 + Penalty 2462.231636 = -127321.390774 nChanged 1 SP:Iteration 25Q (918.252770 sec): 3 clusters Score: Raw -129783.879691 + Penalty 2462.231636 = -127321.648055 nChanged 2 SP:Iteration 26Q (918.262471 sec): 3 clusters Score: Raw -129784.089614 + Penalty 2462.231636 = -127321.857978 nChanged 0 SP:Iteration 27F (918.272226 sec): 3 clusters Score: Raw -129784.089614 + Penalty 2462.231636 = -127321.857978 nChanged 0 Trying to split cluster 21 (5957 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (918.291925 sec): 2 clusters Score: Raw -352687.602186 + Penalty 1412.502370 = -351275.099816 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (918.314436 sec): 3 clusters Score: Raw -349579.550691 + Penalty 2825.004740 = -346754.545951 nChanged 2459 SP:Iteration 1F (918.336373 sec): 3 clusters Score: Raw -351043.612876 + Penalty 2825.004740 = -348218.608135 nChanged 526 SP:Iteration 2F (918.358260 sec): 3 clusters Score: Raw -351498.076267 + Penalty 2825.004740 = -348673.071526 nChanged 517 SP:Iteration 3F (918.380334 sec): 3 clusters Score: Raw -352008.974425 + Penalty 2825.004740 = -349183.969685 nChanged 518 SP:Iteration 4F (918.402345 sec): 3 clusters Score: Raw -352531.379425 + Penalty 2825.004740 = -349706.374685 nChanged 464 SP:Iteration 5F (918.424161 sec): 3 clusters Score: Raw -352970.478262 + Penalty 2825.004740 = -350145.473522 nChanged 367 SP:Iteration 6F (918.445857 sec): 3 clusters Score: Raw -353265.196662 + Penalty 2825.004740 = -350440.191922 nChanged 259 SP:Iteration 7Q (918.467815 sec): 3 clusters Score: Raw -353430.082640 + Penalty 2825.004740 = -350605.077900 nChanged 147 SP:Iteration 8Q (918.489905 sec): 3 clusters Score: Raw -353503.300065 + Penalty 2825.004740 = -350678.295324 nChanged 94 SP:Iteration 9Q (918.511911 sec): 3 clusters Score: Raw -353546.964047 + Penalty 2825.004740 = -350721.959306 nChanged 66 SP:Iteration 10Q (918.533886 sec): 3 clusters Score: Raw -353574.903585 + Penalty 2825.004740 = -350749.898844 nChanged 62 SP:Iteration 11Q (918.555776 sec): 3 clusters Score: Raw -353602.069975 + Penalty 2825.004740 = -350777.065235 nChanged 53 SP:Iteration 12Q (918.577771 sec): 3 clusters Score: Raw -353620.297054 + Penalty 2825.004740 = -350795.292313 nChanged 46 SP:Iteration 13Q (918.599880 sec): 3 clusters Score: Raw -353633.969566 + Penalty 2825.004740 = -350808.964826 nChanged 33 SP:Iteration 14Q (918.621914 sec): 3 clusters Score: Raw -353645.512205 + Penalty 2825.004740 = -350820.507464 nChanged 28 SP:Iteration 15Q (918.643917 sec): 3 clusters Score: Raw -353654.573695 + Penalty 2825.004740 = -350829.568954 nChanged 28 SP:Iteration 16Q (918.665915 sec): 3 clusters Score: Raw -353664.746080 + Penalty 2825.004740 = -350839.741340 nChanged 22 SP:Iteration 17Q (918.687913 sec): 3 clusters Score: Raw -353671.002065 + Penalty 2825.004740 = -350845.997324 nChanged 10 SP:Iteration 18Q (918.709846 sec): 3 clusters Score: Raw -353672.993494 + Penalty 2825.004740 = -350847.988754 nChanged 4 SP:Iteration 19Q (918.731926 sec): 3 clusters Score: Raw -353673.655747 + Penalty 2825.004740 = -350848.651007 nChanged 6 SP:Iteration 20F (918.753923 sec): 3 clusters Score: Raw -353675.566772 + Penalty 2825.004740 = -350850.562031 nChanged 9 SP:Iteration 21Q (918.775821 sec): 3 clusters Score: Raw -353678.174453 + Penalty 2825.004740 = -350853.169713 nChanged 8 SP:Iteration 22Q (918.797817 sec): 3 clusters Score: Raw -353680.079999 + Penalty 2825.004740 = -350855.075259 nChanged 9 SP:Iteration 23Q (918.819696 sec): 3 clusters Score: Raw -353681.930058 + Penalty 2825.004740 = -350856.925318 nChanged 10 SP:Iteration 24Q (918.841384 sec): 3 clusters Score: Raw -353684.734313 + Penalty 2825.004740 = -350859.729573 nChanged 12 SP:Iteration 25Q (918.863396 sec): 3 clusters Score: Raw -353687.496413 + Penalty 2825.004740 = -350862.491673 nChanged 7 SP:Iteration 26Q (918.885326 sec): 3 clusters Score: Raw -353689.831366 + Penalty 2825.004740 = -350864.826626 nChanged 6 SP:Iteration 27Q (918.907111 sec): 3 clusters Score: Raw -353690.981368 + Penalty 2825.004740 = -350865.976628 nChanged 5 SP:Iteration 28Q (918.929159 sec): 3 clusters Score: Raw -353692.425969 + Penalty 2825.004740 = -350867.421229 nChanged 3 SP:Iteration 29Q (918.951141 sec): 3 clusters Score: Raw -353693.001983 + Penalty 2825.004740 = -350867.997243 nChanged 3 SP:Iteration 30Q (918.972994 sec): 3 clusters Score: Raw -353694.049023 + Penalty 2825.004740 = -350869.044283 nChanged 2 SP:Iteration 31Q (918.994929 sec): 3 clusters Score: Raw -353694.620363 + Penalty 2825.004740 = -350869.615623 nChanged 2 SP:Iteration 32Q (919.016946 sec): 3 clusters Score: Raw -353694.810126 + Penalty 2825.004740 = -350869.805385 nChanged 1 SP:Iteration 33Q (919.039087 sec): 3 clusters Score: Raw -353694.955049 + Penalty 2825.004740 = -350869.950309 nChanged 0 SP:Iteration 34F (919.061029 sec): 3 clusters Score: Raw -353694.955049 + Penalty 2825.004740 = -350869.950309 nChanged 0 Trying to split cluster 22 (342 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.069758 sec): 2 clusters Score: Raw -19351.853862 + Penalty 948.156745 = -18403.697117 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.072285 sec): 3 clusters Score: Raw -19379.551571 + Penalty 1896.313490 = -17483.238081 nChanged 68 SP:Iteration 1F (919.074578 sec): 3 clusters Score: Raw -19512.211063 + Penalty 1896.313490 = -17615.897573 nChanged 11 SP:Iteration 2Q (919.076805 sec): 3 clusters Score: Raw -19531.160675 + Penalty 1896.313490 = -17634.847185 nChanged 7 SP:Iteration 3Q (919.079036 sec): 3 clusters Score: Raw -19548.650359 + Penalty 1896.313490 = -17652.336869 nChanged 1 SP:Iteration 4Q (919.081267 sec): 3 clusters Score: Raw -19549.451080 + Penalty 1896.313490 = -17653.137590 nChanged 0 SP:Iteration 5F (919.083569 sec): 3 clusters Score: Raw -19549.451080 + Penalty 1896.313490 = -17653.137590 nChanged 0 Trying to split cluster 23 (2457 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.099982 sec): 2 clusters Score: Raw -141809.572856 + Penalty 1268.588161 = -140540.984695 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.113048 sec): 3 clusters Score: Raw -140730.799238 + Penalty 2537.176321 = -138193.622917 nChanged 867 SP:Iteration 1F (919.125361 sec): 3 clusters Score: Raw -141260.096286 + Penalty 2537.176321 = -138722.919965 nChanged 182 SP:Iteration 2F (919.137660 sec): 3 clusters Score: Raw -141372.729016 + Penalty 2537.176321 = -138835.552695 nChanged 114 SP:Iteration 3Q (919.150005 sec): 3 clusters Score: Raw -141447.513493 + Penalty 2537.176321 = -138910.337172 nChanged 105 SP:Iteration 4Q (919.162351 sec): 3 clusters Score: Raw -141533.155358 + Penalty 2537.176321 = -138995.979037 nChanged 91 SP:Iteration 5Q (919.174686 sec): 3 clusters Score: Raw -141594.581347 + Penalty 2537.176321 = -139057.405026 nChanged 76 SP:Iteration 6Q (919.187024 sec): 3 clusters Score: Raw -141652.312908 + Penalty 2537.176321 = -139115.136587 nChanged 86 SP:Iteration 7Q (919.199172 sec): 3 clusters Score: Raw -141722.619461 + Penalty 2537.176321 = -139185.443140 nChanged 89 SP:Iteration 8Q (919.211358 sec): 3 clusters Score: Raw -141818.819440 + Penalty 2537.176321 = -139281.643119 nChanged 103 SP:Iteration 9Q (919.223457 sec): 3 clusters Score: Raw -141917.667194 + Penalty 2537.176321 = -139380.490872 nChanged 94 SP:Iteration 10Q (919.235600 sec): 3 clusters Score: Raw -142024.270097 + Penalty 2537.176321 = -139487.093776 nChanged 114 SP:Iteration 11Q (919.247760 sec): 3 clusters Score: Raw -142152.323249 + Penalty 2537.176321 = -139615.146928 nChanged 113 SP:Iteration 12Q (919.259897 sec): 3 clusters Score: Raw -142293.866050 + Penalty 2537.176321 = -139756.689729 nChanged 105 SP:Iteration 13Q (919.271823 sec): 3 clusters Score: Raw -142410.593672 + Penalty 2537.176321 = -139873.417351 nChanged 85 SP:Iteration 14Q (919.283831 sec): 3 clusters Score: Raw -142488.625309 + Penalty 2537.176321 = -139951.448988 nChanged 71 SP:Iteration 15Q (919.295807 sec): 3 clusters Score: Raw -142537.558083 + Penalty 2537.176321 = -140000.381762 nChanged 46 SP:Iteration 16Q (919.307644 sec): 3 clusters Score: Raw -142562.337706 + Penalty 2537.176321 = -140025.161385 nChanged 29 SP:Iteration 17Q (919.319576 sec): 3 clusters Score: Raw -142580.530632 + Penalty 2537.176321 = -140043.354311 nChanged 27 SP:Iteration 18Q (919.331486 sec): 3 clusters Score: Raw -142594.042762 + Penalty 2537.176321 = -140056.866441 nChanged 23 SP:Iteration 19Q (919.343384 sec): 3 clusters Score: Raw -142606.764278 + Penalty 2537.176321 = -140069.587957 nChanged 15 SP:Iteration 20F (919.355678 sec): 3 clusters Score: Raw -142613.002239 + Penalty 2537.176321 = -140075.825918 nChanged 9 SP:Iteration 21Q (919.367612 sec): 3 clusters Score: Raw -142616.077738 + Penalty 2537.176321 = -140078.901417 nChanged 8 SP:Iteration 22Q (919.379523 sec): 3 clusters Score: Raw -142618.853762 + Penalty 2537.176321 = -140081.677441 nChanged 3 SP:Iteration 23Q (919.391447 sec): 3 clusters Score: Raw -142619.617279 + Penalty 2537.176321 = -140082.440958 nChanged 2 SP:Iteration 24Q (919.403344 sec): 3 clusters Score: Raw -142620.523543 + Penalty 2537.176321 = -140083.347222 nChanged 0 SP:Iteration 25F (919.415619 sec): 3 clusters Score: Raw -142620.523543 + Penalty 2537.176321 = -140083.347222 nChanged 0 Trying to split cluster 24 (65364 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (919.512650 sec): 2 clusters Score: Raw -4414149.543807 + Penalty 1801.755626 = -4412347.788181 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (919.622874 sec): 3 clusters Score: Raw -4372200.698480 + Penalty 3603.511251 = -4368597.187228 nChanged 30967 SP:Iteration 1F (919.730135 sec): 3 clusters Score: Raw -4390880.794393 + Penalty 3603.511251 = -4387277.283142 nChanged 3248 SP:Iteration 2Q (919.844079 sec): 3 clusters Score: Raw -4392346.046818 + Penalty 3603.511251 = -4388742.535566 nChanged 3618 SP:Iteration 3F (919.951143 sec): 3 clusters Score: Raw -4394283.191657 + Penalty 3603.511251 = -4390679.680406 nChanged 3916 SP:Iteration 4F (920.058699 sec): 3 clusters Score: Raw -4396701.932140 + Penalty 3603.511251 = -4393098.420889 nChanged 4107 SP:Iteration 5F (920.165912 sec): 3 clusters Score: Raw -4399277.593958 + Penalty 3603.511251 = -4395674.082707 nChanged 3910 SP:Iteration 6F (920.273386 sec): 3 clusters Score: Raw -4401699.989667 + Penalty 3603.511251 = -4398096.478415 nChanged 3597 SP:Iteration 7F (920.380806 sec): 3 clusters Score: Raw -4403764.358843 + Penalty 3603.511251 = -4400160.847592 nChanged 3028 SP:Iteration 8Q (920.494216 sec): 3 clusters Score: Raw -4405347.508262 + Penalty 3603.511251 = -4401743.997011 nChanged 2418 SP:Iteration 9Q (920.606150 sec): 3 clusters Score: Raw -4406394.204156 + Penalty 3603.511251 = -4402790.692905 nChanged 1768 SP:Iteration 10Q (920.717169 sec): 3 clusters Score: Raw -4407001.341458 + Penalty 3603.511251 = -4403397.830207 nChanged 1272 SP:Iteration 11Q (920.826786 sec): 3 clusters Score: Raw -4407349.035791 + Penalty 3603.511251 = -4403745.524540 nChanged 957 SP:Iteration 12Q (920.937080 sec): 3 clusters Score: Raw -4407560.711723 + Penalty 3603.511251 = -4403957.200471 nChanged 716 SP:Iteration 13Q (921.046149 sec): 3 clusters Score: Raw -4407702.191351 + Penalty 3603.511251 = -4404098.680100 nChanged 597 SP:Iteration 14Q (921.155354 sec): 3 clusters Score: Raw -4407807.852893 + Penalty 3603.511251 = -4404204.341642 nChanged 532 SP:Iteration 15Q (921.288718 sec): 3 clusters Score: Raw -4407901.713110 + Penalty 3603.511251 = -4404298.201858 nChanged 504 SP:Iteration 16Q (921.402641 sec): 3 clusters Score: Raw -4407990.016407 + Penalty 3603.511251 = -4404386.505156 nChanged 484 SP:Iteration 17Q (921.511717 sec): 3 clusters Score: Raw -4408069.618699 + Penalty 3603.511251 = -4404466.107448 nChanged 513 SP:Iteration 18Q (921.621288 sec): 3 clusters Score: Raw -4408165.533276 + Penalty 3603.511251 = -4404562.022025 nChanged 498 SP:Iteration 19Q (921.729904 sec): 3 clusters Score: Raw -4408257.387005 + Penalty 3603.511251 = -4404653.875754 nChanged 506 SP:Iteration 20F (921.837376 sec): 3 clusters Score: Raw -4408351.138102 + Penalty 3603.511251 = -4404747.626850 nChanged 498 SP:Iteration 21Q (921.945481 sec): 3 clusters Score: Raw -4408445.393868 + Penalty 3603.511251 = -4404841.882616 nChanged 471 SP:Iteration 22Q (922.065303 sec): 3 clusters Score: Raw -4408533.615366 + Penalty 3603.511251 = -4404930.104115 nChanged 488 SP:Iteration 23Q (922.170608 sec): 3 clusters Score: Raw -4408628.570541 + Penalty 3603.511251 = -4405025.059289 nChanged 484 SP:Iteration 24Q (922.292400 sec): 3 clusters Score: Raw -4408717.493953 + Penalty 3603.511251 = -4405113.982701 nChanged 500 SP:Iteration 25Q (922.409162 sec): 3 clusters Score: Raw -4408814.194639 + Penalty 3603.511251 = -4405210.683388 nChanged 505 SP:Iteration 26Q (922.515367 sec): 3 clusters Score: Raw -4408915.832229 + Penalty 3603.511251 = -4405312.320978 nChanged 490 SP:Iteration 27Q (922.625223 sec): 3 clusters Score: Raw -4409013.703907 + Penalty 3603.511251 = -4405410.192656 nChanged 475 SP:Iteration 28Q (922.735951 sec): 3 clusters Score: Raw -4409106.684354 + Penalty 3603.511251 = -4405503.173103 nChanged 459 SP:Iteration 29Q (922.841505 sec): 3 clusters Score: Raw -4409197.527857 + Penalty 3603.511251 = -4405594.016606 nChanged 473 SP:Iteration 30Q (922.948265 sec): 3 clusters Score: Raw -4409286.695751 + Penalty 3603.511251 = -4405683.184500 nChanged 453 SP:Iteration 31Q (923.052944 sec): 3 clusters Score: Raw -4409373.866305 + Penalty 3603.511251 = -4405770.355053 nChanged 469 SP:Iteration 32Q (923.158855 sec): 3 clusters Score: Raw -4409475.993450 + Penalty 3603.511251 = -4405872.482198 nChanged 528 SP:Iteration 33Q (923.270733 sec): 3 clusters Score: Raw -4409603.077886 + Penalty 3603.511251 = -4405999.566635 nChanged 514 SP:Iteration 34Q (923.400631 sec): 3 clusters Score: Raw -4409740.203728 + Penalty 3603.511251 = -4406136.692477 nChanged 544 SP:Iteration 35Q (923.507518 sec): 3 clusters Score: Raw -4409894.069528 + Penalty 3603.511251 = -4406290.558276 nChanged 570 SP:Iteration 36Q (923.637062 sec): 3 clusters Score: Raw -4410073.844058 + Penalty 3603.511251 = -4406470.332807 nChanged 607 SP:Iteration 37Q (923.739479 sec): 3 clusters Score: Raw -4410280.015801 + Penalty 3603.511251 = -4406676.504550 nChanged 617 SP:Iteration 38Q (923.844632 sec): 3 clusters Score: Raw -4410493.189268 + Penalty 3603.511251 = -4406889.678017 nChanged 620 SP:Iteration 39Q (923.947169 sec): 3 clusters Score: Raw -4410713.737010 + Penalty 3603.511251 = -4407110.225759 nChanged 677 SP:Iteration 40F (924.054623 sec): 3 clusters Score: Raw -4410970.425292 + Penalty 3603.511251 = -4407366.914040 nChanged 684 SP:Iteration 41Q (924.157187 sec): 3 clusters Score: Raw -4411251.269821 + Penalty 3603.511251 = -4407647.758570 nChanged 705 SP:Iteration 42Q (924.258986 sec): 3 clusters Score: Raw -4411548.736212 + Penalty 3603.511251 = -4407945.224960 nChanged 700 SP:Iteration 43Q (924.360463 sec): 3 clusters Score: Raw -4411850.679670 + Penalty 3603.511251 = -4408247.168419 nChanged 665 SP:Iteration 44Q (924.461329 sec): 3 clusters Score: Raw -4412133.941652 + Penalty 3603.511251 = -4408530.430401 nChanged 625 SP:Iteration 45Q (924.561804 sec): 3 clusters Score: Raw -4412390.430884 + Penalty 3603.511251 = -4408786.919633 nChanged 614 SP:Iteration 46Q (924.661635 sec): 3 clusters Score: Raw -4412639.534933 + Penalty 3603.511251 = -4409036.023682 nChanged 608 SP:Iteration 47Q (924.760754 sec): 3 clusters Score: Raw -4412887.440794 + Penalty 3603.511251 = -4409283.929543 nChanged 603 SP:Iteration 48Q (924.859652 sec): 3 clusters Score: Raw -4413135.020681 + Penalty 3603.511251 = -4409531.509429 nChanged 585 SP:Iteration 49Q (924.957963 sec): 3 clusters Score: Raw -4413375.848628 + Penalty 3603.511251 = -4409772.337377 nChanged 496 SP:Iteration 50Q (925.091067 sec): 3 clusters Score: Raw -4413566.698305 + Penalty 3603.511251 = -4409963.187053 nChanged 449 SP:Iteration 51Q (925.188448 sec): 3 clusters Score: Raw -4413739.368632 + Penalty 3603.511251 = -4410135.857381 nChanged 388 SP:Iteration 52Q (925.285514 sec): 3 clusters Score: Raw -4413885.644738 + Penalty 3603.511251 = -4410282.133486 nChanged 357 SP:Iteration 53Q (925.382147 sec): 3 clusters Score: Raw -4414010.773177 + Penalty 3603.511251 = -4410407.261926 nChanged 334 SP:Iteration 54Q (925.504519 sec): 3 clusters Score: Raw -4414118.441006 + Penalty 3603.511251 = -4410514.929755 nChanged 314 SP:Iteration 55Q (925.625926 sec): 3 clusters Score: Raw -4414202.231561 + Penalty 3603.511251 = -4410598.720309 nChanged 287 SP:Iteration 56Q (925.721982 sec): 3 clusters Score: Raw -4414269.821152 + Penalty 3603.511251 = -4410666.309901 nChanged 264 SP:Iteration 57Q (925.817699 sec): 3 clusters Score: Raw -4414325.569106 + Penalty 3603.511251 = -4410722.057855 nChanged 221 SP:Iteration 58Q (925.913231 sec): 3 clusters Score: Raw -4414368.301346 + Penalty 3603.511251 = -4410764.790095 nChanged 202 SP:Iteration 59Q (926.008385 sec): 3 clusters Score: Raw -4414402.282993 + Penalty 3603.511251 = -4410798.771742 nChanged 186 SP:Iteration 60F (926.115507 sec): 3 clusters Score: Raw -4414433.282401 + Penalty 3603.511251 = -4410829.771149 nChanged 183 SP:Iteration 61Q (926.210249 sec): 3 clusters Score: Raw -4414461.962378 + Penalty 3603.511251 = -4410858.451127 nChanged 180 SP:Iteration 62Q (926.304855 sec): 3 clusters Score: Raw -4414491.495720 + Penalty 3603.511251 = -4410887.984468 nChanged 159 SP:Iteration 63Q (926.399222 sec): 3 clusters Score: Raw -4414514.056259 + Penalty 3603.511251 = -4410910.545008 nChanged 145 SP:Iteration 64Q (926.493463 sec): 3 clusters Score: Raw -4414533.151727 + Penalty 3603.511251 = -4410929.640476 nChanged 140 SP:Iteration 65Q (926.599724 sec): 3 clusters Score: Raw -4414552.952638 + Penalty 3603.511251 = -4410949.441387 nChanged 127 SP:Iteration 66Q (926.726284 sec): 3 clusters Score: Raw -4414570.949448 + Penalty 3603.511251 = -4410967.438196 nChanged 123 SP:Iteration 67Q (926.820211 sec): 3 clusters Score: Raw -4414586.870705 + Penalty 3603.511251 = -4410983.359454 nChanged 116 SP:Iteration 68Q (926.913855 sec): 3 clusters Score: Raw -4414603.381362 + Penalty 3603.511251 = -4410999.870110 nChanged 114 SP:Iteration 69Q (927.007377 sec): 3 clusters Score: Raw -4414617.705781 + Penalty 3603.511251 = -4411014.194529 nChanged 110 SP:Iteration 70Q (927.100905 sec): 3 clusters Score: Raw -4414633.444716 + Penalty 3603.511251 = -4411029.933464 nChanged 104 SP:Iteration 71Q (927.194330 sec): 3 clusters Score: Raw -4414647.895742 + Penalty 3603.511251 = -4411044.384491 nChanged 97 SP:Iteration 72Q (927.287734 sec): 3 clusters Score: Raw -4414661.436723 + Penalty 3603.511251 = -4411057.925471 nChanged 103 SP:Iteration 73Q (927.381012 sec): 3 clusters Score: Raw -4414676.926671 + Penalty 3603.511251 = -4411073.415420 nChanged 94 SP:Iteration 74Q (927.474104 sec): 3 clusters Score: Raw -4414689.879835 + Penalty 3603.511251 = -4411086.368583 nChanged 99 SP:Iteration 75Q (927.567329 sec): 3 clusters Score: Raw -4414703.991534 + Penalty 3603.511251 = -4411100.480283 nChanged 95 SP:Iteration 76Q (927.660475 sec): 3 clusters Score: Raw -4414717.910318 + Penalty 3603.511251 = -4411114.399066 nChanged 96 SP:Iteration 77Q (927.753308 sec): 3 clusters Score: Raw -4414730.567891 + Penalty 3603.511251 = -4411127.056640 nChanged 78 SP:Iteration 78Q (927.846023 sec): 3 clusters Score: Raw -4414739.404672 + Penalty 3603.511251 = -4411135.893421 nChanged 72 SP:Iteration 79Q (927.938591 sec): 3 clusters Score: Raw -4414747.615294 + Penalty 3603.511251 = -4411144.104043 nChanged 69 SP:Iteration 80F (928.045495 sec): 3 clusters Score: Raw -4414755.988248 + Penalty 3603.511251 = -4411152.476996 nChanged 61 SP:Iteration 81Q (928.138161 sec): 3 clusters Score: Raw -4414762.977428 + Penalty 3603.511251 = -4411159.466177 nChanged 49 SP:Iteration 82Q (928.266538 sec): 3 clusters Score: Raw -4414768.441216 + Penalty 3603.511251 = -4411164.929964 nChanged 47 SP:Iteration 83Q (928.391287 sec): 3 clusters Score: Raw -4414772.913465 + Penalty 3603.511251 = -4411169.402214 nChanged 30 SP:Iteration 84Q (928.513246 sec): 3 clusters Score: Raw -4414775.393092 + Penalty 3603.511251 = -4411171.881840 nChanged 24 SP:Iteration 85Q (928.606556 sec): 3 clusters Score: Raw -4414777.362715 + Penalty 3603.511251 = -4411173.851463 nChanged 24 SP:Iteration 86Q (928.699134 sec): 3 clusters Score: Raw -4414779.316647 + Penalty 3603.511251 = -4411175.805396 nChanged 19 SP:Iteration 87Q (928.791552 sec): 3 clusters Score: Raw -4414780.825586 + Penalty 3603.511251 = -4411177.314335 nChanged 18 SP:Iteration 88Q (928.884114 sec): 3 clusters Score: Raw -4414782.091969 + Penalty 3603.511251 = -4411178.580718 nChanged 21 SP:Iteration 89Q (928.976642 sec): 3 clusters Score: Raw -4414783.881360 + Penalty 3603.511251 = -4411180.370109 nChanged 18 SP:Iteration 90Q (929.069307 sec): 3 clusters Score: Raw -4414785.525920 + Penalty 3603.511251 = -4411182.014669 nChanged 22 SP:Iteration 91Q (929.161684 sec): 3 clusters Score: Raw -4414787.034321 + Penalty 3603.511251 = -4411183.523069 nChanged 19 SP:Iteration 92Q (929.253836 sec): 3 clusters Score: Raw -4414788.503891 + Penalty 3603.511251 = -4411184.992640 nChanged 24 SP:Iteration 93Q (929.346072 sec): 3 clusters Score: Raw -4414790.303707 + Penalty 3603.511251 = -4411186.792456 nChanged 12 SP:Iteration 94Q (929.438080 sec): 3 clusters Score: Raw -4414791.108209 + Penalty 3603.511251 = -4411187.596958 nChanged 12 SP:Iteration 95Q (929.530443 sec): 3 clusters Score: Raw -4414792.059603 + Penalty 3603.511251 = -4411188.548352 nChanged 10 SP:Iteration 96Q (929.622885 sec): 3 clusters Score: Raw -4414793.030194 + Penalty 3603.511251 = -4411189.518943 nChanged 10 SP:Iteration 97Q (929.715056 sec): 3 clusters Score: Raw -4414793.748774 + Penalty 3603.511251 = -4411190.237523 nChanged 16 SP:Iteration 98Q (929.807365 sec): 3 clusters Score: Raw -4414795.343828 + Penalty 3603.511251 = -4411191.832577 nChanged 14 SP:Iteration 99Q (929.899609 sec): 3 clusters Score: Raw -4414796.647549 + Penalty 3603.511251 = -4411193.136297 nChanged 13 SP:Iteration 100F (930.014960 sec): 3 clusters Score: Raw -4414797.740150 + Penalty 3603.511251 = -4411194.228898 nChanged 10 SP:Iteration 101Q (930.107122 sec): 3 clusters Score: Raw -4414798.805432 + Penalty 3603.511251 = -4411195.294181 nChanged 8 SP:Iteration 102Q (930.199219 sec): 3 clusters Score: Raw -4414799.319671 + Penalty 3603.511251 = -4411195.808420 nChanged 6 SP:Iteration 103Q (930.291454 sec): 3 clusters Score: Raw -4414799.831157 + Penalty 3603.511251 = -4411196.319906 nChanged 9 SP:Iteration 104Q (930.383542 sec): 3 clusters Score: Raw -4414800.694112 + Penalty 3603.511251 = -4411197.182861 nChanged 6 SP:Iteration 105Q (930.512016 sec): 3 clusters Score: Raw -4414801.127679 + Penalty 3603.511251 = -4411197.616427 nChanged 4 SP:Iteration 106Q (930.636127 sec): 3 clusters Score: Raw -4414801.420356 + Penalty 3603.511251 = -4411197.909105 nChanged 1 SP:Iteration 107Q (930.749131 sec): 3 clusters Score: Raw -4414801.482017 + Penalty 3603.511251 = -4411197.970766 nChanged 2 SP:Iteration 108Q (930.841441 sec): 3 clusters Score: Raw -4414801.621391 + Penalty 3603.511251 = -4411198.110140 nChanged 1 SP:Iteration 109Q (930.933762 sec): 3 clusters Score: Raw -4414801.673582 + Penalty 3603.511251 = -4411198.162330 nChanged 1 SP:Iteration 110Q (931.026026 sec): 3 clusters Score: Raw -4414801.753844 + Penalty 3603.511251 = -4411198.242593 nChanged 1 SP:Iteration 111Q (931.118175 sec): 3 clusters Score: Raw -4414801.789530 + Penalty 3603.511251 = -4411198.278278 nChanged 2 SP:Iteration 112Q (931.210332 sec): 3 clusters Score: Raw -4414801.877178 + Penalty 3603.511251 = -4411198.365927 nChanged 1 SP:Iteration 113Q (931.302371 sec): 3 clusters Score: Raw -4414801.907327 + Penalty 3603.511251 = -4411198.396076 nChanged 0 SP:Iteration 114F (931.409451 sec): 3 clusters Score: Raw -4414801.907327 + Penalty 3603.511251 = -4411198.396076 nChanged 0 Trying to split cluster 25 (10346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (931.424829 sec): 2 clusters Score: Raw -714575.950071 + Penalty 1502.207728 = -713073.742342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (931.453719 sec): 3 clusters Score: Raw -708671.820766 + Penalty 3004.415456 = -705667.405310 nChanged 4494 SP:Iteration 1F (931.481840 sec): 3 clusters Score: Raw -711093.447916 + Penalty 3004.415456 = -708089.032460 nChanged 686 SP:Iteration 2F (931.509766 sec): 3 clusters Score: Raw -711424.326425 + Penalty 3004.415456 = -708419.910968 nChanged 614 SP:Iteration 3F (931.537802 sec): 3 clusters Score: Raw -711746.635662 + Penalty 3004.415456 = -708742.220205 nChanged 573 SP:Iteration 4F (931.565970 sec): 3 clusters Score: Raw -712086.626496 + Penalty 3004.415456 = -709082.211039 nChanged 590 SP:Iteration 5F (931.594112 sec): 3 clusters Score: Raw -712485.366840 + Penalty 3004.415456 = -709480.951383 nChanged 621 SP:Iteration 6F (931.622009 sec): 3 clusters Score: Raw -712915.197808 + Penalty 3004.415456 = -709910.782351 nChanged 620 SP:Iteration 7F (931.649845 sec): 3 clusters Score: Raw -713392.946780 + Penalty 3004.415456 = -710388.531324 nChanged 604 SP:Iteration 8F (931.677923 sec): 3 clusters Score: Raw -713877.954079 + Penalty 3004.415456 = -710873.538623 nChanged 553 SP:Iteration 9F (931.705759 sec): 3 clusters Score: Raw -714387.450539 + Penalty 3004.415456 = -711383.035082 nChanged 507 SP:Iteration 10Q (931.733544 sec): 3 clusters Score: Raw -714927.415595 + Penalty 3004.415456 = -711923.000139 nChanged 465 SP:Iteration 11Q (931.760939 sec): 3 clusters Score: Raw -715512.351156 + Penalty 3004.415456 = -712507.935700 nChanged 409 SP:Iteration 12Q (931.787891 sec): 3 clusters Score: Raw -716061.882868 + Penalty 3004.415456 = -713057.467411 nChanged 302 SP:Iteration 13Q (931.814568 sec): 3 clusters Score: Raw -716394.596221 + Penalty 3004.415456 = -713390.180764 nChanged 188 SP:Iteration 14Q (931.840624 sec): 3 clusters Score: Raw -716512.718724 + Penalty 3004.415456 = -713508.303268 nChanged 108 SP:Iteration 15Q (931.866344 sec): 3 clusters Score: Raw -716550.237548 + Penalty 3004.415456 = -713545.822091 nChanged 45 SP:Iteration 16Q (931.892065 sec): 3 clusters Score: Raw -716561.170017 + Penalty 3004.415456 = -713556.754561 nChanged 25 SP:Iteration 17Q (931.917573 sec): 3 clusters Score: Raw -716565.019251 + Penalty 3004.415456 = -713560.603795 nChanged 17 SP:Iteration 18Q (931.943130 sec): 3 clusters Score: Raw -716568.075877 + Penalty 3004.415456 = -713563.660420 nChanged 8 SP:Iteration 19Q (931.968883 sec): 3 clusters Score: Raw -716569.139998 + Penalty 3004.415456 = -713564.724542 nChanged 5 SP:Iteration 20F (931.996688 sec): 3 clusters Score: Raw -716569.725059 + Penalty 3004.415456 = -713565.309602 nChanged 5 SP:Iteration 21Q (932.022382 sec): 3 clusters Score: Raw -716570.172706 + Penalty 3004.415456 = -713565.757250 nChanged 2 SP:Iteration 22Q (932.047890 sec): 3 clusters Score: Raw -716570.344702 + Penalty 3004.415456 = -713565.929245 nChanged 2 SP:Iteration 23Q (932.073492 sec): 3 clusters Score: Raw -716570.529080 + Penalty 3004.415456 = -713566.113623 nChanged 1 SP:Iteration 24Q (932.098995 sec): 3 clusters Score: Raw -716570.633829 + Penalty 3004.415456 = -713566.218372 nChanged 0 SP:Iteration 25F (932.127062 sec): 3 clusters Score: Raw -716570.633829 + Penalty 3004.415456 = -713566.218372 nChanged 0 Score: Raw -22937997.186880 + Penalty 64400.529166 = -22873596.657713 Splitting cluster 25 changes total score from -22873674.610657 to -22873596.657713 So it's not getting split. Trying to split cluster 26 (2874 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (939.460389 sec): 2 clusters Score: Raw -193359.160476 + Penalty 1294.062261 = -192065.098215 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (939.475265 sec): 3 clusters Score: Raw -192064.008679 + Penalty 2588.124522 = -189475.884157 nChanged 1041 SP:Iteration 1F (939.489191 sec): 3 clusters Score: Raw -192658.458867 + Penalty 2588.124522 = -190070.334346 nChanged 203 SP:Iteration 2F (939.503176 sec): 3 clusters Score: Raw -192781.743470 + Penalty 2588.124522 = -190193.618948 nChanged 134 SP:Iteration 3Q (939.517164 sec): 3 clusters Score: Raw -192851.621273 + Penalty 2588.124522 = -190263.496751 nChanged 82 SP:Iteration 4Q (939.531196 sec): 3 clusters Score: Raw -192898.443948 + Penalty 2588.124522 = -190310.319426 nChanged 61 SP:Iteration 5Q (939.545137 sec): 3 clusters Score: Raw -192933.563651 + Penalty 2588.124522 = -190345.439129 nChanged 57 SP:Iteration 6Q (939.559131 sec): 3 clusters Score: Raw -192966.926352 + Penalty 2588.124522 = -190378.801831 nChanged 46 SP:Iteration 7Q (939.573079 sec): 3 clusters Score: Raw -192990.268838 + Penalty 2588.124522 = -190402.144316 nChanged 34 SP:Iteration 8Q (939.587000 sec): 3 clusters Score: Raw -193011.484344 + Penalty 2588.124522 = -190423.359822 nChanged 38 SP:Iteration 9Q (939.600913 sec): 3 clusters Score: Raw -193028.431865 + Penalty 2588.124522 = -190440.307343 nChanged 36 SP:Iteration 10Q (939.614829 sec): 3 clusters Score: Raw -193050.690365 + Penalty 2588.124522 = -190462.565843 nChanged 48 SP:Iteration 11Q (939.628749 sec): 3 clusters Score: Raw -193078.175878 + Penalty 2588.124522 = -190490.051356 nChanged 38 SP:Iteration 12Q (939.642641 sec): 3 clusters Score: Raw -193098.160986 + Penalty 2588.124522 = -190510.036464 nChanged 42 SP:Iteration 13Q (939.656553 sec): 3 clusters Score: Raw -193117.418762 + Penalty 2588.124522 = -190529.294240 nChanged 36 SP:Iteration 14Q (939.670392 sec): 3 clusters Score: Raw -193136.967813 + Penalty 2588.124522 = -190548.843291 nChanged 31 SP:Iteration 15Q (939.684256 sec): 3 clusters Score: Raw -193156.432711 + Penalty 2588.124522 = -190568.308189 nChanged 30 SP:Iteration 16Q (939.698105 sec): 3 clusters Score: Raw -193175.645005 + Penalty 2588.124522 = -190587.520483 nChanged 34 SP:Iteration 17Q (939.711891 sec): 3 clusters Score: Raw -193194.519435 + Penalty 2588.124522 = -190606.394914 nChanged 32 SP:Iteration 18Q (939.725697 sec): 3 clusters Score: Raw -193206.947328 + Penalty 2588.124522 = -190618.822806 nChanged 20 SP:Iteration 19Q (939.739428 sec): 3 clusters Score: Raw -193219.768055 + Penalty 2588.124522 = -190631.643534 nChanged 22 SP:Iteration 20F (939.753367 sec): 3 clusters Score: Raw -193232.276614 + Penalty 2588.124522 = -190644.152092 nChanged 28 SP:Iteration 21Q (939.767139 sec): 3 clusters Score: Raw -193251.480444 + Penalty 2588.124522 = -190663.355922 nChanged 30 SP:Iteration 22Q (939.780875 sec): 3 clusters Score: Raw -193268.690781 + Penalty 2588.124522 = -190680.566259 nChanged 32 SP:Iteration 23Q (939.794503 sec): 3 clusters Score: Raw -193285.191124 + Penalty 2588.124522 = -190697.066603 nChanged 34 SP:Iteration 24Q (939.808217 sec): 3 clusters Score: Raw -193305.390485 + Penalty 2588.124522 = -190717.265963 nChanged 30 SP:Iteration 25Q (939.821934 sec): 3 clusters Score: Raw -193321.816389 + Penalty 2588.124522 = -190733.691868 nChanged 27 SP:Iteration 26Q (939.835577 sec): 3 clusters Score: Raw -193340.743747 + Penalty 2588.124522 = -190752.619225 nChanged 32 SP:Iteration 27Q (939.849256 sec): 3 clusters Score: Raw -193357.697117 + Penalty 2588.124522 = -190769.572595 nChanged 28 SP:Iteration 28Q (939.862725 sec): 3 clusters Score: Raw -193377.126377 + Penalty 2588.124522 = -190789.001855 nChanged 25 SP:Iteration 29Q (939.876367 sec): 3 clusters Score: Raw -193390.329691 + Penalty 2588.124522 = -190802.205169 nChanged 16 SP:Iteration 30Q (939.889951 sec): 3 clusters Score: Raw -193398.306700 + Penalty 2588.124522 = -190810.182179 nChanged 12 SP:Iteration 31Q (939.903539 sec): 3 clusters Score: Raw -193402.916714 + Penalty 2588.124522 = -190814.792192 nChanged 7 SP:Iteration 32Q (939.917230 sec): 3 clusters Score: Raw -193406.703640 + Penalty 2588.124522 = -190818.579119 nChanged 8 SP:Iteration 33Q (939.930827 sec): 3 clusters Score: Raw -193410.176601 + Penalty 2588.124522 = -190822.052079 nChanged 5 SP:Iteration 34Q (939.944481 sec): 3 clusters Score: Raw -193411.888806 + Penalty 2588.124522 = -190823.764284 nChanged 6 SP:Iteration 35Q (939.958085 sec): 3 clusters Score: Raw -193414.698373 + Penalty 2588.124522 = -190826.573852 nChanged 9 SP:Iteration 36Q (939.971630 sec): 3 clusters Score: Raw -193418.764645 + Penalty 2588.124522 = -190830.640123 nChanged 15 SP:Iteration 37Q (939.985240 sec): 3 clusters Score: Raw -193427.983240 + Penalty 2588.124522 = -190839.858718 nChanged 18 SP:Iteration 38Q (939.998809 sec): 3 clusters Score: Raw -193437.987105 + Penalty 2588.124522 = -190849.862583 nChanged 14 SP:Iteration 39Q (940.012380 sec): 3 clusters Score: Raw -193444.139339 + Penalty 2588.124522 = -190856.014818 nChanged 12 SP:Iteration 40F (940.026271 sec): 3 clusters Score: Raw -193448.397420 + Penalty 2588.124522 = -190860.272898 nChanged 10 SP:Iteration 41Q (940.039835 sec): 3 clusters Score: Raw -193451.343146 + Penalty 2588.124522 = -190863.218624 nChanged 10 SP:Iteration 42Q (940.053294 sec): 3 clusters Score: Raw -193453.863590 + Penalty 2588.124522 = -190865.739068 nChanged 7 SP:Iteration 43Q (940.066878 sec): 3 clusters Score: Raw -193457.271155 + Penalty 2588.124522 = -190869.146633 nChanged 6 SP:Iteration 44Q (940.080438 sec): 3 clusters Score: Raw -193460.239210 + Penalty 2588.124522 = -190872.114688 nChanged 6 SP:Iteration 45Q (940.093995 sec): 3 clusters Score: Raw -193462.934269 + Penalty 2588.124522 = -190874.809747 nChanged 6 SP:Iteration 46Q (940.107570 sec): 3 clusters Score: Raw -193464.240110 + Penalty 2588.124522 = -190876.115589 nChanged 3 SP:Iteration 47Q (940.121120 sec): 3 clusters Score: Raw -193465.252825 + Penalty 2588.124522 = -190877.128304 nChanged 1 SP:Iteration 48Q (940.134693 sec): 3 clusters Score: Raw -193465.881845 + Penalty 2588.124522 = -190877.757324 nChanged 2 SP:Iteration 49Q (940.148255 sec): 3 clusters Score: Raw -193466.501212 + Penalty 2588.124522 = -190878.376691 nChanged 2 SP:Iteration 50Q (940.161813 sec): 3 clusters Score: Raw -193468.654701 + Penalty 2588.124522 = -190880.530180 nChanged 8 SP:Iteration 51Q (940.175405 sec): 3 clusters Score: Raw -193473.862246 + Penalty 2588.124522 = -190885.737724 nChanged 12 SP:Iteration 52Q (940.188834 sec): 3 clusters Score: Raw -193478.301361 + Penalty 2588.124522 = -190890.176840 nChanged 8 SP:Iteration 53Q (940.202273 sec): 3 clusters Score: Raw -193481.172324 + Penalty 2588.124522 = -190893.047802 nChanged 9 SP:Iteration 54Q (940.215796 sec): 3 clusters Score: Raw -193484.394808 + Penalty 2588.124522 = -190896.270286 nChanged 11 SP:Iteration 55Q (940.229324 sec): 3 clusters Score: Raw -193488.056597 + Penalty 2588.124522 = -190899.932076 nChanged 10 SP:Iteration 56Q (940.242855 sec): 3 clusters Score: Raw -193492.264306 + Penalty 2588.124522 = -190904.139785 nChanged 6 SP:Iteration 57Q (940.256270 sec): 3 clusters Score: Raw -193494.762519 + Penalty 2588.124522 = -190906.637997 nChanged 2 SP:Iteration 58Q (940.269837 sec): 3 clusters Score: Raw -193495.568759 + Penalty 2588.124522 = -190907.444238 nChanged 2 SP:Iteration 59Q (940.283232 sec): 3 clusters Score: Raw -193496.152390 + Penalty 2588.124522 = -190908.027868 nChanged 2 SP:Iteration 60F (940.297109 sec): 3 clusters Score: Raw -193496.679118 + Penalty 2588.124522 = -190908.554597 nChanged 0 Trying to split cluster 27 (8395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (940.319316 sec): 2 clusters Score: Raw -545224.883872 + Penalty 1468.251130 = -543756.632742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (940.345248 sec): 3 clusters Score: Raw -540484.769338 + Penalty 2936.502260 = -537548.267078 nChanged 3612 SP:Iteration 1F (940.370596 sec): 3 clusters Score: Raw -542412.652752 + Penalty 2936.502260 = -539476.150492 nChanged 510 SP:Iteration 2F (940.395882 sec): 3 clusters Score: Raw -542658.417929 + Penalty 2936.502260 = -539721.915669 nChanged 435 SP:Iteration 3F (940.421222 sec): 3 clusters Score: Raw -542899.443628 + Penalty 2936.502260 = -539962.941368 nChanged 407 SP:Iteration 4Q (940.448176 sec): 3 clusters Score: Raw -543139.631225 + Penalty 2936.502260 = -540203.128965 nChanged 386 SP:Iteration 5Q (940.473571 sec): 3 clusters Score: Raw -543400.890366 + Penalty 2936.502260 = -540464.388106 nChanged 382 SP:Iteration 6Q (940.498967 sec): 3 clusters Score: Raw -543641.241177 + Penalty 2936.502260 = -540704.738917 nChanged 341 SP:Iteration 7Q (940.524238 sec): 3 clusters Score: Raw -543857.311237 + Penalty 2936.502260 = -540920.808977 nChanged 341 SP:Iteration 8Q (940.549402 sec): 3 clusters Score: Raw -544058.831120 + Penalty 2936.502260 = -541122.328860 nChanged 318 SP:Iteration 9Q (940.574527 sec): 3 clusters Score: Raw -544237.440096 + Penalty 2936.502260 = -541300.937836 nChanged 270 SP:Iteration 10Q (940.599638 sec): 3 clusters Score: Raw -544389.734414 + Penalty 2936.502260 = -541453.232154 nChanged 250 SP:Iteration 11Q (940.624420 sec): 3 clusters Score: Raw -544532.065943 + Penalty 2936.502260 = -541595.563682 nChanged 204 SP:Iteration 12Q (940.649421 sec): 3 clusters Score: Raw -544645.843645 + Penalty 2936.502260 = -541709.341385 nChanged 181 SP:Iteration 13Q (940.674008 sec): 3 clusters Score: Raw -544743.539833 + Penalty 2936.502260 = -541807.037573 nChanged 165 SP:Iteration 14Q (940.698488 sec): 3 clusters Score: Raw -544832.351802 + Penalty 2936.502260 = -541895.849542 nChanged 141 SP:Iteration 15Q (940.722683 sec): 3 clusters Score: Raw -544897.805696 + Penalty 2936.502260 = -541961.303435 nChanged 124 SP:Iteration 16Q (940.746982 sec): 3 clusters Score: Raw -544970.648159 + Penalty 2936.502260 = -542034.145899 nChanged 113 SP:Iteration 17Q (940.770940 sec): 3 clusters Score: Raw -545038.465182 + Penalty 2936.502260 = -542101.962922 nChanged 117 SP:Iteration 18Q (940.794887 sec): 3 clusters Score: Raw -545107.342483 + Penalty 2936.502260 = -542170.840223 nChanged 95 SP:Iteration 19Q (940.818674 sec): 3 clusters Score: Raw -545159.693074 + Penalty 2936.502260 = -542223.190814 nChanged 79 SP:Iteration 20F (940.844117 sec): 3 clusters Score: Raw -545199.755181 + Penalty 2936.502260 = -542263.252921 nChanged 70 SP:Iteration 21Q (940.867730 sec): 3 clusters Score: Raw -545235.806751 + Penalty 2936.502260 = -542299.304491 nChanged 47 SP:Iteration 22Q (940.891417 sec): 3 clusters Score: Raw -545259.393393 + Penalty 2936.502260 = -542322.891133 nChanged 46 SP:Iteration 23Q (940.914949 sec): 3 clusters Score: Raw -545281.855924 + Penalty 2936.502260 = -542345.353664 nChanged 50 SP:Iteration 24Q (940.938451 sec): 3 clusters Score: Raw -545302.970713 + Penalty 2936.502260 = -542366.468453 nChanged 40 SP:Iteration 25Q (940.961879 sec): 3 clusters Score: Raw -545323.383110 + Penalty 2936.502260 = -542386.880850 nChanged 49 SP:Iteration 26Q (940.985397 sec): 3 clusters Score: Raw -545344.964942 + Penalty 2936.502260 = -542408.462682 nChanged 34 SP:Iteration 27Q (941.008835 sec): 3 clusters Score: Raw -545361.346409 + Penalty 2936.502260 = -542424.844148 nChanged 25 SP:Iteration 28Q (941.032195 sec): 3 clusters Score: Raw -545371.360468 + Penalty 2936.502260 = -542434.858208 nChanged 22 SP:Iteration 29Q (941.055531 sec): 3 clusters Score: Raw -545381.417754 + Penalty 2936.502260 = -542444.915494 nChanged 19 SP:Iteration 30Q (941.079154 sec): 3 clusters Score: Raw -545390.768129 + Penalty 2936.502260 = -542454.265869 nChanged 20 SP:Iteration 31Q (941.102503 sec): 3 clusters Score: Raw -545399.265954 + Penalty 2936.502260 = -542462.763694 nChanged 22 SP:Iteration 32Q (941.125893 sec): 3 clusters Score: Raw -545412.001548 + Penalty 2936.502260 = -542475.499287 nChanged 21 SP:Iteration 33Q (941.148982 sec): 3 clusters Score: Raw -545421.696426 + Penalty 2936.502260 = -542485.194166 nChanged 17 SP:Iteration 34Q (941.175673 sec): 3 clusters Score: Raw -545428.996363 + Penalty 2936.502260 = -542492.494103 nChanged 11 SP:Iteration 35Q (941.198997 sec): 3 clusters Score: Raw -545434.686069 + Penalty 2936.502260 = -542498.183809 nChanged 10 SP:Iteration 36Q (941.222131 sec): 3 clusters Score: Raw -545441.085056 + Penalty 2936.502260 = -542504.582796 nChanged 8 SP:Iteration 37Q (941.245452 sec): 3 clusters Score: Raw -545444.014761 + Penalty 2936.502260 = -542507.512501 nChanged 5 SP:Iteration 38Q (941.268739 sec): 3 clusters Score: Raw -545446.843846 + Penalty 2936.502260 = -542510.341586 nChanged 7 SP:Iteration 39Q (941.292018 sec): 3 clusters Score: Raw -545451.104377 + Penalty 2936.502260 = -542514.602117 nChanged 8 SP:Iteration 40F (941.317220 sec): 3 clusters Score: Raw -545455.106334 + Penalty 2936.502260 = -542518.604074 nChanged 11 SP:Iteration 41Q (941.340277 sec): 3 clusters Score: Raw -545460.327118 + Penalty 2936.502260 = -542523.824858 nChanged 9 SP:Iteration 42Q (941.363275 sec): 3 clusters Score: Raw -545465.182084 + Penalty 2936.502260 = -542528.679824 nChanged 10 SP:Iteration 43Q (941.386294 sec): 3 clusters Score: Raw -545467.453128 + Penalty 2936.502260 = -542530.950867 nChanged 4 SP:Iteration 44Q (941.409415 sec): 3 clusters Score: Raw -545469.999260 + Penalty 2936.502260 = -542533.496999 nChanged 7 SP:Iteration 45Q (941.432416 sec): 3 clusters Score: Raw -545472.846594 + Penalty 2936.502260 = -542536.344334 nChanged 5 SP:Iteration 46Q (941.455713 sec): 3 clusters Score: Raw -545474.872476 + Penalty 2936.502260 = -542538.370216 nChanged 5 SP:Iteration 47Q (941.478652 sec): 3 clusters Score: Raw -545477.208980 + Penalty 2936.502260 = -542540.706720 nChanged 2 SP:Iteration 48Q (941.501743 sec): 3 clusters Score: Raw -545477.947905 + Penalty 2936.502260 = -542541.445645 nChanged 0 SP:Iteration 49F (941.527205 sec): 3 clusters Score: Raw -545477.947905 + Penalty 2936.502260 = -542541.445645 nChanged 0 Trying to split cluster 28 (6676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (941.546861 sec): 2 clusters Score: Raw -454122.724548 + Penalty 1431.019571 = -452691.704977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (941.571025 sec): 3 clusters Score: Raw -450488.340287 + Penalty 2862.039143 = -447626.301144 nChanged 2792 SP:Iteration 1F (941.595392 sec): 3 clusters Score: Raw -451965.872394 + Penalty 2862.039143 = -449103.833251 nChanged 514 SP:Iteration 2F (941.618353 sec): 3 clusters Score: Raw -452297.895632 + Penalty 2862.039143 = -449435.856489 nChanged 482 SP:Iteration 3F (941.640998 sec): 3 clusters Score: Raw -452612.738962 + Penalty 2862.039143 = -449750.699820 nChanged 415 SP:Iteration 4F (941.664023 sec): 3 clusters Score: Raw -452889.706706 + Penalty 2862.039143 = -450027.667564 nChanged 391 SP:Iteration 5F (941.687130 sec): 3 clusters Score: Raw -453148.519820 + Penalty 2862.039143 = -450286.480678 nChanged 340 SP:Iteration 6F (941.710208 sec): 3 clusters Score: Raw -453377.019854 + Penalty 2862.039143 = -450514.980711 nChanged 295 SP:Iteration 7Q (941.733291 sec): 3 clusters Score: Raw -453569.390269 + Penalty 2862.039143 = -450707.351126 nChanged 227 SP:Iteration 8Q (941.790692 sec): 3 clusters Score: Raw -453710.890797 + Penalty 2862.039143 = -450848.851654 nChanged 153 SP:Iteration 9Q (941.812468 sec): 3 clusters Score: Raw -453805.292246 + Penalty 2862.039143 = -450943.253103 nChanged 134 SP:Iteration 10Q (941.840011 sec): 3 clusters Score: Raw -453879.216691 + Penalty 2862.039143 = -451017.177548 nChanged 92 SP:Iteration 11Q (941.908149 sec): 3 clusters Score: Raw -453936.336958 + Penalty 2862.039143 = -451074.297815 nChanged 73 SP:Iteration 12Q (941.966230 sec): 3 clusters Score: Raw -453975.280764 + Penalty 2862.039143 = -451113.241622 nChanged 55 SP:Iteration 13Q (941.986852 sec): 3 clusters Score: Raw -454001.168739 + Penalty 2862.039143 = -451139.129596 nChanged 37 SP:Iteration 14Q (942.009634 sec): 3 clusters Score: Raw -454019.103983 + Penalty 2862.039143 = -451157.064840 nChanged 25 SP:Iteration 15Q (942.058731 sec): 3 clusters Score: Raw -454029.761097 + Penalty 2862.039143 = -451167.721954 nChanged 22 SP:Iteration 16Q (942.114506 sec): 3 clusters Score: Raw -454040.978643 + Penalty 2862.039143 = -451178.939501 nChanged 23 SP:Iteration 17Q (942.172859 sec): 3 clusters Score: Raw -454056.901541 + Penalty 2862.039143 = -451194.862398 nChanged 23 SP:Iteration 18Q (942.204967 sec): 3 clusters Score: Raw -454069.896289 + Penalty 2862.039143 = -451207.857146 nChanged 23 SP:Iteration 19Q (942.233160 sec): 3 clusters Score: Raw -454082.079970 + Penalty 2862.039143 = -451220.040827 nChanged 25 SP:Iteration 20F (942.256231 sec): 3 clusters Score: Raw -454095.506995 + Penalty 2862.039143 = -451233.467852 nChanged 23 SP:Iteration 21Q (942.279042 sec): 3 clusters Score: Raw -454107.781998 + Penalty 2862.039143 = -451245.742855 nChanged 27 SP:Iteration 22Q (942.301441 sec): 3 clusters Score: Raw -454121.105238 + Penalty 2862.039143 = -451259.066095 nChanged 30 SP:Iteration 23Q (942.324009 sec): 3 clusters Score: Raw -454137.008069 + Penalty 2862.039143 = -451274.968926 nChanged 20 SP:Iteration 24Q (942.346536 sec): 3 clusters Score: Raw -454148.740132 + Penalty 2862.039143 = -451286.700990 nChanged 21 SP:Iteration 25Q (942.368977 sec): 3 clusters Score: Raw -454162.188581 + Penalty 2862.039143 = -451300.149438 nChanged 19 SP:Iteration 26Q (942.391411 sec): 3 clusters Score: Raw -454171.805300 + Penalty 2862.039143 = -451309.766157 nChanged 18 SP:Iteration 27Q (942.413802 sec): 3 clusters Score: Raw -454180.339498 + Penalty 2862.039143 = -451318.300355 nChanged 10 SP:Iteration 28Q (942.436160 sec): 3 clusters Score: Raw -454186.477505 + Penalty 2862.039143 = -451324.438362 nChanged 11 SP:Iteration 29Q (942.458700 sec): 3 clusters Score: Raw -454192.320089 + Penalty 2862.039143 = -451330.280946 nChanged 9 SP:Iteration 30Q (942.480864 sec): 3 clusters Score: Raw -454196.637786 + Penalty 2862.039143 = -451334.598643 nChanged 6 SP:Iteration 31Q (942.502855 sec): 3 clusters Score: Raw -454199.364906 + Penalty 2862.039143 = -451337.325764 nChanged 4 SP:Iteration 32Q (942.525166 sec): 3 clusters Score: Raw -454201.433995 + Penalty 2862.039143 = -451339.394853 nChanged 6 SP:Iteration 33Q (942.547148 sec): 3 clusters Score: Raw -454204.487151 + Penalty 2862.039143 = -451342.448008 nChanged 8 SP:Iteration 34Q (942.569355 sec): 3 clusters Score: Raw -454211.220070 + Penalty 2862.039143 = -451349.180928 nChanged 11 SP:Iteration 35Q (942.591604 sec): 3 clusters Score: Raw -454216.671582 + Penalty 2862.039143 = -451354.632440 nChanged 10 SP:Iteration 36Q (942.613783 sec): 3 clusters Score: Raw -454222.422302 + Penalty 2862.039143 = -451360.383159 nChanged 9 SP:Iteration 37Q (942.635942 sec): 3 clusters Score: Raw -454227.341129 + Penalty 2862.039143 = -451365.301986 nChanged 5 SP:Iteration 38Q (942.657993 sec): 3 clusters Score: Raw -454230.929170 + Penalty 2862.039143 = -451368.890027 nChanged 6 SP:Iteration 39Q (942.680048 sec): 3 clusters Score: Raw -454236.879778 + Penalty 2862.039143 = -451374.840635 nChanged 8 SP:Iteration 40F (942.703094 sec): 3 clusters Score: Raw -454243.098552 + Penalty 2862.039143 = -451381.059410 nChanged 10 SP:Iteration 41Q (942.725042 sec): 3 clusters Score: Raw -454249.744217 + Penalty 2862.039143 = -451387.705074 nChanged 7 SP:Iteration 42Q (942.747064 sec): 3 clusters Score: Raw -454254.574850 + Penalty 2862.039143 = -451392.535707 nChanged 9 SP:Iteration 43Q (942.769321 sec): 3 clusters Score: Raw -454258.025996 + Penalty 2862.039143 = -451395.986854 nChanged 6 SP:Iteration 44Q (942.791065 sec): 3 clusters Score: Raw -454262.038717 + Penalty 2862.039143 = -451399.999574 nChanged 5 SP:Iteration 45Q (942.812783 sec): 3 clusters Score: Raw -454265.331160 + Penalty 2862.039143 = -451403.292018 nChanged 3 SP:Iteration 46Q (942.834758 sec): 3 clusters Score: Raw -454267.522385 + Penalty 2862.039143 = -451405.483242 nChanged 1 SP:Iteration 47Q (942.856803 sec): 3 clusters Score: Raw -454268.414702 + Penalty 2862.039143 = -451406.375559 nChanged 1 SP:Iteration 48Q (942.878876 sec): 3 clusters Score: Raw -454268.859762 + Penalty 2862.039143 = -451406.820620 nChanged 0 SP:Iteration 49F (942.901861 sec): 3 clusters Score: Raw -454268.859762 + Penalty 2862.039143 = -451406.820620 nChanged 0 Trying to split cluster 29 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (942.916607 sec): 2 clusters Score: Raw -107783.384869 + Penalty 1201.205130 = -106582.179739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (942.925355 sec): 3 clusters Score: Raw -107092.448144 + Penalty 2402.410259 = -104690.037885 nChanged 578 SP:Iteration 1F (942.933509 sec): 3 clusters Score: Raw -107497.614934 + Penalty 2402.410259 = -105095.204674 nChanged 134 SP:Iteration 2F (942.941672 sec): 3 clusters Score: Raw -107601.595024 + Penalty 2402.410259 = -105199.184765 nChanged 79 SP:Iteration 3Q (942.949839 sec): 3 clusters Score: Raw -107660.506711 + Penalty 2402.410259 = -105258.096452 nChanged 56 SP:Iteration 4Q (942.958012 sec): 3 clusters Score: Raw -107701.865797 + Penalty 2402.410259 = -105299.455537 nChanged 35 SP:Iteration 5Q (942.966093 sec): 3 clusters Score: Raw -107728.509408 + Penalty 2402.410259 = -105326.099149 nChanged 28 SP:Iteration 6Q (942.974227 sec): 3 clusters Score: Raw -107744.986829 + Penalty 2402.410259 = -105342.576569 nChanged 18 SP:Iteration 7Q (942.982291 sec): 3 clusters Score: Raw -107754.871762 + Penalty 2402.410259 = -105352.461502 nChanged 16 SP:Iteration 8Q (942.990447 sec): 3 clusters Score: Raw -107762.877439 + Penalty 2402.410259 = -105360.467179 nChanged 12 SP:Iteration 9Q (942.998525 sec): 3 clusters Score: Raw -107770.085512 + Penalty 2402.410259 = -105367.675253 nChanged 10 SP:Iteration 10Q (943.006651 sec): 3 clusters Score: Raw -107776.287883 + Penalty 2402.410259 = -105373.877623 nChanged 7 SP:Iteration 11Q (943.014774 sec): 3 clusters Score: Raw -107778.661899 + Penalty 2402.410259 = -105376.251639 nChanged 6 SP:Iteration 12Q (943.022866 sec): 3 clusters Score: Raw -107782.212108 + Penalty 2402.410259 = -105379.801848 nChanged 3 SP:Iteration 13Q (943.030993 sec): 3 clusters Score: Raw -107784.260209 + Penalty 2402.410259 = -105381.849950 nChanged 3 SP:Iteration 14Q (943.039122 sec): 3 clusters Score: Raw -107785.722262 + Penalty 2402.410259 = -105383.312002 nChanged 2 SP:Iteration 15Q (943.047175 sec): 3 clusters Score: Raw -107787.427920 + Penalty 2402.410259 = -105385.017660 nChanged 6 SP:Iteration 16Q (943.055330 sec): 3 clusters Score: Raw -107791.723959 + Penalty 2402.410259 = -105389.313700 nChanged 4 SP:Iteration 17Q (943.063454 sec): 3 clusters Score: Raw -107794.103084 + Penalty 2402.410259 = -105391.692824 nChanged 1 SP:Iteration 18Q (943.071515 sec): 3 clusters Score: Raw -107794.367649 + Penalty 2402.410259 = -105391.957390 nChanged 0 SP:Iteration 19F (943.079655 sec): 3 clusters Score: Raw -107794.367649 + Penalty 2402.410259 = -105391.957390 nChanged 0 Trying to split cluster 30 (514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (943.087745 sec): 2 clusters Score: Raw -23645.263498 + Penalty 1014.361281 = -22630.902217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (943.091036 sec): 3 clusters Score: Raw -23603.334149 + Penalty 2028.722561 = -21574.611588 nChanged 131 SP:Iteration 1F (943.094097 sec): 3 clusters Score: Raw -23838.242638 + Penalty 2028.722561 = -21809.520077 nChanged 40 SP:Iteration 2F (943.097142 sec): 3 clusters Score: Raw -23930.578990 + Penalty 2028.722561 = -21901.856429 nChanged 18 SP:Iteration 3Q (943.100131 sec): 3 clusters Score: Raw -23972.455497 + Penalty 2028.722561 = -21943.732935 nChanged 17 SP:Iteration 4Q (943.103083 sec): 3 clusters Score: Raw -24011.797958 + Penalty 2028.722561 = -21983.075397 nChanged 15 SP:Iteration 5Q (943.106047 sec): 3 clusters Score: Raw -24069.645046 + Penalty 2028.722561 = -22040.922484 nChanged 15 SP:Iteration 6Q (943.109001 sec): 3 clusters Score: Raw -24112.267962 + Penalty 2028.722561 = -22083.545400 nChanged 9 SP:Iteration 7Q (943.111917 sec): 3 clusters Score: Raw -24139.277601 + Penalty 2028.722561 = -22110.555039 nChanged 12 SP:Iteration 8Q (943.114854 sec): 3 clusters Score: Raw -24173.197883 + Penalty 2028.722561 = -22144.475322 nChanged 8 SP:Iteration 9Q (943.117781 sec): 3 clusters Score: Raw -24188.114147 + Penalty 2028.722561 = -22159.391586 nChanged 3 SP:Iteration 10Q (943.120678 sec): 3 clusters Score: Raw -24195.548495 + Penalty 2028.722561 = -22166.825934 nChanged 5 SP:Iteration 11Q (943.123588 sec): 3 clusters Score: Raw -24202.064960 + Penalty 2028.722561 = -22173.342399 nChanged 1 SP:Iteration 12Q (943.126489 sec): 3 clusters Score: Raw -24206.456434 + Penalty 2028.722561 = -22177.733873 nChanged 1 SP:Iteration 13Q (943.129403 sec): 3 clusters Score: Raw -24212.024339 + Penalty 2028.722561 = -22183.301778 nChanged 1 SP:Iteration 14Q (943.132310 sec): 3 clusters Score: Raw -24212.678186 + Penalty 2028.722561 = -22183.955624 nChanged 1 SP:Iteration 15Q (943.135217 sec): 3 clusters Score: Raw -24216.195545 + Penalty 2028.722561 = -22187.472984 nChanged 2 SP:Iteration 16Q (943.138133 sec): 3 clusters Score: Raw -24220.430692 + Penalty 2028.722561 = -22191.708131 nChanged 1 SP:Iteration 17Q (943.141034 sec): 3 clusters Score: Raw -24224.518422 + Penalty 2028.722561 = -22195.795861 nChanged 1 SP:Iteration 18Q (943.143935 sec): 3 clusters Score: Raw -24226.191846 + Penalty 2028.722561 = -22197.469285 nChanged 0 SP:Iteration 19F (943.146956 sec): 3 clusters Score: Raw -24226.191846 + Penalty 2028.722561 = -22197.469285 nChanged 0 Iteration 179Q (946.131852 sec): 31 clusters Score: Raw -22936004.578642 + Penalty 62323.092742 = -22873681.485900 nChanged 76 Iteration 180F (953.065384 sec): 31 clusters Score: Raw -22936012.424514 + Penalty 62323.092742 = -22873689.331772 nChanged 73 Iteration 181Q (956.087292 sec): 31 clusters Score: Raw -22936019.032591 + Penalty 62323.092742 = -22873695.939850 nChanged 69 Iteration 182Q (959.019677 sec): 31 clusters Score: Raw -22936024.339938 + Penalty 62323.092742 = -22873701.247197 nChanged 61 Iteration 183Q (961.947576 sec): 31 clusters Score: Raw -22936030.600513 + Penalty 62323.092742 = -22873707.507771 nChanged 56 Iteration 184Q (964.942495 sec): 31 clusters Score: Raw -22936035.433318 + Penalty 62323.092742 = -22873712.340577 nChanged 57 Iteration 185Q (967.895861 sec): 31 clusters Score: Raw -22936041.063000 + Penalty 62323.092742 = -22873717.970259 nChanged 75 Iteration 186Q (970.899794 sec): 31 clusters Score: Raw -22936048.701994 + Penalty 62323.092742 = -22873725.609253 nChanged 73 Iteration 187Q (973.839296 sec): 31 clusters Score: Raw -22936056.197755 + Penalty 62323.092742 = -22873733.105013 nChanged 74 Iteration 188Q (976.789097 sec): 31 clusters Score: Raw -22936065.071221 + Penalty 62323.092742 = -22873741.978479 nChanged 85 Iteration 189Q (979.813829 sec): 31 clusters Score: Raw -22936075.276661 + Penalty 62323.092742 = -22873752.183920 nChanged 86 Iteration 190Q (982.783319 sec): 31 clusters Score: Raw -22936088.159751 + Penalty 62323.092742 = -22873765.067009 nChanged 109 Iteration 191Q (985.739253 sec): 31 clusters Score: Raw -22936102.634024 + Penalty 62323.092742 = -22873779.541282 nChanged 107 Iteration 192Q (988.714025 sec): 31 clusters Score: Raw -22936113.145497 + Penalty 62323.092742 = -22873790.052755 nChanged 99 Iteration 193Q (991.649296 sec): 31 clusters Score: Raw -22936124.801989 + Penalty 62323.092742 = -22873801.709247 nChanged 99 Iteration 194Q (994.649157 sec): 31 clusters Score: Raw -22936137.491113 + Penalty 62323.092742 = -22873814.398371 nChanged 105 Iteration 195Q (997.647622 sec): 31 clusters Score: Raw -22936151.934714 + Penalty 62323.092742 = -22873828.841972 nChanged 110 Iteration 196Q (1000.630125 sec): 31 clusters Score: Raw -22936165.217571 + Penalty 62323.092742 = -22873842.124829 nChanged 103 Iteration 197Q (1003.557689 sec): 31 clusters Score: Raw -22936179.095750 + Penalty 62323.092742 = -22873856.003008 nChanged 116 Iteration 198Q (1006.528403 sec): 31 clusters Score: Raw -22936195.457381 + Penalty 62323.092742 = -22873872.364640 nChanged 118 Iteration 199Q (1009.518023 sec): 31 clusters Score: Raw -22936208.295467 + Penalty 62323.092742 = -22873885.202726 nChanged 96 Iteration 200F (1016.409941 sec): 31 clusters Score: Raw -22936220.166834 + Penalty 62323.092742 = -22873897.074092 nChanged 112 Iteration 201Q (1019.431179 sec): 31 clusters Score: Raw -22936232.052014 + Penalty 62323.092742 = -22873908.959273 nChanged 95 Iteration 202Q (1022.436630 sec): 31 clusters Score: Raw -22936245.147084 + Penalty 62323.092742 = -22873922.054342 nChanged 110 Iteration 203Q (1025.390550 sec): 31 clusters Score: Raw -22936261.308844 + Penalty 62323.092742 = -22873938.216103 nChanged 88 Iteration 204Q (1028.363667 sec): 31 clusters Score: Raw -22936271.581392 + Penalty 62323.092742 = -22873948.488650 nChanged 96 Iteration 205Q (1031.302312 sec): 31 clusters Score: Raw -22936282.638948 + Penalty 62323.092742 = -22873959.546207 nChanged 104 Iteration 206Q (1034.303109 sec): 31 clusters Score: Raw -22936296.196271 + Penalty 62323.092742 = -22873973.103529 nChanged 104 Iteration 207Q (1037.306601 sec): 31 clusters Score: Raw -22936309.175956 + Penalty 62323.092742 = -22873986.083214 nChanged 103 Iteration 208Q (1040.245645 sec): 31 clusters Score: Raw -22936323.542973 + Penalty 62323.092742 = -22874000.450231 nChanged 93 Iteration 209Q (1043.226655 sec): 31 clusters Score: Raw -22936335.507584 + Penalty 62323.092742 = -22874012.414843 nChanged 98 Iteration 210Q (1046.159968 sec): 31 clusters Score: Raw -22936348.533965 + Penalty 62323.092742 = -22874025.441223 nChanged 79 Iteration 211Q (1049.098421 sec): 31 clusters Score: Raw -22936359.604791 + Penalty 62323.092742 = -22874036.512049 nChanged 81 Iteration 212Q (1052.033601 sec): 31 clusters Score: Raw -22936367.522488 + Penalty 62323.092742 = -22874044.429747 nChanged 76 Iteration 213Q (1055.014392 sec): 31 clusters Score: Raw -22936374.671442 + Penalty 62323.092742 = -22874051.578701 nChanged 74 Iteration 214Q (1057.968861 sec): 31 clusters Score: Raw -22936382.279669 + Penalty 62323.092742 = -22874059.186927 nChanged 61 Iteration 215Q (1060.900415 sec): 31 clusters Score: Raw -22936389.041752 + Penalty 62323.092742 = -22874065.949010 nChanged 75 Iteration 216Q (1063.855344 sec): 31 clusters Score: Raw -22936395.119806 + Penalty 62323.092742 = -22874072.027064 nChanged 64 Iteration 217Q (1066.793906 sec): 31 clusters Score: Raw -22936401.443841 + Penalty 62323.092742 = -22874078.351100 nChanged 66 Iteration 218Q (1069.723927 sec): 31 clusters Score: Raw -22936406.833139 + Penalty 62323.092742 = -22874083.740398 nChanged 57 Writing temp clu file Because OldScore, -22874078.351100, is greater than current (better) Score,-22874083.740398 Compute initial score before splitting: Score: Raw -22936406.833139 + Penalty 62323.092742 = -22874083.740398 Trying to split cluster 1 (5966 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1069.801374 sec): 2 clusters Score: Raw -397383.083270 + Penalty 1412.747694 = -395970.335576 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1069.824104 sec): 3 clusters Score: Raw -394192.936735 + Penalty 2825.495389 = -391367.441346 nChanged 2458 SP:Iteration 1F (1069.846106 sec): 3 clusters Score: Raw -395550.889053 + Penalty 2825.495389 = -392725.393665 nChanged 448 SP:Iteration 2F (1069.868426 sec): 3 clusters Score: Raw -395781.543224 + Penalty 2825.495389 = -392956.047836 nChanged 320 SP:Iteration 3F (1069.891214 sec): 3 clusters Score: Raw -395942.791811 + Penalty 2825.495389 = -393117.296423 nChanged 270 SP:Iteration 4Q (1069.916357 sec): 3 clusters Score: Raw -396054.707848 + Penalty 2825.495389 = -393229.212459 nChanged 200 SP:Iteration 5Q (1069.942301 sec): 3 clusters Score: Raw -396137.279054 + Penalty 2825.495389 = -393311.783665 nChanged 174 SP:Iteration 6Q (1069.966707 sec): 3 clusters Score: Raw -396225.220507 + Penalty 2825.495389 = -393399.725119 nChanged 200 SP:Iteration 7Q (1069.989483 sec): 3 clusters Score: Raw -396347.145458 + Penalty 2825.495389 = -393521.650069 nChanged 243 SP:Iteration 8Q (1070.012024 sec): 3 clusters Score: Raw -396515.411050 + Penalty 2825.495389 = -393689.915662 nChanged 285 SP:Iteration 9Q (1070.034422 sec): 3 clusters Score: Raw -396730.124355 + Penalty 2825.495389 = -393904.628967 nChanged 285 SP:Iteration 10Q (1070.056609 sec): 3 clusters Score: Raw -396946.294127 + Penalty 2825.495389 = -394120.798738 nChanged 264 SP:Iteration 11Q (1070.089441 sec): 3 clusters Score: Raw -397172.994070 + Penalty 2825.495389 = -394347.498681 nChanged 262 SP:Iteration 12Q (1070.111737 sec): 3 clusters Score: Raw -397367.422563 + Penalty 2825.495389 = -394541.927174 nChanged 204 SP:Iteration 13Q (1070.134364 sec): 3 clusters Score: Raw -397487.141252 + Penalty 2825.495389 = -394661.645863 nChanged 142 SP:Iteration 14Q (1070.163601 sec): 3 clusters Score: Raw -397549.245518 + Penalty 2825.495389 = -394723.750129 nChanged 103 SP:Iteration 15Q (1070.185734 sec): 3 clusters Score: Raw -397587.996265 + Penalty 2825.495389 = -394762.500877 nChanged 76 SP:Iteration 16Q (1070.207674 sec): 3 clusters Score: Raw -397612.485827 + Penalty 2825.495389 = -394786.990438 nChanged 55 SP:Iteration 17Q (1070.229581 sec): 3 clusters Score: Raw -397627.158564 + Penalty 2825.495389 = -394801.663175 nChanged 34 SP:Iteration 18Q (1070.251562 sec): 3 clusters Score: Raw -397633.779342 + Penalty 2825.495389 = -394808.283953 nChanged 28 SP:Iteration 19Q (1070.273156 sec): 3 clusters Score: Raw -397641.224582 + Penalty 2825.495389 = -394815.729193 nChanged 16 SP:Iteration 20F (1070.295905 sec): 3 clusters Score: Raw -397644.489212 + Penalty 2825.495389 = -394818.993823 nChanged 11 SP:Iteration 21Q (1070.317673 sec): 3 clusters Score: Raw -397647.009464 + Penalty 2825.495389 = -394821.514075 nChanged 13 SP:Iteration 22Q (1070.339979 sec): 3 clusters Score: Raw -397650.637634 + Penalty 2825.495389 = -394825.142245 nChanged 14 SP:Iteration 23Q (1070.365419 sec): 3 clusters Score: Raw -397652.762109 + Penalty 2825.495389 = -394827.266720 nChanged 6 SP:Iteration 24Q (1070.387716 sec): 3 clusters Score: Raw -397653.945735 + Penalty 2825.495389 = -394828.450346 nChanged 4 SP:Iteration 25Q (1070.412559 sec): 3 clusters Score: Raw -397654.337432 + Penalty 2825.495389 = -394828.842043 nChanged 1 SP:Iteration 26Q (1070.434405 sec): 3 clusters Score: Raw -397654.550147 + Penalty 2825.495389 = -394829.054759 nChanged 2 SP:Iteration 27Q (1070.456445 sec): 3 clusters Score: Raw -397654.915584 + Penalty 2825.495389 = -394829.420196 nChanged 4 SP:Iteration 28Q (1070.478441 sec): 3 clusters Score: Raw -397655.648921 + Penalty 2825.495389 = -394830.153532 nChanged 5 SP:Iteration 29Q (1070.500756 sec): 3 clusters Score: Raw -397656.674130 + Penalty 2825.495389 = -394831.178742 nChanged 5 SP:Iteration 30Q (1070.523898 sec): 3 clusters Score: Raw -397657.285825 + Penalty 2825.495389 = -394831.790436 nChanged 3 SP:Iteration 31Q (1070.545931 sec): 3 clusters Score: Raw -397657.849333 + Penalty 2825.495389 = -394832.353945 nChanged 3 SP:Iteration 32Q (1070.568056 sec): 3 clusters Score: Raw -397658.183508 + Penalty 2825.495389 = -394832.688119 nChanged 2 SP:Iteration 33Q (1070.597652 sec): 3 clusters Score: Raw -397658.342293 + Penalty 2825.495389 = -394832.846904 nChanged 1 SP:Iteration 34Q (1070.619732 sec): 3 clusters Score: Raw -397658.440759 + Penalty 2825.495389 = -394832.945370 nChanged 1 SP:Iteration 35Q (1070.641831 sec): 3 clusters Score: Raw -397658.747856 + Penalty 2825.495389 = -394833.252467 nChanged 2 SP:Iteration 36Q (1070.664036 sec): 3 clusters Score: Raw -397659.035795 + Penalty 2825.495389 = -394833.540406 nChanged 2 SP:Iteration 37Q (1070.686264 sec): 3 clusters Score: Raw -397659.345098 + Penalty 2825.495389 = -394833.849709 nChanged 1 SP:Iteration 38Q (1070.708455 sec): 3 clusters Score: Raw -397659.485582 + Penalty 2825.495389 = -394833.990193 nChanged 0 SP:Iteration 39F (1070.731352 sec): 3 clusters Score: Raw -397659.485582 + Penalty 2825.495389 = -394833.990193 nChanged 0 Trying to split cluster 2 (5433 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1070.750086 sec): 2 clusters Score: Raw -389935.162313 + Penalty 1397.540096 = -388537.622217 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1070.772291 sec): 3 clusters Score: Raw -387045.755082 + Penalty 2795.080193 = -384250.674889 nChanged 2198 SP:Iteration 1F (1070.793813 sec): 3 clusters Score: Raw -388251.717088 + Penalty 2795.080193 = -385456.636895 nChanged 369 SP:Iteration 2F (1070.815253 sec): 3 clusters Score: Raw -388431.463743 + Penalty 2795.080193 = -385636.383551 nChanged 283 SP:Iteration 3F (1070.836761 sec): 3 clusters Score: Raw -388561.804026 + Penalty 2795.080193 = -385766.723834 nChanged 223 SP:Iteration 4Q (1070.858529 sec): 3 clusters Score: Raw -388654.891439 + Penalty 2795.080193 = -385859.811246 nChanged 160 SP:Iteration 5Q (1070.879932 sec): 3 clusters Score: Raw -388717.900603 + Penalty 2795.080193 = -385922.820411 nChanged 149 SP:Iteration 6Q (1070.901604 sec): 3 clusters Score: Raw -388779.959016 + Penalty 2795.080193 = -385984.878823 nChanged 143 SP:Iteration 7Q (1070.923236 sec): 3 clusters Score: Raw -388843.872257 + Penalty 2795.080193 = -386048.792064 nChanged 136 SP:Iteration 8Q (1070.944805 sec): 3 clusters Score: Raw -388910.078506 + Penalty 2795.080193 = -386114.998313 nChanged 125 SP:Iteration 9Q (1070.966644 sec): 3 clusters Score: Raw -388971.851045 + Penalty 2795.080193 = -386176.770852 nChanged 140 SP:Iteration 10Q (1070.988333 sec): 3 clusters Score: Raw -389043.295793 + Penalty 2795.080193 = -386248.215601 nChanged 146 SP:Iteration 11Q (1071.010022 sec): 3 clusters Score: Raw -389128.249515 + Penalty 2795.080193 = -386333.169322 nChanged 161 SP:Iteration 12Q (1071.031595 sec): 3 clusters Score: Raw -389229.555756 + Penalty 2795.080193 = -386434.475564 nChanged 150 SP:Iteration 13Q (1071.053002 sec): 3 clusters Score: Raw -389319.430322 + Penalty 2795.080193 = -386524.350130 nChanged 148 SP:Iteration 14Q (1071.074383 sec): 3 clusters Score: Raw -389398.204620 + Penalty 2795.080193 = -386603.124427 nChanged 131 SP:Iteration 15Q (1071.095992 sec): 3 clusters Score: Raw -389462.674441 + Penalty 2795.080193 = -386667.594248 nChanged 127 SP:Iteration 16Q (1071.117329 sec): 3 clusters Score: Raw -389524.820235 + Penalty 2795.080193 = -386729.740043 nChanged 109 SP:Iteration 17Q (1071.138584 sec): 3 clusters Score: Raw -389580.523307 + Penalty 2795.080193 = -386785.443114 nChanged 104 SP:Iteration 18Q (1071.160061 sec): 3 clusters Score: Raw -389626.032497 + Penalty 2795.080193 = -386830.952304 nChanged 85 SP:Iteration 19Q (1071.192169 sec): 3 clusters Score: Raw -389659.495929 + Penalty 2795.080193 = -386864.415736 nChanged 72 SP:Iteration 20F (1071.213655 sec): 3 clusters Score: Raw -389685.317069 + Penalty 2795.080193 = -386890.236876 nChanged 66 SP:Iteration 21Q (1071.234946 sec): 3 clusters Score: Raw -389707.274103 + Penalty 2795.080193 = -386912.193911 nChanged 53 SP:Iteration 22Q (1071.256085 sec): 3 clusters Score: Raw -389723.528533 + Penalty 2795.080193 = -386928.448341 nChanged 41 SP:Iteration 23Q (1071.277049 sec): 3 clusters Score: Raw -389733.854026 + Penalty 2795.080193 = -386938.773833 nChanged 25 SP:Iteration 24Q (1071.298182 sec): 3 clusters Score: Raw -389740.760173 + Penalty 2795.080193 = -386945.679980 nChanged 28 SP:Iteration 25Q (1071.319292 sec): 3 clusters Score: Raw -389746.646280 + Penalty 2795.080193 = -386951.566088 nChanged 23 SP:Iteration 26Q (1071.346007 sec): 3 clusters Score: Raw -389750.947493 + Penalty 2795.080193 = -386955.867300 nChanged 18 SP:Iteration 27Q (1071.367100 sec): 3 clusters Score: Raw -389755.066414 + Penalty 2795.080193 = -386959.986221 nChanged 15 SP:Iteration 28Q (1071.388070 sec): 3 clusters Score: Raw -389758.222937 + Penalty 2795.080193 = -386963.142745 nChanged 12 SP:Iteration 29Q (1071.409020 sec): 3 clusters Score: Raw -389761.293286 + Penalty 2795.080193 = -386966.213094 nChanged 10 SP:Iteration 30Q (1071.430234 sec): 3 clusters Score: Raw -389764.034613 + Penalty 2795.080193 = -386968.954421 nChanged 17 SP:Iteration 31Q (1071.456774 sec): 3 clusters Score: Raw -389768.558533 + Penalty 2795.080193 = -386973.478340 nChanged 20 SP:Iteration 32Q (1071.477762 sec): 3 clusters Score: Raw -389773.213506 + Penalty 2795.080193 = -386978.133314 nChanged 13 SP:Iteration 33Q (1071.498728 sec): 3 clusters Score: Raw -389775.876586 + Penalty 2795.080193 = -386980.796394 nChanged 9 SP:Iteration 34Q (1071.519623 sec): 3 clusters Score: Raw -389777.059682 + Penalty 2795.080193 = -386981.979489 nChanged 8 SP:Iteration 35Q (1071.540742 sec): 3 clusters Score: Raw -389778.397657 + Penalty 2795.080193 = -386983.317464 nChanged 8 SP:Iteration 36Q (1071.561417 sec): 3 clusters Score: Raw -389780.083024 + Penalty 2795.080193 = -386985.002831 nChanged 6 SP:Iteration 37Q (1071.582403 sec): 3 clusters Score: Raw -389781.558513 + Penalty 2795.080193 = -386986.478321 nChanged 7 SP:Iteration 38Q (1071.603262 sec): 3 clusters Score: Raw -389782.956995 + Penalty 2795.080193 = -386987.876802 nChanged 5 SP:Iteration 39Q (1071.624190 sec): 3 clusters Score: Raw -389783.786870 + Penalty 2795.080193 = -386988.706678 nChanged 5 SP:Iteration 40F (1071.645836 sec): 3 clusters Score: Raw -389784.534348 + Penalty 2795.080193 = -386989.454155 nChanged 7 SP:Iteration 41Q (1071.667648 sec): 3 clusters Score: Raw -389786.060108 + Penalty 2795.080193 = -386990.979915 nChanged 8 SP:Iteration 42Q (1071.688679 sec): 3 clusters Score: Raw -389787.407178 + Penalty 2795.080193 = -386992.326985 nChanged 4 SP:Iteration 43Q (1071.709727 sec): 3 clusters Score: Raw -389788.092892 + Penalty 2795.080193 = -386993.012699 nChanged 4 SP:Iteration 44Q (1071.730836 sec): 3 clusters Score: Raw -389788.602367 + Penalty 2795.080193 = -386993.522174 nChanged 4 SP:Iteration 45Q (1071.751823 sec): 3 clusters Score: Raw -389789.168826 + Penalty 2795.080193 = -386994.088634 nChanged 2 SP:Iteration 46Q (1071.772863 sec): 3 clusters Score: Raw -389789.349418 + Penalty 2795.080193 = -386994.269225 nChanged 2 SP:Iteration 47Q (1071.793857 sec): 3 clusters Score: Raw -389789.709899 + Penalty 2795.080193 = -386994.629707 nChanged 2 SP:Iteration 48Q (1071.814927 sec): 3 clusters Score: Raw -389789.896644 + Penalty 2795.080193 = -386994.816451 nChanged 0 SP:Iteration 49F (1071.836211 sec): 3 clusters Score: Raw -389789.896644 + Penalty 2795.080193 = -386994.816451 nChanged 0 Trying to split cluster 3 (33918 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1071.887089 sec): 2 clusters Score: Raw -2324763.319161 + Penalty 1695.151433 = -2323068.167728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1071.953312 sec): 3 clusters Score: Raw -2303667.915348 + Penalty 3390.302866 = -2300277.612482 nChanged 15671 SP:Iteration 1F (1072.015013 sec): 3 clusters Score: Raw -2313010.056376 + Penalty 3390.302866 = -2309619.753510 nChanged 1810 SP:Iteration 2F (1072.076807 sec): 3 clusters Score: Raw -2313951.714526 + Penalty 3390.302866 = -2310561.411660 nChanged 1966 SP:Iteration 3F (1072.139198 sec): 3 clusters Score: Raw -2315147.469722 + Penalty 3390.302866 = -2311757.166856 nChanged 2164 SP:Iteration 4F (1072.200290 sec): 3 clusters Score: Raw -2316702.703046 + Penalty 3390.302866 = -2313312.400180 nChanged 2268 SP:Iteration 5F (1072.261612 sec): 3 clusters Score: Raw -2318465.134725 + Penalty 3390.302866 = -2315074.831859 nChanged 2349 SP:Iteration 6F (1072.336663 sec): 3 clusters Score: Raw -2320297.996594 + Penalty 3390.302866 = -2316907.693728 nChanged 2176 SP:Iteration 7F (1072.405857 sec): 3 clusters Score: Raw -2321771.070335 + Penalty 3390.302866 = -2318380.767469 nChanged 1643 SP:Iteration 8Q (1072.474175 sec): 3 clusters Score: Raw -2322624.451773 + Penalty 3390.302866 = -2319234.148907 nChanged 1128 SP:Iteration 9Q (1072.538083 sec): 3 clusters Score: Raw -2323036.373362 + Penalty 3390.302866 = -2319646.070496 nChanged 747 SP:Iteration 10Q (1072.612000 sec): 3 clusters Score: Raw -2323242.246758 + Penalty 3390.302866 = -2319851.943892 nChanged 508 SP:Iteration 11Q (1072.690504 sec): 3 clusters Score: Raw -2323350.910763 + Penalty 3390.302866 = -2319960.607897 nChanged 396 SP:Iteration 12Q (1072.750634 sec): 3 clusters Score: Raw -2323427.993946 + Penalty 3390.302866 = -2320037.691080 nChanged 313 SP:Iteration 13Q (1072.812279 sec): 3 clusters Score: Raw -2323486.292071 + Penalty 3390.302866 = -2320095.989206 nChanged 303 SP:Iteration 14Q (1072.873195 sec): 3 clusters Score: Raw -2323548.018149 + Penalty 3390.302866 = -2320157.715283 nChanged 293 SP:Iteration 15Q (1072.934236 sec): 3 clusters Score: Raw -2323598.103445 + Penalty 3390.302866 = -2320207.800579 nChanged 249 SP:Iteration 16Q (1073.015214 sec): 3 clusters Score: Raw -2323637.563376 + Penalty 3390.302866 = -2320247.260510 nChanged 224 SP:Iteration 17Q (1073.075441 sec): 3 clusters Score: Raw -2323674.645387 + Penalty 3390.302866 = -2320284.342522 nChanged 243 SP:Iteration 18Q (1073.136565 sec): 3 clusters Score: Raw -2323709.851079 + Penalty 3390.302866 = -2320319.548213 nChanged 206 SP:Iteration 19Q (1073.197650 sec): 3 clusters Score: Raw -2323738.341864 + Penalty 3390.302866 = -2320348.038998 nChanged 190 SP:Iteration 20F (1073.259053 sec): 3 clusters Score: Raw -2323761.305790 + Penalty 3390.302866 = -2320371.002924 nChanged 175 SP:Iteration 21Q (1073.320416 sec): 3 clusters Score: Raw -2323782.507027 + Penalty 3390.302866 = -2320392.204161 nChanged 154 SP:Iteration 22Q (1073.381453 sec): 3 clusters Score: Raw -2323801.119132 + Penalty 3390.302866 = -2320410.816266 nChanged 147 SP:Iteration 23Q (1073.442105 sec): 3 clusters Score: Raw -2323818.629747 + Penalty 3390.302866 = -2320428.326881 nChanged 129 SP:Iteration 24Q (1073.502629 sec): 3 clusters Score: Raw -2323831.426566 + Penalty 3390.302866 = -2320441.123700 nChanged 126 SP:Iteration 25Q (1073.563179 sec): 3 clusters Score: Raw -2323843.561033 + Penalty 3390.302866 = -2320453.258167 nChanged 111 SP:Iteration 26Q (1073.623381 sec): 3 clusters Score: Raw -2323855.576623 + Penalty 3390.302866 = -2320465.273757 nChanged 117 SP:Iteration 27Q (1073.682798 sec): 3 clusters Score: Raw -2323867.249162 + Penalty 3390.302866 = -2320476.946296 nChanged 109 SP:Iteration 28Q (1073.777521 sec): 3 clusters Score: Raw -2323877.042978 + Penalty 3390.302866 = -2320486.740112 nChanged 103 SP:Iteration 29Q (1073.842675 sec): 3 clusters Score: Raw -2323885.846078 + Penalty 3390.302866 = -2320495.543212 nChanged 97 SP:Iteration 30Q (1073.903064 sec): 3 clusters Score: Raw -2323894.627618 + Penalty 3390.302866 = -2320504.324752 nChanged 94 SP:Iteration 31Q (1073.963989 sec): 3 clusters Score: Raw -2323902.947384 + Penalty 3390.302866 = -2320512.644518 nChanged 87 SP:Iteration 32Q (1074.024582 sec): 3 clusters Score: Raw -2323909.951497 + Penalty 3390.302866 = -2320519.648631 nChanged 77 SP:Iteration 33Q (1074.085245 sec): 3 clusters Score: Raw -2323915.267153 + Penalty 3390.302866 = -2320524.964287 nChanged 84 SP:Iteration 34Q (1074.145584 sec): 3 clusters Score: Raw -2323922.125775 + Penalty 3390.302866 = -2320531.822909 nChanged 90 SP:Iteration 35Q (1074.205454 sec): 3 clusters Score: Raw -2323929.803865 + Penalty 3390.302866 = -2320539.500999 nChanged 94 SP:Iteration 36Q (1074.265153 sec): 3 clusters Score: Raw -2323937.201510 + Penalty 3390.302866 = -2320546.898644 nChanged 92 SP:Iteration 37Q (1074.324921 sec): 3 clusters Score: Raw -2323945.461688 + Penalty 3390.302866 = -2320555.158822 nChanged 106 SP:Iteration 38Q (1074.384537 sec): 3 clusters Score: Raw -2323954.015589 + Penalty 3390.302866 = -2320563.712723 nChanged 81 SP:Iteration 39Q (1074.444250 sec): 3 clusters Score: Raw -2323960.292482 + Penalty 3390.302866 = -2320569.989616 nChanged 75 SP:Iteration 40F (1074.504622 sec): 3 clusters Score: Raw -2323967.195193 + Penalty 3390.302866 = -2320576.892327 nChanged 77 SP:Iteration 41Q (1074.566921 sec): 3 clusters Score: Raw -2323972.872767 + Penalty 3390.302866 = -2320582.569901 nChanged 67 SP:Iteration 42Q (1074.626610 sec): 3 clusters Score: Raw -2323978.623810 + Penalty 3390.302866 = -2320588.320944 nChanged 85 SP:Iteration 43Q (1074.706314 sec): 3 clusters Score: Raw -2323985.609382 + Penalty 3390.302866 = -2320595.306516 nChanged 75 SP:Iteration 44Q (1074.766814 sec): 3 clusters Score: Raw -2323990.183242 + Penalty 3390.302866 = -2320599.880376 nChanged 62 SP:Iteration 45Q (1074.831220 sec): 3 clusters Score: Raw -2323994.462124 + Penalty 3390.302866 = -2320604.159258 nChanged 58 SP:Iteration 46Q (1074.891154 sec): 3 clusters Score: Raw -2323998.258835 + Penalty 3390.302866 = -2320607.955969 nChanged 65 SP:Iteration 47Q (1074.951923 sec): 3 clusters Score: Raw -2324002.224623 + Penalty 3390.302866 = -2320611.921757 nChanged 43 SP:Iteration 48Q (1075.011700 sec): 3 clusters Score: Raw -2324004.432919 + Penalty 3390.302866 = -2320614.130053 nChanged 39 SP:Iteration 49Q (1075.071499 sec): 3 clusters Score: Raw -2324006.172666 + Penalty 3390.302866 = -2320615.869800 nChanged 31 SP:Iteration 50Q (1075.131144 sec): 3 clusters Score: Raw -2324007.638176 + Penalty 3390.302866 = -2320617.335310 nChanged 28 SP:Iteration 51Q (1075.192029 sec): 3 clusters Score: Raw -2324009.017251 + Penalty 3390.302866 = -2320618.714385 nChanged 25 SP:Iteration 52Q (1075.251312 sec): 3 clusters Score: Raw -2324010.366280 + Penalty 3390.302866 = -2320620.063414 nChanged 17 SP:Iteration 53Q (1075.350085 sec): 3 clusters Score: Raw -2324010.953913 + Penalty 3390.302866 = -2320620.651047 nChanged 13 SP:Iteration 54Q (1075.442360 sec): 3 clusters Score: Raw -2324011.468910 + Penalty 3390.302866 = -2320621.166044 nChanged 13 SP:Iteration 55Q (1075.501777 sec): 3 clusters Score: Raw -2324011.994966 + Penalty 3390.302866 = -2320621.692100 nChanged 15 SP:Iteration 56Q (1075.561468 sec): 3 clusters Score: Raw -2324012.711625 + Penalty 3390.302866 = -2320622.408759 nChanged 16 SP:Iteration 57Q (1075.621167 sec): 3 clusters Score: Raw -2324013.229880 + Penalty 3390.302866 = -2320622.927014 nChanged 17 SP:Iteration 58Q (1075.680793 sec): 3 clusters Score: Raw -2324013.741726 + Penalty 3390.302866 = -2320623.438861 nChanged 19 SP:Iteration 59Q (1075.740567 sec): 3 clusters Score: Raw -2324014.362485 + Penalty 3390.302866 = -2320624.059619 nChanged 18 SP:Iteration 60F (1075.801156 sec): 3 clusters Score: Raw -2324014.933564 + Penalty 3390.302866 = -2320624.630698 nChanged 11 SP:Iteration 61Q (1075.862099 sec): 3 clusters Score: Raw -2324015.441388 + Penalty 3390.302866 = -2320625.138523 nChanged 11 SP:Iteration 62Q (1075.922028 sec): 3 clusters Score: Raw -2324015.861838 + Penalty 3390.302866 = -2320625.558972 nChanged 14 SP:Iteration 63Q (1075.981726 sec): 3 clusters Score: Raw -2324016.523866 + Penalty 3390.302866 = -2320626.221000 nChanged 10 SP:Iteration 64Q (1076.041444 sec): 3 clusters Score: Raw -2324017.044405 + Penalty 3390.302866 = -2320626.741539 nChanged 14 SP:Iteration 65Q (1076.101215 sec): 3 clusters Score: Raw -2324017.613010 + Penalty 3390.302866 = -2320627.310144 nChanged 12 SP:Iteration 66Q (1076.161191 sec): 3 clusters Score: Raw -2324018.080638 + Penalty 3390.302866 = -2320627.777772 nChanged 18 SP:Iteration 67Q (1076.220757 sec): 3 clusters Score: Raw -2324018.900398 + Penalty 3390.302866 = -2320628.597532 nChanged 19 SP:Iteration 68Q (1076.280608 sec): 3 clusters Score: Raw -2324019.970860 + Penalty 3390.302866 = -2320629.667994 nChanged 30 SP:Iteration 69Q (1076.340398 sec): 3 clusters Score: Raw -2324021.436315 + Penalty 3390.302866 = -2320631.133449 nChanged 30 SP:Iteration 70Q (1076.400380 sec): 3 clusters Score: Raw -2324022.754366 + Penalty 3390.302866 = -2320632.451500 nChanged 21 SP:Iteration 71Q (1076.460026 sec): 3 clusters Score: Raw -2324023.323728 + Penalty 3390.302866 = -2320633.020862 nChanged 12 SP:Iteration 72Q (1076.519904 sec): 3 clusters Score: Raw -2324023.817967 + Penalty 3390.302866 = -2320633.515101 nChanged 18 SP:Iteration 73Q (1076.579869 sec): 3 clusters Score: Raw -2324024.342173 + Penalty 3390.302866 = -2320634.039307 nChanged 18 SP:Iteration 74Q (1076.675394 sec): 3 clusters Score: Raw -2324024.962111 + Penalty 3390.302866 = -2320634.659245 nChanged 16 SP:Iteration 75Q (1076.741677 sec): 3 clusters Score: Raw -2324025.505070 + Penalty 3390.302866 = -2320635.202204 nChanged 14 SP:Iteration 76Q (1076.801301 sec): 3 clusters Score: Raw -2324025.923976 + Penalty 3390.302866 = -2320635.621110 nChanged 7 SP:Iteration 77Q (1076.861118 sec): 3 clusters Score: Raw -2324026.183416 + Penalty 3390.302866 = -2320635.880550 nChanged 6 SP:Iteration 78Q (1076.920786 sec): 3 clusters Score: Raw -2324026.359670 + Penalty 3390.302866 = -2320636.056804 nChanged 4 SP:Iteration 79Q (1077.019318 sec): 3 clusters Score: Raw -2324026.447723 + Penalty 3390.302866 = -2320636.144857 nChanged 2 SP:Iteration 80F (1077.080884 sec): 3 clusters Score: Raw -2324026.553983 + Penalty 3390.302866 = -2320636.251117 nChanged 2 SP:Iteration 81Q (1077.141917 sec): 3 clusters Score: Raw -2324026.632978 + Penalty 3390.302866 = -2320636.330112 nChanged 1 SP:Iteration 82Q (1077.201730 sec): 3 clusters Score: Raw -2324026.641463 + Penalty 3390.302866 = -2320636.338597 nChanged 0 SP:Iteration 83F (1077.261903 sec): 3 clusters Score: Raw -2324026.641463 + Penalty 3390.302866 = -2320636.338597 nChanged 0 Trying to split cluster 4 (3774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1077.274201 sec): 2 clusters Score: Raw -256844.492290 + Penalty 1338.332243 = -255506.160047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1077.293331 sec): 3 clusters Score: Raw -254941.765731 + Penalty 2676.664486 = -252265.101245 nChanged 1488 SP:Iteration 1F (1077.311100 sec): 3 clusters Score: Raw -255752.164813 + Penalty 2676.664486 = -253075.500327 nChanged 269 SP:Iteration 2F (1077.329124 sec): 3 clusters Score: Raw -255902.655291 + Penalty 2676.664486 = -253225.990805 nChanged 200 SP:Iteration 3F (1077.347127 sec): 3 clusters Score: Raw -256016.524532 + Penalty 2676.664486 = -253339.860047 nChanged 178 SP:Iteration 4Q (1077.365217 sec): 3 clusters Score: Raw -256115.495788 + Penalty 2676.664486 = -253438.831302 nChanged 154 SP:Iteration 5Q (1077.383317 sec): 3 clusters Score: Raw -256197.264861 + Penalty 2676.664486 = -253520.600375 nChanged 136 SP:Iteration 6Q (1077.401408 sec): 3 clusters Score: Raw -256266.479403 + Penalty 2676.664486 = -253589.814917 nChanged 119 SP:Iteration 7Q (1077.419233 sec): 3 clusters Score: Raw -256322.026117 + Penalty 2676.664486 = -253645.361631 nChanged 94 SP:Iteration 8Q (1077.437333 sec): 3 clusters Score: Raw -256370.988203 + Penalty 2676.664486 = -253694.323718 nChanged 71 SP:Iteration 9Q (1077.455391 sec): 3 clusters Score: Raw -256403.472341 + Penalty 2676.664486 = -253726.807855 nChanged 75 SP:Iteration 10Q (1077.473435 sec): 3 clusters Score: Raw -256439.567598 + Penalty 2676.664486 = -253762.903112 nChanged 78 SP:Iteration 11Q (1077.491498 sec): 3 clusters Score: Raw -256470.948150 + Penalty 2676.664486 = -253794.283664 nChanged 73 SP:Iteration 12Q (1077.509537 sec): 3 clusters Score: Raw -256503.440055 + Penalty 2676.664486 = -253826.775569 nChanged 76 SP:Iteration 13Q (1077.527578 sec): 3 clusters Score: Raw -256537.445196 + Penalty 2676.664486 = -253860.780710 nChanged 71 SP:Iteration 14Q (1077.545608 sec): 3 clusters Score: Raw -256569.544334 + Penalty 2676.664486 = -253892.879848 nChanged 74 SP:Iteration 15Q (1077.563628 sec): 3 clusters Score: Raw -256606.516683 + Penalty 2676.664486 = -253929.852198 nChanged 74 SP:Iteration 16Q (1077.581390 sec): 3 clusters Score: Raw -256642.090586 + Penalty 2676.664486 = -253965.426100 nChanged 73 SP:Iteration 17Q (1077.599441 sec): 3 clusters Score: Raw -256673.391025 + Penalty 2676.664486 = -253996.726539 nChanged 56 SP:Iteration 18Q (1077.617469 sec): 3 clusters Score: Raw -256697.842021 + Penalty 2676.664486 = -254021.177535 nChanged 53 SP:Iteration 19Q (1077.635333 sec): 3 clusters Score: Raw -256718.093134 + Penalty 2676.664486 = -254041.428648 nChanged 32 SP:Iteration 20F (1077.653312 sec): 3 clusters Score: Raw -256729.291847 + Penalty 2676.664486 = -254052.627361 nChanged 25 SP:Iteration 21Q (1077.671320 sec): 3 clusters Score: Raw -256739.591974 + Penalty 2676.664486 = -254062.927488 nChanged 29 SP:Iteration 22Q (1077.689335 sec): 3 clusters Score: Raw -256751.104963 + Penalty 2676.664486 = -254074.440477 nChanged 33 SP:Iteration 23Q (1077.707192 sec): 3 clusters Score: Raw -256765.298603 + Penalty 2676.664486 = -254088.634117 nChanged 29 SP:Iteration 24Q (1077.725046 sec): 3 clusters Score: Raw -256779.224150 + Penalty 2676.664486 = -254102.559664 nChanged 31 SP:Iteration 25Q (1077.743046 sec): 3 clusters Score: Raw -256795.350641 + Penalty 2676.664486 = -254118.686155 nChanged 31 SP:Iteration 26Q (1077.761043 sec): 3 clusters Score: Raw -256808.351233 + Penalty 2676.664486 = -254131.686747 nChanged 24 SP:Iteration 27Q (1077.779072 sec): 3 clusters Score: Raw -256818.360787 + Penalty 2676.664486 = -254141.696301 nChanged 20 SP:Iteration 28Q (1077.797076 sec): 3 clusters Score: Raw -256830.010163 + Penalty 2676.664486 = -254153.345677 nChanged 19 SP:Iteration 29Q (1077.815106 sec): 3 clusters Score: Raw -256844.556416 + Penalty 2676.664486 = -254167.891930 nChanged 24 SP:Iteration 30Q (1077.832951 sec): 3 clusters Score: Raw -256856.365731 + Penalty 2676.664486 = -254179.701245 nChanged 26 SP:Iteration 31Q (1077.850962 sec): 3 clusters Score: Raw -256871.093950 + Penalty 2676.664486 = -254194.429464 nChanged 26 SP:Iteration 32Q (1077.868938 sec): 3 clusters Score: Raw -256888.990368 + Penalty 2676.664486 = -254212.325882 nChanged 21 SP:Iteration 33Q (1077.886861 sec): 3 clusters Score: Raw -256897.892758 + Penalty 2676.664486 = -254221.228272 nChanged 15 SP:Iteration 34Q (1077.904861 sec): 3 clusters Score: Raw -256903.763283 + Penalty 2676.664486 = -254227.098797 nChanged 8 SP:Iteration 35Q (1077.922848 sec): 3 clusters Score: Raw -256908.633626 + Penalty 2676.664486 = -254231.969140 nChanged 13 SP:Iteration 36Q (1077.940827 sec): 3 clusters Score: Raw -256913.445014 + Penalty 2676.664486 = -254236.780528 nChanged 11 SP:Iteration 37Q (1077.958795 sec): 3 clusters Score: Raw -256918.226066 + Penalty 2676.664486 = -254241.561580 nChanged 10 SP:Iteration 38Q (1077.976629 sec): 3 clusters Score: Raw -256922.401416 + Penalty 2676.664486 = -254245.736930 nChanged 11 SP:Iteration 39Q (1077.994607 sec): 3 clusters Score: Raw -256925.970497 + Penalty 2676.664486 = -254249.306011 nChanged 8 SP:Iteration 40F (1078.012408 sec): 3 clusters Score: Raw -256928.747120 + Penalty 2676.664486 = -254252.082634 nChanged 4 SP:Iteration 41Q (1078.030397 sec): 3 clusters Score: Raw -256930.031200 + Penalty 2676.664486 = -254253.366714 nChanged 2 SP:Iteration 42Q (1078.048348 sec): 3 clusters Score: Raw -256930.885511 + Penalty 2676.664486 = -254254.221026 nChanged 2 SP:Iteration 43Q (1078.066318 sec): 3 clusters Score: Raw -256931.748988 + Penalty 2676.664486 = -254255.084502 nChanged 1 SP:Iteration 44Q (1078.084234 sec): 3 clusters Score: Raw -256932.465456 + Penalty 2676.664486 = -254255.800970 nChanged 4 SP:Iteration 45Q (1078.102058 sec): 3 clusters Score: Raw -256934.734408 + Penalty 2676.664486 = -254258.069922 nChanged 4 SP:Iteration 46Q (1078.119806 sec): 3 clusters Score: Raw -256936.465983 + Penalty 2676.664486 = -254259.801497 nChanged 3 SP:Iteration 47Q (1078.137789 sec): 3 clusters Score: Raw -256937.689180 + Penalty 2676.664486 = -254261.024694 nChanged 1 SP:Iteration 48Q (1078.155740 sec): 3 clusters Score: Raw -256938.068208 + Penalty 2676.664486 = -254261.403722 nChanged 3 SP:Iteration 49Q (1078.173719 sec): 3 clusters Score: Raw -256938.981107 + Penalty 2676.664486 = -254262.316621 nChanged 1 SP:Iteration 50Q (1078.191683 sec): 3 clusters Score: Raw -256939.201877 + Penalty 2676.664486 = -254262.537391 nChanged 0 SP:Iteration 51F (1078.209612 sec): 3 clusters Score: Raw -256939.201877 + Penalty 2676.664486 = -254262.537391 nChanged 0 Trying to split cluster 5 (47386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1078.276882 sec): 2 clusters Score: Raw -3155958.793545 + Penalty 1749.488342 = -3154209.305203 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1078.364504 sec): 3 clusters Score: Raw -3125840.099638 + Penalty 3498.976684 = -3122341.122954 nChanged 22344 SP:Iteration 1F (1078.445474 sec): 3 clusters Score: Raw -3138957.575357 + Penalty 3498.976684 = -3135458.598672 nChanged 2030 SP:Iteration 2Q (1078.531076 sec): 3 clusters Score: Raw -3139591.666080 + Penalty 3498.976684 = -3136092.689395 nChanged 1928 SP:Iteration 3Q (1078.616300 sec): 3 clusters Score: Raw -3140221.111221 + Penalty 3498.976684 = -3136722.134537 nChanged 1979 SP:Iteration 4Q (1078.701481 sec): 3 clusters Score: Raw -3140884.146831 + Penalty 3498.976684 = -3137385.170147 nChanged 1962 SP:Iteration 5Q (1078.786540 sec): 3 clusters Score: Raw -3141571.270554 + Penalty 3498.976684 = -3138072.293870 nChanged 1964 SP:Iteration 6Q (1078.871396 sec): 3 clusters Score: Raw -3142288.313129 + Penalty 3498.976684 = -3138789.336445 nChanged 2029 SP:Iteration 7Q (1078.956475 sec): 3 clusters Score: Raw -3143076.379251 + Penalty 3498.976684 = -3139577.402567 nChanged 1978 SP:Iteration 8Q (1079.041204 sec): 3 clusters Score: Raw -3143831.718700 + Penalty 3498.976684 = -3140332.742016 nChanged 1929 SP:Iteration 9Q (1079.125818 sec): 3 clusters Score: Raw -3144533.257744 + Penalty 3498.976684 = -3141034.281059 nChanged 1799 SP:Iteration 10Q (1079.210274 sec): 3 clusters Score: Raw -3145194.583472 + Penalty 3498.976684 = -3141695.606788 nChanged 1663 SP:Iteration 11Q (1079.294606 sec): 3 clusters Score: Raw -3145822.486720 + Penalty 3498.976684 = -3142323.510036 nChanged 1582 SP:Iteration 12Q (1079.412111 sec): 3 clusters Score: Raw -3146453.644745 + Penalty 3498.976684 = -3142954.668061 nChanged 1556 SP:Iteration 13Q (1079.527795 sec): 3 clusters Score: Raw -3147136.636996 + Penalty 3498.976684 = -3143637.660311 nChanged 1554 SP:Iteration 14Q (1079.611814 sec): 3 clusters Score: Raw -3147797.160045 + Penalty 3498.976684 = -3144298.183360 nChanged 1364 SP:Iteration 15Q (1079.718702 sec): 3 clusters Score: Raw -3148335.478724 + Penalty 3498.976684 = -3144836.502040 nChanged 1168 SP:Iteration 16Q (1079.801985 sec): 3 clusters Score: Raw -3148692.448734 + Penalty 3498.976684 = -3145193.472050 nChanged 885 SP:Iteration 17Q (1079.884715 sec): 3 clusters Score: Raw -3148898.553209 + Penalty 3498.976684 = -3145399.576524 nChanged 631 SP:Iteration 18Q (1079.966910 sec): 3 clusters Score: Raw -3149017.830276 + Penalty 3498.976684 = -3145518.853592 nChanged 472 SP:Iteration 19Q (1080.049089 sec): 3 clusters Score: Raw -3149091.868976 + Penalty 3498.976684 = -3145592.892292 nChanged 386 SP:Iteration 20F (1080.129783 sec): 3 clusters Score: Raw -3149148.307899 + Penalty 3498.976684 = -3145649.331214 nChanged 326 SP:Iteration 21Q (1080.212022 sec): 3 clusters Score: Raw -3149188.911897 + Penalty 3498.976684 = -3145689.935213 nChanged 290 SP:Iteration 22Q (1080.293833 sec): 3 clusters Score: Raw -3149224.800956 + Penalty 3498.976684 = -3145725.824271 nChanged 302 SP:Iteration 23Q (1080.375513 sec): 3 clusters Score: Raw -3149264.006983 + Penalty 3498.976684 = -3145765.030299 nChanged 299 SP:Iteration 24Q (1080.457287 sec): 3 clusters Score: Raw -3149299.661731 + Penalty 3498.976684 = -3145800.685047 nChanged 236 SP:Iteration 25Q (1080.538934 sec): 3 clusters Score: Raw -3149324.713015 + Penalty 3498.976684 = -3145825.736331 nChanged 243 SP:Iteration 26Q (1080.627118 sec): 3 clusters Score: Raw -3149353.397702 + Penalty 3498.976684 = -3145854.421018 nChanged 238 SP:Iteration 27Q (1080.708889 sec): 3 clusters Score: Raw -3149378.968837 + Penalty 3498.976684 = -3145879.992153 nChanged 236 SP:Iteration 28Q (1080.790644 sec): 3 clusters Score: Raw -3149404.227813 + Penalty 3498.976684 = -3145905.251128 nChanged 220 SP:Iteration 29Q (1080.883342 sec): 3 clusters Score: Raw -3149426.978961 + Penalty 3498.976684 = -3145928.002277 nChanged 223 SP:Iteration 30Q (1080.991945 sec): 3 clusters Score: Raw -3149450.046678 + Penalty 3498.976684 = -3145951.069994 nChanged 213 SP:Iteration 31Q (1081.073435 sec): 3 clusters Score: Raw -3149471.351199 + Penalty 3498.976684 = -3145972.374514 nChanged 217 SP:Iteration 32Q (1081.154809 sec): 3 clusters Score: Raw -3149493.470805 + Penalty 3498.976684 = -3145994.494121 nChanged 205 SP:Iteration 33Q (1081.236121 sec): 3 clusters Score: Raw -3149511.593025 + Penalty 3498.976684 = -3146012.616340 nChanged 196 SP:Iteration 34Q (1081.342828 sec): 3 clusters Score: Raw -3149531.603074 + Penalty 3498.976684 = -3146032.626390 nChanged 200 SP:Iteration 35Q (1081.424335 sec): 3 clusters Score: Raw -3149554.124340 + Penalty 3498.976684 = -3146055.147656 nChanged 214 SP:Iteration 36Q (1081.505633 sec): 3 clusters Score: Raw -3149580.613954 + Penalty 3498.976684 = -3146081.637270 nChanged 257 SP:Iteration 37Q (1081.586943 sec): 3 clusters Score: Raw -3149611.049270 + Penalty 3498.976684 = -3146112.072585 nChanged 270 SP:Iteration 38Q (1081.668098 sec): 3 clusters Score: Raw -3149640.290738 + Penalty 3498.976684 = -3146141.314054 nChanged 248 SP:Iteration 39Q (1081.749185 sec): 3 clusters Score: Raw -3149666.981134 + Penalty 3498.976684 = -3146168.004450 nChanged 232 SP:Iteration 40F (1081.829632 sec): 3 clusters Score: Raw -3149694.462429 + Penalty 3498.976684 = -3146195.485744 nChanged 219 SP:Iteration 41Q (1081.911586 sec): 3 clusters Score: Raw -3149718.451557 + Penalty 3498.976684 = -3146219.474873 nChanged 214 SP:Iteration 42Q (1081.993182 sec): 3 clusters Score: Raw -3149742.971171 + Penalty 3498.976684 = -3146243.994487 nChanged 233 SP:Iteration 43Q (1082.074581 sec): 3 clusters Score: Raw -3149766.299527 + Penalty 3498.976684 = -3146267.322843 nChanged 212 SP:Iteration 44Q (1082.155955 sec): 3 clusters Score: Raw -3149787.465049 + Penalty 3498.976684 = -3146288.488365 nChanged 248 SP:Iteration 45Q (1082.238257 sec): 3 clusters Score: Raw -3149815.782822 + Penalty 3498.976684 = -3146316.806138 nChanged 239 SP:Iteration 46Q (1082.319797 sec): 3 clusters Score: Raw -3149844.028689 + Penalty 3498.976684 = -3146345.052005 nChanged 233 SP:Iteration 47Q (1082.401145 sec): 3 clusters Score: Raw -3149870.787103 + Penalty 3498.976684 = -3146371.810419 nChanged 232 SP:Iteration 48Q (1082.482534 sec): 3 clusters Score: Raw -3149898.428437 + Penalty 3498.976684 = -3146399.451753 nChanged 259 SP:Iteration 49Q (1082.563720 sec): 3 clusters Score: Raw -3149932.162548 + Penalty 3498.976684 = -3146433.185864 nChanged 275 SP:Iteration 50Q (1082.644785 sec): 3 clusters Score: Raw -3149969.002976 + Penalty 3498.976684 = -3146470.026292 nChanged 309 SP:Iteration 51Q (1082.725888 sec): 3 clusters Score: Raw -3150016.888672 + Penalty 3498.976684 = -3146517.911988 nChanged 347 SP:Iteration 52Q (1082.806839 sec): 3 clusters Score: Raw -3150071.560370 + Penalty 3498.976684 = -3146572.583686 nChanged 364 SP:Iteration 53Q (1082.887736 sec): 3 clusters Score: Raw -3150135.851199 + Penalty 3498.976684 = -3146636.874515 nChanged 405 SP:Iteration 54Q (1082.968817 sec): 3 clusters Score: Raw -3150209.650172 + Penalty 3498.976684 = -3146710.673488 nChanged 439 SP:Iteration 55Q (1083.049725 sec): 3 clusters Score: Raw -3150291.709008 + Penalty 3498.976684 = -3146792.732324 nChanged 440 SP:Iteration 56Q (1083.151983 sec): 3 clusters Score: Raw -3150379.766658 + Penalty 3498.976684 = -3146880.789974 nChanged 481 SP:Iteration 57Q (1083.232298 sec): 3 clusters Score: Raw -3150485.347538 + Penalty 3498.976684 = -3146986.370854 nChanged 510 SP:Iteration 58Q (1083.313140 sec): 3 clusters Score: Raw -3150611.212711 + Penalty 3498.976684 = -3147112.236027 nChanged 534 SP:Iteration 59Q (1083.393320 sec): 3 clusters Score: Raw -3150747.153766 + Penalty 3498.976684 = -3147248.177082 nChanged 588 SP:Iteration 60F (1083.473532 sec): 3 clusters Score: Raw -3150917.662247 + Penalty 3498.976684 = -3147418.685563 nChanged 615 SP:Iteration 61Q (1083.554463 sec): 3 clusters Score: Raw -3151108.617376 + Penalty 3498.976684 = -3147609.640692 nChanged 660 SP:Iteration 62Q (1083.634651 sec): 3 clusters Score: Raw -3151309.456280 + Penalty 3498.976684 = -3147810.479596 nChanged 636 SP:Iteration 63Q (1083.714553 sec): 3 clusters Score: Raw -3151510.156144 + Penalty 3498.976684 = -3148011.179459 nChanged 652 SP:Iteration 64Q (1083.794310 sec): 3 clusters Score: Raw -3151721.177324 + Penalty 3498.976684 = -3148222.200640 nChanged 649 SP:Iteration 65Q (1083.873633 sec): 3 clusters Score: Raw -3151933.482689 + Penalty 3498.976684 = -3148434.506005 nChanged 611 SP:Iteration 66Q (1083.952641 sec): 3 clusters Score: Raw -3152122.444758 + Penalty 3498.976684 = -3148623.468073 nChanged 575 SP:Iteration 67Q (1084.031280 sec): 3 clusters Score: Raw -3152307.205196 + Penalty 3498.976684 = -3148808.228512 nChanged 602 SP:Iteration 68Q (1084.109571 sec): 3 clusters Score: Raw -3152503.614473 + Penalty 3498.976684 = -3149004.637789 nChanged 558 SP:Iteration 69Q (1084.187686 sec): 3 clusters Score: Raw -3152676.214553 + Penalty 3498.976684 = -3149177.237868 nChanged 542 SP:Iteration 70Q (1084.265338 sec): 3 clusters Score: Raw -3152833.219824 + Penalty 3498.976684 = -3149334.243140 nChanged 511 SP:Iteration 71Q (1084.342757 sec): 3 clusters Score: Raw -3152972.644325 + Penalty 3498.976684 = -3149473.667640 nChanged 475 SP:Iteration 72Q (1084.419921 sec): 3 clusters Score: Raw -3153108.036884 + Penalty 3498.976684 = -3149609.060200 nChanged 450 SP:Iteration 73Q (1084.496808 sec): 3 clusters Score: Raw -3153217.247403 + Penalty 3498.976684 = -3149718.270719 nChanged 437 SP:Iteration 74Q (1084.573614 sec): 3 clusters Score: Raw -3153323.130846 + Penalty 3498.976684 = -3149824.154162 nChanged 425 SP:Iteration 75Q (1084.654880 sec): 3 clusters Score: Raw -3153417.604838 + Penalty 3498.976684 = -3149918.628153 nChanged 389 SP:Iteration 76Q (1084.754420 sec): 3 clusters Score: Raw -3153501.065677 + Penalty 3498.976684 = -3150002.088993 nChanged 358 SP:Iteration 77Q (1084.864068 sec): 3 clusters Score: Raw -3153569.344796 + Penalty 3498.976684 = -3150070.368111 nChanged 312 SP:Iteration 78Q (1084.940955 sec): 3 clusters Score: Raw -3153619.433464 + Penalty 3498.976684 = -3150120.456780 nChanged 266 SP:Iteration 79Q (1085.016518 sec): 3 clusters Score: Raw -3153658.181621 + Penalty 3498.976684 = -3150159.204937 nChanged 251 SP:Iteration 80F (1085.096717 sec): 3 clusters Score: Raw -3153729.102591 + Penalty 3498.976684 = -3150230.125906 nChanged 260 SP:Iteration 81Q (1085.173818 sec): 3 clusters Score: Raw -3153769.837522 + Penalty 3498.976684 = -3150270.860838 nChanged 236 SP:Iteration 82Q (1085.250427 sec): 3 clusters Score: Raw -3153800.739378 + Penalty 3498.976684 = -3150301.762694 nChanged 208 SP:Iteration 83Q (1085.326640 sec): 3 clusters Score: Raw -3153827.097744 + Penalty 3498.976684 = -3150328.121060 nChanged 201 SP:Iteration 84Q (1085.402862 sec): 3 clusters Score: Raw -3153849.453543 + Penalty 3498.976684 = -3150350.476859 nChanged 171 SP:Iteration 85Q (1085.478945 sec): 3 clusters Score: Raw -3153868.272610 + Penalty 3498.976684 = -3150369.295926 nChanged 167 SP:Iteration 86Q (1085.555037 sec): 3 clusters Score: Raw -3153885.763689 + Penalty 3498.976684 = -3150386.787004 nChanged 168 SP:Iteration 87Q (1085.630791 sec): 3 clusters Score: Raw -3153904.757651 + Penalty 3498.976684 = -3150405.780967 nChanged 169 SP:Iteration 88Q (1085.706590 sec): 3 clusters Score: Raw -3153923.056033 + Penalty 3498.976684 = -3150424.079348 nChanged 144 SP:Iteration 89Q (1085.782236 sec): 3 clusters Score: Raw -3153938.672211 + Penalty 3498.976684 = -3150439.695527 nChanged 159 SP:Iteration 90Q (1085.858111 sec): 3 clusters Score: Raw -3153956.233793 + Penalty 3498.976684 = -3150457.257109 nChanged 176 SP:Iteration 91Q (1085.933642 sec): 3 clusters Score: Raw -3153978.157839 + Penalty 3498.976684 = -3150479.181155 nChanged 181 SP:Iteration 92Q (1086.009078 sec): 3 clusters Score: Raw -3153999.829269 + Penalty 3498.976684 = -3150500.852585 nChanged 192 SP:Iteration 93Q (1086.084403 sec): 3 clusters Score: Raw -3154019.924190 + Penalty 3498.976684 = -3150520.947505 nChanged 172 SP:Iteration 94Q (1086.159675 sec): 3 clusters Score: Raw -3154038.700948 + Penalty 3498.976684 = -3150539.724264 nChanged 161 SP:Iteration 95Q (1086.234949 sec): 3 clusters Score: Raw -3154057.190034 + Penalty 3498.976684 = -3150558.213350 nChanged 160 SP:Iteration 96Q (1086.310007 sec): 3 clusters Score: Raw -3154075.295202 + Penalty 3498.976684 = -3150576.318518 nChanged 154 SP:Iteration 97Q (1086.384943 sec): 3 clusters Score: Raw -3154092.865715 + Penalty 3498.976684 = -3150593.889031 nChanged 156 SP:Iteration 98Q (1086.459820 sec): 3 clusters Score: Raw -3154109.119489 + Penalty 3498.976684 = -3150610.142805 nChanged 154 SP:Iteration 99Q (1086.557119 sec): 3 clusters Score: Raw -3154123.120095 + Penalty 3498.976684 = -3150624.143410 nChanged 156 SP:Iteration 100F (1086.637693 sec): 3 clusters Score: Raw -3154139.139673 + Penalty 3498.976684 = -3150640.162988 nChanged 177 SP:Iteration 101Q (1086.714875 sec): 3 clusters Score: Raw -3154157.823067 + Penalty 3498.976684 = -3150658.846383 nChanged 153 SP:Iteration 102Q (1086.790849 sec): 3 clusters Score: Raw -3154173.954444 + Penalty 3498.976684 = -3150674.977760 nChanged 173 SP:Iteration 103Q (1086.867047 sec): 3 clusters Score: Raw -3154199.440902 + Penalty 3498.976684 = -3150700.464218 nChanged 211 SP:Iteration 104Q (1086.942808 sec): 3 clusters Score: Raw -3154234.622375 + Penalty 3498.976684 = -3150735.645691 nChanged 219 SP:Iteration 105Q (1087.019000 sec): 3 clusters Score: Raw -3154270.124886 + Penalty 3498.976684 = -3150771.148202 nChanged 248 SP:Iteration 106Q (1087.093721 sec): 3 clusters Score: Raw -3154309.391600 + Penalty 3498.976684 = -3150810.414915 nChanged 231 SP:Iteration 107Q (1087.169041 sec): 3 clusters Score: Raw -3154343.976005 + Penalty 3498.976684 = -3150844.999320 nChanged 253 SP:Iteration 108Q (1087.243314 sec): 3 clusters Score: Raw -3154386.994442 + Penalty 3498.976684 = -3150888.017758 nChanged 264 SP:Iteration 109Q (1087.317089 sec): 3 clusters Score: Raw -3154433.051384 + Penalty 3498.976684 = -3150934.074700 nChanged 252 SP:Iteration 110Q (1087.390970 sec): 3 clusters Score: Raw -3154478.487107 + Penalty 3498.976684 = -3150979.510423 nChanged 280 SP:Iteration 111Q (1087.464517 sec): 3 clusters Score: Raw -3154532.119303 + Penalty 3498.976684 = -3151033.142618 nChanged 290 SP:Iteration 112Q (1087.537795 sec): 3 clusters Score: Raw -3154595.382480 + Penalty 3498.976684 = -3151096.405796 nChanged 304 SP:Iteration 113Q (1087.611073 sec): 3 clusters Score: Raw -3154656.031268 + Penalty 3498.976684 = -3151157.054584 nChanged 299 SP:Iteration 114Q (1087.684034 sec): 3 clusters Score: Raw -3154714.853922 + Penalty 3498.976684 = -3151215.877237 nChanged 284 SP:Iteration 115Q (1087.756820 sec): 3 clusters Score: Raw -3154775.127626 + Penalty 3498.976684 = -3151276.150942 nChanged 310 SP:Iteration 116Q (1087.829258 sec): 3 clusters Score: Raw -3154847.136465 + Penalty 3498.976684 = -3151348.159781 nChanged 318 SP:Iteration 117Q (1087.901494 sec): 3 clusters Score: Raw -3154918.709101 + Penalty 3498.976684 = -3151419.732417 nChanged 299 SP:Iteration 118Q (1087.973264 sec): 3 clusters Score: Raw -3154986.854410 + Penalty 3498.976684 = -3151487.877726 nChanged 275 SP:Iteration 119Q (1088.044824 sec): 3 clusters Score: Raw -3155049.028147 + Penalty 3498.976684 = -3151550.051463 nChanged 297 SP:Iteration 120F (1088.125422 sec): 3 clusters Score: Raw -3155117.339620 + Penalty 3498.976684 = -3151618.362936 nChanged 298 SP:Iteration 121Q (1088.196915 sec): 3 clusters Score: Raw -3155191.881774 + Penalty 3498.976684 = -3151692.905090 nChanged 265 SP:Iteration 122Q (1088.273165 sec): 3 clusters Score: Raw -3155261.088677 + Penalty 3498.976684 = -3151762.111993 nChanged 269 SP:Iteration 123Q (1088.343310 sec): 3 clusters Score: Raw -3155326.058798 + Penalty 3498.976684 = -3151827.082113 nChanged 271 SP:Iteration 124Q (1088.413474 sec): 3 clusters Score: Raw -3155392.789610 + Penalty 3498.976684 = -3151893.812926 nChanged 261 SP:Iteration 125Q (1088.483511 sec): 3 clusters Score: Raw -3155456.194845 + Penalty 3498.976684 = -3151957.218160 nChanged 232 SP:Iteration 126Q (1088.553211 sec): 3 clusters Score: Raw -3155515.292842 + Penalty 3498.976684 = -3152016.316158 nChanged 213 SP:Iteration 127Q (1088.622392 sec): 3 clusters Score: Raw -3155568.348739 + Penalty 3498.976684 = -3152069.372054 nChanged 209 SP:Iteration 128Q (1088.691473 sec): 3 clusters Score: Raw -3155621.157700 + Penalty 3498.976684 = -3152122.181016 nChanged 217 SP:Iteration 129Q (1088.760420 sec): 3 clusters Score: Raw -3155679.834704 + Penalty 3498.976684 = -3152180.858020 nChanged 193 SP:Iteration 130Q (1088.829271 sec): 3 clusters Score: Raw -3155732.261189 + Penalty 3498.976684 = -3152233.284505 nChanged 194 SP:Iteration 131Q (1088.897732 sec): 3 clusters Score: Raw -3155787.594540 + Penalty 3498.976684 = -3152288.617855 nChanged 210 SP:Iteration 132Q (1088.965743 sec): 3 clusters Score: Raw -3155854.689832 + Penalty 3498.976684 = -3152355.713148 nChanged 192 SP:Iteration 133Q (1089.033780 sec): 3 clusters Score: Raw -3155915.940438 + Penalty 3498.976684 = -3152416.963753 nChanged 168 SP:Iteration 134Q (1089.101425 sec): 3 clusters Score: Raw -3155965.064699 + Penalty 3498.976684 = -3152466.088015 nChanged 151 SP:Iteration 135Q (1089.168834 sec): 3 clusters Score: Raw -3156011.842378 + Penalty 3498.976684 = -3152512.865694 nChanged 145 SP:Iteration 136Q (1089.235859 sec): 3 clusters Score: Raw -3156064.541922 + Penalty 3498.976684 = -3152565.565238 nChanged 140 SP:Iteration 137Q (1089.302825 sec): 3 clusters Score: Raw -3156113.741934 + Penalty 3498.976684 = -3152614.765250 nChanged 129 SP:Iteration 138Q (1089.369868 sec): 3 clusters Score: Raw -3156160.071284 + Penalty 3498.976684 = -3152661.094600 nChanged 112 SP:Iteration 139Q (1089.436486 sec): 3 clusters Score: Raw -3156211.767931 + Penalty 3498.976684 = -3152712.791247 nChanged 118 SP:Iteration 140F (1089.517291 sec): 3 clusters Score: Raw -3156263.539289 + Penalty 3498.976684 = -3152764.562604 nChanged 109 SP:Iteration 141Q (1089.583538 sec): 3 clusters Score: Raw -3156315.689541 + Penalty 3498.976684 = -3152816.712857 nChanged 116 SP:Iteration 142Q (1089.682687 sec): 3 clusters Score: Raw -3156384.885143 + Penalty 3498.976684 = -3152885.908459 nChanged 125 SP:Iteration 143Q (1089.769134 sec): 3 clusters Score: Raw -3156470.033721 + Penalty 3498.976684 = -3152971.057036 nChanged 116 SP:Iteration 144Q (1089.834490 sec): 3 clusters Score: Raw -3156548.198594 + Penalty 3498.976684 = -3153049.221909 nChanged 113 SP:Iteration 145Q (1089.899594 sec): 3 clusters Score: Raw -3156629.090570 + Penalty 3498.976684 = -3153130.113885 nChanged 119 SP:Iteration 146Q (1089.964317 sec): 3 clusters Score: Raw -3156723.485801 + Penalty 3498.976684 = -3153224.509116 nChanged 104 SP:Iteration 147Q (1090.028878 sec): 3 clusters Score: Raw -3156791.471108 + Penalty 3498.976684 = -3153292.494423 nChanged 69 SP:Iteration 148Q (1090.093153 sec): 3 clusters Score: Raw -3156837.252011 + Penalty 3498.976684 = -3153338.275327 nChanged 67 SP:Iteration 149Q (1090.157208 sec): 3 clusters Score: Raw -3156890.473222 + Penalty 3498.976684 = -3153391.496538 nChanged 63 SP:Iteration 150Q (1090.221398 sec): 3 clusters Score: Raw -3156936.744915 + Penalty 3498.976684 = -3153437.768231 nChanged 45 SP:Iteration 151Q (1090.285021 sec): 3 clusters Score: Raw -3156957.673086 + Penalty 3498.976684 = -3153458.696402 nChanged 31 SP:Iteration 152Q (1090.348914 sec): 3 clusters Score: Raw -3156970.460681 + Penalty 3498.976684 = -3153471.483997 nChanged 30 SP:Iteration 153Q (1090.412650 sec): 3 clusters Score: Raw -3156979.488358 + Penalty 3498.976684 = -3153480.511674 nChanged 24 SP:Iteration 154Q (1090.476952 sec): 3 clusters Score: Raw -3156987.027579 + Penalty 3498.976684 = -3153488.050895 nChanged 23 SP:Iteration 155Q (1090.540581 sec): 3 clusters Score: Raw -3156994.113405 + Penalty 3498.976684 = -3153495.136721 nChanged 14 SP:Iteration 156Q (1090.604317 sec): 3 clusters Score: Raw -3156997.423262 + Penalty 3498.976684 = -3153498.446577 nChanged 5 SP:Iteration 157Q (1090.668211 sec): 3 clusters Score: Raw -3156998.056001 + Penalty 3498.976684 = -3153499.079316 nChanged 2 SP:Iteration 158Q (1090.732341 sec): 3 clusters Score: Raw -3156998.403053 + Penalty 3498.976684 = -3153499.426369 nChanged 2 SP:Iteration 159Q (1090.795872 sec): 3 clusters Score: Raw -3156998.647140 + Penalty 3498.976684 = -3153499.670455 nChanged 2 SP:Iteration 160F (1090.877071 sec): 3 clusters Score: Raw -3156998.940685 + Penalty 3498.976684 = -3153499.964001 nChanged 0 Trying to split cluster 6 (2026 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1090.884555 sec): 2 clusters Score: Raw -114961.369931 + Penalty 1237.245536 = -113724.124394 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1090.895195 sec): 3 clusters Score: Raw -114073.382245 + Penalty 2474.491073 = -111598.891172 nChanged 744 SP:Iteration 1F (1090.905175 sec): 3 clusters Score: Raw -114596.250490 + Penalty 2474.491073 = -112121.759418 nChanged 160 SP:Iteration 2F (1090.915089 sec): 3 clusters Score: Raw -114725.382269 + Penalty 2474.491073 = -112250.891197 nChanged 103 SP:Iteration 3F (1090.925081 sec): 3 clusters Score: Raw -114800.424430 + Penalty 2474.491073 = -112325.933358 nChanged 71 SP:Iteration 4Q (1090.935122 sec): 3 clusters Score: Raw -114860.088246 + Penalty 2474.491073 = -112385.597174 nChanged 64 SP:Iteration 5Q (1090.945036 sec): 3 clusters Score: Raw -114912.821834 + Penalty 2474.491073 = -112438.330761 nChanged 55 SP:Iteration 6Q (1090.955028 sec): 3 clusters Score: Raw -114962.243186 + Penalty 2474.491073 = -112487.752113 nChanged 56 SP:Iteration 7Q (1090.965035 sec): 3 clusters Score: Raw -114997.338988 + Penalty 2474.491073 = -112522.847916 nChanged 44 SP:Iteration 8Q (1090.975015 sec): 3 clusters Score: Raw -115023.273586 + Penalty 2474.491073 = -112548.782513 nChanged 30 SP:Iteration 9Q (1090.984974 sec): 3 clusters Score: Raw -115037.029927 + Penalty 2474.491073 = -112562.538854 nChanged 25 SP:Iteration 10Q (1090.994949 sec): 3 clusters Score: Raw -115046.833464 + Penalty 2474.491073 = -112572.342392 nChanged 11 SP:Iteration 11Q (1091.004905 sec): 3 clusters Score: Raw -115052.518064 + Penalty 2474.491073 = -112578.026991 nChanged 12 SP:Iteration 12Q (1091.014855 sec): 3 clusters Score: Raw -115059.454738 + Penalty 2474.491073 = -112584.963666 nChanged 14 SP:Iteration 13Q (1091.024820 sec): 3 clusters Score: Raw -115065.566756 + Penalty 2474.491073 = -112591.075684 nChanged 15 SP:Iteration 14Q (1091.034778 sec): 3 clusters Score: Raw -115073.011053 + Penalty 2474.491073 = -112598.519981 nChanged 15 SP:Iteration 15Q (1091.044705 sec): 3 clusters Score: Raw -115083.000498 + Penalty 2474.491073 = -112608.509426 nChanged 19 SP:Iteration 16Q (1091.054615 sec): 3 clusters Score: Raw -115095.932121 + Penalty 2474.491073 = -112621.441049 nChanged 27 SP:Iteration 17Q (1091.064494 sec): 3 clusters Score: Raw -115113.082331 + Penalty 2474.491073 = -112638.591259 nChanged 21 SP:Iteration 18Q (1091.074406 sec): 3 clusters Score: Raw -115124.568508 + Penalty 2474.491073 = -112650.077436 nChanged 21 SP:Iteration 19Q (1091.084301 sec): 3 clusters Score: Raw -115135.742294 + Penalty 2474.491073 = -112661.251222 nChanged 19 SP:Iteration 20F (1091.094299 sec): 3 clusters Score: Raw -115145.358609 + Penalty 2474.491073 = -112670.867537 nChanged 13 SP:Iteration 21Q (1091.104120 sec): 3 clusters Score: Raw -115152.709848 + Penalty 2474.491073 = -112678.218776 nChanged 13 SP:Iteration 22Q (1091.114007 sec): 3 clusters Score: Raw -115158.765885 + Penalty 2474.491073 = -112684.274812 nChanged 10 SP:Iteration 23Q (1091.123903 sec): 3 clusters Score: Raw -115167.037320 + Penalty 2474.491073 = -112692.546248 nChanged 17 SP:Iteration 24Q (1091.133806 sec): 3 clusters Score: Raw -115177.603048 + Penalty 2474.491073 = -112703.111976 nChanged 28 SP:Iteration 25Q (1091.143675 sec): 3 clusters Score: Raw -115200.714608 + Penalty 2474.491073 = -112726.223535 nChanged 38 SP:Iteration 26Q (1091.153544 sec): 3 clusters Score: Raw -115230.871884 + Penalty 2474.491073 = -112756.380812 nChanged 40 SP:Iteration 27Q (1091.163452 sec): 3 clusters Score: Raw -115268.151177 + Penalty 2474.491073 = -112793.660105 nChanged 44 SP:Iteration 28Q (1091.173304 sec): 3 clusters Score: Raw -115303.527198 + Penalty 2474.491073 = -112829.036126 nChanged 47 SP:Iteration 29Q (1091.183039 sec): 3 clusters Score: Raw -115349.533615 + Penalty 2474.491073 = -112875.042542 nChanged 55 SP:Iteration 30Q (1091.192864 sec): 3 clusters Score: Raw -115400.060940 + Penalty 2474.491073 = -112925.569867 nChanged 55 SP:Iteration 31Q (1091.202670 sec): 3 clusters Score: Raw -115474.651540 + Penalty 2474.491073 = -113000.160467 nChanged 88 SP:Iteration 32Q (1091.212418 sec): 3 clusters Score: Raw -115663.582606 + Penalty 2474.491073 = -113189.091534 nChanged 97 SP:Iteration 33Q (1091.222141 sec): 3 clusters Score: Raw -115932.051272 + Penalty 2474.491073 = -113457.560199 nChanged 91 SP:Iteration 34Q (1091.231698 sec): 3 clusters Score: Raw -116204.373344 + Penalty 2474.491073 = -113729.882271 nChanged 85 SP:Iteration 35Q (1091.241184 sec): 3 clusters Score: Raw -116385.187808 + Penalty 2474.491073 = -113910.696736 nChanged 65 SP:Iteration 36Q (1091.250581 sec): 3 clusters Score: Raw -116535.658927 + Penalty 2474.491073 = -114061.167855 nChanged 42 SP:Iteration 37Q (1091.259950 sec): 3 clusters Score: Raw -116639.030313 + Penalty 2474.491073 = -114164.539240 nChanged 30 SP:Iteration 38Q (1091.269186 sec): 3 clusters Score: Raw -116685.036637 + Penalty 2474.491073 = -114210.545564 nChanged 17 SP:Iteration 39Q (1091.278295 sec): 3 clusters Score: Raw -116711.949447 + Penalty 2474.491073 = -114237.458374 nChanged 12 SP:Iteration 40F (1091.288301 sec): 3 clusters Score: Raw -116727.003972 + Penalty 2474.491073 = -114252.512899 nChanged 6 SP:Iteration 41Q (1091.297472 sec): 3 clusters Score: Raw -116732.590373 + Penalty 2474.491073 = -114258.099301 nChanged 2 SP:Iteration 42Q (1091.306647 sec): 3 clusters Score: Raw -116733.545675 + Penalty 2474.491073 = -114259.054603 nChanged 2 SP:Iteration 43Q (1091.315748 sec): 3 clusters Score: Raw -116735.097827 + Penalty 2474.491073 = -114260.606754 nChanged 3 SP:Iteration 44Q (1091.324809 sec): 3 clusters Score: Raw -116737.043279 + Penalty 2474.491073 = -114262.552207 nChanged 1 SP:Iteration 45Q (1091.333875 sec): 3 clusters Score: Raw -116737.363363 + Penalty 2474.491073 = -114262.872290 nChanged 0 SP:Iteration 46F (1091.343740 sec): 3 clusters Score: Raw -116737.363363 + Penalty 2474.491073 = -114262.872290 nChanged 0 Score: Raw -22938185.736172 + Penalty 64400.529166 = -22873785.207006 Splitting cluster 6 changes total score from -22874083.740398 to -22873785.207006 So it's not getting split. Trying to split cluster 7 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.796503 sec): 2 clusters Score: Raw -23519.345149 + Penalty 978.810234 = -22540.534915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.799345 sec): 3 clusters Score: Raw -23548.596928 + Penalty 1957.620468 = -21590.976461 nChanged 71 SP:Iteration 1F (1097.801951 sec): 3 clusters Score: Raw -23662.323434 + Penalty 1957.620468 = -21704.702966 nChanged 19 SP:Iteration 2Q (1097.804520 sec): 3 clusters Score: Raw -23690.947840 + Penalty 1957.620468 = -21733.327372 nChanged 7 SP:Iteration 3Q (1097.807080 sec): 3 clusters Score: Raw -23699.787829 + Penalty 1957.620468 = -21742.167362 nChanged 0 SP:Iteration 4F (1097.809668 sec): 3 clusters Score: Raw -23699.787829 + Penalty 1957.620468 = -21742.167362 nChanged 0 Trying to split cluster 8 (2065 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1097.825437 sec): 2 clusters Score: Raw -121558.313141 + Penalty 1240.343895 = -120317.969246 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1097.836413 sec): 3 clusters Score: Raw -120714.938111 + Penalty 2480.687789 = -118234.250322 nChanged 716 SP:Iteration 1F (1097.846708 sec): 3 clusters Score: Raw -121226.864316 + Penalty 2480.687789 = -118746.176527 nChanged 186 SP:Iteration 2F (1097.856894 sec): 3 clusters Score: Raw -121416.541018 + Penalty 2480.687789 = -118935.853228 nChanged 115 SP:Iteration 3F (1097.867128 sec): 3 clusters Score: Raw -121518.088028 + Penalty 2480.687789 = -119037.400239 nChanged 95 SP:Iteration 4Q (1097.877458 sec): 3 clusters Score: Raw -121610.264128 + Penalty 2480.687789 = -119129.576338 nChanged 86 SP:Iteration 5Q (1097.887655 sec): 3 clusters Score: Raw -121674.517453 + Penalty 2480.687789 = -119193.829663 nChanged 59 SP:Iteration 6Q (1097.897909 sec): 3 clusters Score: Raw -121714.216415 + Penalty 2480.687789 = -119233.528625 nChanged 45 SP:Iteration 7Q (1097.908071 sec): 3 clusters Score: Raw -121740.625542 + Penalty 2480.687789 = -119259.937753 nChanged 31 SP:Iteration 8Q (1097.918227 sec): 3 clusters Score: Raw -121761.912453 + Penalty 2480.687789 = -119281.224664 nChanged 28 SP:Iteration 9Q (1097.928452 sec): 3 clusters Score: Raw -121780.350512 + Penalty 2480.687789 = -119299.662722 nChanged 24 SP:Iteration 10Q (1097.938621 sec): 3 clusters Score: Raw -121796.432868 + Penalty 2480.687789 = -119315.745079 nChanged 14 SP:Iteration 11Q (1097.948841 sec): 3 clusters Score: Raw -121805.796989 + Penalty 2480.687789 = -119325.109199 nChanged 18 SP:Iteration 12Q (1097.958957 sec): 3 clusters Score: Raw -121816.619398 + Penalty 2480.687789 = -119335.931609 nChanged 17 SP:Iteration 13Q (1097.969100 sec): 3 clusters Score: Raw -121825.647410 + Penalty 2480.687789 = -119344.959621 nChanged 16 SP:Iteration 14Q (1097.979210 sec): 3 clusters Score: Raw -121832.675991 + Penalty 2480.687789 = -119351.988202 nChanged 7 SP:Iteration 15Q (1097.989407 sec): 3 clusters Score: Raw -121836.463157 + Penalty 2480.687789 = -119355.775367 nChanged 7 SP:Iteration 16Q (1097.999494 sec): 3 clusters Score: Raw -121838.818585 + Penalty 2480.687789 = -119358.130796 nChanged 6 SP:Iteration 17Q (1098.009639 sec): 3 clusters Score: Raw -121842.019775 + Penalty 2480.687789 = -119361.331985 nChanged 2 SP:Iteration 18Q (1098.019821 sec): 3 clusters Score: Raw -121842.301991 + Penalty 2480.687789 = -119361.614202 nChanged 0 SP:Iteration 19F (1098.030100 sec): 3 clusters Score: Raw -121842.301991 + Penalty 2480.687789 = -119361.614202 nChanged 0 Trying to split cluster 9 (5428 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1098.049725 sec): 2 clusters Score: Raw -335786.733359 + Penalty 1397.390478 = -334389.342881 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1098.074302 sec): 3 clusters Score: Raw -332916.346538 + Penalty 2794.780957 = -330121.565581 nChanged 2208 SP:Iteration 1F (1098.096013 sec): 3 clusters Score: Raw -334215.295202 + Penalty 2794.780957 = -331420.514245 nChanged 407 SP:Iteration 2F (1098.117677 sec): 3 clusters Score: Raw -334455.470828 + Penalty 2794.780957 = -331660.689871 nChanged 300 SP:Iteration 3F (1098.139390 sec): 3 clusters Score: Raw -334655.690081 + Penalty 2794.780957 = -331860.909125 nChanged 267 SP:Iteration 4Q (1098.160591 sec): 3 clusters Score: Raw -334837.219139 + Penalty 2794.780957 = -332042.438182 nChanged 242 SP:Iteration 5Q (1098.183959 sec): 3 clusters Score: Raw -334993.636259 + Penalty 2794.780957 = -332198.855303 nChanged 211 SP:Iteration 6Q (1098.205742 sec): 3 clusters Score: Raw -335125.946527 + Penalty 2794.780957 = -332331.165570 nChanged 209 SP:Iteration 7Q (1098.227663 sec): 3 clusters Score: Raw -335268.787678 + Penalty 2794.780957 = -332474.006721 nChanged 181 SP:Iteration 8Q (1098.249585 sec): 3 clusters Score: Raw -335387.853763 + Penalty 2794.780957 = -332593.072806 nChanged 143 SP:Iteration 9Q (1098.305152 sec): 3 clusters Score: Raw -335477.410129 + Penalty 2794.780957 = -332682.629172 nChanged 137 SP:Iteration 10Q (1098.326654 sec): 3 clusters Score: Raw -335554.951096 + Penalty 2794.780957 = -332760.170139 nChanged 121 SP:Iteration 11Q (1098.350018 sec): 3 clusters Score: Raw -335625.435979 + Penalty 2794.780957 = -332830.655023 nChanged 93 SP:Iteration 12Q (1098.407150 sec): 3 clusters Score: Raw -335662.233194 + Penalty 2794.780957 = -332867.452238 nChanged 68 SP:Iteration 13Q (1098.462537 sec): 3 clusters Score: Raw -335691.106499 + Penalty 2794.780957 = -332896.325542 nChanged 44 SP:Iteration 14Q (1098.483446 sec): 3 clusters Score: Raw -335715.265664 + Penalty 2794.780957 = -332920.484707 nChanged 57 SP:Iteration 15Q (1098.504949 sec): 3 clusters Score: Raw -335744.323932 + Penalty 2794.780957 = -332949.542975 nChanged 61 SP:Iteration 16Q (1098.526095 sec): 3 clusters Score: Raw -335769.731498 + Penalty 2794.780957 = -332974.950542 nChanged 50 SP:Iteration 17Q (1098.547438 sec): 3 clusters Score: Raw -335791.471510 + Penalty 2794.780957 = -332996.690553 nChanged 48 SP:Iteration 18Q (1098.570355 sec): 3 clusters Score: Raw -335814.530582 + Penalty 2794.780957 = -333019.749625 nChanged 42 SP:Iteration 19Q (1098.594530 sec): 3 clusters Score: Raw -335834.959252 + Penalty 2794.780957 = -333040.178295 nChanged 44 SP:Iteration 20F (1098.616128 sec): 3 clusters Score: Raw -335861.591654 + Penalty 2794.780957 = -333066.810697 nChanged 56 SP:Iteration 21Q (1098.637199 sec): 3 clusters Score: Raw -335893.476459 + Penalty 2794.780957 = -333098.695502 nChanged 51 SP:Iteration 22Q (1098.658616 sec): 3 clusters Score: Raw -335924.312179 + Penalty 2794.780957 = -333129.531222 nChanged 37 SP:Iteration 23Q (1098.680574 sec): 3 clusters Score: Raw -335945.093266 + Penalty 2794.780957 = -333150.312309 nChanged 34 SP:Iteration 24Q (1098.735366 sec): 3 clusters Score: Raw -335959.608734 + Penalty 2794.780957 = -333164.827778 nChanged 22 SP:Iteration 25Q (1098.764162 sec): 3 clusters Score: Raw -335970.660341 + Penalty 2794.780957 = -333175.879385 nChanged 21 SP:Iteration 26Q (1098.821508 sec): 3 clusters Score: Raw -335978.503544 + Penalty 2794.780957 = -333183.722587 nChanged 17 SP:Iteration 27Q (1098.853867 sec): 3 clusters Score: Raw -335985.335656 + Penalty 2794.780957 = -333190.554699 nChanged 16 SP:Iteration 28Q (1098.875185 sec): 3 clusters Score: Raw -335992.929393 + Penalty 2794.780957 = -333198.148436 nChanged 21 SP:Iteration 29Q (1098.896075 sec): 3 clusters Score: Raw -336001.225778 + Penalty 2794.780957 = -333206.444821 nChanged 16 SP:Iteration 30Q (1098.919989 sec): 3 clusters Score: Raw -336008.427217 + Penalty 2794.780957 = -333213.646260 nChanged 16 SP:Iteration 31Q (1098.941038 sec): 3 clusters Score: Raw -336014.597644 + Penalty 2794.780957 = -333219.816687 nChanged 19 SP:Iteration 32Q (1098.962222 sec): 3 clusters Score: Raw -336020.852502 + Penalty 2794.780957 = -333226.071546 nChanged 15 SP:Iteration 33Q (1098.983125 sec): 3 clusters Score: Raw -336027.216957 + Penalty 2794.780957 = -333232.436000 nChanged 15 SP:Iteration 34Q (1099.004279 sec): 3 clusters Score: Raw -336034.343724 + Penalty 2794.780957 = -333239.562768 nChanged 11 SP:Iteration 35Q (1099.025277 sec): 3 clusters Score: Raw -336038.060828 + Penalty 2794.780957 = -333243.279871 nChanged 11 SP:Iteration 36Q (1099.046157 sec): 3 clusters Score: Raw -336042.299784 + Penalty 2794.780957 = -333247.518828 nChanged 11 SP:Iteration 37Q (1099.066512 sec): 3 clusters Score: Raw -336047.302091 + Penalty 2794.780957 = -333252.521134 nChanged 14 SP:Iteration 38Q (1099.094357 sec): 3 clusters Score: Raw -336053.930454 + Penalty 2794.780957 = -333259.149497 nChanged 14 SP:Iteration 39Q (1099.114966 sec): 3 clusters Score: Raw -336057.572628 + Penalty 2794.780957 = -333262.791672 nChanged 2 SP:Iteration 40F (1099.138791 sec): 3 clusters Score: Raw -336058.293775 + Penalty 2794.780957 = -333263.512818 nChanged 4 SP:Iteration 41Q (1099.159551 sec): 3 clusters Score: Raw -336059.722509 + Penalty 2794.780957 = -333264.941552 nChanged 3 SP:Iteration 42Q (1099.180004 sec): 3 clusters Score: Raw -336060.056658 + Penalty 2794.780957 = -333265.275701 nChanged 3 SP:Iteration 43Q (1099.200785 sec): 3 clusters Score: Raw -336061.040179 + Penalty 2794.780957 = -333266.259222 nChanged 6 SP:Iteration 44Q (1099.221785 sec): 3 clusters Score: Raw -336064.179449 + Penalty 2794.780957 = -333269.398492 nChanged 7 SP:Iteration 45Q (1099.242722 sec): 3 clusters Score: Raw -336069.649686 + Penalty 2794.780957 = -333274.868729 nChanged 6 SP:Iteration 46Q (1099.263412 sec): 3 clusters Score: Raw -336072.835548 + Penalty 2794.780957 = -333278.054591 nChanged 7 SP:Iteration 47Q (1099.283774 sec): 3 clusters Score: Raw -336075.306211 + Penalty 2794.780957 = -333280.525254 nChanged 5 SP:Iteration 48Q (1099.305177 sec): 3 clusters Score: Raw -336077.482394 + Penalty 2794.780957 = -333282.701438 nChanged 4 SP:Iteration 49Q (1099.326095 sec): 3 clusters Score: Raw -336079.092684 + Penalty 2794.780957 = -333284.311728 nChanged 4 SP:Iteration 50Q (1099.346924 sec): 3 clusters Score: Raw -336081.840024 + Penalty 2794.780957 = -333287.059067 nChanged 5 SP:Iteration 51Q (1099.367779 sec): 3 clusters Score: Raw -336084.051316 + Penalty 2794.780957 = -333289.270359 nChanged 5 SP:Iteration 52Q (1099.390338 sec): 3 clusters Score: Raw -336086.048890 + Penalty 2794.780957 = -333291.267934 nChanged 4 SP:Iteration 53Q (1099.411190 sec): 3 clusters Score: Raw -336087.286614 + Penalty 2794.780957 = -333292.505657 nChanged 2 SP:Iteration 54Q (1099.431640 sec): 3 clusters Score: Raw -336087.871013 + Penalty 2794.780957 = -333293.090056 nChanged 4 SP:Iteration 55Q (1099.452275 sec): 3 clusters Score: Raw -336089.846500 + Penalty 2794.780957 = -333295.065544 nChanged 3 SP:Iteration 56Q (1099.474465 sec): 3 clusters Score: Raw -336091.522684 + Penalty 2794.780957 = -333296.741727 nChanged 6 SP:Iteration 57Q (1099.494902 sec): 3 clusters Score: Raw -336094.380286 + Penalty 2794.780957 = -333299.599329 nChanged 6 SP:Iteration 58Q (1099.515615 sec): 3 clusters Score: Raw -336096.340796 + Penalty 2794.780957 = -333301.559839 nChanged 2 SP:Iteration 59Q (1099.536364 sec): 3 clusters Score: Raw -336097.789679 + Penalty 2794.780957 = -333303.008722 nChanged 4 SP:Iteration 60F (1099.558131 sec): 3 clusters Score: Raw -336099.186178 + Penalty 2794.780957 = -333304.405221 nChanged 3 SP:Iteration 61Q (1099.581780 sec): 3 clusters Score: Raw -336099.796205 + Penalty 2794.780957 = -333305.015249 nChanged 4 SP:Iteration 62Q (1099.602431 sec): 3 clusters Score: Raw -336101.662279 + Penalty 2794.780957 = -333306.881322 nChanged 3 SP:Iteration 63Q (1099.622864 sec): 3 clusters Score: Raw -336102.388182 + Penalty 2794.780957 = -333307.607225 nChanged 1 SP:Iteration 64Q (1099.679890 sec): 3 clusters Score: Raw -336102.958905 + Penalty 2794.780957 = -333308.177948 nChanged 3 SP:Iteration 65Q (1099.742155 sec): 3 clusters Score: Raw -336104.884001 + Penalty 2794.780957 = -333310.103044 nChanged 4 SP:Iteration 66Q (1099.782387 sec): 3 clusters Score: Raw -336107.650855 + Penalty 2794.780957 = -333312.869898 nChanged 5 SP:Iteration 67Q (1099.835096 sec): 3 clusters Score: Raw -336109.029221 + Penalty 2794.780957 = -333314.248264 nChanged 0 SP:Iteration 68F (1099.878256 sec): 3 clusters Score: Raw -336109.029221 + Penalty 2794.780957 = -333314.248264 nChanged 0 Trying to split cluster 10 (2739 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1099.895078 sec): 2 clusters Score: Raw -181421.807403 + Penalty 1286.244078 = -180135.563326 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1099.910531 sec): 3 clusters Score: Raw -180119.888976 + Penalty 2572.488155 = -177547.400821 nChanged 1045 SP:Iteration 1F (1099.924912 sec): 3 clusters Score: Raw -180715.885686 + Penalty 2572.488155 = -178143.397531 nChanged 228 SP:Iteration 2F (1099.939518 sec): 3 clusters Score: Raw -180860.342416 + Penalty 2572.488155 = -178287.854261 nChanged 162 SP:Iteration 3F (1099.953988 sec): 3 clusters Score: Raw -180975.241305 + Penalty 2572.488155 = -178402.753150 nChanged 145 SP:Iteration 4F (1099.968625 sec): 3 clusters Score: Raw -181083.465232 + Penalty 2572.488155 = -178510.977077 nChanged 124 SP:Iteration 5Q (1099.986344 sec): 3 clusters Score: Raw -181191.645185 + Penalty 2572.488155 = -178619.157030 nChanged 130 SP:Iteration 6Q (1100.000467 sec): 3 clusters Score: Raw -181310.874128 + Penalty 2572.488155 = -178738.385973 nChanged 130 SP:Iteration 7Q (1100.016378 sec): 3 clusters Score: Raw -181434.340979 + Penalty 2572.488155 = -178861.852824 nChanged 124 SP:Iteration 8Q (1100.029704 sec): 3 clusters Score: Raw -181550.248869 + Penalty 2572.488155 = -178977.760714 nChanged 109 SP:Iteration 9Q (1100.042939 sec): 3 clusters Score: Raw -181652.526249 + Penalty 2572.488155 = -179080.038094 nChanged 87 SP:Iteration 10Q (1100.056001 sec): 3 clusters Score: Raw -181744.549384 + Penalty 2572.488155 = -179172.061229 nChanged 94 SP:Iteration 11Q (1100.069354 sec): 3 clusters Score: Raw -181853.706598 + Penalty 2572.488155 = -179281.218443 nChanged 81 SP:Iteration 12Q (1100.082517 sec): 3 clusters Score: Raw -181952.861792 + Penalty 2572.488155 = -179380.373637 nChanged 77 SP:Iteration 13Q (1100.095808 sec): 3 clusters Score: Raw -182053.466405 + Penalty 2572.488155 = -179480.978250 nChanged 62 SP:Iteration 14Q (1100.110521 sec): 3 clusters Score: Raw -182121.497664 + Penalty 2572.488155 = -179549.009509 nChanged 58 SP:Iteration 15Q (1100.123790 sec): 3 clusters Score: Raw -182170.950846 + Penalty 2572.488155 = -179598.462691 nChanged 36 SP:Iteration 16Q (1100.141996 sec): 3 clusters Score: Raw -182193.308761 + Penalty 2572.488155 = -179620.820606 nChanged 24 SP:Iteration 17Q (1100.155161 sec): 3 clusters Score: Raw -182206.644827 + Penalty 2572.488155 = -179634.156672 nChanged 16 SP:Iteration 18Q (1100.168262 sec): 3 clusters Score: Raw -182218.931552 + Penalty 2572.488155 = -179646.443397 nChanged 7 SP:Iteration 19Q (1100.181116 sec): 3 clusters Score: Raw -182223.265132 + Penalty 2572.488155 = -179650.776977 nChanged 6 SP:Iteration 20F (1100.194560 sec): 3 clusters Score: Raw -182226.365831 + Penalty 2572.488155 = -179653.877676 nChanged 3 SP:Iteration 21Q (1100.207582 sec): 3 clusters Score: Raw -182227.598223 + Penalty 2572.488155 = -179655.110068 nChanged 2 SP:Iteration 22Q (1100.220634 sec): 3 clusters Score: Raw -182227.890434 + Penalty 2572.488155 = -179655.402279 nChanged 1 SP:Iteration 23Q (1100.233683 sec): 3 clusters Score: Raw -182228.257981 + Penalty 2572.488155 = -179655.769826 nChanged 0 SP:Iteration 24F (1100.246911 sec): 3 clusters Score: Raw -182228.257981 + Penalty 2572.488155 = -179655.769826 nChanged 0 Trying to split cluster 11 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.258614 sec): 2 clusters Score: Raw -67089.388642 + Penalty 1125.089652 = -65964.298989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.268123 sec): 3 clusters Score: Raw -66753.236692 + Penalty 2250.179304 = -64503.057387 nChanged 305 SP:Iteration 1F (1100.273504 sec): 3 clusters Score: Raw -67021.925113 + Penalty 2250.179304 = -64771.745809 nChanged 86 SP:Iteration 2F (1100.278900 sec): 3 clusters Score: Raw -67133.711406 + Penalty 2250.179304 = -64883.532101 nChanged 63 SP:Iteration 3F (1100.284191 sec): 3 clusters Score: Raw -67219.802178 + Penalty 2250.179304 = -64969.622873 nChanged 40 SP:Iteration 4Q (1100.289494 sec): 3 clusters Score: Raw -67289.866372 + Penalty 2250.179304 = -65039.687068 nChanged 33 SP:Iteration 5Q (1100.294758 sec): 3 clusters Score: Raw -67329.078147 + Penalty 2250.179304 = -65078.898843 nChanged 19 SP:Iteration 6Q (1100.300826 sec): 3 clusters Score: Raw -67349.019894 + Penalty 2250.179304 = -65098.840589 nChanged 6 SP:Iteration 7Q (1100.306090 sec): 3 clusters Score: Raw -67356.420316 + Penalty 2250.179304 = -65106.241012 nChanged 4 SP:Iteration 8Q (1100.311354 sec): 3 clusters Score: Raw -67359.451209 + Penalty 2250.179304 = -65109.271905 nChanged 3 SP:Iteration 9Q (1100.316577 sec): 3 clusters Score: Raw -67362.155998 + Penalty 2250.179304 = -65111.976694 nChanged 4 SP:Iteration 10Q (1100.321798 sec): 3 clusters Score: Raw -67366.884582 + Penalty 2250.179304 = -65116.705278 nChanged 1 SP:Iteration 11Q (1100.327010 sec): 3 clusters Score: Raw -67367.480512 + Penalty 2250.179304 = -65117.301207 nChanged 0 SP:Iteration 12F (1100.332306 sec): 3 clusters Score: Raw -67367.480512 + Penalty 2250.179304 = -65117.301207 nChanged 0 Trying to split cluster 12 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.347914 sec): 2 clusters Score: Raw -119695.756042 + Penalty 1217.120271 = -118478.635771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.357782 sec): 3 clusters Score: Raw -118942.467736 + Penalty 2434.240542 = -116508.227194 nChanged 616 SP:Iteration 1F (1100.366596 sec): 3 clusters Score: Raw -119364.614503 + Penalty 2434.240542 = -116930.373960 nChanged 127 SP:Iteration 2F (1100.375859 sec): 3 clusters Score: Raw -119471.685116 + Penalty 2434.240542 = -117037.444574 nChanged 95 SP:Iteration 3F (1100.385105 sec): 3 clusters Score: Raw -119555.870465 + Penalty 2434.240542 = -117121.629922 nChanged 74 SP:Iteration 4Q (1100.394813 sec): 3 clusters Score: Raw -119623.838561 + Penalty 2434.240542 = -117189.598019 nChanged 54 SP:Iteration 5Q (1100.404136 sec): 3 clusters Score: Raw -119666.500088 + Penalty 2434.240542 = -117232.259546 nChanged 37 SP:Iteration 6Q (1100.413298 sec): 3 clusters Score: Raw -119688.285492 + Penalty 2434.240542 = -117254.044950 nChanged 29 SP:Iteration 7Q (1100.425158 sec): 3 clusters Score: Raw -119705.667488 + Penalty 2434.240542 = -117271.426946 nChanged 26 SP:Iteration 8Q (1100.434465 sec): 3 clusters Score: Raw -119720.399889 + Penalty 2434.240542 = -117286.159346 nChanged 21 SP:Iteration 9Q (1100.443587 sec): 3 clusters Score: Raw -119732.974360 + Penalty 2434.240542 = -117298.733818 nChanged 25 SP:Iteration 10Q (1100.452775 sec): 3 clusters Score: Raw -119754.450922 + Penalty 2434.240542 = -117320.210380 nChanged 33 SP:Iteration 11Q (1100.461972 sec): 3 clusters Score: Raw -119778.103860 + Penalty 2434.240542 = -117343.863318 nChanged 40 SP:Iteration 12Q (1100.471203 sec): 3 clusters Score: Raw -119804.894763 + Penalty 2434.240542 = -117370.654221 nChanged 36 SP:Iteration 13Q (1100.480378 sec): 3 clusters Score: Raw -119828.660045 + Penalty 2434.240542 = -117394.419503 nChanged 28 SP:Iteration 14Q (1100.489664 sec): 3 clusters Score: Raw -119843.859227 + Penalty 2434.240542 = -117409.618684 nChanged 24 SP:Iteration 15Q (1100.498938 sec): 3 clusters Score: Raw -119858.769995 + Penalty 2434.240542 = -117424.529453 nChanged 27 SP:Iteration 16Q (1100.508104 sec): 3 clusters Score: Raw -119874.682235 + Penalty 2434.240542 = -117440.441693 nChanged 17 SP:Iteration 17Q (1100.519613 sec): 3 clusters Score: Raw -119885.042059 + Penalty 2434.240542 = -117450.801517 nChanged 23 SP:Iteration 18Q (1100.528864 sec): 3 clusters Score: Raw -119902.350207 + Penalty 2434.240542 = -117468.109665 nChanged 20 SP:Iteration 19Q (1100.538029 sec): 3 clusters Score: Raw -119917.240096 + Penalty 2434.240542 = -117482.999554 nChanged 27 SP:Iteration 20F (1100.547221 sec): 3 clusters Score: Raw -119940.193121 + Penalty 2434.240542 = -117505.952579 nChanged 29 SP:Iteration 21Q (1100.556124 sec): 3 clusters Score: Raw -119962.835215 + Penalty 2434.240542 = -117528.594673 nChanged 27 SP:Iteration 22Q (1100.565321 sec): 3 clusters Score: Raw -119982.997491 + Penalty 2434.240542 = -117548.756949 nChanged 20 SP:Iteration 23Q (1100.574475 sec): 3 clusters Score: Raw -120001.276249 + Penalty 2434.240542 = -117567.035707 nChanged 20 SP:Iteration 24Q (1100.583598 sec): 3 clusters Score: Raw -120017.032400 + Penalty 2434.240542 = -117582.791858 nChanged 20 SP:Iteration 25Q (1100.592676 sec): 3 clusters Score: Raw -120033.531071 + Penalty 2434.240542 = -117599.290529 nChanged 17 SP:Iteration 26Q (1100.601807 sec): 3 clusters Score: Raw -120056.988940 + Penalty 2434.240542 = -117622.748398 nChanged 30 SP:Iteration 27Q (1100.610901 sec): 3 clusters Score: Raw -120075.293675 + Penalty 2434.240542 = -117641.053132 nChanged 12 SP:Iteration 28Q (1100.619785 sec): 3 clusters Score: Raw -120084.338186 + Penalty 2434.240542 = -117650.097644 nChanged 12 SP:Iteration 29Q (1100.628875 sec): 3 clusters Score: Raw -120091.258509 + Penalty 2434.240542 = -117657.017967 nChanged 6 SP:Iteration 30Q (1100.637928 sec): 3 clusters Score: Raw -120097.814480 + Penalty 2434.240542 = -117663.573938 nChanged 9 SP:Iteration 31Q (1100.646691 sec): 3 clusters Score: Raw -120107.199939 + Penalty 2434.240542 = -117672.959397 nChanged 9 SP:Iteration 32Q (1100.655759 sec): 3 clusters Score: Raw -120117.283695 + Penalty 2434.240542 = -117683.043153 nChanged 11 SP:Iteration 33Q (1100.664760 sec): 3 clusters Score: Raw -120129.076684 + Penalty 2434.240542 = -117694.836142 nChanged 10 SP:Iteration 34Q (1100.673801 sec): 3 clusters Score: Raw -120136.266938 + Penalty 2434.240542 = -117702.026396 nChanged 5 SP:Iteration 35Q (1100.682612 sec): 3 clusters Score: Raw -120140.937595 + Penalty 2434.240542 = -117706.697053 nChanged 8 SP:Iteration 36Q (1100.691710 sec): 3 clusters Score: Raw -120147.482041 + Penalty 2434.240542 = -117713.241499 nChanged 7 SP:Iteration 37Q (1100.700748 sec): 3 clusters Score: Raw -120153.302525 + Penalty 2434.240542 = -117719.061983 nChanged 5 SP:Iteration 38Q (1100.709773 sec): 3 clusters Score: Raw -120157.628984 + Penalty 2434.240542 = -117723.388442 nChanged 5 SP:Iteration 39Q (1100.718668 sec): 3 clusters Score: Raw -120165.084889 + Penalty 2434.240542 = -117730.844347 nChanged 9 SP:Iteration 40F (1100.727775 sec): 3 clusters Score: Raw -120177.007321 + Penalty 2434.240542 = -117742.766779 nChanged 10 SP:Iteration 41Q (1100.736821 sec): 3 clusters Score: Raw -120186.985034 + Penalty 2434.240542 = -117752.744491 nChanged 8 SP:Iteration 42Q (1100.745711 sec): 3 clusters Score: Raw -120194.763446 + Penalty 2434.240542 = -117760.522904 nChanged 11 SP:Iteration 43Q (1100.754892 sec): 3 clusters Score: Raw -120202.549887 + Penalty 2434.240542 = -117768.309345 nChanged 9 SP:Iteration 44Q (1100.763952 sec): 3 clusters Score: Raw -120213.847482 + Penalty 2434.240542 = -117779.606940 nChanged 8 SP:Iteration 45Q (1100.772695 sec): 3 clusters Score: Raw -120223.745723 + Penalty 2434.240542 = -117789.505181 nChanged 11 SP:Iteration 46Q (1100.781726 sec): 3 clusters Score: Raw -120233.331935 + Penalty 2434.240542 = -117799.091393 nChanged 5 SP:Iteration 47Q (1100.790762 sec): 3 clusters Score: Raw -120237.681861 + Penalty 2434.240542 = -117803.441319 nChanged 6 SP:Iteration 48Q (1100.799767 sec): 3 clusters Score: Raw -120242.533836 + Penalty 2434.240542 = -117808.293294 nChanged 2 SP:Iteration 49Q (1100.808536 sec): 3 clusters Score: Raw -120246.548755 + Penalty 2434.240542 = -117812.308213 nChanged 7 SP:Iteration 50Q (1100.817654 sec): 3 clusters Score: Raw -120256.746946 + Penalty 2434.240542 = -117822.506404 nChanged 9 SP:Iteration 51Q (1100.826599 sec): 3 clusters Score: Raw -120266.594260 + Penalty 2434.240542 = -117832.353718 nChanged 12 SP:Iteration 52Q (1100.835596 sec): 3 clusters Score: Raw -120283.174805 + Penalty 2434.240542 = -117848.934263 nChanged 14 SP:Iteration 53Q (1100.844629 sec): 3 clusters Score: Raw -120297.227429 + Penalty 2434.240542 = -117862.986887 nChanged 9 SP:Iteration 54Q (1100.853632 sec): 3 clusters Score: Raw -120303.032322 + Penalty 2434.240542 = -117868.791780 nChanged 7 SP:Iteration 55Q (1100.862528 sec): 3 clusters Score: Raw -120309.197832 + Penalty 2434.240542 = -117874.957290 nChanged 10 SP:Iteration 56Q (1100.871330 sec): 3 clusters Score: Raw -120317.477488 + Penalty 2434.240542 = -117883.236946 nChanged 5 SP:Iteration 57Q (1100.880430 sec): 3 clusters Score: Raw -120319.459224 + Penalty 2434.240542 = -117885.218681 nChanged 0 SP:Iteration 58F (1100.889628 sec): 3 clusters Score: Raw -120319.459224 + Penalty 2434.240542 = -117885.218681 nChanged 0 Trying to split cluster 13 (1264 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1100.902057 sec): 2 clusters Score: Raw -74657.326756 + Penalty 1160.580943 = -73496.745813 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1100.909027 sec): 3 clusters Score: Raw -74208.217320 + Penalty 2321.161887 = -71887.055433 nChanged 415 SP:Iteration 1F (1100.915556 sec): 3 clusters Score: Raw -74587.665194 + Penalty 2321.161887 = -72266.503307 nChanged 116 SP:Iteration 2F (1100.922075 sec): 3 clusters Score: Raw -74759.496519 + Penalty 2321.161887 = -72438.334632 nChanged 84 SP:Iteration 3F (1100.931425 sec): 3 clusters Score: Raw -74913.822012 + Penalty 2321.161887 = -72592.660125 nChanged 88 SP:Iteration 4F (1100.937994 sec): 3 clusters Score: Raw -75030.191469 + Penalty 2321.161887 = -72709.029582 nChanged 55 SP:Iteration 5Q (1100.944462 sec): 3 clusters Score: Raw -75132.049856 + Penalty 2321.161887 = -72810.887969 nChanged 62 SP:Iteration 6Q (1100.950887 sec): 3 clusters Score: Raw -75244.892780 + Penalty 2321.161887 = -72923.730893 nChanged 48 SP:Iteration 7Q (1100.957261 sec): 3 clusters Score: Raw -75312.735754 + Penalty 2321.161887 = -72991.573867 nChanged 40 SP:Iteration 8Q (1100.963614 sec): 3 clusters Score: Raw -75378.750891 + Penalty 2321.161887 = -73057.589004 nChanged 29 SP:Iteration 9Q (1100.969941 sec): 3 clusters Score: Raw -75416.904780 + Penalty 2321.161887 = -73095.742893 nChanged 27 SP:Iteration 10Q (1100.976239 sec): 3 clusters Score: Raw -75449.360876 + Penalty 2321.161887 = -73128.198989 nChanged 24 SP:Iteration 11Q (1100.982542 sec): 3 clusters Score: Raw -75477.789200 + Penalty 2321.161887 = -73156.627313 nChanged 19 SP:Iteration 12Q (1100.988831 sec): 3 clusters Score: Raw -75510.602803 + Penalty 2321.161887 = -73189.440917 nChanged 24 SP:Iteration 13Q (1100.994997 sec): 3 clusters Score: Raw -75566.241536 + Penalty 2321.161887 = -73245.079649 nChanged 31 SP:Iteration 14Q (1101.001248 sec): 3 clusters Score: Raw -75632.122004 + Penalty 2321.161887 = -73310.960117 nChanged 26 SP:Iteration 15Q (1101.007518 sec): 3 clusters Score: Raw -75671.140284 + Penalty 2321.161887 = -73349.978397 nChanged 12 SP:Iteration 16Q (1101.013727 sec): 3 clusters Score: Raw -75685.894931 + Penalty 2321.161887 = -73364.733044 nChanged 8 SP:Iteration 17Q (1101.023865 sec): 3 clusters Score: Raw -75693.903120 + Penalty 2321.161887 = -73372.741234 nChanged 8 SP:Iteration 18Q (1101.030135 sec): 3 clusters Score: Raw -75700.621848 + Penalty 2321.161887 = -73379.459961 nChanged 5 SP:Iteration 19Q (1101.036392 sec): 3 clusters Score: Raw -75703.869061 + Penalty 2321.161887 = -73382.707174 nChanged 0 SP:Iteration 20F (1101.042910 sec): 3 clusters Score: Raw -75703.869061 + Penalty 2321.161887 = -73382.707174 nChanged 0 Trying to split cluster 14 (37669 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1101.099516 sec): 2 clusters Score: Raw -2603916.906685 + Penalty 1712.196323 = -2602204.710362 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1101.171875 sec): 3 clusters Score: Raw -2580320.056885 + Penalty 3424.392645 = -2576895.664240 nChanged 17514 SP:Iteration 1F (1101.238780 sec): 3 clusters Score: Raw -2589942.733163 + Penalty 3424.392645 = -2586518.340518 nChanged 1727 SP:Iteration 2Q (1101.310696 sec): 3 clusters Score: Raw -2590590.131496 + Penalty 3424.392645 = -2587165.738851 nChanged 1833 SP:Iteration 3Q (1101.390766 sec): 3 clusters Score: Raw -2591503.123530 + Penalty 3424.392645 = -2588078.730885 nChanged 2174 SP:Iteration 4F (1101.455953 sec): 3 clusters Score: Raw -2592828.988398 + Penalty 3424.392645 = -2589404.595753 nChanged 2513 SP:Iteration 5F (1101.523603 sec): 3 clusters Score: Raw -2594530.607433 + Penalty 3424.392645 = -2591106.214788 nChanged 2736 SP:Iteration 6F (1101.589868 sec): 3 clusters Score: Raw -2596598.948274 + Penalty 3424.392645 = -2593174.555629 nChanged 2762 SP:Iteration 7F (1101.682098 sec): 3 clusters Score: Raw -2598914.544168 + Penalty 3424.392645 = -2595490.151523 nChanged 2446 SP:Iteration 8F (1101.748922 sec): 3 clusters Score: Raw -2601081.096905 + Penalty 3424.392645 = -2597656.704260 nChanged 1712 SP:Iteration 9Q (1101.817854 sec): 3 clusters Score: Raw -2602603.679131 + Penalty 3424.392645 = -2599179.286486 nChanged 924 SP:Iteration 10Q (1101.880919 sec): 3 clusters Score: Raw -2603394.770161 + Penalty 3424.392645 = -2599970.377516 nChanged 424 SP:Iteration 11Q (1101.941778 sec): 3 clusters Score: Raw -2603760.930339 + Penalty 3424.392645 = -2600336.537693 nChanged 196 SP:Iteration 12Q (1101.999522 sec): 3 clusters Score: Raw -2603942.559335 + Penalty 3424.392645 = -2600518.166690 nChanged 96 SP:Iteration 13Q (1102.088040 sec): 3 clusters Score: Raw -2604033.573325 + Penalty 3424.392645 = -2600609.180680 nChanged 51 SP:Iteration 14Q (1102.141219 sec): 3 clusters Score: Raw -2604075.570616 + Penalty 3424.392645 = -2600651.177971 nChanged 45 SP:Iteration 15Q (1102.195752 sec): 3 clusters Score: Raw -2604115.783082 + Penalty 3424.392645 = -2600691.390437 nChanged 17 SP:Iteration 16Q (1102.249958 sec): 3 clusters Score: Raw -2604128.435125 + Penalty 3424.392645 = -2600704.042480 nChanged 9 SP:Iteration 17Q (1102.304190 sec): 3 clusters Score: Raw -2604136.494517 + Penalty 3424.392645 = -2600712.101872 nChanged 6 SP:Iteration 18Q (1102.372827 sec): 3 clusters Score: Raw -2604141.100587 + Penalty 3424.392645 = -2600716.707942 nChanged 4 SP:Iteration 19Q (1102.426881 sec): 3 clusters Score: Raw -2604144.377702 + Penalty 3424.392645 = -2600719.985057 nChanged 3 SP:Iteration 20F (1102.511749 sec): 3 clusters Score: Raw -2604145.947638 + Penalty 3424.392645 = -2600721.554993 nChanged 1 SP:Iteration 21Q (1102.564216 sec): 3 clusters Score: Raw -2604146.526586 + Penalty 3424.392645 = -2600722.133941 nChanged 0 SP:Iteration 22F (1102.631869 sec): 3 clusters Score: Raw -2604146.526586 + Penalty 3424.392645 = -2600722.133941 nChanged 0 Trying to split cluster 15 (2329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1102.654313 sec): 2 clusters Score: Raw -145962.259691 + Penalty 1259.894069 = -144702.365622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1102.705803 sec): 3 clusters Score: Raw -144928.542129 + Penalty 2519.788138 = -142408.753992 nChanged 801 SP:Iteration 1F (1102.723365 sec): 3 clusters Score: Raw -145506.512663 + Penalty 2519.788138 = -142986.724525 nChanged 216 SP:Iteration 2F (1102.734905 sec): 3 clusters Score: Raw -145794.947264 + Penalty 2519.788138 = -143275.159127 nChanged 196 SP:Iteration 3F (1102.746438 sec): 3 clusters Score: Raw -146029.213716 + Penalty 2519.788138 = -143509.425579 nChanged 170 SP:Iteration 4F (1102.757966 sec): 3 clusters Score: Raw -146244.152663 + Penalty 2519.788138 = -143724.364525 nChanged 152 SP:Iteration 5F (1102.769463 sec): 3 clusters Score: Raw -146447.872178 + Penalty 2519.788138 = -143928.084040 nChanged 141 SP:Iteration 6F (1102.780824 sec): 3 clusters Score: Raw -146614.954463 + Penalty 2519.788138 = -144095.166325 nChanged 106 SP:Iteration 7Q (1102.792181 sec): 3 clusters Score: Raw -146734.390609 + Penalty 2519.788138 = -144214.602472 nChanged 74 SP:Iteration 8Q (1102.803449 sec): 3 clusters Score: Raw -146816.310840 + Penalty 2519.788138 = -144296.522702 nChanged 58 SP:Iteration 9Q (1102.814653 sec): 3 clusters Score: Raw -146873.152273 + Penalty 2519.788138 = -144353.364135 nChanged 45 SP:Iteration 10Q (1102.825692 sec): 3 clusters Score: Raw -146911.698778 + Penalty 2519.788138 = -144391.910641 nChanged 34 SP:Iteration 11Q (1102.836778 sec): 3 clusters Score: Raw -146942.745512 + Penalty 2519.788138 = -144422.957375 nChanged 30 SP:Iteration 12Q (1102.846837 sec): 3 clusters Score: Raw -146965.183788 + Penalty 2519.788138 = -144445.395650 nChanged 22 SP:Iteration 13Q (1102.857890 sec): 3 clusters Score: Raw -146983.515625 + Penalty 2519.788138 = -144463.727487 nChanged 17 SP:Iteration 14Q (1102.868848 sec): 3 clusters Score: Raw -146992.985595 + Penalty 2519.788138 = -144473.197458 nChanged 10 SP:Iteration 15Q (1102.879695 sec): 3 clusters Score: Raw -146998.297022 + Penalty 2519.788138 = -144478.508884 nChanged 6 SP:Iteration 16Q (1102.890686 sec): 3 clusters Score: Raw -147001.942958 + Penalty 2519.788138 = -144482.154820 nChanged 5 SP:Iteration 17Q (1102.902427 sec): 3 clusters Score: Raw -147004.362363 + Penalty 2519.788138 = -144484.574226 nChanged 3 SP:Iteration 18Q (1102.913423 sec): 3 clusters Score: Raw -147006.529365 + Penalty 2519.788138 = -144486.741227 nChanged 0 SP:Iteration 19F (1102.962498 sec): 3 clusters Score: Raw -147006.529365 + Penalty 2519.788138 = -144486.741227 nChanged 0 Trying to split cluster 16 (38267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1103.020008 sec): 2 clusters Score: Raw -2596686.239306 + Penalty 1714.755768 = -2594971.483538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1103.093547 sec): 3 clusters Score: Raw -2572847.068258 + Penalty 3429.511535 = -2569417.556723 nChanged 17717 SP:Iteration 1F (1103.161105 sec): 3 clusters Score: Raw -2583140.926021 + Penalty 3429.511535 = -2579711.414486 nChanged 2064 SP:Iteration 2F (1103.228514 sec): 3 clusters Score: Raw -2584094.756920 + Penalty 3429.511535 = -2580665.245385 nChanged 2129 SP:Iteration 3F (1103.296328 sec): 3 clusters Score: Raw -2585278.207928 + Penalty 3429.511535 = -2581848.696393 nChanged 2304 SP:Iteration 4F (1103.364000 sec): 3 clusters Score: Raw -2586726.169534 + Penalty 3429.511535 = -2583296.657998 nChanged 2462 SP:Iteration 5F (1103.431366 sec): 3 clusters Score: Raw -2588361.205941 + Penalty 3429.511535 = -2584931.694406 nChanged 2411 SP:Iteration 6F (1103.498929 sec): 3 clusters Score: Raw -2589990.536290 + Penalty 3429.511535 = -2586561.024755 nChanged 2191 SP:Iteration 7F (1103.566492 sec): 3 clusters Score: Raw -2591342.745197 + Penalty 3429.511535 = -2587913.233662 nChanged 1818 SP:Iteration 8Q (1103.636262 sec): 3 clusters Score: Raw -2592259.490175 + Penalty 3429.511535 = -2588829.978640 nChanged 1426 SP:Iteration 9Q (1103.704531 sec): 3 clusters Score: Raw -2592882.427652 + Penalty 3429.511535 = -2589452.916117 nChanged 1099 SP:Iteration 10Q (1103.772272 sec): 3 clusters Score: Raw -2593357.341264 + Penalty 3429.511535 = -2589927.829728 nChanged 952 SP:Iteration 11Q (1103.839426 sec): 3 clusters Score: Raw -2593764.867695 + Penalty 3429.511535 = -2590335.356160 nChanged 834 SP:Iteration 12Q (1103.906631 sec): 3 clusters Score: Raw -2594122.385312 + Penalty 3429.511535 = -2590692.873777 nChanged 766 SP:Iteration 13Q (1103.973006 sec): 3 clusters Score: Raw -2594446.714342 + Penalty 3429.511535 = -2591017.202807 nChanged 699 SP:Iteration 14Q (1104.039129 sec): 3 clusters Score: Raw -2594750.106358 + Penalty 3429.511535 = -2591320.594823 nChanged 693 SP:Iteration 15Q (1104.104643 sec): 3 clusters Score: Raw -2595069.078357 + Penalty 3429.511535 = -2591639.566822 nChanged 686 SP:Iteration 16Q (1104.170101 sec): 3 clusters Score: Raw -2595390.721642 + Penalty 3429.511535 = -2591961.210107 nChanged 684 SP:Iteration 17Q (1104.246658 sec): 3 clusters Score: Raw -2595732.235189 + Penalty 3429.511535 = -2592302.723654 nChanged 678 SP:Iteration 18Q (1104.345817 sec): 3 clusters Score: Raw -2596061.255970 + Penalty 3429.511535 = -2592631.744435 nChanged 627 SP:Iteration 19Q (1104.408583 sec): 3 clusters Score: Raw -2596364.356016 + Penalty 3429.511535 = -2592934.844480 nChanged 557 SP:Iteration 20F (1104.488994 sec): 3 clusters Score: Raw -2596640.581747 + Penalty 3429.511535 = -2593211.070212 nChanged 521 SP:Iteration 21Q (1104.569260 sec): 3 clusters Score: Raw -2596903.525014 + Penalty 3429.511535 = -2593474.013479 nChanged 467 SP:Iteration 22Q (1104.631426 sec): 3 clusters Score: Raw -2597102.036474 + Penalty 3429.511535 = -2593672.524939 nChanged 404 SP:Iteration 23Q (1104.694064 sec): 3 clusters Score: Raw -2597248.440359 + Penalty 3429.511535 = -2593818.928824 nChanged 371 SP:Iteration 24Q (1104.756162 sec): 3 clusters Score: Raw -2597379.444374 + Penalty 3429.511535 = -2593949.932839 nChanged 331 SP:Iteration 25Q (1104.818161 sec): 3 clusters Score: Raw -2597486.380119 + Penalty 3429.511535 = -2594056.868583 nChanged 272 SP:Iteration 26Q (1104.880152 sec): 3 clusters Score: Raw -2597565.770060 + Penalty 3429.511535 = -2594136.258525 nChanged 224 SP:Iteration 27Q (1104.941557 sec): 3 clusters Score: Raw -2597617.301275 + Penalty 3429.511535 = -2594187.789740 nChanged 183 SP:Iteration 28Q (1105.002803 sec): 3 clusters Score: Raw -2597654.891790 + Penalty 3429.511535 = -2594225.380255 nChanged 185 SP:Iteration 29Q (1105.063806 sec): 3 clusters Score: Raw -2597693.525457 + Penalty 3429.511535 = -2594264.013922 nChanged 180 SP:Iteration 30Q (1105.124736 sec): 3 clusters Score: Raw -2597723.041548 + Penalty 3429.511535 = -2594293.530013 nChanged 125 SP:Iteration 31Q (1105.185373 sec): 3 clusters Score: Raw -2597742.806539 + Penalty 3429.511535 = -2594313.295004 nChanged 111 SP:Iteration 32Q (1105.246095 sec): 3 clusters Score: Raw -2597759.925738 + Penalty 3429.511535 = -2594330.414203 nChanged 111 SP:Iteration 33Q (1105.306736 sec): 3 clusters Score: Raw -2597774.573849 + Penalty 3429.511535 = -2594345.062314 nChanged 107 SP:Iteration 34Q (1105.367227 sec): 3 clusters Score: Raw -2597787.091467 + Penalty 3429.511535 = -2594357.579932 nChanged 98 SP:Iteration 35Q (1105.427717 sec): 3 clusters Score: Raw -2597796.513380 + Penalty 3429.511535 = -2594367.001845 nChanged 71 SP:Iteration 36Q (1105.525630 sec): 3 clusters Score: Raw -2597803.478315 + Penalty 3429.511535 = -2594373.966780 nChanged 78 SP:Iteration 37Q (1105.614938 sec): 3 clusters Score: Raw -2597812.972797 + Penalty 3429.511535 = -2594383.461261 nChanged 88 SP:Iteration 38Q (1105.704342 sec): 3 clusters Score: Raw -2597822.057867 + Penalty 3429.511535 = -2594392.546332 nChanged 67 SP:Iteration 39Q (1105.765026 sec): 3 clusters Score: Raw -2597828.165078 + Penalty 3429.511535 = -2594398.653543 nChanged 53 SP:Iteration 40F (1105.832383 sec): 3 clusters Score: Raw -2597832.167473 + Penalty 3429.511535 = -2594402.655938 nChanged 42 SP:Iteration 41Q (1105.893261 sec): 3 clusters Score: Raw -2597835.639200 + Penalty 3429.511535 = -2594406.127665 nChanged 43 SP:Iteration 42Q (1105.953554 sec): 3 clusters Score: Raw -2597838.901281 + Penalty 3429.511535 = -2594409.389746 nChanged 44 SP:Iteration 43Q (1106.013979 sec): 3 clusters Score: Raw -2597842.049529 + Penalty 3429.511535 = -2594412.537994 nChanged 39 SP:Iteration 44Q (1106.074126 sec): 3 clusters Score: Raw -2597844.644868 + Penalty 3429.511535 = -2594415.133333 nChanged 33 SP:Iteration 45Q (1106.134265 sec): 3 clusters Score: Raw -2597846.595230 + Penalty 3429.511535 = -2594417.083695 nChanged 25 SP:Iteration 46Q (1106.194516 sec): 3 clusters Score: Raw -2597848.325139 + Penalty 3429.511535 = -2594418.813604 nChanged 24 SP:Iteration 47Q (1106.255114 sec): 3 clusters Score: Raw -2597850.030155 + Penalty 3429.511535 = -2594420.518620 nChanged 21 SP:Iteration 48Q (1106.315036 sec): 3 clusters Score: Raw -2597851.376018 + Penalty 3429.511535 = -2594421.864483 nChanged 29 SP:Iteration 49Q (1106.375238 sec): 3 clusters Score: Raw -2597853.238278 + Penalty 3429.511535 = -2594423.726743 nChanged 30 SP:Iteration 50Q (1106.435428 sec): 3 clusters Score: Raw -2597855.471786 + Penalty 3429.511535 = -2594425.960251 nChanged 39 SP:Iteration 51Q (1106.495793 sec): 3 clusters Score: Raw -2597858.818344 + Penalty 3429.511535 = -2594429.306809 nChanged 41 SP:Iteration 52Q (1106.555927 sec): 3 clusters Score: Raw -2597862.876135 + Penalty 3429.511535 = -2594433.364600 nChanged 40 SP:Iteration 53Q (1106.616166 sec): 3 clusters Score: Raw -2597866.385760 + Penalty 3429.511535 = -2594436.874225 nChanged 43 SP:Iteration 54Q (1106.676455 sec): 3 clusters Score: Raw -2597870.202453 + Penalty 3429.511535 = -2594440.690918 nChanged 34 SP:Iteration 55Q (1106.736458 sec): 3 clusters Score: Raw -2597873.064640 + Penalty 3429.511535 = -2594443.553105 nChanged 35 SP:Iteration 56Q (1106.796683 sec): 3 clusters Score: Raw -2597875.181319 + Penalty 3429.511535 = -2594445.669784 nChanged 26 SP:Iteration 57Q (1106.856659 sec): 3 clusters Score: Raw -2597876.658521 + Penalty 3429.511535 = -2594447.146986 nChanged 29 SP:Iteration 58Q (1106.916617 sec): 3 clusters Score: Raw -2597878.513872 + Penalty 3429.511535 = -2594449.002337 nChanged 23 SP:Iteration 59Q (1106.976998 sec): 3 clusters Score: Raw -2597880.032183 + Penalty 3429.511535 = -2594450.520648 nChanged 15 SP:Iteration 60F (1107.044539 sec): 3 clusters Score: Raw -2597880.817998 + Penalty 3429.511535 = -2594451.306463 nChanged 13 SP:Iteration 61Q (1107.104739 sec): 3 clusters Score: Raw -2597881.754228 + Penalty 3429.511535 = -2594452.242693 nChanged 20 SP:Iteration 62Q (1107.164799 sec): 3 clusters Score: Raw -2597883.508183 + Penalty 3429.511535 = -2594453.996648 nChanged 21 SP:Iteration 63Q (1107.224632 sec): 3 clusters Score: Raw -2597884.838364 + Penalty 3429.511535 = -2594455.326829 nChanged 13 SP:Iteration 64Q (1107.284667 sec): 3 clusters Score: Raw -2597885.523589 + Penalty 3429.511535 = -2594456.012053 nChanged 12 SP:Iteration 65Q (1107.344452 sec): 3 clusters Score: Raw -2597886.258739 + Penalty 3429.511535 = -2594456.747204 nChanged 16 SP:Iteration 66Q (1107.404141 sec): 3 clusters Score: Raw -2597887.383714 + Penalty 3429.511535 = -2594457.872179 nChanged 18 SP:Iteration 67Q (1107.463856 sec): 3 clusters Score: Raw -2597888.328492 + Penalty 3429.511535 = -2594458.816957 nChanged 18 SP:Iteration 68Q (1107.523646 sec): 3 clusters Score: Raw -2597889.265731 + Penalty 3429.511535 = -2594459.754196 nChanged 19 SP:Iteration 69Q (1107.583358 sec): 3 clusters Score: Raw -2597890.149062 + Penalty 3429.511535 = -2594460.637527 nChanged 9 SP:Iteration 70Q (1107.643006 sec): 3 clusters Score: Raw -2597890.569082 + Penalty 3429.511535 = -2594461.057547 nChanged 7 SP:Iteration 71Q (1107.702682 sec): 3 clusters Score: Raw -2597890.849493 + Penalty 3429.511535 = -2594461.337958 nChanged 3 SP:Iteration 72Q (1107.762367 sec): 3 clusters Score: Raw -2597890.949930 + Penalty 3429.511535 = -2594461.438395 nChanged 4 SP:Iteration 73Q (1107.822067 sec): 3 clusters Score: Raw -2597891.125672 + Penalty 3429.511535 = -2594461.614137 nChanged 6 SP:Iteration 74Q (1107.881659 sec): 3 clusters Score: Raw -2597891.454207 + Penalty 3429.511535 = -2594461.942672 nChanged 8 SP:Iteration 75Q (1107.941463 sec): 3 clusters Score: Raw -2597891.838786 + Penalty 3429.511535 = -2594462.327251 nChanged 6 SP:Iteration 76Q (1108.017903 sec): 3 clusters Score: Raw -2597892.147781 + Penalty 3429.511535 = -2594462.636246 nChanged 3 SP:Iteration 77Q (1108.073855 sec): 3 clusters Score: Raw -2597892.247049 + Penalty 3429.511535 = -2594462.735513 nChanged 0 SP:Iteration 78F (1108.141598 sec): 3 clusters Score: Raw -2597892.247049 + Penalty 3429.511535 = -2594462.735513 nChanged 0 Trying to split cluster 17 (28123 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1108.177316 sec): 2 clusters Score: Raw -1796911.067539 + Penalty 1664.705742 = -1795246.361797 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1108.235919 sec): 3 clusters Score: Raw -1779676.627898 + Penalty 3329.411483 = -1776347.216415 nChanged 12914 SP:Iteration 1F (1108.291495 sec): 3 clusters Score: Raw -1786808.241360 + Penalty 3329.411483 = -1783478.829877 nChanged 1337 SP:Iteration 2Q (1108.349246 sec): 3 clusters Score: Raw -1787287.214247 + Penalty 3329.411483 = -1783957.802764 nChanged 1274 SP:Iteration 3Q (1108.406131 sec): 3 clusters Score: Raw -1787785.504869 + Penalty 3329.411483 = -1784456.093386 nChanged 1329 SP:Iteration 4Q (1108.462895 sec): 3 clusters Score: Raw -1788370.280073 + Penalty 3329.411483 = -1785040.868590 nChanged 1455 SP:Iteration 5F (1108.517517 sec): 3 clusters Score: Raw -1789142.631190 + Penalty 3329.411483 = -1785813.219706 nChanged 1594 SP:Iteration 6F (1108.573157 sec): 3 clusters Score: Raw -1790103.883668 + Penalty 3329.411483 = -1786774.472184 nChanged 1689 SP:Iteration 7F (1108.629054 sec): 3 clusters Score: Raw -1791290.882683 + Penalty 3329.411483 = -1787961.471199 nChanged 1670 SP:Iteration 8F (1108.684616 sec): 3 clusters Score: Raw -1792413.570408 + Penalty 3329.411483 = -1789084.158925 nChanged 1387 SP:Iteration 9Q (1108.741621 sec): 3 clusters Score: Raw -1793210.328903 + Penalty 3329.411483 = -1789880.917420 nChanged 1104 SP:Iteration 10Q (1108.797641 sec): 3 clusters Score: Raw -1793705.997918 + Penalty 3329.411483 = -1790376.586434 nChanged 792 SP:Iteration 11Q (1108.853016 sec): 3 clusters Score: Raw -1793964.350866 + Penalty 3329.411483 = -1790634.939383 nChanged 551 SP:Iteration 12Q (1108.908254 sec): 3 clusters Score: Raw -1794092.585195 + Penalty 3329.411483 = -1790763.173712 nChanged 362 SP:Iteration 13Q (1108.963179 sec): 3 clusters Score: Raw -1794166.851900 + Penalty 3329.411483 = -1790837.440416 nChanged 279 SP:Iteration 14Q (1109.017981 sec): 3 clusters Score: Raw -1794223.172034 + Penalty 3329.411483 = -1790893.760551 nChanged 256 SP:Iteration 15Q (1109.072920 sec): 3 clusters Score: Raw -1794274.686468 + Penalty 3329.411483 = -1790945.274984 nChanged 233 SP:Iteration 16Q (1109.127585 sec): 3 clusters Score: Raw -1794318.089571 + Penalty 3329.411483 = -1790988.678087 nChanged 246 SP:Iteration 17Q (1109.182098 sec): 3 clusters Score: Raw -1794361.964357 + Penalty 3329.411483 = -1791032.552874 nChanged 238 SP:Iteration 18Q (1109.236650 sec): 3 clusters Score: Raw -1794409.451944 + Penalty 3329.411483 = -1791080.040461 nChanged 247 SP:Iteration 19Q (1109.291231 sec): 3 clusters Score: Raw -1794458.847100 + Penalty 3329.411483 = -1791129.435616 nChanged 251 SP:Iteration 20F (1109.346118 sec): 3 clusters Score: Raw -1794514.657247 + Penalty 3329.411483 = -1791185.245764 nChanged 254 SP:Iteration 21Q (1109.401507 sec): 3 clusters Score: Raw -1794571.590229 + Penalty 3329.411483 = -1791242.178746 nChanged 263 SP:Iteration 22Q (1109.456040 sec): 3 clusters Score: Raw -1794630.298953 + Penalty 3329.411483 = -1791300.887469 nChanged 272 SP:Iteration 23Q (1109.510288 sec): 3 clusters Score: Raw -1794690.179814 + Penalty 3329.411483 = -1791360.768331 nChanged 289 SP:Iteration 24Q (1109.564686 sec): 3 clusters Score: Raw -1794755.156548 + Penalty 3329.411483 = -1791425.745065 nChanged 275 SP:Iteration 25Q (1109.619025 sec): 3 clusters Score: Raw -1794819.059559 + Penalty 3329.411483 = -1791489.648075 nChanged 281 SP:Iteration 26Q (1109.673331 sec): 3 clusters Score: Raw -1794892.314226 + Penalty 3329.411483 = -1791562.902742 nChanged 323 SP:Iteration 27Q (1109.727572 sec): 3 clusters Score: Raw -1794980.947659 + Penalty 3329.411483 = -1791651.536176 nChanged 338 SP:Iteration 28Q (1109.781618 sec): 3 clusters Score: Raw -1795085.365254 + Penalty 3329.411483 = -1791755.953771 nChanged 385 SP:Iteration 29Q (1109.835334 sec): 3 clusters Score: Raw -1795225.959334 + Penalty 3329.411483 = -1791896.547851 nChanged 433 SP:Iteration 30Q (1109.889106 sec): 3 clusters Score: Raw -1795395.289404 + Penalty 3329.411483 = -1792065.877920 nChanged 457 SP:Iteration 31Q (1109.942858 sec): 3 clusters Score: Raw -1795585.134705 + Penalty 3329.411483 = -1792255.723222 nChanged 440 SP:Iteration 32Q (1109.996087 sec): 3 clusters Score: Raw -1795763.915024 + Penalty 3329.411483 = -1792434.503540 nChanged 425 SP:Iteration 33Q (1110.049060 sec): 3 clusters Score: Raw -1795935.621899 + Penalty 3329.411483 = -1792606.210416 nChanged 393 SP:Iteration 34Q (1110.101765 sec): 3 clusters Score: Raw -1796080.745900 + Penalty 3329.411483 = -1792751.334417 nChanged 322 SP:Iteration 35Q (1110.154206 sec): 3 clusters Score: Raw -1796189.368379 + Penalty 3329.411483 = -1792859.956896 nChanged 328 SP:Iteration 36Q (1110.206249 sec): 3 clusters Score: Raw -1796293.080400 + Penalty 3329.411483 = -1792963.668917 nChanged 301 SP:Iteration 37Q (1110.258238 sec): 3 clusters Score: Raw -1796385.954720 + Penalty 3329.411483 = -1793056.543237 nChanged 284 SP:Iteration 38Q (1110.309941 sec): 3 clusters Score: Raw -1796470.483723 + Penalty 3329.411483 = -1793141.072239 nChanged 275 SP:Iteration 39Q (1110.398535 sec): 3 clusters Score: Raw -1796540.052648 + Penalty 3329.411483 = -1793210.641165 nChanged 235 SP:Iteration 40F (1110.481693 sec): 3 clusters Score: Raw -1796605.765608 + Penalty 3329.411483 = -1793276.354125 nChanged 231 SP:Iteration 41Q (1110.533134 sec): 3 clusters Score: Raw -1796665.601479 + Penalty 3329.411483 = -1793336.189995 nChanged 212 SP:Iteration 42Q (1110.596195 sec): 3 clusters Score: Raw -1796714.744972 + Penalty 3329.411483 = -1793385.333489 nChanged 185 SP:Iteration 43Q (1110.647861 sec): 3 clusters Score: Raw -1796757.994696 + Penalty 3329.411483 = -1793428.583212 nChanged 169 SP:Iteration 44Q (1110.703457 sec): 3 clusters Score: Raw -1796796.469804 + Penalty 3329.411483 = -1793467.058320 nChanged 159 SP:Iteration 45Q (1110.754552 sec): 3 clusters Score: Raw -1796827.544916 + Penalty 3329.411483 = -1793498.133432 nChanged 140 SP:Iteration 46Q (1110.805224 sec): 3 clusters Score: Raw -1796851.919710 + Penalty 3329.411483 = -1793522.508226 nChanged 111 SP:Iteration 47Q (1110.855819 sec): 3 clusters Score: Raw -1796870.985339 + Penalty 3329.411483 = -1793541.573856 nChanged 115 SP:Iteration 48Q (1110.906152 sec): 3 clusters Score: Raw -1796889.764465 + Penalty 3329.411483 = -1793560.352982 nChanged 100 SP:Iteration 49Q (1110.956483 sec): 3 clusters Score: Raw -1796906.896157 + Penalty 3329.411483 = -1793577.484673 nChanged 107 SP:Iteration 50Q (1111.006820 sec): 3 clusters Score: Raw -1796923.358516 + Penalty 3329.411483 = -1793593.947032 nChanged 98 SP:Iteration 51Q (1111.057025 sec): 3 clusters Score: Raw -1796937.325941 + Penalty 3329.411483 = -1793607.914458 nChanged 77 SP:Iteration 52Q (1111.107300 sec): 3 clusters Score: Raw -1796947.548207 + Penalty 3329.411483 = -1793618.136724 nChanged 68 SP:Iteration 53Q (1111.157283 sec): 3 clusters Score: Raw -1796955.079203 + Penalty 3329.411483 = -1793625.667720 nChanged 47 SP:Iteration 54Q (1111.207282 sec): 3 clusters Score: Raw -1796959.616182 + Penalty 3329.411483 = -1793630.204699 nChanged 38 SP:Iteration 55Q (1111.257351 sec): 3 clusters Score: Raw -1796963.020802 + Penalty 3329.411483 = -1793633.609319 nChanged 35 SP:Iteration 56Q (1111.307059 sec): 3 clusters Score: Raw -1796966.424345 + Penalty 3329.411483 = -1793637.012862 nChanged 32 SP:Iteration 57Q (1111.356700 sec): 3 clusters Score: Raw -1796969.300613 + Penalty 3329.411483 = -1793639.889130 nChanged 34 SP:Iteration 58Q (1111.406394 sec): 3 clusters Score: Raw -1796973.161165 + Penalty 3329.411483 = -1793643.749681 nChanged 37 SP:Iteration 59Q (1111.456086 sec): 3 clusters Score: Raw -1796976.906039 + Penalty 3329.411483 = -1793647.494555 nChanged 34 SP:Iteration 60F (1111.511324 sec): 3 clusters Score: Raw -1796980.938784 + Penalty 3329.411483 = -1793651.527300 nChanged 39 SP:Iteration 61Q (1111.561455 sec): 3 clusters Score: Raw -1796985.111640 + Penalty 3329.411483 = -1793655.700157 nChanged 41 SP:Iteration 62Q (1111.610992 sec): 3 clusters Score: Raw -1796989.169535 + Penalty 3329.411483 = -1793659.758051 nChanged 27 SP:Iteration 63Q (1111.660562 sec): 3 clusters Score: Raw -1796991.338514 + Penalty 3329.411483 = -1793661.927031 nChanged 22 SP:Iteration 64Q (1111.709988 sec): 3 clusters Score: Raw -1796993.927593 + Penalty 3329.411483 = -1793664.516110 nChanged 28 SP:Iteration 65Q (1111.759465 sec): 3 clusters Score: Raw -1796997.430174 + Penalty 3329.411483 = -1793668.018691 nChanged 35 SP:Iteration 66Q (1111.809064 sec): 3 clusters Score: Raw -1797001.759726 + Penalty 3329.411483 = -1793672.348242 nChanged 43 SP:Iteration 67Q (1111.858618 sec): 3 clusters Score: Raw -1797006.998347 + Penalty 3329.411483 = -1793677.586863 nChanged 40 SP:Iteration 68Q (1111.908085 sec): 3 clusters Score: Raw -1797010.883440 + Penalty 3329.411483 = -1793681.471956 nChanged 27 SP:Iteration 69Q (1111.957749 sec): 3 clusters Score: Raw -1797012.926760 + Penalty 3329.411483 = -1793683.515277 nChanged 20 SP:Iteration 70Q (1112.007293 sec): 3 clusters Score: Raw -1797014.764791 + Penalty 3329.411483 = -1793685.353307 nChanged 20 SP:Iteration 71Q (1112.056595 sec): 3 clusters Score: Raw -1797016.516323 + Penalty 3329.411483 = -1793687.104840 nChanged 23 SP:Iteration 72Q (1112.106044 sec): 3 clusters Score: Raw -1797017.979073 + Penalty 3329.411483 = -1793688.567590 nChanged 13 SP:Iteration 73Q (1112.172464 sec): 3 clusters Score: Raw -1797018.924709 + Penalty 3329.411483 = -1793689.513226 nChanged 16 SP:Iteration 74Q (1112.222099 sec): 3 clusters Score: Raw -1797020.404068 + Penalty 3329.411483 = -1793690.992585 nChanged 20 SP:Iteration 75Q (1112.271391 sec): 3 clusters Score: Raw -1797021.961499 + Penalty 3329.411483 = -1793692.550015 nChanged 15 SP:Iteration 76Q (1112.320625 sec): 3 clusters Score: Raw -1797023.257400 + Penalty 3329.411483 = -1793693.845916 nChanged 16 SP:Iteration 77Q (1112.370045 sec): 3 clusters Score: Raw -1797024.587149 + Penalty 3329.411483 = -1793695.175666 nChanged 14 SP:Iteration 78Q (1112.419334 sec): 3 clusters Score: Raw -1797025.766495 + Penalty 3329.411483 = -1793696.355012 nChanged 19 SP:Iteration 79Q (1112.468802 sec): 3 clusters Score: Raw -1797028.063018 + Penalty 3329.411483 = -1793698.651535 nChanged 23 SP:Iteration 80F (1112.524184 sec): 3 clusters Score: Raw -1797030.218986 + Penalty 3329.411483 = -1793700.807502 nChanged 14 SP:Iteration 81Q (1112.573745 sec): 3 clusters Score: Raw -1797031.621026 + Penalty 3329.411483 = -1793702.209543 nChanged 23 SP:Iteration 82Q (1112.623156 sec): 3 clusters Score: Raw -1797033.799506 + Penalty 3329.411483 = -1793704.388023 nChanged 23 SP:Iteration 83Q (1112.672364 sec): 3 clusters Score: Raw -1797035.962848 + Penalty 3329.411483 = -1793706.551365 nChanged 18 SP:Iteration 84Q (1112.721530 sec): 3 clusters Score: Raw -1797037.944597 + Penalty 3329.411483 = -1793708.533113 nChanged 24 SP:Iteration 85Q (1112.770808 sec): 3 clusters Score: Raw -1797040.287030 + Penalty 3329.411483 = -1793710.875547 nChanged 26 SP:Iteration 86Q (1112.820201 sec): 3 clusters Score: Raw -1797042.864253 + Penalty 3329.411483 = -1793713.452769 nChanged 28 SP:Iteration 87Q (1112.869311 sec): 3 clusters Score: Raw -1797045.829475 + Penalty 3329.411483 = -1793716.417992 nChanged 30 SP:Iteration 88Q (1112.918438 sec): 3 clusters Score: Raw -1797049.097745 + Penalty 3329.411483 = -1793719.686261 nChanged 31 SP:Iteration 89Q (1112.967429 sec): 3 clusters Score: Raw -1797053.152953 + Penalty 3329.411483 = -1793723.741469 nChanged 36 SP:Iteration 90Q (1113.016461 sec): 3 clusters Score: Raw -1797058.925911 + Penalty 3329.411483 = -1793729.514428 nChanged 39 SP:Iteration 91Q (1113.065514 sec): 3 clusters Score: Raw -1797065.225263 + Penalty 3329.411483 = -1793735.813779 nChanged 51 SP:Iteration 92Q (1113.114607 sec): 3 clusters Score: Raw -1797072.821514 + Penalty 3329.411483 = -1793743.410031 nChanged 54 SP:Iteration 93Q (1113.163675 sec): 3 clusters Score: Raw -1797081.015758 + Penalty 3329.411483 = -1793751.604274 nChanged 47 SP:Iteration 94Q (1113.212549 sec): 3 clusters Score: Raw -1797087.109832 + Penalty 3329.411483 = -1793757.698348 nChanged 35 SP:Iteration 95Q (1113.261389 sec): 3 clusters Score: Raw -1797091.461963 + Penalty 3329.411483 = -1793762.050479 nChanged 38 SP:Iteration 96Q (1113.310287 sec): 3 clusters Score: Raw -1797096.372960 + Penalty 3329.411483 = -1793766.961477 nChanged 38 SP:Iteration 97Q (1113.358970 sec): 3 clusters Score: Raw -1797100.432777 + Penalty 3329.411483 = -1793771.021294 nChanged 33 SP:Iteration 98Q (1113.407655 sec): 3 clusters Score: Raw -1797104.804310 + Penalty 3329.411483 = -1793775.392826 nChanged 29 SP:Iteration 99Q (1113.456631 sec): 3 clusters Score: Raw -1797108.803829 + Penalty 3329.411483 = -1793779.392346 nChanged 26 SP:Iteration 100F (1113.511932 sec): 3 clusters Score: Raw -1797112.306853 + Penalty 3329.411483 = -1793782.895369 nChanged 30 SP:Iteration 101Q (1113.560967 sec): 3 clusters Score: Raw -1797115.539746 + Penalty 3329.411483 = -1793786.128262 nChanged 19 SP:Iteration 102Q (1113.609562 sec): 3 clusters Score: Raw -1797118.094479 + Penalty 3329.411483 = -1793788.682996 nChanged 20 SP:Iteration 103Q (1113.658307 sec): 3 clusters Score: Raw -1797120.465849 + Penalty 3329.411483 = -1793791.054365 nChanged 18 SP:Iteration 104Q (1113.707053 sec): 3 clusters Score: Raw -1797122.229664 + Penalty 3329.411483 = -1793792.818181 nChanged 10 SP:Iteration 105Q (1113.755736 sec): 3 clusters Score: Raw -1797123.116043 + Penalty 3329.411483 = -1793793.704559 nChanged 5 SP:Iteration 106Q (1113.804427 sec): 3 clusters Score: Raw -1797123.649141 + Penalty 3329.411483 = -1793794.237658 nChanged 5 SP:Iteration 107Q (1113.853126 sec): 3 clusters Score: Raw -1797124.295898 + Penalty 3329.411483 = -1793794.884414 nChanged 3 SP:Iteration 108Q (1113.901760 sec): 3 clusters Score: Raw -1797124.492699 + Penalty 3329.411483 = -1793795.081216 nChanged 4 SP:Iteration 109Q (1113.950511 sec): 3 clusters Score: Raw -1797124.719557 + Penalty 3329.411483 = -1793795.308073 nChanged 3 SP:Iteration 110Q (1113.999070 sec): 3 clusters Score: Raw -1797124.987344 + Penalty 3329.411483 = -1793795.575861 nChanged 4 SP:Iteration 111Q (1114.047701 sec): 3 clusters Score: Raw -1797125.271320 + Penalty 3329.411483 = -1793795.859837 nChanged 3 SP:Iteration 112Q (1114.096307 sec): 3 clusters Score: Raw -1797125.598306 + Penalty 3329.411483 = -1793796.186823 nChanged 2 SP:Iteration 113Q (1114.145096 sec): 3 clusters Score: Raw -1797125.813612 + Penalty 3329.411483 = -1793796.402129 nChanged 5 SP:Iteration 114Q (1114.193942 sec): 3 clusters Score: Raw -1797126.114677 + Penalty 3329.411483 = -1793796.703194 nChanged 4 SP:Iteration 115Q (1114.242490 sec): 3 clusters Score: Raw -1797126.228754 + Penalty 3329.411483 = -1793796.817271 nChanged 2 SP:Iteration 116Q (1114.291144 sec): 3 clusters Score: Raw -1797126.497643 + Penalty 3329.411483 = -1793797.086160 nChanged 5 SP:Iteration 117Q (1114.339934 sec): 3 clusters Score: Raw -1797126.855897 + Penalty 3329.411483 = -1793797.444414 nChanged 2 SP:Iteration 118Q (1114.388762 sec): 3 clusters Score: Raw -1797126.979783 + Penalty 3329.411483 = -1793797.568299 nChanged 1 SP:Iteration 119Q (1114.437271 sec): 3 clusters Score: Raw -1797127.048514 + Penalty 3329.411483 = -1793797.637031 nChanged 1 SP:Iteration 120F (1114.492619 sec): 3 clusters Score: Raw -1797127.147933 + Penalty 3329.411483 = -1793797.736449 nChanged 4 SP:Iteration 121Q (1114.541452 sec): 3 clusters Score: Raw -1797127.449799 + Penalty 3329.411483 = -1793798.038315 nChanged 3 SP:Iteration 122Q (1114.590209 sec): 3 clusters Score: Raw -1797127.714441 + Penalty 3329.411483 = -1793798.302958 nChanged 3 SP:Iteration 123Q (1114.638870 sec): 3 clusters Score: Raw -1797127.898640 + Penalty 3329.411483 = -1793798.487156 nChanged 3 SP:Iteration 124Q (1114.687414 sec): 3 clusters Score: Raw -1797128.158265 + Penalty 3329.411483 = -1793798.746782 nChanged 2 SP:Iteration 125Q (1114.736011 sec): 3 clusters Score: Raw -1797128.272851 + Penalty 3329.411483 = -1793798.861368 nChanged 2 SP:Iteration 126Q (1114.784497 sec): 3 clusters Score: Raw -1797128.369006 + Penalty 3329.411483 = -1793798.957523 nChanged 2 SP:Iteration 127Q (1114.833326 sec): 3 clusters Score: Raw -1797128.568101 + Penalty 3329.411483 = -1793799.156618 nChanged 5 SP:Iteration 128Q (1114.881937 sec): 3 clusters Score: Raw -1797128.873139 + Penalty 3329.411483 = -1793799.461656 nChanged 2 SP:Iteration 129Q (1114.930290 sec): 3 clusters Score: Raw -1797128.922607 + Penalty 3329.411483 = -1793799.511123 nChanged 1 SP:Iteration 130Q (1114.979040 sec): 3 clusters Score: Raw -1797129.048015 + Penalty 3329.411483 = -1793799.636532 nChanged 1 SP:Iteration 131Q (1115.027747 sec): 3 clusters Score: Raw -1797129.132626 + Penalty 3329.411483 = -1793799.721142 nChanged 2 SP:Iteration 132Q (1115.076277 sec): 3 clusters Score: Raw -1797129.258604 + Penalty 3329.411483 = -1793799.847120 nChanged 1 SP:Iteration 133Q (1115.125111 sec): 3 clusters Score: Raw -1797129.295795 + Penalty 3329.411483 = -1793799.884312 nChanged 1 SP:Iteration 134Q (1115.173942 sec): 3 clusters Score: Raw -1797129.385222 + Penalty 3329.411483 = -1793799.973739 nChanged 1 SP:Iteration 135Q (1115.222601 sec): 3 clusters Score: Raw -1797129.419472 + Penalty 3329.411483 = -1793800.007989 nChanged 0 SP:Iteration 136F (1115.278557 sec): 3 clusters Score: Raw -1797129.419472 + Penalty 3329.411483 = -1793800.007989 nChanged 0 Trying to split cluster 18 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.289889 sec): 2 clusters Score: Raw -48658.372448 + Penalty 1090.261955 = -47568.110492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.294757 sec): 3 clusters Score: Raw -48450.701239 + Penalty 2180.523911 = -46270.177328 nChanged 213 SP:Iteration 1F (1115.299314 sec): 3 clusters Score: Raw -48717.019628 + Penalty 2180.523911 = -46536.495718 nChanged 73 SP:Iteration 2F (1115.303857 sec): 3 clusters Score: Raw -48836.223907 + Penalty 2180.523911 = -46655.699996 nChanged 36 SP:Iteration 3Q (1115.308360 sec): 3 clusters Score: Raw -48898.495527 + Penalty 2180.523911 = -46717.971616 nChanged 33 SP:Iteration 4Q (1115.312877 sec): 3 clusters Score: Raw -48952.740277 + Penalty 2180.523911 = -46772.216366 nChanged 23 SP:Iteration 5Q (1115.317327 sec): 3 clusters Score: Raw -48985.034729 + Penalty 2180.523911 = -46804.510819 nChanged 18 SP:Iteration 6Q (1115.321792 sec): 3 clusters Score: Raw -49011.644511 + Penalty 2180.523911 = -46831.120600 nChanged 18 SP:Iteration 7Q (1115.326217 sec): 3 clusters Score: Raw -49048.911885 + Penalty 2180.523911 = -46868.387975 nChanged 20 SP:Iteration 8Q (1115.330642 sec): 3 clusters Score: Raw -49075.899683 + Penalty 2180.523911 = -46895.375772 nChanged 14 SP:Iteration 9Q (1115.335024 sec): 3 clusters Score: Raw -49093.467376 + Penalty 2180.523911 = -46912.943465 nChanged 11 SP:Iteration 10Q (1115.339404 sec): 3 clusters Score: Raw -49116.412570 + Penalty 2180.523911 = -46935.888659 nChanged 13 SP:Iteration 11Q (1115.343793 sec): 3 clusters Score: Raw -49133.836490 + Penalty 2180.523911 = -46953.312579 nChanged 8 SP:Iteration 12Q (1115.348192 sec): 3 clusters Score: Raw -49147.774341 + Penalty 2180.523911 = -46967.250430 nChanged 8 SP:Iteration 13Q (1115.352588 sec): 3 clusters Score: Raw -49158.929810 + Penalty 2180.523911 = -46978.405899 nChanged 6 SP:Iteration 14Q (1115.356911 sec): 3 clusters Score: Raw -49169.643099 + Penalty 2180.523911 = -46989.119188 nChanged 5 SP:Iteration 15Q (1115.361263 sec): 3 clusters Score: Raw -49178.098916 + Penalty 2180.523911 = -46997.575006 nChanged 8 SP:Iteration 16Q (1115.365616 sec): 3 clusters Score: Raw -49196.733047 + Penalty 2180.523911 = -47016.209136 nChanged 8 SP:Iteration 17Q (1115.369918 sec): 3 clusters Score: Raw -49208.657692 + Penalty 2180.523911 = -47028.133782 nChanged 5 SP:Iteration 18Q (1115.374229 sec): 3 clusters Score: Raw -49214.556526 + Penalty 2180.523911 = -47034.032615 nChanged 3 SP:Iteration 19Q (1115.378521 sec): 3 clusters Score: Raw -49220.645231 + Penalty 2180.523911 = -47040.121320 nChanged 1 SP:Iteration 20F (1115.383057 sec): 3 clusters Score: Raw -49221.649231 + Penalty 2180.523911 = -47041.125321 nChanged 0 Trying to split cluster 19 (29106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1115.432543 sec): 2 clusters Score: Raw -1988358.189660 + Penalty 1670.288688 = -1986687.900972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1115.489874 sec): 3 clusters Score: Raw -1970408.316806 + Penalty 3340.577376 = -1967067.739430 nChanged 13373 SP:Iteration 1F (1115.544307 sec): 3 clusters Score: Raw -1978153.322818 + Penalty 3340.577376 = -1974812.745442 nChanged 1666 SP:Iteration 2F (1115.600846 sec): 3 clusters Score: Raw -1979040.233310 + Penalty 3340.577376 = -1975699.655934 nChanged 1824 SP:Iteration 3F (1115.657063 sec): 3 clusters Score: Raw -1980139.329778 + Penalty 3340.577376 = -1976798.752403 nChanged 1989 SP:Iteration 4F (1115.713459 sec): 3 clusters Score: Raw -1981474.568192 + Penalty 3340.577376 = -1978133.990816 nChanged 2073 SP:Iteration 5F (1115.769603 sec): 3 clusters Score: Raw -1982878.021548 + Penalty 3340.577376 = -1979537.444172 nChanged 1949 SP:Iteration 6F (1115.825904 sec): 3 clusters Score: Raw -1984139.455670 + Penalty 3340.577376 = -1980798.878294 nChanged 1719 SP:Iteration 7F (1115.882037 sec): 3 clusters Score: Raw -1985250.938083 + Penalty 3340.577376 = -1981910.360708 nChanged 1486 SP:Iteration 8F (1115.938456 sec): 3 clusters Score: Raw -1986098.271774 + Penalty 3340.577376 = -1982757.694398 nChanged 1226 SP:Iteration 9Q (1115.995675 sec): 3 clusters Score: Raw -1986615.837778 + Penalty 3340.577376 = -1983275.260402 nChanged 913 SP:Iteration 10Q (1116.052689 sec): 3 clusters Score: Raw -1986917.361952 + Penalty 3340.577376 = -1983576.784576 nChanged 694 SP:Iteration 11Q (1116.109256 sec): 3 clusters Score: Raw -1987110.068263 + Penalty 3340.577376 = -1983769.490888 nChanged 556 SP:Iteration 12Q (1116.165882 sec): 3 clusters Score: Raw -1987228.806200 + Penalty 3340.577376 = -1983888.228824 nChanged 405 SP:Iteration 13Q (1116.222742 sec): 3 clusters Score: Raw -1987305.756793 + Penalty 3340.577376 = -1983965.179417 nChanged 359 SP:Iteration 14Q (1116.302541 sec): 3 clusters Score: Raw -1987371.499504 + Penalty 3340.577376 = -1984030.922129 nChanged 323 SP:Iteration 15Q (1116.381040 sec): 3 clusters Score: Raw -1987428.637324 + Penalty 3340.577376 = -1984088.059948 nChanged 294 SP:Iteration 16Q (1116.437731 sec): 3 clusters Score: Raw -1987482.121742 + Penalty 3340.577376 = -1984141.544366 nChanged 309 SP:Iteration 17Q (1116.494493 sec): 3 clusters Score: Raw -1987538.208155 + Penalty 3340.577376 = -1984197.630779 nChanged 301 SP:Iteration 18Q (1116.550976 sec): 3 clusters Score: Raw -1987595.356490 + Penalty 3340.577376 = -1984254.779114 nChanged 307 SP:Iteration 19Q (1116.608017 sec): 3 clusters Score: Raw -1987652.145144 + Penalty 3340.577376 = -1984311.567768 nChanged 325 SP:Iteration 20F (1116.663856 sec): 3 clusters Score: Raw -1987714.418267 + Penalty 3340.577376 = -1984373.840891 nChanged 307 SP:Iteration 21Q (1116.722500 sec): 3 clusters Score: Raw -1987772.802021 + Penalty 3340.577376 = -1984432.224645 nChanged 311 SP:Iteration 22Q (1116.780041 sec): 3 clusters Score: Raw -1987829.992820 + Penalty 3340.577376 = -1984489.415444 nChanged 305 SP:Iteration 23Q (1116.837953 sec): 3 clusters Score: Raw -1987887.499624 + Penalty 3340.577376 = -1984546.922248 nChanged 317 SP:Iteration 24Q (1116.895719 sec): 3 clusters Score: Raw -1987950.474824 + Penalty 3340.577376 = -1984609.897448 nChanged 320 SP:Iteration 25Q (1116.953931 sec): 3 clusters Score: Raw -1988016.489690 + Penalty 3340.577376 = -1984675.912314 nChanged 307 SP:Iteration 26Q (1117.011114 sec): 3 clusters Score: Raw -1988077.332457 + Penalty 3340.577376 = -1984736.755082 nChanged 302 SP:Iteration 27Q (1117.068308 sec): 3 clusters Score: Raw -1988136.470733 + Penalty 3340.577376 = -1984795.893357 nChanged 287 SP:Iteration 28Q (1117.126270 sec): 3 clusters Score: Raw -1988190.943841 + Penalty 3340.577376 = -1984850.366465 nChanged 255 SP:Iteration 29Q (1117.183414 sec): 3 clusters Score: Raw -1988238.990239 + Penalty 3340.577376 = -1984898.412863 nChanged 271 SP:Iteration 30Q (1117.240883 sec): 3 clusters Score: Raw -1988295.695850 + Penalty 3340.577376 = -1984955.118475 nChanged 284 SP:Iteration 31Q (1117.298114 sec): 3 clusters Score: Raw -1988356.017622 + Penalty 3340.577376 = -1985015.440247 nChanged 272 SP:Iteration 32Q (1117.355449 sec): 3 clusters Score: Raw -1988415.231385 + Penalty 3340.577376 = -1985074.654009 nChanged 273 SP:Iteration 33Q (1117.412856 sec): 3 clusters Score: Raw -1988472.722071 + Penalty 3340.577376 = -1985132.144695 nChanged 235 SP:Iteration 34Q (1117.469747 sec): 3 clusters Score: Raw -1988518.150265 + Penalty 3340.577376 = -1985177.572890 nChanged 206 SP:Iteration 35Q (1117.526750 sec): 3 clusters Score: Raw -1988558.990720 + Penalty 3340.577376 = -1985218.413345 nChanged 205 SP:Iteration 36Q (1117.583977 sec): 3 clusters Score: Raw -1988604.516540 + Penalty 3340.577376 = -1985263.939164 nChanged 212 SP:Iteration 37Q (1117.640935 sec): 3 clusters Score: Raw -1988650.382506 + Penalty 3340.577376 = -1985309.805130 nChanged 184 SP:Iteration 38Q (1117.697857 sec): 3 clusters Score: Raw -1988690.041348 + Penalty 3340.577376 = -1985349.463973 nChanged 161 SP:Iteration 39Q (1117.754844 sec): 3 clusters Score: Raw -1988723.024425 + Penalty 3340.577376 = -1985382.447049 nChanged 140 SP:Iteration 40F (1117.810348 sec): 3 clusters Score: Raw -1988750.575930 + Penalty 3340.577376 = -1985409.998555 nChanged 130 SP:Iteration 41Q (1117.868341 sec): 3 clusters Score: Raw -1988777.572890 + Penalty 3340.577376 = -1985436.995515 nChanged 112 SP:Iteration 42Q (1117.925767 sec): 3 clusters Score: Raw -1988797.325321 + Penalty 3340.577376 = -1985456.747945 nChanged 87 SP:Iteration 43Q (1117.982704 sec): 3 clusters Score: Raw -1988810.561067 + Penalty 3340.577376 = -1985469.983691 nChanged 73 SP:Iteration 44Q (1118.039834 sec): 3 clusters Score: Raw -1988823.373445 + Penalty 3340.577376 = -1985482.796070 nChanged 76 SP:Iteration 45Q (1118.096892 sec): 3 clusters Score: Raw -1988836.488961 + Penalty 3340.577376 = -1985495.911585 nChanged 68 SP:Iteration 46Q (1118.153736 sec): 3 clusters Score: Raw -1988846.552994 + Penalty 3340.577376 = -1985505.975619 nChanged 53 SP:Iteration 47Q (1118.210307 sec): 3 clusters Score: Raw -1988854.248444 + Penalty 3340.577376 = -1985513.671069 nChanged 49 SP:Iteration 48Q (1118.267065 sec): 3 clusters Score: Raw -1988861.295068 + Penalty 3340.577376 = -1985520.717692 nChanged 56 SP:Iteration 49Q (1118.323594 sec): 3 clusters Score: Raw -1988870.190211 + Penalty 3340.577376 = -1985529.612836 nChanged 59 SP:Iteration 50Q (1118.380882 sec): 3 clusters Score: Raw -1988880.875967 + Penalty 3340.577376 = -1985540.298591 nChanged 52 SP:Iteration 51Q (1118.437504 sec): 3 clusters Score: Raw -1988889.388186 + Penalty 3340.577376 = -1985548.810810 nChanged 56 SP:Iteration 52Q (1118.494985 sec): 3 clusters Score: Raw -1988898.343404 + Penalty 3340.577376 = -1985557.766028 nChanged 56 SP:Iteration 53Q (1118.551367 sec): 3 clusters Score: Raw -1988907.731475 + Penalty 3340.577376 = -1985567.154099 nChanged 54 SP:Iteration 54Q (1118.607798 sec): 3 clusters Score: Raw -1988917.894517 + Penalty 3340.577376 = -1985577.317142 nChanged 38 SP:Iteration 55Q (1118.664131 sec): 3 clusters Score: Raw -1988922.940609 + Penalty 3340.577376 = -1985582.363234 nChanged 28 SP:Iteration 56Q (1118.722044 sec): 3 clusters Score: Raw -1988927.428456 + Penalty 3340.577376 = -1985586.851080 nChanged 27 SP:Iteration 57Q (1118.780453 sec): 3 clusters Score: Raw -1988931.123800 + Penalty 3340.577376 = -1985590.546425 nChanged 31 SP:Iteration 58Q (1118.836495 sec): 3 clusters Score: Raw -1988936.168133 + Penalty 3340.577376 = -1985595.590757 nChanged 30 SP:Iteration 59Q (1118.896258 sec): 3 clusters Score: Raw -1988941.257713 + Penalty 3340.577376 = -1985600.680337 nChanged 27 SP:Iteration 60F (1118.951612 sec): 3 clusters Score: Raw -1988946.063677 + Penalty 3340.577376 = -1985605.486301 nChanged 31 SP:Iteration 61Q (1119.008942 sec): 3 clusters Score: Raw -1988952.640561 + Penalty 3340.577376 = -1985612.063185 nChanged 28 SP:Iteration 62Q (1119.064947 sec): 3 clusters Score: Raw -1988958.823528 + Penalty 3340.577376 = -1985618.246152 nChanged 31 SP:Iteration 63Q (1119.120930 sec): 3 clusters Score: Raw -1988964.507112 + Penalty 3340.577376 = -1985623.929736 nChanged 18 SP:Iteration 64Q (1119.176786 sec): 3 clusters Score: Raw -1988967.684791 + Penalty 3340.577376 = -1985627.107415 nChanged 13 SP:Iteration 65Q (1119.232573 sec): 3 clusters Score: Raw -1988969.640685 + Penalty 3340.577376 = -1985629.063309 nChanged 16 SP:Iteration 66Q (1119.288230 sec): 3 clusters Score: Raw -1988972.552243 + Penalty 3340.577376 = -1985631.974868 nChanged 14 SP:Iteration 67Q (1119.344151 sec): 3 clusters Score: Raw -1988976.073265 + Penalty 3340.577376 = -1985635.495889 nChanged 19 SP:Iteration 68Q (1119.399819 sec): 3 clusters Score: Raw -1988980.953035 + Penalty 3340.577376 = -1985640.375659 nChanged 30 SP:Iteration 69Q (1119.455517 sec): 3 clusters Score: Raw -1988986.012583 + Penalty 3340.577376 = -1985645.435208 nChanged 16 SP:Iteration 70Q (1119.511319 sec): 3 clusters Score: Raw -1988989.240916 + Penalty 3340.577376 = -1985648.663541 nChanged 18 SP:Iteration 71Q (1119.567067 sec): 3 clusters Score: Raw -1988993.457320 + Penalty 3340.577376 = -1985652.879944 nChanged 20 SP:Iteration 72Q (1119.622607 sec): 3 clusters Score: Raw -1988997.462627 + Penalty 3340.577376 = -1985656.885252 nChanged 16 SP:Iteration 73Q (1119.678142 sec): 3 clusters Score: Raw -1989000.541927 + Penalty 3340.577376 = -1985659.964551 nChanged 17 SP:Iteration 74Q (1119.733843 sec): 3 clusters Score: Raw -1989004.724404 + Penalty 3340.577376 = -1985664.147028 nChanged 21 SP:Iteration 75Q (1119.789411 sec): 3 clusters Score: Raw -1989008.487186 + Penalty 3340.577376 = -1985667.909811 nChanged 15 SP:Iteration 76Q (1119.844852 sec): 3 clusters Score: Raw -1989012.508211 + Penalty 3340.577376 = -1985671.930836 nChanged 20 SP:Iteration 77Q (1119.900660 sec): 3 clusters Score: Raw -1989018.634437 + Penalty 3340.577376 = -1985678.057061 nChanged 19 SP:Iteration 78Q (1119.956101 sec): 3 clusters Score: Raw -1989022.462112 + Penalty 3340.577376 = -1985681.884737 nChanged 11 SP:Iteration 79Q (1120.011473 sec): 3 clusters Score: Raw -1989025.379296 + Penalty 3340.577376 = -1985684.801920 nChanged 12 SP:Iteration 80F (1120.066552 sec): 3 clusters Score: Raw -1989028.098016 + Penalty 3340.577376 = -1985687.520641 nChanged 7 SP:Iteration 81Q (1120.123233 sec): 3 clusters Score: Raw -1989029.025072 + Penalty 3340.577376 = -1985688.447696 nChanged 4 SP:Iteration 82Q (1120.178631 sec): 3 clusters Score: Raw -1989029.657300 + Penalty 3340.577376 = -1985689.079924 nChanged 6 SP:Iteration 83Q (1120.233866 sec): 3 clusters Score: Raw -1989030.437586 + Penalty 3340.577376 = -1985689.860210 nChanged 7 SP:Iteration 84Q (1120.289296 sec): 3 clusters Score: Raw -1989031.916134 + Penalty 3340.577376 = -1985691.338759 nChanged 10 SP:Iteration 85Q (1120.344908 sec): 3 clusters Score: Raw -1989033.793669 + Penalty 3340.577376 = -1985693.216293 nChanged 6 SP:Iteration 86Q (1120.400253 sec): 3 clusters Score: Raw -1989035.418642 + Penalty 3340.577376 = -1985694.841266 nChanged 9 SP:Iteration 87Q (1120.455736 sec): 3 clusters Score: Raw -1989036.979258 + Penalty 3340.577376 = -1985696.401882 nChanged 9 SP:Iteration 88Q (1120.522756 sec): 3 clusters Score: Raw -1989038.358523 + Penalty 3340.577376 = -1985697.781147 nChanged 11 SP:Iteration 89Q (1120.599170 sec): 3 clusters Score: Raw -1989040.515800 + Penalty 3340.577376 = -1985699.938425 nChanged 7 SP:Iteration 90Q (1120.654538 sec): 3 clusters Score: Raw -1989041.223419 + Penalty 3340.577376 = -1985700.646043 nChanged 3 SP:Iteration 91Q (1120.709785 sec): 3 clusters Score: Raw -1989041.656974 + Penalty 3340.577376 = -1985701.079598 nChanged 2 SP:Iteration 92Q (1120.764926 sec): 3 clusters Score: Raw -1989042.052828 + Penalty 3340.577376 = -1985701.475452 nChanged 7 SP:Iteration 93Q (1120.820150 sec): 3 clusters Score: Raw -1989042.875240 + Penalty 3340.577376 = -1985702.297864 nChanged 3 SP:Iteration 94Q (1120.875629 sec): 3 clusters Score: Raw -1989043.180158 + Penalty 3340.577376 = -1985702.602783 nChanged 5 SP:Iteration 95Q (1120.930825 sec): 3 clusters Score: Raw -1989043.908810 + Penalty 3340.577376 = -1985703.331434 nChanged 1 SP:Iteration 96Q (1120.985953 sec): 3 clusters Score: Raw -1989044.005677 + Penalty 3340.577376 = -1985703.428301 nChanged 1 SP:Iteration 97Q (1121.041336 sec): 3 clusters Score: Raw -1989044.061142 + Penalty 3340.577376 = -1985703.483767 nChanged 2 SP:Iteration 98Q (1121.096674 sec): 3 clusters Score: Raw -1989044.313847 + Penalty 3340.577376 = -1985703.736471 nChanged 2 SP:Iteration 99Q (1121.151677 sec): 3 clusters Score: Raw -1989044.696640 + Penalty 3340.577376 = -1985704.119265 nChanged 2 SP:Iteration 100F (1121.206923 sec): 3 clusters Score: Raw -1989044.973645 + Penalty 3340.577376 = -1985704.396270 nChanged 4 SP:Iteration 101Q (1121.263327 sec): 3 clusters Score: Raw -1989045.786468 + Penalty 3340.577376 = -1985705.209092 nChanged 5 SP:Iteration 102Q (1121.318621 sec): 3 clusters Score: Raw -1989046.322815 + Penalty 3340.577376 = -1985705.745439 nChanged 4 SP:Iteration 103Q (1121.373722 sec): 3 clusters Score: Raw -1989046.868484 + Penalty 3340.577376 = -1985706.291109 nChanged 3 SP:Iteration 104Q (1121.429294 sec): 3 clusters Score: Raw -1989047.228117 + Penalty 3340.577376 = -1985706.650742 nChanged 3 SP:Iteration 105Q (1121.484641 sec): 3 clusters Score: Raw -1989047.894211 + Penalty 3340.577376 = -1985707.316835 nChanged 4 SP:Iteration 106Q (1121.539695 sec): 3 clusters Score: Raw -1989048.693329 + Penalty 3340.577376 = -1985708.115953 nChanged 3 SP:Iteration 107Q (1121.594853 sec): 3 clusters Score: Raw -1989049.197938 + Penalty 3340.577376 = -1985708.620562 nChanged 3 SP:Iteration 108Q (1121.650213 sec): 3 clusters Score: Raw -1989049.377594 + Penalty 3340.577376 = -1985708.800219 nChanged 1 SP:Iteration 109Q (1121.705438 sec): 3 clusters Score: Raw -1989049.544414 + Penalty 3340.577376 = -1985708.967038 nChanged 2 SP:Iteration 110Q (1121.760438 sec): 3 clusters Score: Raw -1989050.000036 + Penalty 3340.577376 = -1985709.422660 nChanged 5 SP:Iteration 111Q (1121.815537 sec): 3 clusters Score: Raw -1989050.995747 + Penalty 3340.577376 = -1985710.418371 nChanged 8 SP:Iteration 112Q (1121.870880 sec): 3 clusters Score: Raw -1989052.765831 + Penalty 3340.577376 = -1985712.188455 nChanged 9 SP:Iteration 113Q (1121.925883 sec): 3 clusters Score: Raw -1989054.506537 + Penalty 3340.577376 = -1985713.929161 nChanged 7 SP:Iteration 114Q (1121.980759 sec): 3 clusters Score: Raw -1989055.332555 + Penalty 3340.577376 = -1985714.755180 nChanged 2 SP:Iteration 115Q (1122.035992 sec): 3 clusters Score: Raw -1989055.502840 + Penalty 3340.577376 = -1985714.925465 nChanged 2 SP:Iteration 116Q (1122.091206 sec): 3 clusters Score: Raw -1989055.673959 + Penalty 3340.577376 = -1985715.096583 nChanged 2 SP:Iteration 117Q (1122.146250 sec): 3 clusters Score: Raw -1989055.893555 + Penalty 3340.577376 = -1985715.316179 nChanged 2 SP:Iteration 118Q (1122.201011 sec): 3 clusters Score: Raw -1989056.383964 + Penalty 3340.577376 = -1985715.806588 nChanged 2 SP:Iteration 119Q (1122.256107 sec): 3 clusters Score: Raw -1989056.789162 + Penalty 3340.577376 = -1985716.211787 nChanged 2 SP:Iteration 120F (1122.311448 sec): 3 clusters Score: Raw -1989057.284944 + Penalty 3340.577376 = -1985716.707568 nChanged 4 SP:Iteration 121Q (1122.367454 sec): 3 clusters Score: Raw -1989057.886717 + Penalty 3340.577376 = -1985717.309341 nChanged 3 SP:Iteration 122Q (1122.422297 sec): 3 clusters Score: Raw -1989058.243902 + Penalty 3340.577376 = -1985717.666526 nChanged 2 SP:Iteration 123Q (1122.477464 sec): 3 clusters Score: Raw -1989058.547297 + Penalty 3340.577376 = -1985717.969921 nChanged 1 SP:Iteration 124Q (1122.532387 sec): 3 clusters Score: Raw -1989058.772159 + Penalty 3340.577376 = -1985718.194783 nChanged 1 SP:Iteration 125Q (1122.587267 sec): 3 clusters Score: Raw -1989058.841786 + Penalty 3340.577376 = -1985718.264411 nChanged 0 SP:Iteration 126F (1122.642435 sec): 3 clusters Score: Raw -1989058.841786 + Penalty 3340.577376 = -1985718.264411 nChanged 0 Trying to split cluster 20 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.655261 sec): 2 clusters Score: Raw -129831.741202 + Penalty 1231.115818 = -128600.625385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1122.665928 sec): 3 clusters Score: Raw -128981.761332 + Penalty 2462.231636 = -126519.529697 nChanged 690 SP:Iteration 1F (1122.675859 sec): 3 clusters Score: Raw -129429.249893 + Penalty 2462.231636 = -126967.018257 nChanged 135 SP:Iteration 2F (1122.685715 sec): 3 clusters Score: Raw -129513.169619 + Penalty 2462.231636 = -127050.937983 nChanged 69 SP:Iteration 3Q (1122.695727 sec): 3 clusters Score: Raw -129554.049802 + Penalty 2462.231636 = -127091.818167 nChanged 46 SP:Iteration 4Q (1122.705692 sec): 3 clusters Score: Raw -129585.245518 + Penalty 2462.231636 = -127123.013882 nChanged 41 SP:Iteration 5Q (1122.715663 sec): 3 clusters Score: Raw -129607.785121 + Penalty 2462.231636 = -127145.553485 nChanged 28 SP:Iteration 6Q (1122.725572 sec): 3 clusters Score: Raw -129624.731973 + Penalty 2462.231636 = -127162.500337 nChanged 29 SP:Iteration 7Q (1122.735544 sec): 3 clusters Score: Raw -129643.361666 + Penalty 2462.231636 = -127181.130030 nChanged 27 SP:Iteration 8Q (1122.745400 sec): 3 clusters Score: Raw -129655.519118 + Penalty 2462.231636 = -127193.287483 nChanged 25 SP:Iteration 9Q (1122.755285 sec): 3 clusters Score: Raw -129669.012637 + Penalty 2462.231636 = -127206.781002 nChanged 21 SP:Iteration 10Q (1122.765258 sec): 3 clusters Score: Raw -129677.070956 + Penalty 2462.231636 = -127214.839320 nChanged 12 SP:Iteration 11Q (1122.775126 sec): 3 clusters Score: Raw -129681.111105 + Penalty 2462.231636 = -127218.879470 nChanged 9 SP:Iteration 12Q (1122.784982 sec): 3 clusters Score: Raw -129685.981999 + Penalty 2462.231636 = -127223.750363 nChanged 10 SP:Iteration 13Q (1122.794946 sec): 3 clusters Score: Raw -129690.038449 + Penalty 2462.231636 = -127227.806814 nChanged 7 SP:Iteration 14Q (1122.804876 sec): 3 clusters Score: Raw -129692.061819 + Penalty 2462.231636 = -127229.830183 nChanged 4 SP:Iteration 15Q (1122.814819 sec): 3 clusters Score: Raw -129694.231984 + Penalty 2462.231636 = -127232.000349 nChanged 2 SP:Iteration 16Q (1122.824774 sec): 3 clusters Score: Raw -129695.272695 + Penalty 2462.231636 = -127233.041059 nChanged 2 SP:Iteration 17Q (1122.834630 sec): 3 clusters Score: Raw -129696.046782 + Penalty 2462.231636 = -127233.815146 nChanged 5 SP:Iteration 18Q (1122.844555 sec): 3 clusters Score: Raw -129698.667302 + Penalty 2462.231636 = -127236.435667 nChanged 7 SP:Iteration 19Q (1122.854509 sec): 3 clusters Score: Raw -129701.444283 + Penalty 2462.231636 = -127239.212647 nChanged 7 SP:Iteration 20F (1122.864429 sec): 3 clusters Score: Raw -129703.516296 + Penalty 2462.231636 = -127241.284660 nChanged 6 SP:Iteration 21Q (1122.874373 sec): 3 clusters Score: Raw -129704.906343 + Penalty 2462.231636 = -127242.674707 nChanged 7 SP:Iteration 22Q (1122.884296 sec): 3 clusters Score: Raw -129706.646206 + Penalty 2462.231636 = -127244.414570 nChanged 6 SP:Iteration 23Q (1122.894232 sec): 3 clusters Score: Raw -129709.075673 + Penalty 2462.231636 = -127246.844037 nChanged 6 SP:Iteration 24Q (1122.904152 sec): 3 clusters Score: Raw -129711.492706 + Penalty 2462.231636 = -127249.261070 nChanged 7 SP:Iteration 25Q (1122.914078 sec): 3 clusters Score: Raw -129714.641591 + Penalty 2462.231636 = -127252.409955 nChanged 6 SP:Iteration 26Q (1122.924052 sec): 3 clusters Score: Raw -129718.242949 + Penalty 2462.231636 = -127256.011314 nChanged 9 SP:Iteration 27Q (1122.933993 sec): 3 clusters Score: Raw -129721.703411 + Penalty 2462.231636 = -127259.471775 nChanged 4 SP:Iteration 28Q (1122.943832 sec): 3 clusters Score: Raw -129723.476713 + Penalty 2462.231636 = -127261.245077 nChanged 4 SP:Iteration 29Q (1122.953791 sec): 3 clusters Score: Raw -129724.570622 + Penalty 2462.231636 = -127262.338986 nChanged 1 SP:Iteration 30Q (1122.963728 sec): 3 clusters Score: Raw -129725.065769 + Penalty 2462.231636 = -127262.834133 nChanged 0 SP:Iteration 31F (1122.973652 sec): 3 clusters Score: Raw -129725.065769 + Penalty 2462.231636 = -127262.834133 nChanged 0 Trying to split cluster 21 (5900 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1122.993317 sec): 2 clusters Score: Raw -349297.531201 + Penalty 1410.939990 = -347886.591212 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.016271 sec): 3 clusters Score: Raw -346186.347143 + Penalty 2821.879980 = -343364.467164 nChanged 2486 SP:Iteration 1F (1123.038924 sec): 3 clusters Score: Raw -347706.062717 + Penalty 2821.879980 = -344884.182738 nChanged 538 SP:Iteration 2F (1123.061468 sec): 3 clusters Score: Raw -348188.171343 + Penalty 2821.879980 = -345366.291363 nChanged 537 SP:Iteration 3F (1123.084009 sec): 3 clusters Score: Raw -348754.198657 + Penalty 2821.879980 = -345932.318678 nChanged 498 SP:Iteration 4F (1123.106595 sec): 3 clusters Score: Raw -349256.975235 + Penalty 2821.879980 = -346435.095255 nChanged 430 SP:Iteration 5F (1123.128980 sec): 3 clusters Score: Raw -349675.430321 + Penalty 2821.879980 = -346853.550341 nChanged 364 SP:Iteration 6F (1123.151453 sec): 3 clusters Score: Raw -349960.636161 + Penalty 2821.879980 = -347138.756182 nChanged 212 SP:Iteration 7Q (1123.173752 sec): 3 clusters Score: Raw -350078.803973 + Penalty 2821.879980 = -347256.923993 nChanged 125 SP:Iteration 8Q (1123.196241 sec): 3 clusters Score: Raw -350138.231291 + Penalty 2821.879980 = -347316.351311 nChanged 87 SP:Iteration 9Q (1123.218598 sec): 3 clusters Score: Raw -350180.898692 + Penalty 2821.879980 = -347359.018713 nChanged 63 SP:Iteration 10Q (1123.241073 sec): 3 clusters Score: Raw -350207.096659 + Penalty 2821.879980 = -347385.216679 nChanged 56 SP:Iteration 11Q (1123.263592 sec): 3 clusters Score: Raw -350227.213345 + Penalty 2821.879980 = -347405.333365 nChanged 37 SP:Iteration 12Q (1123.286097 sec): 3 clusters Score: Raw -350240.014660 + Penalty 2821.879980 = -347418.134680 nChanged 31 SP:Iteration 13Q (1123.308688 sec): 3 clusters Score: Raw -350250.506335 + Penalty 2821.879980 = -347428.626355 nChanged 25 SP:Iteration 14Q (1123.331103 sec): 3 clusters Score: Raw -350258.562117 + Penalty 2821.879980 = -347436.682137 nChanged 19 SP:Iteration 15Q (1123.353570 sec): 3 clusters Score: Raw -350263.553774 + Penalty 2821.879980 = -347441.673794 nChanged 14 SP:Iteration 16Q (1123.376087 sec): 3 clusters Score: Raw -350267.937037 + Penalty 2821.879980 = -347446.057058 nChanged 15 SP:Iteration 17Q (1123.398485 sec): 3 clusters Score: Raw -350272.870771 + Penalty 2821.879980 = -347450.990791 nChanged 14 SP:Iteration 18Q (1123.421164 sec): 3 clusters Score: Raw -350277.189804 + Penalty 2821.879980 = -347455.309824 nChanged 7 SP:Iteration 19Q (1123.443678 sec): 3 clusters Score: Raw -350279.054259 + Penalty 2821.879980 = -347457.174279 nChanged 7 SP:Iteration 20F (1123.502704 sec): 3 clusters Score: Raw -350281.448398 + Penalty 2821.879980 = -347459.568418 nChanged 8 SP:Iteration 21Q (1123.528650 sec): 3 clusters Score: Raw -350284.715244 + Penalty 2821.879980 = -347462.835264 nChanged 10 SP:Iteration 22Q (1123.554885 sec): 3 clusters Score: Raw -350287.241069 + Penalty 2821.879980 = -347465.361089 nChanged 8 SP:Iteration 23Q (1123.577363 sec): 3 clusters Score: Raw -350288.707885 + Penalty 2821.879980 = -347466.827905 nChanged 4 SP:Iteration 24Q (1123.599557 sec): 3 clusters Score: Raw -350289.619896 + Penalty 2821.879980 = -347467.739916 nChanged 4 SP:Iteration 25Q (1123.621997 sec): 3 clusters Score: Raw -350290.784257 + Penalty 2821.879980 = -347468.904277 nChanged 6 SP:Iteration 26Q (1123.644489 sec): 3 clusters Score: Raw -350292.235713 + Penalty 2821.879980 = -347470.355733 nChanged 3 SP:Iteration 27Q (1123.666780 sec): 3 clusters Score: Raw -350292.620957 + Penalty 2821.879980 = -347470.740978 nChanged 5 SP:Iteration 28Q (1123.690430 sec): 3 clusters Score: Raw -350293.727232 + Penalty 2821.879980 = -347471.847252 nChanged 3 SP:Iteration 29Q (1123.712919 sec): 3 clusters Score: Raw -350294.883029 + Penalty 2821.879980 = -347473.003049 nChanged 5 SP:Iteration 30Q (1123.735537 sec): 3 clusters Score: Raw -350296.667410 + Penalty 2821.879980 = -347474.787430 nChanged 4 SP:Iteration 31Q (1123.761685 sec): 3 clusters Score: Raw -350297.550688 + Penalty 2821.879980 = -347475.670708 nChanged 3 SP:Iteration 32Q (1123.784200 sec): 3 clusters Score: Raw -350298.061283 + Penalty 2821.879980 = -347476.181304 nChanged 2 SP:Iteration 33Q (1123.806765 sec): 3 clusters Score: Raw -350298.654330 + Penalty 2821.879980 = -347476.774351 nChanged 3 SP:Iteration 34Q (1123.829225 sec): 3 clusters Score: Raw -350298.984925 + Penalty 2821.879980 = -347477.104946 nChanged 1 SP:Iteration 35Q (1123.851787 sec): 3 clusters Score: Raw -350299.073291 + Penalty 2821.879980 = -347477.193311 nChanged 1 SP:Iteration 36Q (1123.874047 sec): 3 clusters Score: Raw -350299.323647 + Penalty 2821.879980 = -347477.443668 nChanged 1 SP:Iteration 37Q (1123.896520 sec): 3 clusters Score: Raw -350299.417255 + Penalty 2821.879980 = -347477.537275 nChanged 3 SP:Iteration 38Q (1123.919000 sec): 3 clusters Score: Raw -350299.830637 + Penalty 2821.879980 = -347477.950658 nChanged 0 SP:Iteration 39F (1123.941326 sec): 3 clusters Score: Raw -350299.830637 + Penalty 2821.879980 = -347477.950658 nChanged 0 Trying to split cluster 22 (326 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.950123 sec): 2 clusters Score: Raw -18404.241133 + Penalty 940.370824 = -17463.870309 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1123.952582 sec): 3 clusters Score: Raw -18427.731464 + Penalty 1880.741649 = -16546.989815 nChanged 56 SP:Iteration 1F (1123.954820 sec): 3 clusters Score: Raw -18566.336234 + Penalty 1880.741649 = -16685.594585 nChanged 18 SP:Iteration 2F (1123.957048 sec): 3 clusters Score: Raw -18634.510234 + Penalty 1880.741649 = -16753.768585 nChanged 10 SP:Iteration 3Q (1123.959204 sec): 3 clusters Score: Raw -18664.519570 + Penalty 1880.741649 = -16783.777921 nChanged 3 SP:Iteration 4Q (1123.961353 sec): 3 clusters Score: Raw -18670.118495 + Penalty 1880.741649 = -16789.376846 nChanged 2 SP:Iteration 5Q (1123.963527 sec): 3 clusters Score: Raw -18679.579501 + Penalty 1880.741649 = -16798.837852 nChanged 3 SP:Iteration 6Q (1123.965694 sec): 3 clusters Score: Raw -18690.461388 + Penalty 1880.741649 = -16809.719739 nChanged 3 SP:Iteration 7Q (1123.967847 sec): 3 clusters Score: Raw -18706.304440 + Penalty 1880.741649 = -16825.562791 nChanged 5 SP:Iteration 8Q (1123.969974 sec): 3 clusters Score: Raw -18719.632217 + Penalty 1880.741649 = -16838.890568 nChanged 2 SP:Iteration 9Q (1123.972096 sec): 3 clusters Score: Raw -18733.784675 + Penalty 1880.741649 = -16853.043027 nChanged 3 SP:Iteration 10Q (1123.974219 sec): 3 clusters Score: Raw -18746.536569 + Penalty 1880.741649 = -16865.794920 nChanged 1 SP:Iteration 11Q (1123.976353 sec): 3 clusters Score: Raw -18749.495827 + Penalty 1880.741649 = -16868.754178 nChanged 1 SP:Iteration 12Q (1123.978474 sec): 3 clusters Score: Raw -18750.888975 + Penalty 1880.741649 = -16870.147326 nChanged 0 SP:Iteration 13F (1123.980700 sec): 3 clusters Score: Raw -18750.888975 + Penalty 1880.741649 = -16870.147326 nChanged 0 Trying to split cluster 23 (2444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1123.996999 sec): 2 clusters Score: Raw -141085.351348 + Penalty 1267.726090 = -139817.625258 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1124.010024 sec): 3 clusters Score: Raw -139982.819854 + Penalty 2535.452179 = -137447.367675 nChanged 904 SP:Iteration 1F (1124.022353 sec): 3 clusters Score: Raw -140602.844718 + Penalty 2535.452179 = -138067.392539 nChanged 197 SP:Iteration 2F (1124.034512 sec): 3 clusters Score: Raw -140752.962155 + Penalty 2535.452179 = -138217.509976 nChanged 135 SP:Iteration 3F (1124.046746 sec): 3 clusters Score: Raw -140875.697829 + Penalty 2535.452179 = -138340.245650 nChanged 136 SP:Iteration 4F (1124.059052 sec): 3 clusters Score: Raw -140998.349313 + Penalty 2535.452179 = -138462.897134 nChanged 106 SP:Iteration 5Q (1124.071288 sec): 3 clusters Score: Raw -141090.239519 + Penalty 2535.452179 = -138554.787340 nChanged 98 SP:Iteration 6Q (1124.083480 sec): 3 clusters Score: Raw -141179.983458 + Penalty 2535.452179 = -138644.531279 nChanged 92 SP:Iteration 7Q (1124.106487 sec): 3 clusters Score: Raw -141267.957334 + Penalty 2535.452179 = -138732.505155 nChanged 80 SP:Iteration 8Q (1124.118618 sec): 3 clusters Score: Raw -141347.455879 + Penalty 2535.452179 = -138812.003700 nChanged 75 SP:Iteration 9Q (1124.130692 sec): 3 clusters Score: Raw -141429.261960 + Penalty 2535.452179 = -138893.809781 nChanged 83 SP:Iteration 10Q (1124.142737 sec): 3 clusters Score: Raw -141535.348261 + Penalty 2535.452179 = -138999.896082 nChanged 85 SP:Iteration 11Q (1124.154813 sec): 3 clusters Score: Raw -141683.222917 + Penalty 2535.452179 = -139147.770738 nChanged 73 SP:Iteration 12Q (1124.166651 sec): 3 clusters Score: Raw -141864.015257 + Penalty 2535.452179 = -139328.563078 nChanged 55 SP:Iteration 13Q (1124.178451 sec): 3 clusters Score: Raw -141947.321716 + Penalty 2535.452179 = -139411.869537 nChanged 30 SP:Iteration 14Q (1124.190136 sec): 3 clusters Score: Raw -141978.105122 + Penalty 2535.452179 = -139442.652942 nChanged 30 SP:Iteration 15Q (1124.201809 sec): 3 clusters Score: Raw -142004.455596 + Penalty 2535.452179 = -139469.003417 nChanged 25 SP:Iteration 16Q (1124.213440 sec): 3 clusters Score: Raw -142024.936502 + Penalty 2535.452179 = -139489.484323 nChanged 17 SP:Iteration 17Q (1124.225232 sec): 3 clusters Score: Raw -142046.023498 + Penalty 2535.452179 = -139510.571319 nChanged 19 SP:Iteration 18Q (1124.236946 sec): 3 clusters Score: Raw -142071.480162 + Penalty 2535.452179 = -139536.027983 nChanged 12 SP:Iteration 19Q (1124.248689 sec): 3 clusters Score: Raw -142081.576958 + Penalty 2535.452179 = -139546.124779 nChanged 7 SP:Iteration 20F (1124.260929 sec): 3 clusters Score: Raw -142084.910027 + Penalty 2535.452179 = -139549.457848 nChanged 2 SP:Iteration 21Q (1124.272577 sec): 3 clusters Score: Raw -142085.265014 + Penalty 2535.452179 = -139549.812835 nChanged 0 SP:Iteration 22F (1124.284746 sec): 3 clusters Score: Raw -142085.265014 + Penalty 2535.452179 = -139549.812835 nChanged 0 Trying to split cluster 24 (65444 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1124.375145 sec): 2 clusters Score: Raw -4419505.454412 + Penalty 1801.954390 = -4417703.500022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1124.485836 sec): 3 clusters Score: Raw -4377437.588079 + Penalty 3603.908781 = -4373833.679298 nChanged 30944 SP:Iteration 1F (1124.593300 sec): 3 clusters Score: Raw -4395899.483871 + Penalty 3603.908781 = -4392295.575090 nChanged 3044 SP:Iteration 2Q (1124.707421 sec): 3 clusters Score: Raw -4397130.929878 + Penalty 3603.908781 = -4393527.021098 nChanged 3428 SP:Iteration 3F (1124.814722 sec): 3 clusters Score: Raw -4398777.927015 + Penalty 3603.908781 = -4395174.018234 nChanged 3804 SP:Iteration 4F (1124.921889 sec): 3 clusters Score: Raw -4400972.318155 + Penalty 3603.908781 = -4397368.409374 nChanged 4091 SP:Iteration 5F (1125.029158 sec): 3 clusters Score: Raw -4403660.012821 + Penalty 3603.908781 = -4400056.104040 nChanged 4201 SP:Iteration 6F (1125.136395 sec): 3 clusters Score: Raw -4406687.959192 + Penalty 3603.908781 = -4403084.050411 nChanged 3919 SP:Iteration 7F (1125.274001 sec): 3 clusters Score: Raw -4409499.595207 + Penalty 3603.908781 = -4405895.686427 nChanged 3303 SP:Iteration 8F (1125.380987 sec): 3 clusters Score: Raw -4411671.241865 + Penalty 3603.908781 = -4408067.333084 nChanged 2704 SP:Iteration 9Q (1125.490673 sec): 3 clusters Score: Raw -4413181.813114 + Penalty 3603.908781 = -4409577.904334 nChanged 2047 SP:Iteration 10Q (1125.598669 sec): 3 clusters Score: Raw -4414144.427808 + Penalty 3603.908781 = -4410540.519027 nChanged 1614 SP:Iteration 11Q (1125.705504 sec): 3 clusters Score: Raw -4414877.596493 + Penalty 3603.908781 = -4411273.687712 nChanged 1387 SP:Iteration 12Q (1125.811471 sec): 3 clusters Score: Raw -4415518.597398 + Penalty 3603.908781 = -4411914.688617 nChanged 1316 SP:Iteration 13Q (1125.916573 sec): 3 clusters Score: Raw -4416142.017772 + Penalty 3603.908781 = -4412538.108992 nChanged 1243 SP:Iteration 14Q (1126.020798 sec): 3 clusters Score: Raw -4416759.869387 + Penalty 3603.908781 = -4413155.960606 nChanged 1180 SP:Iteration 15Q (1126.124097 sec): 3 clusters Score: Raw -4417356.164644 + Penalty 3603.908781 = -4413752.255864 nChanged 1089 SP:Iteration 16Q (1126.226263 sec): 3 clusters Score: Raw -4417861.689571 + Penalty 3603.908781 = -4414257.780791 nChanged 966 SP:Iteration 17Q (1126.327516 sec): 3 clusters Score: Raw -4418272.847730 + Penalty 3603.908781 = -4414668.938949 nChanged 852 SP:Iteration 18Q (1126.428215 sec): 3 clusters Score: Raw -4418583.006105 + Penalty 3603.908781 = -4414979.097324 nChanged 744 SP:Iteration 19Q (1126.528219 sec): 3 clusters Score: Raw -4418816.187776 + Penalty 3603.908781 = -4415212.278996 nChanged 603 SP:Iteration 20F (1126.635374 sec): 3 clusters Score: Raw -4418979.958950 + Penalty 3603.908781 = -4415376.050169 nChanged 513 SP:Iteration 21Q (1126.734472 sec): 3 clusters Score: Raw -4419096.001727 + Penalty 3603.908781 = -4415492.092946 nChanged 434 SP:Iteration 22Q (1126.833032 sec): 3 clusters Score: Raw -4419187.181385 + Penalty 3603.908781 = -4415583.272605 nChanged 394 SP:Iteration 23Q (1126.931357 sec): 3 clusters Score: Raw -4419259.973903 + Penalty 3603.908781 = -4415656.065123 nChanged 336 SP:Iteration 24Q (1127.029342 sec): 3 clusters Score: Raw -4419317.589654 + Penalty 3603.908781 = -4415713.680874 nChanged 290 SP:Iteration 25Q (1127.127192 sec): 3 clusters Score: Raw -4419362.192328 + Penalty 3603.908781 = -4415758.283547 nChanged 277 SP:Iteration 26Q (1127.224816 sec): 3 clusters Score: Raw -4419403.079177 + Penalty 3603.908781 = -4415799.170397 nChanged 260 SP:Iteration 27Q (1127.322180 sec): 3 clusters Score: Raw -4419442.133985 + Penalty 3603.908781 = -4415838.225204 nChanged 266 SP:Iteration 28Q (1127.419266 sec): 3 clusters Score: Raw -4419481.650361 + Penalty 3603.908781 = -4415877.741580 nChanged 260 SP:Iteration 29Q (1127.516630 sec): 3 clusters Score: Raw -4419518.530162 + Penalty 3603.908781 = -4415914.621381 nChanged 233 SP:Iteration 30Q (1127.613305 sec): 3 clusters Score: Raw -4419552.373509 + Penalty 3603.908781 = -4415948.464728 nChanged 220 SP:Iteration 31Q (1127.709690 sec): 3 clusters Score: Raw -4419583.316761 + Penalty 3603.908781 = -4415979.407980 nChanged 224 SP:Iteration 32Q (1127.805915 sec): 3 clusters Score: Raw -4419617.415954 + Penalty 3603.908781 = -4416013.507173 nChanged 238 SP:Iteration 33Q (1127.940294 sec): 3 clusters Score: Raw -4419654.242777 + Penalty 3603.908781 = -4416050.333996 nChanged 229 SP:Iteration 34Q (1128.058677 sec): 3 clusters Score: Raw -4419689.938936 + Penalty 3603.908781 = -4416086.030155 nChanged 206 SP:Iteration 35Q (1128.155009 sec): 3 clusters Score: Raw -4419718.537890 + Penalty 3603.908781 = -4416114.629109 nChanged 189 SP:Iteration 36Q (1128.251017 sec): 3 clusters Score: Raw -4419742.711394 + Penalty 3603.908781 = -4416138.802614 nChanged 171 SP:Iteration 37Q (1128.346834 sec): 3 clusters Score: Raw -4419765.252361 + Penalty 3603.908781 = -4416161.343580 nChanged 151 SP:Iteration 38Q (1128.442542 sec): 3 clusters Score: Raw -4419783.920840 + Penalty 3603.908781 = -4416180.012060 nChanged 158 SP:Iteration 39Q (1128.538353 sec): 3 clusters Score: Raw -4419804.382522 + Penalty 3603.908781 = -4416200.473741 nChanged 160 SP:Iteration 40F (1128.645814 sec): 3 clusters Score: Raw -4419824.719780 + Penalty 3603.908781 = -4416220.810999 nChanged 136 SP:Iteration 41Q (1128.743105 sec): 3 clusters Score: Raw -4419841.760694 + Penalty 3603.908781 = -4416237.851913 nChanged 112 SP:Iteration 42Q (1128.838575 sec): 3 clusters Score: Raw -4419853.311736 + Penalty 3603.908781 = -4416249.402955 nChanged 100 SP:Iteration 43Q (1128.933555 sec): 3 clusters Score: Raw -4419864.541947 + Penalty 3603.908781 = -4416260.633167 nChanged 101 SP:Iteration 44Q (1129.028509 sec): 3 clusters Score: Raw -4419875.075443 + Penalty 3603.908781 = -4416271.166662 nChanged 86 SP:Iteration 45Q (1129.123373 sec): 3 clusters Score: Raw -4419882.655023 + Penalty 3603.908781 = -4416278.746242 nChanged 69 SP:Iteration 46Q (1129.217292 sec): 3 clusters Score: Raw -4419887.871480 + Penalty 3603.908781 = -4416283.962700 nChanged 73 SP:Iteration 47Q (1129.313021 sec): 3 clusters Score: Raw -4419894.533674 + Penalty 3603.908781 = -4416290.624893 nChanged 75 SP:Iteration 48Q (1129.420016 sec): 3 clusters Score: Raw -4419900.921873 + Penalty 3603.908781 = -4416297.013093 nChanged 71 SP:Iteration 49Q (1129.524195 sec): 3 clusters Score: Raw -4419907.227707 + Penalty 3603.908781 = -4416303.318926 nChanged 70 SP:Iteration 50Q (1129.618737 sec): 3 clusters Score: Raw -4419913.093204 + Penalty 3603.908781 = -4416309.184423 nChanged 80 SP:Iteration 51Q (1129.713625 sec): 3 clusters Score: Raw -4419920.516964 + Penalty 3603.908781 = -4416316.608184 nChanged 88 SP:Iteration 52Q (1129.808537 sec): 3 clusters Score: Raw -4419928.385025 + Penalty 3603.908781 = -4416324.476244 nChanged 75 SP:Iteration 53Q (1129.903070 sec): 3 clusters Score: Raw -4419934.351450 + Penalty 3603.908781 = -4416330.442669 nChanged 58 SP:Iteration 54Q (1129.997472 sec): 3 clusters Score: Raw -4419938.743476 + Penalty 3603.908781 = -4416334.834695 nChanged 47 SP:Iteration 55Q (1130.091844 sec): 3 clusters Score: Raw -4419942.298999 + Penalty 3603.908781 = -4416338.390219 nChanged 53 SP:Iteration 56Q (1130.185591 sec): 3 clusters Score: Raw -4419946.151126 + Penalty 3603.908781 = -4416342.242346 nChanged 52 SP:Iteration 57Q (1130.279142 sec): 3 clusters Score: Raw -4419950.330831 + Penalty 3603.908781 = -4416346.422051 nChanged 55 SP:Iteration 58Q (1130.387811 sec): 3 clusters Score: Raw -4419954.340531 + Penalty 3603.908781 = -4416350.431751 nChanged 45 SP:Iteration 59Q (1130.481359 sec): 3 clusters Score: Raw -4419957.456755 + Penalty 3603.908781 = -4416353.547974 nChanged 45 SP:Iteration 60F (1130.589446 sec): 3 clusters Score: Raw -4419960.764460 + Penalty 3603.908781 = -4416356.855679 nChanged 49 SP:Iteration 61Q (1130.684290 sec): 3 clusters Score: Raw -4419964.208289 + Penalty 3603.908781 = -4416360.299508 nChanged 38 SP:Iteration 62Q (1130.778286 sec): 3 clusters Score: Raw -4419966.248444 + Penalty 3603.908781 = -4416362.339663 nChanged 26 SP:Iteration 63Q (1130.872452 sec): 3 clusters Score: Raw -4419967.401093 + Penalty 3603.908781 = -4416363.492312 nChanged 19 SP:Iteration 64Q (1130.966923 sec): 3 clusters Score: Raw -4419968.580789 + Penalty 3603.908781 = -4416364.672009 nChanged 17 SP:Iteration 65Q (1131.061605 sec): 3 clusters Score: Raw -4419969.551996 + Penalty 3603.908781 = -4416365.643216 nChanged 22 SP:Iteration 66Q (1131.155841 sec): 3 clusters Score: Raw -4419970.709538 + Penalty 3603.908781 = -4416366.800757 nChanged 23 SP:Iteration 67Q (1131.249348 sec): 3 clusters Score: Raw -4419971.937011 + Penalty 3603.908781 = -4416368.028230 nChanged 27 SP:Iteration 68Q (1131.342605 sec): 3 clusters Score: Raw -4419973.634101 + Penalty 3603.908781 = -4416369.725321 nChanged 29 SP:Iteration 69Q (1131.435889 sec): 3 clusters Score: Raw -4419975.505838 + Penalty 3603.908781 = -4416371.597057 nChanged 26 SP:Iteration 70Q (1131.529072 sec): 3 clusters Score: Raw -4419977.198686 + Penalty 3603.908781 = -4416373.289905 nChanged 28 SP:Iteration 71Q (1131.622087 sec): 3 clusters Score: Raw -4419979.458063 + Penalty 3603.908781 = -4416375.549283 nChanged 32 SP:Iteration 72Q (1131.715119 sec): 3 clusters Score: Raw -4419982.011730 + Penalty 3603.908781 = -4416378.102949 nChanged 26 SP:Iteration 73Q (1131.808139 sec): 3 clusters Score: Raw -4419983.755789 + Penalty 3603.908781 = -4416379.847008 nChanged 19 SP:Iteration 74Q (1131.901216 sec): 3 clusters Score: Raw -4419985.062907 + Penalty 3603.908781 = -4416381.154127 nChanged 23 SP:Iteration 75Q (1131.994461 sec): 3 clusters Score: Raw -4419986.932063 + Penalty 3603.908781 = -4416383.023283 nChanged 24 SP:Iteration 76Q (1132.105130 sec): 3 clusters Score: Raw -4419988.789517 + Penalty 3603.908781 = -4416384.880736 nChanged 20 SP:Iteration 77Q (1132.221722 sec): 3 clusters Score: Raw -4419990.076717 + Penalty 3603.908781 = -4416386.167937 nChanged 17 SP:Iteration 78Q (1132.319084 sec): 3 clusters Score: Raw -4419991.147906 + Penalty 3603.908781 = -4416387.239126 nChanged 15 SP:Iteration 79Q (1132.412266 sec): 3 clusters Score: Raw -4419991.995264 + Penalty 3603.908781 = -4416388.086483 nChanged 14 SP:Iteration 80F (1132.519096 sec): 3 clusters Score: Raw -4419992.800291 + Penalty 3603.908781 = -4416388.891510 nChanged 17 SP:Iteration 81Q (1132.612092 sec): 3 clusters Score: Raw -4419993.701854 + Penalty 3603.908781 = -4416389.793074 nChanged 11 SP:Iteration 82Q (1132.704933 sec): 3 clusters Score: Raw -4419994.192916 + Penalty 3603.908781 = -4416390.284136 nChanged 7 SP:Iteration 83Q (1132.798307 sec): 3 clusters Score: Raw -4419994.667729 + Penalty 3603.908781 = -4416390.758948 nChanged 12 SP:Iteration 84Q (1132.891416 sec): 3 clusters Score: Raw -4419995.375444 + Penalty 3603.908781 = -4416391.466663 nChanged 11 SP:Iteration 85Q (1132.984773 sec): 3 clusters Score: Raw -4419996.013615 + Penalty 3603.908781 = -4416392.104834 nChanged 6 SP:Iteration 86Q (1133.077898 sec): 3 clusters Score: Raw -4419996.487048 + Penalty 3603.908781 = -4416392.578267 nChanged 9 SP:Iteration 87Q (1133.171279 sec): 3 clusters Score: Raw -4419997.099382 + Penalty 3603.908781 = -4416393.190602 nChanged 16 SP:Iteration 88Q (1133.264403 sec): 3 clusters Score: Raw -4419998.194678 + Penalty 3603.908781 = -4416394.285897 nChanged 17 SP:Iteration 89Q (1133.357793 sec): 3 clusters Score: Raw -4419999.233047 + Penalty 3603.908781 = -4416395.324266 nChanged 18 SP:Iteration 90Q (1133.450867 sec): 3 clusters Score: Raw -4420000.311065 + Penalty 3603.908781 = -4416396.402285 nChanged 12 SP:Iteration 91Q (1133.544387 sec): 3 clusters Score: Raw -4420001.251944 + Penalty 3603.908781 = -4416397.343164 nChanged 11 SP:Iteration 92Q (1133.638092 sec): 3 clusters Score: Raw -4420001.938057 + Penalty 3603.908781 = -4416398.029277 nChanged 12 SP:Iteration 93Q (1133.731638 sec): 3 clusters Score: Raw -4420002.512061 + Penalty 3603.908781 = -4416398.603281 nChanged 8 SP:Iteration 94Q (1133.824618 sec): 3 clusters Score: Raw -4420002.891865 + Penalty 3603.908781 = -4416398.983085 nChanged 10 SP:Iteration 95Q (1133.917278 sec): 3 clusters Score: Raw -4420003.351407 + Penalty 3603.908781 = -4416399.442627 nChanged 9 SP:Iteration 96Q (1134.009958 sec): 3 clusters Score: Raw -4420003.702364 + Penalty 3603.908781 = -4416399.793584 nChanged 10 SP:Iteration 97Q (1134.102782 sec): 3 clusters Score: Raw -4420004.071058 + Penalty 3603.908781 = -4416400.162277 nChanged 4 SP:Iteration 98Q (1134.196243 sec): 3 clusters Score: Raw -4420004.244980 + Penalty 3603.908781 = -4416400.336199 nChanged 5 SP:Iteration 99Q (1134.323112 sec): 3 clusters Score: Raw -4420004.453994 + Penalty 3603.908781 = -4416400.545213 nChanged 4 SP:Iteration 100F (1134.430794 sec): 3 clusters Score: Raw -4420004.779152 + Penalty 3603.908781 = -4416400.870372 nChanged 4 SP:Iteration 101Q (1134.523603 sec): 3 clusters Score: Raw -4420004.960579 + Penalty 3603.908781 = -4416401.051799 nChanged 4 SP:Iteration 102Q (1134.616801 sec): 3 clusters Score: Raw -4420005.133744 + Penalty 3603.908781 = -4416401.224963 nChanged 5 SP:Iteration 103Q (1134.710070 sec): 3 clusters Score: Raw -4420005.349768 + Penalty 3603.908781 = -4416401.440987 nChanged 4 SP:Iteration 104Q (1134.803480 sec): 3 clusters Score: Raw -4420005.521482 + Penalty 3603.908781 = -4416401.612701 nChanged 4 SP:Iteration 105Q (1134.896697 sec): 3 clusters Score: Raw -4420005.692450 + Penalty 3603.908781 = -4416401.783669 nChanged 6 SP:Iteration 106Q (1134.989793 sec): 3 clusters Score: Raw -4420006.007481 + Penalty 3603.908781 = -4416402.098700 nChanged 3 SP:Iteration 107Q (1135.083117 sec): 3 clusters Score: Raw -4420006.139400 + Penalty 3603.908781 = -4416402.230619 nChanged 0 SP:Iteration 108F (1135.190571 sec): 3 clusters Score: Raw -4420006.139400 + Penalty 3603.908781 = -4416402.230619 nChanged 0 Trying to split cluster 25 (10346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1135.207350 sec): 2 clusters Score: Raw -714575.950071 + Penalty 1502.207728 = -713073.742342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1135.236362 sec): 3 clusters Score: Raw -708752.697459 + Penalty 3004.415456 = -705748.282002 nChanged 4408 SP:Iteration 1F (1135.264535 sec): 3 clusters Score: Raw -711201.412678 + Penalty 3004.415456 = -708196.997221 nChanged 695 SP:Iteration 2F (1135.292811 sec): 3 clusters Score: Raw -711526.796751 + Penalty 3004.415456 = -708522.381294 nChanged 596 SP:Iteration 3F (1135.320651 sec): 3 clusters Score: Raw -711827.361865 + Penalty 3004.415456 = -708822.946408 nChanged 554 SP:Iteration 4F (1135.358901 sec): 3 clusters Score: Raw -712133.904352 + Penalty 3004.415456 = -709129.488895 nChanged 528 SP:Iteration 5F (1135.386855 sec): 3 clusters Score: Raw -712468.646282 + Penalty 3004.415456 = -709464.230826 nChanged 543 SP:Iteration 6F (1135.415003 sec): 3 clusters Score: Raw -712795.603249 + Penalty 3004.415456 = -709791.187792 nChanged 500 SP:Iteration 7Q (1135.443323 sec): 3 clusters Score: Raw -713094.238542 + Penalty 3004.415456 = -710089.823086 nChanged 465 SP:Iteration 8Q (1135.474899 sec): 3 clusters Score: Raw -713381.099808 + Penalty 3004.415456 = -710376.684351 nChanged 425 SP:Iteration 9Q (1135.502902 sec): 3 clusters Score: Raw -713604.233647 + Penalty 3004.415456 = -710599.818191 nChanged 354 SP:Iteration 10Q (1135.561771 sec): 3 clusters Score: Raw -713793.016527 + Penalty 3004.415456 = -710788.601071 nChanged 308 SP:Iteration 11Q (1135.625588 sec): 3 clusters Score: Raw -713972.369342 + Penalty 3004.415456 = -710967.953886 nChanged 258 SP:Iteration 12Q (1135.688620 sec): 3 clusters Score: Raw -714134.037324 + Penalty 3004.415456 = -711129.621867 nChanged 218 SP:Iteration 13Q (1135.715849 sec): 3 clusters Score: Raw -714256.515890 + Penalty 3004.415456 = -711252.100433 nChanged 170 SP:Iteration 14Q (1135.743008 sec): 3 clusters Score: Raw -714345.229724 + Penalty 3004.415456 = -711340.814267 nChanged 147 SP:Iteration 15Q (1135.769893 sec): 3 clusters Score: Raw -714422.059985 + Penalty 3004.415456 = -711417.644528 nChanged 122 SP:Iteration 16Q (1135.800683 sec): 3 clusters Score: Raw -714494.123990 + Penalty 3004.415456 = -711489.708534 nChanged 115 SP:Iteration 17Q (1135.827239 sec): 3 clusters Score: Raw -714567.684640 + Penalty 3004.415456 = -711563.269184 nChanged 121 SP:Iteration 18Q (1135.853893 sec): 3 clusters Score: Raw -714647.787362 + Penalty 3004.415456 = -711643.371905 nChanged 104 SP:Iteration 19Q (1135.882740 sec): 3 clusters Score: Raw -714728.975698 + Penalty 3004.415456 = -711724.560241 nChanged 90 SP:Iteration 20F (1135.915386 sec): 3 clusters Score: Raw -714796.299447 + Penalty 3004.415456 = -711791.883990 nChanged 85 SP:Iteration 21Q (1135.941460 sec): 3 clusters Score: Raw -714853.737524 + Penalty 3004.415456 = -711849.322067 nChanged 85 SP:Iteration 22Q (1135.970260 sec): 3 clusters Score: Raw -714918.737732 + Penalty 3004.415456 = -711914.322275 nChanged 80 SP:Iteration 23Q (1135.996028 sec): 3 clusters Score: Raw -714970.145996 + Penalty 3004.415456 = -711965.730540 nChanged 79 SP:Iteration 24Q (1136.022202 sec): 3 clusters Score: Raw -715002.145301 + Penalty 3004.415456 = -711997.729845 nChanged 69 SP:Iteration 25Q (1136.047847 sec): 3 clusters Score: Raw -715025.354332 + Penalty 3004.415456 = -712020.938876 nChanged 42 SP:Iteration 26Q (1136.078052 sec): 3 clusters Score: Raw -715037.832666 + Penalty 3004.415456 = -712033.417210 nChanged 31 SP:Iteration 27Q (1136.104084 sec): 3 clusters Score: Raw -715046.858265 + Penalty 3004.415456 = -712042.442808 nChanged 34 SP:Iteration 28Q (1136.129898 sec): 3 clusters Score: Raw -715059.682465 + Penalty 3004.415456 = -712055.267008 nChanged 33 SP:Iteration 29Q (1136.158507 sec): 3 clusters Score: Raw -715072.085945 + Penalty 3004.415456 = -712067.670489 nChanged 34 SP:Iteration 30Q (1136.184265 sec): 3 clusters Score: Raw -715081.711957 + Penalty 3004.415456 = -712077.296501 nChanged 30 SP:Iteration 31Q (1136.209905 sec): 3 clusters Score: Raw -715089.970208 + Penalty 3004.415456 = -712085.554751 nChanged 27 SP:Iteration 32Q (1136.235867 sec): 3 clusters Score: Raw -715096.658169 + Penalty 3004.415456 = -712092.242713 nChanged 19 SP:Iteration 33Q (1136.261418 sec): 3 clusters Score: Raw -715101.450842 + Penalty 3004.415456 = -712097.035385 nChanged 21 SP:Iteration 34Q (1136.287001 sec): 3 clusters Score: Raw -715105.433487 + Penalty 3004.415456 = -712101.018031 nChanged 17 SP:Iteration 35Q (1136.312909 sec): 3 clusters Score: Raw -715108.744943 + Penalty 3004.415456 = -712104.329486 nChanged 11 SP:Iteration 36Q (1136.338467 sec): 3 clusters Score: Raw -715112.374732 + Penalty 3004.415456 = -712107.959275 nChanged 15 SP:Iteration 37Q (1136.364144 sec): 3 clusters Score: Raw -715116.909876 + Penalty 3004.415456 = -712112.494419 nChanged 20 SP:Iteration 38Q (1136.389787 sec): 3 clusters Score: Raw -715123.330491 + Penalty 3004.415456 = -712118.915035 nChanged 16 SP:Iteration 39Q (1136.419833 sec): 3 clusters Score: Raw -715128.385478 + Penalty 3004.415456 = -712123.970022 nChanged 19 SP:Iteration 40F (1136.451417 sec): 3 clusters Score: Raw -715132.718749 + Penalty 3004.415456 = -712128.303293 nChanged 15 SP:Iteration 41Q (1136.477076 sec): 3 clusters Score: Raw -715137.058038 + Penalty 3004.415456 = -712132.642582 nChanged 21 SP:Iteration 42Q (1136.507028 sec): 3 clusters Score: Raw -715143.452404 + Penalty 3004.415456 = -712139.036947 nChanged 28 SP:Iteration 43Q (1136.532886 sec): 3 clusters Score: Raw -715151.047570 + Penalty 3004.415456 = -712146.632114 nChanged 25 SP:Iteration 44Q (1136.558884 sec): 3 clusters Score: Raw -715158.352079 + Penalty 3004.415456 = -712153.936623 nChanged 31 SP:Iteration 45Q (1136.587656 sec): 3 clusters Score: Raw -715168.083626 + Penalty 3004.415456 = -712163.668170 nChanged 32 SP:Iteration 46Q (1136.614237 sec): 3 clusters Score: Raw -715180.071350 + Penalty 3004.415456 = -712175.655893 nChanged 51 SP:Iteration 47Q (1136.640096 sec): 3 clusters Score: Raw -715196.691181 + Penalty 3004.415456 = -712192.275725 nChanged 58 SP:Iteration 48Q (1136.665986 sec): 3 clusters Score: Raw -715217.658069 + Penalty 3004.415456 = -712213.242613 nChanged 50 SP:Iteration 49Q (1136.691600 sec): 3 clusters Score: Raw -715236.041759 + Penalty 3004.415456 = -712231.626302 nChanged 56 SP:Iteration 50Q (1136.717246 sec): 3 clusters Score: Raw -715256.057830 + Penalty 3004.415456 = -712251.642374 nChanged 60 SP:Iteration 51Q (1136.742991 sec): 3 clusters Score: Raw -715275.362439 + Penalty 3004.415456 = -712270.946983 nChanged 65 SP:Iteration 52Q (1136.768678 sec): 3 clusters Score: Raw -715299.265324 + Penalty 3004.415456 = -712294.849868 nChanged 79 SP:Iteration 53Q (1136.794486 sec): 3 clusters Score: Raw -715333.786094 + Penalty 3004.415456 = -712329.370638 nChanged 95 SP:Iteration 54Q (1136.820318 sec): 3 clusters Score: Raw -715381.231605 + Penalty 3004.415456 = -712376.816149 nChanged 138 SP:Iteration 55Q (1136.846267 sec): 3 clusters Score: Raw -715455.542329 + Penalty 3004.415456 = -712451.126872 nChanged 149 SP:Iteration 56Q (1136.872038 sec): 3 clusters Score: Raw -715540.570230 + Penalty 3004.415456 = -712536.154773 nChanged 168 SP:Iteration 57Q (1136.897677 sec): 3 clusters Score: Raw -715641.315961 + Penalty 3004.415456 = -712636.900504 nChanged 194 SP:Iteration 58Q (1136.923333 sec): 3 clusters Score: Raw -715768.053202 + Penalty 3004.415456 = -712763.637745 nChanged 169 SP:Iteration 59Q (1136.948921 sec): 3 clusters Score: Raw -715879.466494 + Penalty 3004.415456 = -712875.051037 nChanged 182 SP:Iteration 60F (1136.976905 sec): 3 clusters Score: Raw -716020.434009 + Penalty 3004.415456 = -713016.018553 nChanged 208 SP:Iteration 61Q (1137.002691 sec): 3 clusters Score: Raw -716213.347672 + Penalty 3004.415456 = -713208.932216 nChanged 202 SP:Iteration 62Q (1137.028447 sec): 3 clusters Score: Raw -716367.760792 + Penalty 3004.415456 = -713363.345335 nChanged 168 SP:Iteration 63Q (1137.054242 sec): 3 clusters Score: Raw -716464.725538 + Penalty 3004.415456 = -713460.310082 nChanged 121 SP:Iteration 64Q (1137.079584 sec): 3 clusters Score: Raw -716516.877538 + Penalty 3004.415456 = -713512.462082 nChanged 80 SP:Iteration 65Q (1137.104845 sec): 3 clusters Score: Raw -716540.938904 + Penalty 3004.415456 = -713536.523447 nChanged 53 SP:Iteration 66Q (1137.130062 sec): 3 clusters Score: Raw -716553.536630 + Penalty 3004.415456 = -713549.121173 nChanged 33 SP:Iteration 67Q (1137.155211 sec): 3 clusters Score: Raw -716561.040985 + Penalty 3004.415456 = -713556.625529 nChanged 18 SP:Iteration 68Q (1137.180555 sec): 3 clusters Score: Raw -716564.159350 + Penalty 3004.415456 = -713559.743893 nChanged 12 SP:Iteration 69Q (1137.205683 sec): 3 clusters Score: Raw -716566.016241 + Penalty 3004.415456 = -713561.600784 nChanged 7 SP:Iteration 70Q (1137.230910 sec): 3 clusters Score: Raw -716566.609664 + Penalty 3004.415456 = -713562.194208 nChanged 6 SP:Iteration 71Q (1137.256121 sec): 3 clusters Score: Raw -716567.271806 + Penalty 3004.415456 = -713562.856350 nChanged 6 SP:Iteration 72Q (1137.318591 sec): 3 clusters Score: Raw -716568.265791 + Penalty 3004.415456 = -713563.850335 nChanged 4 SP:Iteration 73Q (1137.351645 sec): 3 clusters Score: Raw -716568.853880 + Penalty 3004.415456 = -713564.438424 nChanged 2 SP:Iteration 74Q (1137.376830 sec): 3 clusters Score: Raw -716569.200063 + Penalty 3004.415456 = -713564.784607 nChanged 0 SP:Iteration 75F (1137.435943 sec): 3 clusters Score: Raw -716569.200063 + Penalty 3004.415456 = -713564.784607 nChanged 0 Score: Raw -22938402.992732 + Penalty 64400.529166 = -22874002.463566 Splitting cluster 25 changes total score from -22874083.740398 to -22874002.463566 So it's not getting split. Trying to split cluster 26 (3386 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1144.780299 sec): 2 clusters Score: Raw -224568.458803 + Penalty 1320.703241 = -223247.755562 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1144.798025 sec): 3 clusters Score: Raw -222924.470629 + Penalty 2641.406483 = -220283.064146 nChanged 1306 SP:Iteration 1F (1144.814586 sec): 3 clusters Score: Raw -223693.546169 + Penalty 2641.406483 = -221052.139686 nChanged 273 SP:Iteration 2F (1144.831258 sec): 3 clusters Score: Raw -223895.982142 + Penalty 2641.406483 = -221254.575659 nChanged 206 SP:Iteration 3F (1144.847816 sec): 3 clusters Score: Raw -224024.546450 + Penalty 2641.406483 = -221383.139967 nChanged 139 SP:Iteration 4Q (1144.864526 sec): 3 clusters Score: Raw -224106.425427 + Penalty 2641.406483 = -221465.018944 nChanged 98 SP:Iteration 5Q (1144.881214 sec): 3 clusters Score: Raw -224162.724309 + Penalty 2641.406483 = -221521.317826 nChanged 95 SP:Iteration 6Q (1144.897763 sec): 3 clusters Score: Raw -224210.731592 + Penalty 2641.406483 = -221569.325110 nChanged 78 SP:Iteration 7Q (1144.914449 sec): 3 clusters Score: Raw -224260.201227 + Penalty 2641.406483 = -221618.794745 nChanged 79 SP:Iteration 8Q (1144.931105 sec): 3 clusters Score: Raw -224301.589704 + Penalty 2641.406483 = -221660.183221 nChanged 73 SP:Iteration 9Q (1144.983371 sec): 3 clusters Score: Raw -224336.083906 + Penalty 2641.406483 = -221694.677423 nChanged 62 SP:Iteration 10Q (1145.035318 sec): 3 clusters Score: Raw -224367.732465 + Penalty 2641.406483 = -221726.325982 nChanged 61 SP:Iteration 11Q (1145.051042 sec): 3 clusters Score: Raw -224401.041244 + Penalty 2641.406483 = -221759.634761 nChanged 57 SP:Iteration 12Q (1145.067566 sec): 3 clusters Score: Raw -224431.394408 + Penalty 2641.406483 = -221789.987925 nChanged 40 SP:Iteration 13Q (1145.084087 sec): 3 clusters Score: Raw -224452.490679 + Penalty 2641.406483 = -221811.084196 nChanged 52 SP:Iteration 14Q (1145.133995 sec): 3 clusters Score: Raw -224480.987281 + Penalty 2641.406483 = -221839.580798 nChanged 56 SP:Iteration 15Q (1145.185350 sec): 3 clusters Score: Raw -224511.150146 + Penalty 2641.406483 = -221869.743663 nChanged 55 SP:Iteration 16Q (1145.238787 sec): 3 clusters Score: Raw -224540.699288 + Penalty 2641.406483 = -221899.292805 nChanged 52 SP:Iteration 17Q (1145.281917 sec): 3 clusters Score: Raw -224571.045926 + Penalty 2641.406483 = -221929.639443 nChanged 62 SP:Iteration 18Q (1145.298564 sec): 3 clusters Score: Raw -224603.086580 + Penalty 2641.406483 = -221961.680097 nChanged 60 SP:Iteration 19Q (1145.315029 sec): 3 clusters Score: Raw -224640.026842 + Penalty 2641.406483 = -221998.620359 nChanged 51 SP:Iteration 20F (1145.331694 sec): 3 clusters Score: Raw -224668.559491 + Penalty 2641.406483 = -222027.153008 nChanged 42 SP:Iteration 21Q (1145.348209 sec): 3 clusters Score: Raw -224687.177387 + Penalty 2641.406483 = -222045.770904 nChanged 33 SP:Iteration 22Q (1145.364514 sec): 3 clusters Score: Raw -224700.833632 + Penalty 2641.406483 = -222059.427150 nChanged 34 SP:Iteration 23Q (1145.381001 sec): 3 clusters Score: Raw -224716.813559 + Penalty 2641.406483 = -222075.407076 nChanged 43 SP:Iteration 24Q (1145.397433 sec): 3 clusters Score: Raw -224735.103591 + Penalty 2641.406483 = -222093.697108 nChanged 35 SP:Iteration 25Q (1145.413705 sec): 3 clusters Score: Raw -224751.941750 + Penalty 2641.406483 = -222110.535267 nChanged 37 SP:Iteration 26Q (1145.429987 sec): 3 clusters Score: Raw -224766.261964 + Penalty 2641.406483 = -222124.855481 nChanged 17 SP:Iteration 27Q (1145.446433 sec): 3 clusters Score: Raw -224771.568456 + Penalty 2641.406483 = -222130.161973 nChanged 14 SP:Iteration 28Q (1145.462836 sec): 3 clusters Score: Raw -224776.675597 + Penalty 2641.406483 = -222135.269114 nChanged 15 SP:Iteration 29Q (1145.479266 sec): 3 clusters Score: Raw -224780.639675 + Penalty 2641.406483 = -222139.233193 nChanged 5 SP:Iteration 30Q (1145.495659 sec): 3 clusters Score: Raw -224782.966270 + Penalty 2641.406483 = -222141.559787 nChanged 9 SP:Iteration 31Q (1145.511904 sec): 3 clusters Score: Raw -224786.493547 + Penalty 2641.406483 = -222145.087064 nChanged 14 SP:Iteration 32Q (1145.528112 sec): 3 clusters Score: Raw -224791.095278 + Penalty 2641.406483 = -222149.688795 nChanged 19 SP:Iteration 33Q (1145.544502 sec): 3 clusters Score: Raw -224796.408238 + Penalty 2641.406483 = -222155.001755 nChanged 14 SP:Iteration 34Q (1145.560740 sec): 3 clusters Score: Raw -224801.158876 + Penalty 2641.406483 = -222159.752393 nChanged 14 SP:Iteration 35Q (1145.577012 sec): 3 clusters Score: Raw -224805.232648 + Penalty 2641.406483 = -222163.826165 nChanged 14 SP:Iteration 36Q (1145.593367 sec): 3 clusters Score: Raw -224810.667659 + Penalty 2641.406483 = -222169.261176 nChanged 11 SP:Iteration 37Q (1145.609760 sec): 3 clusters Score: Raw -224815.545330 + Penalty 2641.406483 = -222174.138847 nChanged 14 SP:Iteration 38Q (1145.626126 sec): 3 clusters Score: Raw -224820.100521 + Penalty 2641.406483 = -222178.694038 nChanged 10 SP:Iteration 39Q (1145.642512 sec): 3 clusters Score: Raw -224823.729435 + Penalty 2641.406483 = -222182.322953 nChanged 11 SP:Iteration 40F (1145.659022 sec): 3 clusters Score: Raw -224826.185932 + Penalty 2641.406483 = -222184.779449 nChanged 5 SP:Iteration 41Q (1145.675045 sec): 3 clusters Score: Raw -224827.244419 + Penalty 2641.406483 = -222185.837937 nChanged 5 SP:Iteration 42Q (1145.691407 sec): 3 clusters Score: Raw -224830.246411 + Penalty 2641.406483 = -222188.839928 nChanged 7 SP:Iteration 43Q (1145.707777 sec): 3 clusters Score: Raw -224832.751578 + Penalty 2641.406483 = -222191.345095 nChanged 5 SP:Iteration 44Q (1145.723957 sec): 3 clusters Score: Raw -224834.265149 + Penalty 2641.406483 = -222192.858666 nChanged 3 SP:Iteration 45Q (1145.740516 sec): 3 clusters Score: Raw -224835.237583 + Penalty 2641.406483 = -222193.831100 nChanged 6 SP:Iteration 46Q (1145.756805 sec): 3 clusters Score: Raw -224837.509449 + Penalty 2641.406483 = -222196.102966 nChanged 8 SP:Iteration 47Q (1145.773166 sec): 3 clusters Score: Raw -224838.953026 + Penalty 2641.406483 = -222197.546543 nChanged 3 SP:Iteration 48Q (1145.789308 sec): 3 clusters Score: Raw -224839.780631 + Penalty 2641.406483 = -222198.374149 nChanged 2 SP:Iteration 49Q (1145.805670 sec): 3 clusters Score: Raw -224840.333827 + Penalty 2641.406483 = -222198.927344 nChanged 3 SP:Iteration 50Q (1145.821971 sec): 3 clusters Score: Raw -224840.917745 + Penalty 2641.406483 = -222199.511262 nChanged 5 SP:Iteration 51Q (1145.838291 sec): 3 clusters Score: Raw -224842.564936 + Penalty 2641.406483 = -222201.158453 nChanged 6 SP:Iteration 52Q (1145.854654 sec): 3 clusters Score: Raw -224844.378794 + Penalty 2641.406483 = -222202.972311 nChanged 7 SP:Iteration 53Q (1145.871005 sec): 3 clusters Score: Raw -224846.656321 + Penalty 2641.406483 = -222205.249838 nChanged 7 SP:Iteration 54Q (1145.887196 sec): 3 clusters Score: Raw -224848.864057 + Penalty 2641.406483 = -222207.457575 nChanged 5 SP:Iteration 55Q (1145.903440 sec): 3 clusters Score: Raw -224851.562999 + Penalty 2641.406483 = -222210.156517 nChanged 6 SP:Iteration 56Q (1145.919778 sec): 3 clusters Score: Raw -224853.426075 + Penalty 2641.406483 = -222212.019592 nChanged 3 SP:Iteration 57Q (1145.936062 sec): 3 clusters Score: Raw -224854.121604 + Penalty 2641.406483 = -222212.715121 nChanged 5 SP:Iteration 58Q (1145.952219 sec): 3 clusters Score: Raw -224855.463966 + Penalty 2641.406483 = -222214.057483 nChanged 2 SP:Iteration 59Q (1145.968530 sec): 3 clusters Score: Raw -224855.970803 + Penalty 2641.406483 = -222214.564320 nChanged 2 SP:Iteration 60F (1145.985218 sec): 3 clusters Score: Raw -224856.317580 + Penalty 2641.406483 = -222214.911097 nChanged 2 SP:Iteration 61Q (1146.001544 sec): 3 clusters Score: Raw -224856.551937 + Penalty 2641.406483 = -222215.145454 nChanged 2 SP:Iteration 62Q (1146.017837 sec): 3 clusters Score: Raw -224856.933361 + Penalty 2641.406483 = -222215.526878 nChanged 1 SP:Iteration 63Q (1146.033999 sec): 3 clusters Score: Raw -224857.086030 + Penalty 2641.406483 = -222215.679547 nChanged 1 SP:Iteration 64Q (1146.050308 sec): 3 clusters Score: Raw -224857.297546 + Penalty 2641.406483 = -222215.891064 nChanged 0 SP:Iteration 65F (1146.066946 sec): 3 clusters Score: Raw -224857.297546 + Penalty 2641.406483 = -222215.891064 nChanged 0 Trying to split cluster 27 (8395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1146.089032 sec): 2 clusters Score: Raw -545224.883872 + Penalty 1468.251130 = -543756.632742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1146.115108 sec): 3 clusters Score: Raw -540578.477157 + Penalty 2936.502260 = -537641.974897 nChanged 3616 SP:Iteration 1F (1146.140338 sec): 3 clusters Score: Raw -542636.634542 + Penalty 2936.502260 = -539700.132282 nChanged 585 SP:Iteration 2F (1146.165878 sec): 3 clusters Score: Raw -543029.885336 + Penalty 2936.502260 = -540093.383076 nChanged 501 SP:Iteration 3F (1146.191221 sec): 3 clusters Score: Raw -543402.665418 + Penalty 2936.502260 = -540466.163158 nChanged 453 SP:Iteration 4F (1146.216505 sec): 3 clusters Score: Raw -543761.663575 + Penalty 2936.502260 = -540825.161315 nChanged 431 SP:Iteration 5F (1146.241686 sec): 3 clusters Score: Raw -544126.649084 + Penalty 2936.502260 = -541190.146824 nChanged 422 SP:Iteration 6F (1146.267146 sec): 3 clusters Score: Raw -544456.583549 + Penalty 2936.502260 = -541520.081289 nChanged 390 SP:Iteration 7Q (1146.291928 sec): 3 clusters Score: Raw -544727.882729 + Penalty 2936.502260 = -541791.380469 nChanged 312 SP:Iteration 8Q (1146.316511 sec): 3 clusters Score: Raw -544909.136109 + Penalty 2936.502260 = -541972.633849 nChanged 238 SP:Iteration 9Q (1146.341223 sec): 3 clusters Score: Raw -545024.461277 + Penalty 2936.502260 = -542087.959017 nChanged 176 SP:Iteration 10Q (1146.365909 sec): 3 clusters Score: Raw -545094.524521 + Penalty 2936.502260 = -542158.022261 nChanged 135 SP:Iteration 11Q (1146.426332 sec): 3 clusters Score: Raw -545141.172382 + Penalty 2936.502260 = -542204.670122 nChanged 97 SP:Iteration 12Q (1146.452852 sec): 3 clusters Score: Raw -545168.145332 + Penalty 2936.502260 = -542231.643072 nChanged 58 SP:Iteration 13Q (1146.477335 sec): 3 clusters Score: Raw -545183.841191 + Penalty 2936.502260 = -542247.338931 nChanged 60 SP:Iteration 14Q (1146.501631 sec): 3 clusters Score: Raw -545201.458306 + Penalty 2936.502260 = -542264.956046 nChanged 54 SP:Iteration 15Q (1146.526056 sec): 3 clusters Score: Raw -545219.453232 + Penalty 2936.502260 = -542282.950972 nChanged 51 SP:Iteration 16Q (1146.550326 sec): 3 clusters Score: Raw -545235.656502 + Penalty 2936.502260 = -542299.154242 nChanged 46 SP:Iteration 17Q (1146.574414 sec): 3 clusters Score: Raw -545249.857519 + Penalty 2936.502260 = -542313.355259 nChanged 44 SP:Iteration 18Q (1146.598598 sec): 3 clusters Score: Raw -545264.183138 + Penalty 2936.502260 = -542327.680877 nChanged 32 SP:Iteration 19Q (1146.622724 sec): 3 clusters Score: Raw -545272.997086 + Penalty 2936.502260 = -542336.494826 nChanged 30 SP:Iteration 20F (1146.648112 sec): 3 clusters Score: Raw -545281.621556 + Penalty 2936.502260 = -542345.119296 nChanged 34 SP:Iteration 21Q (1146.672054 sec): 3 clusters Score: Raw -545290.542533 + Penalty 2936.502260 = -542354.040273 nChanged 24 SP:Iteration 22Q (1146.695958 sec): 3 clusters Score: Raw -545299.927308 + Penalty 2936.502260 = -542363.425047 nChanged 28 SP:Iteration 23Q (1146.719834 sec): 3 clusters Score: Raw -545309.823363 + Penalty 2936.502260 = -542373.321102 nChanged 40 SP:Iteration 24Q (1146.743797 sec): 3 clusters Score: Raw -545321.694045 + Penalty 2936.502260 = -542385.191785 nChanged 33 SP:Iteration 25Q (1146.767642 sec): 3 clusters Score: Raw -545335.008626 + Penalty 2936.502260 = -542398.506366 nChanged 29 SP:Iteration 26Q (1146.791545 sec): 3 clusters Score: Raw -545345.900315 + Penalty 2936.502260 = -542409.398055 nChanged 29 SP:Iteration 27Q (1146.815424 sec): 3 clusters Score: Raw -545354.197940 + Penalty 2936.502260 = -542417.695680 nChanged 22 SP:Iteration 28Q (1146.839230 sec): 3 clusters Score: Raw -545360.444371 + Penalty 2936.502260 = -542423.942111 nChanged 18 SP:Iteration 29Q (1146.863226 sec): 3 clusters Score: Raw -545365.297201 + Penalty 2936.502260 = -542428.794941 nChanged 13 SP:Iteration 30Q (1146.887123 sec): 3 clusters Score: Raw -545369.739512 + Penalty 2936.502260 = -542433.237251 nChanged 13 SP:Iteration 31Q (1146.910945 sec): 3 clusters Score: Raw -545374.367713 + Penalty 2936.502260 = -542437.865453 nChanged 19 SP:Iteration 32Q (1146.934735 sec): 3 clusters Score: Raw -545379.549081 + Penalty 2936.502260 = -542443.046821 nChanged 18 SP:Iteration 33Q (1146.958574 sec): 3 clusters Score: Raw -545386.127124 + Penalty 2936.502260 = -542449.624864 nChanged 22 SP:Iteration 34Q (1146.982353 sec): 3 clusters Score: Raw -545394.406781 + Penalty 2936.502260 = -542457.904521 nChanged 25 SP:Iteration 35Q (1147.006157 sec): 3 clusters Score: Raw -545405.258519 + Penalty 2936.502260 = -542468.756259 nChanged 23 SP:Iteration 36Q (1147.029859 sec): 3 clusters Score: Raw -545412.260618 + Penalty 2936.502260 = -542475.758358 nChanged 22 SP:Iteration 37Q (1147.053562 sec): 3 clusters Score: Raw -545420.406728 + Penalty 2936.502260 = -542483.904468 nChanged 24 SP:Iteration 38Q (1147.077348 sec): 3 clusters Score: Raw -545426.141674 + Penalty 2936.502260 = -542489.639414 nChanged 20 SP:Iteration 39Q (1147.101101 sec): 3 clusters Score: Raw -545432.917043 + Penalty 2936.502260 = -542496.414783 nChanged 22 SP:Iteration 40F (1147.126499 sec): 3 clusters Score: Raw -545439.119500 + Penalty 2936.502260 = -542502.617240 nChanged 19 SP:Iteration 41Q (1147.150296 sec): 3 clusters Score: Raw -545445.672191 + Penalty 2936.502260 = -542509.169931 nChanged 19 SP:Iteration 42Q (1147.174153 sec): 3 clusters Score: Raw -545450.736288 + Penalty 2936.502260 = -542514.234027 nChanged 22 SP:Iteration 43Q (1147.197821 sec): 3 clusters Score: Raw -545456.910900 + Penalty 2936.502260 = -542520.408639 nChanged 13 SP:Iteration 44Q (1147.221630 sec): 3 clusters Score: Raw -545460.134735 + Penalty 2936.502260 = -542523.632475 nChanged 8 SP:Iteration 45Q (1147.245306 sec): 3 clusters Score: Raw -545461.911889 + Penalty 2936.502260 = -542525.409629 nChanged 12 SP:Iteration 46Q (1147.268841 sec): 3 clusters Score: Raw -545464.464961 + Penalty 2936.502260 = -542527.962701 nChanged 6 SP:Iteration 47Q (1147.292373 sec): 3 clusters Score: Raw -545466.376611 + Penalty 2936.502260 = -542529.874351 nChanged 11 SP:Iteration 48Q (1147.316195 sec): 3 clusters Score: Raw -545469.235256 + Penalty 2936.502260 = -542532.732996 nChanged 14 SP:Iteration 49Q (1147.339955 sec): 3 clusters Score: Raw -545472.997904 + Penalty 2936.502260 = -542536.495644 nChanged 14 SP:Iteration 50Q (1147.363616 sec): 3 clusters Score: Raw -545476.856867 + Penalty 2936.502260 = -542540.354607 nChanged 13 SP:Iteration 51Q (1147.387149 sec): 3 clusters Score: Raw -545479.484650 + Penalty 2936.502260 = -542542.982389 nChanged 8 SP:Iteration 52Q (1147.410621 sec): 3 clusters Score: Raw -545482.213383 + Penalty 2936.502260 = -542545.711123 nChanged 7 SP:Iteration 53Q (1147.434291 sec): 3 clusters Score: Raw -545483.826345 + Penalty 2936.502260 = -542547.324085 nChanged 5 SP:Iteration 54Q (1147.457791 sec): 3 clusters Score: Raw -545485.006989 + Penalty 2936.502260 = -542548.504729 nChanged 2 SP:Iteration 55Q (1147.481359 sec): 3 clusters Score: Raw -545485.451177 + Penalty 2936.502260 = -542548.948917 nChanged 1 SP:Iteration 56Q (1147.504891 sec): 3 clusters Score: Raw -545485.872059 + Penalty 2936.502260 = -542549.369799 nChanged 7 SP:Iteration 57Q (1147.528619 sec): 3 clusters Score: Raw -545487.593532 + Penalty 2936.502260 = -542551.091272 nChanged 4 SP:Iteration 58Q (1147.552087 sec): 3 clusters Score: Raw -545488.660328 + Penalty 2936.502260 = -542552.158068 nChanged 2 SP:Iteration 59Q (1147.575542 sec): 3 clusters Score: Raw -545489.224944 + Penalty 2936.502260 = -542552.722684 nChanged 5 SP:Iteration 60F (1147.601013 sec): 3 clusters Score: Raw -545491.306662 + Penalty 2936.502260 = -542554.804402 nChanged 7 SP:Iteration 61Q (1147.624607 sec): 3 clusters Score: Raw -545492.735832 + Penalty 2936.502260 = -542556.233572 nChanged 5 SP:Iteration 62Q (1147.648244 sec): 3 clusters Score: Raw -545494.328098 + Penalty 2936.502260 = -542557.825838 nChanged 8 SP:Iteration 63Q (1147.671819 sec): 3 clusters Score: Raw -545496.584812 + Penalty 2936.502260 = -542560.082551 nChanged 6 SP:Iteration 64Q (1147.695607 sec): 3 clusters Score: Raw -545497.596581 + Penalty 2936.502260 = -542561.094321 nChanged 5 SP:Iteration 65Q (1147.719079 sec): 3 clusters Score: Raw -545498.814358 + Penalty 2936.502260 = -542562.312098 nChanged 5 SP:Iteration 66Q (1147.742570 sec): 3 clusters Score: Raw -545500.553927 + Penalty 2936.502260 = -542564.051667 nChanged 6 SP:Iteration 67Q (1147.766000 sec): 3 clusters Score: Raw -545501.732125 + Penalty 2936.502260 = -542565.229865 nChanged 7 SP:Iteration 68Q (1147.789547 sec): 3 clusters Score: Raw -545503.114942 + Penalty 2936.502260 = -542566.612682 nChanged 3 SP:Iteration 69Q (1147.812984 sec): 3 clusters Score: Raw -545503.755415 + Penalty 2936.502260 = -542567.253155 nChanged 3 SP:Iteration 70Q (1147.836391 sec): 3 clusters Score: Raw -545504.339249 + Penalty 2936.502260 = -542567.836988 nChanged 1 SP:Iteration 71Q (1147.859828 sec): 3 clusters Score: Raw -545504.478815 + Penalty 2936.502260 = -542567.976555 nChanged 1 SP:Iteration 72Q (1147.883443 sec): 3 clusters Score: Raw -545504.576905 + Penalty 2936.502260 = -542568.074644 nChanged 1 SP:Iteration 73Q (1147.907034 sec): 3 clusters Score: Raw -545504.675444 + Penalty 2936.502260 = -542568.173184 nChanged 1 SP:Iteration 74Q (1147.930439 sec): 3 clusters Score: Raw -545504.883328 + Penalty 2936.502260 = -542568.381068 nChanged 1 SP:Iteration 75Q (1147.954129 sec): 3 clusters Score: Raw -545505.012235 + Penalty 2936.502260 = -542568.509975 nChanged 0 SP:Iteration 76F (1147.979615 sec): 3 clusters Score: Raw -545505.012235 + Penalty 2936.502260 = -542568.509975 nChanged 0 Trying to split cluster 28 (6676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1147.999218 sec): 2 clusters Score: Raw -454122.724548 + Penalty 1431.019571 = -452691.704977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1148.023407 sec): 3 clusters Score: Raw -450505.125078 + Penalty 2862.039143 = -447643.085935 nChanged 2775 SP:Iteration 1F (1148.047865 sec): 3 clusters Score: Raw -451978.346948 + Penalty 2862.039143 = -449116.307805 nChanged 404 SP:Iteration 2F (1148.070976 sec): 3 clusters Score: Raw -452165.068641 + Penalty 2862.039143 = -449303.029499 nChanged 338 SP:Iteration 3F (1148.093653 sec): 3 clusters Score: Raw -452308.382143 + Penalty 2862.039143 = -449446.343000 nChanged 280 SP:Iteration 4Q (1148.116990 sec): 3 clusters Score: Raw -452436.951251 + Penalty 2862.039143 = -449574.912109 nChanged 248 SP:Iteration 5Q (1148.140055 sec): 3 clusters Score: Raw -452528.533199 + Penalty 2862.039143 = -449666.494056 nChanged 207 SP:Iteration 6Q (1148.163248 sec): 3 clusters Score: Raw -452600.043606 + Penalty 2862.039143 = -449738.004464 nChanged 166 SP:Iteration 7Q (1148.186365 sec): 3 clusters Score: Raw -452658.993221 + Penalty 2862.039143 = -449796.954078 nChanged 140 SP:Iteration 8Q (1148.209532 sec): 3 clusters Score: Raw -452707.732272 + Penalty 2862.039143 = -449845.693130 nChanged 147 SP:Iteration 9Q (1148.232586 sec): 3 clusters Score: Raw -452760.372625 + Penalty 2862.039143 = -449898.333482 nChanged 159 SP:Iteration 10Q (1148.255829 sec): 3 clusters Score: Raw -452820.251600 + Penalty 2862.039143 = -449958.212458 nChanged 169 SP:Iteration 11Q (1148.278697 sec): 3 clusters Score: Raw -452887.732363 + Penalty 2862.039143 = -450025.693221 nChanged 164 SP:Iteration 12Q (1148.301942 sec): 3 clusters Score: Raw -452954.393026 + Penalty 2862.039143 = -450092.353883 nChanged 170 SP:Iteration 13Q (1148.325119 sec): 3 clusters Score: Raw -453027.755322 + Penalty 2862.039143 = -450165.716179 nChanged 183 SP:Iteration 14Q (1148.348054 sec): 3 clusters Score: Raw -453103.753067 + Penalty 2862.039143 = -450241.713925 nChanged 180 SP:Iteration 15Q (1148.371127 sec): 3 clusters Score: Raw -453180.879567 + Penalty 2862.039143 = -450318.840425 nChanged 182 SP:Iteration 16Q (1148.394047 sec): 3 clusters Score: Raw -453263.278899 + Penalty 2862.039143 = -450401.239757 nChanged 192 SP:Iteration 17Q (1148.417126 sec): 3 clusters Score: Raw -453359.225335 + Penalty 2862.039143 = -450497.186192 nChanged 190 SP:Iteration 18Q (1148.439910 sec): 3 clusters Score: Raw -453462.320528 + Penalty 2862.039143 = -450600.281385 nChanged 183 SP:Iteration 19Q (1148.463075 sec): 3 clusters Score: Raw -453570.282217 + Penalty 2862.039143 = -450708.243074 nChanged 181 SP:Iteration 20F (1148.486242 sec): 3 clusters Score: Raw -453664.568157 + Penalty 2862.039143 = -450802.529015 nChanged 149 SP:Iteration 21Q (1148.509207 sec): 3 clusters Score: Raw -453745.781472 + Penalty 2862.039143 = -450883.742330 nChanged 121 SP:Iteration 22Q (1148.532242 sec): 3 clusters Score: Raw -453813.188334 + Penalty 2862.039143 = -450951.149192 nChanged 107 SP:Iteration 23Q (1148.555136 sec): 3 clusters Score: Raw -453871.544849 + Penalty 2862.039143 = -451009.505707 nChanged 75 SP:Iteration 24Q (1148.577956 sec): 3 clusters Score: Raw -453907.025641 + Penalty 2862.039143 = -451044.986499 nChanged 69 SP:Iteration 25Q (1148.601073 sec): 3 clusters Score: Raw -453944.838599 + Penalty 2862.039143 = -451082.799456 nChanged 70 SP:Iteration 26Q (1148.623895 sec): 3 clusters Score: Raw -453977.632757 + Penalty 2862.039143 = -451115.593615 nChanged 59 SP:Iteration 27Q (1148.646948 sec): 3 clusters Score: Raw -454011.738313 + Penalty 2862.039143 = -451149.699170 nChanged 47 SP:Iteration 28Q (1148.670040 sec): 3 clusters Score: Raw -454042.804663 + Penalty 2862.039143 = -451180.765520 nChanged 57 SP:Iteration 29Q (1148.692974 sec): 3 clusters Score: Raw -454083.855020 + Penalty 2862.039143 = -451221.815878 nChanged 44 SP:Iteration 30Q (1148.715452 sec): 3 clusters Score: Raw -454118.419173 + Penalty 2862.039143 = -451256.380030 nChanged 49 SP:Iteration 31Q (1148.738107 sec): 3 clusters Score: Raw -454150.229150 + Penalty 2862.039143 = -451288.190007 nChanged 33 SP:Iteration 32Q (1148.760755 sec): 3 clusters Score: Raw -454170.126251 + Penalty 2862.039143 = -451308.087109 nChanged 25 SP:Iteration 33Q (1148.783091 sec): 3 clusters Score: Raw -454183.550017 + Penalty 2862.039143 = -451321.510875 nChanged 16 SP:Iteration 34Q (1148.805513 sec): 3 clusters Score: Raw -454190.405137 + Penalty 2862.039143 = -451328.365994 nChanged 17 SP:Iteration 35Q (1148.851259 sec): 3 clusters Score: Raw -454203.457000 + Penalty 2862.039143 = -451341.417857 nChanged 20 SP:Iteration 36Q (1148.873187 sec): 3 clusters Score: Raw -454220.262676 + Penalty 2862.039143 = -451358.223533 nChanged 21 SP:Iteration 37Q (1148.895492 sec): 3 clusters Score: Raw -454237.567960 + Penalty 2862.039143 = -451375.528818 nChanged 20 SP:Iteration 38Q (1148.929709 sec): 3 clusters Score: Raw -454251.010724 + Penalty 2862.039143 = -451388.971581 nChanged 13 SP:Iteration 39Q (1148.986066 sec): 3 clusters Score: Raw -454258.780338 + Penalty 2862.039143 = -451396.741196 nChanged 7 SP:Iteration 40F (1149.009038 sec): 3 clusters Score: Raw -454263.880080 + Penalty 2862.039143 = -451401.840938 nChanged 7 SP:Iteration 41Q (1149.031002 sec): 3 clusters Score: Raw -454268.444463 + Penalty 2862.039143 = -451406.405320 nChanged 5 SP:Iteration 42Q (1149.053194 sec): 3 clusters Score: Raw -454271.292687 + Penalty 2862.039143 = -451409.253545 nChanged 5 SP:Iteration 43Q (1149.077650 sec): 3 clusters Score: Raw -454273.945927 + Penalty 2862.039143 = -451411.906784 nChanged 5 SP:Iteration 44Q (1149.099450 sec): 3 clusters Score: Raw -454280.638778 + Penalty 2862.039143 = -451418.599636 nChanged 9 SP:Iteration 45Q (1149.121467 sec): 3 clusters Score: Raw -454288.376221 + Penalty 2862.039143 = -451426.337078 nChanged 6 SP:Iteration 46Q (1149.143074 sec): 3 clusters Score: Raw -454294.655370 + Penalty 2862.039143 = -451432.616227 nChanged 5 SP:Iteration 47Q (1149.165060 sec): 3 clusters Score: Raw -454297.826572 + Penalty 2862.039143 = -451435.787429 nChanged 2 SP:Iteration 48Q (1149.186837 sec): 3 clusters Score: Raw -454299.117558 + Penalty 2862.039143 = -451437.078416 nChanged 2 SP:Iteration 49Q (1149.208900 sec): 3 clusters Score: Raw -454300.943070 + Penalty 2862.039143 = -451438.903927 nChanged 0 SP:Iteration 50F (1149.231844 sec): 3 clusters Score: Raw -454300.943070 + Penalty 2862.039143 = -451438.903927 nChanged 0 Trying to split cluster 29 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.246650 sec): 2 clusters Score: Raw -107783.384869 + Penalty 1201.205130 = -106582.179739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.255942 sec): 3 clusters Score: Raw -107120.901832 + Penalty 2402.410259 = -104718.491572 nChanged 550 SP:Iteration 1F (1149.264059 sec): 3 clusters Score: Raw -107462.424519 + Penalty 2402.410259 = -105060.014259 nChanged 118 SP:Iteration 2F (1149.272269 sec): 3 clusters Score: Raw -107547.330379 + Penalty 2402.410259 = -105144.920119 nChanged 80 SP:Iteration 3Q (1149.280463 sec): 3 clusters Score: Raw -107610.814082 + Penalty 2402.410259 = -105208.403822 nChanged 54 SP:Iteration 4Q (1149.290026 sec): 3 clusters Score: Raw -107658.013869 + Penalty 2402.410259 = -105255.603609 nChanged 45 SP:Iteration 5Q (1149.298209 sec): 3 clusters Score: Raw -107689.651401 + Penalty 2402.410259 = -105287.241141 nChanged 33 SP:Iteration 6Q (1149.306300 sec): 3 clusters Score: Raw -107711.805158 + Penalty 2402.410259 = -105309.394898 nChanged 31 SP:Iteration 7Q (1149.314452 sec): 3 clusters Score: Raw -107729.929516 + Penalty 2402.410259 = -105327.519257 nChanged 19 SP:Iteration 8Q (1149.322587 sec): 3 clusters Score: Raw -107742.789326 + Penalty 2402.410259 = -105340.379067 nChanged 20 SP:Iteration 9Q (1149.330690 sec): 3 clusters Score: Raw -107756.564831 + Penalty 2402.410259 = -105354.154572 nChanged 15 SP:Iteration 10Q (1149.338840 sec): 3 clusters Score: Raw -107763.354457 + Penalty 2402.410259 = -105360.944198 nChanged 9 SP:Iteration 11Q (1149.346950 sec): 3 clusters Score: Raw -107767.509518 + Penalty 2402.410259 = -105365.099259 nChanged 7 SP:Iteration 12Q (1149.354867 sec): 3 clusters Score: Raw -107772.990501 + Penalty 2402.410259 = -105370.580242 nChanged 12 SP:Iteration 13Q (1149.362996 sec): 3 clusters Score: Raw -107783.301364 + Penalty 2402.410259 = -105380.891105 nChanged 16 SP:Iteration 14Q (1149.371151 sec): 3 clusters Score: Raw -107792.520585 + Penalty 2402.410259 = -105390.110326 nChanged 10 SP:Iteration 15Q (1149.379267 sec): 3 clusters Score: Raw -107796.572109 + Penalty 2402.410259 = -105394.161849 nChanged 5 SP:Iteration 16Q (1149.387367 sec): 3 clusters Score: Raw -107798.506355 + Penalty 2402.410259 = -105396.096095 nChanged 3 SP:Iteration 17Q (1149.395408 sec): 3 clusters Score: Raw -107800.016938 + Penalty 2402.410259 = -105397.606679 nChanged 4 SP:Iteration 18Q (1149.403547 sec): 3 clusters Score: Raw -107801.579057 + Penalty 2402.410259 = -105399.168797 nChanged 4 SP:Iteration 19Q (1149.411597 sec): 3 clusters Score: Raw -107804.123228 + Penalty 2402.410259 = -105401.712969 nChanged 3 SP:Iteration 20F (1149.419578 sec): 3 clusters Score: Raw -107805.659270 + Penalty 2402.410259 = -105403.249010 nChanged 1 SP:Iteration 21Q (1149.427689 sec): 3 clusters Score: Raw -107805.802831 + Penalty 2402.410259 = -105403.392572 nChanged 1 SP:Iteration 22Q (1149.435833 sec): 3 clusters Score: Raw -107806.678592 + Penalty 2402.410259 = -105404.268332 nChanged 1 SP:Iteration 23Q (1149.443932 sec): 3 clusters Score: Raw -107807.888321 + Penalty 2402.410259 = -105405.478062 nChanged 1 SP:Iteration 24Q (1149.452025 sec): 3 clusters Score: Raw -107808.105099 + Penalty 2402.410259 = -105405.694839 nChanged 0 SP:Iteration 25F (1149.460079 sec): 3 clusters Score: Raw -107808.105099 + Penalty 2402.410259 = -105405.694839 nChanged 0 Trying to split cluster 30 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1149.468209 sec): 2 clusters Score: Raw -23692.058005 + Penalty 1014.677121 = -22677.380884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1149.471492 sec): 3 clusters Score: Raw -23664.150469 + Penalty 2029.354243 = -21634.796226 nChanged 126 SP:Iteration 1F (1149.474550 sec): 3 clusters Score: Raw -23904.431808 + Penalty 2029.354243 = -21875.077566 nChanged 33 SP:Iteration 2F (1149.477591 sec): 3 clusters Score: Raw -23986.205016 + Penalty 2029.354243 = -21956.850773 nChanged 18 SP:Iteration 3Q (1149.480809 sec): 3 clusters Score: Raw -24024.769442 + Penalty 2029.354243 = -21995.415199 nChanged 15 SP:Iteration 4Q (1149.483768 sec): 3 clusters Score: Raw -24047.717940 + Penalty 2029.354243 = -22018.363697 nChanged 6 SP:Iteration 5Q (1149.486724 sec): 3 clusters Score: Raw -24059.008142 + Penalty 2029.354243 = -22029.653899 nChanged 7 SP:Iteration 6Q (1149.489655 sec): 3 clusters Score: Raw -24071.655669 + Penalty 2029.354243 = -22042.301427 nChanged 3 SP:Iteration 7Q (1149.492653 sec): 3 clusters Score: Raw -24074.762498 + Penalty 2029.354243 = -22045.408255 nChanged 0 SP:Iteration 8F (1149.495705 sec): 3 clusters Score: Raw -24074.762498 + Penalty 2029.354243 = -22045.408255 nChanged 0 Iteration 219Q (1152.438005 sec): 31 clusters Score: Raw -22936410.760996 + Penalty 62323.092742 = -22874087.668255 nChanged 57 Iteration 220F (1159.298341 sec): 31 clusters Score: Raw -22936415.154663 + Penalty 62323.092742 = -22874092.061922 nChanged 59 Iteration 221Q (1162.247894 sec): 31 clusters Score: Raw -22936420.276314 + Penalty 62323.092742 = -22874097.183572 nChanged 53 Iteration 222Q (1165.180457 sec): 31 clusters Score: Raw -22936423.636703 + Penalty 62323.092742 = -22874100.543961 nChanged 45 Iteration 223Q (1168.137635 sec): 31 clusters Score: Raw -22936426.709849 + Penalty 62323.092742 = -22874103.617107 nChanged 46 Iteration 224Q (1171.138377 sec): 31 clusters Score: Raw -22936429.962508 + Penalty 62323.092742 = -22874106.869766 nChanged 37 Iteration 225Q (1174.104932 sec): 31 clusters Score: Raw -22936432.303396 + Penalty 62323.092742 = -22874109.210655 nChanged 44 Iteration 226Q (1177.036123 sec): 31 clusters Score: Raw -22936434.933332 + Penalty 62323.092742 = -22874111.840590 nChanged 39 Iteration 227Q (1180.011968 sec): 31 clusters Score: Raw -22936437.598028 + Penalty 62323.092742 = -22874114.505287 nChanged 31 Iteration 228Q (1182.943073 sec): 31 clusters Score: Raw -22936439.927478 + Penalty 62323.092742 = -22874116.834736 nChanged 28 Iteration 229Q (1185.894220 sec): 31 clusters Score: Raw -22936442.270349 + Penalty 62323.092742 = -22874119.177607 nChanged 32 Iteration 230Q (1188.827477 sec): 31 clusters Score: Raw -22936444.093323 + Penalty 62323.092742 = -22874121.000581 nChanged 30 Iteration 231Q (1191.804130 sec): 31 clusters Score: Raw -22936446.332980 + Penalty 62323.092742 = -22874123.240239 nChanged 32 Iteration 232Q (1194.737012 sec): 31 clusters Score: Raw -22936448.914419 + Penalty 62323.092742 = -22874125.821677 nChanged 27 Iteration 233Q (1197.717343 sec): 31 clusters Score: Raw -22936450.726923 + Penalty 62323.092742 = -22874127.634181 nChanged 30 Iteration 234Q (1200.658582 sec): 31 clusters Score: Raw -22936453.546420 + Penalty 62323.092742 = -22874130.453679 nChanged 28 Iteration 235Q (1203.617004 sec): 31 clusters Score: Raw -22936455.954199 + Penalty 62323.092742 = -22874132.861457 nChanged 27 Iteration 236Q (1206.552156 sec): 31 clusters Score: Raw -22936457.798989 + Penalty 62323.092742 = -22874134.706247 nChanged 26 Iteration 237Q (1209.532668 sec): 31 clusters Score: Raw -22936459.290612 + Penalty 62323.092742 = -22874136.197871 nChanged 31 Iteration 238Q (1212.467702 sec): 31 clusters Score: Raw -22936461.692900 + Penalty 62323.092742 = -22874138.600158 nChanged 31 Iteration 239Q (1215.397405 sec): 31 clusters Score: Raw -22936463.461523 + Penalty 62323.092742 = -22874140.368781 nChanged 28 Iteration 240F (1222.294479 sec): 31 clusters Score: Raw -22936464.898140 + Penalty 62323.092742 = -22874141.805398 nChanged 21 Iteration 241Q (1225.261895 sec): 31 clusters Score: Raw -22936466.095295 + Penalty 62323.092742 = -22874143.002554 nChanged 20 Iteration 242Q (1228.221491 sec): 31 clusters Score: Raw -22936467.447685 + Penalty 62323.092742 = -22874144.354943 nChanged 24 Iteration 243Q (1231.174113 sec): 31 clusters Score: Raw -22936468.926612 + Penalty 62323.092742 = -22874145.833871 nChanged 21 Iteration 244Q (1234.164616 sec): 31 clusters Score: Raw -22936469.972425 + Penalty 62323.092742 = -22874146.879683 nChanged 14 Iteration 245Q (1237.131788 sec): 31 clusters Score: Raw -22936470.981797 + Penalty 62323.092742 = -22874147.889055 nChanged 19 Iteration 246Q (1240.146769 sec): 31 clusters Score: Raw -22936472.151317 + Penalty 62323.092742 = -22874149.058576 nChanged 18 Iteration 247Q (1243.110749 sec): 31 clusters Score: Raw -22936473.310289 + Penalty 62323.092742 = -22874150.217548 nChanged 28 Iteration 248Q (1246.124002 sec): 31 clusters Score: Raw -22936475.311738 + Penalty 62323.092742 = -22874152.218996 nChanged 24 Iteration 249Q (1249.075864 sec): 31 clusters Score: Raw -22936477.137486 + Penalty 62323.092742 = -22874154.044744 nChanged 21 Iteration 250Q (1252.025958 sec): 31 clusters Score: Raw -22936478.564451 + Penalty 62323.092742 = -22874155.471709 nChanged 20 Iteration 251Q (1254.967767 sec): 31 clusters Score: Raw -22936479.704509 + Penalty 62323.092742 = -22874156.611768 nChanged 15 Iteration 252Q (1257.935304 sec): 31 clusters Score: Raw -22936480.513305 + Penalty 62323.092742 = -22874157.420564 nChanged 9 Iteration 253Q (1260.880602 sec): 31 clusters Score: Raw -22936481.038658 + Penalty 62323.092742 = -22874157.945916 nChanged 6 Iteration 254Q (1263.899964 sec): 31 clusters Score: Raw -22936481.259004 + Penalty 62323.092742 = -22874158.166262 nChanged 4 Iteration 255Q (1266.840108 sec): 31 clusters Score: Raw -22936481.361858 + Penalty 62323.092742 = -22874158.269116 nChanged 7 Iteration 256Q (1269.841066 sec): 31 clusters Score: Raw -22936481.439325 + Penalty 62323.092742 = -22874158.346583 nChanged 3 Iteration 257Q (1272.819001 sec): 31 clusters Score: Raw -22936481.468280 + Penalty 62323.092742 = -22874158.375538 nChanged 4 Iteration 258Q (1275.794233 sec): 31 clusters Score: Raw -22936481.504938 + Penalty 62323.092742 = -22874158.412197 nChanged 2 Writing temp clu file Because OldScore, -22874158.375538, is greater than current (better) Score,-22874158.412197 Compute initial score before splitting: Score: Raw -22936481.504938 + Penalty 62323.092742 = -22874158.412197 Trying to split cluster 1 (5955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1275.870396 sec): 2 clusters Score: Raw -396919.779777 + Penalty 1412.447803 = -395507.331974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1275.893592 sec): 3 clusters Score: Raw -393775.627412 + Penalty 2824.895607 = -390950.731806 nChanged 2436 SP:Iteration 1F (1275.915968 sec): 3 clusters Score: Raw -395271.654600 + Penalty 2824.895607 = -392446.758993 nChanged 481 SP:Iteration 2F (1275.938392 sec): 3 clusters Score: Raw -395567.586714 + Penalty 2824.895607 = -392742.691107 nChanged 384 SP:Iteration 3F (1275.960878 sec): 3 clusters Score: Raw -395821.922704 + Penalty 2824.895607 = -392997.027098 nChanged 326 SP:Iteration 4F (1275.983351 sec): 3 clusters Score: Raw -396058.347917 + Penalty 2824.895607 = -393233.452310 nChanged 311 SP:Iteration 5F (1276.005757 sec): 3 clusters Score: Raw -396279.301525 + Penalty 2824.895607 = -393454.405918 nChanged 291 SP:Iteration 6Q (1276.064010 sec): 3 clusters Score: Raw -396464.805815 + Penalty 2824.895607 = -393639.910208 nChanged 258 SP:Iteration 7Q (1276.092331 sec): 3 clusters Score: Raw -396619.738862 + Penalty 2824.895607 = -393794.843255 nChanged 200 SP:Iteration 8Q (1276.114475 sec): 3 clusters Score: Raw -396735.493506 + Penalty 2824.895607 = -393910.597900 nChanged 169 SP:Iteration 9Q (1276.136892 sec): 3 clusters Score: Raw -396847.124031 + Penalty 2824.895607 = -394022.228425 nChanged 162 SP:Iteration 10Q (1276.159245 sec): 3 clusters Score: Raw -396967.688255 + Penalty 2824.895607 = -394142.792649 nChanged 157 SP:Iteration 11Q (1276.181421 sec): 3 clusters Score: Raw -397077.847053 + Penalty 2824.895607 = -394252.951447 nChanged 148 SP:Iteration 12Q (1276.203510 sec): 3 clusters Score: Raw -397183.462623 + Penalty 2824.895607 = -394358.567016 nChanged 131 SP:Iteration 13Q (1276.225646 sec): 3 clusters Score: Raw -397265.345413 + Penalty 2824.895607 = -394440.449807 nChanged 104 SP:Iteration 14Q (1276.247636 sec): 3 clusters Score: Raw -397322.291966 + Penalty 2824.895607 = -394497.396360 nChanged 81 SP:Iteration 15Q (1276.269724 sec): 3 clusters Score: Raw -397360.773891 + Penalty 2824.895607 = -394535.878284 nChanged 62 SP:Iteration 16Q (1276.291646 sec): 3 clusters Score: Raw -397392.723889 + Penalty 2824.895607 = -394567.828282 nChanged 55 SP:Iteration 17Q (1276.313614 sec): 3 clusters Score: Raw -397417.590019 + Penalty 2824.895607 = -394592.694413 nChanged 56 SP:Iteration 18Q (1276.335343 sec): 3 clusters Score: Raw -397440.114669 + Penalty 2824.895607 = -394615.219063 nChanged 40 SP:Iteration 19Q (1276.357092 sec): 3 clusters Score: Raw -397455.502946 + Penalty 2824.895607 = -394630.607340 nChanged 38 SP:Iteration 20F (1276.379712 sec): 3 clusters Score: Raw -397469.916713 + Penalty 2824.895607 = -394645.021106 nChanged 38 SP:Iteration 21Q (1276.401272 sec): 3 clusters Score: Raw -397481.725569 + Penalty 2824.895607 = -394656.829963 nChanged 24 SP:Iteration 22Q (1276.423023 sec): 3 clusters Score: Raw -397488.772920 + Penalty 2824.895607 = -394663.877313 nChanged 22 SP:Iteration 23Q (1276.444796 sec): 3 clusters Score: Raw -397494.016258 + Penalty 2824.895607 = -394669.120651 nChanged 20 SP:Iteration 24Q (1276.466524 sec): 3 clusters Score: Raw -397498.591711 + Penalty 2824.895607 = -394673.696104 nChanged 13 SP:Iteration 25Q (1276.488179 sec): 3 clusters Score: Raw -397501.234574 + Penalty 2824.895607 = -394676.338968 nChanged 9 SP:Iteration 26Q (1276.509725 sec): 3 clusters Score: Raw -397502.752000 + Penalty 2824.895607 = -394677.856393 nChanged 4 SP:Iteration 27Q (1276.531137 sec): 3 clusters Score: Raw -397503.414201 + Penalty 2824.895607 = -394678.518594 nChanged 3 SP:Iteration 28Q (1276.552474 sec): 3 clusters Score: Raw -397503.966491 + Penalty 2824.895607 = -394679.070884 nChanged 5 SP:Iteration 29Q (1276.574162 sec): 3 clusters Score: Raw -397505.254358 + Penalty 2824.895607 = -394680.358751 nChanged 6 SP:Iteration 30Q (1276.595491 sec): 3 clusters Score: Raw -397506.280547 + Penalty 2824.895607 = -394681.384940 nChanged 5 SP:Iteration 31Q (1276.617272 sec): 3 clusters Score: Raw -397507.782734 + Penalty 2824.895607 = -394682.887128 nChanged 7 SP:Iteration 32Q (1276.638685 sec): 3 clusters Score: Raw -397509.538231 + Penalty 2824.895607 = -394684.642624 nChanged 6 SP:Iteration 33Q (1276.660317 sec): 3 clusters Score: Raw -397510.492967 + Penalty 2824.895607 = -394685.597360 nChanged 4 SP:Iteration 34Q (1276.682083 sec): 3 clusters Score: Raw -397510.885658 + Penalty 2824.895607 = -394685.990051 nChanged 1 SP:Iteration 35Q (1276.703580 sec): 3 clusters Score: Raw -397511.058036 + Penalty 2824.895607 = -394686.162429 nChanged 0 SP:Iteration 36F (1276.726357 sec): 3 clusters Score: Raw -397511.058036 + Penalty 2824.895607 = -394686.162429 nChanged 0 Trying to split cluster 2 (5393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1276.745000 sec): 2 clusters Score: Raw -387302.519116 + Penalty 1396.339278 = -385906.179838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1276.766875 sec): 3 clusters Score: Raw -384403.881305 + Penalty 2792.678556 = -381611.202749 nChanged 2227 SP:Iteration 1F (1276.788366 sec): 3 clusters Score: Raw -385584.948056 + Penalty 2792.678556 = -382792.269500 nChanged 328 SP:Iteration 2F (1276.810186 sec): 3 clusters Score: Raw -385730.193961 + Penalty 2792.678556 = -382937.515405 nChanged 265 SP:Iteration 3Q (1276.835183 sec): 3 clusters Score: Raw -385856.465203 + Penalty 2792.678556 = -383063.786647 nChanged 233 SP:Iteration 4Q (1276.856841 sec): 3 clusters Score: Raw -385969.046899 + Penalty 2792.678556 = -383176.368343 nChanged 200 SP:Iteration 5Q (1276.878743 sec): 3 clusters Score: Raw -386054.904812 + Penalty 2792.678556 = -383262.226256 nChanged 172 SP:Iteration 6Q (1276.900189 sec): 3 clusters Score: Raw -386133.508071 + Penalty 2792.678556 = -383340.829515 nChanged 160 SP:Iteration 7Q (1276.957366 sec): 3 clusters Score: Raw -386204.573796 + Penalty 2792.678556 = -383411.895240 nChanged 146 SP:Iteration 8Q (1276.987432 sec): 3 clusters Score: Raw -386272.429374 + Penalty 2792.678556 = -383479.750818 nChanged 137 SP:Iteration 9Q (1277.008906 sec): 3 clusters Score: Raw -386344.888593 + Penalty 2792.678556 = -383552.210037 nChanged 150 SP:Iteration 10Q (1277.030817 sec): 3 clusters Score: Raw -386422.387415 + Penalty 2792.678556 = -383629.708859 nChanged 137 SP:Iteration 11Q (1277.060160 sec): 3 clusters Score: Raw -386487.092806 + Penalty 2792.678556 = -383694.414250 nChanged 127 SP:Iteration 12Q (1277.081705 sec): 3 clusters Score: Raw -386550.027276 + Penalty 2792.678556 = -383757.348720 nChanged 123 SP:Iteration 13Q (1277.103285 sec): 3 clusters Score: Raw -386614.133706 + Penalty 2792.678556 = -383821.455150 nChanged 111 SP:Iteration 14Q (1277.128043 sec): 3 clusters Score: Raw -386677.089175 + Penalty 2792.678556 = -383884.410619 nChanged 112 SP:Iteration 15Q (1277.149372 sec): 3 clusters Score: Raw -386737.862008 + Penalty 2792.678556 = -383945.183452 nChanged 103 SP:Iteration 16Q (1277.170924 sec): 3 clusters Score: Raw -386788.324069 + Penalty 2792.678556 = -383995.645513 nChanged 104 SP:Iteration 17Q (1277.192601 sec): 3 clusters Score: Raw -386841.908078 + Penalty 2792.678556 = -384049.229522 nChanged 77 SP:Iteration 18Q (1277.214722 sec): 3 clusters Score: Raw -386876.690094 + Penalty 2792.678556 = -384084.011538 nChanged 67 SP:Iteration 19Q (1277.272080 sec): 3 clusters Score: Raw -386906.743948 + Penalty 2792.678556 = -384114.065392 nChanged 76 SP:Iteration 20F (1277.293067 sec): 3 clusters Score: Raw -386942.108302 + Penalty 2792.678556 = -384149.429746 nChanged 59 SP:Iteration 21Q (1277.347094 sec): 3 clusters Score: Raw -386972.143592 + Penalty 2792.678556 = -384179.465036 nChanged 62 SP:Iteration 22Q (1277.401354 sec): 3 clusters Score: Raw -386999.025775 + Penalty 2792.678556 = -384206.347219 nChanged 53 SP:Iteration 23Q (1277.421296 sec): 3 clusters Score: Raw -387018.705845 + Penalty 2792.678556 = -384226.027289 nChanged 36 SP:Iteration 24Q (1277.442188 sec): 3 clusters Score: Raw -387034.838986 + Penalty 2792.678556 = -384242.160430 nChanged 38 SP:Iteration 25Q (1277.463172 sec): 3 clusters Score: Raw -387048.367064 + Penalty 2792.678556 = -384255.688508 nChanged 31 SP:Iteration 26Q (1277.484187 sec): 3 clusters Score: Raw -387060.655883 + Penalty 2792.678556 = -384267.977327 nChanged 36 SP:Iteration 27Q (1277.505008 sec): 3 clusters Score: Raw -387073.735756 + Penalty 2792.678556 = -384281.057200 nChanged 28 SP:Iteration 28Q (1277.525919 sec): 3 clusters Score: Raw -387086.066860 + Penalty 2792.678556 = -384293.388304 nChanged 26 SP:Iteration 29Q (1277.546600 sec): 3 clusters Score: Raw -387096.397510 + Penalty 2792.678556 = -384303.718954 nChanged 23 SP:Iteration 30Q (1277.567350 sec): 3 clusters Score: Raw -387108.215123 + Penalty 2792.678556 = -384315.536567 nChanged 30 SP:Iteration 31Q (1277.603869 sec): 3 clusters Score: Raw -387121.959320 + Penalty 2792.678556 = -384329.280764 nChanged 30 SP:Iteration 32Q (1277.624596 sec): 3 clusters Score: Raw -387136.062935 + Penalty 2792.678556 = -384343.384379 nChanged 31 SP:Iteration 33Q (1277.645036 sec): 3 clusters Score: Raw -387146.711981 + Penalty 2792.678556 = -384354.033425 nChanged 26 SP:Iteration 34Q (1277.665597 sec): 3 clusters Score: Raw -387157.943633 + Penalty 2792.678556 = -384365.265077 nChanged 32 SP:Iteration 35Q (1277.685768 sec): 3 clusters Score: Raw -387174.358533 + Penalty 2792.678556 = -384381.679977 nChanged 33 SP:Iteration 36Q (1277.706145 sec): 3 clusters Score: Raw -387193.131201 + Penalty 2792.678556 = -384400.452645 nChanged 39 SP:Iteration 37Q (1277.726482 sec): 3 clusters Score: Raw -387210.642340 + Penalty 2792.678556 = -384417.963784 nChanged 31 SP:Iteration 38Q (1277.752695 sec): 3 clusters Score: Raw -387222.682875 + Penalty 2792.678556 = -384430.004319 nChanged 22 SP:Iteration 39Q (1277.772947 sec): 3 clusters Score: Raw -387231.335146 + Penalty 2792.678556 = -384438.656590 nChanged 19 SP:Iteration 40F (1277.794208 sec): 3 clusters Score: Raw -387238.954755 + Penalty 2792.678556 = -384446.276199 nChanged 19 SP:Iteration 41Q (1277.814382 sec): 3 clusters Score: Raw -387245.525864 + Penalty 2792.678556 = -384452.847308 nChanged 24 SP:Iteration 42Q (1277.834513 sec): 3 clusters Score: Raw -387255.547246 + Penalty 2792.678556 = -384462.868690 nChanged 20 SP:Iteration 43Q (1277.854536 sec): 3 clusters Score: Raw -387265.026038 + Penalty 2792.678556 = -384472.347482 nChanged 19 SP:Iteration 44Q (1277.874766 sec): 3 clusters Score: Raw -387272.375572 + Penalty 2792.678556 = -384479.697016 nChanged 14 SP:Iteration 45Q (1277.896761 sec): 3 clusters Score: Raw -387279.088659 + Penalty 2792.678556 = -384486.410103 nChanged 16 SP:Iteration 46Q (1277.917004 sec): 3 clusters Score: Raw -387287.187487 + Penalty 2792.678556 = -384494.508931 nChanged 14 SP:Iteration 47Q (1277.936705 sec): 3 clusters Score: Raw -387296.383825 + Penalty 2792.678556 = -384503.705269 nChanged 19 SP:Iteration 48Q (1277.956908 sec): 3 clusters Score: Raw -387307.500268 + Penalty 2792.678556 = -384514.821712 nChanged 19 SP:Iteration 49Q (1277.977228 sec): 3 clusters Score: Raw -387318.297092 + Penalty 2792.678556 = -384525.618536 nChanged 24 SP:Iteration 50Q (1277.997288 sec): 3 clusters Score: Raw -387333.423640 + Penalty 2792.678556 = -384540.745084 nChanged 31 SP:Iteration 51Q (1278.017303 sec): 3 clusters Score: Raw -387354.677379 + Penalty 2792.678556 = -384561.998823 nChanged 20 SP:Iteration 52Q (1278.037608 sec): 3 clusters Score: Raw -387366.948443 + Penalty 2792.678556 = -384574.269887 nChanged 16 SP:Iteration 53Q (1278.057748 sec): 3 clusters Score: Raw -387373.640635 + Penalty 2792.678556 = -384580.962080 nChanged 9 SP:Iteration 54Q (1278.077783 sec): 3 clusters Score: Raw -387377.809771 + Penalty 2792.678556 = -384585.131215 nChanged 8 SP:Iteration 55Q (1278.097402 sec): 3 clusters Score: Raw -387380.619354 + Penalty 2792.678556 = -384587.940798 nChanged 10 SP:Iteration 56Q (1278.120038 sec): 3 clusters Score: Raw -387385.068107 + Penalty 2792.678556 = -384592.389551 nChanged 11 SP:Iteration 57Q (1278.140059 sec): 3 clusters Score: Raw -387388.573051 + Penalty 2792.678556 = -384595.894495 nChanged 10 SP:Iteration 58Q (1278.159880 sec): 3 clusters Score: Raw -387393.411684 + Penalty 2792.678556 = -384600.733128 nChanged 6 SP:Iteration 59Q (1278.179737 sec): 3 clusters Score: Raw -387396.608341 + Penalty 2792.678556 = -384603.929785 nChanged 6 SP:Iteration 60F (1278.224852 sec): 3 clusters Score: Raw -387400.084796 + Penalty 2792.678556 = -384607.406240 nChanged 10 SP:Iteration 61Q (1278.264013 sec): 3 clusters Score: Raw -387405.725542 + Penalty 2792.678556 = -384613.046986 nChanged 9 SP:Iteration 62Q (1278.291405 sec): 3 clusters Score: Raw -387411.860326 + Penalty 2792.678556 = -384619.181770 nChanged 9 SP:Iteration 63Q (1278.311583 sec): 3 clusters Score: Raw -387416.415489 + Penalty 2792.678556 = -384623.736933 nChanged 10 SP:Iteration 64Q (1278.366578 sec): 3 clusters Score: Raw -387421.243947 + Penalty 2792.678556 = -384628.565391 nChanged 12 SP:Iteration 65Q (1278.420097 sec): 3 clusters Score: Raw -387429.902500 + Penalty 2792.678556 = -384637.223945 nChanged 11 SP:Iteration 66Q (1278.472995 sec): 3 clusters Score: Raw -387436.940311 + Penalty 2792.678556 = -384644.261756 nChanged 10 SP:Iteration 67Q (1278.491827 sec): 3 clusters Score: Raw -387442.304772 + Penalty 2792.678556 = -384649.626216 nChanged 11 SP:Iteration 68Q (1278.517614 sec): 3 clusters Score: Raw -387450.601977 + Penalty 2792.678556 = -384657.923422 nChanged 8 SP:Iteration 69Q (1278.537443 sec): 3 clusters Score: Raw -387456.191162 + Penalty 2792.678556 = -384663.512606 nChanged 8 SP:Iteration 70Q (1278.559909 sec): 3 clusters Score: Raw -387461.383240 + Penalty 2792.678556 = -384668.704684 nChanged 9 SP:Iteration 71Q (1278.579644 sec): 3 clusters Score: Raw -387468.914731 + Penalty 2792.678556 = -384676.236175 nChanged 12 SP:Iteration 72Q (1278.600154 sec): 3 clusters Score: Raw -387478.468547 + Penalty 2792.678556 = -384685.789991 nChanged 12 SP:Iteration 73Q (1278.620096 sec): 3 clusters Score: Raw -387486.902288 + Penalty 2792.678556 = -384694.223732 nChanged 13 SP:Iteration 74Q (1278.675195 sec): 3 clusters Score: Raw -387497.411250 + Penalty 2792.678556 = -384704.732694 nChanged 4 SP:Iteration 75Q (1278.725716 sec): 3 clusters Score: Raw -387499.746327 + Penalty 2792.678556 = -384707.067771 nChanged 2 SP:Iteration 76Q (1278.745610 sec): 3 clusters Score: Raw -387501.387385 + Penalty 2792.678556 = -384708.708829 nChanged 1 SP:Iteration 77Q (1278.765562 sec): 3 clusters Score: Raw -387501.810600 + Penalty 2792.678556 = -384709.132044 nChanged 3 SP:Iteration 78Q (1278.785344 sec): 3 clusters Score: Raw -387503.193738 + Penalty 2792.678556 = -384710.515182 nChanged 1 SP:Iteration 79Q (1278.805126 sec): 3 clusters Score: Raw -387503.496093 + Penalty 2792.678556 = -384710.817537 nChanged 0 SP:Iteration 80F (1278.826565 sec): 3 clusters Score: Raw -387503.496093 + Penalty 2792.678556 = -384710.817537 nChanged 0 Trying to split cluster 3 (33985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1278.877499 sec): 2 clusters Score: Raw -2329244.946609 + Penalty 1695.472111 = -2327549.474498 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1278.943598 sec): 3 clusters Score: Raw -2308089.803226 + Penalty 3390.944222 = -2304698.859003 nChanged 15715 SP:Iteration 1F (1279.005052 sec): 3 clusters Score: Raw -2317150.574951 + Penalty 3390.944222 = -2313759.630729 nChanged 1883 SP:Iteration 2F (1279.066484 sec): 3 clusters Score: Raw -2318029.328417 + Penalty 3390.944222 = -2314638.384195 nChanged 2084 SP:Iteration 3F (1279.155616 sec): 3 clusters Score: Raw -2319284.527687 + Penalty 3390.944222 = -2315893.583465 nChanged 2427 SP:Iteration 4F (1279.252631 sec): 3 clusters Score: Raw -2321089.093349 + Penalty 3390.944222 = -2317698.149127 nChanged 2683 SP:Iteration 5F (1279.341075 sec): 3 clusters Score: Raw -2323458.793402 + Penalty 3390.944222 = -2320067.849179 nChanged 2437 SP:Iteration 6F (1279.402162 sec): 3 clusters Score: Raw -2325791.198190 + Penalty 3390.944222 = -2322400.253968 nChanged 1757 SP:Iteration 7F (1279.463950 sec): 3 clusters Score: Raw -2327553.396011 + Penalty 3390.944222 = -2324162.451789 nChanged 1111 SP:Iteration 8Q (1279.523662 sec): 3 clusters Score: Raw -2328665.427216 + Penalty 3390.944222 = -2325274.482994 nChanged 736 SP:Iteration 9Q (1279.579968 sec): 3 clusters Score: Raw -2329276.198073 + Penalty 3390.944222 = -2325885.253851 nChanged 494 SP:Iteration 10Q (1279.634511 sec): 3 clusters Score: Raw -2329539.528834 + Penalty 3390.944222 = -2326148.584612 nChanged 265 SP:Iteration 11Q (1279.701565 sec): 3 clusters Score: Raw -2329647.792313 + Penalty 3390.944222 = -2326256.848091 nChanged 188 SP:Iteration 12Q (1279.783370 sec): 3 clusters Score: Raw -2329714.257087 + Penalty 3390.944222 = -2326323.312865 nChanged 132 SP:Iteration 13Q (1279.835875 sec): 3 clusters Score: Raw -2329757.256916 + Penalty 3390.944222 = -2326366.312694 nChanged 95 SP:Iteration 14Q (1279.889001 sec): 3 clusters Score: Raw -2329781.793926 + Penalty 3390.944222 = -2326390.849704 nChanged 67 SP:Iteration 15Q (1279.941750 sec): 3 clusters Score: Raw -2329796.475408 + Penalty 3390.944222 = -2326405.531186 nChanged 46 SP:Iteration 16Q (1280.013683 sec): 3 clusters Score: Raw -2329806.453652 + Penalty 3390.944222 = -2326415.509430 nChanged 35 SP:Iteration 17Q (1280.096193 sec): 3 clusters Score: Raw -2329812.535004 + Penalty 3390.944222 = -2326421.590782 nChanged 24 SP:Iteration 18Q (1280.185169 sec): 3 clusters Score: Raw -2329817.078453 + Penalty 3390.944222 = -2326426.134231 nChanged 29 SP:Iteration 19Q (1280.273337 sec): 3 clusters Score: Raw -2329821.984653 + Penalty 3390.944222 = -2326431.040431 nChanged 16 SP:Iteration 20F (1280.372750 sec): 3 clusters Score: Raw -2329824.394132 + Penalty 3390.944222 = -2326433.449910 nChanged 19 SP:Iteration 21Q (1280.430953 sec): 3 clusters Score: Raw -2329828.275054 + Penalty 3390.944222 = -2326437.330832 nChanged 17 SP:Iteration 22Q (1280.494189 sec): 3 clusters Score: Raw -2329831.556470 + Penalty 3390.944222 = -2326440.612248 nChanged 17 SP:Iteration 23Q (1280.576969 sec): 3 clusters Score: Raw -2329834.612989 + Penalty 3390.944222 = -2326443.668766 nChanged 17 SP:Iteration 24Q (1280.629316 sec): 3 clusters Score: Raw -2329837.243773 + Penalty 3390.944222 = -2326446.299551 nChanged 15 SP:Iteration 25Q (1280.682165 sec): 3 clusters Score: Raw -2329839.843318 + Penalty 3390.944222 = -2326448.899095 nChanged 10 SP:Iteration 26Q (1280.735108 sec): 3 clusters Score: Raw -2329841.566506 + Penalty 3390.944222 = -2326450.622283 nChanged 12 SP:Iteration 27Q (1280.787521 sec): 3 clusters Score: Raw -2329843.723446 + Penalty 3390.944222 = -2326452.779224 nChanged 11 SP:Iteration 28Q (1280.840064 sec): 3 clusters Score: Raw -2329846.401310 + Penalty 3390.944222 = -2326455.457087 nChanged 8 SP:Iteration 29Q (1280.892652 sec): 3 clusters Score: Raw -2329847.726918 + Penalty 3390.944222 = -2326456.782696 nChanged 8 SP:Iteration 30Q (1280.945518 sec): 3 clusters Score: Raw -2329849.260942 + Penalty 3390.944222 = -2326458.316720 nChanged 10 SP:Iteration 31Q (1280.998474 sec): 3 clusters Score: Raw -2329850.595695 + Penalty 3390.944222 = -2326459.651473 nChanged 7 SP:Iteration 32Q (1281.050710 sec): 3 clusters Score: Raw -2329851.610960 + Penalty 3390.944222 = -2326460.666738 nChanged 8 SP:Iteration 33Q (1281.103275 sec): 3 clusters Score: Raw -2329853.054802 + Penalty 3390.944222 = -2326462.110579 nChanged 15 SP:Iteration 34Q (1281.155529 sec): 3 clusters Score: Raw -2329855.830879 + Penalty 3390.944222 = -2326464.886657 nChanged 14 SP:Iteration 35Q (1281.207936 sec): 3 clusters Score: Raw -2329859.849823 + Penalty 3390.944222 = -2326468.905601 nChanged 22 SP:Iteration 36Q (1281.260295 sec): 3 clusters Score: Raw -2329866.094969 + Penalty 3390.944222 = -2326475.150747 nChanged 30 SP:Iteration 37Q (1281.312486 sec): 3 clusters Score: Raw -2329875.516194 + Penalty 3390.944222 = -2326484.571972 nChanged 30 SP:Iteration 38Q (1281.364745 sec): 3 clusters Score: Raw -2329882.808029 + Penalty 3390.944222 = -2326491.863807 nChanged 21 SP:Iteration 39Q (1281.417006 sec): 3 clusters Score: Raw -2329888.359176 + Penalty 3390.944222 = -2326497.414954 nChanged 19 SP:Iteration 40F (1281.479420 sec): 3 clusters Score: Raw -2329892.530590 + Penalty 3390.944222 = -2326501.586368 nChanged 22 SP:Iteration 41Q (1281.530965 sec): 3 clusters Score: Raw -2329897.035052 + Penalty 3390.944222 = -2326506.090830 nChanged 17 SP:Iteration 42Q (1281.583117 sec): 3 clusters Score: Raw -2329901.001526 + Penalty 3390.944222 = -2326510.057304 nChanged 14 SP:Iteration 43Q (1281.635416 sec): 3 clusters Score: Raw -2329904.123194 + Penalty 3390.944222 = -2326513.178972 nChanged 16 SP:Iteration 44Q (1281.687585 sec): 3 clusters Score: Raw -2329907.796644 + Penalty 3390.944222 = -2326516.852422 nChanged 16 SP:Iteration 45Q (1281.739264 sec): 3 clusters Score: Raw -2329910.874121 + Penalty 3390.944222 = -2326519.929899 nChanged 9 SP:Iteration 46Q (1281.791383 sec): 3 clusters Score: Raw -2329913.777392 + Penalty 3390.944222 = -2326522.833170 nChanged 12 SP:Iteration 47Q (1281.843116 sec): 3 clusters Score: Raw -2329916.620309 + Penalty 3390.944222 = -2326525.676087 nChanged 11 SP:Iteration 48Q (1281.895216 sec): 3 clusters Score: Raw -2329918.936173 + Penalty 3390.944222 = -2326527.991950 nChanged 13 SP:Iteration 49Q (1281.947081 sec): 3 clusters Score: Raw -2329921.492678 + Penalty 3390.944222 = -2326530.548456 nChanged 10 SP:Iteration 50Q (1281.998948 sec): 3 clusters Score: Raw -2329923.785696 + Penalty 3390.944222 = -2326532.841474 nChanged 7 SP:Iteration 51Q (1282.050925 sec): 3 clusters Score: Raw -2329924.890417 + Penalty 3390.944222 = -2326533.946194 nChanged 4 SP:Iteration 52Q (1282.103128 sec): 3 clusters Score: Raw -2329925.579316 + Penalty 3390.944222 = -2326534.635094 nChanged 9 SP:Iteration 53Q (1282.155408 sec): 3 clusters Score: Raw -2329926.916651 + Penalty 3390.944222 = -2326535.972429 nChanged 5 SP:Iteration 54Q (1282.207375 sec): 3 clusters Score: Raw -2329927.521613 + Penalty 3390.944222 = -2326536.577391 nChanged 2 SP:Iteration 55Q (1282.259256 sec): 3 clusters Score: Raw -2329927.780624 + Penalty 3390.944222 = -2326536.836401 nChanged 1 SP:Iteration 56Q (1282.311075 sec): 3 clusters Score: Raw -2329927.928697 + Penalty 3390.944222 = -2326536.984475 nChanged 0 SP:Iteration 57F (1282.372842 sec): 3 clusters Score: Raw -2329927.928697 + Penalty 3390.944222 = -2326536.984475 nChanged 0 Trying to split cluster 4 (3774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1282.385954 sec): 2 clusters Score: Raw -256844.492290 + Penalty 1338.332243 = -255506.160047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1282.405133 sec): 3 clusters Score: Raw -254952.866733 + Penalty 2676.664486 = -252276.202247 nChanged 1489 SP:Iteration 1F (1282.423147 sec): 3 clusters Score: Raw -255738.795951 + Penalty 2676.664486 = -253062.131466 nChanged 249 SP:Iteration 2F (1282.440984 sec): 3 clusters Score: Raw -255886.976166 + Penalty 2676.664486 = -253210.311680 nChanged 200 SP:Iteration 3F (1282.458980 sec): 3 clusters Score: Raw -255996.557732 + Penalty 2676.664486 = -253319.893246 nChanged 143 SP:Iteration 4Q (1282.477064 sec): 3 clusters Score: Raw -256064.222269 + Penalty 2676.664486 = -253387.557783 nChanged 119 SP:Iteration 5Q (1282.495109 sec): 3 clusters Score: Raw -256128.774638 + Penalty 2676.664486 = -253452.110152 nChanged 120 SP:Iteration 6Q (1282.513012 sec): 3 clusters Score: Raw -256203.318515 + Penalty 2676.664486 = -253526.654029 nChanged 128 SP:Iteration 7Q (1282.531052 sec): 3 clusters Score: Raw -256267.665463 + Penalty 2676.664486 = -253591.000977 nChanged 118 SP:Iteration 8Q (1282.549080 sec): 3 clusters Score: Raw -256350.171827 + Penalty 2676.664486 = -253673.507341 nChanged 153 SP:Iteration 9Q (1282.567187 sec): 3 clusters Score: Raw -256438.917823 + Penalty 2676.664486 = -253762.253337 nChanged 135 SP:Iteration 10Q (1282.585049 sec): 3 clusters Score: Raw -256520.946672 + Penalty 2676.664486 = -253844.282186 nChanged 116 SP:Iteration 11Q (1282.603109 sec): 3 clusters Score: Raw -256585.007622 + Penalty 2676.664486 = -253908.343136 nChanged 102 SP:Iteration 12Q (1282.621108 sec): 3 clusters Score: Raw -256636.315891 + Penalty 2676.664486 = -253959.651405 nChanged 76 SP:Iteration 13Q (1282.639596 sec): 3 clusters Score: Raw -256671.140826 + Penalty 2676.664486 = -253994.476341 nChanged 57 SP:Iteration 14Q (1282.657563 sec): 3 clusters Score: Raw -256695.428691 + Penalty 2676.664486 = -254018.764205 nChanged 56 SP:Iteration 15Q (1282.675538 sec): 3 clusters Score: Raw -256719.260078 + Penalty 2676.664486 = -254042.595592 nChanged 46 SP:Iteration 16Q (1282.693492 sec): 3 clusters Score: Raw -256736.182961 + Penalty 2676.664486 = -254059.518475 nChanged 36 SP:Iteration 17Q (1282.711422 sec): 3 clusters Score: Raw -256751.643331 + Penalty 2676.664486 = -254074.978845 nChanged 36 SP:Iteration 18Q (1282.729400 sec): 3 clusters Score: Raw -256763.149494 + Penalty 2676.664486 = -254086.485008 nChanged 23 SP:Iteration 19Q (1282.747344 sec): 3 clusters Score: Raw -256771.659334 + Penalty 2676.664486 = -254094.994848 nChanged 29 SP:Iteration 20F (1282.765368 sec): 3 clusters Score: Raw -256782.321189 + Penalty 2676.664486 = -254105.656703 nChanged 21 SP:Iteration 21Q (1282.783164 sec): 3 clusters Score: Raw -256788.287560 + Penalty 2676.664486 = -254111.623074 nChanged 18 SP:Iteration 22Q (1282.800970 sec): 3 clusters Score: Raw -256793.170107 + Penalty 2676.664486 = -254116.505621 nChanged 13 SP:Iteration 23Q (1282.818916 sec): 3 clusters Score: Raw -256797.069213 + Penalty 2676.664486 = -254120.404727 nChanged 10 SP:Iteration 24Q (1282.836786 sec): 3 clusters Score: Raw -256799.315923 + Penalty 2676.664486 = -254122.651437 nChanged 5 SP:Iteration 25Q (1282.854655 sec): 3 clusters Score: Raw -256800.525570 + Penalty 2676.664486 = -254123.861084 nChanged 4 SP:Iteration 26Q (1282.872595 sec): 3 clusters Score: Raw -256801.268546 + Penalty 2676.664486 = -254124.604060 nChanged 4 SP:Iteration 27Q (1282.890564 sec): 3 clusters Score: Raw -256801.822345 + Penalty 2676.664486 = -254125.157859 nChanged 1 SP:Iteration 28Q (1282.908496 sec): 3 clusters Score: Raw -256801.997461 + Penalty 2676.664486 = -254125.332975 nChanged 0 SP:Iteration 29F (1282.926499 sec): 3 clusters Score: Raw -256801.997461 + Penalty 2676.664486 = -254125.332975 nChanged 0 Trying to split cluster 5 (47390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1282.993846 sec): 2 clusters Score: Raw -3156386.576400 + Penalty 1749.502059 = -3154637.074341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1283.081483 sec): 3 clusters Score: Raw -3126577.295950 + Penalty 3499.004117 = -3123078.291833 nChanged 22213 SP:Iteration 1F (1283.162417 sec): 3 clusters Score: Raw -3139446.589308 + Penalty 3499.004117 = -3135947.585191 nChanged 2248 SP:Iteration 2Q (1283.247877 sec): 3 clusters Score: Raw -3140357.297744 + Penalty 3499.004117 = -3136858.293626 nChanged 2344 SP:Iteration 3Q (1283.332975 sec): 3 clusters Score: Raw -3141409.978789 + Penalty 3499.004117 = -3137910.974672 nChanged 2547 SP:Iteration 4F (1283.413367 sec): 3 clusters Score: Raw -3142666.920199 + Penalty 3499.004117 = -3139167.916081 nChanged 2643 SP:Iteration 5F (1283.494172 sec): 3 clusters Score: Raw -3143967.748160 + Penalty 3499.004117 = -3140468.744043 nChanged 2600 SP:Iteration 6F (1283.574955 sec): 3 clusters Score: Raw -3145231.556854 + Penalty 3499.004117 = -3141732.552737 nChanged 2475 SP:Iteration 7F (1283.655640 sec): 3 clusters Score: Raw -3146365.279842 + Penalty 3499.004117 = -3142866.275725 nChanged 2225 SP:Iteration 8Q (1283.739204 sec): 3 clusters Score: Raw -3147318.915789 + Penalty 3499.004117 = -3143819.911671 nChanged 1937 SP:Iteration 9Q (1283.860515 sec): 3 clusters Score: Raw -3148118.949166 + Penalty 3499.004117 = -3144619.945049 nChanged 1735 SP:Iteration 10Q (1283.947454 sec): 3 clusters Score: Raw -3148853.830081 + Penalty 3499.004117 = -3145354.825964 nChanged 1641 SP:Iteration 11Q (1284.031837 sec): 3 clusters Score: Raw -3149605.040604 + Penalty 3499.004117 = -3146106.036487 nChanged 1582 SP:Iteration 12Q (1284.116149 sec): 3 clusters Score: Raw -3150384.276142 + Penalty 3499.004117 = -3146885.272024 nChanged 1595 SP:Iteration 13Q (1284.199752 sec): 3 clusters Score: Raw -3151224.291983 + Penalty 3499.004117 = -3147725.287865 nChanged 1590 SP:Iteration 14Q (1284.282509 sec): 3 clusters Score: Raw -3152113.955472 + Penalty 3499.004117 = -3148614.951355 nChanged 1449 SP:Iteration 15Q (1284.363520 sec): 3 clusters Score: Raw -3152980.388329 + Penalty 3499.004117 = -3149481.384211 nChanged 1328 SP:Iteration 16Q (1284.442641 sec): 3 clusters Score: Raw -3153779.649815 + Penalty 3499.004117 = -3150280.645698 nChanged 1111 SP:Iteration 17Q (1284.520810 sec): 3 clusters Score: Raw -3154448.078220 + Penalty 3499.004117 = -3150949.074102 nChanged 957 SP:Iteration 18Q (1284.595748 sec): 3 clusters Score: Raw -3155050.979705 + Penalty 3499.004117 = -3151551.975587 nChanged 768 SP:Iteration 19Q (1284.668986 sec): 3 clusters Score: Raw -3155534.824265 + Penalty 3499.004117 = -3152035.820148 nChanged 545 SP:Iteration 20F (1284.748649 sec): 3 clusters Score: Raw -3155855.226976 + Penalty 3499.004117 = -3152356.222858 nChanged 411 SP:Iteration 21Q (1284.819811 sec): 3 clusters Score: Raw -3156099.470352 + Penalty 3499.004117 = -3152600.466234 nChanged 289 SP:Iteration 22Q (1284.889400 sec): 3 clusters Score: Raw -3156259.454297 + Penalty 3499.004117 = -3152760.450180 nChanged 202 SP:Iteration 23Q (1284.957030 sec): 3 clusters Score: Raw -3156367.195432 + Penalty 3499.004117 = -3152868.191315 nChanged 155 SP:Iteration 24Q (1285.024743 sec): 3 clusters Score: Raw -3156459.883230 + Penalty 3499.004117 = -3152960.879113 nChanged 144 SP:Iteration 25Q (1285.091749 sec): 3 clusters Score: Raw -3156544.657264 + Penalty 3499.004117 = -3153045.653146 nChanged 101 SP:Iteration 26Q (1285.158308 sec): 3 clusters Score: Raw -3156597.301482 + Penalty 3499.004117 = -3153098.297365 nChanged 79 SP:Iteration 27Q (1285.224432 sec): 3 clusters Score: Raw -3156637.169507 + Penalty 3499.004117 = -3153138.165390 nChanged 43 SP:Iteration 28Q (1285.290430 sec): 3 clusters Score: Raw -3156659.300913 + Penalty 3499.004117 = -3153160.296795 nChanged 44 SP:Iteration 29Q (1285.356095 sec): 3 clusters Score: Raw -3156681.962223 + Penalty 3499.004117 = -3153182.958105 nChanged 32 SP:Iteration 30Q (1285.421719 sec): 3 clusters Score: Raw -3156703.905880 + Penalty 3499.004117 = -3153204.901763 nChanged 35 SP:Iteration 31Q (1285.487186 sec): 3 clusters Score: Raw -3156722.750039 + Penalty 3499.004117 = -3153223.745922 nChanged 21 SP:Iteration 32Q (1285.558016 sec): 3 clusters Score: Raw -3156734.443565 + Penalty 3499.004117 = -3153235.439447 nChanged 21 SP:Iteration 33Q (1285.623260 sec): 3 clusters Score: Raw -3156743.760625 + Penalty 3499.004117 = -3153244.756507 nChanged 23 SP:Iteration 34Q (1285.688444 sec): 3 clusters Score: Raw -3156756.659677 + Penalty 3499.004117 = -3153257.655560 nChanged 26 SP:Iteration 35Q (1285.755824 sec): 3 clusters Score: Raw -3156769.825040 + Penalty 3499.004117 = -3153270.820923 nChanged 14 SP:Iteration 36Q (1285.821162 sec): 3 clusters Score: Raw -3156778.110030 + Penalty 3499.004117 = -3153279.105913 nChanged 20 SP:Iteration 37Q (1285.886346 sec): 3 clusters Score: Raw -3156788.605887 + Penalty 3499.004117 = -3153289.601769 nChanged 12 SP:Iteration 38Q (1285.951529 sec): 3 clusters Score: Raw -3156795.178153 + Penalty 3499.004117 = -3153296.174036 nChanged 18 SP:Iteration 39Q (1286.016665 sec): 3 clusters Score: Raw -3156802.139839 + Penalty 3499.004117 = -3153303.135722 nChanged 14 SP:Iteration 40F (1286.095697 sec): 3 clusters Score: Raw -3156811.946804 + Penalty 3499.004117 = -3153312.942686 nChanged 11 SP:Iteration 41Q (1286.162237 sec): 3 clusters Score: Raw -3156816.541057 + Penalty 3499.004117 = -3153317.536940 nChanged 8 SP:Iteration 42Q (1286.227469 sec): 3 clusters Score: Raw -3156820.211910 + Penalty 3499.004117 = -3153321.207792 nChanged 6 SP:Iteration 43Q (1286.292117 sec): 3 clusters Score: Raw -3156823.543439 + Penalty 3499.004117 = -3153324.539322 nChanged 6 SP:Iteration 44Q (1286.372638 sec): 3 clusters Score: Raw -3156827.251798 + Penalty 3499.004117 = -3153328.247681 nChanged 9 SP:Iteration 45Q (1286.442841 sec): 3 clusters Score: Raw -3156833.812902 + Penalty 3499.004117 = -3153334.808785 nChanged 7 SP:Iteration 46Q (1286.519733 sec): 3 clusters Score: Raw -3156839.431457 + Penalty 3499.004117 = -3153340.427340 nChanged 11 SP:Iteration 47Q (1286.584675 sec): 3 clusters Score: Raw -3156847.780238 + Penalty 3499.004117 = -3153348.776121 nChanged 9 SP:Iteration 48Q (1286.650090 sec): 3 clusters Score: Raw -3156851.927164 + Penalty 3499.004117 = -3153352.923047 nChanged 3 SP:Iteration 49Q (1286.715382 sec): 3 clusters Score: Raw -3156852.912510 + Penalty 3499.004117 = -3153353.908393 nChanged 1 SP:Iteration 50Q (1286.780769 sec): 3 clusters Score: Raw -3156853.226050 + Penalty 3499.004117 = -3153354.221933 nChanged 2 SP:Iteration 51Q (1286.845738 sec): 3 clusters Score: Raw -3156854.200380 + Penalty 3499.004117 = -3153355.196263 nChanged 1 SP:Iteration 52Q (1286.910530 sec): 3 clusters Score: Raw -3156854.674725 + Penalty 3499.004117 = -3153355.670608 nChanged 1 SP:Iteration 53Q (1286.975378 sec): 3 clusters Score: Raw -3156855.110314 + Penalty 3499.004117 = -3153356.106196 nChanged 2 SP:Iteration 54Q (1287.040378 sec): 3 clusters Score: Raw -3156855.998187 + Penalty 3499.004117 = -3153356.994069 nChanged 2 SP:Iteration 55Q (1287.105276 sec): 3 clusters Score: Raw -3156856.442815 + Penalty 3499.004117 = -3153357.438698 nChanged 0 SP:Iteration 56F (1287.183846 sec): 3 clusters Score: Raw -3156856.442815 + Penalty 3499.004117 = -3153357.438698 nChanged 0 Trying to split cluster 6 (2016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1287.192847 sec): 2 clusters Score: Raw -114386.129799 + Penalty 1236.441477 = -113149.688322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1287.203581 sec): 3 clusters Score: Raw -113519.453464 + Penalty 2472.882954 = -111046.570509 nChanged 714 SP:Iteration 1F (1287.213524 sec): 3 clusters Score: Raw -114028.354720 + Penalty 2472.882954 = -111555.471765 nChanged 164 SP:Iteration 2F (1287.223245 sec): 3 clusters Score: Raw -114195.508727 + Penalty 2472.882954 = -111722.625773 nChanged 127 SP:Iteration 3F (1287.233200 sec): 3 clusters Score: Raw -114316.977587 + Penalty 2472.882954 = -111844.094632 nChanged 101 SP:Iteration 4F (1287.243050 sec): 3 clusters Score: Raw -114415.541801 + Penalty 2472.882954 = -111942.658847 nChanged 94 SP:Iteration 5Q (1287.252945 sec): 3 clusters Score: Raw -114518.492307 + Penalty 2472.882954 = -112045.609353 nChanged 82 SP:Iteration 6Q (1287.262826 sec): 3 clusters Score: Raw -114623.954799 + Penalty 2472.882954 = -112151.071844 nChanged 89 SP:Iteration 7Q (1287.272684 sec): 3 clusters Score: Raw -114778.991942 + Penalty 2472.882954 = -112306.108987 nChanged 121 SP:Iteration 8F (1287.318628 sec): 3 clusters Score: Raw -115026.177697 + Penalty 2472.882954 = -112553.294743 nChanged 112 SP:Iteration 9F (1287.332038 sec): 3 clusters Score: Raw -115272.562529 + Penalty 2472.882954 = -112799.679575 nChanged 107 SP:Iteration 10F (1287.341825 sec): 3 clusters Score: Raw -115480.881346 + Penalty 2472.882954 = -113007.998391 nChanged 89 SP:Iteration 11Q (1287.351240 sec): 3 clusters Score: Raw -115667.489889 + Penalty 2472.882954 = -113194.606935 nChanged 89 SP:Iteration 12Q (1287.360631 sec): 3 clusters Score: Raw -115932.189719 + Penalty 2472.882954 = -113459.306765 nChanged 54 SP:Iteration 13Q (1287.369884 sec): 3 clusters Score: Raw -116092.362276 + Penalty 2472.882954 = -113619.479322 nChanged 22 SP:Iteration 14Q (1287.379027 sec): 3 clusters Score: Raw -116131.149102 + Penalty 2472.882954 = -113658.266147 nChanged 11 SP:Iteration 15Q (1287.388151 sec): 3 clusters Score: Raw -116145.609674 + Penalty 2472.882954 = -113672.726719 nChanged 3 SP:Iteration 16Q (1287.397285 sec): 3 clusters Score: Raw -116147.635667 + Penalty 2472.882954 = -113674.752712 nChanged 0 SP:Iteration 17F (1287.414395 sec): 3 clusters Score: Raw -116147.635667 + Penalty 2472.882954 = -113674.752712 nChanged 0 Score: Raw -22938243.023255 + Penalty 64400.529166 = -22873842.494089 Splitting cluster 6 changes total score from -22874158.412197 to -22873842.494089 So it's not getting split. Trying to split cluster 7 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1293.915118 sec): 2 clusters Score: Raw -23519.345149 + Penalty 978.810234 = -22540.534915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1293.917967 sec): 3 clusters Score: Raw -23522.689882 + Penalty 1957.620468 = -21565.069414 nChanged 91 SP:Iteration 1F (1293.920585 sec): 3 clusters Score: Raw -23667.136679 + Penalty 1957.620468 = -21709.516211 nChanged 21 SP:Iteration 2F (1293.923182 sec): 3 clusters Score: Raw -23706.089035 + Penalty 1957.620468 = -21748.468567 nChanged 10 SP:Iteration 3Q (1293.925750 sec): 3 clusters Score: Raw -23719.749506 + Penalty 1957.620468 = -21762.129038 nChanged 7 SP:Iteration 4Q (1293.928304 sec): 3 clusters Score: Raw -23729.342107 + Penalty 1957.620468 = -21771.721639 nChanged 2 SP:Iteration 5Q (1293.930854 sec): 3 clusters Score: Raw -23730.855680 + Penalty 1957.620468 = -21773.235213 nChanged 0 SP:Iteration 6F (1293.933435 sec): 3 clusters Score: Raw -23730.855680 + Penalty 1957.620468 = -21773.235213 nChanged 0 Trying to split cluster 8 (2052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1293.949159 sec): 2 clusters Score: Raw -120759.343562 + Penalty 1239.317659 = -119520.025904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1293.960036 sec): 3 clusters Score: Raw -119873.800875 + Penalty 2478.635317 = -117395.165558 nChanged 719 SP:Iteration 1F (1293.970319 sec): 3 clusters Score: Raw -120381.687776 + Penalty 2478.635317 = -117903.052459 nChanged 173 SP:Iteration 2F (1293.980560 sec): 3 clusters Score: Raw -120516.795691 + Penalty 2478.635317 = -118038.160374 nChanged 104 SP:Iteration 3F (1293.990775 sec): 3 clusters Score: Raw -120630.727782 + Penalty 2478.635317 = -118152.092465 nChanged 90 SP:Iteration 4Q (1294.001045 sec): 3 clusters Score: Raw -120714.110684 + Penalty 2478.635317 = -118235.475367 nChanged 70 SP:Iteration 5Q (1294.011170 sec): 3 clusters Score: Raw -120780.339026 + Penalty 2478.635317 = -118301.703709 nChanged 59 SP:Iteration 6Q (1294.021364 sec): 3 clusters Score: Raw -120826.594747 + Penalty 2478.635317 = -118347.959430 nChanged 45 SP:Iteration 7Q (1294.031453 sec): 3 clusters Score: Raw -120857.016820 + Penalty 2478.635317 = -118378.381503 nChanged 30 SP:Iteration 8Q (1294.041638 sec): 3 clusters Score: Raw -120875.570433 + Penalty 2478.635317 = -118396.935116 nChanged 37 SP:Iteration 9Q (1294.051824 sec): 3 clusters Score: Raw -120907.960944 + Penalty 2478.635317 = -118429.325627 nChanged 39 SP:Iteration 10Q (1294.061879 sec): 3 clusters Score: Raw -120936.843547 + Penalty 2478.635317 = -118458.208230 nChanged 35 SP:Iteration 11Q (1294.071968 sec): 3 clusters Score: Raw -120960.922707 + Penalty 2478.635317 = -118482.287390 nChanged 31 SP:Iteration 12Q (1294.082099 sec): 3 clusters Score: Raw -120986.628671 + Penalty 2478.635317 = -118507.993354 nChanged 32 SP:Iteration 13Q (1294.092204 sec): 3 clusters Score: Raw -121010.069546 + Penalty 2478.635317 = -118531.434229 nChanged 31 SP:Iteration 14Q (1294.102318 sec): 3 clusters Score: Raw -121034.838357 + Penalty 2478.635317 = -118556.203040 nChanged 25 SP:Iteration 15Q (1294.112390 sec): 3 clusters Score: Raw -121052.373119 + Penalty 2478.635317 = -118573.737802 nChanged 22 SP:Iteration 16Q (1294.122441 sec): 3 clusters Score: Raw -121071.869600 + Penalty 2478.635317 = -118593.234283 nChanged 34 SP:Iteration 17Q (1294.132512 sec): 3 clusters Score: Raw -121100.034427 + Penalty 2478.635317 = -118621.399110 nChanged 35 SP:Iteration 18Q (1294.142528 sec): 3 clusters Score: Raw -121142.028420 + Penalty 2478.635317 = -118663.393103 nChanged 33 SP:Iteration 19Q (1294.152522 sec): 3 clusters Score: Raw -121173.581233 + Penalty 2478.635317 = -118694.945916 nChanged 14 SP:Iteration 20F (1294.162732 sec): 3 clusters Score: Raw -121185.467655 + Penalty 2478.635317 = -118706.832338 nChanged 15 SP:Iteration 21Q (1294.172701 sec): 3 clusters Score: Raw -121198.551467 + Penalty 2478.635317 = -118719.916150 nChanged 12 SP:Iteration 22Q (1294.182613 sec): 3 clusters Score: Raw -121204.832547 + Penalty 2478.635317 = -118726.197230 nChanged 9 SP:Iteration 23Q (1294.192440 sec): 3 clusters Score: Raw -121210.869196 + Penalty 2478.635317 = -118732.233879 nChanged 6 SP:Iteration 24Q (1294.202370 sec): 3 clusters Score: Raw -121215.145545 + Penalty 2478.635317 = -118736.510228 nChanged 3 SP:Iteration 25Q (1294.212241 sec): 3 clusters Score: Raw -121217.463093 + Penalty 2478.635317 = -118738.827776 nChanged 6 SP:Iteration 26Q (1294.222139 sec): 3 clusters Score: Raw -121223.649244 + Penalty 2478.635317 = -118745.013927 nChanged 5 SP:Iteration 27Q (1294.232034 sec): 3 clusters Score: Raw -121227.224982 + Penalty 2478.635317 = -118748.589665 nChanged 3 SP:Iteration 28Q (1294.241914 sec): 3 clusters Score: Raw -121230.326675 + Penalty 2478.635317 = -118751.691358 nChanged 4 SP:Iteration 29Q (1294.251792 sec): 3 clusters Score: Raw -121232.657751 + Penalty 2478.635317 = -118754.022434 nChanged 3 SP:Iteration 30Q (1294.261705 sec): 3 clusters Score: Raw -121235.351537 + Penalty 2478.635317 = -118756.716220 nChanged 3 SP:Iteration 31Q (1294.271561 sec): 3 clusters Score: Raw -121237.169260 + Penalty 2478.635317 = -118758.533943 nChanged 4 SP:Iteration 32Q (1294.306053 sec): 3 clusters Score: Raw -121240.154787 + Penalty 2478.635317 = -118761.519470 nChanged 4 SP:Iteration 33Q (1294.326262 sec): 3 clusters Score: Raw -121241.434589 + Penalty 2478.635317 = -118762.799271 nChanged 4 SP:Iteration 34Q (1294.336127 sec): 3 clusters Score: Raw -121243.277575 + Penalty 2478.635317 = -118764.642258 nChanged 2 SP:Iteration 35Q (1294.346011 sec): 3 clusters Score: Raw -121243.508565 + Penalty 2478.635317 = -118764.873248 nChanged 1 SP:Iteration 36Q (1294.355860 sec): 3 clusters Score: Raw -121243.599098 + Penalty 2478.635317 = -118764.963781 nChanged 1 SP:Iteration 37Q (1294.365693 sec): 3 clusters Score: Raw -121243.794261 + Penalty 2478.635317 = -118765.158944 nChanged 1 SP:Iteration 38Q (1294.375442 sec): 3 clusters Score: Raw -121244.173054 + Penalty 2478.635317 = -118765.537737 nChanged 0 SP:Iteration 39F (1294.385573 sec): 3 clusters Score: Raw -121244.173054 + Penalty 2478.635317 = -118765.537737 nChanged 0 Trying to split cluster 9 (5420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1294.417663 sec): 2 clusters Score: Raw -335295.269980 + Penalty 1397.150803 = -333898.119177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1294.439960 sec): 3 clusters Score: Raw -332389.166482 + Penalty 2794.301606 = -329594.864876 nChanged 2229 SP:Iteration 1F (1294.461732 sec): 3 clusters Score: Raw -333629.275227 + Penalty 2794.301606 = -330834.973622 nChanged 435 SP:Iteration 2F (1294.483937 sec): 3 clusters Score: Raw -333914.141411 + Penalty 2794.301606 = -331119.839805 nChanged 354 SP:Iteration 3F (1294.505901 sec): 3 clusters Score: Raw -334140.775856 + Penalty 2794.301606 = -331346.474250 nChanged 288 SP:Iteration 4F (1294.527663 sec): 3 clusters Score: Raw -334306.914612 + Penalty 2794.301606 = -331512.613006 nChanged 258 SP:Iteration 5Q (1294.549317 sec): 3 clusters Score: Raw -334473.094490 + Penalty 2794.301606 = -331678.792885 nChanged 222 SP:Iteration 6Q (1294.571067 sec): 3 clusters Score: Raw -334601.285252 + Penalty 2794.301606 = -331806.983647 nChanged 203 SP:Iteration 7Q (1294.592914 sec): 3 clusters Score: Raw -334718.294785 + Penalty 2794.301606 = -331923.993179 nChanged 162 SP:Iteration 8Q (1294.614828 sec): 3 clusters Score: Raw -334820.194230 + Penalty 2794.301606 = -332025.892624 nChanged 160 SP:Iteration 9Q (1294.636710 sec): 3 clusters Score: Raw -334942.087089 + Penalty 2794.301606 = -332147.785483 nChanged 145 SP:Iteration 10Q (1294.658561 sec): 3 clusters Score: Raw -335046.316405 + Penalty 2794.301606 = -332252.014799 nChanged 155 SP:Iteration 11Q (1294.680222 sec): 3 clusters Score: Raw -335126.136134 + Penalty 2794.301606 = -332331.834529 nChanged 130 SP:Iteration 12Q (1294.702099 sec): 3 clusters Score: Raw -335184.774191 + Penalty 2794.301606 = -332390.472585 nChanged 113 SP:Iteration 13Q (1294.723744 sec): 3 clusters Score: Raw -335243.038549 + Penalty 2794.301606 = -332448.736944 nChanged 131 SP:Iteration 14Q (1294.745399 sec): 3 clusters Score: Raw -335315.004491 + Penalty 2794.301606 = -332520.702886 nChanged 141 SP:Iteration 15Q (1294.766965 sec): 3 clusters Score: Raw -335405.383424 + Penalty 2794.301606 = -332611.081818 nChanged 153 SP:Iteration 16Q (1294.788460 sec): 3 clusters Score: Raw -335517.148271 + Penalty 2794.301606 = -332722.846665 nChanged 180 SP:Iteration 17Q (1294.810076 sec): 3 clusters Score: Raw -335665.789064 + Penalty 2794.301606 = -332871.487459 nChanged 163 SP:Iteration 18Q (1294.831577 sec): 3 clusters Score: Raw -335798.325640 + Penalty 2794.301606 = -333004.024034 nChanged 151 SP:Iteration 19Q (1294.852857 sec): 3 clusters Score: Raw -335935.934773 + Penalty 2794.301606 = -333141.633167 nChanged 143 SP:Iteration 20F (1294.874509 sec): 3 clusters Score: Raw -336065.964455 + Penalty 2794.301606 = -333271.662850 nChanged 121 SP:Iteration 21Q (1294.895863 sec): 3 clusters Score: Raw -336156.861729 + Penalty 2794.301606 = -333362.560123 nChanged 106 SP:Iteration 22Q (1294.917036 sec): 3 clusters Score: Raw -336247.772461 + Penalty 2794.301606 = -333453.470855 nChanged 109 SP:Iteration 23Q (1294.938027 sec): 3 clusters Score: Raw -336350.298371 + Penalty 2794.301606 = -333555.996766 nChanged 93 SP:Iteration 24Q (1294.958911 sec): 3 clusters Score: Raw -336426.030119 + Penalty 2794.301606 = -333631.728513 nChanged 70 SP:Iteration 25Q (1294.979686 sec): 3 clusters Score: Raw -336476.450291 + Penalty 2794.301606 = -333682.148685 nChanged 54 SP:Iteration 26Q (1295.000383 sec): 3 clusters Score: Raw -336521.121200 + Penalty 2794.301606 = -333726.819594 nChanged 49 SP:Iteration 27Q (1295.021043 sec): 3 clusters Score: Raw -336553.061650 + Penalty 2794.301606 = -333758.760044 nChanged 40 SP:Iteration 28Q (1295.041642 sec): 3 clusters Score: Raw -336575.122821 + Penalty 2794.301606 = -333780.821215 nChanged 31 SP:Iteration 29Q (1295.062165 sec): 3 clusters Score: Raw -336590.772256 + Penalty 2794.301606 = -333796.470650 nChanged 33 SP:Iteration 30Q (1295.082770 sec): 3 clusters Score: Raw -336609.489553 + Penalty 2794.301606 = -333815.187947 nChanged 26 SP:Iteration 31Q (1295.103399 sec): 3 clusters Score: Raw -336633.729032 + Penalty 2794.301606 = -333839.427426 nChanged 43 SP:Iteration 32Q (1295.123918 sec): 3 clusters Score: Raw -336682.027128 + Penalty 2794.301606 = -333887.725522 nChanged 47 SP:Iteration 33Q (1295.144383 sec): 3 clusters Score: Raw -336737.386158 + Penalty 2794.301606 = -333943.084552 nChanged 41 SP:Iteration 34Q (1295.164630 sec): 3 clusters Score: Raw -336791.856010 + Penalty 2794.301606 = -333997.554405 nChanged 43 SP:Iteration 35Q (1295.184746 sec): 3 clusters Score: Raw -336841.857526 + Penalty 2794.301606 = -334047.555921 nChanged 26 SP:Iteration 36Q (1295.204564 sec): 3 clusters Score: Raw -336869.270541 + Penalty 2794.301606 = -334074.968935 nChanged 24 SP:Iteration 37Q (1295.224778 sec): 3 clusters Score: Raw -336893.214073 + Penalty 2794.301606 = -334098.912468 nChanged 17 SP:Iteration 38Q (1295.244718 sec): 3 clusters Score: Raw -336906.727263 + Penalty 2794.301606 = -334112.425657 nChanged 11 SP:Iteration 39Q (1295.264806 sec): 3 clusters Score: Raw -336912.733492 + Penalty 2794.301606 = -334118.431886 nChanged 5 SP:Iteration 40F (1295.286434 sec): 3 clusters Score: Raw -336915.783565 + Penalty 2794.301606 = -334121.481959 nChanged 5 SP:Iteration 41Q (1295.306563 sec): 3 clusters Score: Raw -336918.244256 + Penalty 2794.301606 = -334123.942650 nChanged 3 SP:Iteration 42Q (1295.326770 sec): 3 clusters Score: Raw -336919.702464 + Penalty 2794.301606 = -334125.400858 nChanged 2 SP:Iteration 43Q (1295.346943 sec): 3 clusters Score: Raw -336920.515000 + Penalty 2794.301606 = -334126.213395 nChanged 0 SP:Iteration 44F (1295.368806 sec): 3 clusters Score: Raw -336920.515000 + Penalty 2794.301606 = -334126.213395 nChanged 0 Score: Raw -22938106.762408 + Penalty 64400.529166 = -22873706.233242 Splitting cluster 9 changes total score from -22874158.412197 to -22873706.233242 So it's not getting split. Trying to split cluster 10 (2736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1302.450470 sec): 2 clusters Score: Raw -181232.800380 + Penalty 1286.065995 = -179946.734385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1302.464695 sec): 3 clusters Score: Raw -180010.315855 + Penalty 2572.131991 = -177438.183864 nChanged 996 SP:Iteration 1F (1302.478098 sec): 3 clusters Score: Raw -180710.193036 + Penalty 2572.131991 = -178138.061045 nChanged 238 SP:Iteration 2F (1302.494425 sec): 3 clusters Score: Raw -180917.798787 + Penalty 2572.131991 = -178345.666796 nChanged 176 SP:Iteration 3F (1302.507912 sec): 3 clusters Score: Raw -181062.013665 + Penalty 2572.131991 = -178489.881674 nChanged 139 SP:Iteration 4F (1302.525259 sec): 3 clusters Score: Raw -181197.859273 + Penalty 2572.131991 = -178625.727283 nChanged 130 SP:Iteration 5Q (1302.538724 sec): 3 clusters Score: Raw -181326.924997 + Penalty 2572.131991 = -178754.793007 nChanged 125 SP:Iteration 6Q (1302.555168 sec): 3 clusters Score: Raw -181463.696729 + Penalty 2572.131991 = -178891.564738 nChanged 118 SP:Iteration 7Q (1302.568509 sec): 3 clusters Score: Raw -181589.976580 + Penalty 2572.131991 = -179017.844590 nChanged 97 SP:Iteration 8Q (1302.581797 sec): 3 clusters Score: Raw -181686.719474 + Penalty 2572.131991 = -179114.587483 nChanged 79 SP:Iteration 9Q (1302.595023 sec): 3 clusters Score: Raw -181771.117041 + Penalty 2572.131991 = -179198.985050 nChanged 67 SP:Iteration 10Q (1302.608250 sec): 3 clusters Score: Raw -181835.178071 + Penalty 2572.131991 = -179263.046081 nChanged 58 SP:Iteration 11Q (1302.620887 sec): 3 clusters Score: Raw -181884.982399 + Penalty 2572.131991 = -179312.850408 nChanged 39 SP:Iteration 12Q (1302.634070 sec): 3 clusters Score: Raw -181907.937745 + Penalty 2572.131991 = -179335.805754 nChanged 17 SP:Iteration 13Q (1302.647872 sec): 3 clusters Score: Raw -181916.935912 + Penalty 2572.131991 = -179344.803922 nChanged 16 SP:Iteration 14Q (1302.660906 sec): 3 clusters Score: Raw -181924.929542 + Penalty 2572.131991 = -179352.797552 nChanged 16 SP:Iteration 15Q (1302.674024 sec): 3 clusters Score: Raw -181933.152987 + Penalty 2572.131991 = -179361.020997 nChanged 16 SP:Iteration 16Q (1302.686573 sec): 3 clusters Score: Raw -181944.421833 + Penalty 2572.131991 = -179372.289842 nChanged 17 SP:Iteration 17Q (1302.699705 sec): 3 clusters Score: Raw -181952.530928 + Penalty 2572.131991 = -179380.398937 nChanged 8 SP:Iteration 18Q (1302.712807 sec): 3 clusters Score: Raw -181956.962274 + Penalty 2572.131991 = -179384.830283 nChanged 6 SP:Iteration 19Q (1302.725933 sec): 3 clusters Score: Raw -181959.262330 + Penalty 2572.131991 = -179387.130340 nChanged 9 SP:Iteration 20F (1302.739330 sec): 3 clusters Score: Raw -181962.022628 + Penalty 2572.131991 = -179389.890637 nChanged 7 SP:Iteration 21Q (1302.752026 sec): 3 clusters Score: Raw -181965.735271 + Penalty 2572.131991 = -179393.603280 nChanged 7 SP:Iteration 22Q (1302.765185 sec): 3 clusters Score: Raw -181968.094476 + Penalty 2572.131991 = -179395.962485 nChanged 5 SP:Iteration 23Q (1302.777495 sec): 3 clusters Score: Raw -181970.348061 + Penalty 2572.131991 = -179398.216071 nChanged 5 SP:Iteration 24Q (1302.790711 sec): 3 clusters Score: Raw -181972.239400 + Penalty 2572.131991 = -179400.107409 nChanged 3 SP:Iteration 25Q (1302.806049 sec): 3 clusters Score: Raw -181973.672640 + Penalty 2572.131991 = -179401.540650 nChanged 4 SP:Iteration 26Q (1302.819217 sec): 3 clusters Score: Raw -181975.051712 + Penalty 2572.131991 = -179402.919721 nChanged 3 SP:Iteration 27Q (1302.832358 sec): 3 clusters Score: Raw -181975.886677 + Penalty 2572.131991 = -179403.754686 nChanged 1 SP:Iteration 28Q (1302.845345 sec): 3 clusters Score: Raw -181976.358588 + Penalty 2572.131991 = -179404.226597 nChanged 3 SP:Iteration 29Q (1302.858500 sec): 3 clusters Score: Raw -181977.434542 + Penalty 2572.131991 = -179405.302551 nChanged 3 SP:Iteration 30Q (1302.871335 sec): 3 clusters Score: Raw -181978.979234 + Penalty 2572.131991 = -179406.847243 nChanged 2 SP:Iteration 31Q (1302.884477 sec): 3 clusters Score: Raw -181980.626022 + Penalty 2572.131991 = -179408.494032 nChanged 5 SP:Iteration 32Q (1302.900545 sec): 3 clusters Score: Raw -181982.275769 + Penalty 2572.131991 = -179410.143778 nChanged 6 SP:Iteration 33Q (1302.913694 sec): 3 clusters Score: Raw -181983.453744 + Penalty 2572.131991 = -179411.321753 nChanged 5 SP:Iteration 34Q (1302.926786 sec): 3 clusters Score: Raw -181984.670413 + Penalty 2572.131991 = -179412.538422 nChanged 5 SP:Iteration 35Q (1302.939451 sec): 3 clusters Score: Raw -181985.639262 + Penalty 2572.131991 = -179413.507272 nChanged 1 SP:Iteration 36Q (1302.952553 sec): 3 clusters Score: Raw -181986.184016 + Penalty 2572.131991 = -179414.052025 nChanged 1 SP:Iteration 37Q (1302.965679 sec): 3 clusters Score: Raw -181986.639607 + Penalty 2572.131991 = -179414.507617 nChanged 1 SP:Iteration 38Q (1302.978693 sec): 3 clusters Score: Raw -181986.879422 + Penalty 2572.131991 = -179414.747431 nChanged 1 SP:Iteration 39Q (1302.991836 sec): 3 clusters Score: Raw -181987.037482 + Penalty 2572.131991 = -179414.905492 nChanged 0 SP:Iteration 40F (1303.004757 sec): 3 clusters Score: Raw -181987.037482 + Penalty 2572.131991 = -179414.905492 nChanged 0 Trying to split cluster 11 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1303.016403 sec): 2 clusters Score: Raw -67089.388642 + Penalty 1125.089652 = -65964.298989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.026606 sec): 3 clusters Score: Raw -66763.395983 + Penalty 2250.179304 = -64513.216679 nChanged 310 SP:Iteration 1F (1303.031956 sec): 3 clusters Score: Raw -67073.519600 + Penalty 2250.179304 = -64823.340296 nChanged 75 SP:Iteration 2F (1303.037337 sec): 3 clusters Score: Raw -67158.730216 + Penalty 2250.179304 = -64908.550912 nChanged 40 SP:Iteration 3Q (1303.042658 sec): 3 clusters Score: Raw -67209.273655 + Penalty 2250.179304 = -64959.094351 nChanged 31 SP:Iteration 4Q (1303.047973 sec): 3 clusters Score: Raw -67248.879012 + Penalty 2250.179304 = -64998.699708 nChanged 28 SP:Iteration 5Q (1303.053265 sec): 3 clusters Score: Raw -67273.126334 + Penalty 2250.179304 = -65022.947030 nChanged 19 SP:Iteration 6Q (1303.059598 sec): 3 clusters Score: Raw -67295.706977 + Penalty 2250.179304 = -65045.527673 nChanged 18 SP:Iteration 7Q (1303.064880 sec): 3 clusters Score: Raw -67317.619820 + Penalty 2250.179304 = -65067.440516 nChanged 16 SP:Iteration 8Q (1303.070171 sec): 3 clusters Score: Raw -67336.189687 + Penalty 2250.179304 = -65086.010383 nChanged 19 SP:Iteration 9Q (1303.075396 sec): 3 clusters Score: Raw -67360.834185 + Penalty 2250.179304 = -65110.654881 nChanged 14 SP:Iteration 10Q (1303.080635 sec): 3 clusters Score: Raw -67373.591773 + Penalty 2250.179304 = -65123.412469 nChanged 12 SP:Iteration 11Q (1303.085848 sec): 3 clusters Score: Raw -67383.289188 + Penalty 2250.179304 = -65133.109884 nChanged 3 SP:Iteration 12Q (1303.091073 sec): 3 clusters Score: Raw -67385.361636 + Penalty 2250.179304 = -65135.182332 nChanged 5 SP:Iteration 13Q (1303.096298 sec): 3 clusters Score: Raw -67389.923742 + Penalty 2250.179304 = -65139.744438 nChanged 4 SP:Iteration 14Q (1303.101533 sec): 3 clusters Score: Raw -67393.528595 + Penalty 2250.179304 = -65143.349290 nChanged 4 SP:Iteration 15Q (1303.106762 sec): 3 clusters Score: Raw -67398.228518 + Penalty 2250.179304 = -65148.049214 nChanged 5 SP:Iteration 16Q (1303.111972 sec): 3 clusters Score: Raw -67407.627767 + Penalty 2250.179304 = -65157.448463 nChanged 8 SP:Iteration 17Q (1303.117172 sec): 3 clusters Score: Raw -67414.890762 + Penalty 2250.179304 = -65164.711458 nChanged 5 SP:Iteration 18Q (1303.122030 sec): 3 clusters Score: Raw -67420.444059 + Penalty 2250.179304 = -65170.264755 nChanged 5 SP:Iteration 19Q (1303.127247 sec): 3 clusters Score: Raw -67425.463390 + Penalty 2250.179304 = -65175.284086 nChanged 7 SP:Iteration 20F (1303.132590 sec): 3 clusters Score: Raw -67429.913463 + Penalty 2250.179304 = -65179.734159 nChanged 4 SP:Iteration 21Q (1303.137804 sec): 3 clusters Score: Raw -67433.513720 + Penalty 2250.179304 = -65183.334416 nChanged 5 SP:Iteration 22Q (1303.143008 sec): 3 clusters Score: Raw -67438.076683 + Penalty 2250.179304 = -65187.897379 nChanged 4 SP:Iteration 23Q (1303.151801 sec): 3 clusters Score: Raw -67442.519752 + Penalty 2250.179304 = -65192.340448 nChanged 6 SP:Iteration 24Q (1303.157004 sec): 3 clusters Score: Raw -67450.044576 + Penalty 2250.179304 = -65199.865271 nChanged 4 SP:Iteration 25Q (1303.162199 sec): 3 clusters Score: Raw -67453.937976 + Penalty 2250.179304 = -65203.758672 nChanged 5 SP:Iteration 26Q (1303.167391 sec): 3 clusters Score: Raw -67459.811565 + Penalty 2250.179304 = -65209.632261 nChanged 4 SP:Iteration 27Q (1303.172550 sec): 3 clusters Score: Raw -67463.201652 + Penalty 2250.179304 = -65213.022348 nChanged 2 SP:Iteration 28Q (1303.177743 sec): 3 clusters Score: Raw -67468.013376 + Penalty 2250.179304 = -65217.834072 nChanged 3 SP:Iteration 29Q (1303.185155 sec): 3 clusters Score: Raw -67473.643523 + Penalty 2250.179304 = -65223.464218 nChanged 3 SP:Iteration 30Q (1303.190337 sec): 3 clusters Score: Raw -67476.085824 + Penalty 2250.179304 = -65225.906520 nChanged 1 SP:Iteration 31Q (1303.195548 sec): 3 clusters Score: Raw -67476.769143 + Penalty 2250.179304 = -65226.589838 nChanged 1 SP:Iteration 32Q (1303.200736 sec): 3 clusters Score: Raw -67478.620362 + Penalty 2250.179304 = -65228.441058 nChanged 2 SP:Iteration 33Q (1303.205878 sec): 3 clusters Score: Raw -67479.924785 + Penalty 2250.179304 = -65229.745481 nChanged 0 SP:Iteration 34F (1303.211186 sec): 3 clusters Score: Raw -67479.924785 + Penalty 2250.179304 = -65229.745481 nChanged 0 Trying to split cluster 12 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1303.226559 sec): 2 clusters Score: Raw -119695.756042 + Penalty 1217.120271 = -118478.635771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.236083 sec): 3 clusters Score: Raw -118961.785857 + Penalty 2434.240542 = -116527.545315 nChanged 651 SP:Iteration 1F (1303.248312 sec): 3 clusters Score: Raw -119510.863856 + Penalty 2434.240542 = -117076.623314 nChanged 198 SP:Iteration 2F (1303.257234 sec): 3 clusters Score: Raw -119745.051382 + Penalty 2434.240542 = -117310.810840 nChanged 114 SP:Iteration 3F (1303.271782 sec): 3 clusters Score: Raw -119879.208574 + Penalty 2434.240542 = -117444.968032 nChanged 84 SP:Iteration 4Q (1303.280581 sec): 3 clusters Score: Raw -119979.317405 + Penalty 2434.240542 = -117545.076863 nChanged 68 SP:Iteration 5Q (1303.289452 sec): 3 clusters Score: Raw -120061.840495 + Penalty 2434.240542 = -117627.599953 nChanged 75 SP:Iteration 6Q (1303.298295 sec): 3 clusters Score: Raw -120158.913780 + Penalty 2434.240542 = -117724.673238 nChanged 54 SP:Iteration 7Q (1303.310251 sec): 3 clusters Score: Raw -120207.456177 + Penalty 2434.240542 = -117773.215635 nChanged 38 SP:Iteration 8Q (1303.319044 sec): 3 clusters Score: Raw -120237.857427 + Penalty 2434.240542 = -117803.616885 nChanged 32 SP:Iteration 9Q (1303.327886 sec): 3 clusters Score: Raw -120265.355316 + Penalty 2434.240542 = -117831.114774 nChanged 31 SP:Iteration 10Q (1303.336757 sec): 3 clusters Score: Raw -120291.375478 + Penalty 2434.240542 = -117857.134936 nChanged 18 SP:Iteration 11Q (1303.345530 sec): 3 clusters Score: Raw -120308.501297 + Penalty 2434.240542 = -117874.260755 nChanged 12 SP:Iteration 12Q (1303.354319 sec): 3 clusters Score: Raw -120317.086905 + Penalty 2434.240542 = -117882.846362 nChanged 7 SP:Iteration 13Q (1303.363085 sec): 3 clusters Score: Raw -120321.121806 + Penalty 2434.240542 = -117886.881263 nChanged 2 SP:Iteration 14Q (1303.374551 sec): 3 clusters Score: Raw -120321.935339 + Penalty 2434.240542 = -117887.694797 nChanged 4 SP:Iteration 15Q (1303.383309 sec): 3 clusters Score: Raw -120323.351942 + Penalty 2434.240542 = -117889.111400 nChanged 3 SP:Iteration 16Q (1303.392072 sec): 3 clusters Score: Raw -120325.179521 + Penalty 2434.240542 = -117890.938979 nChanged 4 SP:Iteration 17Q (1303.404458 sec): 3 clusters Score: Raw -120327.156976 + Penalty 2434.240542 = -117892.916434 nChanged 2 SP:Iteration 18Q (1303.413226 sec): 3 clusters Score: Raw -120328.481687 + Penalty 2434.240542 = -117894.241145 nChanged 1 SP:Iteration 19Q (1303.422007 sec): 3 clusters Score: Raw -120328.727742 + Penalty 2434.240542 = -117894.487200 nChanged 1 SP:Iteration 20F (1303.430819 sec): 3 clusters Score: Raw -120329.146392 + Penalty 2434.240542 = -117894.905850 nChanged 1 SP:Iteration 21Q (1303.439154 sec): 3 clusters Score: Raw -120329.471560 + Penalty 2434.240542 = -117895.231018 nChanged 0 SP:Iteration 22F (1303.448114 sec): 3 clusters Score: Raw -120329.471560 + Penalty 2434.240542 = -117895.231018 nChanged 0 Trying to split cluster 13 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1303.460617 sec): 2 clusters Score: Raw -74111.053138 + Penalty 1159.419763 = -72951.633375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.467481 sec): 3 clusters Score: Raw -73745.492378 + Penalty 2318.839527 = -71426.652851 nChanged 410 SP:Iteration 1F (1303.473937 sec): 3 clusters Score: Raw -74186.106883 + Penalty 2318.839527 = -71867.267357 nChanged 113 SP:Iteration 2F (1303.480449 sec): 3 clusters Score: Raw -74327.003172 + Penalty 2318.839527 = -72008.163646 nChanged 70 SP:Iteration 3F (1303.486910 sec): 3 clusters Score: Raw -74413.913815 + Penalty 2318.839527 = -72095.074288 nChanged 54 SP:Iteration 4Q (1303.493290 sec): 3 clusters Score: Raw -74490.344147 + Penalty 2318.839527 = -72171.504620 nChanged 44 SP:Iteration 5Q (1303.501046 sec): 3 clusters Score: Raw -74548.471976 + Penalty 2318.839527 = -72229.632449 nChanged 42 SP:Iteration 6Q (1303.507447 sec): 3 clusters Score: Raw -74605.149806 + Penalty 2318.839527 = -72286.310279 nChanged 46 SP:Iteration 7Q (1303.513811 sec): 3 clusters Score: Raw -74664.668550 + Penalty 2318.839527 = -72345.829023 nChanged 30 SP:Iteration 8Q (1303.523274 sec): 3 clusters Score: Raw -74707.078174 + Penalty 2318.839527 = -72388.238647 nChanged 28 SP:Iteration 9Q (1303.529650 sec): 3 clusters Score: Raw -74740.169657 + Penalty 2318.839527 = -72421.330131 nChanged 27 SP:Iteration 10Q (1303.536033 sec): 3 clusters Score: Raw -74769.067925 + Penalty 2318.839527 = -72450.228399 nChanged 18 SP:Iteration 11Q (1303.542391 sec): 3 clusters Score: Raw -74784.659347 + Penalty 2318.839527 = -72465.819821 nChanged 9 SP:Iteration 12Q (1303.548708 sec): 3 clusters Score: Raw -74791.954982 + Penalty 2318.839527 = -72473.115455 nChanged 3 SP:Iteration 13Q (1303.555037 sec): 3 clusters Score: Raw -74795.107557 + Penalty 2318.839527 = -72476.268030 nChanged 4 SP:Iteration 14Q (1303.563565 sec): 3 clusters Score: Raw -74801.720391 + Penalty 2318.839527 = -72482.880864 nChanged 3 SP:Iteration 15Q (1303.569881 sec): 3 clusters Score: Raw -74804.673289 + Penalty 2318.839527 = -72485.833763 nChanged 2 SP:Iteration 16Q (1303.576208 sec): 3 clusters Score: Raw -74807.462503 + Penalty 2318.839527 = -72488.622976 nChanged 2 SP:Iteration 17Q (1303.582523 sec): 3 clusters Score: Raw -74810.215446 + Penalty 2318.839527 = -72491.375919 nChanged 4 SP:Iteration 18Q (1303.588830 sec): 3 clusters Score: Raw -74813.184380 + Penalty 2318.839527 = -72494.344853 nChanged 4 SP:Iteration 19Q (1303.595128 sec): 3 clusters Score: Raw -74815.982699 + Penalty 2318.839527 = -72497.143172 nChanged 3 SP:Iteration 20F (1303.601603 sec): 3 clusters Score: Raw -74817.239065 + Penalty 2318.839527 = -72498.399538 nChanged 1 SP:Iteration 21Q (1303.607965 sec): 3 clusters Score: Raw -74818.233283 + Penalty 2318.839527 = -72499.393757 nChanged 0 SP:Iteration 22F (1303.614416 sec): 3 clusters Score: Raw -74818.233283 + Penalty 2318.839527 = -72499.393757 nChanged 0 Trying to split cluster 14 (37593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1303.675133 sec): 2 clusters Score: Raw -2598827.128164 + Penalty 1711.868136 = -2597115.260028 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1303.746356 sec): 3 clusters Score: Raw -2575511.036315 + Penalty 3423.736271 = -2572087.300044 nChanged 17355 SP:Iteration 1F (1303.813140 sec): 3 clusters Score: Raw -2585523.396976 + Penalty 3423.736271 = -2582099.660705 nChanged 1832 SP:Iteration 2Q (1303.886304 sec): 3 clusters Score: Raw -2586205.812300 + Penalty 3423.736271 = -2582782.076029 nChanged 1735 SP:Iteration 3Q (1303.955584 sec): 3 clusters Score: Raw -2586890.303197 + Penalty 3423.736271 = -2583466.566926 nChanged 1716 SP:Iteration 4Q (1304.024797 sec): 3 clusters Score: Raw -2587588.996268 + Penalty 3423.736271 = -2584165.259997 nChanged 1697 SP:Iteration 5Q (1304.093952 sec): 3 clusters Score: Raw -2588281.927486 + Penalty 3423.736271 = -2584858.191214 nChanged 1718 SP:Iteration 6Q (1304.163201 sec): 3 clusters Score: Raw -2589023.398079 + Penalty 3423.736271 = -2585599.661808 nChanged 1710 SP:Iteration 7Q (1304.232152 sec): 3 clusters Score: Raw -2589788.997531 + Penalty 3423.736271 = -2586365.261259 nChanged 1703 SP:Iteration 8Q (1304.300921 sec): 3 clusters Score: Raw -2590584.616661 + Penalty 3423.736271 = -2587160.880390 nChanged 1723 SP:Iteration 9Q (1304.369373 sec): 3 clusters Score: Raw -2591415.049513 + Penalty 3423.736271 = -2587991.313242 nChanged 1607 SP:Iteration 10Q (1304.438475 sec): 3 clusters Score: Raw -2592251.840896 + Penalty 3423.736271 = -2588828.104625 nChanged 1593 SP:Iteration 11Q (1304.506969 sec): 3 clusters Score: Raw -2593085.970868 + Penalty 3423.736271 = -2589662.234597 nChanged 1356 SP:Iteration 12Q (1304.591505 sec): 3 clusters Score: Raw -2593759.224242 + Penalty 3423.736271 = -2590335.487971 nChanged 1172 SP:Iteration 13Q (1304.662260 sec): 3 clusters Score: Raw -2594276.336795 + Penalty 3423.736271 = -2590852.600524 nChanged 953 SP:Iteration 14Q (1304.731014 sec): 3 clusters Score: Raw -2594645.145206 + Penalty 3423.736271 = -2591221.408935 nChanged 788 SP:Iteration 15Q (1304.799799 sec): 3 clusters Score: Raw -2594904.753717 + Penalty 3423.736271 = -2591481.017446 nChanged 636 SP:Iteration 16Q (1304.871802 sec): 3 clusters Score: Raw -2595093.699970 + Penalty 3423.736271 = -2591669.963699 nChanged 551 SP:Iteration 17Q (1304.938967 sec): 3 clusters Score: Raw -2595261.790074 + Penalty 3423.736271 = -2591838.053802 nChanged 548 SP:Iteration 18Q (1305.006334 sec): 3 clusters Score: Raw -2595421.158942 + Penalty 3423.736271 = -2591997.422671 nChanged 506 SP:Iteration 19Q (1305.073237 sec): 3 clusters Score: Raw -2595558.129115 + Penalty 3423.736271 = -2592134.392844 nChanged 427 SP:Iteration 20F (1305.139280 sec): 3 clusters Score: Raw -2595661.772275 + Penalty 3423.736271 = -2592238.036004 nChanged 364 SP:Iteration 21Q (1305.206126 sec): 3 clusters Score: Raw -2595741.138581 + Penalty 3423.736271 = -2592317.402310 nChanged 347 SP:Iteration 22Q (1305.271996 sec): 3 clusters Score: Raw -2595807.339486 + Penalty 3423.736271 = -2592383.603215 nChanged 301 SP:Iteration 23Q (1305.337936 sec): 3 clusters Score: Raw -2595859.304123 + Penalty 3423.736271 = -2592435.567852 nChanged 246 SP:Iteration 24Q (1305.404263 sec): 3 clusters Score: Raw -2595899.537054 + Penalty 3423.736271 = -2592475.800783 nChanged 221 SP:Iteration 25Q (1305.469944 sec): 3 clusters Score: Raw -2595934.560492 + Penalty 3423.736271 = -2592510.824221 nChanged 205 SP:Iteration 26Q (1305.535751 sec): 3 clusters Score: Raw -2595965.766918 + Penalty 3423.736271 = -2592542.030647 nChanged 187 SP:Iteration 27Q (1305.601392 sec): 3 clusters Score: Raw -2595988.337741 + Penalty 3423.736271 = -2592564.601469 nChanged 154 SP:Iteration 28Q (1305.671468 sec): 3 clusters Score: Raw -2596008.269177 + Penalty 3423.736271 = -2592584.532905 nChanged 158 SP:Iteration 29Q (1305.736982 sec): 3 clusters Score: Raw -2596028.831461 + Penalty 3423.736271 = -2592605.095190 nChanged 176 SP:Iteration 30Q (1305.801840 sec): 3 clusters Score: Raw -2596051.496905 + Penalty 3423.736271 = -2592627.760634 nChanged 168 SP:Iteration 31Q (1305.866748 sec): 3 clusters Score: Raw -2596071.123042 + Penalty 3423.736271 = -2592647.386770 nChanged 155 SP:Iteration 32Q (1305.931445 sec): 3 clusters Score: Raw -2596086.368738 + Penalty 3423.736271 = -2592662.632466 nChanged 136 SP:Iteration 33Q (1305.995999 sec): 3 clusters Score: Raw -2596098.377470 + Penalty 3423.736271 = -2592674.641199 nChanged 111 SP:Iteration 34Q (1306.060849 sec): 3 clusters Score: Raw -2596107.776965 + Penalty 3423.736271 = -2592684.040694 nChanged 107 SP:Iteration 35Q (1306.125561 sec): 3 clusters Score: Raw -2596117.124849 + Penalty 3423.736271 = -2592693.388578 nChanged 116 SP:Iteration 36Q (1306.190066 sec): 3 clusters Score: Raw -2596127.705706 + Penalty 3423.736271 = -2592703.969435 nChanged 122 SP:Iteration 37Q (1306.254798 sec): 3 clusters Score: Raw -2596141.916232 + Penalty 3423.736271 = -2592718.179960 nChanged 150 SP:Iteration 38Q (1306.347379 sec): 3 clusters Score: Raw -2596156.899082 + Penalty 3423.736271 = -2592733.162810 nChanged 118 SP:Iteration 39Q (1306.433731 sec): 3 clusters Score: Raw -2596166.954209 + Penalty 3423.736271 = -2592743.217938 nChanged 114 SP:Iteration 40F (1306.499548 sec): 3 clusters Score: Raw -2596176.952998 + Penalty 3423.736271 = -2592753.216727 nChanged 125 SP:Iteration 41Q (1306.584801 sec): 3 clusters Score: Raw -2596188.472088 + Penalty 3423.736271 = -2592764.735817 nChanged 133 SP:Iteration 42Q (1306.650696 sec): 3 clusters Score: Raw -2596200.167459 + Penalty 3423.736271 = -2592776.431188 nChanged 114 SP:Iteration 43Q (1306.716068 sec): 3 clusters Score: Raw -2596210.075397 + Penalty 3423.736271 = -2592786.339126 nChanged 94 SP:Iteration 44Q (1306.780574 sec): 3 clusters Score: Raw -2596218.150476 + Penalty 3423.736271 = -2592794.414205 nChanged 90 SP:Iteration 45Q (1306.845058 sec): 3 clusters Score: Raw -2596224.921599 + Penalty 3423.736271 = -2592801.185328 nChanged 78 SP:Iteration 46Q (1306.909560 sec): 3 clusters Score: Raw -2596231.043962 + Penalty 3423.736271 = -2592807.307691 nChanged 77 SP:Iteration 47Q (1306.974043 sec): 3 clusters Score: Raw -2596237.197062 + Penalty 3423.736271 = -2592813.460791 nChanged 94 SP:Iteration 48Q (1307.038571 sec): 3 clusters Score: Raw -2596245.350217 + Penalty 3423.736271 = -2592821.613946 nChanged 92 SP:Iteration 49Q (1307.103025 sec): 3 clusters Score: Raw -2596252.231078 + Penalty 3423.736271 = -2592828.494807 nChanged 81 SP:Iteration 50Q (1307.167337 sec): 3 clusters Score: Raw -2596258.964765 + Penalty 3423.736271 = -2592835.228494 nChanged 79 SP:Iteration 51Q (1307.231535 sec): 3 clusters Score: Raw -2596264.691294 + Penalty 3423.736271 = -2592840.955023 nChanged 81 SP:Iteration 52Q (1307.295747 sec): 3 clusters Score: Raw -2596270.539659 + Penalty 3423.736271 = -2592846.803388 nChanged 75 SP:Iteration 53Q (1307.360059 sec): 3 clusters Score: Raw -2596275.887437 + Penalty 3423.736271 = -2592852.151166 nChanged 72 SP:Iteration 54Q (1307.424205 sec): 3 clusters Score: Raw -2596280.825783 + Penalty 3423.736271 = -2592857.089512 nChanged 70 SP:Iteration 55Q (1307.488297 sec): 3 clusters Score: Raw -2596286.625313 + Penalty 3423.736271 = -2592862.889042 nChanged 88 SP:Iteration 56Q (1307.552226 sec): 3 clusters Score: Raw -2596295.235675 + Penalty 3423.736271 = -2592871.499404 nChanged 88 SP:Iteration 57Q (1307.616011 sec): 3 clusters Score: Raw -2596302.860106 + Penalty 3423.736271 = -2592879.123835 nChanged 80 SP:Iteration 58Q (1307.679938 sec): 3 clusters Score: Raw -2596308.616615 + Penalty 3423.736271 = -2592884.880344 nChanged 76 SP:Iteration 59Q (1307.743865 sec): 3 clusters Score: Raw -2596314.568833 + Penalty 3423.736271 = -2592890.832562 nChanged 78 SP:Iteration 60F (1307.809280 sec): 3 clusters Score: Raw -2596319.067993 + Penalty 3423.736271 = -2592895.331722 nChanged 65 SP:Iteration 61Q (1307.874433 sec): 3 clusters Score: Raw -2596322.492476 + Penalty 3423.736271 = -2592898.756205 nChanged 61 SP:Iteration 62Q (1307.938477 sec): 3 clusters Score: Raw -2596326.918807 + Penalty 3423.736271 = -2592903.182536 nChanged 77 SP:Iteration 63Q (1308.002208 sec): 3 clusters Score: Raw -2596332.399657 + Penalty 3423.736271 = -2592908.663386 nChanged 77 SP:Iteration 64Q (1308.065822 sec): 3 clusters Score: Raw -2596339.016809 + Penalty 3423.736271 = -2592915.280538 nChanged 81 SP:Iteration 65Q (1308.130106 sec): 3 clusters Score: Raw -2596346.264807 + Penalty 3423.736271 = -2592922.528536 nChanged 88 SP:Iteration 66Q (1308.193884 sec): 3 clusters Score: Raw -2596353.522842 + Penalty 3423.736271 = -2592929.786571 nChanged 88 SP:Iteration 67Q (1308.257662 sec): 3 clusters Score: Raw -2596360.541319 + Penalty 3423.736271 = -2592936.805048 nChanged 93 SP:Iteration 68Q (1308.321387 sec): 3 clusters Score: Raw -2596368.700056 + Penalty 3423.736271 = -2592944.963785 nChanged 87 SP:Iteration 69Q (1308.385013 sec): 3 clusters Score: Raw -2596376.111448 + Penalty 3423.736271 = -2592952.375177 nChanged 83 SP:Iteration 70Q (1308.448343 sec): 3 clusters Score: Raw -2596381.514940 + Penalty 3423.736271 = -2592957.778669 nChanged 71 SP:Iteration 71Q (1308.511918 sec): 3 clusters Score: Raw -2596386.826797 + Penalty 3423.736271 = -2592963.090526 nChanged 76 SP:Iteration 72Q (1308.575232 sec): 3 clusters Score: Raw -2596392.283372 + Penalty 3423.736271 = -2592968.547101 nChanged 65 SP:Iteration 73Q (1308.638764 sec): 3 clusters Score: Raw -2596396.920042 + Penalty 3423.736271 = -2592973.183771 nChanged 68 SP:Iteration 74Q (1308.702269 sec): 3 clusters Score: Raw -2596401.914928 + Penalty 3423.736271 = -2592978.178657 nChanged 76 SP:Iteration 75Q (1308.765599 sec): 3 clusters Score: Raw -2596408.778866 + Penalty 3423.736271 = -2592985.042595 nChanged 89 SP:Iteration 76Q (1308.828771 sec): 3 clusters Score: Raw -2596417.992927 + Penalty 3423.736271 = -2592994.256656 nChanged 107 SP:Iteration 77Q (1308.891850 sec): 3 clusters Score: Raw -2596429.650268 + Penalty 3423.736271 = -2593005.913997 nChanged 109 SP:Iteration 78Q (1308.955073 sec): 3 clusters Score: Raw -2596439.515118 + Penalty 3423.736271 = -2593015.778847 nChanged 104 SP:Iteration 79Q (1309.018153 sec): 3 clusters Score: Raw -2596448.492600 + Penalty 3423.736271 = -2593024.756329 nChanged 111 SP:Iteration 80F (1309.085021 sec): 3 clusters Score: Raw -2596456.792725 + Penalty 3423.736271 = -2593033.056454 nChanged 93 SP:Iteration 81Q (1309.179853 sec): 3 clusters Score: Raw -2596463.924877 + Penalty 3423.736271 = -2593040.188606 nChanged 94 SP:Iteration 82Q (1309.244120 sec): 3 clusters Score: Raw -2596471.602647 + Penalty 3423.736271 = -2593047.866376 nChanged 101 SP:Iteration 83Q (1309.307720 sec): 3 clusters Score: Raw -2596479.712030 + Penalty 3423.736271 = -2593055.975759 nChanged 91 SP:Iteration 84Q (1309.370422 sec): 3 clusters Score: Raw -2596487.062425 + Penalty 3423.736271 = -2593063.326154 nChanged 84 SP:Iteration 85Q (1309.433208 sec): 3 clusters Score: Raw -2596493.508482 + Penalty 3423.736271 = -2593069.772211 nChanged 74 SP:Iteration 86Q (1309.495883 sec): 3 clusters Score: Raw -2596500.260645 + Penalty 3423.736271 = -2593076.524374 nChanged 99 SP:Iteration 87Q (1309.558609 sec): 3 clusters Score: Raw -2596509.090565 + Penalty 3423.736271 = -2593085.354294 nChanged 103 SP:Iteration 88Q (1309.621255 sec): 3 clusters Score: Raw -2596518.616804 + Penalty 3423.736271 = -2593094.880533 nChanged 106 SP:Iteration 89Q (1309.683920 sec): 3 clusters Score: Raw -2596528.882706 + Penalty 3423.736271 = -2593105.146435 nChanged 123 SP:Iteration 90Q (1309.746571 sec): 3 clusters Score: Raw -2596542.552140 + Penalty 3423.736271 = -2593118.815869 nChanged 122 SP:Iteration 91Q (1309.809153 sec): 3 clusters Score: Raw -2596556.163424 + Penalty 3423.736271 = -2593132.427152 nChanged 123 SP:Iteration 92Q (1309.871669 sec): 3 clusters Score: Raw -2596569.287042 + Penalty 3423.736271 = -2593145.550771 nChanged 125 SP:Iteration 93Q (1309.934193 sec): 3 clusters Score: Raw -2596581.363713 + Penalty 3423.736271 = -2593157.627442 nChanged 125 SP:Iteration 94Q (1309.996418 sec): 3 clusters Score: Raw -2596592.229354 + Penalty 3423.736271 = -2593168.493083 nChanged 107 SP:Iteration 95Q (1310.058505 sec): 3 clusters Score: Raw -2596601.922737 + Penalty 3423.736271 = -2593178.186466 nChanged 99 SP:Iteration 96Q (1310.120561 sec): 3 clusters Score: Raw -2596612.135741 + Penalty 3423.736271 = -2593188.399470 nChanged 115 SP:Iteration 97Q (1310.201563 sec): 3 clusters Score: Raw -2596623.449743 + Penalty 3423.736271 = -2593199.713472 nChanged 110 SP:Iteration 98Q (1310.290887 sec): 3 clusters Score: Raw -2596634.112958 + Penalty 3423.736271 = -2593210.376687 nChanged 127 SP:Iteration 99Q (1310.352922 sec): 3 clusters Score: Raw -2596646.844103 + Penalty 3423.736271 = -2593223.107832 nChanged 130 SP:Iteration 100F (1310.418577 sec): 3 clusters Score: Raw -2596662.091988 + Penalty 3423.736271 = -2593238.355717 nChanged 153 SP:Iteration 101Q (1310.481679 sec): 3 clusters Score: Raw -2596682.377710 + Penalty 3423.736271 = -2593258.641439 nChanged 156 SP:Iteration 102Q (1310.543437 sec): 3 clusters Score: Raw -2596704.944857 + Penalty 3423.736271 = -2593281.208586 nChanged 172 SP:Iteration 103Q (1310.605077 sec): 3 clusters Score: Raw -2596732.065519 + Penalty 3423.736271 = -2593308.329248 nChanged 177 SP:Iteration 104Q (1310.666365 sec): 3 clusters Score: Raw -2596761.494976 + Penalty 3423.736271 = -2593337.758705 nChanged 188 SP:Iteration 105Q (1310.727752 sec): 3 clusters Score: Raw -2596793.802671 + Penalty 3423.736271 = -2593370.066400 nChanged 192 SP:Iteration 106Q (1310.789049 sec): 3 clusters Score: Raw -2596822.943055 + Penalty 3423.736271 = -2593399.206784 nChanged 211 SP:Iteration 107Q (1310.850199 sec): 3 clusters Score: Raw -2596854.205635 + Penalty 3423.736271 = -2593430.469364 nChanged 198 SP:Iteration 108Q (1310.911187 sec): 3 clusters Score: Raw -2596885.582290 + Penalty 3423.736271 = -2593461.846019 nChanged 210 SP:Iteration 109Q (1310.972077 sec): 3 clusters Score: Raw -2596921.477547 + Penalty 3423.736271 = -2593497.741276 nChanged 212 SP:Iteration 110Q (1311.032844 sec): 3 clusters Score: Raw -2596959.554719 + Penalty 3423.736271 = -2593535.818448 nChanged 220 SP:Iteration 111Q (1311.093444 sec): 3 clusters Score: Raw -2596999.092380 + Penalty 3423.736271 = -2593575.356109 nChanged 200 SP:Iteration 112Q (1311.154109 sec): 3 clusters Score: Raw -2597032.702568 + Penalty 3423.736271 = -2593608.966297 nChanged 222 SP:Iteration 113Q (1311.214312 sec): 3 clusters Score: Raw -2597073.839947 + Penalty 3423.736271 = -2593650.103676 nChanged 244 SP:Iteration 114Q (1311.274987 sec): 3 clusters Score: Raw -2597123.625426 + Penalty 3423.736271 = -2593699.889155 nChanged 273 SP:Iteration 115Q (1311.335359 sec): 3 clusters Score: Raw -2597183.072071 + Penalty 3423.736271 = -2593759.335800 nChanged 259 SP:Iteration 116Q (1311.395493 sec): 3 clusters Score: Raw -2597243.207782 + Penalty 3423.736271 = -2593819.471511 nChanged 287 SP:Iteration 117Q (1311.459422 sec): 3 clusters Score: Raw -2597310.184272 + Penalty 3423.736271 = -2593886.448001 nChanged 280 SP:Iteration 118Q (1311.519330 sec): 3 clusters Score: Raw -2597376.930796 + Penalty 3423.736271 = -2593953.194525 nChanged 269 SP:Iteration 119Q (1311.579361 sec): 3 clusters Score: Raw -2597441.530539 + Penalty 3423.736271 = -2594017.794268 nChanged 270 SP:Iteration 120F (1311.678473 sec): 3 clusters Score: Raw -2597512.669521 + Penalty 3423.736271 = -2594088.933250 nChanged 283 SP:Iteration 121Q (1311.750602 sec): 3 clusters Score: Raw -2597584.602326 + Penalty 3423.736271 = -2594160.866055 nChanged 262 SP:Iteration 122Q (1311.809599 sec): 3 clusters Score: Raw -2597655.665583 + Penalty 3423.736271 = -2594231.929312 nChanged 289 SP:Iteration 123Q (1311.868279 sec): 3 clusters Score: Raw -2597742.110792 + Penalty 3423.736271 = -2594318.374521 nChanged 297 SP:Iteration 124Q (1311.926454 sec): 3 clusters Score: Raw -2597841.618628 + Penalty 3423.736271 = -2594417.882357 nChanged 314 SP:Iteration 125Q (1311.984721 sec): 3 clusters Score: Raw -2597947.388297 + Penalty 3423.736271 = -2594523.652026 nChanged 279 SP:Iteration 126Q (1312.042502 sec): 3 clusters Score: Raw -2598040.688679 + Penalty 3423.736271 = -2594616.952408 nChanged 266 SP:Iteration 127Q (1312.106152 sec): 3 clusters Score: Raw -2598128.587957 + Penalty 3423.736271 = -2594704.851686 nChanged 253 SP:Iteration 128Q (1312.163642 sec): 3 clusters Score: Raw -2598223.399322 + Penalty 3423.736271 = -2594799.663051 nChanged 241 SP:Iteration 129Q (1312.220967 sec): 3 clusters Score: Raw -2598330.006075 + Penalty 3423.736271 = -2594906.269804 nChanged 232 SP:Iteration 130Q (1312.277732 sec): 3 clusters Score: Raw -2598446.713921 + Penalty 3423.736271 = -2595022.977649 nChanged 231 SP:Iteration 131Q (1312.334785 sec): 3 clusters Score: Raw -2598582.411541 + Penalty 3423.736271 = -2595158.675270 nChanged 215 SP:Iteration 132Q (1312.391441 sec): 3 clusters Score: Raw -2598742.468115 + Penalty 3423.736271 = -2595318.731844 nChanged 190 SP:Iteration 133Q (1312.447995 sec): 3 clusters Score: Raw -2598915.379804 + Penalty 3423.736271 = -2595491.643533 nChanged 171 SP:Iteration 134Q (1312.504132 sec): 3 clusters Score: Raw -2599040.889194 + Penalty 3423.736271 = -2595617.152922 nChanged 140 SP:Iteration 135Q (1312.560461 sec): 3 clusters Score: Raw -2599120.523229 + Penalty 3423.736271 = -2595696.786958 nChanged 104 SP:Iteration 136Q (1312.618129 sec): 3 clusters Score: Raw -2599172.744157 + Penalty 3423.736271 = -2595749.007885 nChanged 87 SP:Iteration 137Q (1312.675677 sec): 3 clusters Score: Raw -2599212.371381 + Penalty 3423.736271 = -2595788.635110 nChanged 79 SP:Iteration 138Q (1312.733316 sec): 3 clusters Score: Raw -2599243.240068 + Penalty 3423.736271 = -2595819.503797 nChanged 57 SP:Iteration 139Q (1312.790854 sec): 3 clusters Score: Raw -2599263.839043 + Penalty 3423.736271 = -2595840.102772 nChanged 36 SP:Iteration 140F (1312.856469 sec): 3 clusters Score: Raw -2599275.928688 + Penalty 3423.736271 = -2595852.192417 nChanged 27 SP:Iteration 141Q (1312.913181 sec): 3 clusters Score: Raw -2599283.620563 + Penalty 3423.736271 = -2595859.884292 nChanged 24 SP:Iteration 142Q (1312.968530 sec): 3 clusters Score: Raw -2599290.770902 + Penalty 3423.736271 = -2595867.034631 nChanged 22 SP:Iteration 143Q (1313.023970 sec): 3 clusters Score: Raw -2599297.639782 + Penalty 3423.736271 = -2595873.903511 nChanged 17 SP:Iteration 144Q (1313.079522 sec): 3 clusters Score: Raw -2599301.460456 + Penalty 3423.736271 = -2595877.724185 nChanged 17 SP:Iteration 145Q (1313.136602 sec): 3 clusters Score: Raw -2599306.225647 + Penalty 3423.736271 = -2595882.489376 nChanged 18 SP:Iteration 146Q (1313.194283 sec): 3 clusters Score: Raw -2599310.729261 + Penalty 3423.736271 = -2595886.992990 nChanged 16 SP:Iteration 147Q (1313.252042 sec): 3 clusters Score: Raw -2599315.000640 + Penalty 3423.736271 = -2595891.264369 nChanged 14 SP:Iteration 148Q (1313.306947 sec): 3 clusters Score: Raw -2599320.084151 + Penalty 3423.736271 = -2595896.347880 nChanged 18 SP:Iteration 149Q (1313.361531 sec): 3 clusters Score: Raw -2599322.971733 + Penalty 3423.736271 = -2595899.235462 nChanged 5 SP:Iteration 150Q (1313.416083 sec): 3 clusters Score: Raw -2599323.611961 + Penalty 3423.736271 = -2595899.875690 nChanged 8 SP:Iteration 151Q (1313.470815 sec): 3 clusters Score: Raw -2599325.720383 + Penalty 3423.736271 = -2595901.984112 nChanged 8 SP:Iteration 152Q (1313.525480 sec): 3 clusters Score: Raw -2599328.122885 + Penalty 3423.736271 = -2595904.386614 nChanged 13 SP:Iteration 153Q (1313.617246 sec): 3 clusters Score: Raw -2599330.419423 + Penalty 3423.736271 = -2595906.683152 nChanged 8 SP:Iteration 154Q (1313.673745 sec): 3 clusters Score: Raw -2599331.847524 + Penalty 3423.736271 = -2595908.111253 nChanged 9 SP:Iteration 155Q (1313.728580 sec): 3 clusters Score: Raw -2599334.355583 + Penalty 3423.736271 = -2595910.619312 nChanged 11 SP:Iteration 156Q (1313.783572 sec): 3 clusters Score: Raw -2599337.104838 + Penalty 3423.736271 = -2595913.368567 nChanged 12 SP:Iteration 157Q (1313.838409 sec): 3 clusters Score: Raw -2599339.661350 + Penalty 3423.736271 = -2595915.925079 nChanged 9 SP:Iteration 158Q (1313.893295 sec): 3 clusters Score: Raw -2599341.254027 + Penalty 3423.736271 = -2595917.517756 nChanged 3 SP:Iteration 159Q (1313.948182 sec): 3 clusters Score: Raw -2599341.898386 + Penalty 3423.736271 = -2595918.162115 nChanged 2 SP:Iteration 160F (1314.013084 sec): 3 clusters Score: Raw -2599342.273191 + Penalty 3423.736271 = -2595918.536920 nChanged 0 Trying to split cluster 15 (2329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1314.023880 sec): 2 clusters Score: Raw -145962.259691 + Penalty 1259.894069 = -144702.365622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1314.036198 sec): 3 clusters Score: Raw -144962.734893 + Penalty 2519.788138 = -142442.946756 nChanged 829 SP:Iteration 1F (1314.047731 sec): 3 clusters Score: Raw -145609.817846 + Penalty 2519.788138 = -143090.029709 nChanged 206 SP:Iteration 2F (1314.059245 sec): 3 clusters Score: Raw -145823.510052 + Penalty 2519.788138 = -143303.721915 nChanged 147 SP:Iteration 3F (1314.070799 sec): 3 clusters Score: Raw -145951.000877 + Penalty 2519.788138 = -143431.212739 nChanged 111 SP:Iteration 4Q (1314.082235 sec): 3 clusters Score: Raw -146050.110242 + Penalty 2519.788138 = -143530.322104 nChanged 100 SP:Iteration 5Q (1314.093646 sec): 3 clusters Score: Raw -146142.009783 + Penalty 2519.788138 = -143622.221645 nChanged 89 SP:Iteration 6Q (1314.104994 sec): 3 clusters Score: Raw -146229.863440 + Penalty 2519.788138 = -143710.075302 nChanged 83 SP:Iteration 7Q (1314.116422 sec): 3 clusters Score: Raw -146324.943006 + Penalty 2519.788138 = -143805.154868 nChanged 87 SP:Iteration 8Q (1314.127776 sec): 3 clusters Score: Raw -146421.094616 + Penalty 2519.788138 = -143901.306479 nChanged 86 SP:Iteration 9Q (1314.138986 sec): 3 clusters Score: Raw -146507.534741 + Penalty 2519.788138 = -143987.746604 nChanged 66 SP:Iteration 10Q (1314.150334 sec): 3 clusters Score: Raw -146585.305216 + Penalty 2519.788138 = -144065.517078 nChanged 74 SP:Iteration 11Q (1314.161622 sec): 3 clusters Score: Raw -146659.011594 + Penalty 2519.788138 = -144139.223456 nChanged 58 SP:Iteration 12Q (1314.172744 sec): 3 clusters Score: Raw -146717.228429 + Penalty 2519.788138 = -144197.440292 nChanged 44 SP:Iteration 13Q (1314.183971 sec): 3 clusters Score: Raw -146769.142287 + Penalty 2519.788138 = -144249.354149 nChanged 34 SP:Iteration 14Q (1314.199667 sec): 3 clusters Score: Raw -146802.654310 + Penalty 2519.788138 = -144282.866173 nChanged 19 SP:Iteration 15Q (1314.210788 sec): 3 clusters Score: Raw -146811.766758 + Penalty 2519.788138 = -144291.978620 nChanged 13 SP:Iteration 16Q (1314.221886 sec): 3 clusters Score: Raw -146817.892012 + Penalty 2519.788138 = -144298.103874 nChanged 7 SP:Iteration 17Q (1314.232802 sec): 3 clusters Score: Raw -146822.959107 + Penalty 2519.788138 = -144303.170969 nChanged 7 SP:Iteration 18Q (1314.243842 sec): 3 clusters Score: Raw -146827.450230 + Penalty 2519.788138 = -144307.662092 nChanged 6 SP:Iteration 19Q (1314.254874 sec): 3 clusters Score: Raw -146829.920759 + Penalty 2519.788138 = -144310.132622 nChanged 5 SP:Iteration 20F (1314.266320 sec): 3 clusters Score: Raw -146832.901532 + Penalty 2519.788138 = -144313.113395 nChanged 4 SP:Iteration 21Q (1314.277332 sec): 3 clusters Score: Raw -146834.474380 + Penalty 2519.788138 = -144314.686242 nChanged 3 SP:Iteration 22Q (1314.287551 sec): 3 clusters Score: Raw -146835.506291 + Penalty 2519.788138 = -144315.718153 nChanged 0 SP:Iteration 23F (1314.298919 sec): 3 clusters Score: Raw -146835.506291 + Penalty 2519.788138 = -144315.718153 nChanged 0 Trying to split cluster 16 (38267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1314.355694 sec): 2 clusters Score: Raw -2596686.239306 + Penalty 1714.755768 = -2594971.483538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1314.428425 sec): 3 clusters Score: Raw -2572747.643213 + Penalty 3429.511535 = -2569318.131678 nChanged 17723 SP:Iteration 1F (1314.534849 sec): 3 clusters Score: Raw -2582681.750758 + Penalty 3429.511535 = -2579252.239223 nChanged 1741 SP:Iteration 2Q (1314.629431 sec): 3 clusters Score: Raw -2583311.508454 + Penalty 3429.511535 = -2579881.996919 nChanged 1866 SP:Iteration 3Q (1314.699295 sec): 3 clusters Score: Raw -2584146.303883 + Penalty 3429.511535 = -2580716.792348 nChanged 2143 SP:Iteration 4F (1314.765978 sec): 3 clusters Score: Raw -2585344.767789 + Penalty 3429.511535 = -2581915.256254 nChanged 2500 SP:Iteration 5F (1314.833308 sec): 3 clusters Score: Raw -2587119.830638 + Penalty 3429.511535 = -2583690.319103 nChanged 2735 SP:Iteration 6F (1314.900448 sec): 3 clusters Score: Raw -2589479.736100 + Penalty 3429.511535 = -2586050.224564 nChanged 2602 SP:Iteration 7F (1314.967611 sec): 3 clusters Score: Raw -2591897.280849 + Penalty 3429.511535 = -2588467.769314 nChanged 1995 SP:Iteration 8F (1315.034923 sec): 3 clusters Score: Raw -2593888.104298 + Penalty 3429.511535 = -2590458.592763 nChanged 1460 SP:Iteration 9Q (1315.101617 sec): 3 clusters Score: Raw -2595324.806674 + Penalty 3429.511535 = -2591895.295139 nChanged 1022 SP:Iteration 10Q (1315.163985 sec): 3 clusters Score: Raw -2596168.545558 + Penalty 3429.511535 = -2592739.034023 nChanged 678 SP:Iteration 11Q (1315.224492 sec): 3 clusters Score: Raw -2596615.020638 + Penalty 3429.511535 = -2593185.509102 nChanged 484 SP:Iteration 12Q (1315.283952 sec): 3 clusters Score: Raw -2596870.965710 + Penalty 3429.511535 = -2593441.454175 nChanged 364 SP:Iteration 13Q (1315.342938 sec): 3 clusters Score: Raw -2597040.150490 + Penalty 3429.511535 = -2593610.638955 nChanged 279 SP:Iteration 14Q (1315.401682 sec): 3 clusters Score: Raw -2597152.068353 + Penalty 3429.511535 = -2593722.556818 nChanged 226 SP:Iteration 15Q (1315.460055 sec): 3 clusters Score: Raw -2597229.497414 + Penalty 3429.511535 = -2593799.985879 nChanged 181 SP:Iteration 16Q (1315.518417 sec): 3 clusters Score: Raw -2597280.234584 + Penalty 3429.511535 = -2593850.723049 nChanged 153 SP:Iteration 17Q (1315.576646 sec): 3 clusters Score: Raw -2597319.221389 + Penalty 3429.511535 = -2593889.709854 nChanged 124 SP:Iteration 18Q (1315.634759 sec): 3 clusters Score: Raw -2597350.592835 + Penalty 3429.511535 = -2593921.081300 nChanged 134 SP:Iteration 19Q (1315.692853 sec): 3 clusters Score: Raw -2597378.802584 + Penalty 3429.511535 = -2593949.291048 nChanged 105 SP:Iteration 20F (1315.758679 sec): 3 clusters Score: Raw -2597401.216923 + Penalty 3429.511535 = -2593971.705387 nChanged 97 SP:Iteration 21Q (1315.818409 sec): 3 clusters Score: Raw -2597418.478904 + Penalty 3429.511535 = -2593988.967369 nChanged 71 SP:Iteration 22Q (1315.876963 sec): 3 clusters Score: Raw -2597430.243162 + Penalty 3429.511535 = -2594000.731627 nChanged 58 SP:Iteration 23Q (1315.934817 sec): 3 clusters Score: Raw -2597438.887620 + Penalty 3429.511535 = -2594009.376085 nChanged 50 SP:Iteration 24Q (1315.993030 sec): 3 clusters Score: Raw -2597445.431177 + Penalty 3429.511535 = -2594015.919641 nChanged 34 SP:Iteration 25Q (1316.051731 sec): 3 clusters Score: Raw -2597449.211981 + Penalty 3429.511535 = -2594019.700446 nChanged 24 SP:Iteration 26Q (1316.109801 sec): 3 clusters Score: Raw -2597452.093053 + Penalty 3429.511535 = -2594022.581518 nChanged 25 SP:Iteration 27Q (1316.167872 sec): 3 clusters Score: Raw -2597454.583140 + Penalty 3429.511535 = -2594025.071605 nChanged 25 SP:Iteration 28Q (1316.226037 sec): 3 clusters Score: Raw -2597457.199505 + Penalty 3429.511535 = -2594027.687969 nChanged 18 SP:Iteration 29Q (1316.284063 sec): 3 clusters Score: Raw -2597458.760087 + Penalty 3429.511535 = -2594029.248552 nChanged 11 SP:Iteration 30Q (1316.342171 sec): 3 clusters Score: Raw -2597459.688943 + Penalty 3429.511535 = -2594030.177408 nChanged 10 SP:Iteration 31Q (1316.400223 sec): 3 clusters Score: Raw -2597460.364199 + Penalty 3429.511535 = -2594030.852664 nChanged 7 SP:Iteration 32Q (1316.458380 sec): 3 clusters Score: Raw -2597461.017885 + Penalty 3429.511535 = -2594031.506350 nChanged 8 SP:Iteration 33Q (1316.516353 sec): 3 clusters Score: Raw -2597462.138394 + Penalty 3429.511535 = -2594032.626859 nChanged 10 SP:Iteration 34Q (1316.574518 sec): 3 clusters Score: Raw -2597463.280701 + Penalty 3429.511535 = -2594033.769166 nChanged 15 SP:Iteration 35Q (1316.632647 sec): 3 clusters Score: Raw -2597464.592838 + Penalty 3429.511535 = -2594035.081303 nChanged 9 SP:Iteration 36Q (1316.690656 sec): 3 clusters Score: Raw -2597465.241496 + Penalty 3429.511535 = -2594035.729961 nChanged 8 SP:Iteration 37Q (1316.748763 sec): 3 clusters Score: Raw -2597465.709577 + Penalty 3429.511535 = -2594036.198042 nChanged 3 SP:Iteration 38Q (1316.806966 sec): 3 clusters Score: Raw -2597465.929197 + Penalty 3429.511535 = -2594036.417662 nChanged 2 SP:Iteration 39Q (1316.864973 sec): 3 clusters Score: Raw -2597465.981283 + Penalty 3429.511535 = -2594036.469748 nChanged 0 SP:Iteration 40F (1316.931597 sec): 3 clusters Score: Raw -2597465.981283 + Penalty 3429.511535 = -2594036.469748 nChanged 0 Trying to split cluster 17 (28276 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1316.968433 sec): 2 clusters Score: Raw -1806317.837435 + Penalty 1665.587408 = -1804652.250026 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1317.026030 sec): 3 clusters Score: Raw -1788927.475551 + Penalty 3331.174817 = -1785596.300735 nChanged 12982 SP:Iteration 1F (1317.080468 sec): 3 clusters Score: Raw -1795993.475837 + Penalty 3331.174817 = -1792662.301021 nChanged 1342 SP:Iteration 2Q (1317.137406 sec): 3 clusters Score: Raw -1796492.629661 + Penalty 3331.174817 = -1793161.454844 nChanged 1363 SP:Iteration 3Q (1317.193588 sec): 3 clusters Score: Raw -1797101.489910 + Penalty 3331.174817 = -1793770.315093 nChanged 1457 SP:Iteration 4F (1317.247503 sec): 3 clusters Score: Raw -1797873.976732 + Penalty 3331.174817 = -1794542.801915 nChanged 1628 SP:Iteration 5F (1317.302030 sec): 3 clusters Score: Raw -1798899.469315 + Penalty 3331.174817 = -1795568.294498 nChanged 1685 SP:Iteration 6F (1317.378225 sec): 3 clusters Score: Raw -1800048.812262 + Penalty 3331.174817 = -1796717.637445 nChanged 1592 SP:Iteration 7F (1317.428762 sec): 3 clusters Score: Raw -1801087.610720 + Penalty 3331.174817 = -1797756.435903 nChanged 1485 SP:Iteration 8F (1317.498371 sec): 3 clusters Score: Raw -1802004.467671 + Penalty 3331.174817 = -1798673.292854 nChanged 1274 SP:Iteration 9Q (1317.553785 sec): 3 clusters Score: Raw -1802629.846451 + Penalty 3331.174817 = -1799298.671634 nChanged 928 SP:Iteration 10Q (1317.608258 sec): 3 clusters Score: Raw -1802964.838350 + Penalty 3331.174817 = -1799633.663533 nChanged 600 SP:Iteration 11Q (1317.662174 sec): 3 clusters Score: Raw -1803149.474936 + Penalty 3331.174817 = -1799818.300120 nChanged 470 SP:Iteration 12Q (1317.715993 sec): 3 clusters Score: Raw -1803276.946969 + Penalty 3331.174817 = -1799945.772152 nChanged 381 SP:Iteration 13Q (1317.769436 sec): 3 clusters Score: Raw -1803379.635096 + Penalty 3331.174817 = -1800048.460279 nChanged 354 SP:Iteration 14Q (1317.823889 sec): 3 clusters Score: Raw -1803478.932291 + Penalty 3331.174817 = -1800147.757474 nChanged 365 SP:Iteration 15Q (1317.900837 sec): 3 clusters Score: Raw -1803589.734281 + Penalty 3331.174817 = -1800258.559464 nChanged 373 SP:Iteration 16Q (1317.954099 sec): 3 clusters Score: Raw -1803698.600732 + Penalty 3331.174817 = -1800367.425916 nChanged 347 SP:Iteration 17Q (1318.007211 sec): 3 clusters Score: Raw -1803798.146128 + Penalty 3331.174817 = -1800466.971311 nChanged 353 SP:Iteration 18Q (1318.060252 sec): 3 clusters Score: Raw -1803902.730167 + Penalty 3331.174817 = -1800571.555350 nChanged 363 SP:Iteration 19Q (1318.113159 sec): 3 clusters Score: Raw -1804012.149173 + Penalty 3331.174817 = -1800680.974356 nChanged 343 SP:Iteration 20F (1318.167031 sec): 3 clusters Score: Raw -1804115.373521 + Penalty 3331.174817 = -1800784.198704 nChanged 341 SP:Iteration 21Q (1318.220761 sec): 3 clusters Score: Raw -1804209.189603 + Penalty 3331.174817 = -1800878.014786 nChanged 349 SP:Iteration 22Q (1318.273790 sec): 3 clusters Score: Raw -1804304.059357 + Penalty 3331.174817 = -1800972.884540 nChanged 341 SP:Iteration 23Q (1318.326592 sec): 3 clusters Score: Raw -1804411.821996 + Penalty 3331.174817 = -1801080.647179 nChanged 370 SP:Iteration 24Q (1318.379210 sec): 3 clusters Score: Raw -1804542.936941 + Penalty 3331.174817 = -1801211.762124 nChanged 393 SP:Iteration 25Q (1318.431928 sec): 3 clusters Score: Raw -1804690.683261 + Penalty 3331.174817 = -1801359.508445 nChanged 419 SP:Iteration 26Q (1318.509315 sec): 3 clusters Score: Raw -1804857.415588 + Penalty 3331.174817 = -1801526.240771 nChanged 389 SP:Iteration 27Q (1318.585915 sec): 3 clusters Score: Raw -1805010.958485 + Penalty 3331.174817 = -1801679.783668 nChanged 383 SP:Iteration 28Q (1318.638588 sec): 3 clusters Score: Raw -1805142.417406 + Penalty 3331.174817 = -1801811.242589 nChanged 368 SP:Iteration 29Q (1318.690443 sec): 3 clusters Score: Raw -1805242.929112 + Penalty 3331.174817 = -1801911.754296 nChanged 326 SP:Iteration 30Q (1318.742171 sec): 3 clusters Score: Raw -1805330.655569 + Penalty 3331.174817 = -1801999.480752 nChanged 286 SP:Iteration 31Q (1318.793867 sec): 3 clusters Score: Raw -1805398.187539 + Penalty 3331.174817 = -1802067.012723 nChanged 276 SP:Iteration 32Q (1318.846132 sec): 3 clusters Score: Raw -1805456.711185 + Penalty 3331.174817 = -1802125.536368 nChanged 240 SP:Iteration 33Q (1318.922923 sec): 3 clusters Score: Raw -1805506.657868 + Penalty 3331.174817 = -1802175.483051 nChanged 197 SP:Iteration 34Q (1318.973317 sec): 3 clusters Score: Raw -1805543.007911 + Penalty 3331.174817 = -1802211.833094 nChanged 176 SP:Iteration 35Q (1319.024781 sec): 3 clusters Score: Raw -1805572.620389 + Penalty 3331.174817 = -1802241.445572 nChanged 159 SP:Iteration 36Q (1319.075919 sec): 3 clusters Score: Raw -1805595.311578 + Penalty 3331.174817 = -1802264.136761 nChanged 123 SP:Iteration 37Q (1319.127033 sec): 3 clusters Score: Raw -1805611.906464 + Penalty 3331.174817 = -1802280.731647 nChanged 114 SP:Iteration 38Q (1319.178194 sec): 3 clusters Score: Raw -1805626.231656 + Penalty 3331.174817 = -1802295.056839 nChanged 92 SP:Iteration 39Q (1319.229439 sec): 3 clusters Score: Raw -1805635.478282 + Penalty 3331.174817 = -1802304.303465 nChanged 75 SP:Iteration 40F (1319.283197 sec): 3 clusters Score: Raw -1805642.208644 + Penalty 3331.174817 = -1802311.033827 nChanged 63 SP:Iteration 41Q (1319.335864 sec): 3 clusters Score: Raw -1805648.350696 + Penalty 3331.174817 = -1802317.175880 nChanged 65 SP:Iteration 42Q (1319.387309 sec): 3 clusters Score: Raw -1805654.647341 + Penalty 3331.174817 = -1802323.472524 nChanged 71 SP:Iteration 43Q (1319.438900 sec): 3 clusters Score: Raw -1805660.746583 + Penalty 3331.174817 = -1802329.571766 nChanged 62 SP:Iteration 44Q (1319.525839 sec): 3 clusters Score: Raw -1805666.456512 + Penalty 3331.174817 = -1802335.281696 nChanged 61 SP:Iteration 45Q (1319.599455 sec): 3 clusters Score: Raw -1805672.888598 + Penalty 3331.174817 = -1802341.713782 nChanged 65 SP:Iteration 46Q (1319.650962 sec): 3 clusters Score: Raw -1805678.928929 + Penalty 3331.174817 = -1802347.754112 nChanged 68 SP:Iteration 47Q (1319.702483 sec): 3 clusters Score: Raw -1805684.911289 + Penalty 3331.174817 = -1802353.736473 nChanged 67 SP:Iteration 48Q (1319.753529 sec): 3 clusters Score: Raw -1805691.757405 + Penalty 3331.174817 = -1802360.582588 nChanged 75 SP:Iteration 49Q (1319.804831 sec): 3 clusters Score: Raw -1805700.015035 + Penalty 3331.174817 = -1802368.840219 nChanged 75 SP:Iteration 50Q (1319.856240 sec): 3 clusters Score: Raw -1805708.553819 + Penalty 3331.174817 = -1802377.379003 nChanged 82 SP:Iteration 51Q (1319.907225 sec): 3 clusters Score: Raw -1805717.154257 + Penalty 3331.174817 = -1802385.979440 nChanged 73 SP:Iteration 52Q (1319.958518 sec): 3 clusters Score: Raw -1805725.773324 + Penalty 3331.174817 = -1802394.598507 nChanged 76 SP:Iteration 53Q (1320.009649 sec): 3 clusters Score: Raw -1805734.125313 + Penalty 3331.174817 = -1802402.950496 nChanged 90 SP:Iteration 54Q (1320.060792 sec): 3 clusters Score: Raw -1805744.276173 + Penalty 3331.174817 = -1802413.101357 nChanged 79 SP:Iteration 55Q (1320.111754 sec): 3 clusters Score: Raw -1805752.782763 + Penalty 3331.174817 = -1802421.607947 nChanged 84 SP:Iteration 56Q (1320.162689 sec): 3 clusters Score: Raw -1805760.995740 + Penalty 3331.174817 = -1802429.820923 nChanged 85 SP:Iteration 57Q (1320.213552 sec): 3 clusters Score: Raw -1805769.073941 + Penalty 3331.174817 = -1802437.899124 nChanged 78 SP:Iteration 58Q (1320.264480 sec): 3 clusters Score: Raw -1805776.778051 + Penalty 3331.174817 = -1802445.603235 nChanged 69 SP:Iteration 59Q (1320.315206 sec): 3 clusters Score: Raw -1805783.459292 + Penalty 3331.174817 = -1802452.284475 nChanged 76 SP:Iteration 60F (1320.369120 sec): 3 clusters Score: Raw -1805790.838443 + Penalty 3331.174817 = -1802459.663626 nChanged 73 SP:Iteration 61Q (1320.420873 sec): 3 clusters Score: Raw -1805798.707335 + Penalty 3331.174817 = -1802467.532518 nChanged 84 SP:Iteration 62Q (1320.471617 sec): 3 clusters Score: Raw -1805808.150676 + Penalty 3331.174817 = -1802476.975860 nChanged 78 SP:Iteration 63Q (1320.522291 sec): 3 clusters Score: Raw -1805815.398536 + Penalty 3331.174817 = -1802484.223719 nChanged 79 SP:Iteration 64Q (1320.573332 sec): 3 clusters Score: Raw -1805822.693215 + Penalty 3331.174817 = -1802491.518399 nChanged 65 SP:Iteration 65Q (1320.666123 sec): 3 clusters Score: Raw -1805829.119648 + Penalty 3331.174817 = -1802497.944831 nChanged 68 SP:Iteration 66Q (1320.713356 sec): 3 clusters Score: Raw -1805836.029983 + Penalty 3331.174817 = -1802504.855166 nChanged 75 SP:Iteration 67Q (1320.763898 sec): 3 clusters Score: Raw -1805845.327404 + Penalty 3331.174817 = -1802514.152587 nChanged 98 SP:Iteration 68Q (1320.814665 sec): 3 clusters Score: Raw -1805858.565076 + Penalty 3331.174817 = -1802527.390259 nChanged 103 SP:Iteration 69Q (1320.877507 sec): 3 clusters Score: Raw -1805871.836080 + Penalty 3331.174817 = -1802540.661263 nChanged 111 SP:Iteration 70Q (1320.927726 sec): 3 clusters Score: Raw -1805886.018820 + Penalty 3331.174817 = -1802554.844003 nChanged 91 SP:Iteration 71Q (1320.978156 sec): 3 clusters Score: Raw -1805897.095836 + Penalty 3331.174817 = -1802565.921019 nChanged 100 SP:Iteration 72Q (1321.028986 sec): 3 clusters Score: Raw -1805909.202103 + Penalty 3331.174817 = -1802578.027286 nChanged 93 SP:Iteration 73Q (1321.079321 sec): 3 clusters Score: Raw -1805919.511557 + Penalty 3331.174817 = -1802588.336741 nChanged 99 SP:Iteration 74Q (1321.130090 sec): 3 clusters Score: Raw -1805932.009543 + Penalty 3331.174817 = -1802600.834726 nChanged 102 SP:Iteration 75Q (1321.180362 sec): 3 clusters Score: Raw -1805945.488145 + Penalty 3331.174817 = -1802614.313328 nChanged 95 SP:Iteration 76Q (1321.243778 sec): 3 clusters Score: Raw -1805956.799448 + Penalty 3331.174817 = -1802625.624631 nChanged 107 SP:Iteration 77Q (1321.294898 sec): 3 clusters Score: Raw -1805970.655004 + Penalty 3331.174817 = -1802639.480187 nChanged 112 SP:Iteration 78Q (1321.357844 sec): 3 clusters Score: Raw -1805986.271664 + Penalty 3331.174817 = -1802655.096847 nChanged 106 SP:Iteration 79Q (1321.408163 sec): 3 clusters Score: Raw -1806001.444771 + Penalty 3331.174817 = -1802670.269954 nChanged 106 SP:Iteration 80F (1321.475087 sec): 3 clusters Score: Raw -1806018.341221 + Penalty 3331.174817 = -1802687.166404 nChanged 128 SP:Iteration 81Q (1321.556177 sec): 3 clusters Score: Raw -1806040.185188 + Penalty 3331.174817 = -1802709.010371 nChanged 132 SP:Iteration 82Q (1321.606387 sec): 3 clusters Score: Raw -1806065.663949 + Penalty 3331.174817 = -1802734.489133 nChanged 150 SP:Iteration 83Q (1321.655953 sec): 3 clusters Score: Raw -1806095.227506 + Penalty 3331.174817 = -1802764.052689 nChanged 146 SP:Iteration 84Q (1321.705355 sec): 3 clusters Score: Raw -1806121.871490 + Penalty 3331.174817 = -1802790.696673 nChanged 162 SP:Iteration 85Q (1321.754951 sec): 3 clusters Score: Raw -1806153.249822 + Penalty 3331.174817 = -1802822.075006 nChanged 148 SP:Iteration 86Q (1321.804341 sec): 3 clusters Score: Raw -1806185.646848 + Penalty 3331.174817 = -1802854.472031 nChanged 158 SP:Iteration 87Q (1321.853426 sec): 3 clusters Score: Raw -1806222.205967 + Penalty 3331.174817 = -1802891.031150 nChanged 149 SP:Iteration 88Q (1321.902525 sec): 3 clusters Score: Raw -1806250.860122 + Penalty 3331.174817 = -1802919.685305 nChanged 137 SP:Iteration 89Q (1321.969281 sec): 3 clusters Score: Raw -1806273.750754 + Penalty 3331.174817 = -1802942.575937 nChanged 131 SP:Iteration 90Q (1322.022964 sec): 3 clusters Score: Raw -1806296.034310 + Penalty 3331.174817 = -1802964.859493 nChanged 118 SP:Iteration 91Q (1322.071243 sec): 3 clusters Score: Raw -1806316.844632 + Penalty 3331.174817 = -1802985.669815 nChanged 115 SP:Iteration 92Q (1322.120312 sec): 3 clusters Score: Raw -1806335.381365 + Penalty 3331.174817 = -1803004.206548 nChanged 104 SP:Iteration 93Q (1322.204468 sec): 3 clusters Score: Raw -1806354.202553 + Penalty 3331.174817 = -1803023.027736 nChanged 115 SP:Iteration 94Q (1322.252293 sec): 3 clusters Score: Raw -1806378.765988 + Penalty 3331.174817 = -1803047.591171 nChanged 116 SP:Iteration 95Q (1322.300430 sec): 3 clusters Score: Raw -1806403.226099 + Penalty 3331.174817 = -1803072.051282 nChanged 118 SP:Iteration 96Q (1322.348527 sec): 3 clusters Score: Raw -1806428.318282 + Penalty 3331.174817 = -1803097.143465 nChanged 128 SP:Iteration 97Q (1322.396674 sec): 3 clusters Score: Raw -1806456.497070 + Penalty 3331.174817 = -1803125.322253 nChanged 126 SP:Iteration 98Q (1322.444581 sec): 3 clusters Score: Raw -1806483.925894 + Penalty 3331.174817 = -1803152.751077 nChanged 121 SP:Iteration 99Q (1322.492483 sec): 3 clusters Score: Raw -1806510.486113 + Penalty 3331.174817 = -1803179.311296 nChanged 123 SP:Iteration 100F (1322.545966 sec): 3 clusters Score: Raw -1806537.328334 + Penalty 3331.174817 = -1803206.153517 nChanged 119 SP:Iteration 101Q (1322.594818 sec): 3 clusters Score: Raw -1806562.436679 + Penalty 3331.174817 = -1803231.261862 nChanged 131 SP:Iteration 102Q (1322.642562 sec): 3 clusters Score: Raw -1806592.769555 + Penalty 3331.174817 = -1803261.594738 nChanged 112 SP:Iteration 103Q (1322.705092 sec): 3 clusters Score: Raw -1806619.480353 + Penalty 3331.174817 = -1803288.305536 nChanged 100 SP:Iteration 104Q (1322.752449 sec): 3 clusters Score: Raw -1806643.190287 + Penalty 3331.174817 = -1803312.015470 nChanged 88 SP:Iteration 105Q (1322.799673 sec): 3 clusters Score: Raw -1806663.370167 + Penalty 3331.174817 = -1803332.195350 nChanged 87 SP:Iteration 106Q (1322.846939 sec): 3 clusters Score: Raw -1806686.506595 + Penalty 3331.174817 = -1803355.331778 nChanged 95 SP:Iteration 107Q (1322.894088 sec): 3 clusters Score: Raw -1806711.895193 + Penalty 3331.174817 = -1803380.720376 nChanged 79 SP:Iteration 108Q (1322.941146 sec): 3 clusters Score: Raw -1806734.802225 + Penalty 3331.174817 = -1803403.627409 nChanged 84 SP:Iteration 109Q (1322.988158 sec): 3 clusters Score: Raw -1806756.401863 + Penalty 3331.174817 = -1803425.227046 nChanged 59 SP:Iteration 110Q (1323.035140 sec): 3 clusters Score: Raw -1806770.460630 + Penalty 3331.174817 = -1803439.285813 nChanged 62 SP:Iteration 111Q (1323.111604 sec): 3 clusters Score: Raw -1806786.276301 + Penalty 3331.174817 = -1803455.101484 nChanged 57 SP:Iteration 112Q (1323.184517 sec): 3 clusters Score: Raw -1806802.141176 + Penalty 3331.174817 = -1803470.966359 nChanged 61 SP:Iteration 113Q (1323.236467 sec): 3 clusters Score: Raw -1806821.382036 + Penalty 3331.174817 = -1803490.207219 nChanged 55 SP:Iteration 114Q (1323.287030 sec): 3 clusters Score: Raw -1806837.812827 + Penalty 3331.174817 = -1803506.638010 nChanged 59 SP:Iteration 115Q (1323.333835 sec): 3 clusters Score: Raw -1806857.130186 + Penalty 3331.174817 = -1803525.955369 nChanged 61 SP:Iteration 116Q (1323.380695 sec): 3 clusters Score: Raw -1806875.835017 + Penalty 3331.174817 = -1803544.660200 nChanged 48 SP:Iteration 117Q (1323.427137 sec): 3 clusters Score: Raw -1806890.420049 + Penalty 3331.174817 = -1803559.245232 nChanged 53 SP:Iteration 118Q (1323.473723 sec): 3 clusters Score: Raw -1806913.390807 + Penalty 3331.174817 = -1803582.215990 nChanged 57 SP:Iteration 119Q (1323.520279 sec): 3 clusters Score: Raw -1806937.301411 + Penalty 3331.174817 = -1803606.126594 nChanged 58 SP:Iteration 120F (1323.573593 sec): 3 clusters Score: Raw -1806966.628319 + Penalty 3331.174817 = -1803635.453502 nChanged 67 SP:Iteration 121Q (1323.621145 sec): 3 clusters Score: Raw -1806996.601721 + Penalty 3331.174817 = -1803665.426904 nChanged 66 SP:Iteration 122Q (1323.667658 sec): 3 clusters Score: Raw -1807021.347032 + Penalty 3331.174817 = -1803690.172215 nChanged 73 SP:Iteration 123Q (1323.713906 sec): 3 clusters Score: Raw -1807042.918954 + Penalty 3331.174817 = -1803711.744137 nChanged 58 SP:Iteration 124Q (1323.760044 sec): 3 clusters Score: Raw -1807059.608075 + Penalty 3331.174817 = -1803728.433258 nChanged 45 SP:Iteration 125Q (1323.806243 sec): 3 clusters Score: Raw -1807069.728813 + Penalty 3331.174817 = -1803738.553996 nChanged 28 SP:Iteration 126Q (1323.852562 sec): 3 clusters Score: Raw -1807075.114660 + Penalty 3331.174817 = -1803743.939843 nChanged 22 SP:Iteration 127Q (1323.898519 sec): 3 clusters Score: Raw -1807079.157232 + Penalty 3331.174817 = -1803747.982415 nChanged 20 SP:Iteration 128Q (1323.944424 sec): 3 clusters Score: Raw -1807082.967793 + Penalty 3331.174817 = -1803751.792977 nChanged 14 SP:Iteration 129Q (1323.990460 sec): 3 clusters Score: Raw -1807084.755116 + Penalty 3331.174817 = -1803753.580299 nChanged 10 SP:Iteration 130Q (1324.036454 sec): 3 clusters Score: Raw -1807086.596162 + Penalty 3331.174817 = -1803755.421345 nChanged 11 SP:Iteration 131Q (1324.082425 sec): 3 clusters Score: Raw -1807088.781541 + Penalty 3331.174817 = -1803757.606724 nChanged 11 SP:Iteration 132Q (1324.128297 sec): 3 clusters Score: Raw -1807090.735087 + Penalty 3331.174817 = -1803759.560270 nChanged 13 SP:Iteration 133Q (1324.180252 sec): 3 clusters Score: Raw -1807092.432127 + Penalty 3331.174817 = -1803761.257310 nChanged 9 SP:Iteration 134Q (1324.226462 sec): 3 clusters Score: Raw -1807093.640283 + Penalty 3331.174817 = -1803762.465467 nChanged 8 SP:Iteration 135Q (1324.273033 sec): 3 clusters Score: Raw -1807094.563979 + Penalty 3331.174817 = -1803763.389163 nChanged 5 SP:Iteration 136Q (1324.353146 sec): 3 clusters Score: Raw -1807095.197057 + Penalty 3331.174817 = -1803764.022240 nChanged 5 SP:Iteration 137Q (1324.421632 sec): 3 clusters Score: Raw -1807095.776454 + Penalty 3331.174817 = -1803764.601637 nChanged 3 SP:Iteration 138Q (1324.478905 sec): 3 clusters Score: Raw -1807096.405482 + Penalty 3331.174817 = -1803765.230665 nChanged 6 SP:Iteration 139Q (1324.525838 sec): 3 clusters Score: Raw -1807097.087746 + Penalty 3331.174817 = -1803765.912930 nChanged 5 SP:Iteration 140F (1324.579059 sec): 3 clusters Score: Raw -1807097.611640 + Penalty 3331.174817 = -1803766.436823 nChanged 5 SP:Iteration 141Q (1324.627328 sec): 3 clusters Score: Raw -1807098.420499 + Penalty 3331.174817 = -1803767.245682 nChanged 7 SP:Iteration 142Q (1324.709287 sec): 3 clusters Score: Raw -1807099.477572 + Penalty 3331.174817 = -1803768.302755 nChanged 6 SP:Iteration 143Q (1324.754618 sec): 3 clusters Score: Raw -1807100.093810 + Penalty 3331.174817 = -1803768.918993 nChanged 3 SP:Iteration 144Q (1324.800844 sec): 3 clusters Score: Raw -1807100.456520 + Penalty 3331.174817 = -1803769.281703 nChanged 3 SP:Iteration 145Q (1324.846746 sec): 3 clusters Score: Raw -1807100.956817 + Penalty 3331.174817 = -1803769.782000 nChanged 3 SP:Iteration 146Q (1324.893086 sec): 3 clusters Score: Raw -1807101.242074 + Penalty 3331.174817 = -1803770.067257 nChanged 3 SP:Iteration 147Q (1324.939071 sec): 3 clusters Score: Raw -1807101.682588 + Penalty 3331.174817 = -1803770.507771 nChanged 4 SP:Iteration 148Q (1324.985234 sec): 3 clusters Score: Raw -1807102.665816 + Penalty 3331.174817 = -1803771.491000 nChanged 7 SP:Iteration 149Q (1325.031363 sec): 3 clusters Score: Raw -1807103.886168 + Penalty 3331.174817 = -1803772.711351 nChanged 9 SP:Iteration 150Q (1325.077320 sec): 3 clusters Score: Raw -1807105.535931 + Penalty 3331.174817 = -1803774.361114 nChanged 8 SP:Iteration 151Q (1325.137061 sec): 3 clusters Score: Raw -1807106.700940 + Penalty 3331.174817 = -1803775.526123 nChanged 4 SP:Iteration 152Q (1325.212613 sec): 3 clusters Score: Raw -1807107.467226 + Penalty 3331.174817 = -1803776.292409 nChanged 5 SP:Iteration 153Q (1325.259703 sec): 3 clusters Score: Raw -1807108.308080 + Penalty 3331.174817 = -1803777.133263 nChanged 5 SP:Iteration 154Q (1325.312286 sec): 3 clusters Score: Raw -1807108.661355 + Penalty 3331.174817 = -1803777.486538 nChanged 1 SP:Iteration 155Q (1325.358402 sec): 3 clusters Score: Raw -1807108.687637 + Penalty 3331.174817 = -1803777.512821 nChanged 0 SP:Iteration 156F (1325.416393 sec): 3 clusters Score: Raw -1807108.687637 + Penalty 3331.174817 = -1803777.512821 nChanged 0 Trying to split cluster 18 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1325.438377 sec): 2 clusters Score: Raw -48658.372448 + Penalty 1090.261955 = -47568.110492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1325.443394 sec): 3 clusters Score: Raw -48442.912340 + Penalty 2180.523911 = -46262.388429 nChanged 262 SP:Iteration 1F (1325.447966 sec): 3 clusters Score: Raw -48753.923413 + Penalty 2180.523911 = -46573.399503 nChanged 56 SP:Iteration 2F (1325.452469 sec): 3 clusters Score: Raw -48820.288428 + Penalty 2180.523911 = -46639.764518 nChanged 28 SP:Iteration 3Q (1325.456999 sec): 3 clusters Score: Raw -48853.286501 + Penalty 2180.523911 = -46672.762590 nChanged 17 SP:Iteration 4Q (1325.461496 sec): 3 clusters Score: Raw -48876.195254 + Penalty 2180.523911 = -46695.671343 nChanged 12 SP:Iteration 5Q (1325.466075 sec): 3 clusters Score: Raw -48890.925324 + Penalty 2180.523911 = -46710.401413 nChanged 8 SP:Iteration 6Q (1325.470572 sec): 3 clusters Score: Raw -48898.385996 + Penalty 2180.523911 = -46717.862086 nChanged 7 SP:Iteration 7Q (1325.475068 sec): 3 clusters Score: Raw -48908.319155 + Penalty 2180.523911 = -46727.795244 nChanged 4 SP:Iteration 8Q (1325.479505 sec): 3 clusters Score: Raw -48912.826299 + Penalty 2180.523911 = -46732.302388 nChanged 3 SP:Iteration 9Q (1325.483940 sec): 3 clusters Score: Raw -48916.147748 + Penalty 2180.523911 = -46735.623837 nChanged 2 SP:Iteration 10Q (1325.491427 sec): 3 clusters Score: Raw -48918.278491 + Penalty 2180.523911 = -46737.754581 nChanged 2 SP:Iteration 11Q (1325.495943 sec): 3 clusters Score: Raw -48919.936147 + Penalty 2180.523911 = -46739.412237 nChanged 2 SP:Iteration 12Q (1325.500421 sec): 3 clusters Score: Raw -48921.265996 + Penalty 2180.523911 = -46740.742086 nChanged 0 SP:Iteration 13F (1325.504992 sec): 3 clusters Score: Raw -48921.265996 + Penalty 2180.523911 = -46740.742086 nChanged 0 Trying to split cluster 19 (29106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1325.554744 sec): 2 clusters Score: Raw -1988358.189660 + Penalty 1670.288688 = -1986687.900972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1325.612903 sec): 3 clusters Score: Raw -1970455.646435 + Penalty 3340.577376 = -1967115.069060 nChanged 13340 SP:Iteration 1F (1325.666739 sec): 3 clusters Score: Raw -1978053.612374 + Penalty 3340.577376 = -1974713.034999 nChanged 1493 SP:Iteration 2F (1325.723626 sec): 3 clusters Score: Raw -1978735.837601 + Penalty 3340.577376 = -1975395.260225 nChanged 1563 SP:Iteration 3F (1325.783288 sec): 3 clusters Score: Raw -1979523.030537 + Penalty 3340.577376 = -1976182.453162 nChanged 1659 SP:Iteration 4F (1325.840856 sec): 3 clusters Score: Raw -1980435.950491 + Penalty 3340.577376 = -1977095.373116 nChanged 1745 SP:Iteration 5F (1325.896338 sec): 3 clusters Score: Raw -1981428.400485 + Penalty 3340.577376 = -1978087.823109 nChanged 1707 SP:Iteration 6F (1325.957235 sec): 3 clusters Score: Raw -1982391.916620 + Penalty 3340.577376 = -1979051.339244 nChanged 1591 SP:Iteration 7F (1326.036003 sec): 3 clusters Score: Raw -1983254.917524 + Penalty 3340.577376 = -1979914.340148 nChanged 1380 SP:Iteration 8Q (1326.133693 sec): 3 clusters Score: Raw -1983966.605772 + Penalty 3340.577376 = -1980626.028397 nChanged 1228 SP:Iteration 9Q (1326.196643 sec): 3 clusters Score: Raw -1984533.926386 + Penalty 3340.577376 = -1981193.349010 nChanged 1020 SP:Iteration 10Q (1326.255448 sec): 3 clusters Score: Raw -1984983.500527 + Penalty 3340.577376 = -1981642.923152 nChanged 893 SP:Iteration 11Q (1326.311476 sec): 3 clusters Score: Raw -1985376.675000 + Penalty 3340.577376 = -1982036.097624 nChanged 781 SP:Iteration 12Q (1326.368243 sec): 3 clusters Score: Raw -1985726.402017 + Penalty 3340.577376 = -1982385.824641 nChanged 733 SP:Iteration 13Q (1326.425216 sec): 3 clusters Score: Raw -1986056.063256 + Penalty 3340.577376 = -1982715.485880 nChanged 660 SP:Iteration 14Q (1326.481924 sec): 3 clusters Score: Raw -1986365.029638 + Penalty 3340.577376 = -1983024.452262 nChanged 613 SP:Iteration 15Q (1326.537140 sec): 3 clusters Score: Raw -1986671.752426 + Penalty 3340.577376 = -1983331.175050 nChanged 680 SP:Iteration 16Q (1326.592561 sec): 3 clusters Score: Raw -1987046.726091 + Penalty 3340.577376 = -1983706.148715 nChanged 686 SP:Iteration 17Q (1326.648243 sec): 3 clusters Score: Raw -1987412.400938 + Penalty 3340.577376 = -1984071.823563 nChanged 607 SP:Iteration 18Q (1326.725818 sec): 3 clusters Score: Raw -1987755.497980 + Penalty 3340.577376 = -1984414.920605 nChanged 578 SP:Iteration 19Q (1326.785678 sec): 3 clusters Score: Raw -1988054.491977 + Penalty 3340.577376 = -1984713.914601 nChanged 513 SP:Iteration 20F (1326.840887 sec): 3 clusters Score: Raw -1988318.406951 + Penalty 3340.577376 = -1984977.829575 nChanged 486 SP:Iteration 21Q (1326.894659 sec): 3 clusters Score: Raw -1988559.215873 + Penalty 3340.577376 = -1985218.638497 nChanged 447 SP:Iteration 22Q (1326.951197 sec): 3 clusters Score: Raw -1988742.984454 + Penalty 3340.577376 = -1985402.407078 nChanged 352 SP:Iteration 23Q (1327.008468 sec): 3 clusters Score: Raw -1988872.751804 + Penalty 3340.577376 = -1985532.174428 nChanged 285 SP:Iteration 24Q (1327.059790 sec): 3 clusters Score: Raw -1988959.267537 + Penalty 3340.577376 = -1985618.690162 nChanged 241 SP:Iteration 25Q (1327.112198 sec): 3 clusters Score: Raw -1989031.037362 + Penalty 3340.577376 = -1985690.459986 nChanged 210 SP:Iteration 26Q (1327.166085 sec): 3 clusters Score: Raw -1989079.989073 + Penalty 3340.577376 = -1985739.411697 nChanged 165 SP:Iteration 27Q (1327.217104 sec): 3 clusters Score: Raw -1989114.490078 + Penalty 3340.577376 = -1985773.912702 nChanged 132 SP:Iteration 28Q (1327.268987 sec): 3 clusters Score: Raw -1989135.789465 + Penalty 3340.577376 = -1985795.212089 nChanged 107 SP:Iteration 29Q (1327.322451 sec): 3 clusters Score: Raw -1989148.793334 + Penalty 3340.577376 = -1985808.215958 nChanged 86 SP:Iteration 30Q (1327.373406 sec): 3 clusters Score: Raw -1989159.079245 + Penalty 3340.577376 = -1985818.501869 nChanged 78 SP:Iteration 31Q (1327.425380 sec): 3 clusters Score: Raw -1989168.312286 + Penalty 3340.577376 = -1985827.734910 nChanged 67 SP:Iteration 32Q (1327.479495 sec): 3 clusters Score: Raw -1989176.597150 + Penalty 3340.577376 = -1985836.019774 nChanged 78 SP:Iteration 33Q (1327.531052 sec): 3 clusters Score: Raw -1989184.769379 + Penalty 3340.577376 = -1985844.192003 nChanged 77 SP:Iteration 34Q (1327.582575 sec): 3 clusters Score: Raw -1989192.163961 + Penalty 3340.577376 = -1985851.586586 nChanged 62 SP:Iteration 35Q (1327.636350 sec): 3 clusters Score: Raw -1989197.219733 + Penalty 3340.577376 = -1985856.642358 nChanged 42 SP:Iteration 36Q (1327.686826 sec): 3 clusters Score: Raw -1989199.905348 + Penalty 3340.577376 = -1985859.327973 nChanged 26 SP:Iteration 37Q (1327.738712 sec): 3 clusters Score: Raw -1989201.917700 + Penalty 3340.577376 = -1985861.340325 nChanged 25 SP:Iteration 38Q (1327.795242 sec): 3 clusters Score: Raw -1989203.860037 + Penalty 3340.577376 = -1985863.282661 nChanged 30 SP:Iteration 39Q (1327.845724 sec): 3 clusters Score: Raw -1989206.274121 + Penalty 3340.577376 = -1985865.696746 nChanged 27 SP:Iteration 40F (1327.902073 sec): 3 clusters Score: Raw -1989207.639593 + Penalty 3340.577376 = -1985867.062217 nChanged 23 SP:Iteration 41Q (1327.955331 sec): 3 clusters Score: Raw -1989209.141651 + Penalty 3340.577376 = -1985868.564276 nChanged 21 SP:Iteration 42Q (1328.006350 sec): 3 clusters Score: Raw -1989210.110157 + Penalty 3340.577376 = -1985869.532781 nChanged 17 SP:Iteration 43Q (1328.058089 sec): 3 clusters Score: Raw -1989211.016790 + Penalty 3340.577376 = -1985870.439415 nChanged 18 SP:Iteration 44Q (1328.109455 sec): 3 clusters Score: Raw -1989212.027846 + Penalty 3340.577376 = -1985871.450470 nChanged 18 SP:Iteration 45Q (1328.161017 sec): 3 clusters Score: Raw -1989213.103278 + Penalty 3340.577376 = -1985872.525903 nChanged 25 SP:Iteration 46Q (1328.212511 sec): 3 clusters Score: Raw -1989214.715511 + Penalty 3340.577376 = -1985874.138136 nChanged 25 SP:Iteration 47Q (1328.264101 sec): 3 clusters Score: Raw -1989216.232522 + Penalty 3340.577376 = -1985875.655146 nChanged 20 SP:Iteration 48Q (1328.357236 sec): 3 clusters Score: Raw -1989217.784505 + Penalty 3340.577376 = -1985877.207130 nChanged 18 SP:Iteration 49Q (1328.403826 sec): 3 clusters Score: Raw -1989219.046567 + Penalty 3340.577376 = -1985878.469192 nChanged 20 SP:Iteration 50Q (1328.462269 sec): 3 clusters Score: Raw -1989219.831392 + Penalty 3340.577376 = -1985879.254016 nChanged 7 SP:Iteration 51Q (1328.528088 sec): 3 clusters Score: Raw -1989220.084682 + Penalty 3340.577376 = -1985879.507306 nChanged 5 SP:Iteration 52Q (1328.592255 sec): 3 clusters Score: Raw -1989220.274001 + Penalty 3340.577376 = -1985879.696625 nChanged 4 SP:Iteration 53Q (1328.647090 sec): 3 clusters Score: Raw -1989220.526592 + Penalty 3340.577376 = -1985879.949216 nChanged 5 SP:Iteration 54Q (1328.709068 sec): 3 clusters Score: Raw -1989220.674399 + Penalty 3340.577376 = -1985880.097023 nChanged 2 SP:Iteration 55Q (1328.796097 sec): 3 clusters Score: Raw -1989220.796829 + Penalty 3340.577376 = -1985880.219453 nChanged 3 SP:Iteration 56Q (1328.845578 sec): 3 clusters Score: Raw -1989220.871053 + Penalty 3340.577376 = -1985880.293678 nChanged 2 SP:Iteration 57Q (1328.917945 sec): 3 clusters Score: Raw -1989220.910530 + Penalty 3340.577376 = -1985880.333155 nChanged 0 SP:Iteration 58F (1328.983128 sec): 3 clusters Score: Raw -1989220.910530 + Penalty 3340.577376 = -1985880.333155 nChanged 0 Trying to split cluster 20 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1329.006901 sec): 2 clusters Score: Raw -129831.741202 + Penalty 1231.115818 = -128600.625385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1329.017648 sec): 3 clusters Score: Raw -129005.789722 + Penalty 2462.231636 = -126543.558087 nChanged 642 SP:Iteration 1F (1329.038398 sec): 3 clusters Score: Raw -129429.174644 + Penalty 2462.231636 = -126966.943008 nChanged 148 SP:Iteration 2F (1329.048553 sec): 3 clusters Score: Raw -129552.261194 + Penalty 2462.231636 = -127090.029558 nChanged 100 SP:Iteration 3F (1329.058488 sec): 3 clusters Score: Raw -129616.852099 + Penalty 2462.231636 = -127154.620464 nChanged 68 SP:Iteration 4Q (1329.068465 sec): 3 clusters Score: Raw -129665.606994 + Penalty 2462.231636 = -127203.375358 nChanged 48 SP:Iteration 5Q (1329.078478 sec): 3 clusters Score: Raw -129692.501545 + Penalty 2462.231636 = -127230.269909 nChanged 31 SP:Iteration 6Q (1329.096760 sec): 3 clusters Score: Raw -129711.339925 + Penalty 2462.231636 = -127249.108289 nChanged 19 SP:Iteration 7Q (1329.106880 sec): 3 clusters Score: Raw -129720.160679 + Penalty 2462.231636 = -127257.929043 nChanged 17 SP:Iteration 8Q (1329.129058 sec): 3 clusters Score: Raw -129726.662006 + Penalty 2462.231636 = -127264.430371 nChanged 10 SP:Iteration 9Q (1329.139195 sec): 3 clusters Score: Raw -129731.418706 + Penalty 2462.231636 = -127269.187070 nChanged 7 SP:Iteration 10Q (1329.156109 sec): 3 clusters Score: Raw -129734.385098 + Penalty 2462.231636 = -127272.153462 nChanged 6 SP:Iteration 11Q (1329.166183 sec): 3 clusters Score: Raw -129736.353975 + Penalty 2462.231636 = -127274.122339 nChanged 8 SP:Iteration 12Q (1329.176067 sec): 3 clusters Score: Raw -129739.997522 + Penalty 2462.231636 = -127277.765886 nChanged 5 SP:Iteration 13Q (1329.186020 sec): 3 clusters Score: Raw -129742.255137 + Penalty 2462.231636 = -127280.023501 nChanged 4 SP:Iteration 14Q (1329.195996 sec): 3 clusters Score: Raw -129743.349330 + Penalty 2462.231636 = -127281.117694 nChanged 2 SP:Iteration 15Q (1329.205939 sec): 3 clusters Score: Raw -129744.155784 + Penalty 2462.231636 = -127281.924149 nChanged 0 SP:Iteration 16F (1329.218404 sec): 3 clusters Score: Raw -129744.155784 + Penalty 2462.231636 = -127281.924149 nChanged 0 Trying to split cluster 21 (5839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1329.239793 sec): 2 clusters Score: Raw -345517.045099 + Penalty 1409.251160 = -344107.793939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1329.268003 sec): 3 clusters Score: Raw -342448.911945 + Penalty 2818.502319 = -339630.409626 nChanged 2446 SP:Iteration 1F (1329.290155 sec): 3 clusters Score: Raw -344005.768939 + Penalty 2818.502319 = -341187.266620 nChanged 515 SP:Iteration 2F (1329.319611 sec): 3 clusters Score: Raw -344405.030199 + Penalty 2818.502319 = -341586.527880 nChanged 455 SP:Iteration 3F (1329.349550 sec): 3 clusters Score: Raw -344805.304063 + Penalty 2818.502319 = -341986.801744 nChanged 481 SP:Iteration 4F (1329.374542 sec): 3 clusters Score: Raw -345248.720662 + Penalty 2818.502319 = -342430.218343 nChanged 418 SP:Iteration 5F (1329.396905 sec): 3 clusters Score: Raw -345620.615898 + Penalty 2818.502319 = -342802.113579 nChanged 331 SP:Iteration 6F (1329.426339 sec): 3 clusters Score: Raw -345902.978210 + Penalty 2818.502319 = -343084.475891 nChanged 249 SP:Iteration 7Q (1329.455991 sec): 3 clusters Score: Raw -346087.852951 + Penalty 2818.502319 = -343269.350632 nChanged 195 SP:Iteration 8Q (1329.505299 sec): 3 clusters Score: Raw -346225.943221 + Penalty 2818.502319 = -343407.440902 nChanged 151 SP:Iteration 9Q (1329.549237 sec): 3 clusters Score: Raw -346318.435385 + Penalty 2818.502319 = -343499.933066 nChanged 95 SP:Iteration 10Q (1329.573672 sec): 3 clusters Score: Raw -346372.307573 + Penalty 2818.502319 = -343553.805254 nChanged 78 SP:Iteration 11Q (1329.598341 sec): 3 clusters Score: Raw -346406.585468 + Penalty 2818.502319 = -343588.083149 nChanged 42 SP:Iteration 12Q (1329.622960 sec): 3 clusters Score: Raw -346427.538170 + Penalty 2818.502319 = -343609.035851 nChanged 38 SP:Iteration 13Q (1329.646877 sec): 3 clusters Score: Raw -346447.016771 + Penalty 2818.502319 = -343628.514452 nChanged 31 SP:Iteration 14Q (1329.669453 sec): 3 clusters Score: Raw -346460.572336 + Penalty 2818.502319 = -343642.070017 nChanged 29 SP:Iteration 15Q (1329.692060 sec): 3 clusters Score: Raw -346469.398485 + Penalty 2818.502319 = -343650.896166 nChanged 17 SP:Iteration 16Q (1329.714341 sec): 3 clusters Score: Raw -346476.795799 + Penalty 2818.502319 = -343658.293480 nChanged 20 SP:Iteration 17Q (1329.736876 sec): 3 clusters Score: Raw -346485.716699 + Penalty 2818.502319 = -343667.214380 nChanged 15 SP:Iteration 18Q (1329.759555 sec): 3 clusters Score: Raw -346492.425663 + Penalty 2818.502319 = -343673.923344 nChanged 21 SP:Iteration 19Q (1329.782094 sec): 3 clusters Score: Raw -346500.554027 + Penalty 2818.502319 = -343682.051708 nChanged 7 SP:Iteration 20F (1329.804764 sec): 3 clusters Score: Raw -346504.051662 + Penalty 2818.502319 = -343685.549343 nChanged 6 SP:Iteration 21Q (1329.827200 sec): 3 clusters Score: Raw -346508.876951 + Penalty 2818.502319 = -343690.374632 nChanged 9 SP:Iteration 22Q (1329.849898 sec): 3 clusters Score: Raw -346511.527222 + Penalty 2818.502319 = -343693.024903 nChanged 2 SP:Iteration 23Q (1329.872406 sec): 3 clusters Score: Raw -346512.353530 + Penalty 2818.502319 = -343693.851210 nChanged 4 SP:Iteration 24Q (1329.894953 sec): 3 clusters Score: Raw -346513.718164 + Penalty 2818.502319 = -343695.215845 nChanged 3 SP:Iteration 25Q (1329.917589 sec): 3 clusters Score: Raw -346514.468810 + Penalty 2818.502319 = -343695.966490 nChanged 1 SP:Iteration 26Q (1329.940107 sec): 3 clusters Score: Raw -346514.809258 + Penalty 2818.502319 = -343696.306939 nChanged 2 SP:Iteration 27Q (1329.962454 sec): 3 clusters Score: Raw -346515.456315 + Penalty 2818.502319 = -343696.953996 nChanged 2 SP:Iteration 28Q (1329.984818 sec): 3 clusters Score: Raw -346516.008109 + Penalty 2818.502319 = -343697.505789 nChanged 2 SP:Iteration 29Q (1330.007344 sec): 3 clusters Score: Raw -346516.545038 + Penalty 2818.502319 = -343698.042719 nChanged 3 SP:Iteration 30Q (1330.030051 sec): 3 clusters Score: Raw -346517.496761 + Penalty 2818.502319 = -343698.994442 nChanged 4 SP:Iteration 31Q (1330.052425 sec): 3 clusters Score: Raw -346518.705011 + Penalty 2818.502319 = -343700.202692 nChanged 2 SP:Iteration 32Q (1330.074880 sec): 3 clusters Score: Raw -346519.485375 + Penalty 2818.502319 = -343700.983055 nChanged 1 SP:Iteration 33Q (1330.097460 sec): 3 clusters Score: Raw -346519.626334 + Penalty 2818.502319 = -343701.124015 nChanged 1 SP:Iteration 34Q (1330.119766 sec): 3 clusters Score: Raw -346520.112899 + Penalty 2818.502319 = -343701.610579 nChanged 0 SP:Iteration 35F (1330.142446 sec): 3 clusters Score: Raw -346520.112899 + Penalty 2818.502319 = -343701.610579 nChanged 0 Trying to split cluster 22 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1330.151192 sec): 2 clusters Score: Raw -18221.144097 + Penalty 938.868503 = -17282.275595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1330.153630 sec): 3 clusters Score: Raw -18238.608091 + Penalty 1877.737005 = -16360.871086 nChanged 50 SP:Iteration 1F (1330.155831 sec): 3 clusters Score: Raw -18354.805901 + Penalty 1877.737005 = -16477.068896 nChanged 12 SP:Iteration 2Q (1330.157987 sec): 3 clusters Score: Raw -18388.157716 + Penalty 1877.737005 = -16510.420711 nChanged 4 SP:Iteration 3Q (1330.160204 sec): 3 clusters Score: Raw -18394.073325 + Penalty 1877.737005 = -16516.336320 nChanged 0 SP:Iteration 4F (1330.162425 sec): 3 clusters Score: Raw -18394.073325 + Penalty 1877.737005 = -16516.336320 nChanged 0 Trying to split cluster 23 (2439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1330.178617 sec): 2 clusters Score: Raw -140771.341578 + Penalty 1267.393302 = -139503.948276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1330.191459 sec): 3 clusters Score: Raw -139663.321800 + Penalty 2534.786604 = -137128.535196 nChanged 871 SP:Iteration 1F (1330.203630 sec): 3 clusters Score: Raw -140239.592878 + Penalty 2534.786604 = -137704.806273 nChanged 208 SP:Iteration 2F (1330.215712 sec): 3 clusters Score: Raw -140443.479104 + Penalty 2534.786604 = -137908.692499 nChanged 158 SP:Iteration 3F (1330.227854 sec): 3 clusters Score: Raw -140624.180549 + Penalty 2534.786604 = -138089.393945 nChanged 134 SP:Iteration 4F (1330.240082 sec): 3 clusters Score: Raw -140759.757260 + Penalty 2534.786604 = -138224.970655 nChanged 124 SP:Iteration 5F (1330.252203 sec): 3 clusters Score: Raw -140881.246012 + Penalty 2534.786604 = -138346.459407 nChanged 104 SP:Iteration 6Q (1330.264262 sec): 3 clusters Score: Raw -140980.843768 + Penalty 2534.786604 = -138446.057164 nChanged 98 SP:Iteration 7Q (1330.276120 sec): 3 clusters Score: Raw -141063.479754 + Penalty 2534.786604 = -138528.693150 nChanged 69 SP:Iteration 8Q (1330.288099 sec): 3 clusters Score: Raw -141106.629372 + Penalty 2534.786604 = -138571.842768 nChanged 47 SP:Iteration 9Q (1330.300065 sec): 3 clusters Score: Raw -141140.532027 + Penalty 2534.786604 = -138605.745423 nChanged 46 SP:Iteration 10Q (1330.312046 sec): 3 clusters Score: Raw -141174.733721 + Penalty 2534.786604 = -138639.947116 nChanged 40 SP:Iteration 11Q (1330.323960 sec): 3 clusters Score: Raw -141218.517674 + Penalty 2534.786604 = -138683.731069 nChanged 48 SP:Iteration 12Q (1330.335768 sec): 3 clusters Score: Raw -141264.245264 + Penalty 2534.786604 = -138729.458659 nChanged 43 SP:Iteration 13Q (1330.347612 sec): 3 clusters Score: Raw -141299.422418 + Penalty 2534.786604 = -138764.635814 nChanged 44 SP:Iteration 14Q (1330.359502 sec): 3 clusters Score: Raw -141337.056840 + Penalty 2534.786604 = -138802.270236 nChanged 31 SP:Iteration 15Q (1330.371378 sec): 3 clusters Score: Raw -141363.258824 + Penalty 2534.786604 = -138828.472220 nChanged 24 SP:Iteration 16Q (1330.383217 sec): 3 clusters Score: Raw -141385.981921 + Penalty 2534.786604 = -138851.195316 nChanged 33 SP:Iteration 17Q (1330.394917 sec): 3 clusters Score: Raw -141405.858248 + Penalty 2534.786604 = -138871.071643 nChanged 24 SP:Iteration 18Q (1330.406746 sec): 3 clusters Score: Raw -141420.050389 + Penalty 2534.786604 = -138885.263785 nChanged 17 SP:Iteration 19Q (1330.418597 sec): 3 clusters Score: Raw -141428.042774 + Penalty 2534.786604 = -138893.256170 nChanged 15 SP:Iteration 20F (1330.430620 sec): 3 clusters Score: Raw -141435.076044 + Penalty 2534.786604 = -138900.289439 nChanged 14 SP:Iteration 21Q (1330.442270 sec): 3 clusters Score: Raw -141444.323316 + Penalty 2534.786604 = -138909.536712 nChanged 14 SP:Iteration 22Q (1330.454087 sec): 3 clusters Score: Raw -141454.384831 + Penalty 2534.786604 = -138919.598227 nChanged 18 SP:Iteration 23Q (1330.465878 sec): 3 clusters Score: Raw -141471.241033 + Penalty 2534.786604 = -138936.454428 nChanged 19 SP:Iteration 24Q (1330.477666 sec): 3 clusters Score: Raw -141508.911638 + Penalty 2534.786604 = -138974.125034 nChanged 20 SP:Iteration 25Q (1330.489409 sec): 3 clusters Score: Raw -141571.762321 + Penalty 2534.786604 = -139036.975717 nChanged 31 SP:Iteration 26Q (1330.501225 sec): 3 clusters Score: Raw -141647.222872 + Penalty 2534.786604 = -139112.436267 nChanged 31 SP:Iteration 27Q (1330.512885 sec): 3 clusters Score: Raw -141673.546275 + Penalty 2534.786604 = -139138.759670 nChanged 23 SP:Iteration 28Q (1330.524443 sec): 3 clusters Score: Raw -141690.862355 + Penalty 2534.786604 = -139156.075751 nChanged 15 SP:Iteration 29Q (1330.536074 sec): 3 clusters Score: Raw -141699.016627 + Penalty 2534.786604 = -139164.230022 nChanged 7 SP:Iteration 30Q (1330.547698 sec): 3 clusters Score: Raw -141702.291952 + Penalty 2534.786604 = -139167.505348 nChanged 4 SP:Iteration 31Q (1330.559326 sec): 3 clusters Score: Raw -141703.140959 + Penalty 2534.786604 = -139168.354354 nChanged 2 SP:Iteration 32Q (1330.570813 sec): 3 clusters Score: Raw -141704.126585 + Penalty 2534.786604 = -139169.339981 nChanged 3 SP:Iteration 33Q (1330.582478 sec): 3 clusters Score: Raw -141706.228839 + Penalty 2534.786604 = -139171.442234 nChanged 4 SP:Iteration 34Q (1330.594125 sec): 3 clusters Score: Raw -141708.449115 + Penalty 2534.786604 = -139173.662511 nChanged 3 SP:Iteration 35Q (1330.605813 sec): 3 clusters Score: Raw -141710.822532 + Penalty 2534.786604 = -139176.035928 nChanged 2 SP:Iteration 36Q (1330.617409 sec): 3 clusters Score: Raw -141713.501685 + Penalty 2534.786604 = -139178.715081 nChanged 4 SP:Iteration 37Q (1330.629042 sec): 3 clusters Score: Raw -141717.210320 + Penalty 2534.786604 = -139182.423716 nChanged 6 SP:Iteration 38Q (1330.640705 sec): 3 clusters Score: Raw -141725.252932 + Penalty 2534.786604 = -139190.466328 nChanged 7 SP:Iteration 39Q (1330.652265 sec): 3 clusters Score: Raw -141740.769683 + Penalty 2534.786604 = -139205.983079 nChanged 12 SP:Iteration 40F (1330.664410 sec): 3 clusters Score: Raw -141754.060999 + Penalty 2534.786604 = -139219.274395 nChanged 12 SP:Iteration 41Q (1330.676059 sec): 3 clusters Score: Raw -141760.962561 + Penalty 2534.786604 = -139226.175957 nChanged 11 SP:Iteration 42Q (1330.687736 sec): 3 clusters Score: Raw -141765.701930 + Penalty 2534.786604 = -139230.915325 nChanged 9 SP:Iteration 43Q (1330.699341 sec): 3 clusters Score: Raw -141769.987749 + Penalty 2534.786604 = -139235.201144 nChanged 8 SP:Iteration 44Q (1330.711125 sec): 3 clusters Score: Raw -141774.699451 + Penalty 2534.786604 = -139239.912847 nChanged 3 SP:Iteration 45Q (1330.722768 sec): 3 clusters Score: Raw -141778.963197 + Penalty 2534.786604 = -139244.176592 nChanged 7 SP:Iteration 46Q (1330.734424 sec): 3 clusters Score: Raw -141784.316295 + Penalty 2534.786604 = -139249.529691 nChanged 5 SP:Iteration 47Q (1330.745983 sec): 3 clusters Score: Raw -141786.559028 + Penalty 2534.786604 = -139251.772424 nChanged 2 SP:Iteration 48Q (1330.757581 sec): 3 clusters Score: Raw -141787.169522 + Penalty 2534.786604 = -139252.382918 nChanged 1 SP:Iteration 49Q (1330.769301 sec): 3 clusters Score: Raw -141788.239839 + Penalty 2534.786604 = -139253.453234 nChanged 0 SP:Iteration 50F (1330.781371 sec): 3 clusters Score: Raw -141788.239839 + Penalty 2534.786604 = -139253.453234 nChanged 0 Trying to split cluster 24 (65521 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1330.881891 sec): 2 clusters Score: Raw -4424586.204493 + Penalty 1802.145472 = -4422784.059022 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1331.027537 sec): 3 clusters Score: Raw -4382497.427666 + Penalty 3604.290944 = -4378893.136723 nChanged 31134 SP:Iteration 1F (1331.136618 sec): 3 clusters Score: Raw -4401362.142000 + Penalty 3604.290944 = -4397757.851056 nChanged 3627 SP:Iteration 2F (1331.243951 sec): 3 clusters Score: Raw -4403028.480311 + Penalty 3604.290944 = -4399424.189367 nChanged 3922 SP:Iteration 3F (1331.351328 sec): 3 clusters Score: Raw -4405168.539371 + Penalty 3604.290944 = -4401564.248427 nChanged 4161 SP:Iteration 4F (1331.480164 sec): 3 clusters Score: Raw -4407733.982308 + Penalty 3604.290944 = -4404129.691364 nChanged 4230 SP:Iteration 5F (1331.613738 sec): 3 clusters Score: Raw -4410685.208758 + Penalty 3604.290944 = -4407080.917814 nChanged 3887 SP:Iteration 6F (1331.721368 sec): 3 clusters Score: Raw -4413658.074141 + Penalty 3604.290944 = -4410053.783198 nChanged 3364 SP:Iteration 7F (1331.828658 sec): 3 clusters Score: Raw -4416249.119127 + Penalty 3604.290944 = -4412644.828183 nChanged 2669 SP:Iteration 8Q (1331.939455 sec): 3 clusters Score: Raw -4418190.083802 + Penalty 3604.290944 = -4414585.792858 nChanged 2094 SP:Iteration 9Q (1332.047135 sec): 3 clusters Score: Raw -4419569.364958 + Penalty 3604.290944 = -4415965.074015 nChanged 1592 SP:Iteration 10Q (1332.172740 sec): 3 clusters Score: Raw -4420442.808851 + Penalty 3604.290944 = -4416838.517907 nChanged 1207 SP:Iteration 11Q (1332.288976 sec): 3 clusters Score: Raw -4420983.250024 + Penalty 3604.290944 = -4417378.959080 nChanged 1007 SP:Iteration 12Q (1332.391806 sec): 3 clusters Score: Raw -4421394.175594 + Penalty 3604.290944 = -4417789.884650 nChanged 896 SP:Iteration 13Q (1332.512287 sec): 3 clusters Score: Raw -4421739.133788 + Penalty 3604.290944 = -4418134.842845 nChanged 832 SP:Iteration 14Q (1332.615545 sec): 3 clusters Score: Raw -4422048.823353 + Penalty 3604.290944 = -4418444.532409 nChanged 784 SP:Iteration 15Q (1332.713102 sec): 3 clusters Score: Raw -4422348.889028 + Penalty 3604.290944 = -4418744.598084 nChanged 781 SP:Iteration 16Q (1332.809989 sec): 3 clusters Score: Raw -4422679.719850 + Penalty 3604.290944 = -4419075.428906 nChanged 736 SP:Iteration 17Q (1332.905850 sec): 3 clusters Score: Raw -4422993.534695 + Penalty 3604.290944 = -4419389.243751 nChanged 665 SP:Iteration 18Q (1333.000871 sec): 3 clusters Score: Raw -4423271.937019 + Penalty 3604.290944 = -4419667.646076 nChanged 599 SP:Iteration 19Q (1333.132779 sec): 3 clusters Score: Raw -4423526.562107 + Penalty 3604.290944 = -4419922.271163 nChanged 531 SP:Iteration 20F (1333.241264 sec): 3 clusters Score: Raw -4423744.738414 + Penalty 3604.290944 = -4420140.447470 nChanged 459 SP:Iteration 21Q (1333.347845 sec): 3 clusters Score: Raw -4423927.931376 + Penalty 3604.290944 = -4420323.640432 nChanged 414 SP:Iteration 22Q (1333.453060 sec): 3 clusters Score: Raw -4424095.587551 + Penalty 3604.290944 = -4420491.296607 nChanged 358 SP:Iteration 23Q (1333.546033 sec): 3 clusters Score: Raw -4424243.590055 + Penalty 3604.290944 = -4420639.299111 nChanged 334 SP:Iteration 24Q (1333.636730 sec): 3 clusters Score: Raw -4424382.974489 + Penalty 3604.290944 = -4420778.683545 nChanged 277 SP:Iteration 25Q (1333.733983 sec): 3 clusters Score: Raw -4424500.164614 + Penalty 3604.290944 = -4420895.873670 nChanged 230 SP:Iteration 26Q (1333.823774 sec): 3 clusters Score: Raw -4424595.922902 + Penalty 3604.290944 = -4420991.631959 nChanged 174 SP:Iteration 27Q (1333.913482 sec): 3 clusters Score: Raw -4424664.215203 + Penalty 3604.290944 = -4421059.924259 nChanged 151 SP:Iteration 28Q (1334.002384 sec): 3 clusters Score: Raw -4424715.945061 + Penalty 3604.290944 = -4421111.654117 nChanged 125 SP:Iteration 29Q (1334.091197 sec): 3 clusters Score: Raw -4424761.189028 + Penalty 3604.290944 = -4421156.898084 nChanged 104 SP:Iteration 30Q (1334.179805 sec): 3 clusters Score: Raw -4424796.826552 + Penalty 3604.290944 = -4421192.535608 nChanged 96 SP:Iteration 31Q (1334.267003 sec): 3 clusters Score: Raw -4424837.910366 + Penalty 3604.290944 = -4421233.619423 nChanged 96 SP:Iteration 32Q (1334.357326 sec): 3 clusters Score: Raw -4424875.153296 + Penalty 3604.290944 = -4421270.862352 nChanged 69 SP:Iteration 33Q (1334.445722 sec): 3 clusters Score: Raw -4424908.049697 + Penalty 3604.290944 = -4421303.758753 nChanged 72 SP:Iteration 34Q (1334.534355 sec): 3 clusters Score: Raw -4424941.717337 + Penalty 3604.290944 = -4421337.426393 nChanged 56 SP:Iteration 35Q (1334.622415 sec): 3 clusters Score: Raw -4424968.561655 + Penalty 3604.290944 = -4421364.270711 nChanged 68 SP:Iteration 36Q (1334.710202 sec): 3 clusters Score: Raw -4424993.342544 + Penalty 3604.290944 = -4421389.051601 nChanged 50 SP:Iteration 37Q (1334.798136 sec): 3 clusters Score: Raw -4425011.622495 + Penalty 3604.290944 = -4421407.331551 nChanged 40 SP:Iteration 38Q (1334.885662 sec): 3 clusters Score: Raw -4425026.270989 + Penalty 3604.290944 = -4421421.980045 nChanged 31 SP:Iteration 39Q (1334.972973 sec): 3 clusters Score: Raw -4425036.814630 + Penalty 3604.290944 = -4421432.523686 nChanged 23 SP:Iteration 40F (1335.079543 sec): 3 clusters Score: Raw -4425046.956022 + Penalty 3604.290944 = -4421442.665079 nChanged 23 SP:Iteration 41Q (1335.167112 sec): 3 clusters Score: Raw -4425056.354402 + Penalty 3604.290944 = -4421452.063459 nChanged 24 SP:Iteration 42Q (1335.254724 sec): 3 clusters Score: Raw -4425066.351890 + Penalty 3604.290944 = -4421462.060946 nChanged 29 SP:Iteration 43Q (1335.344008 sec): 3 clusters Score: Raw -4425079.808705 + Penalty 3604.290944 = -4421475.517761 nChanged 30 SP:Iteration 44Q (1335.431683 sec): 3 clusters Score: Raw -4425097.985472 + Penalty 3604.290944 = -4421493.694528 nChanged 33 SP:Iteration 45Q (1335.518844 sec): 3 clusters Score: Raw -4425114.044511 + Penalty 3604.290944 = -4421509.753567 nChanged 27 SP:Iteration 46Q (1335.606854 sec): 3 clusters Score: Raw -4425124.314956 + Penalty 3604.290944 = -4421520.024012 nChanged 33 SP:Iteration 47Q (1335.693635 sec): 3 clusters Score: Raw -4425136.550584 + Penalty 3604.290944 = -4421532.259641 nChanged 29 SP:Iteration 48Q (1335.780377 sec): 3 clusters Score: Raw -4425146.496241 + Penalty 3604.290944 = -4421542.205297 nChanged 24 SP:Iteration 49Q (1335.867059 sec): 3 clusters Score: Raw -4425152.970361 + Penalty 3604.290944 = -4421548.679417 nChanged 15 SP:Iteration 50Q (1335.953815 sec): 3 clusters Score: Raw -4425158.988922 + Penalty 3604.290944 = -4421554.697978 nChanged 15 SP:Iteration 51Q (1336.040404 sec): 3 clusters Score: Raw -4425164.731286 + Penalty 3604.290944 = -4421560.440342 nChanged 20 SP:Iteration 52Q (1336.127178 sec): 3 clusters Score: Raw -4425170.649876 + Penalty 3604.290944 = -4421566.358932 nChanged 14 SP:Iteration 53Q (1336.213795 sec): 3 clusters Score: Raw -4425175.132283 + Penalty 3604.290944 = -4421570.841340 nChanged 17 SP:Iteration 54Q (1336.300420 sec): 3 clusters Score: Raw -4425180.642439 + Penalty 3604.290944 = -4421576.351495 nChanged 16 SP:Iteration 55Q (1336.386984 sec): 3 clusters Score: Raw -4425185.744632 + Penalty 3604.290944 = -4421581.453688 nChanged 16 SP:Iteration 56Q (1336.485967 sec): 3 clusters Score: Raw -4425189.841276 + Penalty 3604.290944 = -4421585.550332 nChanged 12 SP:Iteration 57Q (1336.572709 sec): 3 clusters Score: Raw -4425193.368030 + Penalty 3604.290944 = -4421589.077087 nChanged 14 SP:Iteration 58Q (1336.659329 sec): 3 clusters Score: Raw -4425197.174976 + Penalty 3604.290944 = -4421592.884032 nChanged 20 SP:Iteration 59Q (1336.757531 sec): 3 clusters Score: Raw -4425204.640695 + Penalty 3604.290944 = -4421600.349751 nChanged 22 SP:Iteration 60F (1336.863485 sec): 3 clusters Score: Raw -4425211.153042 + Penalty 3604.290944 = -4421606.862098 nChanged 22 SP:Iteration 61Q (1336.951298 sec): 3 clusters Score: Raw -4425218.161960 + Penalty 3604.290944 = -4421613.871016 nChanged 17 SP:Iteration 62Q (1337.039119 sec): 3 clusters Score: Raw -4425222.982917 + Penalty 3604.290944 = -4421618.691973 nChanged 14 SP:Iteration 63Q (1337.126142 sec): 3 clusters Score: Raw -4425229.696942 + Penalty 3604.290944 = -4421625.405998 nChanged 14 SP:Iteration 64Q (1337.236988 sec): 3 clusters Score: Raw -4425232.753221 + Penalty 3604.290944 = -4421628.462278 nChanged 9 SP:Iteration 65Q (1337.324744 sec): 3 clusters Score: Raw -4425235.254637 + Penalty 3604.290944 = -4421630.963694 nChanged 6 SP:Iteration 66Q (1337.412197 sec): 3 clusters Score: Raw -4425236.616078 + Penalty 3604.290944 = -4421632.325134 nChanged 8 SP:Iteration 67Q (1337.499881 sec): 3 clusters Score: Raw -4425239.366517 + Penalty 3604.290944 = -4421635.075574 nChanged 9 SP:Iteration 68Q (1337.587824 sec): 3 clusters Score: Raw -4425241.480442 + Penalty 3604.290944 = -4421637.189498 nChanged 2 SP:Iteration 69Q (1337.674904 sec): 3 clusters Score: Raw -4425241.749164 + Penalty 3604.290944 = -4421637.458220 nChanged 0 SP:Iteration 70F (1337.781560 sec): 3 clusters Score: Raw -4425241.749164 + Penalty 3604.290944 = -4421637.458220 nChanged 0 Trying to split cluster 25 (10346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1337.797617 sec): 2 clusters Score: Raw -714575.950071 + Penalty 1502.207728 = -713073.742342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1337.829684 sec): 3 clusters Score: Raw -708638.017505 + Penalty 3004.415456 = -705633.602048 nChanged 4503 SP:Iteration 1F (1337.859574 sec): 3 clusters Score: Raw -711019.263909 + Penalty 3004.415456 = -708014.848453 nChanged 604 SP:Iteration 2F (1337.887615 sec): 3 clusters Score: Raw -711297.595822 + Penalty 3004.415456 = -708293.180366 nChanged 540 SP:Iteration 3F (1337.915401 sec): 3 clusters Score: Raw -711536.413554 + Penalty 3004.415456 = -708531.998097 nChanged 550 SP:Iteration 4F (1337.943444 sec): 3 clusters Score: Raw -711780.771674 + Penalty 3004.415456 = -708776.356217 nChanged 513 SP:Iteration 5Q (1337.971688 sec): 3 clusters Score: Raw -712032.149525 + Penalty 3004.415456 = -709027.734069 nChanged 573 SP:Iteration 6F (1337.999645 sec): 3 clusters Score: Raw -712351.471303 + Penalty 3004.415456 = -709347.055847 nChanged 572 SP:Iteration 7F (1338.027581 sec): 3 clusters Score: Raw -712691.769256 + Penalty 3004.415456 = -709687.353800 nChanged 537 SP:Iteration 8F (1338.055448 sec): 3 clusters Score: Raw -713004.304660 + Penalty 3004.415456 = -709999.889203 nChanged 450 SP:Iteration 9Q (1338.085514 sec): 3 clusters Score: Raw -713259.872995 + Penalty 3004.415456 = -710255.457538 nChanged 416 SP:Iteration 10Q (1338.115474 sec): 3 clusters Score: Raw -713505.165106 + Penalty 3004.415456 = -710500.749650 nChanged 357 SP:Iteration 11Q (1338.143624 sec): 3 clusters Score: Raw -713709.021339 + Penalty 3004.415456 = -710704.605883 nChanged 328 SP:Iteration 12Q (1338.174401 sec): 3 clusters Score: Raw -713887.493172 + Penalty 3004.415456 = -710883.077716 nChanged 239 SP:Iteration 13Q (1338.203530 sec): 3 clusters Score: Raw -714015.171307 + Penalty 3004.415456 = -711010.755850 nChanged 215 SP:Iteration 14Q (1338.231560 sec): 3 clusters Score: Raw -714141.431856 + Penalty 3004.415456 = -711137.016399 nChanged 200 SP:Iteration 15Q (1338.262291 sec): 3 clusters Score: Raw -714269.367034 + Penalty 3004.415456 = -711264.951578 nChanged 180 SP:Iteration 16Q (1338.291479 sec): 3 clusters Score: Raw -714377.265205 + Penalty 3004.415456 = -711372.849748 nChanged 147 SP:Iteration 17Q (1338.319127 sec): 3 clusters Score: Raw -714474.808571 + Penalty 3004.415456 = -711470.393114 nChanged 115 SP:Iteration 18Q (1338.350189 sec): 3 clusters Score: Raw -714559.166552 + Penalty 3004.415456 = -711554.751095 nChanged 106 SP:Iteration 19Q (1338.379894 sec): 3 clusters Score: Raw -714647.385310 + Penalty 3004.415456 = -711642.969853 nChanged 100 SP:Iteration 20F (1338.408047 sec): 3 clusters Score: Raw -714752.773554 + Penalty 3004.415456 = -711748.358097 nChanged 84 SP:Iteration 21Q (1338.434541 sec): 3 clusters Score: Raw -714870.838579 + Penalty 3004.415456 = -711866.423123 nChanged 85 SP:Iteration 22Q (1338.460413 sec): 3 clusters Score: Raw -714966.101353 + Penalty 3004.415456 = -711961.685897 nChanged 55 SP:Iteration 23Q (1338.485790 sec): 3 clusters Score: Raw -715027.489831 + Penalty 3004.415456 = -712023.074374 nChanged 62 SP:Iteration 24Q (1338.511236 sec): 3 clusters Score: Raw -715087.258753 + Penalty 3004.415456 = -712082.843297 nChanged 50 SP:Iteration 25Q (1338.536478 sec): 3 clusters Score: Raw -715123.932371 + Penalty 3004.415456 = -712119.516915 nChanged 51 SP:Iteration 26Q (1338.561781 sec): 3 clusters Score: Raw -715153.536525 + Penalty 3004.415456 = -712149.121069 nChanged 42 SP:Iteration 27Q (1338.587182 sec): 3 clusters Score: Raw -715178.004794 + Penalty 3004.415456 = -712173.589338 nChanged 36 SP:Iteration 28Q (1338.611972 sec): 3 clusters Score: Raw -715199.787011 + Penalty 3004.415456 = -712195.371554 nChanged 29 SP:Iteration 29Q (1338.637019 sec): 3 clusters Score: Raw -715211.811859 + Penalty 3004.415456 = -712207.396402 nChanged 12 SP:Iteration 30Q (1338.662138 sec): 3 clusters Score: Raw -715215.675231 + Penalty 3004.415456 = -712211.259774 nChanged 10 SP:Iteration 31Q (1338.689242 sec): 3 clusters Score: Raw -715218.327635 + Penalty 3004.415456 = -712213.912179 nChanged 4 SP:Iteration 32Q (1338.717709 sec): 3 clusters Score: Raw -715219.666556 + Penalty 3004.415456 = -712215.251100 nChanged 4 SP:Iteration 33Q (1338.742814 sec): 3 clusters Score: Raw -715220.279199 + Penalty 3004.415456 = -712215.863743 nChanged 4 SP:Iteration 34Q (1338.768033 sec): 3 clusters Score: Raw -715221.222644 + Penalty 3004.415456 = -712216.807187 nChanged 2 SP:Iteration 35Q (1338.792996 sec): 3 clusters Score: Raw -715221.864523 + Penalty 3004.415456 = -712217.449067 nChanged 5 SP:Iteration 36Q (1338.817885 sec): 3 clusters Score: Raw -715223.367521 + Penalty 3004.415456 = -712218.952065 nChanged 2 SP:Iteration 37Q (1338.845410 sec): 3 clusters Score: Raw -715223.699781 + Penalty 3004.415456 = -712219.284325 nChanged 0 SP:Iteration 38F (1338.873564 sec): 3 clusters Score: Raw -715223.699781 + Penalty 3004.415456 = -712219.284325 nChanged 0 Trying to split cluster 26 (3324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1338.897606 sec): 2 clusters Score: Raw -219805.099346 + Penalty 1317.700175 = -218487.399171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1338.914702 sec): 3 clusters Score: Raw -218202.516890 + Penalty 2635.400351 = -215567.116539 nChanged 1270 SP:Iteration 1F (1338.930884 sec): 3 clusters Score: Raw -218945.832318 + Penalty 2635.400351 = -216310.431968 nChanged 249 SP:Iteration 2F (1338.956811 sec): 3 clusters Score: Raw -219110.027930 + Penalty 2635.400351 = -216474.627579 nChanged 185 SP:Iteration 3F (1338.973078 sec): 3 clusters Score: Raw -219252.016248 + Penalty 2635.400351 = -216616.615897 nChanged 167 SP:Iteration 4F (1338.995530 sec): 3 clusters Score: Raw -219403.328004 + Penalty 2635.400351 = -216767.927653 nChanged 163 SP:Iteration 5Q (1339.011637 sec): 3 clusters Score: Raw -219557.846425 + Penalty 2635.400351 = -216922.446074 nChanged 178 SP:Iteration 6F (1339.027766 sec): 3 clusters Score: Raw -219718.639836 + Penalty 2635.400351 = -217083.239485 nChanged 150 SP:Iteration 7Q (1339.043665 sec): 3 clusters Score: Raw -219860.845581 + Penalty 2635.400351 = -217225.445231 nChanged 133 SP:Iteration 8Q (1339.059499 sec): 3 clusters Score: Raw -219968.248932 + Penalty 2635.400351 = -217332.848581 nChanged 84 SP:Iteration 9Q (1339.075256 sec): 3 clusters Score: Raw -220030.948951 + Penalty 2635.400351 = -217395.548600 nChanged 80 SP:Iteration 10Q (1339.091172 sec): 3 clusters Score: Raw -220090.346019 + Penalty 2635.400351 = -217454.945669 nChanged 72 SP:Iteration 11Q (1339.106856 sec): 3 clusters Score: Raw -220132.839635 + Penalty 2635.400351 = -217497.439284 nChanged 60 SP:Iteration 12Q (1339.122588 sec): 3 clusters Score: Raw -220171.430337 + Penalty 2635.400351 = -217536.029987 nChanged 55 SP:Iteration 13Q (1339.145573 sec): 3 clusters Score: Raw -220213.746624 + Penalty 2635.400351 = -217578.346273 nChanged 65 SP:Iteration 14Q (1339.161530 sec): 3 clusters Score: Raw -220263.764390 + Penalty 2635.400351 = -217628.364039 nChanged 56 SP:Iteration 15Q (1339.177148 sec): 3 clusters Score: Raw -220293.090254 + Penalty 2635.400351 = -217657.689904 nChanged 43 SP:Iteration 16Q (1339.192894 sec): 3 clusters Score: Raw -220316.196149 + Penalty 2635.400351 = -217680.795798 nChanged 31 SP:Iteration 17Q (1339.207562 sec): 3 clusters Score: Raw -220331.441146 + Penalty 2635.400351 = -217696.040795 nChanged 26 SP:Iteration 18Q (1339.234332 sec): 3 clusters Score: Raw -220340.809115 + Penalty 2635.400351 = -217705.408764 nChanged 22 SP:Iteration 19Q (1339.249945 sec): 3 clusters Score: Raw -220353.097233 + Penalty 2635.400351 = -217717.696882 nChanged 19 SP:Iteration 20F (1339.268747 sec): 3 clusters Score: Raw -220362.165489 + Penalty 2635.400351 = -217726.765138 nChanged 24 SP:Iteration 21Q (1339.284566 sec): 3 clusters Score: Raw -220371.947581 + Penalty 2635.400351 = -217736.547231 nChanged 16 SP:Iteration 22Q (1339.300200 sec): 3 clusters Score: Raw -220377.200930 + Penalty 2635.400351 = -217741.800579 nChanged 11 SP:Iteration 23Q (1339.315758 sec): 3 clusters Score: Raw -220380.626829 + Penalty 2635.400351 = -217745.226479 nChanged 4 SP:Iteration 24Q (1339.330630 sec): 3 clusters Score: Raw -220381.779098 + Penalty 2635.400351 = -217746.378747 nChanged 2 SP:Iteration 25Q (1339.357603 sec): 3 clusters Score: Raw -220382.350399 + Penalty 2635.400351 = -217746.950049 nChanged 2 SP:Iteration 26Q (1339.373220 sec): 3 clusters Score: Raw -220383.541152 + Penalty 2635.400351 = -217748.140801 nChanged 3 SP:Iteration 27Q (1339.391964 sec): 3 clusters Score: Raw -220384.393233 + Penalty 2635.400351 = -217748.992882 nChanged 5 SP:Iteration 28Q (1339.407779 sec): 3 clusters Score: Raw -220385.823624 + Penalty 2635.400351 = -217750.423273 nChanged 11 SP:Iteration 29Q (1339.423427 sec): 3 clusters Score: Raw -220389.612711 + Penalty 2635.400351 = -217754.212360 nChanged 11 SP:Iteration 30Q (1339.439079 sec): 3 clusters Score: Raw -220391.934476 + Penalty 2635.400351 = -217756.534126 nChanged 8 SP:Iteration 31Q (1339.454102 sec): 3 clusters Score: Raw -220393.442803 + Penalty 2635.400351 = -217758.042452 nChanged 6 SP:Iteration 32Q (1339.481095 sec): 3 clusters Score: Raw -220394.373582 + Penalty 2635.400351 = -217758.973231 nChanged 11 SP:Iteration 33Q (1339.496677 sec): 3 clusters Score: Raw -220398.344657 + Penalty 2635.400351 = -217762.944306 nChanged 9 SP:Iteration 34Q (1339.516391 sec): 3 clusters Score: Raw -220401.152939 + Penalty 2635.400351 = -217765.752589 nChanged 9 SP:Iteration 35Q (1339.532084 sec): 3 clusters Score: Raw -220404.437097 + Penalty 2635.400351 = -217769.036747 nChanged 11 SP:Iteration 36Q (1339.547564 sec): 3 clusters Score: Raw -220407.955766 + Penalty 2635.400351 = -217772.555415 nChanged 11 SP:Iteration 37Q (1339.563223 sec): 3 clusters Score: Raw -220412.686433 + Penalty 2635.400351 = -217777.286083 nChanged 15 SP:Iteration 38Q (1339.577849 sec): 3 clusters Score: Raw -220417.045034 + Penalty 2635.400351 = -217781.644683 nChanged 9 SP:Iteration 39Q (1339.606413 sec): 3 clusters Score: Raw -220419.485313 + Penalty 2635.400351 = -217784.084962 nChanged 7 SP:Iteration 40F (1339.632193 sec): 3 clusters Score: Raw -220421.167240 + Penalty 2635.400351 = -217785.766889 nChanged 6 SP:Iteration 41Q (1339.648030 sec): 3 clusters Score: Raw -220422.682833 + Penalty 2635.400351 = -217787.282482 nChanged 3 SP:Iteration 42Q (1339.663682 sec): 3 clusters Score: Raw -220423.080953 + Penalty 2635.400351 = -217787.680602 nChanged 0 SP:Iteration 43F (1339.679799 sec): 3 clusters Score: Raw -220423.080953 + Penalty 2635.400351 = -217787.680602 nChanged 0 Trying to split cluster 27 (8395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1339.702571 sec): 2 clusters Score: Raw -545224.883872 + Penalty 1468.251130 = -543756.632742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1339.731273 sec): 3 clusters Score: Raw -540612.322686 + Penalty 2936.502260 = -537675.820426 nChanged 3575 SP:Iteration 1F (1339.756380 sec): 3 clusters Score: Raw -542432.469803 + Penalty 2936.502260 = -539495.967543 nChanged 484 SP:Iteration 2F (1339.781583 sec): 3 clusters Score: Raw -542611.963754 + Penalty 2936.502260 = -539675.461494 nChanged 357 SP:Iteration 3Q (1339.806407 sec): 3 clusters Score: Raw -542737.335081 + Penalty 2936.502260 = -539800.832821 nChanged 292 SP:Iteration 4Q (1339.831797 sec): 3 clusters Score: Raw -542842.434027 + Penalty 2936.502260 = -539905.931767 nChanged 273 SP:Iteration 5Q (1339.859112 sec): 3 clusters Score: Raw -542938.721850 + Penalty 2936.502260 = -540002.219590 nChanged 255 SP:Iteration 6Q (1339.885533 sec): 3 clusters Score: Raw -543048.937256 + Penalty 2936.502260 = -540112.434996 nChanged 272 SP:Iteration 7Q (1339.916583 sec): 3 clusters Score: Raw -543172.816677 + Penalty 2936.502260 = -540236.314417 nChanged 277 SP:Iteration 8Q (1339.941769 sec): 3 clusters Score: Raw -543300.605874 + Penalty 2936.502260 = -540364.103614 nChanged 281 SP:Iteration 9Q (1339.967381 sec): 3 clusters Score: Raw -543426.191731 + Penalty 2936.502260 = -540489.689471 nChanged 283 SP:Iteration 10Q (1339.992305 sec): 3 clusters Score: Raw -543556.267861 + Penalty 2936.502260 = -540619.765601 nChanged 259 SP:Iteration 11Q (1340.017555 sec): 3 clusters Score: Raw -543675.113244 + Penalty 2936.502260 = -540738.610984 nChanged 274 SP:Iteration 12Q (1340.045319 sec): 3 clusters Score: Raw -543811.501146 + Penalty 2936.502260 = -540874.998886 nChanged 286 SP:Iteration 13Q (1340.071493 sec): 3 clusters Score: Raw -543957.718079 + Penalty 2936.502260 = -541021.215819 nChanged 281 SP:Iteration 14Q (1340.102785 sec): 3 clusters Score: Raw -544117.459104 + Penalty 2936.502260 = -541180.956844 nChanged 271 SP:Iteration 15Q (1340.133934 sec): 3 clusters Score: Raw -544296.215597 + Penalty 2936.502260 = -541359.713337 nChanged 287 SP:Iteration 16Q (1340.169980 sec): 3 clusters Score: Raw -544459.463328 + Penalty 2936.502260 = -541522.961068 nChanged 251 SP:Iteration 17Q (1340.197808 sec): 3 clusters Score: Raw -544586.823920 + Penalty 2936.502260 = -541650.321660 nChanged 220 SP:Iteration 18Q (1340.222940 sec): 3 clusters Score: Raw -544687.768662 + Penalty 2936.502260 = -541751.266401 nChanged 186 SP:Iteration 19Q (1340.248045 sec): 3 clusters Score: Raw -544775.112735 + Penalty 2936.502260 = -541838.610475 nChanged 198 SP:Iteration 20F (1340.272833 sec): 3 clusters Score: Raw -544859.630350 + Penalty 2936.502260 = -541923.128090 nChanged 163 SP:Iteration 21Q (1340.297620 sec): 3 clusters Score: Raw -544913.311731 + Penalty 2936.502260 = -541976.809471 nChanged 132 SP:Iteration 22Q (1340.325314 sec): 3 clusters Score: Raw -544955.132386 + Penalty 2936.502260 = -542018.630126 nChanged 113 SP:Iteration 23Q (1340.351164 sec): 3 clusters Score: Raw -544987.419494 + Penalty 2936.502260 = -542050.917234 nChanged 86 SP:Iteration 24Q (1340.381979 sec): 3 clusters Score: Raw -545008.026705 + Penalty 2936.502260 = -542071.524445 nChanged 77 SP:Iteration 25Q (1340.406585 sec): 3 clusters Score: Raw -545029.665487 + Penalty 2936.502260 = -542093.163227 nChanged 78 SP:Iteration 26Q (1340.431426 sec): 3 clusters Score: Raw -545048.173327 + Penalty 2936.502260 = -542111.671067 nChanged 67 SP:Iteration 27Q (1340.455671 sec): 3 clusters Score: Raw -545064.717314 + Penalty 2936.502260 = -542128.215054 nChanged 74 SP:Iteration 28Q (1340.480432 sec): 3 clusters Score: Raw -545084.272628 + Penalty 2936.502260 = -542147.770368 nChanged 73 SP:Iteration 29Q (1340.505121 sec): 3 clusters Score: Raw -545100.825953 + Penalty 2936.502260 = -542164.323693 nChanged 73 SP:Iteration 30Q (1340.539597 sec): 3 clusters Score: Raw -545121.234788 + Penalty 2936.502260 = -542184.732528 nChanged 71 SP:Iteration 31Q (1340.568758 sec): 3 clusters Score: Raw -545136.998088 + Penalty 2936.502260 = -542200.495828 nChanged 62 SP:Iteration 32Q (1340.593468 sec): 3 clusters Score: Raw -545149.047435 + Penalty 2936.502260 = -542212.545175 nChanged 59 SP:Iteration 33Q (1340.618356 sec): 3 clusters Score: Raw -545161.760416 + Penalty 2936.502260 = -542225.258156 nChanged 59 SP:Iteration 34Q (1340.642592 sec): 3 clusters Score: Raw -545176.831444 + Penalty 2936.502260 = -542240.329183 nChanged 73 SP:Iteration 35Q (1340.667210 sec): 3 clusters Score: Raw -545197.155775 + Penalty 2936.502260 = -542260.653515 nChanged 76 SP:Iteration 36Q (1340.691955 sec): 3 clusters Score: Raw -545219.246469 + Penalty 2936.502260 = -542282.744209 nChanged 83 SP:Iteration 37Q (1340.725500 sec): 3 clusters Score: Raw -545244.767676 + Penalty 2936.502260 = -542308.265416 nChanged 89 SP:Iteration 38Q (1340.754499 sec): 3 clusters Score: Raw -545270.628620 + Penalty 2936.502260 = -542334.126360 nChanged 97 SP:Iteration 39Q (1340.779193 sec): 3 clusters Score: Raw -545298.305235 + Penalty 2936.502260 = -542361.802975 nChanged 96 SP:Iteration 40F (1340.817073 sec): 3 clusters Score: Raw -545330.225208 + Penalty 2936.502260 = -542393.722948 nChanged 104 SP:Iteration 41Q (1340.841966 sec): 3 clusters Score: Raw -545363.301192 + Penalty 2936.502260 = -542426.798932 nChanged 93 SP:Iteration 42Q (1340.867175 sec): 3 clusters Score: Raw -545392.130578 + Penalty 2936.502260 = -542455.628318 nChanged 85 SP:Iteration 43Q (1340.892041 sec): 3 clusters Score: Raw -545418.678478 + Penalty 2936.502260 = -542482.176217 nChanged 77 SP:Iteration 44Q (1340.916851 sec): 3 clusters Score: Raw -545441.884094 + Penalty 2936.502260 = -542505.381833 nChanged 67 SP:Iteration 45Q (1340.941993 sec): 3 clusters Score: Raw -545461.493241 + Penalty 2936.502260 = -542524.990981 nChanged 65 SP:Iteration 46Q (1340.966933 sec): 3 clusters Score: Raw -545478.377642 + Penalty 2936.502260 = -542541.875382 nChanged 54 SP:Iteration 47Q (1340.991711 sec): 3 clusters Score: Raw -545490.035185 + Penalty 2936.502260 = -542553.532925 nChanged 43 SP:Iteration 48Q (1341.016540 sec): 3 clusters Score: Raw -545498.666508 + Penalty 2936.502260 = -542562.164248 nChanged 50 SP:Iteration 49Q (1341.041484 sec): 3 clusters Score: Raw -545509.510264 + Penalty 2936.502260 = -542573.008004 nChanged 43 SP:Iteration 50Q (1341.066279 sec): 3 clusters Score: Raw -545518.498288 + Penalty 2936.502260 = -542581.996028 nChanged 35 SP:Iteration 51Q (1341.091012 sec): 3 clusters Score: Raw -545528.572738 + Penalty 2936.502260 = -542592.070478 nChanged 42 SP:Iteration 52Q (1341.115682 sec): 3 clusters Score: Raw -545537.483971 + Penalty 2936.502260 = -542600.981711 nChanged 33 SP:Iteration 53Q (1341.140333 sec): 3 clusters Score: Raw -545544.523196 + Penalty 2936.502260 = -542608.020936 nChanged 33 SP:Iteration 54Q (1341.165042 sec): 3 clusters Score: Raw -545552.246648 + Penalty 2936.502260 = -542615.744388 nChanged 32 SP:Iteration 55Q (1341.189632 sec): 3 clusters Score: Raw -545559.506909 + Penalty 2936.502260 = -542623.004649 nChanged 35 SP:Iteration 56Q (1341.214620 sec): 3 clusters Score: Raw -545565.467755 + Penalty 2936.502260 = -542628.965495 nChanged 21 SP:Iteration 57Q (1341.239260 sec): 3 clusters Score: Raw -545569.308961 + Penalty 2936.502260 = -542632.806700 nChanged 21 SP:Iteration 58Q (1341.263952 sec): 3 clusters Score: Raw -545573.606152 + Penalty 2936.502260 = -542637.103892 nChanged 17 SP:Iteration 59Q (1341.288755 sec): 3 clusters Score: Raw -545575.927317 + Penalty 2936.502260 = -542639.425057 nChanged 17 SP:Iteration 60F (1341.313969 sec): 3 clusters Score: Raw -545578.111555 + Penalty 2936.502260 = -542641.609295 nChanged 19 SP:Iteration 61Q (1341.338844 sec): 3 clusters Score: Raw -545580.629218 + Penalty 2936.502260 = -542644.126958 nChanged 16 SP:Iteration 62Q (1341.363645 sec): 3 clusters Score: Raw -545582.177657 + Penalty 2936.502260 = -542645.675397 nChanged 14 SP:Iteration 63Q (1341.388596 sec): 3 clusters Score: Raw -545583.770758 + Penalty 2936.502260 = -542647.268498 nChanged 11 SP:Iteration 64Q (1341.413476 sec): 3 clusters Score: Raw -545585.165244 + Penalty 2936.502260 = -542648.662984 nChanged 10 SP:Iteration 65Q (1341.438487 sec): 3 clusters Score: Raw -545586.771969 + Penalty 2936.502260 = -542650.269709 nChanged 8 SP:Iteration 66Q (1341.463378 sec): 3 clusters Score: Raw -545587.911230 + Penalty 2936.502260 = -542651.408970 nChanged 8 SP:Iteration 67Q (1341.488500 sec): 3 clusters Score: Raw -545588.795806 + Penalty 2936.502260 = -542652.293546 nChanged 10 SP:Iteration 68Q (1341.513213 sec): 3 clusters Score: Raw -545589.713040 + Penalty 2936.502260 = -542653.210780 nChanged 9 SP:Iteration 69Q (1341.538290 sec): 3 clusters Score: Raw -545590.671800 + Penalty 2936.502260 = -542654.169540 nChanged 8 SP:Iteration 70Q (1341.563134 sec): 3 clusters Score: Raw -545591.459004 + Penalty 2936.502260 = -542654.956744 nChanged 1 SP:Iteration 71Q (1341.587972 sec): 3 clusters Score: Raw -545591.514364 + Penalty 2936.502260 = -542655.012104 nChanged 0 SP:Iteration 72F (1341.613275 sec): 3 clusters Score: Raw -545591.514364 + Penalty 2936.502260 = -542655.012104 nChanged 0 Trying to split cluster 28 (6676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1341.633539 sec): 2 clusters Score: Raw -454122.724548 + Penalty 1431.019571 = -452691.704977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1341.657394 sec): 3 clusters Score: Raw -450537.142239 + Penalty 2862.039143 = -447675.103096 nChanged 2759 SP:Iteration 1F (1341.681497 sec): 3 clusters Score: Raw -452085.222700 + Penalty 2862.039143 = -449223.183557 nChanged 435 SP:Iteration 2F (1341.704345 sec): 3 clusters Score: Raw -452271.456323 + Penalty 2862.039143 = -449409.417180 nChanged 308 SP:Iteration 3Q (1341.727294 sec): 3 clusters Score: Raw -452393.379133 + Penalty 2862.039143 = -449531.339990 nChanged 272 SP:Iteration 4Q (1341.750098 sec): 3 clusters Score: Raw -452513.924289 + Penalty 2862.039143 = -449651.885147 nChanged 242 SP:Iteration 5Q (1341.773259 sec): 3 clusters Score: Raw -452615.179102 + Penalty 2862.039143 = -449753.139960 nChanged 238 SP:Iteration 6Q (1341.796074 sec): 3 clusters Score: Raw -452717.785224 + Penalty 2862.039143 = -449855.746081 nChanged 228 SP:Iteration 7Q (1341.818939 sec): 3 clusters Score: Raw -452821.372549 + Penalty 2862.039143 = -449959.333407 nChanged 216 SP:Iteration 8Q (1341.842093 sec): 3 clusters Score: Raw -452930.174578 + Penalty 2862.039143 = -450068.135435 nChanged 203 SP:Iteration 9Q (1341.865126 sec): 3 clusters Score: Raw -453020.597617 + Penalty 2862.039143 = -450158.558475 nChanged 190 SP:Iteration 10Q (1341.887851 sec): 3 clusters Score: Raw -453105.042742 + Penalty 2862.039143 = -450243.003599 nChanged 184 SP:Iteration 11Q (1341.910651 sec): 3 clusters Score: Raw -453198.806081 + Penalty 2862.039143 = -450336.766938 nChanged 195 SP:Iteration 12Q (1341.933371 sec): 3 clusters Score: Raw -453300.654116 + Penalty 2862.039143 = -450438.614974 nChanged 197 SP:Iteration 13Q (1341.956071 sec): 3 clusters Score: Raw -453409.552039 + Penalty 2862.039143 = -450547.512897 nChanged 191 SP:Iteration 14Q (1341.978865 sec): 3 clusters Score: Raw -453498.193458 + Penalty 2862.039143 = -450636.154316 nChanged 158 SP:Iteration 15Q (1342.001634 sec): 3 clusters Score: Raw -453575.190663 + Penalty 2862.039143 = -450713.151521 nChanged 132 SP:Iteration 16Q (1342.024281 sec): 3 clusters Score: Raw -453636.237762 + Penalty 2862.039143 = -450774.198620 nChanged 129 SP:Iteration 17Q (1342.046822 sec): 3 clusters Score: Raw -453694.412694 + Penalty 2862.039143 = -450832.373552 nChanged 108 SP:Iteration 18Q (1342.069202 sec): 3 clusters Score: Raw -453742.023539 + Penalty 2862.039143 = -450879.984397 nChanged 92 SP:Iteration 19Q (1342.091599 sec): 3 clusters Score: Raw -453783.362129 + Penalty 2862.039143 = -450921.322986 nChanged 97 SP:Iteration 20F (1342.114694 sec): 3 clusters Score: Raw -453833.905498 + Penalty 2862.039143 = -450971.866356 nChanged 82 SP:Iteration 21Q (1342.137067 sec): 3 clusters Score: Raw -453873.029399 + Penalty 2862.039143 = -451010.990257 nChanged 67 SP:Iteration 22Q (1342.159295 sec): 3 clusters Score: Raw -453907.510367 + Penalty 2862.039143 = -451045.471225 nChanged 77 SP:Iteration 23Q (1342.181692 sec): 3 clusters Score: Raw -453947.182361 + Penalty 2862.039143 = -451085.143218 nChanged 57 SP:Iteration 24Q (1342.203898 sec): 3 clusters Score: Raw -453978.143608 + Penalty 2862.039143 = -451116.104465 nChanged 63 SP:Iteration 25Q (1342.225946 sec): 3 clusters Score: Raw -454009.793933 + Penalty 2862.039143 = -451147.754790 nChanged 59 SP:Iteration 26Q (1342.248078 sec): 3 clusters Score: Raw -454041.874327 + Penalty 2862.039143 = -451179.835184 nChanged 60 SP:Iteration 27Q (1342.270286 sec): 3 clusters Score: Raw -454071.902229 + Penalty 2862.039143 = -451209.863087 nChanged 39 SP:Iteration 28Q (1342.292383 sec): 3 clusters Score: Raw -454097.261605 + Penalty 2862.039143 = -451235.222463 nChanged 41 SP:Iteration 29Q (1342.314408 sec): 3 clusters Score: Raw -454124.925136 + Penalty 2862.039143 = -451262.885994 nChanged 36 SP:Iteration 30Q (1342.336356 sec): 3 clusters Score: Raw -454147.058297 + Penalty 2862.039143 = -451285.019154 nChanged 27 SP:Iteration 31Q (1342.358118 sec): 3 clusters Score: Raw -454163.991983 + Penalty 2862.039143 = -451301.952841 nChanged 22 SP:Iteration 32Q (1342.379799 sec): 3 clusters Score: Raw -454179.172014 + Penalty 2862.039143 = -451317.132871 nChanged 21 SP:Iteration 33Q (1342.401502 sec): 3 clusters Score: Raw -454196.608204 + Penalty 2862.039143 = -451334.569062 nChanged 21 SP:Iteration 34Q (1342.447579 sec): 3 clusters Score: Raw -454209.855716 + Penalty 2862.039143 = -451347.816574 nChanged 15 SP:Iteration 35Q (1342.469422 sec): 3 clusters Score: Raw -454219.334922 + Penalty 2862.039143 = -451357.295779 nChanged 13 SP:Iteration 36Q (1342.506233 sec): 3 clusters Score: Raw -454228.453984 + Penalty 2862.039143 = -451366.414841 nChanged 13 SP:Iteration 37Q (1342.531838 sec): 3 clusters Score: Raw -454238.562054 + Penalty 2862.039143 = -451376.522911 nChanged 8 SP:Iteration 38Q (1342.555122 sec): 3 clusters Score: Raw -454244.239868 + Penalty 2862.039143 = -451382.200726 nChanged 7 SP:Iteration 39Q (1342.576505 sec): 3 clusters Score: Raw -454251.807359 + Penalty 2862.039143 = -451389.768217 nChanged 13 SP:Iteration 40F (1342.599375 sec): 3 clusters Score: Raw -454262.594002 + Penalty 2862.039143 = -451400.554859 nChanged 13 SP:Iteration 41Q (1342.620859 sec): 3 clusters Score: Raw -454273.835040 + Penalty 2862.039143 = -451411.795897 nChanged 14 SP:Iteration 42Q (1342.641904 sec): 3 clusters Score: Raw -454286.658582 + Penalty 2862.039143 = -451424.619439 nChanged 13 SP:Iteration 43Q (1342.663078 sec): 3 clusters Score: Raw -454297.735427 + Penalty 2862.039143 = -451435.696285 nChanged 9 SP:Iteration 44Q (1342.719918 sec): 3 clusters Score: Raw -454306.601011 + Penalty 2862.039143 = -451444.561869 nChanged 11 SP:Iteration 45Q (1342.746596 sec): 3 clusters Score: Raw -454318.795193 + Penalty 2862.039143 = -451456.756051 nChanged 8 SP:Iteration 46Q (1342.783305 sec): 3 clusters Score: Raw -454325.918481 + Penalty 2862.039143 = -451463.879338 nChanged 6 SP:Iteration 47Q (1342.804186 sec): 3 clusters Score: Raw -454329.741162 + Penalty 2862.039143 = -451467.702019 nChanged 2 SP:Iteration 48Q (1342.825131 sec): 3 clusters Score: Raw -454330.863865 + Penalty 2862.039143 = -451468.824722 nChanged 2 SP:Iteration 49Q (1342.846430 sec): 3 clusters Score: Raw -454333.500806 + Penalty 2862.039143 = -451471.461663 nChanged 2 SP:Iteration 50Q (1342.867624 sec): 3 clusters Score: Raw -454335.621228 + Penalty 2862.039143 = -451473.582085 nChanged 3 SP:Iteration 51Q (1342.888818 sec): 3 clusters Score: Raw -454337.711145 + Penalty 2862.039143 = -451475.672003 nChanged 2 SP:Iteration 52Q (1342.909735 sec): 3 clusters Score: Raw -454338.946350 + Penalty 2862.039143 = -451476.907207 nChanged 1 SP:Iteration 53Q (1342.930889 sec): 3 clusters Score: Raw -454339.816813 + Penalty 2862.039143 = -451477.777671 nChanged 0 SP:Iteration 54F (1342.954149 sec): 3 clusters Score: Raw -454339.816813 + Penalty 2862.039143 = -451477.777671 nChanged 0 Trying to split cluster 29 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1342.975091 sec): 2 clusters Score: Raw -107783.384869 + Penalty 1201.205130 = -106582.179739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1342.984070 sec): 3 clusters Score: Raw -107141.876102 + Penalty 2402.410259 = -104739.465842 nChanged 519 SP:Iteration 1F (1342.992235 sec): 3 clusters Score: Raw -107489.893852 + Penalty 2402.410259 = -105087.483593 nChanged 129 SP:Iteration 2F (1343.000376 sec): 3 clusters Score: Raw -107589.727466 + Penalty 2402.410259 = -105187.317206 nChanged 72 SP:Iteration 3Q (1343.008584 sec): 3 clusters Score: Raw -107642.408059 + Penalty 2402.410259 = -105239.997799 nChanged 39 SP:Iteration 4Q (1343.016771 sec): 3 clusters Score: Raw -107670.535102 + Penalty 2402.410259 = -105268.124843 nChanged 36 SP:Iteration 5Q (1343.024956 sec): 3 clusters Score: Raw -107696.855972 + Penalty 2402.410259 = -105294.445712 nChanged 34 SP:Iteration 6Q (1343.033113 sec): 3 clusters Score: Raw -107713.755021 + Penalty 2402.410259 = -105311.344761 nChanged 18 SP:Iteration 7Q (1343.041289 sec): 3 clusters Score: Raw -107726.509825 + Penalty 2402.410259 = -105324.099566 nChanged 18 SP:Iteration 8Q (1343.049434 sec): 3 clusters Score: Raw -107739.172949 + Penalty 2402.410259 = -105336.762689 nChanged 17 SP:Iteration 9Q (1343.069444 sec): 3 clusters Score: Raw -107751.656227 + Penalty 2402.410259 = -105349.245967 nChanged 15 SP:Iteration 10Q (1343.077576 sec): 3 clusters Score: Raw -107760.663718 + Penalty 2402.410259 = -105358.253459 nChanged 15 SP:Iteration 11Q (1343.085724 sec): 3 clusters Score: Raw -107770.517699 + Penalty 2402.410259 = -105368.107440 nChanged 12 SP:Iteration 12Q (1343.098867 sec): 3 clusters Score: Raw -107776.865673 + Penalty 2402.410259 = -105374.455413 nChanged 10 SP:Iteration 13Q (1343.107132 sec): 3 clusters Score: Raw -107783.304755 + Penalty 2402.410259 = -105380.894496 nChanged 9 SP:Iteration 14Q (1343.115228 sec): 3 clusters Score: Raw -107789.727908 + Penalty 2402.410259 = -105387.317649 nChanged 7 SP:Iteration 15Q (1343.123293 sec): 3 clusters Score: Raw -107793.131265 + Penalty 2402.410259 = -105390.721006 nChanged 2 SP:Iteration 16Q (1343.131427 sec): 3 clusters Score: Raw -107793.499702 + Penalty 2402.410259 = -105391.089443 nChanged 4 SP:Iteration 17Q (1343.139535 sec): 3 clusters Score: Raw -107796.307733 + Penalty 2402.410259 = -105393.897473 nChanged 3 SP:Iteration 18Q (1343.147681 sec): 3 clusters Score: Raw -107798.694183 + Penalty 2402.410259 = -105396.283924 nChanged 6 SP:Iteration 19Q (1343.160466 sec): 3 clusters Score: Raw -107800.790763 + Penalty 2402.410259 = -105398.380503 nChanged 1 SP:Iteration 20F (1343.168693 sec): 3 clusters Score: Raw -107801.068607 + Penalty 2402.410259 = -105398.658347 nChanged 0 Trying to split cluster 30 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1343.188385 sec): 2 clusters Score: Raw -23692.058005 + Penalty 1014.677121 = -22677.380884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1343.191745 sec): 3 clusters Score: Raw -23652.000570 + Penalty 2029.354243 = -21622.646327 nChanged 138 SP:Iteration 1F (1343.194863 sec): 3 clusters Score: Raw -23902.947840 + Penalty 2029.354243 = -21873.593598 nChanged 40 SP:Iteration 2F (1343.197906 sec): 3 clusters Score: Raw -23984.707621 + Penalty 2029.354243 = -21955.353379 nChanged 22 SP:Iteration 3Q (1343.200890 sec): 3 clusters Score: Raw -24040.980914 + Penalty 2029.354243 = -22011.626671 nChanged 18 SP:Iteration 4Q (1343.203848 sec): 3 clusters Score: Raw -24091.050999 + Penalty 2029.354243 = -22061.696756 nChanged 15 SP:Iteration 5Q (1343.206815 sec): 3 clusters Score: Raw -24129.625234 + Penalty 2029.354243 = -22100.270991 nChanged 12 SP:Iteration 6Q (1343.209746 sec): 3 clusters Score: Raw -24166.183409 + Penalty 2029.354243 = -22136.829167 nChanged 9 SP:Iteration 7Q (1343.221549 sec): 3 clusters Score: Raw -24188.302863 + Penalty 2029.354243 = -22158.948621 nChanged 6 SP:Iteration 8Q (1343.224591 sec): 3 clusters Score: Raw -24199.891661 + Penalty 2029.354243 = -22170.537419 nChanged 5 SP:Iteration 9Q (1343.227530 sec): 3 clusters Score: Raw -24206.631254 + Penalty 2029.354243 = -22177.277011 nChanged 3 SP:Iteration 10Q (1343.230443 sec): 3 clusters Score: Raw -24218.963080 + Penalty 2029.354243 = -22189.608837 nChanged 5 SP:Iteration 11Q (1343.233368 sec): 3 clusters Score: Raw -24228.786257 + Penalty 2029.354243 = -22199.432014 nChanged 0 SP:Iteration 12F (1343.236412 sec): 3 clusters Score: Raw -24228.786257 + Penalty 2029.354243 = -22199.432014 nChanged 0 Iteration 259Q (1346.283764 sec): 31 clusters Score: Raw -22936481.519948 + Penalty 62323.092742 = -22874158.427206 nChanged 3 Iteration 260F (1353.179496 sec): 31 clusters Score: Raw -22936481.551059 + Penalty 62323.092742 = -22874158.458318 nChanged 2 Iteration 261Q (1356.126605 sec): 31 clusters Score: Raw -22936481.567774 + Penalty 62323.092742 = -22874158.475032 nChanged 1 Iteration 262Q (1359.092144 sec): 31 clusters Score: Raw -22936481.575819 + Penalty 62323.092742 = -22874158.483078 nChanged 2 Iteration 263Q (1362.025246 sec): 31 clusters Score: Raw -22936481.585239 + Penalty 62323.092742 = -22874158.492498 nChanged 1 Iteration 264Q (1364.972319 sec): 31 clusters Score: Raw -22936481.592467 + Penalty 62323.092742 = -22874158.499725 nChanged 0 Iteration 265F (1371.866768 sec): 31 clusters Score: Raw -22936481.592467 + Penalty 62323.092742 = -22874158.499725 nChanged 0 Compute initial score before splitting: Score: Raw -22936481.592467 + Penalty 62323.092742 = -22874158.499725 Trying to split cluster 1 (5955 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1371.913376 sec): 2 clusters Score: Raw -396919.779777 + Penalty 1412.447803 = -395507.331974 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1371.936598 sec): 3 clusters Score: Raw -393818.513194 + Penalty 2824.895607 = -390993.617587 nChanged 2396 SP:Iteration 1F (1371.959036 sec): 3 clusters Score: Raw -395064.265421 + Penalty 2824.895607 = -392239.369814 nChanged 417 SP:Iteration 2F (1371.981742 sec): 3 clusters Score: Raw -395291.533241 + Penalty 2824.895607 = -392466.637634 nChanged 362 SP:Iteration 3F (1372.004276 sec): 3 clusters Score: Raw -395502.836299 + Penalty 2824.895607 = -392677.940692 nChanged 314 SP:Iteration 4F (1372.026887 sec): 3 clusters Score: Raw -395691.649121 + Penalty 2824.895607 = -392866.753514 nChanged 311 SP:Iteration 5F (1372.049523 sec): 3 clusters Score: Raw -395892.760663 + Penalty 2824.895607 = -393067.865056 nChanged 282 SP:Iteration 6Q (1372.071841 sec): 3 clusters Score: Raw -396064.669831 + Penalty 2824.895607 = -393239.774225 nChanged 260 SP:Iteration 7Q (1372.094463 sec): 3 clusters Score: Raw -396213.975994 + Penalty 2824.895607 = -393389.080388 nChanged 230 SP:Iteration 8Q (1372.117112 sec): 3 clusters Score: Raw -396347.743412 + Penalty 2824.895607 = -393522.847805 nChanged 215 SP:Iteration 9Q (1372.139494 sec): 3 clusters Score: Raw -396477.960144 + Penalty 2824.895607 = -393653.064538 nChanged 167 SP:Iteration 10Q (1372.162000 sec): 3 clusters Score: Raw -396564.952130 + Penalty 2824.895607 = -393740.056523 nChanged 141 SP:Iteration 11Q (1372.184509 sec): 3 clusters Score: Raw -396636.691476 + Penalty 2824.895607 = -393811.795870 nChanged 132 SP:Iteration 12Q (1372.207137 sec): 3 clusters Score: Raw -396698.620987 + Penalty 2824.895607 = -393873.725381 nChanged 112 SP:Iteration 13Q (1372.229610 sec): 3 clusters Score: Raw -396748.223109 + Penalty 2824.895607 = -393923.327502 nChanged 99 SP:Iteration 14Q (1372.251990 sec): 3 clusters Score: Raw -396793.155246 + Penalty 2824.895607 = -393968.259639 nChanged 80 SP:Iteration 15Q (1372.274316 sec): 3 clusters Score: Raw -396830.907213 + Penalty 2824.895607 = -394006.011606 nChanged 71 SP:Iteration 16Q (1372.296846 sec): 3 clusters Score: Raw -396877.437705 + Penalty 2824.895607 = -394052.542098 nChanged 79 SP:Iteration 17Q (1372.319021 sec): 3 clusters Score: Raw -396919.617265 + Penalty 2824.895607 = -394094.721658 nChanged 83 SP:Iteration 18Q (1372.341345 sec): 3 clusters Score: Raw -396968.463461 + Penalty 2824.895607 = -394143.567854 nChanged 89 SP:Iteration 19Q (1372.363645 sec): 3 clusters Score: Raw -397039.101864 + Penalty 2824.895607 = -394214.206257 nChanged 88 SP:Iteration 20F (1372.386223 sec): 3 clusters Score: Raw -397112.131420 + Penalty 2824.895607 = -394287.235813 nChanged 95 SP:Iteration 21Q (1372.408023 sec): 3 clusters Score: Raw -397169.657969 + Penalty 2824.895607 = -394344.762362 nChanged 96 SP:Iteration 22Q (1372.429947 sec): 3 clusters Score: Raw -397226.208040 + Penalty 2824.895607 = -394401.312434 nChanged 89 SP:Iteration 23Q (1372.451674 sec): 3 clusters Score: Raw -397269.754008 + Penalty 2824.895607 = -394444.858402 nChanged 66 SP:Iteration 24Q (1372.473438 sec): 3 clusters Score: Raw -397299.050460 + Penalty 2824.895607 = -394474.154853 nChanged 59 SP:Iteration 25Q (1372.495114 sec): 3 clusters Score: Raw -397320.588378 + Penalty 2824.895607 = -394495.692771 nChanged 42 SP:Iteration 26Q (1372.516847 sec): 3 clusters Score: Raw -397333.756405 + Penalty 2824.895607 = -394508.860798 nChanged 29 SP:Iteration 27Q (1372.543046 sec): 3 clusters Score: Raw -397343.000115 + Penalty 2824.895607 = -394518.104508 nChanged 28 SP:Iteration 28Q (1372.564612 sec): 3 clusters Score: Raw -397351.572774 + Penalty 2824.895607 = -394526.677168 nChanged 18 SP:Iteration 29Q (1372.586235 sec): 3 clusters Score: Raw -397356.182664 + Penalty 2824.895607 = -394531.287058 nChanged 16 SP:Iteration 30Q (1372.607712 sec): 3 clusters Score: Raw -397362.230049 + Penalty 2824.895607 = -394537.334443 nChanged 15 SP:Iteration 31Q (1372.628853 sec): 3 clusters Score: Raw -397366.078417 + Penalty 2824.895607 = -394541.182811 nChanged 13 SP:Iteration 32Q (1372.651762 sec): 3 clusters Score: Raw -397369.026339 + Penalty 2824.895607 = -394544.130732 nChanged 12 SP:Iteration 33Q (1372.673295 sec): 3 clusters Score: Raw -397372.398249 + Penalty 2824.895607 = -394547.502643 nChanged 9 SP:Iteration 34Q (1372.695047 sec): 3 clusters Score: Raw -397374.395446 + Penalty 2824.895607 = -394549.499839 nChanged 9 SP:Iteration 35Q (1372.716519 sec): 3 clusters Score: Raw -397376.491230 + Penalty 2824.895607 = -394551.595623 nChanged 10 SP:Iteration 36Q (1372.737651 sec): 3 clusters Score: Raw -397378.925612 + Penalty 2824.895607 = -394554.030005 nChanged 7 SP:Iteration 37Q (1372.759140 sec): 3 clusters Score: Raw -397380.279842 + Penalty 2824.895607 = -394555.384236 nChanged 9 SP:Iteration 38Q (1372.780576 sec): 3 clusters Score: Raw -397382.863411 + Penalty 2824.895607 = -394557.967805 nChanged 11 SP:Iteration 39Q (1372.802326 sec): 3 clusters Score: Raw -397385.724208 + Penalty 2824.895607 = -394560.828602 nChanged 8 SP:Iteration 40F (1372.824667 sec): 3 clusters Score: Raw -397387.427747 + Penalty 2824.895607 = -394562.532141 nChanged 4 SP:Iteration 41Q (1372.845749 sec): 3 clusters Score: Raw -397388.097671 + Penalty 2824.895607 = -394563.202064 nChanged 4 SP:Iteration 42Q (1372.873708 sec): 3 clusters Score: Raw -397388.812433 + Penalty 2824.895607 = -394563.916826 nChanged 2 SP:Iteration 43Q (1372.895335 sec): 3 clusters Score: Raw -397389.127755 + Penalty 2824.895607 = -394564.232148 nChanged 2 SP:Iteration 44Q (1372.917876 sec): 3 clusters Score: Raw -397389.298267 + Penalty 2824.895607 = -394564.402660 nChanged 2 SP:Iteration 45Q (1372.944125 sec): 3 clusters Score: Raw -397389.850842 + Penalty 2824.895607 = -394564.955236 nChanged 2 SP:Iteration 46Q (1372.968649 sec): 3 clusters Score: Raw -397390.308056 + Penalty 2824.895607 = -394565.412449 nChanged 6 SP:Iteration 47Q (1372.990285 sec): 3 clusters Score: Raw -397391.421805 + Penalty 2824.895607 = -394566.526199 nChanged 4 SP:Iteration 48Q (1373.012044 sec): 3 clusters Score: Raw -397392.542447 + Penalty 2824.895607 = -394567.646840 nChanged 6 SP:Iteration 49Q (1373.033517 sec): 3 clusters Score: Raw -397393.457274 + Penalty 2824.895607 = -394568.561668 nChanged 3 SP:Iteration 50Q (1373.054824 sec): 3 clusters Score: Raw -397394.049400 + Penalty 2824.895607 = -394569.153793 nChanged 3 SP:Iteration 51Q (1373.079150 sec): 3 clusters Score: Raw -397394.656645 + Penalty 2824.895607 = -394569.761038 nChanged 2 SP:Iteration 52Q (1373.100691 sec): 3 clusters Score: Raw -397395.139637 + Penalty 2824.895607 = -394570.244031 nChanged 1 SP:Iteration 53Q (1373.122285 sec): 3 clusters Score: Raw -397395.324749 + Penalty 2824.895607 = -394570.429143 nChanged 0 SP:Iteration 54F (1373.144687 sec): 3 clusters Score: Raw -397395.324749 + Penalty 2824.895607 = -394570.429143 nChanged 0 Trying to split cluster 2 (5393 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1373.163098 sec): 2 clusters Score: Raw -387302.519116 + Penalty 1396.339278 = -385906.179838 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1373.184975 sec): 3 clusters Score: Raw -384435.628228 + Penalty 2792.678556 = -381642.949672 nChanged 2180 SP:Iteration 1F (1373.206460 sec): 3 clusters Score: Raw -385587.235946 + Penalty 2792.678556 = -382794.557390 nChanged 354 SP:Iteration 2F (1373.230364 sec): 3 clusters Score: Raw -385762.078771 + Penalty 2792.678556 = -382969.400215 nChanged 261 SP:Iteration 3Q (1373.257526 sec): 3 clusters Score: Raw -385868.960139 + Penalty 2792.678556 = -383076.281583 nChanged 206 SP:Iteration 4Q (1373.279130 sec): 3 clusters Score: Raw -385951.122191 + Penalty 2792.678556 = -383158.443635 nChanged 163 SP:Iteration 5Q (1373.300674 sec): 3 clusters Score: Raw -386025.510040 + Penalty 2792.678556 = -383232.831484 nChanged 166 SP:Iteration 6Q (1373.322418 sec): 3 clusters Score: Raw -386090.569999 + Penalty 2792.678556 = -383297.891443 nChanged 139 SP:Iteration 7Q (1373.344311 sec): 3 clusters Score: Raw -386144.267551 + Penalty 2792.678556 = -383351.588995 nChanged 125 SP:Iteration 8Q (1373.371379 sec): 3 clusters Score: Raw -386199.992389 + Penalty 2792.678556 = -383407.313833 nChanged 131 SP:Iteration 9Q (1373.392984 sec): 3 clusters Score: Raw -386259.037045 + Penalty 2792.678556 = -383466.358489 nChanged 135 SP:Iteration 10Q (1373.414436 sec): 3 clusters Score: Raw -386328.253327 + Penalty 2792.678556 = -383535.574771 nChanged 173 SP:Iteration 11Q (1373.435868 sec): 3 clusters Score: Raw -386433.655130 + Penalty 2792.678556 = -383640.976574 nChanged 198 SP:Iteration 12Q (1373.472593 sec): 3 clusters Score: Raw -386573.625843 + Penalty 2792.678556 = -383780.947287 nChanged 202 SP:Iteration 13Q (1373.494217 sec): 3 clusters Score: Raw -386709.622335 + Penalty 2792.678556 = -383916.943779 nChanged 184 SP:Iteration 14Q (1373.515609 sec): 3 clusters Score: Raw -386826.013268 + Penalty 2792.678556 = -384033.334712 nChanged 157 SP:Iteration 15Q (1373.536919 sec): 3 clusters Score: Raw -386930.604389 + Penalty 2792.678556 = -384137.925833 nChanged 140 SP:Iteration 16Q (1373.558240 sec): 3 clusters Score: Raw -387024.533019 + Penalty 2792.678556 = -384231.854463 nChanged 119 SP:Iteration 17Q (1373.579086 sec): 3 clusters Score: Raw -387105.360374 + Penalty 2792.678556 = -384312.681818 nChanged 79 SP:Iteration 18Q (1373.599541 sec): 3 clusters Score: Raw -387156.626296 + Penalty 2792.678556 = -384363.947740 nChanged 71 SP:Iteration 19Q (1373.620710 sec): 3 clusters Score: Raw -387201.692559 + Penalty 2792.678556 = -384409.014003 nChanged 58 SP:Iteration 20F (1373.642422 sec): 3 clusters Score: Raw -387239.973573 + Penalty 2792.678556 = -384447.295017 nChanged 45 SP:Iteration 21Q (1373.663081 sec): 3 clusters Score: Raw -387277.165028 + Penalty 2792.678556 = -384484.486472 nChanged 49 SP:Iteration 22Q (1373.683445 sec): 3 clusters Score: Raw -387318.186648 + Penalty 2792.678556 = -384525.508092 nChanged 47 SP:Iteration 23Q (1373.703582 sec): 3 clusters Score: Raw -387356.327019 + Penalty 2792.678556 = -384563.648463 nChanged 30 SP:Iteration 24Q (1373.723911 sec): 3 clusters Score: Raw -387376.546550 + Penalty 2792.678556 = -384583.867994 nChanged 28 SP:Iteration 25Q (1373.744002 sec): 3 clusters Score: Raw -387393.444463 + Penalty 2792.678556 = -384600.765907 nChanged 22 SP:Iteration 26Q (1373.764108 sec): 3 clusters Score: Raw -387408.457869 + Penalty 2792.678556 = -384615.779313 nChanged 19 SP:Iteration 27Q (1373.785480 sec): 3 clusters Score: Raw -387423.021894 + Penalty 2792.678556 = -384630.343338 nChanged 12 SP:Iteration 28Q (1373.810597 sec): 3 clusters Score: Raw -387431.103970 + Penalty 2792.678556 = -384638.425414 nChanged 10 SP:Iteration 29Q (1373.830640 sec): 3 clusters Score: Raw -387436.187444 + Penalty 2792.678556 = -384643.508888 nChanged 6 SP:Iteration 30Q (1373.850528 sec): 3 clusters Score: Raw -387438.600996 + Penalty 2792.678556 = -384645.922440 nChanged 3 SP:Iteration 31Q (1373.870750 sec): 3 clusters Score: Raw -387440.462891 + Penalty 2792.678556 = -384647.784335 nChanged 4 SP:Iteration 32Q (1373.890972 sec): 3 clusters Score: Raw -387442.083619 + Penalty 2792.678556 = -384649.405063 nChanged 3 SP:Iteration 33Q (1373.910832 sec): 3 clusters Score: Raw -387443.982479 + Penalty 2792.678556 = -384651.303923 nChanged 2 SP:Iteration 34Q (1373.930489 sec): 3 clusters Score: Raw -387445.030581 + Penalty 2792.678556 = -384652.352025 nChanged 2 SP:Iteration 35Q (1373.951532 sec): 3 clusters Score: Raw -387446.498633 + Penalty 2792.678556 = -384653.820077 nChanged 2 SP:Iteration 36Q (1373.971522 sec): 3 clusters Score: Raw -387447.607997 + Penalty 2792.678556 = -384654.929441 nChanged 2 SP:Iteration 37Q (1373.991825 sec): 3 clusters Score: Raw -387448.327123 + Penalty 2792.678556 = -384655.648567 nChanged 1 SP:Iteration 38Q (1374.011835 sec): 3 clusters Score: Raw -387448.610171 + Penalty 2792.678556 = -384655.931615 nChanged 0 SP:Iteration 39F (1374.068694 sec): 3 clusters Score: Raw -387448.610171 + Penalty 2792.678556 = -384655.931615 nChanged 0 Trying to split cluster 3 (33985 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1374.119235 sec): 2 clusters Score: Raw -2329246.920557 + Penalty 1695.472111 = -2327551.448445 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1374.219709 sec): 3 clusters Score: Raw -2308253.830181 + Penalty 3390.944222 = -2304862.885959 nChanged 15753 SP:Iteration 1F (1374.281167 sec): 3 clusters Score: Raw -2317244.877788 + Penalty 3390.944222 = -2313853.933565 nChanged 1661 SP:Iteration 2Q (1374.345914 sec): 3 clusters Score: Raw -2317949.005103 + Penalty 3390.944222 = -2314558.060880 nChanged 1725 SP:Iteration 3F (1374.406441 sec): 3 clusters Score: Raw -2318745.493692 + Penalty 3390.944222 = -2315354.549469 nChanged 1826 SP:Iteration 4F (1374.468674 sec): 3 clusters Score: Raw -2319738.390748 + Penalty 3390.944222 = -2316347.446526 nChanged 1922 SP:Iteration 5F (1374.542533 sec): 3 clusters Score: Raw -2320892.557400 + Penalty 3390.944222 = -2317501.613177 nChanged 2055 SP:Iteration 6F (1374.636589 sec): 3 clusters Score: Raw -2322173.684950 + Penalty 3390.944222 = -2318782.740728 nChanged 1996 SP:Iteration 7F (1374.698899 sec): 3 clusters Score: Raw -2323424.743331 + Penalty 3390.944222 = -2320033.799109 nChanged 1820 SP:Iteration 8F (1374.760635 sec): 3 clusters Score: Raw -2324472.213089 + Penalty 3390.944222 = -2321081.268867 nChanged 1609 SP:Iteration 9Q (1374.824089 sec): 3 clusters Score: Raw -2325355.516406 + Penalty 3390.944222 = -2321964.572184 nChanged 1396 SP:Iteration 10Q (1374.886377 sec): 3 clusters Score: Raw -2326071.638265 + Penalty 3390.944222 = -2322680.694043 nChanged 1112 SP:Iteration 11Q (1374.948224 sec): 3 clusters Score: Raw -2326638.283347 + Penalty 3390.944222 = -2323247.339125 nChanged 880 SP:Iteration 12Q (1375.011795 sec): 3 clusters Score: Raw -2327032.096192 + Penalty 3390.944222 = -2323641.151969 nChanged 736 SP:Iteration 13Q (1375.072562 sec): 3 clusters Score: Raw -2327350.318349 + Penalty 3390.944222 = -2323959.374126 nChanged 660 SP:Iteration 14Q (1375.133228 sec): 3 clusters Score: Raw -2327597.604288 + Penalty 3390.944222 = -2324206.660066 nChanged 549 SP:Iteration 15Q (1375.193373 sec): 3 clusters Score: Raw -2327778.031616 + Penalty 3390.944222 = -2324387.087393 nChanged 440 SP:Iteration 16Q (1375.253533 sec): 3 clusters Score: Raw -2327902.357590 + Penalty 3390.944222 = -2324511.413368 nChanged 408 SP:Iteration 17Q (1375.313912 sec): 3 clusters Score: Raw -2328005.465811 + Penalty 3390.944222 = -2324614.521589 nChanged 348 SP:Iteration 18Q (1375.373533 sec): 3 clusters Score: Raw -2328086.006053 + Penalty 3390.944222 = -2324695.061831 nChanged 310 SP:Iteration 19Q (1375.433945 sec): 3 clusters Score: Raw -2328146.355169 + Penalty 3390.944222 = -2324755.410946 nChanged 271 SP:Iteration 20F (1375.494993 sec): 3 clusters Score: Raw -2328191.869006 + Penalty 3390.944222 = -2324800.924784 nChanged 261 SP:Iteration 21Q (1375.556242 sec): 3 clusters Score: Raw -2328238.057407 + Penalty 3390.944222 = -2324847.113184 nChanged 235 SP:Iteration 22Q (1375.645579 sec): 3 clusters Score: Raw -2328273.588139 + Penalty 3390.944222 = -2324882.643917 nChanged 183 SP:Iteration 23Q (1375.705945 sec): 3 clusters Score: Raw -2328297.920146 + Penalty 3390.944222 = -2324906.975924 nChanged 174 SP:Iteration 24Q (1375.765561 sec): 3 clusters Score: Raw -2328318.630242 + Penalty 3390.944222 = -2324927.686020 nChanged 136 SP:Iteration 25Q (1375.825217 sec): 3 clusters Score: Raw -2328330.829045 + Penalty 3390.944222 = -2324939.884822 nChanged 110 SP:Iteration 26Q (1375.884873 sec): 3 clusters Score: Raw -2328340.232270 + Penalty 3390.944222 = -2324949.288048 nChanged 97 SP:Iteration 27Q (1375.944551 sec): 3 clusters Score: Raw -2328347.148731 + Penalty 3390.944222 = -2324956.204509 nChanged 83 SP:Iteration 28Q (1376.004063 sec): 3 clusters Score: Raw -2328352.294641 + Penalty 3390.944222 = -2324961.350419 nChanged 70 SP:Iteration 29Q (1376.063525 sec): 3 clusters Score: Raw -2328356.702286 + Penalty 3390.944222 = -2324965.758064 nChanged 61 SP:Iteration 30Q (1376.125372 sec): 3 clusters Score: Raw -2328360.719948 + Penalty 3390.944222 = -2324969.775726 nChanged 73 SP:Iteration 31Q (1376.215457 sec): 3 clusters Score: Raw -2328366.074967 + Penalty 3390.944222 = -2324975.130745 nChanged 67 SP:Iteration 32Q (1376.295819 sec): 3 clusters Score: Raw -2328370.850552 + Penalty 3390.944222 = -2324979.906329 nChanged 56 SP:Iteration 33Q (1376.355526 sec): 3 clusters Score: Raw -2328375.621285 + Penalty 3390.944222 = -2324984.677063 nChanged 70 SP:Iteration 34Q (1376.415418 sec): 3 clusters Score: Raw -2328380.559051 + Penalty 3390.944222 = -2324989.614829 nChanged 63 SP:Iteration 35Q (1376.475009 sec): 3 clusters Score: Raw -2328384.662370 + Penalty 3390.944222 = -2324993.718148 nChanged 58 SP:Iteration 36Q (1376.534653 sec): 3 clusters Score: Raw -2328388.703035 + Penalty 3390.944222 = -2324997.758812 nChanged 67 SP:Iteration 37Q (1376.594191 sec): 3 clusters Score: Raw -2328393.494081 + Penalty 3390.944222 = -2325002.549859 nChanged 61 SP:Iteration 38Q (1376.654057 sec): 3 clusters Score: Raw -2328398.305042 + Penalty 3390.944222 = -2325007.360820 nChanged 66 SP:Iteration 39Q (1376.725621 sec): 3 clusters Score: Raw -2328403.168592 + Penalty 3390.944222 = -2325012.224369 nChanged 79 SP:Iteration 40F (1376.820402 sec): 3 clusters Score: Raw -2328410.491866 + Penalty 3390.944222 = -2325019.547644 nChanged 72 SP:Iteration 41Q (1376.881033 sec): 3 clusters Score: Raw -2328416.618029 + Penalty 3390.944222 = -2325025.673807 nChanged 75 SP:Iteration 42Q (1376.941383 sec): 3 clusters Score: Raw -2328422.121624 + Penalty 3390.944222 = -2325031.177402 nChanged 63 SP:Iteration 43Q (1377.001682 sec): 3 clusters Score: Raw -2328426.560410 + Penalty 3390.944222 = -2325035.616188 nChanged 61 SP:Iteration 44Q (1377.061629 sec): 3 clusters Score: Raw -2328431.552816 + Penalty 3390.944222 = -2325040.608594 nChanged 56 SP:Iteration 45Q (1377.121345 sec): 3 clusters Score: Raw -2328434.896085 + Penalty 3390.944222 = -2325043.951862 nChanged 39 SP:Iteration 46Q (1377.181181 sec): 3 clusters Score: Raw -2328437.260451 + Penalty 3390.944222 = -2325046.316229 nChanged 40 SP:Iteration 47Q (1377.241477 sec): 3 clusters Score: Raw -2328439.082232 + Penalty 3390.944222 = -2325048.138010 nChanged 32 SP:Iteration 48Q (1377.301044 sec): 3 clusters Score: Raw -2328440.595629 + Penalty 3390.944222 = -2325049.651407 nChanged 36 SP:Iteration 49Q (1377.360508 sec): 3 clusters Score: Raw -2328442.263384 + Penalty 3390.944222 = -2325051.319162 nChanged 29 SP:Iteration 50Q (1377.420125 sec): 3 clusters Score: Raw -2328443.568123 + Penalty 3390.944222 = -2325052.623900 nChanged 30 SP:Iteration 51Q (1377.479690 sec): 3 clusters Score: Raw -2328445.020705 + Penalty 3390.944222 = -2325054.076483 nChanged 25 SP:Iteration 52Q (1377.539141 sec): 3 clusters Score: Raw -2328446.187749 + Penalty 3390.944222 = -2325055.243527 nChanged 25 SP:Iteration 53Q (1377.598546 sec): 3 clusters Score: Raw -2328447.297856 + Penalty 3390.944222 = -2325056.353634 nChanged 32 SP:Iteration 54Q (1377.658054 sec): 3 clusters Score: Raw -2328448.931748 + Penalty 3390.944222 = -2325057.987525 nChanged 34 SP:Iteration 55Q (1377.717720 sec): 3 clusters Score: Raw -2328450.610854 + Penalty 3390.944222 = -2325059.666632 nChanged 33 SP:Iteration 56Q (1377.777295 sec): 3 clusters Score: Raw -2328452.191929 + Penalty 3390.944222 = -2325061.247707 nChanged 28 SP:Iteration 57Q (1377.836873 sec): 3 clusters Score: Raw -2328453.649899 + Penalty 3390.944222 = -2325062.705677 nChanged 30 SP:Iteration 58Q (1377.896546 sec): 3 clusters Score: Raw -2328455.126907 + Penalty 3390.944222 = -2325064.182685 nChanged 28 SP:Iteration 59Q (1377.956223 sec): 3 clusters Score: Raw -2328456.468121 + Penalty 3390.944222 = -2325065.523899 nChanged 35 SP:Iteration 60F (1378.016949 sec): 3 clusters Score: Raw -2328458.042033 + Penalty 3390.944222 = -2325067.097811 nChanged 37 SP:Iteration 61Q (1378.077862 sec): 3 clusters Score: Raw -2328459.616064 + Penalty 3390.944222 = -2325068.671842 nChanged 40 SP:Iteration 62Q (1378.137538 sec): 3 clusters Score: Raw -2328461.889210 + Penalty 3390.944222 = -2325070.944988 nChanged 37 SP:Iteration 63Q (1378.231674 sec): 3 clusters Score: Raw -2328463.739211 + Penalty 3390.944222 = -2325072.794989 nChanged 42 SP:Iteration 64Q (1378.317346 sec): 3 clusters Score: Raw -2328465.930065 + Penalty 3390.944222 = -2325074.985843 nChanged 39 SP:Iteration 65Q (1378.377143 sec): 3 clusters Score: Raw -2328468.061515 + Penalty 3390.944222 = -2325077.117293 nChanged 32 SP:Iteration 66Q (1378.436543 sec): 3 clusters Score: Raw -2328469.401662 + Penalty 3390.944222 = -2325078.457440 nChanged 28 SP:Iteration 67Q (1378.496114 sec): 3 clusters Score: Raw -2328470.819806 + Penalty 3390.944222 = -2325079.875584 nChanged 34 SP:Iteration 68Q (1378.555094 sec): 3 clusters Score: Raw -2328472.830015 + Penalty 3390.944222 = -2325081.885793 nChanged 41 SP:Iteration 69Q (1378.638785 sec): 3 clusters Score: Raw -2328474.783800 + Penalty 3390.944222 = -2325083.839578 nChanged 37 SP:Iteration 70Q (1378.702482 sec): 3 clusters Score: Raw -2328477.033652 + Penalty 3390.944222 = -2325086.089430 nChanged 36 SP:Iteration 71Q (1378.762688 sec): 3 clusters Score: Raw -2328479.134699 + Penalty 3390.944222 = -2325088.190477 nChanged 41 SP:Iteration 72Q (1378.838736 sec): 3 clusters Score: Raw -2328481.554010 + Penalty 3390.944222 = -2325090.609788 nChanged 35 SP:Iteration 73Q (1378.898223 sec): 3 clusters Score: Raw -2328483.429801 + Penalty 3390.944222 = -2325092.485578 nChanged 41 SP:Iteration 74Q (1378.957471 sec): 3 clusters Score: Raw -2328486.012317 + Penalty 3390.944222 = -2325095.068094 nChanged 50 SP:Iteration 75Q (1379.016665 sec): 3 clusters Score: Raw -2328489.191299 + Penalty 3390.944222 = -2325098.247077 nChanged 57 SP:Iteration 76Q (1379.075950 sec): 3 clusters Score: Raw -2328492.955208 + Penalty 3390.944222 = -2325102.010986 nChanged 67 SP:Iteration 77Q (1379.135134 sec): 3 clusters Score: Raw -2328497.491625 + Penalty 3390.944222 = -2325106.547402 nChanged 61 SP:Iteration 78Q (1379.194536 sec): 3 clusters Score: Raw -2328502.479654 + Penalty 3390.944222 = -2325111.535432 nChanged 58 SP:Iteration 79Q (1379.253707 sec): 3 clusters Score: Raw -2328507.654548 + Penalty 3390.944222 = -2325116.710326 nChanged 63 SP:Iteration 80F (1379.313864 sec): 3 clusters Score: Raw -2328513.421170 + Penalty 3390.944222 = -2325122.476948 nChanged 64 SP:Iteration 81Q (1379.374397 sec): 3 clusters Score: Raw -2328518.085901 + Penalty 3390.944222 = -2325127.141679 nChanged 70 SP:Iteration 82Q (1379.433577 sec): 3 clusters Score: Raw -2328523.968893 + Penalty 3390.944222 = -2325133.024671 nChanged 64 SP:Iteration 83Q (1379.492814 sec): 3 clusters Score: Raw -2328528.817812 + Penalty 3390.944222 = -2325137.873590 nChanged 75 SP:Iteration 84Q (1379.552150 sec): 3 clusters Score: Raw -2328535.368524 + Penalty 3390.944222 = -2325144.424301 nChanged 77 SP:Iteration 85Q (1379.611437 sec): 3 clusters Score: Raw -2328542.744665 + Penalty 3390.944222 = -2325151.800443 nChanged 87 SP:Iteration 86Q (1379.670476 sec): 3 clusters Score: Raw -2328551.152220 + Penalty 3390.944222 = -2325160.207998 nChanged 75 SP:Iteration 87Q (1379.729515 sec): 3 clusters Score: Raw -2328557.287835 + Penalty 3390.944222 = -2325166.343612 nChanged 77 SP:Iteration 88Q (1379.788414 sec): 3 clusters Score: Raw -2328563.859974 + Penalty 3390.944222 = -2325172.915752 nChanged 83 SP:Iteration 89Q (1379.847601 sec): 3 clusters Score: Raw -2328570.841823 + Penalty 3390.944222 = -2325179.897601 nChanged 85 SP:Iteration 90Q (1379.906647 sec): 3 clusters Score: Raw -2328577.292679 + Penalty 3390.944222 = -2325186.348457 nChanged 63 SP:Iteration 91Q (1379.965540 sec): 3 clusters Score: Raw -2328581.303436 + Penalty 3390.944222 = -2325190.359213 nChanged 62 SP:Iteration 92Q (1380.024487 sec): 3 clusters Score: Raw -2328585.768122 + Penalty 3390.944222 = -2325194.823900 nChanged 62 SP:Iteration 93Q (1380.083378 sec): 3 clusters Score: Raw -2328590.571815 + Penalty 3390.944222 = -2325199.627592 nChanged 55 SP:Iteration 94Q (1380.142353 sec): 3 clusters Score: Raw -2328594.970411 + Penalty 3390.944222 = -2325204.026188 nChanged 53 SP:Iteration 95Q (1380.201775 sec): 3 clusters Score: Raw -2328598.292908 + Penalty 3390.944222 = -2325207.348686 nChanged 48 SP:Iteration 96Q (1380.260554 sec): 3 clusters Score: Raw -2328601.601187 + Penalty 3390.944222 = -2325210.656965 nChanged 44 SP:Iteration 97Q (1380.319341 sec): 3 clusters Score: Raw -2328604.277365 + Penalty 3390.944222 = -2325213.333142 nChanged 41 SP:Iteration 98Q (1380.378314 sec): 3 clusters Score: Raw -2328606.680477 + Penalty 3390.944222 = -2325215.736254 nChanged 37 SP:Iteration 99Q (1380.436859 sec): 3 clusters Score: Raw -2328608.339209 + Penalty 3390.944222 = -2325217.394987 nChanged 27 SP:Iteration 100F (1380.497531 sec): 3 clusters Score: Raw -2328609.784901 + Penalty 3390.944222 = -2325218.840679 nChanged 37 SP:Iteration 101Q (1380.558682 sec): 3 clusters Score: Raw -2328612.815270 + Penalty 3390.944222 = -2325221.871048 nChanged 55 SP:Iteration 102Q (1380.617360 sec): 3 clusters Score: Raw -2328616.566465 + Penalty 3390.944222 = -2325225.622242 nChanged 59 SP:Iteration 103Q (1380.676795 sec): 3 clusters Score: Raw -2328620.445096 + Penalty 3390.944222 = -2325229.500874 nChanged 66 SP:Iteration 104Q (1380.736211 sec): 3 clusters Score: Raw -2328624.891845 + Penalty 3390.944222 = -2325233.947623 nChanged 66 SP:Iteration 105Q (1380.795595 sec): 3 clusters Score: Raw -2328630.301013 + Penalty 3390.944222 = -2325239.356790 nChanged 68 SP:Iteration 106Q (1380.854556 sec): 3 clusters Score: Raw -2328636.305827 + Penalty 3390.944222 = -2325245.361605 nChanged 77 SP:Iteration 107Q (1380.913908 sec): 3 clusters Score: Raw -2328643.178339 + Penalty 3390.944222 = -2325252.234117 nChanged 87 SP:Iteration 108Q (1380.973003 sec): 3 clusters Score: Raw -2328651.101530 + Penalty 3390.944222 = -2325260.157308 nChanged 80 SP:Iteration 109Q (1381.031328 sec): 3 clusters Score: Raw -2328658.539700 + Penalty 3390.944222 = -2325267.595478 nChanged 77 SP:Iteration 110Q (1381.090321 sec): 3 clusters Score: Raw -2328665.030679 + Penalty 3390.944222 = -2325274.086457 nChanged 66 SP:Iteration 111Q (1381.148736 sec): 3 clusters Score: Raw -2328669.866581 + Penalty 3390.944222 = -2325278.922358 nChanged 59 SP:Iteration 112Q (1381.207348 sec): 3 clusters Score: Raw -2328674.223867 + Penalty 3390.944222 = -2325283.279645 nChanged 62 SP:Iteration 113Q (1381.266075 sec): 3 clusters Score: Raw -2328679.313270 + Penalty 3390.944222 = -2325288.369048 nChanged 63 SP:Iteration 114Q (1381.361215 sec): 3 clusters Score: Raw -2328684.844318 + Penalty 3390.944222 = -2325293.900096 nChanged 73 SP:Iteration 115Q (1381.434700 sec): 3 clusters Score: Raw -2328691.050095 + Penalty 3390.944222 = -2325300.105873 nChanged 71 SP:Iteration 116Q (1381.493155 sec): 3 clusters Score: Raw -2328696.954702 + Penalty 3390.944222 = -2325306.010480 nChanged 77 SP:Iteration 117Q (1381.551728 sec): 3 clusters Score: Raw -2328703.663526 + Penalty 3390.944222 = -2325312.719304 nChanged 74 SP:Iteration 118Q (1381.610234 sec): 3 clusters Score: Raw -2328709.732541 + Penalty 3390.944222 = -2325318.788319 nChanged 82 SP:Iteration 119Q (1381.668730 sec): 3 clusters Score: Raw -2328715.951733 + Penalty 3390.944222 = -2325325.007511 nChanged 83 SP:Iteration 120F (1381.729605 sec): 3 clusters Score: Raw -2328724.534563 + Penalty 3390.944222 = -2325333.590341 nChanged 92 SP:Iteration 121Q (1381.813479 sec): 3 clusters Score: Raw -2328734.669162 + Penalty 3390.944222 = -2325343.724939 nChanged 100 SP:Iteration 122Q (1381.872463 sec): 3 clusters Score: Raw -2328745.186480 + Penalty 3390.944222 = -2325354.242258 nChanged 93 SP:Iteration 123Q (1381.934306 sec): 3 clusters Score: Raw -2328754.047982 + Penalty 3390.944222 = -2325363.103760 nChanged 84 SP:Iteration 124Q (1381.990015 sec): 3 clusters Score: Raw -2328762.426218 + Penalty 3390.944222 = -2325371.481996 nChanged 96 SP:Iteration 125Q (1382.048208 sec): 3 clusters Score: Raw -2328772.704193 + Penalty 3390.944222 = -2325381.759970 nChanged 96 SP:Iteration 126Q (1382.106644 sec): 3 clusters Score: Raw -2328782.465943 + Penalty 3390.944222 = -2325391.521721 nChanged 81 SP:Iteration 127Q (1382.165317 sec): 3 clusters Score: Raw -2328791.019410 + Penalty 3390.944222 = -2325400.075188 nChanged 84 SP:Iteration 128Q (1382.223487 sec): 3 clusters Score: Raw -2328799.471464 + Penalty 3390.944222 = -2325408.527242 nChanged 94 SP:Iteration 129Q (1382.281422 sec): 3 clusters Score: Raw -2328810.025596 + Penalty 3390.944222 = -2325419.081374 nChanged 115 SP:Iteration 130Q (1382.339338 sec): 3 clusters Score: Raw -2328822.516394 + Penalty 3390.944222 = -2325431.572172 nChanged 104 SP:Iteration 131Q (1382.397616 sec): 3 clusters Score: Raw -2328834.860319 + Penalty 3390.944222 = -2325443.916097 nChanged 105 SP:Iteration 132Q (1382.455288 sec): 3 clusters Score: Raw -2328847.469147 + Penalty 3390.944222 = -2325456.524925 nChanged 122 SP:Iteration 133Q (1382.541801 sec): 3 clusters Score: Raw -2328862.676914 + Penalty 3390.944222 = -2325471.732692 nChanged 121 SP:Iteration 134Q (1382.600165 sec): 3 clusters Score: Raw -2328877.080825 + Penalty 3390.944222 = -2325486.136602 nChanged 131 SP:Iteration 135Q (1382.657834 sec): 3 clusters Score: Raw -2328894.045192 + Penalty 3390.944222 = -2325503.100970 nChanged 142 SP:Iteration 136Q (1382.719913 sec): 3 clusters Score: Raw -2328913.667054 + Penalty 3390.944222 = -2325522.722831 nChanged 134 SP:Iteration 137Q (1382.798659 sec): 3 clusters Score: Raw -2328935.761404 + Penalty 3390.944222 = -2325544.817181 nChanged 153 SP:Iteration 138Q (1382.855479 sec): 3 clusters Score: Raw -2328959.020775 + Penalty 3390.944222 = -2325568.076553 nChanged 137 SP:Iteration 139Q (1382.912577 sec): 3 clusters Score: Raw -2328978.645115 + Penalty 3390.944222 = -2325587.700893 nChanged 137 SP:Iteration 140F (1382.973060 sec): 3 clusters Score: Raw -2328999.136188 + Penalty 3390.944222 = -2325608.191965 nChanged 132 SP:Iteration 141Q (1383.031344 sec): 3 clusters Score: Raw -2329016.595971 + Penalty 3390.944222 = -2325625.651748 nChanged 141 SP:Iteration 142Q (1383.110678 sec): 3 clusters Score: Raw -2329038.264268 + Penalty 3390.944222 = -2325647.320046 nChanged 166 SP:Iteration 143Q (1383.183800 sec): 3 clusters Score: Raw -2329065.159163 + Penalty 3390.944222 = -2325674.214941 nChanged 144 SP:Iteration 144Q (1383.241077 sec): 3 clusters Score: Raw -2329084.014944 + Penalty 3390.944222 = -2325693.070722 nChanged 118 SP:Iteration 145Q (1383.297646 sec): 3 clusters Score: Raw -2329098.889724 + Penalty 3390.944222 = -2325707.945502 nChanged 130 SP:Iteration 146Q (1383.354203 sec): 3 clusters Score: Raw -2329121.431785 + Penalty 3390.944222 = -2325730.487563 nChanged 146 SP:Iteration 147Q (1383.410336 sec): 3 clusters Score: Raw -2329147.349910 + Penalty 3390.944222 = -2325756.405688 nChanged 155 SP:Iteration 148Q (1383.466584 sec): 3 clusters Score: Raw -2329175.477764 + Penalty 3390.944222 = -2325784.533542 nChanged 157 SP:Iteration 149Q (1383.522572 sec): 3 clusters Score: Raw -2329208.724129 + Penalty 3390.944222 = -2325817.779907 nChanged 157 SP:Iteration 150Q (1383.578223 sec): 3 clusters Score: Raw -2329239.197373 + Penalty 3390.944222 = -2325848.253151 nChanged 150 SP:Iteration 151Q (1383.647281 sec): 3 clusters Score: Raw -2329268.042919 + Penalty 3390.944222 = -2325877.098697 nChanged 150 SP:Iteration 152Q (1383.738051 sec): 3 clusters Score: Raw -2329295.001679 + Penalty 3390.944222 = -2325904.057457 nChanged 127 SP:Iteration 153Q (1383.805063 sec): 3 clusters Score: Raw -2329318.653306 + Penalty 3390.944222 = -2325927.709084 nChanged 114 SP:Iteration 154Q (1383.860138 sec): 3 clusters Score: Raw -2329337.376077 + Penalty 3390.944222 = -2325946.431855 nChanged 101 SP:Iteration 155Q (1383.915363 sec): 3 clusters Score: Raw -2329353.403859 + Penalty 3390.944222 = -2325962.459637 nChanged 110 SP:Iteration 156Q (1383.970972 sec): 3 clusters Score: Raw -2329372.054052 + Penalty 3390.944222 = -2325981.109830 nChanged 114 SP:Iteration 157Q (1384.026340 sec): 3 clusters Score: Raw -2329393.212796 + Penalty 3390.944222 = -2326002.268573 nChanged 116 SP:Iteration 158Q (1384.081293 sec): 3 clusters Score: Raw -2329413.513452 + Penalty 3390.944222 = -2326022.569230 nChanged 123 SP:Iteration 159Q (1384.136446 sec): 3 clusters Score: Raw -2329435.793479 + Penalty 3390.944222 = -2326044.849256 nChanged 117 SP:Iteration 160F (1384.196638 sec): 3 clusters Score: Raw -2329457.885975 + Penalty 3390.944222 = -2326066.941753 nChanged 116 SP:Iteration 161Q (1384.252862 sec): 3 clusters Score: Raw -2329478.186875 + Penalty 3390.944222 = -2326087.242653 nChanged 120 SP:Iteration 162Q (1384.308041 sec): 3 clusters Score: Raw -2329501.405572 + Penalty 3390.944222 = -2326110.461349 nChanged 105 SP:Iteration 163Q (1384.362734 sec): 3 clusters Score: Raw -2329521.287187 + Penalty 3390.944222 = -2326130.342965 nChanged 116 SP:Iteration 164Q (1384.417259 sec): 3 clusters Score: Raw -2329545.041436 + Penalty 3390.944222 = -2326154.097214 nChanged 114 SP:Iteration 165Q (1384.471943 sec): 3 clusters Score: Raw -2329567.093936 + Penalty 3390.944222 = -2326176.149714 nChanged 108 SP:Iteration 166Q (1384.526623 sec): 3 clusters Score: Raw -2329586.162808 + Penalty 3390.944222 = -2326195.218586 nChanged 92 SP:Iteration 167Q (1384.580948 sec): 3 clusters Score: Raw -2329601.857122 + Penalty 3390.944222 = -2326210.912900 nChanged 91 SP:Iteration 168Q (1384.635360 sec): 3 clusters Score: Raw -2329617.322383 + Penalty 3390.944222 = -2326226.378161 nChanged 74 SP:Iteration 169Q (1384.690587 sec): 3 clusters Score: Raw -2329629.715872 + Penalty 3390.944222 = -2326238.771650 nChanged 79 SP:Iteration 170Q (1384.743656 sec): 3 clusters Score: Raw -2329645.662149 + Penalty 3390.944222 = -2326254.717926 nChanged 82 SP:Iteration 171Q (1384.812733 sec): 3 clusters Score: Raw -2329663.641635 + Penalty 3390.944222 = -2326272.697413 nChanged 67 SP:Iteration 172Q (1384.895903 sec): 3 clusters Score: Raw -2329677.328175 + Penalty 3390.944222 = -2326286.383952 nChanged 69 SP:Iteration 173Q (1384.973243 sec): 3 clusters Score: Raw -2329691.285460 + Penalty 3390.944222 = -2326300.341238 nChanged 63 SP:Iteration 174Q (1385.026781 sec): 3 clusters Score: Raw -2329702.691430 + Penalty 3390.944222 = -2326311.747208 nChanged 57 SP:Iteration 175Q (1385.080339 sec): 3 clusters Score: Raw -2329712.115922 + Penalty 3390.944222 = -2326321.171699 nChanged 41 SP:Iteration 176Q (1385.133870 sec): 3 clusters Score: Raw -2329717.724371 + Penalty 3390.944222 = -2326326.780149 nChanged 41 SP:Iteration 177Q (1385.186669 sec): 3 clusters Score: Raw -2329723.227760 + Penalty 3390.944222 = -2326332.283538 nChanged 35 SP:Iteration 178Q (1385.240329 sec): 3 clusters Score: Raw -2329727.888987 + Penalty 3390.944222 = -2326336.944764 nChanged 28 SP:Iteration 179Q (1385.293967 sec): 3 clusters Score: Raw -2329730.993471 + Penalty 3390.944222 = -2326340.049249 nChanged 24 SP:Iteration 180F (1385.354714 sec): 3 clusters Score: Raw -2329734.565396 + Penalty 3390.944222 = -2326343.621174 nChanged 22 SP:Iteration 181Q (1385.408359 sec): 3 clusters Score: Raw -2329737.842225 + Penalty 3390.944222 = -2326346.898002 nChanged 30 SP:Iteration 182Q (1385.462187 sec): 3 clusters Score: Raw -2329742.445364 + Penalty 3390.944222 = -2326351.501142 nChanged 28 SP:Iteration 183Q (1385.514736 sec): 3 clusters Score: Raw -2329747.753769 + Penalty 3390.944222 = -2326356.809547 nChanged 40 SP:Iteration 184Q (1385.567998 sec): 3 clusters Score: Raw -2329754.665308 + Penalty 3390.944222 = -2326363.721085 nChanged 34 SP:Iteration 185Q (1385.620933 sec): 3 clusters Score: Raw -2329759.615668 + Penalty 3390.944222 = -2326368.671446 nChanged 29 SP:Iteration 186Q (1385.673955 sec): 3 clusters Score: Raw -2329763.981535 + Penalty 3390.944222 = -2326373.037313 nChanged 27 SP:Iteration 187Q (1385.726884 sec): 3 clusters Score: Raw -2329768.394920 + Penalty 3390.944222 = -2326377.450698 nChanged 27 SP:Iteration 188Q (1385.779672 sec): 3 clusters Score: Raw -2329773.801231 + Penalty 3390.944222 = -2326382.857009 nChanged 27 SP:Iteration 189Q (1385.832396 sec): 3 clusters Score: Raw -2329778.955975 + Penalty 3390.944222 = -2326388.011752 nChanged 26 SP:Iteration 190Q (1385.884950 sec): 3 clusters Score: Raw -2329783.497425 + Penalty 3390.944222 = -2326392.553203 nChanged 21 SP:Iteration 191Q (1385.938223 sec): 3 clusters Score: Raw -2329786.194312 + Penalty 3390.944222 = -2326395.250090 nChanged 16 SP:Iteration 192Q (1385.996181 sec): 3 clusters Score: Raw -2329788.822023 + Penalty 3390.944222 = -2326397.877801 nChanged 17 SP:Iteration 193Q (1386.048618 sec): 3 clusters Score: Raw -2329791.274220 + Penalty 3390.944222 = -2326400.329998 nChanged 21 SP:Iteration 194Q (1386.101199 sec): 3 clusters Score: Raw -2329794.174617 + Penalty 3390.944222 = -2326403.230395 nChanged 13 SP:Iteration 195Q (1386.153549 sec): 3 clusters Score: Raw -2329796.296644 + Penalty 3390.944222 = -2326405.352422 nChanged 11 SP:Iteration 196Q (1386.206085 sec): 3 clusters Score: Raw -2329797.774324 + Penalty 3390.944222 = -2326406.830102 nChanged 9 SP:Iteration 197Q (1386.258564 sec): 3 clusters Score: Raw -2329799.282545 + Penalty 3390.944222 = -2326408.338323 nChanged 11 SP:Iteration 198Q (1386.311184 sec): 3 clusters Score: Raw -2329801.371789 + Penalty 3390.944222 = -2326410.427567 nChanged 17 SP:Iteration 199Q (1386.395755 sec): 3 clusters Score: Raw -2329805.319899 + Penalty 3390.944222 = -2326414.375677 nChanged 27 SP:Iteration 200F (1386.467277 sec): 3 clusters Score: Raw -2329813.286500 + Penalty 3390.944222 = -2326422.342278 nChanged 27 SP:Iteration 201Q (1386.531534 sec): 3 clusters Score: Raw -2329820.580511 + Penalty 3390.944222 = -2326429.636288 nChanged 39 SP:Iteration 202Q (1386.608464 sec): 3 clusters Score: Raw -2329832.136647 + Penalty 3390.944222 = -2326441.192425 nChanged 44 SP:Iteration 203Q (1386.661421 sec): 3 clusters Score: Raw -2329846.718689 + Penalty 3390.944222 = -2326455.774467 nChanged 38 SP:Iteration 204Q (1386.713730 sec): 3 clusters Score: Raw -2329858.195641 + Penalty 3390.944222 = -2326467.251419 nChanged 37 SP:Iteration 205Q (1386.765774 sec): 3 clusters Score: Raw -2329868.075776 + Penalty 3390.944222 = -2326477.131554 nChanged 41 SP:Iteration 206Q (1386.817850 sec): 3 clusters Score: Raw -2329879.551298 + Penalty 3390.944222 = -2326488.607076 nChanged 36 SP:Iteration 207Q (1386.869847 sec): 3 clusters Score: Raw -2329892.170841 + Penalty 3390.944222 = -2326501.226619 nChanged 40 SP:Iteration 208Q (1386.921683 sec): 3 clusters Score: Raw -2329901.941604 + Penalty 3390.944222 = -2326510.997382 nChanged 35 SP:Iteration 209Q (1386.973440 sec): 3 clusters Score: Raw -2329912.142987 + Penalty 3390.944222 = -2326521.198765 nChanged 30 SP:Iteration 210Q (1387.025248 sec): 3 clusters Score: Raw -2329918.682561 + Penalty 3390.944222 = -2326527.738338 nChanged 26 SP:Iteration 211Q (1387.076895 sec): 3 clusters Score: Raw -2329923.617097 + Penalty 3390.944222 = -2326532.672875 nChanged 26 SP:Iteration 212Q (1387.128765 sec): 3 clusters Score: Raw -2329930.631394 + Penalty 3390.944222 = -2326539.687172 nChanged 26 SP:Iteration 213Q (1387.180160 sec): 3 clusters Score: Raw -2329936.128885 + Penalty 3390.944222 = -2326545.184662 nChanged 27 SP:Iteration 214Q (1387.231928 sec): 3 clusters Score: Raw -2329941.878283 + Penalty 3390.944222 = -2326550.934060 nChanged 22 SP:Iteration 215Q (1387.283440 sec): 3 clusters Score: Raw -2329945.905020 + Penalty 3390.944222 = -2326554.960798 nChanged 15 SP:Iteration 216Q (1387.335120 sec): 3 clusters Score: Raw -2329949.008724 + Penalty 3390.944222 = -2326558.064502 nChanged 10 SP:Iteration 217Q (1387.386561 sec): 3 clusters Score: Raw -2329950.747733 + Penalty 3390.944222 = -2326559.803511 nChanged 14 SP:Iteration 218Q (1387.438164 sec): 3 clusters Score: Raw -2329953.103041 + Penalty 3390.944222 = -2326562.158819 nChanged 7 SP:Iteration 219Q (1387.489562 sec): 3 clusters Score: Raw -2329953.980824 + Penalty 3390.944222 = -2326563.036602 nChanged 8 SP:Iteration 220F (1387.549489 sec): 3 clusters Score: Raw -2329955.825788 + Penalty 3390.944222 = -2326564.881566 nChanged 13 SP:Iteration 221Q (1387.602092 sec): 3 clusters Score: Raw -2329957.890874 + Penalty 3390.944222 = -2326566.946652 nChanged 14 SP:Iteration 222Q (1387.653779 sec): 3 clusters Score: Raw -2329960.724079 + Penalty 3390.944222 = -2326569.779857 nChanged 12 SP:Iteration 223Q (1387.705456 sec): 3 clusters Score: Raw -2329963.282342 + Penalty 3390.944222 = -2326572.338120 nChanged 9 SP:Iteration 224Q (1387.756891 sec): 3 clusters Score: Raw -2329964.587369 + Penalty 3390.944222 = -2326573.643147 nChanged 5 SP:Iteration 225Q (1387.808104 sec): 3 clusters Score: Raw -2329965.402883 + Penalty 3390.944222 = -2326574.458661 nChanged 4 SP:Iteration 226Q (1387.859661 sec): 3 clusters Score: Raw -2329966.358692 + Penalty 3390.944222 = -2326575.414470 nChanged 4 SP:Iteration 227Q (1387.910921 sec): 3 clusters Score: Raw -2329967.089875 + Penalty 3390.944222 = -2326576.145653 nChanged 3 SP:Iteration 228Q (1387.962649 sec): 3 clusters Score: Raw -2329967.595633 + Penalty 3390.944222 = -2326576.651411 nChanged 2 SP:Iteration 229Q (1388.013916 sec): 3 clusters Score: Raw -2329967.982608 + Penalty 3390.944222 = -2326577.038386 nChanged 2 SP:Iteration 230Q (1388.065543 sec): 3 clusters Score: Raw -2329968.171625 + Penalty 3390.944222 = -2326577.227402 nChanged 2 SP:Iteration 231Q (1388.116820 sec): 3 clusters Score: Raw -2329968.406056 + Penalty 3390.944222 = -2326577.461834 nChanged 4 SP:Iteration 232Q (1388.168456 sec): 3 clusters Score: Raw -2329968.732870 + Penalty 3390.944222 = -2326577.788648 nChanged 3 SP:Iteration 233Q (1388.219732 sec): 3 clusters Score: Raw -2329968.968490 + Penalty 3390.944222 = -2326578.024268 nChanged 1 SP:Iteration 234Q (1388.271348 sec): 3 clusters Score: Raw -2329969.043814 + Penalty 3390.944222 = -2326578.099591 nChanged 1 SP:Iteration 235Q (1388.322930 sec): 3 clusters Score: Raw -2329969.300339 + Penalty 3390.944222 = -2326578.356117 nChanged 0 SP:Iteration 236F (1388.382759 sec): 3 clusters Score: Raw -2329969.300339 + Penalty 3390.944222 = -2326578.356117 nChanged 0 Trying to split cluster 4 (3774 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1388.397755 sec): 2 clusters Score: Raw -256844.492290 + Penalty 1338.332243 = -255506.160047 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1388.463354 sec): 3 clusters Score: Raw -254948.403165 + Penalty 2676.664486 = -252271.738679 nChanged 1505 SP:Iteration 1F (1388.499055 sec): 3 clusters Score: Raw -255821.469657 + Penalty 2676.664486 = -253144.805171 nChanged 288 SP:Iteration 2F (1388.547390 sec): 3 clusters Score: Raw -255988.506189 + Penalty 2676.664486 = -253311.841703 nChanged 218 SP:Iteration 3F (1388.565410 sec): 3 clusters Score: Raw -256100.152737 + Penalty 2676.664486 = -253423.488251 nChanged 150 SP:Iteration 4Q (1388.583458 sec): 3 clusters Score: Raw -256186.532806 + Penalty 2676.664486 = -253509.868320 nChanged 145 SP:Iteration 5Q (1388.601503 sec): 3 clusters Score: Raw -256261.272992 + Penalty 2676.664486 = -253584.608506 nChanged 96 SP:Iteration 6Q (1388.619539 sec): 3 clusters Score: Raw -256303.537946 + Penalty 2676.664486 = -253626.873460 nChanged 90 SP:Iteration 7Q (1388.637573 sec): 3 clusters Score: Raw -256344.573898 + Penalty 2676.664486 = -253667.909412 nChanged 93 SP:Iteration 8Q (1388.655444 sec): 3 clusters Score: Raw -256390.029834 + Penalty 2676.664486 = -253713.365348 nChanged 88 SP:Iteration 9Q (1388.673415 sec): 3 clusters Score: Raw -256436.067612 + Penalty 2676.664486 = -253759.403126 nChanged 84 SP:Iteration 10Q (1388.691398 sec): 3 clusters Score: Raw -256480.396677 + Penalty 2676.664486 = -253803.732191 nChanged 90 SP:Iteration 11Q (1388.709437 sec): 3 clusters Score: Raw -256524.894311 + Penalty 2676.664486 = -253848.229825 nChanged 86 SP:Iteration 12Q (1388.727264 sec): 3 clusters Score: Raw -256572.228371 + Penalty 2676.664486 = -253895.563885 nChanged 76 SP:Iteration 13Q (1388.758730 sec): 3 clusters Score: Raw -256615.442520 + Penalty 2676.664486 = -253938.778034 nChanged 73 SP:Iteration 14Q (1388.777254 sec): 3 clusters Score: Raw -256657.025969 + Penalty 2676.664486 = -253980.361483 nChanged 70 SP:Iteration 15Q (1388.795212 sec): 3 clusters Score: Raw -256695.129575 + Penalty 2676.664486 = -254018.465089 nChanged 69 SP:Iteration 16Q (1388.813153 sec): 3 clusters Score: Raw -256737.393388 + Penalty 2676.664486 = -254060.728902 nChanged 52 SP:Iteration 17Q (1388.868572 sec): 3 clusters Score: Raw -256770.005107 + Penalty 2676.664486 = -254093.340621 nChanged 53 SP:Iteration 18Q (1388.921245 sec): 3 clusters Score: Raw -256799.637862 + Penalty 2676.664486 = -254122.973376 nChanged 32 SP:Iteration 19Q (1388.974286 sec): 3 clusters Score: Raw -256814.711738 + Penalty 2676.664486 = -254138.047252 nChanged 30 SP:Iteration 20F (1389.026612 sec): 3 clusters Score: Raw -256832.587693 + Penalty 2676.664486 = -254155.923207 nChanged 23 SP:Iteration 21Q (1389.088144 sec): 3 clusters Score: Raw -256849.507173 + Penalty 2676.664486 = -254172.842688 nChanged 24 SP:Iteration 22Q (1389.131231 sec): 3 clusters Score: Raw -256865.314839 + Penalty 2676.664486 = -254188.650353 nChanged 18 SP:Iteration 23Q (1389.177462 sec): 3 clusters Score: Raw -256875.929509 + Penalty 2676.664486 = -254199.265023 nChanged 18 SP:Iteration 24Q (1389.214025 sec): 3 clusters Score: Raw -256886.344602 + Penalty 2676.664486 = -254209.680116 nChanged 18 SP:Iteration 25Q (1389.267883 sec): 3 clusters Score: Raw -256896.949560 + Penalty 2676.664486 = -254220.285074 nChanged 19 SP:Iteration 26Q (1389.320840 sec): 3 clusters Score: Raw -256909.687820 + Penalty 2676.664486 = -254233.023334 nChanged 16 SP:Iteration 27Q (1389.338010 sec): 3 clusters Score: Raw -256919.007103 + Penalty 2676.664486 = -254242.342617 nChanged 14 SP:Iteration 28Q (1389.355754 sec): 3 clusters Score: Raw -256928.415878 + Penalty 2676.664486 = -254251.751392 nChanged 15 SP:Iteration 29Q (1389.373502 sec): 3 clusters Score: Raw -256938.881737 + Penalty 2676.664486 = -254262.217251 nChanged 11 SP:Iteration 30Q (1389.391204 sec): 3 clusters Score: Raw -256947.191211 + Penalty 2676.664486 = -254270.526725 nChanged 5 SP:Iteration 31Q (1389.408698 sec): 3 clusters Score: Raw -256950.630375 + Penalty 2676.664486 = -254273.965889 nChanged 5 SP:Iteration 32Q (1389.437448 sec): 3 clusters Score: Raw -256953.808995 + Penalty 2676.664486 = -254277.144509 nChanged 5 SP:Iteration 33Q (1389.455521 sec): 3 clusters Score: Raw -256957.153095 + Penalty 2676.664486 = -254280.488609 nChanged 5 SP:Iteration 34Q (1389.473214 sec): 3 clusters Score: Raw -256962.661203 + Penalty 2676.664486 = -254285.996717 nChanged 11 SP:Iteration 35Q (1389.490851 sec): 3 clusters Score: Raw -256971.154068 + Penalty 2676.664486 = -254294.489582 nChanged 7 SP:Iteration 36Q (1389.508506 sec): 3 clusters Score: Raw -256978.190853 + Penalty 2676.664486 = -254301.526367 nChanged 6 SP:Iteration 37Q (1389.561926 sec): 3 clusters Score: Raw -256981.370061 + Penalty 2676.664486 = -254304.705575 nChanged 4 SP:Iteration 38Q (1389.607108 sec): 3 clusters Score: Raw -256983.614485 + Penalty 2676.664486 = -254306.949999 nChanged 3 SP:Iteration 39Q (1389.623366 sec): 3 clusters Score: Raw -256985.202034 + Penalty 2676.664486 = -254308.537548 nChanged 2 SP:Iteration 40F (1389.641372 sec): 3 clusters Score: Raw -256986.585076 + Penalty 2676.664486 = -254309.920590 nChanged 2 SP:Iteration 41Q (1389.658912 sec): 3 clusters Score: Raw -256987.444596 + Penalty 2676.664486 = -254310.780110 nChanged 2 SP:Iteration 42Q (1389.676565 sec): 3 clusters Score: Raw -256988.630337 + Penalty 2676.664486 = -254311.965851 nChanged 3 SP:Iteration 43Q (1389.694202 sec): 3 clusters Score: Raw -256991.592859 + Penalty 2676.664486 = -254314.928373 nChanged 5 SP:Iteration 44Q (1389.711792 sec): 3 clusters Score: Raw -256995.691422 + Penalty 2676.664486 = -254319.026936 nChanged 9 SP:Iteration 45Q (1389.729385 sec): 3 clusters Score: Raw -257003.013283 + Penalty 2676.664486 = -254326.348797 nChanged 6 SP:Iteration 46Q (1389.746748 sec): 3 clusters Score: Raw -257008.358236 + Penalty 2676.664486 = -254331.693750 nChanged 6 SP:Iteration 47Q (1389.764107 sec): 3 clusters Score: Raw -257012.928148 + Penalty 2676.664486 = -254336.263662 nChanged 4 SP:Iteration 48Q (1389.781652 sec): 3 clusters Score: Raw -257016.437623 + Penalty 2676.664486 = -254339.773137 nChanged 5 SP:Iteration 49Q (1389.835331 sec): 3 clusters Score: Raw -257020.523668 + Penalty 2676.664486 = -254343.859182 nChanged 3 SP:Iteration 50Q (1389.879130 sec): 3 clusters Score: Raw -257022.355318 + Penalty 2676.664486 = -254345.690833 nChanged 2 SP:Iteration 51Q (1389.932618 sec): 3 clusters Score: Raw -257025.907973 + Penalty 2676.664486 = -254349.243487 nChanged 3 SP:Iteration 52Q (1389.985206 sec): 3 clusters Score: Raw -257028.157344 + Penalty 2676.664486 = -254351.492858 nChanged 2 SP:Iteration 53Q (1390.047447 sec): 3 clusters Score: Raw -257029.709973 + Penalty 2676.664486 = -254353.045487 nChanged 3 SP:Iteration 54Q (1390.087257 sec): 3 clusters Score: Raw -257033.763371 + Penalty 2676.664486 = -254357.098885 nChanged 4 SP:Iteration 55Q (1390.138891 sec): 3 clusters Score: Raw -257035.892782 + Penalty 2676.664486 = -254359.228296 nChanged 0 SP:Iteration 56F (1390.184081 sec): 3 clusters Score: Raw -257035.892782 + Penalty 2676.664486 = -254359.228296 nChanged 0 Trying to split cluster 5 (47390 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1390.261861 sec): 2 clusters Score: Raw -3156386.576400 + Penalty 1749.502059 = -3154637.074341 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1390.362444 sec): 3 clusters Score: Raw -3126384.344732 + Penalty 3499.004117 = -3122885.340614 nChanged 22281 SP:Iteration 1F (1390.445438 sec): 3 clusters Score: Raw -3139429.554238 + Penalty 3499.004117 = -3135930.550121 nChanged 2284 SP:Iteration 2Q (1390.530986 sec): 3 clusters Score: Raw -3140368.022580 + Penalty 3499.004117 = -3136869.018463 nChanged 2407 SP:Iteration 3F (1390.611200 sec): 3 clusters Score: Raw -3141516.161525 + Penalty 3499.004117 = -3138017.157407 nChanged 2630 SP:Iteration 4F (1390.691827 sec): 3 clusters Score: Raw -3142908.002324 + Penalty 3499.004117 = -3139408.998207 nChanged 2880 SP:Iteration 5F (1390.772380 sec): 3 clusters Score: Raw -3144496.897824 + Penalty 3499.004117 = -3140997.893706 nChanged 2911 SP:Iteration 6F (1390.853137 sec): 3 clusters Score: Raw -3146116.644173 + Penalty 3499.004117 = -3142617.640056 nChanged 2734 SP:Iteration 7F (1390.959648 sec): 3 clusters Score: Raw -3147619.717583 + Penalty 3499.004117 = -3144120.713465 nChanged 2480 SP:Iteration 8F (1391.041904 sec): 3 clusters Score: Raw -3148968.494940 + Penalty 3499.004117 = -3145469.490823 nChanged 2183 SP:Iteration 9Q (1391.126326 sec): 3 clusters Score: Raw -3150139.524192 + Penalty 3499.004117 = -3146640.520074 nChanged 1965 SP:Iteration 10Q (1391.210116 sec): 3 clusters Score: Raw -3151248.598546 + Penalty 3499.004117 = -3147749.594428 nChanged 1828 SP:Iteration 11Q (1391.292920 sec): 3 clusters Score: Raw -3152348.803084 + Penalty 3499.004117 = -3148849.798967 nChanged 1650 SP:Iteration 12Q (1391.374776 sec): 3 clusters Score: Raw -3153377.105660 + Penalty 3499.004117 = -3149878.101542 nChanged 1414 SP:Iteration 13Q (1391.455574 sec): 3 clusters Score: Raw -3154274.378248 + Penalty 3499.004117 = -3150775.374130 nChanged 1193 SP:Iteration 14Q (1391.534321 sec): 3 clusters Score: Raw -3155073.226121 + Penalty 3499.004117 = -3151574.222004 nChanged 889 SP:Iteration 15Q (1391.610701 sec): 3 clusters Score: Raw -3155665.937987 + Penalty 3499.004117 = -3152166.933870 nChanged 596 SP:Iteration 16Q (1391.696311 sec): 3 clusters Score: Raw -3156068.679374 + Penalty 3499.004117 = -3152569.675257 nChanged 359 SP:Iteration 17Q (1391.801532 sec): 3 clusters Score: Raw -3156308.358755 + Penalty 3499.004117 = -3152809.354638 nChanged 259 SP:Iteration 18Q (1391.873272 sec): 3 clusters Score: Raw -3156473.689852 + Penalty 3499.004117 = -3152974.685735 nChanged 166 SP:Iteration 19Q (1391.941637 sec): 3 clusters Score: Raw -3156585.787994 + Penalty 3499.004117 = -3153086.783877 nChanged 128 SP:Iteration 20F (1392.020271 sec): 3 clusters Score: Raw -3156666.195698 + Penalty 3499.004117 = -3153167.191581 nChanged 110 SP:Iteration 21Q (1392.088613 sec): 3 clusters Score: Raw -3156731.928745 + Penalty 3499.004117 = -3153232.924628 nChanged 86 SP:Iteration 22Q (1392.155726 sec): 3 clusters Score: Raw -3156784.242825 + Penalty 3499.004117 = -3153285.238708 nChanged 81 SP:Iteration 23Q (1392.222077 sec): 3 clusters Score: Raw -3156822.686251 + Penalty 3499.004117 = -3153323.682134 nChanged 53 SP:Iteration 24Q (1392.288040 sec): 3 clusters Score: Raw -3156839.677079 + Penalty 3499.004117 = -3153340.672962 nChanged 27 SP:Iteration 25Q (1392.353884 sec): 3 clusters Score: Raw -3156848.744943 + Penalty 3499.004117 = -3153349.740826 nChanged 13 SP:Iteration 26Q (1392.419515 sec): 3 clusters Score: Raw -3156854.997999 + Penalty 3499.004117 = -3153355.993882 nChanged 24 SP:Iteration 27Q (1392.485206 sec): 3 clusters Score: Raw -3156863.736193 + Penalty 3499.004117 = -3153364.732075 nChanged 17 SP:Iteration 28Q (1392.551100 sec): 3 clusters Score: Raw -3156868.256427 + Penalty 3499.004117 = -3153369.252310 nChanged 8 SP:Iteration 29Q (1392.641532 sec): 3 clusters Score: Raw -3156870.340248 + Penalty 3499.004117 = -3153371.336131 nChanged 11 SP:Iteration 30Q (1392.731334 sec): 3 clusters Score: Raw -3156873.522676 + Penalty 3499.004117 = -3153374.518559 nChanged 9 SP:Iteration 31Q (1392.798092 sec): 3 clusters Score: Raw -3156875.879118 + Penalty 3499.004117 = -3153376.875001 nChanged 5 SP:Iteration 32Q (1392.864031 sec): 3 clusters Score: Raw -3156876.973062 + Penalty 3499.004117 = -3153377.968945 nChanged 3 SP:Iteration 33Q (1392.929644 sec): 3 clusters Score: Raw -3156878.466783 + Penalty 3499.004117 = -3153379.462666 nChanged 2 SP:Iteration 34Q (1393.028394 sec): 3 clusters Score: Raw -3156879.546953 + Penalty 3499.004117 = -3153380.542836 nChanged 3 SP:Iteration 35Q (1393.095074 sec): 3 clusters Score: Raw -3156880.403252 + Penalty 3499.004117 = -3153381.399134 nChanged 1 SP:Iteration 36Q (1393.161229 sec): 3 clusters Score: Raw -3156880.530192 + Penalty 3499.004117 = -3153381.526075 nChanged 1 SP:Iteration 37Q (1393.227464 sec): 3 clusters Score: Raw -3156880.670834 + Penalty 3499.004117 = -3153381.666717 nChanged 1 SP:Iteration 38Q (1393.292973 sec): 3 clusters Score: Raw -3156880.774143 + Penalty 3499.004117 = -3153381.770025 nChanged 0 SP:Iteration 39F (1393.371748 sec): 3 clusters Score: Raw -3156880.774143 + Penalty 3499.004117 = -3153381.770025 nChanged 0 Trying to split cluster 6 (2016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1393.379388 sec): 2 clusters Score: Raw -114386.129799 + Penalty 1236.441477 = -113149.688322 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1393.389997 sec): 3 clusters Score: Raw -113508.102600 + Penalty 2472.882954 = -111035.219646 nChanged 714 SP:Iteration 1F (1393.399915 sec): 3 clusters Score: Raw -113984.643961 + Penalty 2472.882954 = -111511.761007 nChanged 170 SP:Iteration 2F (1393.409848 sec): 3 clusters Score: Raw -114109.955911 + Penalty 2472.882954 = -111637.072957 nChanged 112 SP:Iteration 3F (1393.419779 sec): 3 clusters Score: Raw -114192.346747 + Penalty 2472.882954 = -111719.463792 nChanged 79 SP:Iteration 4Q (1393.429664 sec): 3 clusters Score: Raw -114247.661590 + Penalty 2472.882954 = -111774.778636 nChanged 54 SP:Iteration 5Q (1393.439603 sec): 3 clusters Score: Raw -114285.061230 + Penalty 2472.882954 = -111812.178276 nChanged 48 SP:Iteration 6Q (1393.452797 sec): 3 clusters Score: Raw -114324.700024 + Penalty 2472.882954 = -111851.817070 nChanged 55 SP:Iteration 7Q (1393.462740 sec): 3 clusters Score: Raw -114372.004928 + Penalty 2472.882954 = -111899.121974 nChanged 60 SP:Iteration 8Q (1393.472654 sec): 3 clusters Score: Raw -114419.165622 + Penalty 2472.882954 = -111946.282667 nChanged 44 SP:Iteration 9Q (1393.482553 sec): 3 clusters Score: Raw -114454.471763 + Penalty 2472.882954 = -111981.588808 nChanged 48 SP:Iteration 10Q (1393.492467 sec): 3 clusters Score: Raw -114499.156633 + Penalty 2472.882954 = -112026.273678 nChanged 56 SP:Iteration 11Q (1393.502337 sec): 3 clusters Score: Raw -114559.490755 + Penalty 2472.882954 = -112086.607801 nChanged 58 SP:Iteration 12Q (1393.512178 sec): 3 clusters Score: Raw -114616.785094 + Penalty 2472.882954 = -112143.902140 nChanged 50 SP:Iteration 13Q (1393.522007 sec): 3 clusters Score: Raw -114661.771471 + Penalty 2472.882954 = -112188.888517 nChanged 43 SP:Iteration 14Q (1393.538237 sec): 3 clusters Score: Raw -114705.460051 + Penalty 2472.882954 = -112232.577097 nChanged 40 SP:Iteration 15Q (1393.548063 sec): 3 clusters Score: Raw -114745.605413 + Penalty 2472.882954 = -112272.722459 nChanged 28 SP:Iteration 16Q (1393.557732 sec): 3 clusters Score: Raw -114764.527979 + Penalty 2472.882954 = -112291.645024 nChanged 23 SP:Iteration 17Q (1393.567382 sec): 3 clusters Score: Raw -114781.780286 + Penalty 2472.882954 = -112308.897332 nChanged 27 SP:Iteration 18Q (1393.577095 sec): 3 clusters Score: Raw -114805.597927 + Penalty 2472.882954 = -112332.714973 nChanged 25 SP:Iteration 19Q (1393.608706 sec): 3 clusters Score: Raw -114827.813469 + Penalty 2472.882954 = -112354.930515 nChanged 33 SP:Iteration 20F (1393.618703 sec): 3 clusters Score: Raw -114864.750073 + Penalty 2472.882954 = -112391.867119 nChanged 32 SP:Iteration 21Q (1393.628417 sec): 3 clusters Score: Raw -114896.728557 + Penalty 2472.882954 = -112423.845603 nChanged 32 SP:Iteration 22Q (1393.638099 sec): 3 clusters Score: Raw -114924.998559 + Penalty 2472.882954 = -112452.115605 nChanged 26 SP:Iteration 23Q (1393.647781 sec): 3 clusters Score: Raw -114950.056457 + Penalty 2472.882954 = -112477.173503 nChanged 30 SP:Iteration 24Q (1393.657431 sec): 3 clusters Score: Raw -114989.027768 + Penalty 2472.882954 = -112516.144814 nChanged 34 SP:Iteration 25Q (1393.667056 sec): 3 clusters Score: Raw -115042.053011 + Penalty 2472.882954 = -112569.170056 nChanged 43 SP:Iteration 26Q (1393.676626 sec): 3 clusters Score: Raw -115117.236638 + Penalty 2472.882954 = -112644.353683 nChanged 51 SP:Iteration 27Q (1393.686211 sec): 3 clusters Score: Raw -115220.918182 + Penalty 2472.882954 = -112748.035228 nChanged 64 SP:Iteration 28Q (1393.695698 sec): 3 clusters Score: Raw -115376.607888 + Penalty 2472.882954 = -112903.724934 nChanged 61 SP:Iteration 29Q (1393.704539 sec): 3 clusters Score: Raw -115534.651558 + Penalty 2472.882954 = -113061.768604 nChanged 53 SP:Iteration 30Q (1393.713896 sec): 3 clusters Score: Raw -115684.219111 + Penalty 2472.882954 = -113211.336157 nChanged 69 SP:Iteration 31Q (1393.723201 sec): 3 clusters Score: Raw -115902.714362 + Penalty 2472.882954 = -113429.831407 nChanged 46 SP:Iteration 32Q (1393.732339 sec): 3 clusters Score: Raw -116055.585122 + Penalty 2472.882954 = -113582.702168 nChanged 24 SP:Iteration 33Q (1393.741392 sec): 3 clusters Score: Raw -116128.155147 + Penalty 2472.882954 = -113655.272193 nChanged 9 SP:Iteration 34Q (1393.750540 sec): 3 clusters Score: Raw -116144.504187 + Penalty 2472.882954 = -113671.621233 nChanged 6 SP:Iteration 35Q (1393.759648 sec): 3 clusters Score: Raw -116149.237193 + Penalty 2472.882954 = -113676.354239 nChanged 1 SP:Iteration 36Q (1393.768232 sec): 3 clusters Score: Raw -116149.563572 + Penalty 2472.882954 = -113676.680617 nChanged 0 SP:Iteration 37F (1393.778170 sec): 3 clusters Score: Raw -116149.563572 + Penalty 2472.882954 = -113676.680617 nChanged 0 Score: Raw -22938245.026239 + Penalty 64400.529166 = -22873844.497073 Splitting cluster 6 changes total score from -22874158.499725 to -22873844.497073 So it's not getting split. Trying to split cluster 7 (413 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1400.271627 sec): 2 clusters Score: Raw -23519.345149 + Penalty 978.810234 = -22540.534915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1400.274730 sec): 3 clusters Score: Raw -23522.282809 + Penalty 1957.620468 = -21564.662342 nChanged 72 SP:Iteration 1F (1400.277363 sec): 3 clusters Score: Raw -23620.866853 + Penalty 1957.620468 = -21663.246385 nChanged 20 SP:Iteration 2Q (1400.292452 sec): 3 clusters Score: Raw -23665.769460 + Penalty 1957.620468 = -21708.148992 nChanged 15 SP:Iteration 3Q (1400.295161 sec): 3 clusters Score: Raw -23697.251125 + Penalty 1957.620468 = -21739.630657 nChanged 7 SP:Iteration 4Q (1400.297775 sec): 3 clusters Score: Raw -23713.379373 + Penalty 1957.620468 = -21755.758905 nChanged 3 SP:Iteration 5Q (1400.300330 sec): 3 clusters Score: Raw -23721.179964 + Penalty 1957.620468 = -21763.559496 nChanged 2 SP:Iteration 6Q (1400.302864 sec): 3 clusters Score: Raw -23722.663080 + Penalty 1957.620468 = -21765.042613 nChanged 1 SP:Iteration 7Q (1400.305397 sec): 3 clusters Score: Raw -23724.987545 + Penalty 1957.620468 = -21767.367077 nChanged 0 SP:Iteration 8F (1400.307983 sec): 3 clusters Score: Raw -23724.987545 + Penalty 1957.620468 = -21767.367077 nChanged 0 Trying to split cluster 8 (2052 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1400.323635 sec): 2 clusters Score: Raw -120759.343562 + Penalty 1239.317659 = -119520.025904 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1400.334574 sec): 3 clusters Score: Raw -119906.662248 + Penalty 2478.635317 = -117428.026931 nChanged 753 SP:Iteration 1F (1400.344718 sec): 3 clusters Score: Raw -120525.272405 + Penalty 2478.635317 = -118046.637088 nChanged 201 SP:Iteration 2F (1400.354869 sec): 3 clusters Score: Raw -120735.382523 + Penalty 2478.635317 = -118256.747206 nChanged 138 SP:Iteration 3F (1400.365135 sec): 3 clusters Score: Raw -120864.922302 + Penalty 2478.635317 = -118386.286985 nChanged 113 SP:Iteration 4F (1400.375355 sec): 3 clusters Score: Raw -120986.197046 + Penalty 2478.635317 = -118507.561729 nChanged 87 SP:Iteration 5Q (1400.390166 sec): 3 clusters Score: Raw -121056.138246 + Penalty 2478.635317 = -118577.502929 nChanged 55 SP:Iteration 6Q (1400.400423 sec): 3 clusters Score: Raw -121101.797139 + Penalty 2478.635317 = -118623.161822 nChanged 42 SP:Iteration 7Q (1400.410560 sec): 3 clusters Score: Raw -121129.726182 + Penalty 2478.635317 = -118651.090865 nChanged 29 SP:Iteration 8Q (1400.420706 sec): 3 clusters Score: Raw -121144.525410 + Penalty 2478.635317 = -118665.890093 nChanged 20 SP:Iteration 9Q (1400.430847 sec): 3 clusters Score: Raw -121155.803677 + Penalty 2478.635317 = -118677.168360 nChanged 15 SP:Iteration 10Q (1400.440942 sec): 3 clusters Score: Raw -121161.427765 + Penalty 2478.635317 = -118682.792448 nChanged 10 SP:Iteration 11Q (1400.451047 sec): 3 clusters Score: Raw -121166.931181 + Penalty 2478.635317 = -118688.295864 nChanged 8 SP:Iteration 12Q (1400.473930 sec): 3 clusters Score: Raw -121172.021095 + Penalty 2478.635317 = -118693.385778 nChanged 6 SP:Iteration 13Q (1400.484243 sec): 3 clusters Score: Raw -121177.874795 + Penalty 2478.635317 = -118699.239478 nChanged 4 SP:Iteration 14Q (1400.494369 sec): 3 clusters Score: Raw -121181.013681 + Penalty 2478.635317 = -118702.378364 nChanged 6 SP:Iteration 15Q (1400.508010 sec): 3 clusters Score: Raw -121185.569132 + Penalty 2478.635317 = -118706.933815 nChanged 7 SP:Iteration 16Q (1400.518148 sec): 3 clusters Score: Raw -121188.937884 + Penalty 2478.635317 = -118710.302567 nChanged 6 SP:Iteration 17Q (1400.528245 sec): 3 clusters Score: Raw -121192.557220 + Penalty 2478.635317 = -118713.921903 nChanged 5 SP:Iteration 18Q (1400.538308 sec): 3 clusters Score: Raw -121195.319632 + Penalty 2478.635317 = -118716.684315 nChanged 3 SP:Iteration 19Q (1400.548299 sec): 3 clusters Score: Raw -121196.887911 + Penalty 2478.635317 = -118718.252594 nChanged 3 SP:Iteration 20F (1400.558391 sec): 3 clusters Score: Raw -121198.566270 + Penalty 2478.635317 = -118719.930953 nChanged 1 SP:Iteration 21Q (1400.568393 sec): 3 clusters Score: Raw -121199.709338 + Penalty 2478.635317 = -118721.074021 nChanged 0 SP:Iteration 22F (1400.578550 sec): 3 clusters Score: Raw -121199.709338 + Penalty 2478.635317 = -118721.074021 nChanged 0 Trying to split cluster 9 (5420 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1400.610708 sec): 2 clusters Score: Raw -335295.269980 + Penalty 1397.150803 = -333898.119177 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1400.649468 sec): 3 clusters Score: Raw -332514.856962 + Penalty 2794.301606 = -329720.555357 nChanged 2272 SP:Iteration 1F (1400.698989 sec): 3 clusters Score: Raw -333924.248496 + Penalty 2794.301606 = -331129.946890 nChanged 472 SP:Iteration 2F (1400.720499 sec): 3 clusters Score: Raw -334281.991786 + Penalty 2794.301606 = -331487.690180 nChanged 406 SP:Iteration 3F (1400.775367 sec): 3 clusters Score: Raw -334636.228483 + Penalty 2794.301606 = -331841.926877 nChanged 361 SP:Iteration 4F (1400.827682 sec): 3 clusters Score: Raw -334995.415699 + Penalty 2794.301606 = -332201.114094 nChanged 337 SP:Iteration 5F (1400.880018 sec): 3 clusters Score: Raw -335287.170222 + Penalty 2794.301606 = -332492.868616 nChanged 285 SP:Iteration 6F (1400.910420 sec): 3 clusters Score: Raw -335497.733310 + Penalty 2794.301606 = -332703.431705 nChanged 217 SP:Iteration 7Q (1400.954709 sec): 3 clusters Score: Raw -335643.821298 + Penalty 2794.301606 = -332849.519693 nChanged 182 SP:Iteration 8Q (1401.008981 sec): 3 clusters Score: Raw -335765.425430 + Penalty 2794.301606 = -332971.123824 nChanged 160 SP:Iteration 9Q (1401.065602 sec): 3 clusters Score: Raw -335881.817102 + Penalty 2794.301606 = -333087.515497 nChanged 146 SP:Iteration 10Q (1401.122206 sec): 3 clusters Score: Raw -335996.709896 + Penalty 2794.301606 = -333202.408290 nChanged 137 SP:Iteration 11Q (1401.155397 sec): 3 clusters Score: Raw -336103.033700 + Penalty 2794.301606 = -333308.732095 nChanged 126 SP:Iteration 12Q (1401.185907 sec): 3 clusters Score: Raw -336221.085991 + Penalty 2794.301606 = -333426.784386 nChanged 112 SP:Iteration 13Q (1401.206672 sec): 3 clusters Score: Raw -336332.035733 + Penalty 2794.301606 = -333537.734127 nChanged 99 SP:Iteration 14Q (1401.227522 sec): 3 clusters Score: Raw -336431.083108 + Penalty 2794.301606 = -333636.781503 nChanged 85 SP:Iteration 15Q (1401.247203 sec): 3 clusters Score: Raw -336526.834199 + Penalty 2794.301606 = -333732.532593 nChanged 81 SP:Iteration 16Q (1401.273429 sec): 3 clusters Score: Raw -336606.890092 + Penalty 2794.301606 = -333812.588486 nChanged 62 SP:Iteration 17Q (1401.293788 sec): 3 clusters Score: Raw -336669.270595 + Penalty 2794.301606 = -333874.968990 nChanged 66 SP:Iteration 18Q (1401.313938 sec): 3 clusters Score: Raw -336750.073650 + Penalty 2794.301606 = -333955.772044 nChanged 47 SP:Iteration 19Q (1401.334320 sec): 3 clusters Score: Raw -336804.491564 + Penalty 2794.301606 = -334010.189958 nChanged 34 SP:Iteration 20F (1401.356153 sec): 3 clusters Score: Raw -336836.633678 + Penalty 2794.301606 = -334042.332072 nChanged 25 SP:Iteration 21Q (1401.376052 sec): 3 clusters Score: Raw -336858.353716 + Penalty 2794.301606 = -334064.052110 nChanged 17 SP:Iteration 22Q (1401.396183 sec): 3 clusters Score: Raw -336877.311283 + Penalty 2794.301606 = -334083.009677 nChanged 16 SP:Iteration 23Q (1401.416171 sec): 3 clusters Score: Raw -336889.532187 + Penalty 2794.301606 = -334095.230581 nChanged 12 SP:Iteration 24Q (1401.436428 sec): 3 clusters Score: Raw -336897.802777 + Penalty 2794.301606 = -334103.501171 nChanged 4 SP:Iteration 25Q (1401.456513 sec): 3 clusters Score: Raw -336900.140462 + Penalty 2794.301606 = -334105.838856 nChanged 6 SP:Iteration 26Q (1401.476600 sec): 3 clusters Score: Raw -336905.037961 + Penalty 2794.301606 = -334110.736355 nChanged 5 SP:Iteration 27Q (1401.496712 sec): 3 clusters Score: Raw -336908.881749 + Penalty 2794.301606 = -334114.580143 nChanged 3 SP:Iteration 28Q (1401.545932 sec): 3 clusters Score: Raw -336910.247872 + Penalty 2794.301606 = -334115.946267 nChanged 1 SP:Iteration 29Q (1401.565730 sec): 3 clusters Score: Raw -336910.545812 + Penalty 2794.301606 = -334116.244206 nChanged 1 SP:Iteration 30Q (1401.598561 sec): 3 clusters Score: Raw -336910.769556 + Penalty 2794.301606 = -334116.467951 nChanged 0 SP:Iteration 31F (1401.652002 sec): 3 clusters Score: Raw -336910.769556 + Penalty 2794.301606 = -334116.467951 nChanged 0 Score: Raw -22938097.092043 + Penalty 64400.529166 = -22873696.562877 Splitting cluster 9 changes total score from -22874158.499725 to -22873696.562877 So it's not getting split. Trying to split cluster 10 (2736 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1408.675728 sec): 2 clusters Score: Raw -181232.800380 + Penalty 1286.065995 = -179946.734385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1408.689956 sec): 3 clusters Score: Raw -179935.793023 + Penalty 2572.131991 = -177363.661033 nChanged 1043 SP:Iteration 1F (1408.703344 sec): 3 clusters Score: Raw -180640.447677 + Penalty 2572.131991 = -178068.315687 nChanged 228 SP:Iteration 2F (1408.716701 sec): 3 clusters Score: Raw -180808.981631 + Penalty 2572.131991 = -178236.849641 nChanged 156 SP:Iteration 3F (1408.730144 sec): 3 clusters Score: Raw -180911.031573 + Penalty 2572.131991 = -178338.899582 nChanged 125 SP:Iteration 4Q (1408.743663 sec): 3 clusters Score: Raw -181007.925899 + Penalty 2572.131991 = -178435.793909 nChanged 124 SP:Iteration 5Q (1408.757130 sec): 3 clusters Score: Raw -181106.004636 + Penalty 2572.131991 = -178533.872645 nChanged 117 SP:Iteration 6Q (1408.770592 sec): 3 clusters Score: Raw -181196.698806 + Penalty 2572.131991 = -178624.566816 nChanged 90 SP:Iteration 7Q (1408.783913 sec): 3 clusters Score: Raw -181281.895228 + Penalty 2572.131991 = -178709.763238 nChanged 96 SP:Iteration 8Q (1408.797275 sec): 3 clusters Score: Raw -181368.471392 + Penalty 2572.131991 = -178796.339401 nChanged 90 SP:Iteration 9Q (1408.810707 sec): 3 clusters Score: Raw -181453.643516 + Penalty 2572.131991 = -178881.511525 nChanged 82 SP:Iteration 10Q (1408.824097 sec): 3 clusters Score: Raw -181521.410200 + Penalty 2572.131991 = -178949.278209 nChanged 64 SP:Iteration 11Q (1408.837330 sec): 3 clusters Score: Raw -181576.427573 + Penalty 2572.131991 = -179004.295583 nChanged 53 SP:Iteration 12Q (1408.850669 sec): 3 clusters Score: Raw -181619.411843 + Penalty 2572.131991 = -179047.279853 nChanged 61 SP:Iteration 13Q (1408.863957 sec): 3 clusters Score: Raw -181660.513741 + Penalty 2572.131991 = -179088.381750 nChanged 53 SP:Iteration 14Q (1408.877253 sec): 3 clusters Score: Raw -181694.874025 + Penalty 2572.131991 = -179122.742035 nChanged 36 SP:Iteration 15Q (1408.890529 sec): 3 clusters Score: Raw -181724.338610 + Penalty 2572.131991 = -179152.206619 nChanged 45 SP:Iteration 16Q (1408.903703 sec): 3 clusters Score: Raw -181758.032047 + Penalty 2572.131991 = -179185.900056 nChanged 35 SP:Iteration 17Q (1408.916951 sec): 3 clusters Score: Raw -181775.967817 + Penalty 2572.131991 = -179203.835827 nChanged 32 SP:Iteration 18Q (1408.930186 sec): 3 clusters Score: Raw -181793.990958 + Penalty 2572.131991 = -179221.858967 nChanged 30 SP:Iteration 19Q (1408.943407 sec): 3 clusters Score: Raw -181820.585751 + Penalty 2572.131991 = -179248.453761 nChanged 24 SP:Iteration 20F (1408.956749 sec): 3 clusters Score: Raw -181837.987410 + Penalty 2572.131991 = -179265.855420 nChanged 16 SP:Iteration 21Q (1408.969999 sec): 3 clusters Score: Raw -181851.091108 + Penalty 2572.131991 = -179278.959117 nChanged 17 SP:Iteration 22Q (1408.983180 sec): 3 clusters Score: Raw -181860.405543 + Penalty 2572.131991 = -179288.273553 nChanged 17 SP:Iteration 23Q (1408.996248 sec): 3 clusters Score: Raw -181876.712274 + Penalty 2572.131991 = -179304.580283 nChanged 24 SP:Iteration 24Q (1409.009321 sec): 3 clusters Score: Raw -181905.809033 + Penalty 2572.131991 = -179333.677042 nChanged 32 SP:Iteration 25Q (1409.022516 sec): 3 clusters Score: Raw -181949.492860 + Penalty 2572.131991 = -179377.360870 nChanged 38 SP:Iteration 26Q (1409.035692 sec): 3 clusters Score: Raw -181994.179591 + Penalty 2572.131991 = -179422.047600 nChanged 35 SP:Iteration 27Q (1409.048805 sec): 3 clusters Score: Raw -182026.160059 + Penalty 2572.131991 = -179454.028069 nChanged 16 SP:Iteration 28Q (1409.061961 sec): 3 clusters Score: Raw -182037.214756 + Penalty 2572.131991 = -179465.082765 nChanged 14 SP:Iteration 29Q (1409.075050 sec): 3 clusters Score: Raw -182042.747369 + Penalty 2572.131991 = -179470.615378 nChanged 6 SP:Iteration 30Q (1409.088165 sec): 3 clusters Score: Raw -182044.472142 + Penalty 2572.131991 = -179472.340151 nChanged 6 SP:Iteration 31Q (1409.101276 sec): 3 clusters Score: Raw -182046.735764 + Penalty 2572.131991 = -179474.603773 nChanged 7 SP:Iteration 32Q (1409.114419 sec): 3 clusters Score: Raw -182048.885955 + Penalty 2572.131991 = -179476.753964 nChanged 4 SP:Iteration 33Q (1409.127521 sec): 3 clusters Score: Raw -182050.144666 + Penalty 2572.131991 = -179478.012675 nChanged 3 SP:Iteration 34Q (1409.140521 sec): 3 clusters Score: Raw -182051.223384 + Penalty 2572.131991 = -179479.091394 nChanged 3 SP:Iteration 35Q (1409.153648 sec): 3 clusters Score: Raw -182052.831984 + Penalty 2572.131991 = -179480.699993 nChanged 6 SP:Iteration 36Q (1409.166773 sec): 3 clusters Score: Raw -182056.050985 + Penalty 2572.131991 = -179483.918994 nChanged 1 SP:Iteration 37Q (1409.179849 sec): 3 clusters Score: Raw -182057.578174 + Penalty 2572.131991 = -179485.446183 nChanged 1 SP:Iteration 38Q (1409.192964 sec): 3 clusters Score: Raw -182057.879783 + Penalty 2572.131991 = -179485.747792 nChanged 1 SP:Iteration 39Q (1409.206037 sec): 3 clusters Score: Raw -182058.285490 + Penalty 2572.131991 = -179486.153500 nChanged 2 SP:Iteration 40F (1409.219507 sec): 3 clusters Score: Raw -182059.380005 + Penalty 2572.131991 = -179487.248014 nChanged 2 SP:Iteration 41Q (1409.232648 sec): 3 clusters Score: Raw -182060.282512 + Penalty 2572.131991 = -179488.150522 nChanged 3 SP:Iteration 42Q (1409.245822 sec): 3 clusters Score: Raw -182061.572090 + Penalty 2572.131991 = -179489.440099 nChanged 2 SP:Iteration 43Q (1409.258964 sec): 3 clusters Score: Raw -182062.979176 + Penalty 2572.131991 = -179490.847185 nChanged 3 SP:Iteration 44Q (1409.272127 sec): 3 clusters Score: Raw -182063.577146 + Penalty 2572.131991 = -179491.445155 nChanged 1 SP:Iteration 45Q (1409.285189 sec): 3 clusters Score: Raw -182064.663732 + Penalty 2572.131991 = -179492.531741 nChanged 3 SP:Iteration 46Q (1409.298371 sec): 3 clusters Score: Raw -182067.830901 + Penalty 2572.131991 = -179495.698910 nChanged 1 SP:Iteration 47Q (1409.311549 sec): 3 clusters Score: Raw -182068.043138 + Penalty 2572.131991 = -179495.911148 nChanged 1 SP:Iteration 48Q (1409.324693 sec): 3 clusters Score: Raw -182068.197002 + Penalty 2572.131991 = -179496.065011 nChanged 0 SP:Iteration 49F (1409.338133 sec): 3 clusters Score: Raw -182068.197002 + Penalty 2572.131991 = -179496.065011 nChanged 0 Trying to split cluster 11 (1016 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.349587 sec): 2 clusters Score: Raw -67089.388642 + Penalty 1125.089652 = -65964.298989 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.355306 sec): 3 clusters Score: Raw -66772.722566 + Penalty 2250.179304 = -64522.543261 nChanged 300 SP:Iteration 1F (1409.360620 sec): 3 clusters Score: Raw -67016.192373 + Penalty 2250.179304 = -64766.013069 nChanged 66 SP:Iteration 2F (1409.365961 sec): 3 clusters Score: Raw -67081.089011 + Penalty 2250.179304 = -64830.909707 nChanged 45 SP:Iteration 3Q (1409.371316 sec): 3 clusters Score: Raw -67126.233155 + Penalty 2250.179304 = -64876.053851 nChanged 27 SP:Iteration 4Q (1409.376693 sec): 3 clusters Score: Raw -67153.846125 + Penalty 2250.179304 = -64903.666821 nChanged 26 SP:Iteration 5Q (1409.382023 sec): 3 clusters Score: Raw -67191.534536 + Penalty 2250.179304 = -64941.355232 nChanged 28 SP:Iteration 6Q (1409.387342 sec): 3 clusters Score: Raw -67216.630954 + Penalty 2250.179304 = -64966.451650 nChanged 22 SP:Iteration 7Q (1409.392617 sec): 3 clusters Score: Raw -67241.499148 + Penalty 2250.179304 = -64991.319844 nChanged 19 SP:Iteration 8Q (1409.397920 sec): 3 clusters Score: Raw -67260.481421 + Penalty 2250.179304 = -65010.302117 nChanged 16 SP:Iteration 9Q (1409.403221 sec): 3 clusters Score: Raw -67274.362608 + Penalty 2250.179304 = -65024.183304 nChanged 9 SP:Iteration 10Q (1409.408560 sec): 3 clusters Score: Raw -67281.301140 + Penalty 2250.179304 = -65031.121836 nChanged 10 SP:Iteration 11Q (1409.413857 sec): 3 clusters Score: Raw -67288.738451 + Penalty 2250.179304 = -65038.559147 nChanged 7 SP:Iteration 12Q (1409.419158 sec): 3 clusters Score: Raw -67293.492096 + Penalty 2250.179304 = -65043.312792 nChanged 3 SP:Iteration 13Q (1409.424442 sec): 3 clusters Score: Raw -67296.634412 + Penalty 2250.179304 = -65046.455108 nChanged 4 SP:Iteration 14Q (1409.429679 sec): 3 clusters Score: Raw -67299.169828 + Penalty 2250.179304 = -65048.990523 nChanged 2 SP:Iteration 15Q (1409.434958 sec): 3 clusters Score: Raw -67299.922750 + Penalty 2250.179304 = -65049.743446 nChanged 0 SP:Iteration 16F (1409.440309 sec): 3 clusters Score: Raw -67299.922750 + Penalty 2250.179304 = -65049.743446 nChanged 0 Trying to split cluster 12 (1790 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1409.455540 sec): 2 clusters Score: Raw -119695.756042 + Penalty 1217.120271 = -118478.635771 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1409.464994 sec): 3 clusters Score: Raw -118974.854049 + Penalty 2434.240542 = -116540.613507 nChanged 616 SP:Iteration 1F (1409.473862 sec): 3 clusters Score: Raw -119399.501510 + Penalty 2434.240542 = -116965.260968 nChanged 175 SP:Iteration 2F (1409.482682 sec): 3 clusters Score: Raw -119553.303985 + Penalty 2434.240542 = -117119.063443 nChanged 143 SP:Iteration 3F (1409.491610 sec): 3 clusters Score: Raw -119702.134616 + Penalty 2434.240542 = -117267.894074 nChanged 111 SP:Iteration 4F (1409.500572 sec): 3 clusters Score: Raw -119810.913223 + Penalty 2434.240542 = -117376.672681 nChanged 88 SP:Iteration 5Q (1409.509476 sec): 3 clusters Score: Raw -119901.329181 + Penalty 2434.240542 = -117467.088639 nChanged 67 SP:Iteration 6Q (1409.518323 sec): 3 clusters Score: Raw -119968.228637 + Penalty 2434.240542 = -117533.988095 nChanged 53 SP:Iteration 7Q (1409.559861 sec): 3 clusters Score: Raw -120023.115668 + Penalty 2434.240542 = -117588.875126 nChanged 47 SP:Iteration 8Q (1409.610509 sec): 3 clusters Score: Raw -120079.093903 + Penalty 2434.240542 = -117644.853361 nChanged 44 SP:Iteration 9Q (1409.661923 sec): 3 clusters Score: Raw -120136.857250 + Penalty 2434.240542 = -117702.616708 nChanged 42 SP:Iteration 10Q (1409.707997 sec): 3 clusters Score: Raw -120180.416844 + Penalty 2434.240542 = -117746.176302 nChanged 24 SP:Iteration 11Q (1409.758469 sec): 3 clusters Score: Raw -120201.494226 + Penalty 2434.240542 = -117767.253684 nChanged 18 SP:Iteration 12Q (1409.802855 sec): 3 clusters Score: Raw -120216.570057 + Penalty 2434.240542 = -117782.329515 nChanged 14 SP:Iteration 13Q (1409.851920 sec): 3 clusters Score: Raw -120232.174642 + Penalty 2434.240542 = -117797.934100 nChanged 18 SP:Iteration 14Q (1409.893816 sec): 3 clusters Score: Raw -120254.360409 + Penalty 2434.240542 = -117820.119867 nChanged 16 SP:Iteration 15Q (1409.936288 sec): 3 clusters Score: Raw -120270.088470 + Penalty 2434.240542 = -117835.847928 nChanged 12 SP:Iteration 16Q (1409.979879 sec): 3 clusters Score: Raw -120280.699973 + Penalty 2434.240542 = -117846.459431 nChanged 13 SP:Iteration 17Q (1410.023497 sec): 3 clusters Score: Raw -120290.130997 + Penalty 2434.240542 = -117855.890455 nChanged 11 SP:Iteration 18Q (1410.067302 sec): 3 clusters Score: Raw -120300.635709 + Penalty 2434.240542 = -117866.395166 nChanged 7 SP:Iteration 19Q (1410.118331 sec): 3 clusters Score: Raw -120305.482602 + Penalty 2434.240542 = -117871.242060 nChanged 8 SP:Iteration 20F (1410.159381 sec): 3 clusters Score: Raw -120312.073879 + Penalty 2434.240542 = -117877.833337 nChanged 4 SP:Iteration 21Q (1410.209533 sec): 3 clusters Score: Raw -120316.677999 + Penalty 2434.240542 = -117882.437457 nChanged 7 SP:Iteration 22Q (1410.254288 sec): 3 clusters Score: Raw -120321.278068 + Penalty 2434.240542 = -117887.037526 nChanged 6 SP:Iteration 23Q (1410.304553 sec): 3 clusters Score: Raw -120324.705464 + Penalty 2434.240542 = -117890.464922 nChanged 2 SP:Iteration 24Q (1410.348992 sec): 3 clusters Score: Raw -120325.924356 + Penalty 2434.240542 = -117891.683814 nChanged 0 SP:Iteration 25F (1410.366809 sec): 3 clusters Score: Raw -120325.924356 + Penalty 2434.240542 = -117891.683814 nChanged 0 Trying to split cluster 13 (1255 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1410.379666 sec): 2 clusters Score: Raw -74111.053138 + Penalty 1159.419763 = -72951.633375 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1410.386604 sec): 3 clusters Score: Raw -73682.189772 + Penalty 2318.839527 = -71363.350245 nChanged 405 SP:Iteration 1F (1410.393110 sec): 3 clusters Score: Raw -74027.137416 + Penalty 2318.839527 = -71708.297889 nChanged 116 SP:Iteration 2F (1410.399680 sec): 3 clusters Score: Raw -74183.121408 + Penalty 2318.839527 = -71864.281882 nChanged 72 SP:Iteration 3F (1410.406208 sec): 3 clusters Score: Raw -74288.562800 + Penalty 2318.839527 = -71969.723273 nChanged 55 SP:Iteration 4Q (1410.412656 sec): 3 clusters Score: Raw -74373.523823 + Penalty 2318.839527 = -72054.684297 nChanged 59 SP:Iteration 5Q (1410.419093 sec): 3 clusters Score: Raw -74454.225959 + Penalty 2318.839527 = -72135.386432 nChanged 57 SP:Iteration 6Q (1410.425508 sec): 3 clusters Score: Raw -74520.336241 + Penalty 2318.839527 = -72201.496714 nChanged 45 SP:Iteration 7Q (1410.431959 sec): 3 clusters Score: Raw -74573.176843 + Penalty 2318.839527 = -72254.337316 nChanged 39 SP:Iteration 8Q (1410.438389 sec): 3 clusters Score: Raw -74621.109576 + Penalty 2318.839527 = -72302.270049 nChanged 36 SP:Iteration 9Q (1410.444763 sec): 3 clusters Score: Raw -74658.666429 + Penalty 2318.839527 = -72339.826902 nChanged 21 SP:Iteration 10Q (1410.451126 sec): 3 clusters Score: Raw -74677.845500 + Penalty 2318.839527 = -72359.005973 nChanged 15 SP:Iteration 11Q (1410.457490 sec): 3 clusters Score: Raw -74690.535707 + Penalty 2318.839527 = -72371.696180 nChanged 16 SP:Iteration 12Q (1410.463881 sec): 3 clusters Score: Raw -74708.982255 + Penalty 2318.839527 = -72390.142728 nChanged 18 SP:Iteration 13Q (1410.470241 sec): 3 clusters Score: Raw -74726.560666 + Penalty 2318.839527 = -72407.721139 nChanged 18 SP:Iteration 14Q (1410.476575 sec): 3 clusters Score: Raw -74746.316262 + Penalty 2318.839527 = -72427.476735 nChanged 9 SP:Iteration 15Q (1410.482916 sec): 3 clusters Score: Raw -74759.589138 + Penalty 2318.839527 = -72440.749611 nChanged 14 SP:Iteration 16Q (1410.489207 sec): 3 clusters Score: Raw -74775.881329 + Penalty 2318.839527 = -72457.041802 nChanged 16 SP:Iteration 17Q (1410.495630 sec): 3 clusters Score: Raw -74797.010073 + Penalty 2318.839527 = -72478.170547 nChanged 12 SP:Iteration 18Q (1410.501973 sec): 3 clusters Score: Raw -74813.217876 + Penalty 2318.839527 = -72494.378350 nChanged 6 SP:Iteration 19Q (1410.508237 sec): 3 clusters Score: Raw -74820.302968 + Penalty 2318.839527 = -72501.463442 nChanged 7 SP:Iteration 20F (1410.514721 sec): 3 clusters Score: Raw -74828.391234 + Penalty 2318.839527 = -72509.551708 nChanged 10 SP:Iteration 21Q (1410.521043 sec): 3 clusters Score: Raw -74836.658558 + Penalty 2318.839527 = -72517.819032 nChanged 5 SP:Iteration 22Q (1410.527402 sec): 3 clusters Score: Raw -74840.587094 + Penalty 2318.839527 = -72521.747568 nChanged 0 SP:Iteration 23F (1410.533817 sec): 3 clusters Score: Raw -74840.587094 + Penalty 2318.839527 = -72521.747568 nChanged 0 Trying to split cluster 14 (37593 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1410.590259 sec): 2 clusters Score: Raw -2598827.762453 + Penalty 1711.868136 = -2597115.894317 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1410.662422 sec): 3 clusters Score: Raw -2575463.897984 + Penalty 3423.736271 = -2572040.161713 nChanged 17410 SP:Iteration 1F (1410.729520 sec): 3 clusters Score: Raw -2585439.674208 + Penalty 3423.736271 = -2582015.937937 nChanged 1746 SP:Iteration 2Q (1410.800259 sec): 3 clusters Score: Raw -2586060.815262 + Penalty 3423.736271 = -2582637.078991 nChanged 1777 SP:Iteration 3Q (1410.869587 sec): 3 clusters Score: Raw -2586766.035618 + Penalty 3423.736271 = -2583342.299347 nChanged 1911 SP:Iteration 4F (1410.935137 sec): 3 clusters Score: Raw -2587605.397098 + Penalty 3423.736271 = -2584181.660826 nChanged 1966 SP:Iteration 5F (1411.001800 sec): 3 clusters Score: Raw -2588604.493579 + Penalty 3423.736271 = -2585180.757308 nChanged 2148 SP:Iteration 6F (1411.068536 sec): 3 clusters Score: Raw -2589795.615355 + Penalty 3423.736271 = -2586371.879084 nChanged 2125 SP:Iteration 7F (1411.135213 sec): 3 clusters Score: Raw -2590938.500337 + Penalty 3423.736271 = -2587514.764066 nChanged 1967 SP:Iteration 8F (1411.201815 sec): 3 clusters Score: Raw -2591917.507783 + Penalty 3423.736271 = -2588493.771512 nChanged 1718 SP:Iteration 9Q (1411.271751 sec): 3 clusters Score: Raw -2592788.581961 + Penalty 3423.736271 = -2589364.845690 nChanged 1561 SP:Iteration 10Q (1411.340459 sec): 3 clusters Score: Raw -2593596.674028 + Penalty 3423.736271 = -2590172.937757 nChanged 1408 SP:Iteration 11Q (1411.409404 sec): 3 clusters Score: Raw -2594397.277486 + Penalty 3423.736271 = -2590973.541215 nChanged 1257 SP:Iteration 12Q (1411.478337 sec): 3 clusters Score: Raw -2595211.239951 + Penalty 3423.736271 = -2591787.503680 nChanged 1078 SP:Iteration 13Q (1411.546521 sec): 3 clusters Score: Raw -2595963.785593 + Penalty 3423.736271 = -2592540.049322 nChanged 983 SP:Iteration 14Q (1411.613586 sec): 3 clusters Score: Raw -2596688.420236 + Penalty 3423.736271 = -2593264.683965 nChanged 814 SP:Iteration 15Q (1411.678989 sec): 3 clusters Score: Raw -2597244.481968 + Penalty 3423.736271 = -2593820.745697 nChanged 630 SP:Iteration 16Q (1411.742135 sec): 3 clusters Score: Raw -2597644.642473 + Penalty 3423.736271 = -2594220.906202 nChanged 517 SP:Iteration 17Q (1411.803961 sec): 3 clusters Score: Raw -2597932.605813 + Penalty 3423.736271 = -2594508.869541 nChanged 435 SP:Iteration 18Q (1411.864921 sec): 3 clusters Score: Raw -2598151.894661 + Penalty 3423.736271 = -2594728.158390 nChanged 409 SP:Iteration 19Q (1411.924965 sec): 3 clusters Score: Raw -2598354.656510 + Penalty 3423.736271 = -2594930.920239 nChanged 367 SP:Iteration 20F (1411.991315 sec): 3 clusters Score: Raw -2598530.621693 + Penalty 3423.736271 = -2595106.885422 nChanged 308 SP:Iteration 21Q (1412.050438 sec): 3 clusters Score: Raw -2598690.491959 + Penalty 3423.736271 = -2595266.755687 nChanged 252 SP:Iteration 22Q (1412.121022 sec): 3 clusters Score: Raw -2598802.249651 + Penalty 3423.736271 = -2595378.513380 nChanged 209 SP:Iteration 23Q (1412.210823 sec): 3 clusters Score: Raw -2598899.951418 + Penalty 3423.736271 = -2595476.215147 nChanged 192 SP:Iteration 24Q (1412.269408 sec): 3 clusters Score: Raw -2598989.416422 + Penalty 3423.736271 = -2595565.680151 nChanged 180 SP:Iteration 25Q (1412.326475 sec): 3 clusters Score: Raw -2599067.938449 + Penalty 3423.736271 = -2595644.202177 nChanged 169 SP:Iteration 26Q (1412.383334 sec): 3 clusters Score: Raw -2599146.551119 + Penalty 3423.736271 = -2595722.814848 nChanged 137 SP:Iteration 27Q (1412.439893 sec): 3 clusters Score: Raw -2599202.552047 + Penalty 3423.736271 = -2595778.815776 nChanged 108 SP:Iteration 28Q (1412.496114 sec): 3 clusters Score: Raw -2599244.125055 + Penalty 3423.736271 = -2595820.388784 nChanged 101 SP:Iteration 29Q (1412.552173 sec): 3 clusters Score: Raw -2599282.257686 + Penalty 3423.736271 = -2595858.521415 nChanged 100 SP:Iteration 30Q (1412.608143 sec): 3 clusters Score: Raw -2599317.965019 + Penalty 3423.736271 = -2595894.228748 nChanged 79 SP:Iteration 31Q (1412.663928 sec): 3 clusters Score: Raw -2599342.882401 + Penalty 3423.736271 = -2595919.146129 nChanged 61 SP:Iteration 32Q (1412.719818 sec): 3 clusters Score: Raw -2599360.834755 + Penalty 3423.736271 = -2595937.098484 nChanged 45 SP:Iteration 33Q (1412.775520 sec): 3 clusters Score: Raw -2599372.506267 + Penalty 3423.736271 = -2595948.769996 nChanged 44 SP:Iteration 34Q (1412.831308 sec): 3 clusters Score: Raw -2599385.683381 + Penalty 3423.736271 = -2595961.947110 nChanged 30 SP:Iteration 35Q (1412.887081 sec): 3 clusters Score: Raw -2599391.955100 + Penalty 3423.736271 = -2595968.218829 nChanged 28 SP:Iteration 36Q (1412.942401 sec): 3 clusters Score: Raw -2599398.529668 + Penalty 3423.736271 = -2595974.793397 nChanged 20 SP:Iteration 37Q (1412.998150 sec): 3 clusters Score: Raw -2599403.278062 + Penalty 3423.736271 = -2595979.541791 nChanged 22 SP:Iteration 38Q (1413.053752 sec): 3 clusters Score: Raw -2599408.628391 + Penalty 3423.736271 = -2595984.892120 nChanged 15 SP:Iteration 39Q (1413.110381 sec): 3 clusters Score: Raw -2599412.365769 + Penalty 3423.736271 = -2595988.629498 nChanged 12 SP:Iteration 40F (1413.178113 sec): 3 clusters Score: Raw -2599414.711865 + Penalty 3423.736271 = -2595990.975594 nChanged 12 SP:Iteration 41Q (1413.233029 sec): 3 clusters Score: Raw -2599416.848768 + Penalty 3423.736271 = -2595993.112497 nChanged 11 SP:Iteration 42Q (1413.288359 sec): 3 clusters Score: Raw -2599419.485327 + Penalty 3423.736271 = -2595995.749055 nChanged 10 SP:Iteration 43Q (1413.343755 sec): 3 clusters Score: Raw -2599421.285626 + Penalty 3423.736271 = -2595997.549355 nChanged 3 SP:Iteration 44Q (1413.399088 sec): 3 clusters Score: Raw -2599422.106042 + Penalty 3423.736271 = -2595998.369771 nChanged 8 SP:Iteration 45Q (1413.454439 sec): 3 clusters Score: Raw -2599423.936629 + Penalty 3423.736271 = -2596000.200358 nChanged 8 SP:Iteration 46Q (1413.509871 sec): 3 clusters Score: Raw -2599425.663517 + Penalty 3423.736271 = -2596001.927246 nChanged 11 SP:Iteration 47Q (1413.565247 sec): 3 clusters Score: Raw -2599428.916773 + Penalty 3423.736271 = -2596005.180501 nChanged 11 SP:Iteration 48Q (1413.620474 sec): 3 clusters Score: Raw -2599431.206848 + Penalty 3423.736271 = -2596007.470577 nChanged 9 SP:Iteration 49Q (1413.675752 sec): 3 clusters Score: Raw -2599432.902590 + Penalty 3423.736271 = -2596009.166319 nChanged 9 SP:Iteration 50Q (1413.765117 sec): 3 clusters Score: Raw -2599434.300045 + Penalty 3423.736271 = -2596010.563774 nChanged 5 SP:Iteration 51Q (1413.824469 sec): 3 clusters Score: Raw -2599434.964859 + Penalty 3423.736271 = -2596011.228588 nChanged 2 SP:Iteration 52Q (1413.879692 sec): 3 clusters Score: Raw -2599435.357562 + Penalty 3423.736271 = -2596011.621291 nChanged 6 SP:Iteration 53Q (1413.935729 sec): 3 clusters Score: Raw -2599436.616720 + Penalty 3423.736271 = -2596012.880449 nChanged 6 SP:Iteration 54Q (1413.990775 sec): 3 clusters Score: Raw -2599437.920783 + Penalty 3423.736271 = -2596014.184512 nChanged 5 SP:Iteration 55Q (1414.046150 sec): 3 clusters Score: Raw -2599438.623384 + Penalty 3423.736271 = -2596014.887113 nChanged 3 SP:Iteration 56Q (1414.101371 sec): 3 clusters Score: Raw -2599439.087536 + Penalty 3423.736271 = -2596015.351265 nChanged 5 SP:Iteration 57Q (1414.156758 sec): 3 clusters Score: Raw -2599440.394081 + Penalty 3423.736271 = -2596016.657810 nChanged 6 SP:Iteration 58Q (1414.212068 sec): 3 clusters Score: Raw -2599441.555870 + Penalty 3423.736271 = -2596017.819599 nChanged 3 SP:Iteration 59Q (1414.267505 sec): 3 clusters Score: Raw -2599442.127401 + Penalty 3423.736271 = -2596018.391130 nChanged 5 SP:Iteration 60F (1414.334701 sec): 3 clusters Score: Raw -2599443.049212 + Penalty 3423.736271 = -2596019.312941 nChanged 4 SP:Iteration 61Q (1414.389262 sec): 3 clusters Score: Raw -2599444.295978 + Penalty 3423.736271 = -2596020.559707 nChanged 3 SP:Iteration 62Q (1414.444659 sec): 3 clusters Score: Raw -2599444.916254 + Penalty 3423.736271 = -2596021.179983 nChanged 2 SP:Iteration 63Q (1414.499851 sec): 3 clusters Score: Raw -2599445.780287 + Penalty 3423.736271 = -2596022.044016 nChanged 3 SP:Iteration 64Q (1414.555233 sec): 3 clusters Score: Raw -2599446.479521 + Penalty 3423.736271 = -2596022.743249 nChanged 2 SP:Iteration 65Q (1414.610388 sec): 3 clusters Score: Raw -2599446.923332 + Penalty 3423.736271 = -2596023.187060 nChanged 1 SP:Iteration 66Q (1414.665676 sec): 3 clusters Score: Raw -2599447.088209 + Penalty 3423.736271 = -2596023.351938 nChanged 1 SP:Iteration 67Q (1414.721035 sec): 3 clusters Score: Raw -2599447.189907 + Penalty 3423.736271 = -2596023.453636 nChanged 0 SP:Iteration 68F (1414.788267 sec): 3 clusters Score: Raw -2599447.189907 + Penalty 3423.736271 = -2596023.453636 nChanged 0 Trying to split cluster 15 (2329 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1414.799032 sec): 2 clusters Score: Raw -145962.259691 + Penalty 1259.894069 = -144702.365622 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1414.811338 sec): 3 clusters Score: Raw -144940.867970 + Penalty 2519.788138 = -142421.079832 nChanged 849 SP:Iteration 1F (1414.823181 sec): 3 clusters Score: Raw -145464.011774 + Penalty 2519.788138 = -142944.223637 nChanged 191 SP:Iteration 2F (1414.834765 sec): 3 clusters Score: Raw -145672.398088 + Penalty 2519.788138 = -143152.609951 nChanged 154 SP:Iteration 3F (1414.846462 sec): 3 clusters Score: Raw -145885.910906 + Penalty 2519.788138 = -143366.122769 nChanged 128 SP:Iteration 4F (1414.858050 sec): 3 clusters Score: Raw -146048.627475 + Penalty 2519.788138 = -143528.839338 nChanged 121 SP:Iteration 5F (1414.869493 sec): 3 clusters Score: Raw -146190.903349 + Penalty 2519.788138 = -143671.115211 nChanged 101 SP:Iteration 6Q (1414.880859 sec): 3 clusters Score: Raw -146289.975463 + Penalty 2519.788138 = -143770.187325 nChanged 71 SP:Iteration 7Q (1414.892262 sec): 3 clusters Score: Raw -146351.672347 + Penalty 2519.788138 = -143831.884209 nChanged 56 SP:Iteration 8Q (1414.903638 sec): 3 clusters Score: Raw -146390.981938 + Penalty 2519.788138 = -143871.193800 nChanged 53 SP:Iteration 9Q (1414.914881 sec): 3 clusters Score: Raw -146430.925207 + Penalty 2519.788138 = -143911.137070 nChanged 49 SP:Iteration 10Q (1414.926184 sec): 3 clusters Score: Raw -146465.546657 + Penalty 2519.788138 = -143945.758520 nChanged 38 SP:Iteration 11Q (1414.937513 sec): 3 clusters Score: Raw -146491.280135 + Penalty 2519.788138 = -143971.491997 nChanged 37 SP:Iteration 12Q (1414.948841 sec): 3 clusters Score: Raw -146509.575837 + Penalty 2519.788138 = -143989.787699 nChanged 29 SP:Iteration 13Q (1414.960115 sec): 3 clusters Score: Raw -146531.255964 + Penalty 2519.788138 = -144011.467826 nChanged 33 SP:Iteration 14Q (1414.971353 sec): 3 clusters Score: Raw -146551.258131 + Penalty 2519.788138 = -144031.469993 nChanged 34 SP:Iteration 15Q (1414.982656 sec): 3 clusters Score: Raw -146568.203117 + Penalty 2519.788138 = -144048.414979 nChanged 26 SP:Iteration 16Q (1414.993823 sec): 3 clusters Score: Raw -146581.446597 + Penalty 2519.788138 = -144061.658459 nChanged 22 SP:Iteration 17Q (1415.005141 sec): 3 clusters Score: Raw -146593.219055 + Penalty 2519.788138 = -144073.430917 nChanged 28 SP:Iteration 18Q (1415.015983 sec): 3 clusters Score: Raw -146606.952051 + Penalty 2519.788138 = -144087.163913 nChanged 25 SP:Iteration 19Q (1415.027255 sec): 3 clusters Score: Raw -146623.017452 + Penalty 2519.788138 = -144103.229314 nChanged 28 SP:Iteration 20F (1415.038874 sec): 3 clusters Score: Raw -146642.576504 + Penalty 2519.788138 = -144122.788366 nChanged 35 SP:Iteration 21Q (1415.050001 sec): 3 clusters Score: Raw -146667.810824 + Penalty 2519.788138 = -144148.022686 nChanged 36 SP:Iteration 22Q (1415.061154 sec): 3 clusters Score: Raw -146691.768539 + Penalty 2519.788138 = -144171.980402 nChanged 30 SP:Iteration 23Q (1415.072459 sec): 3 clusters Score: Raw -146714.380054 + Penalty 2519.788138 = -144194.591916 nChanged 33 SP:Iteration 24Q (1415.083584 sec): 3 clusters Score: Raw -146736.236020 + Penalty 2519.788138 = -144216.447882 nChanged 35 SP:Iteration 25Q (1415.094706 sec): 3 clusters Score: Raw -146760.181133 + Penalty 2519.788138 = -144240.392995 nChanged 32 SP:Iteration 26Q (1415.105864 sec): 3 clusters Score: Raw -146780.437559 + Penalty 2519.788138 = -144260.649421 nChanged 23 SP:Iteration 27Q (1415.116888 sec): 3 clusters Score: Raw -146796.657955 + Penalty 2519.788138 = -144276.869817 nChanged 19 SP:Iteration 28Q (1415.128061 sec): 3 clusters Score: Raw -146807.546390 + Penalty 2519.788138 = -144287.758253 nChanged 12 SP:Iteration 29Q (1415.139169 sec): 3 clusters Score: Raw -146812.774997 + Penalty 2519.788138 = -144292.986860 nChanged 9 SP:Iteration 30Q (1415.150277 sec): 3 clusters Score: Raw -146816.445529 + Penalty 2519.788138 = -144296.657392 nChanged 9 SP:Iteration 31Q (1415.161395 sec): 3 clusters Score: Raw -146820.315912 + Penalty 2519.788138 = -144300.527774 nChanged 10 SP:Iteration 32Q (1415.172381 sec): 3 clusters Score: Raw -146825.380898 + Penalty 2519.788138 = -144305.592760 nChanged 4 SP:Iteration 33Q (1415.183425 sec): 3 clusters Score: Raw -146827.685722 + Penalty 2519.788138 = -144307.897584 nChanged 5 SP:Iteration 34Q (1415.194528 sec): 3 clusters Score: Raw -146828.795605 + Penalty 2519.788138 = -144309.007467 nChanged 0 SP:Iteration 35F (1415.205900 sec): 3 clusters Score: Raw -146828.795605 + Penalty 2519.788138 = -144309.007467 nChanged 0 Trying to split cluster 16 (38267 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1415.262239 sec): 2 clusters Score: Raw -2596686.239306 + Penalty 1714.755768 = -2594971.483538 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1415.335101 sec): 3 clusters Score: Raw -2572894.650126 + Penalty 3429.511535 = -2569465.138591 nChanged 17713 SP:Iteration 1F (1415.402654 sec): 3 clusters Score: Raw -2582875.649023 + Penalty 3429.511535 = -2579446.137488 nChanged 1785 SP:Iteration 2Q (1415.473908 sec): 3 clusters Score: Raw -2583514.922906 + Penalty 3429.511535 = -2580085.411371 nChanged 1827 SP:Iteration 3Q (1415.544372 sec): 3 clusters Score: Raw -2584287.848958 + Penalty 3429.511535 = -2580858.337423 nChanged 2057 SP:Iteration 4F (1415.610622 sec): 3 clusters Score: Raw -2585355.268920 + Penalty 3429.511535 = -2581925.757385 nChanged 2275 SP:Iteration 5F (1415.677970 sec): 3 clusters Score: Raw -2586678.836057 + Penalty 3429.511535 = -2583249.324522 nChanged 2374 SP:Iteration 6F (1415.746095 sec): 3 clusters Score: Raw -2588140.313331 + Penalty 3429.511535 = -2584710.801796 nChanged 2278 SP:Iteration 7F (1415.813069 sec): 3 clusters Score: Raw -2589565.914320 + Penalty 3429.511535 = -2586136.402784 nChanged 2007 SP:Iteration 8F (1415.880419 sec): 3 clusters Score: Raw -2590787.485548 + Penalty 3429.511535 = -2587357.974012 nChanged 1811 SP:Iteration 9Q (1415.950552 sec): 3 clusters Score: Raw -2591907.962811 + Penalty 3429.511535 = -2588478.451276 nChanged 1634 SP:Iteration 10Q (1416.019564 sec): 3 clusters Score: Raw -2592936.875404 + Penalty 3429.511535 = -2589507.363869 nChanged 1343 SP:Iteration 11Q (1416.087082 sec): 3 clusters Score: Raw -2593739.729529 + Penalty 3429.511535 = -2590310.217994 nChanged 1075 SP:Iteration 12Q (1416.153971 sec): 3 clusters Score: Raw -2594342.316215 + Penalty 3429.511535 = -2590912.804680 nChanged 866 SP:Iteration 13Q (1416.220024 sec): 3 clusters Score: Raw -2594758.026131 + Penalty 3429.511535 = -2591328.514596 nChanged 745 SP:Iteration 14Q (1416.285547 sec): 3 clusters Score: Raw -2595111.474565 + Penalty 3429.511535 = -2591681.963030 nChanged 695 SP:Iteration 15Q (1416.350795 sec): 3 clusters Score: Raw -2595429.395727 + Penalty 3429.511535 = -2591999.884192 nChanged 651 SP:Iteration 16Q (1416.415733 sec): 3 clusters Score: Raw -2595723.147740 + Penalty 3429.511535 = -2592293.636205 nChanged 632 SP:Iteration 17Q (1416.480242 sec): 3 clusters Score: Raw -2596001.200651 + Penalty 3429.511535 = -2592571.689116 nChanged 552 SP:Iteration 18Q (1416.544721 sec): 3 clusters Score: Raw -2596236.633838 + Penalty 3429.511535 = -2592807.122303 nChanged 525 SP:Iteration 19Q (1416.608966 sec): 3 clusters Score: Raw -2596458.096348 + Penalty 3429.511535 = -2593028.584813 nChanged 479 SP:Iteration 20F (1416.675588 sec): 3 clusters Score: Raw -2596665.635769 + Penalty 3429.511535 = -2593236.124234 nChanged 459 SP:Iteration 21Q (1416.739365 sec): 3 clusters Score: Raw -2596857.780173 + Penalty 3429.511535 = -2593428.268638 nChanged 424 SP:Iteration 22Q (1416.802064 sec): 3 clusters Score: Raw -2597027.761970 + Penalty 3429.511535 = -2593598.250435 nChanged 382 SP:Iteration 23Q (1416.864576 sec): 3 clusters Score: Raw -2597163.399236 + Penalty 3429.511535 = -2593733.887701 nChanged 322 SP:Iteration 24Q (1416.926968 sec): 3 clusters Score: Raw -2597263.381500 + Penalty 3429.511535 = -2593833.869965 nChanged 303 SP:Iteration 25Q (1416.989199 sec): 3 clusters Score: Raw -2597356.484243 + Penalty 3429.511535 = -2593926.972708 nChanged 302 SP:Iteration 26Q (1417.051207 sec): 3 clusters Score: Raw -2597449.853382 + Penalty 3429.511535 = -2594020.341847 nChanged 280 SP:Iteration 27Q (1417.113077 sec): 3 clusters Score: Raw -2597523.788703 + Penalty 3429.511535 = -2594094.277168 nChanged 263 SP:Iteration 28Q (1417.174524 sec): 3 clusters Score: Raw -2597581.109684 + Penalty 3429.511535 = -2594151.598149 nChanged 215 SP:Iteration 29Q (1417.235715 sec): 3 clusters Score: Raw -2597627.174756 + Penalty 3429.511535 = -2594197.663221 nChanged 200 SP:Iteration 30Q (1417.296662 sec): 3 clusters Score: Raw -2597667.249604 + Penalty 3429.511535 = -2594237.738069 nChanged 182 SP:Iteration 31Q (1417.357551 sec): 3 clusters Score: Raw -2597699.362396 + Penalty 3429.511535 = -2594269.850861 nChanged 161 SP:Iteration 32Q (1417.418359 sec): 3 clusters Score: Raw -2597724.848656 + Penalty 3429.511535 = -2594295.337121 nChanged 134 SP:Iteration 33Q (1417.479115 sec): 3 clusters Score: Raw -2597742.841547 + Penalty 3429.511535 = -2594313.330011 nChanged 128 SP:Iteration 34Q (1417.539904 sec): 3 clusters Score: Raw -2597759.932847 + Penalty 3429.511535 = -2594330.421312 nChanged 119 SP:Iteration 35Q (1417.600279 sec): 3 clusters Score: Raw -2597774.646641 + Penalty 3429.511535 = -2594345.135106 nChanged 117 SP:Iteration 36Q (1417.660809 sec): 3 clusters Score: Raw -2597788.808316 + Penalty 3429.511535 = -2594359.296781 nChanged 101 SP:Iteration 37Q (1417.721406 sec): 3 clusters Score: Raw -2597801.127342 + Penalty 3429.511535 = -2594371.615807 nChanged 80 SP:Iteration 38Q (1417.782037 sec): 3 clusters Score: Raw -2597808.624059 + Penalty 3429.511535 = -2594379.112524 nChanged 63 SP:Iteration 39Q (1417.842301 sec): 3 clusters Score: Raw -2597814.793191 + Penalty 3429.511535 = -2594385.281656 nChanged 61 SP:Iteration 40F (1417.909500 sec): 3 clusters Score: Raw -2597819.637658 + Penalty 3429.511535 = -2594390.126123 nChanged 64 SP:Iteration 41Q (1417.970561 sec): 3 clusters Score: Raw -2597824.794830 + Penalty 3429.511535 = -2594395.283295 nChanged 56 SP:Iteration 42Q (1418.031163 sec): 3 clusters Score: Raw -2597829.579823 + Penalty 3429.511535 = -2594400.068288 nChanged 49 SP:Iteration 43Q (1418.091703 sec): 3 clusters Score: Raw -2597832.930260 + Penalty 3429.511535 = -2594403.418725 nChanged 46 SP:Iteration 44Q (1418.152148 sec): 3 clusters Score: Raw -2597835.554917 + Penalty 3429.511535 = -2594406.043382 nChanged 33 SP:Iteration 45Q (1418.212615 sec): 3 clusters Score: Raw -2597837.607550 + Penalty 3429.511535 = -2594408.096015 nChanged 27 SP:Iteration 46Q (1418.273054 sec): 3 clusters Score: Raw -2597839.325823 + Penalty 3429.511535 = -2594409.814288 nChanged 27 SP:Iteration 47Q (1418.333309 sec): 3 clusters Score: Raw -2597840.417757 + Penalty 3429.511535 = -2594410.906222 nChanged 23 SP:Iteration 48Q (1418.393708 sec): 3 clusters Score: Raw -2597841.879213 + Penalty 3429.511535 = -2594412.367678 nChanged 22 SP:Iteration 49Q (1418.453828 sec): 3 clusters Score: Raw -2597843.076860 + Penalty 3429.511535 = -2594413.565325 nChanged 21 SP:Iteration 50Q (1418.514083 sec): 3 clusters Score: Raw -2597844.452756 + Penalty 3429.511535 = -2594414.941221 nChanged 32 SP:Iteration 51Q (1418.574284 sec): 3 clusters Score: Raw -2597846.352937 + Penalty 3429.511535 = -2594416.841402 nChanged 26 SP:Iteration 52Q (1418.634367 sec): 3 clusters Score: Raw -2597847.985127 + Penalty 3429.511535 = -2594418.473592 nChanged 36 SP:Iteration 53Q (1418.694547 sec): 3 clusters Score: Raw -2597850.386426 + Penalty 3429.511535 = -2594420.874891 nChanged 32 SP:Iteration 54Q (1418.754619 sec): 3 clusters Score: Raw -2597852.594351 + Penalty 3429.511535 = -2594423.082816 nChanged 22 SP:Iteration 55Q (1418.814906 sec): 3 clusters Score: Raw -2597854.348284 + Penalty 3429.511535 = -2594424.836749 nChanged 30 SP:Iteration 56Q (1418.875032 sec): 3 clusters Score: Raw -2597856.634580 + Penalty 3429.511535 = -2594427.123045 nChanged 35 SP:Iteration 57Q (1418.935285 sec): 3 clusters Score: Raw -2597859.650804 + Penalty 3429.511535 = -2594430.139269 nChanged 35 SP:Iteration 58Q (1418.995592 sec): 3 clusters Score: Raw -2597862.679357 + Penalty 3429.511535 = -2594433.167822 nChanged 39 SP:Iteration 59Q (1419.055792 sec): 3 clusters Score: Raw -2597865.675984 + Penalty 3429.511535 = -2594436.164449 nChanged 38 SP:Iteration 60F (1419.122986 sec): 3 clusters Score: Raw -2597868.898070 + Penalty 3429.511535 = -2594439.386535 nChanged 34 SP:Iteration 61Q (1419.183059 sec): 3 clusters Score: Raw -2597871.590733 + Penalty 3429.511535 = -2594442.079198 nChanged 35 SP:Iteration 62Q (1419.243021 sec): 3 clusters Score: Raw -2597874.392781 + Penalty 3429.511535 = -2594444.881246 nChanged 27 SP:Iteration 63Q (1419.302989 sec): 3 clusters Score: Raw -2597876.374585 + Penalty 3429.511535 = -2594446.863050 nChanged 20 SP:Iteration 64Q (1419.362855 sec): 3 clusters Score: Raw -2597878.044024 + Penalty 3429.511535 = -2594448.532489 nChanged 23 SP:Iteration 65Q (1419.422696 sec): 3 clusters Score: Raw -2597879.503000 + Penalty 3429.511535 = -2594449.991465 nChanged 18 SP:Iteration 66Q (1419.482420 sec): 3 clusters Score: Raw -2597880.714131 + Penalty 3429.511535 = -2594451.202596 nChanged 21 SP:Iteration 67Q (1419.542561 sec): 3 clusters Score: Raw -2597882.330664 + Penalty 3429.511535 = -2594452.819129 nChanged 27 SP:Iteration 68Q (1419.602448 sec): 3 clusters Score: Raw -2597884.267707 + Penalty 3429.511535 = -2594454.756172 nChanged 16 SP:Iteration 69Q (1419.662385 sec): 3 clusters Score: Raw -2597885.102223 + Penalty 3429.511535 = -2594455.590688 nChanged 10 SP:Iteration 70Q (1419.722199 sec): 3 clusters Score: Raw -2597885.464250 + Penalty 3429.511535 = -2594455.952715 nChanged 7 SP:Iteration 71Q (1419.782036 sec): 3 clusters Score: Raw -2597885.771553 + Penalty 3429.511535 = -2594456.260018 nChanged 5 SP:Iteration 72Q (1419.841909 sec): 3 clusters Score: Raw -2597886.050464 + Penalty 3429.511535 = -2594456.538929 nChanged 10 SP:Iteration 73Q (1419.907180 sec): 3 clusters Score: Raw -2597886.761888 + Penalty 3429.511535 = -2594457.250353 nChanged 7 SP:Iteration 74Q (1419.967698 sec): 3 clusters Score: Raw -2597887.134655 + Penalty 3429.511535 = -2594457.623120 nChanged 8 SP:Iteration 75Q (1420.028132 sec): 3 clusters Score: Raw -2597887.555108 + Penalty 3429.511535 = -2594458.043573 nChanged 10 SP:Iteration 76Q (1420.087994 sec): 3 clusters Score: Raw -2597888.137111 + Penalty 3429.511535 = -2594458.625576 nChanged 4 SP:Iteration 77Q (1420.148819 sec): 3 clusters Score: Raw -2597888.293246 + Penalty 3429.511535 = -2594458.781711 nChanged 4 SP:Iteration 78Q (1420.209539 sec): 3 clusters Score: Raw -2597888.449219 + Penalty 3429.511535 = -2594458.937684 nChanged 5 SP:Iteration 79Q (1420.269740 sec): 3 clusters Score: Raw -2597888.740176 + Penalty 3429.511535 = -2594459.228640 nChanged 3 SP:Iteration 80F (1420.338735 sec): 3 clusters Score: Raw -2597888.834508 + Penalty 3429.511535 = -2594459.322973 nChanged 1 SP:Iteration 81Q (1420.398848 sec): 3 clusters Score: Raw -2597888.907021 + Penalty 3429.511535 = -2594459.395486 nChanged 2 SP:Iteration 82Q (1420.458770 sec): 3 clusters Score: Raw -2597888.950268 + Penalty 3429.511535 = -2594459.438733 nChanged 2 SP:Iteration 83Q (1420.524027 sec): 3 clusters Score: Raw -2597889.038862 + Penalty 3429.511535 = -2594459.527327 nChanged 3 SP:Iteration 84Q (1420.584036 sec): 3 clusters Score: Raw -2597889.173735 + Penalty 3429.511535 = -2594459.662200 nChanged 4 SP:Iteration 85Q (1420.644256 sec): 3 clusters Score: Raw -2597889.273063 + Penalty 3429.511535 = -2594459.761528 nChanged 4 SP:Iteration 86Q (1420.704494 sec): 3 clusters Score: Raw -2597889.402093 + Penalty 3429.511535 = -2594459.890558 nChanged 3 SP:Iteration 87Q (1420.764073 sec): 3 clusters Score: Raw -2597889.607684 + Penalty 3429.511535 = -2594460.096149 nChanged 6 SP:Iteration 88Q (1420.824397 sec): 3 clusters Score: Raw -2597890.057615 + Penalty 3429.511535 = -2594460.546080 nChanged 10 SP:Iteration 89Q (1420.884873 sec): 3 clusters Score: Raw -2597890.995235 + Penalty 3429.511535 = -2594461.483700 nChanged 8 SP:Iteration 90Q (1420.944882 sec): 3 clusters Score: Raw -2597891.425075 + Penalty 3429.511535 = -2594461.913540 nChanged 6 SP:Iteration 91Q (1421.004547 sec): 3 clusters Score: Raw -2597891.676046 + Penalty 3429.511535 = -2594462.164511 nChanged 3 SP:Iteration 92Q (1421.065319 sec): 3 clusters Score: Raw -2597891.810434 + Penalty 3429.511535 = -2594462.298899 nChanged 4 SP:Iteration 93Q (1421.125935 sec): 3 clusters Score: Raw -2597892.033914 + Penalty 3429.511535 = -2594462.522379 nChanged 4 SP:Iteration 94Q (1421.222774 sec): 3 clusters Score: Raw -2597892.231035 + Penalty 3429.511535 = -2594462.719500 nChanged 6 SP:Iteration 95Q (1421.283407 sec): 3 clusters Score: Raw -2597892.462910 + Penalty 3429.511535 = -2594462.951375 nChanged 1 SP:Iteration 96Q (1421.349751 sec): 3 clusters Score: Raw -2597892.537100 + Penalty 3429.511535 = -2594463.025565 nChanged 2 SP:Iteration 97Q (1421.409136 sec): 3 clusters Score: Raw -2597892.605911 + Penalty 3429.511535 = -2594463.094376 nChanged 0 SP:Iteration 98F (1421.477009 sec): 3 clusters Score: Raw -2597892.605911 + Penalty 3429.511535 = -2594463.094376 nChanged 0 Trying to split cluster 17 (28270 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1421.517412 sec): 2 clusters Score: Raw -1805924.374474 + Penalty 1665.552923 = -1804258.821551 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1421.573070 sec): 3 clusters Score: Raw -1788547.853564 + Penalty 3331.105846 = -1785216.747717 nChanged 12973 SP:Iteration 1F (1421.627154 sec): 3 clusters Score: Raw -1795873.703530 + Penalty 3331.105846 = -1792542.597684 nChanged 1419 SP:Iteration 2F (1421.680700 sec): 3 clusters Score: Raw -1796440.346674 + Penalty 3331.105846 = -1793109.240827 nChanged 1496 SP:Iteration 3F (1421.734585 sec): 3 clusters Score: Raw -1797189.644703 + Penalty 3331.105846 = -1793858.538856 nChanged 1739 SP:Iteration 4F (1421.788377 sec): 3 clusters Score: Raw -1798229.150756 + Penalty 3331.105846 = -1794898.044909 nChanged 1989 SP:Iteration 5F (1421.841283 sec): 3 clusters Score: Raw -1799641.619145 + Penalty 3331.105846 = -1796310.513299 nChanged 1980 SP:Iteration 6F (1421.894975 sec): 3 clusters Score: Raw -1801190.597668 + Penalty 3331.105846 = -1797859.491822 nChanged 1724 SP:Iteration 7F (1421.948415 sec): 3 clusters Score: Raw -1802644.267026 + Penalty 3331.105846 = -1799313.161179 nChanged 1298 SP:Iteration 8Q (1422.002481 sec): 3 clusters Score: Raw -1803818.221627 + Penalty 3331.105846 = -1800487.115780 nChanged 905 SP:Iteration 9Q (1422.055302 sec): 3 clusters Score: Raw -1804731.793204 + Penalty 3331.105846 = -1801400.687358 nChanged 664 SP:Iteration 10Q (1422.104574 sec): 3 clusters Score: Raw -1805388.337658 + Penalty 3331.105846 = -1802057.231811 nChanged 451 SP:Iteration 11Q (1422.152821 sec): 3 clusters Score: Raw -1805772.581179 + Penalty 3331.105846 = -1802441.475333 nChanged 326 SP:Iteration 12Q (1422.199446 sec): 3 clusters Score: Raw -1806005.568412 + Penalty 3331.105846 = -1802674.462565 nChanged 254 SP:Iteration 13Q (1422.246009 sec): 3 clusters Score: Raw -1806149.687939 + Penalty 3331.105846 = -1802818.582093 nChanged 199 SP:Iteration 14Q (1422.292025 sec): 3 clusters Score: Raw -1806231.706926 + Penalty 3331.105846 = -1802900.601080 nChanged 152 SP:Iteration 15Q (1422.337967 sec): 3 clusters Score: Raw -1806277.335066 + Penalty 3331.105846 = -1802946.229219 nChanged 110 SP:Iteration 16Q (1422.383442 sec): 3 clusters Score: Raw -1806313.715018 + Penalty 3331.105846 = -1802982.609172 nChanged 96 SP:Iteration 17Q (1422.429178 sec): 3 clusters Score: Raw -1806340.980051 + Penalty 3331.105846 = -1803009.874205 nChanged 62 SP:Iteration 18Q (1422.474841 sec): 3 clusters Score: Raw -1806354.535372 + Penalty 3331.105846 = -1803023.429526 nChanged 47 SP:Iteration 19Q (1422.520293 sec): 3 clusters Score: Raw -1806362.739415 + Penalty 3331.105846 = -1803031.633569 nChanged 29 SP:Iteration 20F (1422.573675 sec): 3 clusters Score: Raw -1806367.287742 + Penalty 3331.105846 = -1803036.181895 nChanged 18 SP:Iteration 21Q (1422.619338 sec): 3 clusters Score: Raw -1806369.716902 + Penalty 3331.105846 = -1803038.611056 nChanged 21 SP:Iteration 22Q (1422.664985 sec): 3 clusters Score: Raw -1806374.043390 + Penalty 3331.105846 = -1803042.937544 nChanged 28 SP:Iteration 23Q (1422.710443 sec): 3 clusters Score: Raw -1806380.330384 + Penalty 3331.105846 = -1803049.224538 nChanged 28 SP:Iteration 24Q (1422.755917 sec): 3 clusters Score: Raw -1806386.577129 + Penalty 3331.105846 = -1803055.471282 nChanged 26 SP:Iteration 25Q (1422.801481 sec): 3 clusters Score: Raw -1806391.380557 + Penalty 3331.105846 = -1803060.274711 nChanged 27 SP:Iteration 26Q (1422.846982 sec): 3 clusters Score: Raw -1806395.871548 + Penalty 3331.105846 = -1803064.765702 nChanged 25 SP:Iteration 27Q (1422.892407 sec): 3 clusters Score: Raw -1806399.890875 + Penalty 3331.105846 = -1803068.785029 nChanged 32 SP:Iteration 28Q (1422.937930 sec): 3 clusters Score: Raw -1806404.940984 + Penalty 3331.105846 = -1803073.835138 nChanged 16 SP:Iteration 29Q (1422.983479 sec): 3 clusters Score: Raw -1806407.068090 + Penalty 3331.105846 = -1803075.962243 nChanged 13 SP:Iteration 30Q (1423.030722 sec): 3 clusters Score: Raw -1806409.175243 + Penalty 3331.105846 = -1803078.069396 nChanged 16 SP:Iteration 31Q (1423.076575 sec): 3 clusters Score: Raw -1806411.730917 + Penalty 3331.105846 = -1803080.625070 nChanged 16 SP:Iteration 32Q (1423.122613 sec): 3 clusters Score: Raw -1806413.752842 + Penalty 3331.105846 = -1803082.646995 nChanged 11 SP:Iteration 33Q (1423.168348 sec): 3 clusters Score: Raw -1806415.172153 + Penalty 3331.105846 = -1803084.066306 nChanged 9 SP:Iteration 34Q (1423.250440 sec): 3 clusters Score: Raw -1806416.365139 + Penalty 3331.105846 = -1803085.259293 nChanged 8 SP:Iteration 35Q (1423.296261 sec): 3 clusters Score: Raw -1806417.109816 + Penalty 3331.105846 = -1803086.003970 nChanged 9 SP:Iteration 36Q (1423.341914 sec): 3 clusters Score: Raw -1806418.353703 + Penalty 3331.105846 = -1803087.247856 nChanged 5 SP:Iteration 37Q (1423.387261 sec): 3 clusters Score: Raw -1806419.289681 + Penalty 3331.105846 = -1803088.183835 nChanged 8 SP:Iteration 38Q (1423.432895 sec): 3 clusters Score: Raw -1806419.960700 + Penalty 3331.105846 = -1803088.854854 nChanged 1 SP:Iteration 39Q (1423.478216 sec): 3 clusters Score: Raw -1806420.048246 + Penalty 3331.105846 = -1803088.942399 nChanged 2 SP:Iteration 40F (1423.532013 sec): 3 clusters Score: Raw -1806420.202644 + Penalty 3331.105846 = -1803089.096798 nChanged 1 SP:Iteration 41Q (1423.579212 sec): 3 clusters Score: Raw -1806420.420987 + Penalty 3331.105846 = -1803089.315140 nChanged 1 SP:Iteration 42Q (1423.625595 sec): 3 clusters Score: Raw -1806420.604155 + Penalty 3331.105846 = -1803089.498308 nChanged 0 SP:Iteration 43F (1423.679508 sec): 3 clusters Score: Raw -1806420.604155 + Penalty 3331.105846 = -1803089.498308 nChanged 0 Trying to split cluster 18 (820 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.702308 sec): 2 clusters Score: Raw -48658.372448 + Penalty 1090.261955 = -47568.110492 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.730576 sec): 3 clusters Score: Raw -48424.785882 + Penalty 2180.523911 = -46244.261971 nChanged 236 SP:Iteration 1F (1423.735246 sec): 3 clusters Score: Raw -48691.050275 + Penalty 2180.523911 = -46510.526365 nChanged 58 SP:Iteration 2F (1423.739791 sec): 3 clusters Score: Raw -48782.037391 + Penalty 2180.523911 = -46601.513480 nChanged 38 SP:Iteration 3Q (1423.744268 sec): 3 clusters Score: Raw -48830.808855 + Penalty 2180.523911 = -46650.284945 nChanged 23 SP:Iteration 4Q (1423.748727 sec): 3 clusters Score: Raw -48862.763988 + Penalty 2180.523911 = -46682.240077 nChanged 20 SP:Iteration 5Q (1423.753216 sec): 3 clusters Score: Raw -48884.678520 + Penalty 2180.523911 = -46704.154610 nChanged 9 SP:Iteration 6Q (1423.757708 sec): 3 clusters Score: Raw -48892.565584 + Penalty 2180.523911 = -46712.041673 nChanged 7 SP:Iteration 7Q (1423.762236 sec): 3 clusters Score: Raw -48899.491769 + Penalty 2180.523911 = -46718.967859 nChanged 3 SP:Iteration 8Q (1423.766745 sec): 3 clusters Score: Raw -48901.681222 + Penalty 2180.523911 = -46721.157311 nChanged 2 SP:Iteration 9Q (1423.771193 sec): 3 clusters Score: Raw -48902.871269 + Penalty 2180.523911 = -46722.347359 nChanged 2 SP:Iteration 10Q (1423.775659 sec): 3 clusters Score: Raw -48904.268156 + Penalty 2180.523911 = -46723.744245 nChanged 1 SP:Iteration 11Q (1423.780134 sec): 3 clusters Score: Raw -48905.245046 + Penalty 2180.523911 = -46724.721135 nChanged 0 SP:Iteration 12F (1423.821620 sec): 3 clusters Score: Raw -48905.245046 + Penalty 2180.523911 = -46724.721135 nChanged 0 Trying to split cluster 19 (29106 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1423.881559 sec): 2 clusters Score: Raw -1988358.189660 + Penalty 1670.288688 = -1986687.900972 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1423.941779 sec): 3 clusters Score: Raw -1970487.176175 + Penalty 3340.577376 = -1967146.598799 nChanged 13415 SP:Iteration 1F (1423.996403 sec): 3 clusters Score: Raw -1977705.342243 + Penalty 3340.577376 = -1974364.764867 nChanged 1355 SP:Iteration 2Q (1424.055297 sec): 3 clusters Score: Raw -1978191.326503 + Penalty 3340.577376 = -1974850.749128 nChanged 1398 SP:Iteration 3Q (1424.112991 sec): 3 clusters Score: Raw -1978824.430623 + Penalty 3340.577376 = -1975483.853247 nChanged 1663 SP:Iteration 4F (1424.168349 sec): 3 clusters Score: Raw -1979795.793648 + Penalty 3340.577376 = -1976455.216272 nChanged 2198 SP:Iteration 5F (1424.224424 sec): 3 clusters Score: Raw -1981468.087626 + Penalty 3340.577376 = -1978127.510251 nChanged 2542 SP:Iteration 6F (1424.280770 sec): 3 clusters Score: Raw -1983770.897036 + Penalty 3340.577376 = -1980430.319661 nChanged 2417 SP:Iteration 7F (1424.336846 sec): 3 clusters Score: Raw -1986044.682447 + Penalty 3340.577376 = -1982704.105071 nChanged 1626 SP:Iteration 8F (1424.393060 sec): 3 clusters Score: Raw -1987410.346486 + Penalty 3340.577376 = -1984069.769110 nChanged 953 SP:Iteration 9Q (1424.450689 sec): 3 clusters Score: Raw -1988079.823908 + Penalty 3340.577376 = -1984739.246532 nChanged 636 SP:Iteration 10Q (1424.507103 sec): 3 clusters Score: Raw -1988463.549959 + Penalty 3340.577376 = -1985122.972583 nChanged 403 SP:Iteration 11Q (1424.562623 sec): 3 clusters Score: Raw -1988675.989281 + Penalty 3340.577376 = -1985335.411905 nChanged 272 SP:Iteration 12Q (1424.666240 sec): 3 clusters Score: Raw -1988808.005024 + Penalty 3340.577376 = -1985467.427648 nChanged 180 SP:Iteration 13Q (1424.722294 sec): 3 clusters Score: Raw -1988876.831334 + Penalty 3340.577376 = -1985536.253959 nChanged 111 SP:Iteration 14Q (1424.782990 sec): 3 clusters Score: Raw -1988926.751519 + Penalty 3340.577376 = -1985586.174143 nChanged 108 SP:Iteration 15Q (1424.856623 sec): 3 clusters Score: Raw -1988979.953508 + Penalty 3340.577376 = -1985639.376132 nChanged 98 SP:Iteration 16Q (1424.908671 sec): 3 clusters Score: Raw -1989018.913313 + Penalty 3340.577376 = -1985678.335937 nChanged 60 SP:Iteration 17Q (1424.959910 sec): 3 clusters Score: Raw -1989042.735108 + Penalty 3340.577376 = -1985702.157732 nChanged 55 SP:Iteration 18Q (1425.033706 sec): 3 clusters Score: Raw -1989062.107602 + Penalty 3340.577376 = -1985721.530227 nChanged 41 SP:Iteration 19Q (1425.085518 sec): 3 clusters Score: Raw -1989074.991357 + Penalty 3340.577376 = -1985734.413982 nChanged 29 SP:Iteration 20F (1425.141771 sec): 3 clusters Score: Raw -1989085.084827 + Penalty 3340.577376 = -1985744.507451 nChanged 29 SP:Iteration 21Q (1425.192497 sec): 3 clusters Score: Raw -1989095.886016 + Penalty 3340.577376 = -1985755.308641 nChanged 25 SP:Iteration 22Q (1425.243902 sec): 3 clusters Score: Raw -1989106.933311 + Penalty 3340.577376 = -1985766.355935 nChanged 18 SP:Iteration 23Q (1425.293767 sec): 3 clusters Score: Raw -1989112.785534 + Penalty 3340.577376 = -1985772.208158 nChanged 17 SP:Iteration 24Q (1425.344122 sec): 3 clusters Score: Raw -1989116.880919 + Penalty 3340.577376 = -1985776.303543 nChanged 15 SP:Iteration 25Q (1425.394109 sec): 3 clusters Score: Raw -1989120.622745 + Penalty 3340.577376 = -1985780.045369 nChanged 11 SP:Iteration 26Q (1425.459080 sec): 3 clusters Score: Raw -1989123.338332 + Penalty 3340.577376 = -1985782.760956 nChanged 13 SP:Iteration 27Q (1425.553232 sec): 3 clusters Score: Raw -1989126.457070 + Penalty 3340.577376 = -1985785.879694 nChanged 9 SP:Iteration 28Q (1425.595547 sec): 3 clusters Score: Raw -1989129.022875 + Penalty 3340.577376 = -1985788.445499 nChanged 11 SP:Iteration 29Q (1425.644781 sec): 3 clusters Score: Raw -1989132.656566 + Penalty 3340.577376 = -1985792.079190 nChanged 12 SP:Iteration 30Q (1425.693935 sec): 3 clusters Score: Raw -1989137.224759 + Penalty 3340.577376 = -1985796.647383 nChanged 17 SP:Iteration 31Q (1425.743037 sec): 3 clusters Score: Raw -1989141.331236 + Penalty 3340.577376 = -1985800.753860 nChanged 9 SP:Iteration 32Q (1425.791864 sec): 3 clusters Score: Raw -1989143.324987 + Penalty 3340.577376 = -1985802.747611 nChanged 8 SP:Iteration 33Q (1425.840871 sec): 3 clusters Score: Raw -1989144.718227 + Penalty 3340.577376 = -1985804.140851 nChanged 5 SP:Iteration 34Q (1425.889797 sec): 3 clusters Score: Raw -1989145.503082 + Penalty 3340.577376 = -1985804.925706 nChanged 1 SP:Iteration 35Q (1425.938437 sec): 3 clusters Score: Raw -1989145.641084 + Penalty 3340.577376 = -1985805.063708 nChanged 2 SP:Iteration 36Q (1425.987213 sec): 3 clusters Score: Raw -1989145.873007 + Penalty 3340.577376 = -1985805.295632 nChanged 1 SP:Iteration 37Q (1426.036152 sec): 3 clusters Score: Raw -1989146.077974 + Penalty 3340.577376 = -1985805.500599 nChanged 1 SP:Iteration 38Q (1426.084961 sec): 3 clusters Score: Raw -1989146.223505 + Penalty 3340.577376 = -1985805.646129 nChanged 1 SP:Iteration 39Q (1426.133899 sec): 3 clusters Score: Raw -1989146.302328 + Penalty 3340.577376 = -1985805.724952 nChanged 0 SP:Iteration 40F (1426.190005 sec): 3 clusters Score: Raw -1989146.302328 + Penalty 3340.577376 = -1985805.724952 nChanged 0 Trying to split cluster 20 (1951 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.202621 sec): 2 clusters Score: Raw -129831.741202 + Penalty 1231.115818 = -128600.625385 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.213237 sec): 3 clusters Score: Raw -129009.921359 + Penalty 2462.231636 = -126547.689724 nChanged 683 SP:Iteration 1F (1426.223110 sec): 3 clusters Score: Raw -129449.265844 + Penalty 2462.231636 = -126987.034208 nChanged 140 SP:Iteration 2F (1426.233001 sec): 3 clusters Score: Raw -129536.851861 + Penalty 2462.231636 = -127074.620225 nChanged 77 SP:Iteration 3Q (1426.242902 sec): 3 clusters Score: Raw -129584.003796 + Penalty 2462.231636 = -127121.772161 nChanged 57 SP:Iteration 4Q (1426.252864 sec): 3 clusters Score: Raw -129615.289494 + Penalty 2462.231636 = -127153.057858 nChanged 40 SP:Iteration 5Q (1426.262765 sec): 3 clusters Score: Raw -129635.676750 + Penalty 2462.231636 = -127173.445115 nChanged 26 SP:Iteration 6Q (1426.272608 sec): 3 clusters Score: Raw -129648.027915 + Penalty 2462.231636 = -127185.796279 nChanged 20 SP:Iteration 7Q (1426.282557 sec): 3 clusters Score: Raw -129659.823004 + Penalty 2462.231636 = -127197.591368 nChanged 19 SP:Iteration 8Q (1426.292512 sec): 3 clusters Score: Raw -129670.363652 + Penalty 2462.231636 = -127208.132016 nChanged 11 SP:Iteration 9Q (1426.302395 sec): 3 clusters Score: Raw -129678.546932 + Penalty 2462.231636 = -127216.315297 nChanged 15 SP:Iteration 10Q (1426.312342 sec): 3 clusters Score: Raw -129686.713130 + Penalty 2462.231636 = -127224.481494 nChanged 17 SP:Iteration 11Q (1426.322291 sec): 3 clusters Score: Raw -129694.342334 + Penalty 2462.231636 = -127232.110698 nChanged 11 SP:Iteration 12Q (1426.332256 sec): 3 clusters Score: Raw -129701.185599 + Penalty 2462.231636 = -127238.953964 nChanged 10 SP:Iteration 13Q (1426.342102 sec): 3 clusters Score: Raw -129707.776929 + Penalty 2462.231636 = -127245.545293 nChanged 18 SP:Iteration 14Q (1426.351942 sec): 3 clusters Score: Raw -129717.055723 + Penalty 2462.231636 = -127254.824087 nChanged 16 SP:Iteration 15Q (1426.361897 sec): 3 clusters Score: Raw -129727.940451 + Penalty 2462.231636 = -127265.708815 nChanged 12 SP:Iteration 16Q (1426.371849 sec): 3 clusters Score: Raw -129734.748563 + Penalty 2462.231636 = -127272.516927 nChanged 13 SP:Iteration 17Q (1426.381827 sec): 3 clusters Score: Raw -129739.883014 + Penalty 2462.231636 = -127277.651378 nChanged 8 SP:Iteration 18Q (1426.391807 sec): 3 clusters Score: Raw -129742.620725 + Penalty 2462.231636 = -127280.389089 nChanged 5 SP:Iteration 19Q (1426.401742 sec): 3 clusters Score: Raw -129744.600785 + Penalty 2462.231636 = -127282.369149 nChanged 1 SP:Iteration 20F (1426.411679 sec): 3 clusters Score: Raw -129744.783977 + Penalty 2462.231636 = -127282.552342 nChanged 2 SP:Iteration 21Q (1426.421620 sec): 3 clusters Score: Raw -129745.335984 + Penalty 2462.231636 = -127283.104348 nChanged 4 SP:Iteration 22Q (1426.431549 sec): 3 clusters Score: Raw -129746.965958 + Penalty 2462.231636 = -127284.734322 nChanged 0 SP:Iteration 23F (1426.441386 sec): 3 clusters Score: Raw -129746.965958 + Penalty 2462.231636 = -127284.734322 nChanged 0 Trying to split cluster 21 (5839 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1426.460912 sec): 2 clusters Score: Raw -345517.045099 + Penalty 1409.251160 = -344107.793939 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1426.484036 sec): 3 clusters Score: Raw -342469.392778 + Penalty 2818.502319 = -339650.890459 nChanged 2394 SP:Iteration 1F (1426.506634 sec): 3 clusters Score: Raw -343959.805904 + Penalty 2818.502319 = -341141.303585 nChanged 528 SP:Iteration 2F (1426.529362 sec): 3 clusters Score: Raw -344392.157553 + Penalty 2818.502319 = -341573.655234 nChanged 498 SP:Iteration 3F (1426.552019 sec): 3 clusters Score: Raw -344887.069886 + Penalty 2818.502319 = -342068.567567 nChanged 486 SP:Iteration 4F (1426.574453 sec): 3 clusters Score: Raw -345393.930564 + Penalty 2818.502319 = -342575.428245 nChanged 440 SP:Iteration 5F (1426.596947 sec): 3 clusters Score: Raw -345786.287044 + Penalty 2818.502319 = -342967.784725 nChanged 273 SP:Iteration 6Q (1426.619503 sec): 3 clusters Score: Raw -345990.674627 + Penalty 2818.502319 = -343172.172308 nChanged 195 SP:Iteration 7Q (1426.641945 sec): 3 clusters Score: Raw -346130.667562 + Penalty 2818.502319 = -343312.165243 nChanged 142 SP:Iteration 8Q (1426.664542 sec): 3 clusters Score: Raw -346231.332286 + Penalty 2818.502319 = -343412.829967 nChanged 121 SP:Iteration 9Q (1426.687093 sec): 3 clusters Score: Raw -346314.746948 + Penalty 2818.502319 = -343496.244629 nChanged 90 SP:Iteration 10Q (1426.709662 sec): 3 clusters Score: Raw -346369.955178 + Penalty 2818.502319 = -343551.452859 nChanged 69 SP:Iteration 11Q (1426.732142 sec): 3 clusters Score: Raw -346410.252493 + Penalty 2818.502319 = -343591.750173 nChanged 62 SP:Iteration 12Q (1426.754325 sec): 3 clusters Score: Raw -346442.359276 + Penalty 2818.502319 = -343623.856957 nChanged 39 SP:Iteration 13Q (1426.776715 sec): 3 clusters Score: Raw -346460.972669 + Penalty 2818.502319 = -343642.470350 nChanged 25 SP:Iteration 14Q (1426.799859 sec): 3 clusters Score: Raw -346474.609639 + Penalty 2818.502319 = -343656.107320 nChanged 22 SP:Iteration 15Q (1426.824628 sec): 3 clusters Score: Raw -346486.884572 + Penalty 2818.502319 = -343668.382253 nChanged 19 SP:Iteration 16Q (1426.849177 sec): 3 clusters Score: Raw -346494.551295 + Penalty 2818.502319 = -343676.048976 nChanged 16 SP:Iteration 17Q (1426.873171 sec): 3 clusters Score: Raw -346502.567627 + Penalty 2818.502319 = -343684.065308 nChanged 11 SP:Iteration 18Q (1426.895824 sec): 3 clusters Score: Raw -346506.426859 + Penalty 2818.502319 = -343687.924540 nChanged 6 SP:Iteration 19Q (1426.918408 sec): 3 clusters Score: Raw -346508.648343 + Penalty 2818.502319 = -343690.146024 nChanged 9 SP:Iteration 20F (1426.941511 sec): 3 clusters Score: Raw -346511.080776 + Penalty 2818.502319 = -343692.578457 nChanged 4 SP:Iteration 21Q (1426.964046 sec): 3 clusters Score: Raw -346512.578316 + Penalty 2818.502319 = -343694.075997 nChanged 5 SP:Iteration 22Q (1426.986212 sec): 3 clusters Score: Raw -346513.863332 + Penalty 2818.502319 = -343695.361013 nChanged 4 SP:Iteration 23Q (1427.008844 sec): 3 clusters Score: Raw -346514.814852 + Penalty 2818.502319 = -343696.312533 nChanged 2 SP:Iteration 24Q (1427.031389 sec): 3 clusters Score: Raw -346515.411786 + Penalty 2818.502319 = -343696.909467 nChanged 3 SP:Iteration 25Q (1427.053636 sec): 3 clusters Score: Raw -346516.184320 + Penalty 2818.502319 = -343697.682001 nChanged 1 SP:Iteration 26Q (1427.075973 sec): 3 clusters Score: Raw -346516.372289 + Penalty 2818.502319 = -343697.869970 nChanged 0 SP:Iteration 27F (1427.098645 sec): 3 clusters Score: Raw -346516.372289 + Penalty 2818.502319 = -343697.869970 nChanged 0 Trying to split cluster 22 (323 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.107381 sec): 2 clusters Score: Raw -18221.144097 + Penalty 938.868503 = -17282.275595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.109876 sec): 3 clusters Score: Raw -18227.402878 + Penalty 1877.737005 = -16349.665873 nChanged 67 SP:Iteration 1F (1427.112076 sec): 3 clusters Score: Raw -18389.597650 + Penalty 1877.737005 = -16511.860645 nChanged 20 SP:Iteration 2F (1427.114268 sec): 3 clusters Score: Raw -18443.949385 + Penalty 1877.737005 = -16566.212380 nChanged 3 SP:Iteration 3Q (1427.116380 sec): 3 clusters Score: Raw -18449.508302 + Penalty 1877.737005 = -16571.771297 nChanged 1 SP:Iteration 4Q (1427.118505 sec): 3 clusters Score: Raw -18454.946976 + Penalty 1877.737005 = -16577.209971 nChanged 1 SP:Iteration 5Q (1427.120647 sec): 3 clusters Score: Raw -18457.840608 + Penalty 1877.737005 = -16580.103603 nChanged 1 SP:Iteration 6Q (1427.122785 sec): 3 clusters Score: Raw -18458.738421 + Penalty 1877.737005 = -16581.001416 nChanged 0 SP:Iteration 7F (1427.124960 sec): 3 clusters Score: Raw -18458.738421 + Penalty 1877.737005 = -16581.001416 nChanged 0 Trying to split cluster 23 (2439 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.142576 sec): 2 clusters Score: Raw -140771.341578 + Penalty 1267.393302 = -139503.948276 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.155473 sec): 3 clusters Score: Raw -139734.601497 + Penalty 2534.786604 = -137199.814892 nChanged 887 SP:Iteration 1F (1427.167473 sec): 3 clusters Score: Raw -140314.942514 + Penalty 2534.786604 = -137780.155910 nChanged 210 SP:Iteration 2F (1427.179791 sec): 3 clusters Score: Raw -140468.533849 + Penalty 2534.786604 = -137933.747245 nChanged 126 SP:Iteration 3F (1427.191888 sec): 3 clusters Score: Raw -140576.663558 + Penalty 2534.786604 = -138041.876953 nChanged 105 SP:Iteration 4Q (1427.204008 sec): 3 clusters Score: Raw -140682.805312 + Penalty 2534.786604 = -138148.018708 nChanged 102 SP:Iteration 5Q (1427.216161 sec): 3 clusters Score: Raw -140796.885156 + Penalty 2534.786604 = -138262.098551 nChanged 109 SP:Iteration 6Q (1427.228220 sec): 3 clusters Score: Raw -140969.984701 + Penalty 2534.786604 = -138435.198097 nChanged 126 SP:Iteration 7F (1427.240352 sec): 3 clusters Score: Raw -141182.999293 + Penalty 2534.786604 = -138648.212688 nChanged 118 SP:Iteration 8Q (1427.252261 sec): 3 clusters Score: Raw -141323.321265 + Penalty 2534.786604 = -138788.534661 nChanged 104 SP:Iteration 9Q (1427.264072 sec): 3 clusters Score: Raw -141422.761275 + Penalty 2534.786604 = -138887.974671 nChanged 73 SP:Iteration 10Q (1427.275918 sec): 3 clusters Score: Raw -141473.289966 + Penalty 2534.786604 = -138938.503362 nChanged 48 SP:Iteration 11Q (1427.287702 sec): 3 clusters Score: Raw -141501.250513 + Penalty 2534.786604 = -138966.463908 nChanged 29 SP:Iteration 12Q (1427.299499 sec): 3 clusters Score: Raw -141515.593161 + Penalty 2534.786604 = -138980.806556 nChanged 24 SP:Iteration 13Q (1427.311269 sec): 3 clusters Score: Raw -141527.987076 + Penalty 2534.786604 = -138993.200472 nChanged 18 SP:Iteration 14Q (1427.323007 sec): 3 clusters Score: Raw -141537.106420 + Penalty 2534.786604 = -139002.319815 nChanged 14 SP:Iteration 15Q (1427.334768 sec): 3 clusters Score: Raw -141544.668151 + Penalty 2534.786604 = -139009.881546 nChanged 14 SP:Iteration 16Q (1427.346505 sec): 3 clusters Score: Raw -141554.937504 + Penalty 2534.786604 = -139020.150900 nChanged 10 SP:Iteration 17Q (1427.358148 sec): 3 clusters Score: Raw -141560.023649 + Penalty 2534.786604 = -139025.237045 nChanged 4 SP:Iteration 18Q (1427.369880 sec): 3 clusters Score: Raw -141562.116565 + Penalty 2534.786604 = -139027.329961 nChanged 2 SP:Iteration 19Q (1427.381623 sec): 3 clusters Score: Raw -141562.543632 + Penalty 2534.786604 = -139027.757028 nChanged 1 SP:Iteration 20F (1427.393693 sec): 3 clusters Score: Raw -141562.801302 + Penalty 2534.786604 = -139028.014698 nChanged 3 SP:Iteration 21Q (1427.405498 sec): 3 clusters Score: Raw -141564.266363 + Penalty 2534.786604 = -139029.479759 nChanged 3 SP:Iteration 22Q (1427.417205 sec): 3 clusters Score: Raw -141565.291845 + Penalty 2534.786604 = -139030.505240 nChanged 2 SP:Iteration 23Q (1427.428943 sec): 3 clusters Score: Raw -141565.951380 + Penalty 2534.786604 = -139031.164776 nChanged 0 SP:Iteration 24F (1427.441029 sec): 3 clusters Score: Raw -141565.951380 + Penalty 2534.786604 = -139031.164776 nChanged 0 Trying to split cluster 24 (65527 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1427.543622 sec): 2 clusters Score: Raw -4424972.091241 + Penalty 1802.160352 = -4423169.930889 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1427.657913 sec): 3 clusters Score: Raw -4383051.183256 + Penalty 3604.320704 = -4379446.862553 nChanged 30899 SP:Iteration 1F (1427.765665 sec): 3 clusters Score: Raw -4402079.753511 + Penalty 3604.320704 = -4398475.432807 nChanged 3451 SP:Iteration 2F (1427.873140 sec): 3 clusters Score: Raw -4403797.488616 + Penalty 3604.320704 = -4400193.167912 nChanged 3966 SP:Iteration 3F (1427.980538 sec): 3 clusters Score: Raw -4406097.834140 + Penalty 3604.320704 = -4402493.513436 nChanged 4364 SP:Iteration 4F (1428.087886 sec): 3 clusters Score: Raw -4408757.333804 + Penalty 3604.320704 = -4405153.013100 nChanged 4208 SP:Iteration 5F (1428.195236 sec): 3 clusters Score: Raw -4411268.995488 + Penalty 3604.320704 = -4407664.674784 nChanged 3705 SP:Iteration 6F (1428.302744 sec): 3 clusters Score: Raw -4413474.152548 + Penalty 3604.320704 = -4409869.831844 nChanged 3171 SP:Iteration 7Q (1428.416016 sec): 3 clusters Score: Raw -4415433.503304 + Penalty 3604.320704 = -4411829.182600 nChanged 2637 SP:Iteration 8Q (1428.528585 sec): 3 clusters Score: Raw -4417036.566404 + Penalty 3604.320704 = -4413432.245700 nChanged 2081 SP:Iteration 9Q (1428.639596 sec): 3 clusters Score: Raw -4418170.820305 + Penalty 3604.320704 = -4414566.499601 nChanged 1689 SP:Iteration 10Q (1428.749046 sec): 3 clusters Score: Raw -4418916.507318 + Penalty 3604.320704 = -4415312.186615 nChanged 1290 SP:Iteration 11Q (1428.856839 sec): 3 clusters Score: Raw -4419381.773389 + Penalty 3604.320704 = -4415777.452685 nChanged 1054 SP:Iteration 12Q (1428.963866 sec): 3 clusters Score: Raw -4419729.392829 + Penalty 3604.320704 = -4416125.072125 nChanged 976 SP:Iteration 13Q (1429.069517 sec): 3 clusters Score: Raw -4420042.799364 + Penalty 3604.320704 = -4416438.478660 nChanged 971 SP:Iteration 14Q (1429.174446 sec): 3 clusters Score: Raw -4420355.004996 + Penalty 3604.320704 = -4416750.684292 nChanged 927 SP:Iteration 15Q (1429.278555 sec): 3 clusters Score: Raw -4420645.565844 + Penalty 3604.320704 = -4417041.245140 nChanged 891 SP:Iteration 16Q (1429.382505 sec): 3 clusters Score: Raw -4420923.695796 + Penalty 3604.320704 = -4417319.375092 nChanged 888 SP:Iteration 17Q (1429.485306 sec): 3 clusters Score: Raw -4421206.494361 + Penalty 3604.320704 = -4417602.173657 nChanged 876 SP:Iteration 18Q (1429.587284 sec): 3 clusters Score: Raw -4421479.902438 + Penalty 3604.320704 = -4417875.581734 nChanged 815 SP:Iteration 19Q (1429.698629 sec): 3 clusters Score: Raw -4421722.449225 + Penalty 3604.320704 = -4418118.128521 nChanged 771 SP:Iteration 20F (1429.807585 sec): 3 clusters Score: Raw -4421953.563196 + Penalty 3604.320704 = -4418349.242492 nChanged 763 SP:Iteration 21Q (1429.907789 sec): 3 clusters Score: Raw -4422191.944592 + Penalty 3604.320704 = -4418587.623888 nChanged 795 SP:Iteration 22Q (1430.007493 sec): 3 clusters Score: Raw -4422464.253772 + Penalty 3604.320704 = -4418859.933068 nChanged 767 SP:Iteration 23Q (1430.106532 sec): 3 clusters Score: Raw -4422724.369066 + Penalty 3604.320704 = -4419120.048362 nChanged 725 SP:Iteration 24Q (1430.205104 sec): 3 clusters Score: Raw -4422972.275682 + Penalty 3604.320704 = -4419367.954978 nChanged 715 SP:Iteration 25Q (1430.303066 sec): 3 clusters Score: Raw -4423224.659449 + Penalty 3604.320704 = -4419620.338745 nChanged 685 SP:Iteration 26Q (1430.400315 sec): 3 clusters Score: Raw -4423471.220691 + Penalty 3604.320704 = -4419866.899987 nChanged 600 SP:Iteration 27Q (1430.496816 sec): 3 clusters Score: Raw -4423692.266055 + Penalty 3604.320704 = -4420087.945351 nChanged 583 SP:Iteration 28Q (1430.592878 sec): 3 clusters Score: Raw -4423906.367525 + Penalty 3604.320704 = -4420302.046821 nChanged 543 SP:Iteration 29Q (1430.688333 sec): 3 clusters Score: Raw -4424104.831594 + Penalty 3604.320704 = -4420500.510890 nChanged 492 SP:Iteration 30Q (1430.783219 sec): 3 clusters Score: Raw -4424280.272271 + Penalty 3604.320704 = -4420675.951567 nChanged 438 SP:Iteration 31Q (1430.877696 sec): 3 clusters Score: Raw -4424433.355882 + Penalty 3604.320704 = -4420829.035178 nChanged 403 SP:Iteration 32Q (1430.971657 sec): 3 clusters Score: Raw -4424584.195222 + Penalty 3604.320704 = -4420979.874518 nChanged 369 SP:Iteration 33Q (1431.065323 sec): 3 clusters Score: Raw -4424731.678691 + Penalty 3604.320704 = -4421127.357988 nChanged 311 SP:Iteration 34Q (1431.158458 sec): 3 clusters Score: Raw -4424852.762651 + Penalty 3604.320704 = -4421248.441947 nChanged 254 SP:Iteration 35Q (1431.250799 sec): 3 clusters Score: Raw -4424959.355458 + Penalty 3604.320704 = -4421355.034754 nChanged 237 SP:Iteration 36Q (1431.343317 sec): 3 clusters Score: Raw -4425059.033320 + Penalty 3604.320704 = -4421454.712616 nChanged 180 SP:Iteration 37Q (1431.435034 sec): 3 clusters Score: Raw -4425135.586781 + Penalty 3604.320704 = -4421531.266077 nChanged 151 SP:Iteration 38Q (1431.525586 sec): 3 clusters Score: Raw -4425190.737928 + Penalty 3604.320704 = -4421586.417224 nChanged 105 SP:Iteration 39Q (1431.616140 sec): 3 clusters Score: Raw -4425227.663887 + Penalty 3604.320704 = -4421623.343183 nChanged 81 SP:Iteration 40F (1431.722488 sec): 3 clusters Score: Raw -4425261.014113 + Penalty 3604.320704 = -4421656.693409 nChanged 61 SP:Iteration 41Q (1431.812915 sec): 3 clusters Score: Raw -4425281.901541 + Penalty 3604.320704 = -4421677.580837 nChanged 51 SP:Iteration 42Q (1431.902717 sec): 3 clusters Score: Raw -4425294.007438 + Penalty 3604.320704 = -4421689.686735 nChanged 36 SP:Iteration 43Q (1431.992518 sec): 3 clusters Score: Raw -4425304.451554 + Penalty 3604.320704 = -4421700.130851 nChanged 30 SP:Iteration 44Q (1432.082423 sec): 3 clusters Score: Raw -4425312.847493 + Penalty 3604.320704 = -4421708.526789 nChanged 35 SP:Iteration 45Q (1432.172267 sec): 3 clusters Score: Raw -4425323.487098 + Penalty 3604.320704 = -4421719.166394 nChanged 24 SP:Iteration 46Q (1432.261703 sec): 3 clusters Score: Raw -4425329.169791 + Penalty 3604.320704 = -4421724.849087 nChanged 22 SP:Iteration 47Q (1432.351075 sec): 3 clusters Score: Raw -4425335.630232 + Penalty 3604.320704 = -4421731.309528 nChanged 21 SP:Iteration 48Q (1432.440427 sec): 3 clusters Score: Raw -4425341.760717 + Penalty 3604.320704 = -4421737.440014 nChanged 17 SP:Iteration 49Q (1432.529704 sec): 3 clusters Score: Raw -4425344.893321 + Penalty 3604.320704 = -4421740.572617 nChanged 9 SP:Iteration 50Q (1432.618841 sec): 3 clusters Score: Raw -4425347.032460 + Penalty 3604.320704 = -4421742.711757 nChanged 11 SP:Iteration 51Q (1432.712178 sec): 3 clusters Score: Raw -4425350.474343 + Penalty 3604.320704 = -4421746.153639 nChanged 16 SP:Iteration 52Q (1432.801498 sec): 3 clusters Score: Raw -4425354.296772 + Penalty 3604.320704 = -4421749.976068 nChanged 8 SP:Iteration 53Q (1432.890597 sec): 3 clusters Score: Raw -4425356.340612 + Penalty 3604.320704 = -4421752.019908 nChanged 7 SP:Iteration 54Q (1432.979743 sec): 3 clusters Score: Raw -4425358.081220 + Penalty 3604.320704 = -4421753.760517 nChanged 5 SP:Iteration 55Q (1433.088275 sec): 3 clusters Score: Raw -4425359.333091 + Penalty 3604.320704 = -4421755.012387 nChanged 1 SP:Iteration 56Q (1433.177582 sec): 3 clusters Score: Raw -4425359.501909 + Penalty 3604.320704 = -4421755.181205 nChanged 2 SP:Iteration 57Q (1433.266831 sec): 3 clusters Score: Raw -4425359.650907 + Penalty 3604.320704 = -4421755.330203 nChanged 0 SP:Iteration 58F (1433.373279 sec): 3 clusters Score: Raw -4425359.650907 + Penalty 3604.320704 = -4421755.330203 nChanged 0 Trying to split cluster 25 (10346 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1433.388729 sec): 2 clusters Score: Raw -714575.950071 + Penalty 1502.207728 = -713073.742342 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1433.417593 sec): 3 clusters Score: Raw -708706.927403 + Penalty 3004.415456 = -705702.511946 nChanged 4467 SP:Iteration 1F (1433.446806 sec): 3 clusters Score: Raw -711107.753308 + Penalty 3004.415456 = -708103.337851 nChanged 627 SP:Iteration 2F (1433.474834 sec): 3 clusters Score: Raw -711358.145621 + Penalty 3004.415456 = -708353.730164 nChanged 501 SP:Iteration 3Q (1433.503320 sec): 3 clusters Score: Raw -711548.464325 + Penalty 3004.415456 = -708544.048868 nChanged 462 SP:Iteration 4Q (1433.531404 sec): 3 clusters Score: Raw -711749.270033 + Penalty 3004.415456 = -708744.854576 nChanged 483 SP:Iteration 5Q (1433.559822 sec): 3 clusters Score: Raw -712003.715130 + Penalty 3004.415456 = -708999.299674 nChanged 531 SP:Iteration 6F (1433.588125 sec): 3 clusters Score: Raw -712306.599008 + Penalty 3004.415456 = -709302.183552 nChanged 540 SP:Iteration 7F (1433.615922 sec): 3 clusters Score: Raw -712643.326238 + Penalty 3004.415456 = -709638.910782 nChanged 567 SP:Iteration 8F (1433.643674 sec): 3 clusters Score: Raw -713037.056104 + Penalty 3004.415456 = -710032.640648 nChanged 550 SP:Iteration 9F (1433.680416 sec): 3 clusters Score: Raw -713444.333145 + Penalty 3004.415456 = -710439.917689 nChanged 492 SP:Iteration 10Q (1433.708433 sec): 3 clusters Score: Raw -713817.704950 + Penalty 3004.415456 = -710813.289493 nChanged 393 SP:Iteration 11Q (1433.736458 sec): 3 clusters Score: Raw -714107.835815 + Penalty 3004.415456 = -711103.420359 nChanged 297 SP:Iteration 12Q (1433.764576 sec): 3 clusters Score: Raw -714324.837368 + Penalty 3004.415456 = -711320.421911 nChanged 227 SP:Iteration 13Q (1433.792283 sec): 3 clusters Score: Raw -714481.337250 + Penalty 3004.415456 = -711476.921794 nChanged 166 SP:Iteration 14Q (1433.819523 sec): 3 clusters Score: Raw -714595.210786 + Penalty 3004.415456 = -711590.795329 nChanged 118 SP:Iteration 15Q (1433.846390 sec): 3 clusters Score: Raw -714679.664031 + Penalty 3004.415456 = -711675.248575 nChanged 97 SP:Iteration 16Q (1433.872902 sec): 3 clusters Score: Raw -714762.592224 + Penalty 3004.415456 = -711758.176768 nChanged 80 SP:Iteration 17Q (1433.899274 sec): 3 clusters Score: Raw -714831.671282 + Penalty 3004.415456 = -711827.255826 nChanged 60 SP:Iteration 18Q (1433.926998 sec): 3 clusters Score: Raw -714887.013226 + Penalty 3004.415456 = -711882.597769 nChanged 35 SP:Iteration 19Q (1433.952675 sec): 3 clusters Score: Raw -714926.787237 + Penalty 3004.415456 = -711922.371781 nChanged 46 SP:Iteration 20F (1433.980924 sec): 3 clusters Score: Raw -714968.008157 + Penalty 3004.415456 = -711963.592701 nChanged 41 SP:Iteration 21Q (1434.006322 sec): 3 clusters Score: Raw -715005.360712 + Penalty 3004.415456 = -712000.945256 nChanged 42 SP:Iteration 22Q (1434.034704 sec): 3 clusters Score: Raw -715039.077198 + Penalty 3004.415456 = -712034.661741 nChanged 41 SP:Iteration 23Q (1434.059924 sec): 3 clusters Score: Raw -715075.061953 + Penalty 3004.415456 = -712070.646496 nChanged 45 SP:Iteration 24Q (1434.085185 sec): 3 clusters Score: Raw -715106.907452 + Penalty 3004.415456 = -712102.491996 nChanged 39 SP:Iteration 25Q (1434.113014 sec): 3 clusters Score: Raw -715133.154686 + Penalty 3004.415456 = -712128.739229 nChanged 32 SP:Iteration 26Q (1434.141641 sec): 3 clusters Score: Raw -715147.606023 + Penalty 3004.415456 = -712143.190567 nChanged 16 SP:Iteration 27Q (1434.166701 sec): 3 clusters Score: Raw -715156.557299 + Penalty 3004.415456 = -712152.141843 nChanged 21 SP:Iteration 28Q (1434.191899 sec): 3 clusters Score: Raw -715167.517707 + Penalty 3004.415456 = -712163.102250 nChanged 19 SP:Iteration 29Q (1434.216923 sec): 3 clusters Score: Raw -715179.275093 + Penalty 3004.415456 = -712174.859637 nChanged 18 SP:Iteration 30Q (1434.241914 sec): 3 clusters Score: Raw -715193.480545 + Penalty 3004.415456 = -712189.065089 nChanged 23 SP:Iteration 31Q (1434.268084 sec): 3 clusters Score: Raw -715205.715463 + Penalty 3004.415456 = -712201.300006 nChanged 13 SP:Iteration 32Q (1434.300318 sec): 3 clusters Score: Raw -715211.809483 + Penalty 3004.415456 = -712207.394026 nChanged 11 SP:Iteration 33Q (1434.325366 sec): 3 clusters Score: Raw -715217.078517 + Penalty 3004.415456 = -712212.663061 nChanged 8 SP:Iteration 34Q (1434.350452 sec): 3 clusters Score: Raw -715221.403030 + Penalty 3004.415456 = -712216.987574 nChanged 9 SP:Iteration 35Q (1434.375502 sec): 3 clusters Score: Raw -715225.352799 + Penalty 3004.415456 = -712220.937343 nChanged 7 SP:Iteration 36Q (1434.400540 sec): 3 clusters Score: Raw -715226.935426 + Penalty 3004.415456 = -712222.519969 nChanged 2 SP:Iteration 37Q (1434.425668 sec): 3 clusters Score: Raw -715227.730561 + Penalty 3004.415456 = -712223.315105 nChanged 3 SP:Iteration 38Q (1434.452559 sec): 3 clusters Score: Raw -715228.636175 + Penalty 3004.415456 = -712224.220718 nChanged 3 SP:Iteration 39Q (1434.481198 sec): 3 clusters Score: Raw -715229.606631 + Penalty 3004.415456 = -712225.191174 nChanged 1 SP:Iteration 40F (1434.509057 sec): 3 clusters Score: Raw -715229.684638 + Penalty 3004.415456 = -712225.269182 nChanged 0 Trying to split cluster 26 (3324 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1434.526114 sec): 2 clusters Score: Raw -219805.099346 + Penalty 1317.700175 = -218487.399171 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1434.546293 sec): 3 clusters Score: Raw -218244.680744 + Penalty 2635.400351 = -215609.280393 nChanged 1209 SP:Iteration 1F (1434.562405 sec): 3 clusters Score: Raw -218896.805285 + Penalty 2635.400351 = -216261.404934 nChanged 228 SP:Iteration 2F (1434.578403 sec): 3 clusters Score: Raw -219039.100194 + Penalty 2635.400351 = -216403.699844 nChanged 168 SP:Iteration 3F (1434.594086 sec): 3 clusters Score: Raw -219153.589002 + Penalty 2635.400351 = -216518.188651 nChanged 158 SP:Iteration 4Q (1434.610290 sec): 3 clusters Score: Raw -219254.534771 + Penalty 2635.400351 = -216619.134420 nChanged 141 SP:Iteration 5Q (1434.626398 sec): 3 clusters Score: Raw -219342.880454 + Penalty 2635.400351 = -216707.480103 nChanged 139 SP:Iteration 6Q (1434.642515 sec): 3 clusters Score: Raw -219432.843774 + Penalty 2635.400351 = -216797.443424 nChanged 122 SP:Iteration 7Q (1434.658044 sec): 3 clusters Score: Raw -219514.659467 + Penalty 2635.400351 = -216879.259117 nChanged 104 SP:Iteration 8Q (1434.675782 sec): 3 clusters Score: Raw -219590.340268 + Penalty 2635.400351 = -216954.939917 nChanged 109 SP:Iteration 9Q (1434.691830 sec): 3 clusters Score: Raw -219670.249685 + Penalty 2635.400351 = -217034.849334 nChanged 106 SP:Iteration 10Q (1434.707730 sec): 3 clusters Score: Raw -219730.907637 + Penalty 2635.400351 = -217095.507286 nChanged 81 SP:Iteration 11Q (1434.723354 sec): 3 clusters Score: Raw -219772.714509 + Penalty 2635.400351 = -217137.314159 nChanged 58 SP:Iteration 12Q (1434.739278 sec): 3 clusters Score: Raw -219805.064468 + Penalty 2635.400351 = -217169.664117 nChanged 64 SP:Iteration 13Q (1434.755144 sec): 3 clusters Score: Raw -219836.077520 + Penalty 2635.400351 = -217200.677169 nChanged 51 SP:Iteration 14Q (1434.771074 sec): 3 clusters Score: Raw -219858.188952 + Penalty 2635.400351 = -217222.788601 nChanged 45 SP:Iteration 15Q (1434.786718 sec): 3 clusters Score: Raw -219880.773919 + Penalty 2635.400351 = -217245.373569 nChanged 39 SP:Iteration 16Q (1434.804640 sec): 3 clusters Score: Raw -219899.247019 + Penalty 2635.400351 = -217263.846668 nChanged 43 SP:Iteration 17Q (1434.820478 sec): 3 clusters Score: Raw -219918.456517 + Penalty 2635.400351 = -217283.056167 nChanged 29 SP:Iteration 18Q (1434.838965 sec): 3 clusters Score: Raw -219933.576404 + Penalty 2635.400351 = -217298.176054 nChanged 35 SP:Iteration 19Q (1434.854821 sec): 3 clusters Score: Raw -219951.215870 + Penalty 2635.400351 = -217315.815519 nChanged 38 SP:Iteration 20F (1434.870884 sec): 3 clusters Score: Raw -219967.938155 + Penalty 2635.400351 = -217332.537804 nChanged 25 SP:Iteration 21Q (1434.886841 sec): 3 clusters Score: Raw -219977.353715 + Penalty 2635.400351 = -217341.953364 nChanged 19 SP:Iteration 22Q (1434.904390 sec): 3 clusters Score: Raw -219985.479873 + Penalty 2635.400351 = -217350.079522 nChanged 10 SP:Iteration 23Q (1434.920174 sec): 3 clusters Score: Raw -219989.857361 + Penalty 2635.400351 = -217354.457010 nChanged 13 SP:Iteration 24Q (1434.935662 sec): 3 clusters Score: Raw -219994.939267 + Penalty 2635.400351 = -217359.538917 nChanged 10 SP:Iteration 25Q (1434.951541 sec): 3 clusters Score: Raw -219998.159402 + Penalty 2635.400351 = -217362.759051 nChanged 7 SP:Iteration 26Q (1434.967941 sec): 3 clusters Score: Raw -220000.672816 + Penalty 2635.400351 = -217365.272465 nChanged 6 SP:Iteration 27Q (1434.983826 sec): 3 clusters Score: Raw -220002.773833 + Penalty 2635.400351 = -217367.373483 nChanged 5 SP:Iteration 28Q (1434.999745 sec): 3 clusters Score: Raw -220004.401730 + Penalty 2635.400351 = -217369.001379 nChanged 2 SP:Iteration 29Q (1435.015654 sec): 3 clusters Score: Raw -220005.036309 + Penalty 2635.400351 = -217369.635959 nChanged 1 SP:Iteration 30Q (1435.031410 sec): 3 clusters Score: Raw -220005.531490 + Penalty 2635.400351 = -217370.131139 nChanged 1 SP:Iteration 31Q (1435.047310 sec): 3 clusters Score: Raw -220005.899450 + Penalty 2635.400351 = -217370.499100 nChanged 3 SP:Iteration 32Q (1435.062759 sec): 3 clusters Score: Raw -220006.590101 + Penalty 2635.400351 = -217371.189751 nChanged 1 SP:Iteration 33Q (1435.078631 sec): 3 clusters Score: Raw -220006.802824 + Penalty 2635.400351 = -217371.402474 nChanged 0 SP:Iteration 34F (1435.094335 sec): 3 clusters Score: Raw -220006.802824 + Penalty 2635.400351 = -217371.402474 nChanged 0 Trying to split cluster 27 (8395 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1435.116447 sec): 2 clusters Score: Raw -545224.883872 + Penalty 1468.251130 = -543756.632742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1435.142593 sec): 3 clusters Score: Raw -540615.484915 + Penalty 2936.502260 = -537678.982655 nChanged 3579 SP:Iteration 1F (1435.167411 sec): 3 clusters Score: Raw -542713.526514 + Penalty 2936.502260 = -539777.024254 nChanged 715 SP:Iteration 2F (1435.192427 sec): 3 clusters Score: Raw -543354.530357 + Penalty 2936.502260 = -540418.028096 nChanged 735 SP:Iteration 3F (1435.217563 sec): 3 clusters Score: Raw -544054.291326 + Penalty 2936.502260 = -541117.789066 nChanged 670 SP:Iteration 4F (1435.245188 sec): 3 clusters Score: Raw -544708.628350 + Penalty 2936.502260 = -541772.126090 nChanged 562 SP:Iteration 5F (1435.272419 sec): 3 clusters Score: Raw -545245.925241 + Penalty 2936.502260 = -542309.422981 nChanged 374 SP:Iteration 6Q (1435.297464 sec): 3 clusters Score: Raw -545483.851550 + Penalty 2936.502260 = -542547.349289 nChanged 202 SP:Iteration 7Q (1435.322940 sec): 3 clusters Score: Raw -545575.225828 + Penalty 2936.502260 = -542638.723568 nChanged 128 SP:Iteration 8Q (1435.347880 sec): 3 clusters Score: Raw -545618.992736 + Penalty 2936.502260 = -542682.490476 nChanged 74 SP:Iteration 9Q (1435.372685 sec): 3 clusters Score: Raw -545638.029953 + Penalty 2936.502260 = -542701.527693 nChanged 36 SP:Iteration 10Q (1435.397472 sec): 3 clusters Score: Raw -545645.290569 + Penalty 2936.502260 = -542708.788309 nChanged 19 SP:Iteration 11Q (1435.422450 sec): 3 clusters Score: Raw -545649.208984 + Penalty 2936.502260 = -542712.706724 nChanged 10 SP:Iteration 12Q (1435.447157 sec): 3 clusters Score: Raw -545651.479018 + Penalty 2936.502260 = -542714.976758 nChanged 10 SP:Iteration 13Q (1435.471974 sec): 3 clusters Score: Raw -545653.454236 + Penalty 2936.502260 = -542716.951976 nChanged 6 SP:Iteration 14Q (1435.496828 sec): 3 clusters Score: Raw -545654.486349 + Penalty 2936.502260 = -542717.984089 nChanged 5 SP:Iteration 15Q (1435.521709 sec): 3 clusters Score: Raw -545654.902464 + Penalty 2936.502260 = -542718.400203 nChanged 1 SP:Iteration 16Q (1435.546370 sec): 3 clusters Score: Raw -545654.977122 + Penalty 2936.502260 = -542718.474862 nChanged 0 SP:Iteration 17F (1435.571474 sec): 3 clusters Score: Raw -545654.977122 + Penalty 2936.502260 = -542718.474862 nChanged 0 Trying to split cluster 28 (6676 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1435.591841 sec): 2 clusters Score: Raw -454122.724548 + Penalty 1431.019571 = -452691.704977 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1435.615267 sec): 3 clusters Score: Raw -450460.306726 + Penalty 2862.039143 = -447598.267584 nChanged 2784 SP:Iteration 1F (1435.638927 sec): 3 clusters Score: Raw -451925.541204 + Penalty 2862.039143 = -449063.502061 nChanged 438 SP:Iteration 2F (1435.661722 sec): 3 clusters Score: Raw -452152.911870 + Penalty 2862.039143 = -449290.872727 nChanged 353 SP:Iteration 3F (1435.684864 sec): 3 clusters Score: Raw -452304.239448 + Penalty 2862.039143 = -449442.200305 nChanged 300 SP:Iteration 4Q (1435.707796 sec): 3 clusters Score: Raw -452439.912554 + Penalty 2862.039143 = -449577.873412 nChanged 255 SP:Iteration 5Q (1435.730618 sec): 3 clusters Score: Raw -452565.580993 + Penalty 2862.039143 = -449703.541851 nChanged 260 SP:Iteration 6Q (1435.764043 sec): 3 clusters Score: Raw -452696.304386 + Penalty 2862.039143 = -449834.265243 nChanged 240 SP:Iteration 7Q (1435.786984 sec): 3 clusters Score: Raw -452797.765514 + Penalty 2862.039143 = -449935.726372 nChanged 201 SP:Iteration 8Q (1435.810080 sec): 3 clusters Score: Raw -452889.044336 + Penalty 2862.039143 = -450027.005194 nChanged 191 SP:Iteration 9Q (1435.833034 sec): 3 clusters Score: Raw -452962.940990 + Penalty 2862.039143 = -450100.901848 nChanged 153 SP:Iteration 10Q (1435.855723 sec): 3 clusters Score: Raw -453025.235328 + Penalty 2862.039143 = -450163.196186 nChanged 137 SP:Iteration 11Q (1435.878549 sec): 3 clusters Score: Raw -453083.780697 + Penalty 2862.039143 = -450221.741555 nChanged 137 SP:Iteration 12Q (1435.901875 sec): 3 clusters Score: Raw -453138.822289 + Penalty 2862.039143 = -450276.783147 nChanged 146 SP:Iteration 13Q (1435.927736 sec): 3 clusters Score: Raw -453198.642246 + Penalty 2862.039143 = -450336.603103 nChanged 151 SP:Iteration 14Q (1435.950358 sec): 3 clusters Score: Raw -453268.978530 + Penalty 2862.039143 = -450406.939387 nChanged 171 SP:Iteration 15Q (1435.973196 sec): 3 clusters Score: Raw -453367.029359 + Penalty 2862.039143 = -450504.990216 nChanged 187 SP:Iteration 16Q (1435.996134 sec): 3 clusters Score: Raw -453484.498454 + Penalty 2862.039143 = -450622.459312 nChanged 184 SP:Iteration 17Q (1436.018995 sec): 3 clusters Score: Raw -453596.610377 + Penalty 2862.039143 = -450734.571235 nChanged 180 SP:Iteration 18Q (1436.041537 sec): 3 clusters Score: Raw -453706.683281 + Penalty 2862.039143 = -450844.644139 nChanged 149 SP:Iteration 19Q (1436.064217 sec): 3 clusters Score: Raw -453800.864860 + Penalty 2862.039143 = -450938.825717 nChanged 146 SP:Iteration 20F (1436.087260 sec): 3 clusters Score: Raw -453880.269805 + Penalty 2862.039143 = -451018.230663 nChanged 120 SP:Iteration 21Q (1436.110935 sec): 3 clusters Score: Raw -453937.256031 + Penalty 2862.039143 = -451075.216889 nChanged 90 SP:Iteration 22Q (1436.133227 sec): 3 clusters Score: Raw -453980.577259 + Penalty 2862.039143 = -451118.538116 nChanged 86 SP:Iteration 23Q (1436.155355 sec): 3 clusters Score: Raw -454016.142323 + Penalty 2862.039143 = -451154.103180 nChanged 69 SP:Iteration 24Q (1436.177413 sec): 3 clusters Score: Raw -454040.066165 + Penalty 2862.039143 = -451178.027022 nChanged 56 SP:Iteration 25Q (1436.199830 sec): 3 clusters Score: Raw -454058.829157 + Penalty 2862.039143 = -451196.790014 nChanged 50 SP:Iteration 26Q (1436.222003 sec): 3 clusters Score: Raw -454075.226571 + Penalty 2862.039143 = -451213.187428 nChanged 54 SP:Iteration 27Q (1436.244019 sec): 3 clusters Score: Raw -454090.849178 + Penalty 2862.039143 = -451228.810036 nChanged 43 SP:Iteration 28Q (1436.266220 sec): 3 clusters Score: Raw -454101.579643 + Penalty 2862.039143 = -451239.540501 nChanged 29 SP:Iteration 29Q (1436.288193 sec): 3 clusters Score: Raw -454107.567844 + Penalty 2862.039143 = -451245.528702 nChanged 24 SP:Iteration 30Q (1436.312030 sec): 3 clusters Score: Raw -454111.609869 + Penalty 2862.039143 = -451249.570726 nChanged 13 SP:Iteration 31Q (1436.337100 sec): 3 clusters Score: Raw -454114.748716 + Penalty 2862.039143 = -451252.709574 nChanged 19 SP:Iteration 32Q (1436.359030 sec): 3 clusters Score: Raw -454118.190383 + Penalty 2862.039143 = -451256.151240 nChanged 11 SP:Iteration 33Q (1436.381066 sec): 3 clusters Score: Raw -454120.372798 + Penalty 2862.039143 = -451258.333655 nChanged 9 SP:Iteration 34Q (1436.402953 sec): 3 clusters Score: Raw -454122.165808 + Penalty 2862.039143 = -451260.126666 nChanged 10 SP:Iteration 35Q (1436.425107 sec): 3 clusters Score: Raw -454123.890185 + Penalty 2862.039143 = -451261.851042 nChanged 5 SP:Iteration 36Q (1436.446857 sec): 3 clusters Score: Raw -454124.396266 + Penalty 2862.039143 = -451262.357123 nChanged 5 SP:Iteration 37Q (1436.468860 sec): 3 clusters Score: Raw -454124.952211 + Penalty 2862.039143 = -451262.913069 nChanged 3 SP:Iteration 38Q (1436.490645 sec): 3 clusters Score: Raw -454125.538539 + Penalty 2862.039143 = -451263.499397 nChanged 2 SP:Iteration 39Q (1436.512685 sec): 3 clusters Score: Raw -454126.029267 + Penalty 2862.039143 = -451263.990125 nChanged 4 SP:Iteration 40F (1436.536563 sec): 3 clusters Score: Raw -454126.434750 + Penalty 2862.039143 = -451264.395607 nChanged 3 SP:Iteration 41Q (1436.558381 sec): 3 clusters Score: Raw -454127.189556 + Penalty 2862.039143 = -451265.150413 nChanged 3 SP:Iteration 42Q (1436.580252 sec): 3 clusters Score: Raw -454127.583652 + Penalty 2862.039143 = -451265.544509 nChanged 1 SP:Iteration 43Q (1436.602161 sec): 3 clusters Score: Raw -454127.739458 + Penalty 2862.039143 = -451265.700316 nChanged 0 SP:Iteration 44F (1436.625346 sec): 3 clusters Score: Raw -454127.739458 + Penalty 2862.039143 = -451265.700316 nChanged 0 Trying to split cluster 29 (1623 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1436.640034 sec): 2 clusters Score: Raw -107783.384869 + Penalty 1201.205130 = -106582.179739 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1436.648688 sec): 3 clusters Score: Raw -107139.642202 + Penalty 2402.410259 = -104737.231943 nChanged 547 SP:Iteration 1F (1436.656811 sec): 3 clusters Score: Raw -107485.401161 + Penalty 2402.410259 = -105082.990902 nChanged 117 SP:Iteration 2F (1436.664992 sec): 3 clusters Score: Raw -107570.580754 + Penalty 2402.410259 = -105168.170494 nChanged 57 SP:Iteration 3Q (1436.673153 sec): 3 clusters Score: Raw -107612.143174 + Penalty 2402.410259 = -105209.732914 nChanged 40 SP:Iteration 4Q (1436.681282 sec): 3 clusters Score: Raw -107643.028990 + Penalty 2402.410259 = -105240.618730 nChanged 27 SP:Iteration 5Q (1436.689322 sec): 3 clusters Score: Raw -107663.378399 + Penalty 2402.410259 = -105260.968139 nChanged 25 SP:Iteration 6Q (1436.697393 sec): 3 clusters Score: Raw -107677.886831 + Penalty 2402.410259 = -105275.476571 nChanged 16 SP:Iteration 7Q (1436.705507 sec): 3 clusters Score: Raw -107690.861528 + Penalty 2402.410259 = -105288.451268 nChanged 20 SP:Iteration 8Q (1436.713527 sec): 3 clusters Score: Raw -107706.360177 + Penalty 2402.410259 = -105303.949917 nChanged 19 SP:Iteration 9Q (1436.721611 sec): 3 clusters Score: Raw -107718.730514 + Penalty 2402.410259 = -105316.320255 nChanged 12 SP:Iteration 10Q (1436.729715 sec): 3 clusters Score: Raw -107728.509457 + Penalty 2402.410259 = -105326.099197 nChanged 10 SP:Iteration 11Q (1436.737792 sec): 3 clusters Score: Raw -107733.848958 + Penalty 2402.410259 = -105331.438699 nChanged 7 SP:Iteration 12Q (1436.745859 sec): 3 clusters Score: Raw -107738.366590 + Penalty 2402.410259 = -105335.956331 nChanged 6 SP:Iteration 13Q (1436.753849 sec): 3 clusters Score: Raw -107741.012755 + Penalty 2402.410259 = -105338.602495 nChanged 6 SP:Iteration 14Q (1436.761943 sec): 3 clusters Score: Raw -107745.164315 + Penalty 2402.410259 = -105342.754055 nChanged 13 SP:Iteration 15Q (1436.770001 sec): 3 clusters Score: Raw -107752.015342 + Penalty 2402.410259 = -105349.605083 nChanged 10 SP:Iteration 16Q (1436.778037 sec): 3 clusters Score: Raw -107758.339389 + Penalty 2402.410259 = -105355.929129 nChanged 6 SP:Iteration 17Q (1436.786090 sec): 3 clusters Score: Raw -107762.128321 + Penalty 2402.410259 = -105359.718061 nChanged 8 SP:Iteration 18Q (1436.794152 sec): 3 clusters Score: Raw -107767.983803 + Penalty 2402.410259 = -105365.573543 nChanged 11 SP:Iteration 19Q (1436.802184 sec): 3 clusters Score: Raw -107775.888863 + Penalty 2402.410259 = -105373.478603 nChanged 9 SP:Iteration 20F (1436.810250 sec): 3 clusters Score: Raw -107780.206900 + Penalty 2402.410259 = -105377.796640 nChanged 5 SP:Iteration 21Q (1436.818269 sec): 3 clusters Score: Raw -107782.643836 + Penalty 2402.410259 = -105380.233576 nChanged 9 SP:Iteration 22Q (1436.826333 sec): 3 clusters Score: Raw -107788.081171 + Penalty 2402.410259 = -105385.670912 nChanged 8 SP:Iteration 23Q (1436.834280 sec): 3 clusters Score: Raw -107795.432037 + Penalty 2402.410259 = -105393.021778 nChanged 11 SP:Iteration 24Q (1436.842271 sec): 3 clusters Score: Raw -107799.825795 + Penalty 2402.410259 = -105397.415536 nChanged 5 SP:Iteration 25Q (1436.850187 sec): 3 clusters Score: Raw -107802.510859 + Penalty 2402.410259 = -105400.100600 nChanged 3 SP:Iteration 26Q (1436.858147 sec): 3 clusters Score: Raw -107803.620478 + Penalty 2402.410259 = -105401.210219 nChanged 2 SP:Iteration 27Q (1436.866140 sec): 3 clusters Score: Raw -107804.440827 + Penalty 2402.410259 = -105402.030568 nChanged 3 SP:Iteration 28Q (1436.874062 sec): 3 clusters Score: Raw -107806.030381 + Penalty 2402.410259 = -105403.620121 nChanged 1 SP:Iteration 29Q (1436.882045 sec): 3 clusters Score: Raw -107806.417697 + Penalty 2402.410259 = -105404.007438 nChanged 3 SP:Iteration 30Q (1436.890065 sec): 3 clusters Score: Raw -107808.083579 + Penalty 2402.410259 = -105405.673320 nChanged 0 SP:Iteration 31F (1436.898139 sec): 3 clusters Score: Raw -107808.083579 + Penalty 2402.410259 = -105405.673320 nChanged 0 Trying to split cluster 30 (515 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1436.906121 sec): 2 clusters Score: Raw -23692.058005 + Penalty 1014.677121 = -22677.380884 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1436.909371 sec): 3 clusters Score: Raw -23667.317373 + Penalty 2029.354243 = -21637.963130 nChanged 135 SP:Iteration 1F (1436.912415 sec): 3 clusters Score: Raw -23956.232294 + Penalty 2029.354243 = -21926.878052 nChanged 34 SP:Iteration 2F (1436.915440 sec): 3 clusters Score: Raw -24047.935438 + Penalty 2029.354243 = -22018.581196 nChanged 16 SP:Iteration 3Q (1436.918402 sec): 3 clusters Score: Raw -24094.166406 + Penalty 2029.354243 = -22064.812163 nChanged 11 SP:Iteration 4Q (1436.921325 sec): 3 clusters Score: Raw -24149.258740 + Penalty 2029.354243 = -22119.904497 nChanged 12 SP:Iteration 5Q (1436.924262 sec): 3 clusters Score: Raw -24190.585155 + Penalty 2029.354243 = -22161.230912 nChanged 11 SP:Iteration 6Q (1436.927192 sec): 3 clusters Score: Raw -24234.138394 + Penalty 2029.354243 = -22204.784151 nChanged 11 SP:Iteration 7Q (1436.930094 sec): 3 clusters Score: Raw -24274.813165 + Penalty 2029.354243 = -22245.458923 nChanged 7 SP:Iteration 8Q (1436.932994 sec): 3 clusters Score: Raw -24290.459493 + Penalty 2029.354243 = -22261.105250 nChanged 4 SP:Iteration 9Q (1436.935888 sec): 3 clusters Score: Raw -24297.105900 + Penalty 2029.354243 = -22267.751657 nChanged 0 SP:Iteration 10F (1436.938874 sec): 3 clusters Score: Raw -24297.105900 + Penalty 2029.354243 = -22267.751657 nChanged 0 Time taken for this iteration:1434.812107 seconds. 20->31 Clusters: Score -22874158.499725, best is 100000000000000005366162204393472.000000 THE BEST YET! Starting from 21 clusters... ------ Clustering full data set of 356548 points ------ SP: Assigned 21 initial classes randomly. Deleting Class 5 (8082 points): Lose 422.483226 but Gain 2077.436425 Iteration 0F (1441.633134 sec): 20 clusters Score: Raw -20138963.322090 + Penalty 39471.292070 = -20099492.030021 nChanged 335715 Iteration 1F (1446.017605 sec): 20 clusters Score: Raw -21816550.257786 + Penalty 39471.292070 = -21777078.965716 nChanged 134678 Iteration 2F (1450.397193 sec): 20 clusters Score: Raw -22172773.681343 + Penalty 39471.292070 = -22133302.389273 nChanged 98430 Iteration 3F (1454.728390 sec): 20 clusters Score: Raw -22369304.059655 + Penalty 39471.292070 = -22329832.767586 nChanged 73025 Iteration 4F (1458.701802 sec): 20 clusters Score: Raw -22498949.893012 + Penalty 39471.292070 = -22459478.600942 nChanged 57655 Iteration 5F (1462.685039 sec): 20 clusters Score: Raw -22603038.957626 + Penalty 39471.292070 = -22563567.665556 nChanged 44649 Iteration 6F (1466.701325 sec): 20 clusters Score: Raw -22671059.394301 + Penalty 39471.292070 = -22631588.102231 nChanged 31835 Iteration 7F (1470.664814 sec): 20 clusters Score: Raw -22708312.003712 + Penalty 39471.292070 = -22668840.711643 nChanged 22594 Iteration 8F (1474.637430 sec): 20 clusters Score: Raw -22737223.819324 + Penalty 39471.292070 = -22697752.527255 nChanged 17923 Iteration 9F (1478.594025 sec): 20 clusters Score: Raw -22768568.898092 + Penalty 39471.292070 = -22729097.606022 nChanged 14871 Iteration 10Q (1480.701971 sec): 20 clusters Score: Raw -22790923.948167 + Penalty 39471.292070 = -22751452.656097 nChanged 12138 Iteration 11Q (1482.784311 sec): 20 clusters Score: Raw -22799409.486595 + Penalty 39471.292070 = -22759938.194525 nChanged 8637 Iteration 12Q (1484.854119 sec): 20 clusters Score: Raw -22803967.290536 + Penalty 39471.292070 = -22764495.998466 nChanged 6365 Iteration 13Q (1486.879163 sec): 20 clusters Score: Raw -22806868.520933 + Penalty 39471.292070 = -22767397.228864 nChanged 5042 Iteration 14Q (1488.901351 sec): 20 clusters Score: Raw -22809025.639626 + Penalty 39471.292070 = -22769554.347557 nChanged 4216 Iteration 15Q (1490.902666 sec): 20 clusters Score: Raw -22810948.741360 + Penalty 39471.292070 = -22771477.449291 nChanged 3891 Iteration 16Q (1492.927132 sec): 20 clusters Score: Raw -22813455.629180 + Penalty 39471.292070 = -22773984.337110 nChanged 4017 Iteration 17Q (1494.927266 sec): 20 clusters Score: Raw -22820000.510527 + Penalty 39471.292070 = -22780529.218457 nChanged 4311 Iteration 18Q (1496.905365 sec): 20 clusters Score: Raw -22827805.789296 + Penalty 39471.292070 = -22788334.497227 nChanged 4419 Iteration 19Q (1498.870912 sec): 20 clusters Score: Raw -22830157.437716 + Penalty 39471.292070 = -22790686.145646 nChanged 3291 Writing temp clu file Because OldScore, -22788334.497227, is greater than current (better) Score,-22790686.145646 Compute initial score before splitting: Score: Raw -22830157.437716 + Penalty 39471.292070 = -22790686.145646 Trying to split cluster 1 (3010 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1498.945233 sec): 2 clusters Score: Raw -194580.863372 + Penalty 1301.575496 = -193279.287876 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1498.960719 sec): 3 clusters Score: Raw -193154.069948 + Penalty 2603.150991 = -190550.918957 nChanged 1172 SP:Iteration 1F (1498.974677 sec): 3 clusters Score: Raw -193812.431790 + Penalty 2603.150991 = -191209.280798 nChanged 212 SP:Iteration 2F (1498.989379 sec): 3 clusters Score: Raw -193941.024037 + Penalty 2603.150991 = -191337.873046 nChanged 151 SP:Iteration 3F (1499.003297 sec): 3 clusters Score: Raw -194011.563089 + Penalty 2603.150991 = -191408.412098 nChanged 99 SP:Iteration 4Q (1499.017965 sec): 3 clusters Score: Raw -194061.805356 + Penalty 2603.150991 = -191458.654364 nChanged 85 SP:Iteration 5Q (1499.032370 sec): 3 clusters Score: Raw -194101.177708 + Penalty 2603.150991 = -191498.026717 nChanged 67 SP:Iteration 6Q (1499.046985 sec): 3 clusters Score: Raw -194131.327103 + Penalty 2603.150991 = -191528.176112 nChanged 63 SP:Iteration 7Q (1499.061630 sec): 3 clusters Score: Raw -194156.537315 + Penalty 2603.150991 = -191553.386324 nChanged 53 SP:Iteration 8Q (1499.076219 sec): 3 clusters Score: Raw -194181.175998 + Penalty 2603.150991 = -191578.025007 nChanged 67 SP:Iteration 9Q (1499.090785 sec): 3 clusters Score: Raw -194215.691427 + Penalty 2603.150991 = -191612.540435 nChanged 80 SP:Iteration 10Q (1499.105047 sec): 3 clusters Score: Raw -194265.595764 + Penalty 2603.150991 = -191662.444773 nChanged 115 SP:Iteration 11Q (1499.125145 sec): 3 clusters Score: Raw -194362.222261 + Penalty 2603.150991 = -191759.071270 nChanged 133 SP:Iteration 12Q (1499.139737 sec): 3 clusters Score: Raw -194528.002104 + Penalty 2603.150991 = -191924.851113 nChanged 173 SP:Iteration 13F (1499.156650 sec): 3 clusters Score: Raw -194730.026268 + Penalty 2603.150991 = -192126.875277 nChanged 183 SP:Iteration 14F (1499.171116 sec): 3 clusters Score: Raw -194965.948198 + Penalty 2603.150991 = -192362.797207 nChanged 152 SP:Iteration 15F (1499.185696 sec): 3 clusters Score: Raw -195178.943177 + Penalty 2603.150991 = -192575.792186 nChanged 125 SP:Iteration 16Q (1499.200211 sec): 3 clusters Score: Raw -195324.282676 + Penalty 2603.150991 = -192721.131684 nChanged 86 SP:Iteration 17Q (1499.214691 sec): 3 clusters Score: Raw -195400.718320 + Penalty 2603.150991 = -192797.567329 nChanged 53 SP:Iteration 18Q (1499.229031 sec): 3 clusters Score: Raw -195446.360834 + Penalty 2603.150991 = -192843.209843 nChanged 35 SP:Iteration 19Q (1499.244158 sec): 3 clusters Score: Raw -195470.905779 + Penalty 2603.150991 = -192867.754788 nChanged 15 SP:Iteration 20F (1499.258550 sec): 3 clusters Score: Raw -195482.018408 + Penalty 2603.150991 = -192878.867417 nChanged 14 SP:Iteration 21Q (1499.272935 sec): 3 clusters Score: Raw -195490.427606 + Penalty 2603.150991 = -192887.276614 nChanged 3 SP:Iteration 22Q (1499.286835 sec): 3 clusters Score: Raw -195491.931924 + Penalty 2603.150991 = -192888.780933 nChanged 2 SP:Iteration 23Q (1499.301196 sec): 3 clusters Score: Raw -195492.709304 + Penalty 2603.150991 = -192889.558313 nChanged 0 SP:Iteration 24F (1499.315545 sec): 3 clusters Score: Raw -195492.709304 + Penalty 2603.150991 = -192889.558313 nChanged 0 Trying to split cluster 2 (1528 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1499.330217 sec): 2 clusters Score: Raw -92417.312489 + Penalty 1191.403683 = -91225.908806 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1499.338551 sec): 3 clusters Score: Raw -91866.393172 + Penalty 2382.807365 = -89483.585806 nChanged 505 SP:Iteration 1F (1499.348500 sec): 3 clusters Score: Raw -92226.832658 + Penalty 2382.807365 = -89844.025292 nChanged 104 SP:Iteration 2F (1499.356227 sec): 3 clusters Score: Raw -92326.470711 + Penalty 2382.807365 = -89943.663346 nChanged 77 SP:Iteration 3F (1499.369733 sec): 3 clusters Score: Raw -92411.130909 + Penalty 2382.807365 = -90028.323544 nChanged 60 SP:Iteration 4Q (1499.377545 sec): 3 clusters Score: Raw -92476.700665 + Penalty 2382.807365 = -90093.893300 nChanged 59 SP:Iteration 5Q (1499.385292 sec): 3 clusters Score: Raw -92546.799013 + Penalty 2382.807365 = -90163.991648 nChanged 73 SP:Iteration 6Q (1499.393053 sec): 3 clusters Score: Raw -92625.434040 + Penalty 2382.807365 = -90242.626675 nChanged 57 SP:Iteration 7Q (1499.400764 sec): 3 clusters Score: Raw -92701.995038 + Penalty 2382.807365 = -90319.187673 nChanged 57 SP:Iteration 8Q (1499.410498 sec): 3 clusters Score: Raw -92793.370600 + Penalty 2382.807365 = -90410.563235 nChanged 56 SP:Iteration 9Q (1499.418126 sec): 3 clusters Score: Raw -92876.825455 + Penalty 2382.807365 = -90494.018090 nChanged 42 SP:Iteration 10Q (1499.425749 sec): 3 clusters Score: Raw -92933.618532 + Penalty 2382.807365 = -90550.811167 nChanged 44 SP:Iteration 11Q (1499.433298 sec): 3 clusters Score: Raw -93014.032638 + Penalty 2382.807365 = -90631.225273 nChanged 48 SP:Iteration 12Q (1499.440804 sec): 3 clusters Score: Raw -93111.980515 + Penalty 2382.807365 = -90729.173150 nChanged 39 SP:Iteration 13Q (1499.448195 sec): 3 clusters Score: Raw -93187.366470 + Penalty 2382.807365 = -90804.559105 nChanged 31 SP:Iteration 14Q (1499.455584 sec): 3 clusters Score: Raw -93243.331265 + Penalty 2382.807365 = -90860.523900 nChanged 35 SP:Iteration 15Q (1499.462972 sec): 3 clusters Score: Raw -93299.600960 + Penalty 2382.807365 = -90916.793595 nChanged 20 SP:Iteration 16Q (1499.470334 sec): 3 clusters Score: Raw -93332.643495 + Penalty 2382.807365 = -90949.836130 nChanged 16 SP:Iteration 17Q (1499.477660 sec): 3 clusters Score: Raw -93355.845842 + Penalty 2382.807365 = -90973.038477 nChanged 16 SP:Iteration 18Q (1499.484970 sec): 3 clusters Score: Raw -93382.619408 + Penalty 2382.807365 = -90999.812043 nChanged 15 SP:Iteration 19Q (1499.496247 sec): 3 clusters Score: Raw -93415.164876 + Penalty 2382.807365 = -91032.357511 nChanged 21 SP:Iteration 20F (1499.503931 sec): 3 clusters Score: Raw -93481.890771 + Penalty 2382.807365 = -91099.083406 nChanged 23 SP:Iteration 21Q (1499.511108 sec): 3 clusters Score: Raw -93591.757010 + Penalty 2382.807365 = -91208.949645 nChanged 24 SP:Iteration 22Q (1499.518345 sec): 3 clusters Score: Raw -93737.550791 + Penalty 2382.807365 = -91354.743426 nChanged 12 SP:Iteration 23Q (1499.525545 sec): 3 clusters Score: Raw -93771.785323 + Penalty 2382.807365 = -91388.977958 nChanged 3 SP:Iteration 24Q (1499.532712 sec): 3 clusters Score: Raw -93774.987930 + Penalty 2382.807365 = -91392.180565 nChanged 1 SP:Iteration 25Q (1499.539468 sec): 3 clusters Score: Raw -93776.518926 + Penalty 2382.807365 = -91393.711561 nChanged 0 SP:Iteration 26F (1499.547200 sec): 3 clusters Score: Raw -93776.518926 + Penalty 2382.807365 = -91393.711561 nChanged 0 Score: Raw -22832230.065476 + Penalty 41548.728494 = -22790681.336981 Splitting cluster 2 changes total score from -22790686.145646 to -22790681.336981 So it's not getting split. Trying to split cluster 3 (4483 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1503.723263 sec): 2 clusters Score: Raw -268281.235703 + Penalty 1366.307758 = -266914.927944 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1503.744177 sec): 3 clusters Score: Raw -266059.039734 + Penalty 2732.615517 = -263326.424217 nChanged 1770 SP:Iteration 1F (1503.764524 sec): 3 clusters Score: Raw -267041.395524 + Penalty 2732.615517 = -264308.780007 nChanged 333 SP:Iteration 2F (1503.784834 sec): 3 clusters Score: Raw -267262.455091 + Penalty 2732.615517 = -264529.839574 nChanged 296 SP:Iteration 3F (1503.805281 sec): 3 clusters Score: Raw -267458.579605 + Penalty 2732.615517 = -264725.964088 nChanged 241 SP:Iteration 4F (1503.825578 sec): 3 clusters Score: Raw -267616.226078 + Penalty 2732.615517 = -264883.610561 nChanged 221 SP:Iteration 5Q (1503.845914 sec): 3 clusters Score: Raw -267775.608479 + Penalty 2732.615517 = -265042.992962 nChanged 217 SP:Iteration 6Q (1503.866228 sec): 3 clusters Score: Raw -267942.431517 + Penalty 2732.615517 = -265209.816001 nChanged 198 SP:Iteration 7Q (1503.886636 sec): 3 clusters Score: Raw -268096.850796 + Penalty 2732.615517 = -265364.235279 nChanged 172 SP:Iteration 8Q (1503.906894 sec): 3 clusters Score: Raw -268231.313300 + Penalty 2732.615517 = -265498.697783 nChanged 135 SP:Iteration 9Q (1503.926952 sec): 3 clusters Score: Raw -268327.118521 + Penalty 2732.615517 = -265594.503004 nChanged 91 SP:Iteration 10Q (1503.946779 sec): 3 clusters Score: Raw -268388.899788 + Penalty 2732.615517 = -265656.284272 nChanged 76 SP:Iteration 11Q (1503.966569 sec): 3 clusters Score: Raw -268431.046228 + Penalty 2732.615517 = -265698.430711 nChanged 57 SP:Iteration 12Q (1503.986446 sec): 3 clusters Score: Raw -268468.285474 + Penalty 2732.615517 = -265735.669958 nChanged 56 SP:Iteration 13Q (1504.006233 sec): 3 clusters Score: Raw -268509.743074 + Penalty 2732.615517 = -265777.127557 nChanged 48 SP:Iteration 14Q (1504.025839 sec): 3 clusters Score: Raw -268541.569143 + Penalty 2732.615517 = -265808.953626 nChanged 33 SP:Iteration 15Q (1504.045299 sec): 3 clusters Score: Raw -268562.211923 + Penalty 2732.615517 = -265829.596406 nChanged 32 SP:Iteration 16Q (1504.064973 sec): 3 clusters Score: Raw -268580.623005 + Penalty 2732.615517 = -265848.007488 nChanged 25 SP:Iteration 17Q (1504.084263 sec): 3 clusters Score: Raw -268593.452371 + Penalty 2732.615517 = -265860.836854 nChanged 18 SP:Iteration 18Q (1504.103586 sec): 3 clusters Score: Raw -268606.998368 + Penalty 2732.615517 = -265874.382851 nChanged 16 SP:Iteration 19Q (1504.122987 sec): 3 clusters Score: Raw -268619.187788 + Penalty 2732.615517 = -265886.572272 nChanged 15 SP:Iteration 20F (1504.143248 sec): 3 clusters Score: Raw -268635.379615 + Penalty 2732.615517 = -265902.764098 nChanged 11 SP:Iteration 21Q (1504.162461 sec): 3 clusters Score: Raw -268642.157881 + Penalty 2732.615517 = -265909.542364 nChanged 8 SP:Iteration 22Q (1504.181601 sec): 3 clusters Score: Raw -268646.954096 + Penalty 2732.615517 = -265914.338579 nChanged 3 SP:Iteration 23Q (1504.200854 sec): 3 clusters Score: Raw -268650.512125 + Penalty 2732.615517 = -265917.896608 nChanged 5 SP:Iteration 24Q (1504.220025 sec): 3 clusters Score: Raw -268653.282307 + Penalty 2732.615517 = -265920.666790 nChanged 4 SP:Iteration 25Q (1504.239116 sec): 3 clusters Score: Raw -268655.465601 + Penalty 2732.615517 = -265922.850084 nChanged 3 SP:Iteration 26Q (1504.258354 sec): 3 clusters Score: Raw -268657.164534 + Penalty 2732.615517 = -265924.549017 nChanged 2 SP:Iteration 27Q (1504.277691 sec): 3 clusters Score: Raw -268658.119970 + Penalty 2732.615517 = -265925.504453 nChanged 2 SP:Iteration 28Q (1504.296959 sec): 3 clusters Score: Raw -268658.747272 + Penalty 2732.615517 = -265926.131755 nChanged 3 SP:Iteration 29Q (1504.315847 sec): 3 clusters Score: Raw -268660.960245 + Penalty 2732.615517 = -265928.344728 nChanged 2 SP:Iteration 30Q (1504.335361 sec): 3 clusters Score: Raw -268662.750090 + Penalty 2732.615517 = -265930.134573 nChanged 1 SP:Iteration 31Q (1504.354511 sec): 3 clusters Score: Raw -268663.366469 + Penalty 2732.615517 = -265930.750952 nChanged 1 SP:Iteration 32Q (1504.373512 sec): 3 clusters Score: Raw -268663.677824 + Penalty 2732.615517 = -265931.062307 nChanged 0 SP:Iteration 33F (1504.393900 sec): 3 clusters Score: Raw -268663.677824 + Penalty 2732.615517 = -265931.062307 nChanged 0 Trying to split cluster 4 (107746 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1504.548225 sec): 2 clusters Score: Raw -7225028.285831 + Penalty 1882.973931 = -7223145.311900 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1504.717328 sec): 3 clusters Score: Raw -7154926.711032 + Penalty 3765.947862 = -7151160.763169 nChanged 51698 SP:Iteration 1F (1504.889814 sec): 3 clusters Score: Raw -7186196.366656 + Penalty 3765.947862 = -7182430.418793 nChanged 5233 SP:Iteration 2Q (1505.068794 sec): 3 clusters Score: Raw -7188926.477346 + Penalty 3765.947862 = -7185160.529483 nChanged 6445 SP:Iteration 3F (1505.237562 sec): 3 clusters Score: Raw -7193620.679678 + Penalty 3765.947862 = -7189854.731815 nChanged 7946 SP:Iteration 4F (1505.406413 sec): 3 clusters Score: Raw -7200764.464989 + Penalty 3765.947862 = -7196998.517127 nChanged 9068 SP:Iteration 5F (1505.575287 sec): 3 clusters Score: Raw -7209886.150115 + Penalty 3765.947862 = -7206120.202253 nChanged 9066 SP:Iteration 6F (1505.744029 sec): 3 clusters Score: Raw -7219912.269780 + Penalty 3765.947862 = -7216146.321918 nChanged 8514 SP:Iteration 7F (1505.912827 sec): 3 clusters Score: Raw -7229988.855977 + Penalty 3765.947862 = -7226222.908115 nChanged 7487 SP:Iteration 8F (1506.081619 sec): 3 clusters Score: Raw -7239693.210336 + Penalty 3765.947862 = -7235927.262473 nChanged 5790 SP:Iteration 9F (1506.250415 sec): 3 clusters Score: Raw -7248199.662237 + Penalty 3765.947862 = -7244433.714374 nChanged 3835 SP:Iteration 10Q (1506.409130 sec): 3 clusters Score: Raw -7252443.950521 + Penalty 3765.947862 = -7248678.002659 nChanged 2134 SP:Iteration 11Q (1506.561710 sec): 3 clusters Score: Raw -7253681.309226 + Penalty 3765.947862 = -7249915.361364 nChanged 1081 SP:Iteration 12Q (1506.711762 sec): 3 clusters Score: Raw -7254025.470823 + Penalty 3765.947862 = -7250259.522961 nChanged 589 SP:Iteration 13Q (1506.861846 sec): 3 clusters Score: Raw -7254131.169212 + Penalty 3765.947862 = -7250365.221350 nChanged 286 SP:Iteration 14Q (1507.012676 sec): 3 clusters Score: Raw -7254161.450217 + Penalty 3765.947862 = -7250395.502355 nChanged 158 SP:Iteration 15Q (1507.162474 sec): 3 clusters Score: Raw -7254171.187935 + Penalty 3765.947862 = -7250405.240072 nChanged 96 SP:Iteration 16Q (1507.313290 sec): 3 clusters Score: Raw -7254175.527546 + Penalty 3765.947862 = -7250409.579683 nChanged 63 SP:Iteration 17Q (1507.460383 sec): 3 clusters Score: Raw -7254178.251211 + Penalty 3765.947862 = -7250412.303348 nChanged 50 SP:Iteration 18Q (1507.608587 sec): 3 clusters Score: Raw -7254179.888825 + Penalty 3765.947862 = -7250413.940962 nChanged 27 SP:Iteration 19Q (1507.756825 sec): 3 clusters Score: Raw -7254180.354865 + Penalty 3765.947862 = -7250414.407003 nChanged 15 SP:Iteration 20F (1507.943289 sec): 3 clusters Score: Raw -7254180.597755 + Penalty 3765.947862 = -7250414.649893 nChanged 13 SP:Iteration 21Q (1508.092470 sec): 3 clusters Score: Raw -7254180.773970 + Penalty 3765.947862 = -7250414.826108 nChanged 8 SP:Iteration 22Q (1508.241462 sec): 3 clusters Score: Raw -7254180.877514 + Penalty 3765.947862 = -7250414.929651 nChanged 5 SP:Iteration 23Q (1508.392342 sec): 3 clusters Score: Raw -7254180.917881 + Penalty 3765.947862 = -7250414.970019 nChanged 5 SP:Iteration 24Q (1508.542043 sec): 3 clusters Score: Raw -7254180.966086 + Penalty 3765.947862 = -7250415.018223 nChanged 4 SP:Iteration 25Q (1508.715511 sec): 3 clusters Score: Raw -7254181.001194 + Penalty 3765.947862 = -7250415.053332 nChanged 1 SP:Iteration 26Q (1508.865025 sec): 3 clusters Score: Raw -7254181.009950 + Penalty 3765.947862 = -7250415.062088 nChanged 1 SP:Iteration 27Q (1509.014509 sec): 3 clusters Score: Raw -7254181.017489 + Penalty 3765.947862 = -7250415.069626 nChanged 0 SP:Iteration 28F (1509.183306 sec): 3 clusters Score: Raw -7254181.017489 + Penalty 3765.947862 = -7250415.069626 nChanged 0 Score: Raw -22860023.590696 + Penalty 41548.728494 = -22818474.862201 Splitting cluster 4 changes total score from -22790686.145646 to -22818474.862201 So it's getting split into cluster 5. Trying to split cluster 6 (1568 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.391340 sec): 2 clusters Score: Raw -99862.615920 + Penalty 1195.602883 = -98667.013037 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1513.399773 sec): 3 clusters Score: Raw -99293.619568 + Penalty 2391.205765 = -96902.413803 nChanged 524 SP:Iteration 1F (1513.407653 sec): 3 clusters Score: Raw -99676.444681 + Penalty 2391.205765 = -97285.238916 nChanged 105 SP:Iteration 2F (1513.415502 sec): 3 clusters Score: Raw -99761.642779 + Penalty 2391.205765 = -97370.437014 nChanged 57 SP:Iteration 3Q (1513.423327 sec): 3 clusters Score: Raw -99809.224050 + Penalty 2391.205765 = -97418.018284 nChanged 45 SP:Iteration 4Q (1513.431140 sec): 3 clusters Score: Raw -99847.749496 + Penalty 2391.205765 = -97456.543730 nChanged 30 SP:Iteration 5Q (1513.438998 sec): 3 clusters Score: Raw -99869.320303 + Penalty 2391.205765 = -97478.114538 nChanged 35 SP:Iteration 6Q (1513.446843 sec): 3 clusters Score: Raw -99898.452066 + Penalty 2391.205765 = -97507.246300 nChanged 39 SP:Iteration 7Q (1513.454730 sec): 3 clusters Score: Raw -99929.357110 + Penalty 2391.205765 = -97538.151344 nChanged 37 SP:Iteration 8Q (1513.462577 sec): 3 clusters Score: Raw -99958.091595 + Penalty 2391.205765 = -97566.885829 nChanged 36 SP:Iteration 9Q (1513.470405 sec): 3 clusters Score: Raw -99987.830565 + Penalty 2391.205765 = -97596.624800 nChanged 29 SP:Iteration 10Q (1513.478243 sec): 3 clusters Score: Raw -100008.413961 + Penalty 2391.205765 = -97617.208195 nChanged 23 SP:Iteration 11Q (1513.486059 sec): 3 clusters Score: Raw -100026.697585 + Penalty 2391.205765 = -97635.491819 nChanged 17 SP:Iteration 12Q (1513.493879 sec): 3 clusters Score: Raw -100041.570678 + Penalty 2391.205765 = -97650.364913 nChanged 11 SP:Iteration 13Q (1513.501685 sec): 3 clusters Score: Raw -100052.076780 + Penalty 2391.205765 = -97660.871015 nChanged 16 SP:Iteration 14Q (1513.509484 sec): 3 clusters Score: Raw -100067.896869 + Penalty 2391.205765 = -97676.691104 nChanged 17 SP:Iteration 15Q (1513.517320 sec): 3 clusters Score: Raw -100079.594147 + Penalty 2391.205765 = -97688.388381 nChanged 11 SP:Iteration 16Q (1513.525109 sec): 3 clusters Score: Raw -100089.793461 + Penalty 2391.205765 = -97698.587696 nChanged 8 SP:Iteration 17Q (1513.532911 sec): 3 clusters Score: Raw -100095.321057 + Penalty 2391.205765 = -97704.115291 nChanged 10 SP:Iteration 18Q (1513.540678 sec): 3 clusters Score: Raw -100101.741210 + Penalty 2391.205765 = -97710.535444 nChanged 8 SP:Iteration 19Q (1513.548505 sec): 3 clusters Score: Raw -100106.836903 + Penalty 2391.205765 = -97715.631137 nChanged 8 SP:Iteration 20F (1513.556344 sec): 3 clusters Score: Raw -100112.737349 + Penalty 2391.205765 = -97721.531584 nChanged 7 SP:Iteration 21Q (1513.564127 sec): 3 clusters Score: Raw -100118.748212 + Penalty 2391.205765 = -97727.542447 nChanged 8 SP:Iteration 22Q (1513.571898 sec): 3 clusters Score: Raw -100124.276770 + Penalty 2391.205765 = -97733.071005 nChanged 9 SP:Iteration 23Q (1513.579705 sec): 3 clusters Score: Raw -100128.732633 + Penalty 2391.205765 = -97737.526868 nChanged 9 SP:Iteration 24Q (1513.587475 sec): 3 clusters Score: Raw -100135.585475 + Penalty 2391.205765 = -97744.379710 nChanged 3 SP:Iteration 25Q (1513.595250 sec): 3 clusters Score: Raw -100137.026340 + Penalty 2391.205765 = -97745.820574 nChanged 3 SP:Iteration 26Q (1513.603018 sec): 3 clusters Score: Raw -100139.330977 + Penalty 2391.205765 = -97748.125212 nChanged 2 SP:Iteration 27Q (1513.610806 sec): 3 clusters Score: Raw -100140.314152 + Penalty 2391.205765 = -97749.108386 nChanged 1 SP:Iteration 28Q (1513.618560 sec): 3 clusters Score: Raw -100140.774968 + Penalty 2391.205765 = -97749.569203 nChanged 0 SP:Iteration 29F (1513.626408 sec): 3 clusters Score: Raw -100140.774968 + Penalty 2391.205765 = -97749.569203 nChanged 0 Trying to split cluster 7 (36837 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1513.681299 sec): 2 clusters Score: Raw -2357119.885145 + Penalty 1708.566934 = -2355411.318211 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1513.754072 sec): 3 clusters Score: Raw -2334064.609081 + Penalty 3417.133867 = -2330647.475213 nChanged 17206 SP:Iteration 1F (1513.820873 sec): 3 clusters Score: Raw -2344722.349929 + Penalty 3417.133867 = -2341305.216061 nChanged 2253 SP:Iteration 2F (1513.907285 sec): 3 clusters Score: Raw -2346043.637959 + Penalty 3417.133867 = -2342626.504092 nChanged 2407 SP:Iteration 3F (1513.973929 sec): 3 clusters Score: Raw -2347663.266901 + Penalty 3417.133867 = -2344246.133034 nChanged 2494 SP:Iteration 4F (1514.042411 sec): 3 clusters Score: Raw -2349493.899859 + Penalty 3417.133867 = -2346076.765991 nChanged 2428 SP:Iteration 5F (1514.109555 sec): 3 clusters Score: Raw -2351328.963187 + Penalty 3417.133867 = -2347911.829320 nChanged 2081 SP:Iteration 6F (1514.176776 sec): 3 clusters Score: Raw -2352735.024036 + Penalty 3417.133867 = -2349317.890169 nChanged 1621 SP:Iteration 7Q (1514.245357 sec): 3 clusters Score: Raw -2353681.502026 + Penalty 3417.133867 = -2350264.368159 nChanged 1194 SP:Iteration 8Q (1514.312933 sec): 3 clusters Score: Raw -2354231.557458 + Penalty 3417.133867 = -2350814.423590 nChanged 833 SP:Iteration 9Q (1514.378574 sec): 3 clusters Score: Raw -2354588.154179 + Penalty 3417.133867 = -2351171.020312 nChanged 655 SP:Iteration 10Q (1514.443350 sec): 3 clusters Score: Raw -2354863.089414 + Penalty 3417.133867 = -2351445.955547 nChanged 562 SP:Iteration 11Q (1514.507933 sec): 3 clusters Score: Raw -2355096.370007 + Penalty 3417.133867 = -2351679.236140 nChanged 514 SP:Iteration 12Q (1514.572672 sec): 3 clusters Score: Raw -2355322.132614 + Penalty 3417.133867 = -2351904.998747 nChanged 490 SP:Iteration 13Q (1514.637989 sec): 3 clusters Score: Raw -2355555.731794 + Penalty 3417.133867 = -2352138.597926 nChanged 484 SP:Iteration 14Q (1514.701639 sec): 3 clusters Score: Raw -2355788.769278 + Penalty 3417.133867 = -2352371.635411 nChanged 464 SP:Iteration 15Q (1514.764785 sec): 3 clusters Score: Raw -2355998.875280 + Penalty 3417.133867 = -2352581.741413 nChanged 416 SP:Iteration 16Q (1514.827832 sec): 3 clusters Score: Raw -2356193.856958 + Penalty 3417.133867 = -2352776.723090 nChanged 413 SP:Iteration 17Q (1514.890297 sec): 3 clusters Score: Raw -2356364.270818 + Penalty 3417.133867 = -2352947.136951 nChanged 362 SP:Iteration 18Q (1514.952792 sec): 3 clusters Score: Raw -2356505.039842 + Penalty 3417.133867 = -2353087.905974 nChanged 337 SP:Iteration 19Q (1515.014501 sec): 3 clusters Score: Raw -2356648.184456 + Penalty 3417.133867 = -2353231.050588 nChanged 321 SP:Iteration 20F (1515.081356 sec): 3 clusters Score: Raw -2356781.751024 + Penalty 3417.133867 = -2353364.617157 nChanged 324 SP:Iteration 21Q (1515.143682 sec): 3 clusters Score: Raw -2356917.542243 + Penalty 3417.133867 = -2353500.408375 nChanged 297 SP:Iteration 22Q (1515.227305 sec): 3 clusters Score: Raw -2357040.862540 + Penalty 3417.133867 = -2353623.728672 nChanged 273 SP:Iteration 23Q (1515.288839 sec): 3 clusters Score: Raw -2357131.552234 + Penalty 3417.133867 = -2353714.418367 nChanged 210 SP:Iteration 24Q (1515.349703 sec): 3 clusters Score: Raw -2357194.435640 + Penalty 3417.133867 = -2353777.301772 nChanged 180 SP:Iteration 25Q (1515.409880 sec): 3 clusters Score: Raw -2357240.933734 + Penalty 3417.133867 = -2353823.799867 nChanged 166 SP:Iteration 26Q (1515.502853 sec): 3 clusters Score: Raw -2357272.674488 + Penalty 3417.133867 = -2353855.540621 nChanged 100 SP:Iteration 27Q (1515.560777 sec): 3 clusters Score: Raw -2357290.419657 + Penalty 3417.133867 = -2353873.285790 nChanged 99 SP:Iteration 28Q (1515.620823 sec): 3 clusters Score: Raw -2357305.453448 + Penalty 3417.133867 = -2353888.319580 nChanged 73 SP:Iteration 29Q (1515.680539 sec): 3 clusters Score: Raw -2357314.739389 + Penalty 3417.133867 = -2353897.605521 nChanged 65 SP:Iteration 30Q (1515.740036 sec): 3 clusters Score: Raw -2357322.781853 + Penalty 3417.133867 = -2353905.647986 nChanged 64 SP:Iteration 31Q (1515.799864 sec): 3 clusters Score: Raw -2357331.220044 + Penalty 3417.133867 = -2353914.086176 nChanged 58 SP:Iteration 32Q (1515.884548 sec): 3 clusters Score: Raw -2357338.199544 + Penalty 3417.133867 = -2353921.065676 nChanged 50 SP:Iteration 33Q (1515.947716 sec): 3 clusters Score: Raw -2357344.230667 + Penalty 3417.133867 = -2353927.096799 nChanged 55 SP:Iteration 34Q (1516.035430 sec): 3 clusters Score: Raw -2357350.446506 + Penalty 3417.133867 = -2353933.312639 nChanged 50 SP:Iteration 35Q (1516.094704 sec): 3 clusters Score: Raw -2357355.131842 + Penalty 3417.133867 = -2353937.997974 nChanged 49 SP:Iteration 36Q (1516.154999 sec): 3 clusters Score: Raw -2357360.598195 + Penalty 3417.133867 = -2353943.464328 nChanged 46 SP:Iteration 37Q (1516.215209 sec): 3 clusters Score: Raw -2357365.237670 + Penalty 3417.133867 = -2353948.103802 nChanged 34 SP:Iteration 38Q (1516.275198 sec): 3 clusters Score: Raw -2357368.041344 + Penalty 3417.133867 = -2353950.907476 nChanged 27 SP:Iteration 39Q (1516.352776 sec): 3 clusters Score: Raw -2357369.365962 + Penalty 3417.133867 = -2353952.232095 nChanged 20 SP:Iteration 40F (1516.419446 sec): 3 clusters Score: Raw -2357371.274723 + Penalty 3417.133867 = -2353954.140856 nChanged 25 SP:Iteration 41Q (1516.484990 sec): 3 clusters Score: Raw -2357373.400026 + Penalty 3417.133867 = -2353956.266158 nChanged 23 SP:Iteration 42Q (1516.544455 sec): 3 clusters Score: Raw -2357375.293732 + Penalty 3417.133867 = -2353958.159865 nChanged 20 SP:Iteration 43Q (1516.629729 sec): 3 clusters Score: Raw -2357376.732601 + Penalty 3417.133867 = -2353959.598734 nChanged 20 SP:Iteration 44Q (1516.689440 sec): 3 clusters Score: Raw -2357377.958221 + Penalty 3417.133867 = -2353960.824353 nChanged 14 SP:Iteration 45Q (1516.782680 sec): 3 clusters Score: Raw -2357379.111688 + Penalty 3417.133867 = -2353961.977821 nChanged 18 SP:Iteration 46Q (1516.842551 sec): 3 clusters Score: Raw -2357380.648338 + Penalty 3417.133867 = -2353963.514471 nChanged 13 SP:Iteration 47Q (1516.901629 sec): 3 clusters Score: Raw -2357381.690309 + Penalty 3417.133867 = -2353964.556442 nChanged 13 SP:Iteration 48Q (1516.961342 sec): 3 clusters Score: Raw -2357382.605649 + Penalty 3417.133867 = -2353965.471781 nChanged 13 SP:Iteration 49Q (1517.020627 sec): 3 clusters Score: Raw -2357383.435801 + Penalty 3417.133867 = -2353966.301933 nChanged 13 SP:Iteration 50Q (1517.079956 sec): 3 clusters Score: Raw -2357384.346281 + Penalty 3417.133867 = -2353967.212413 nChanged 20 SP:Iteration 51Q (1517.139143 sec): 3 clusters Score: Raw -2357385.832094 + Penalty 3417.133867 = -2353968.698226 nChanged 21 SP:Iteration 52Q (1517.198676 sec): 3 clusters Score: Raw -2357387.276410 + Penalty 3417.133867 = -2353970.142542 nChanged 16 SP:Iteration 53Q (1517.257859 sec): 3 clusters Score: Raw -2357388.241328 + Penalty 3417.133867 = -2353971.107460 nChanged 19 SP:Iteration 54Q (1517.316932 sec): 3 clusters Score: Raw -2357389.397361 + Penalty 3417.133867 = -2353972.263493 nChanged 12 SP:Iteration 55Q (1517.396020 sec): 3 clusters Score: Raw -2357390.015996 + Penalty 3417.133867 = -2353972.882128 nChanged 13 SP:Iteration 56Q (1517.455633 sec): 3 clusters Score: Raw -2357390.504067 + Penalty 3417.133867 = -2353973.370200 nChanged 9 SP:Iteration 57Q (1517.514524 sec): 3 clusters Score: Raw -2357391.071241 + Penalty 3417.133867 = -2353973.937373 nChanged 11 SP:Iteration 58Q (1517.573554 sec): 3 clusters Score: Raw -2357391.886321 + Penalty 3417.133867 = -2353974.752454 nChanged 21 SP:Iteration 59Q (1517.633570 sec): 3 clusters Score: Raw -2357393.425075 + Penalty 3417.133867 = -2353976.291207 nChanged 21 SP:Iteration 60F (1517.699475 sec): 3 clusters Score: Raw -2357394.978248 + Penalty 3417.133867 = -2353977.844381 nChanged 16 SP:Iteration 61Q (1517.760015 sec): 3 clusters Score: Raw -2357396.165912 + Penalty 3417.133867 = -2353979.032045 nChanged 18 SP:Iteration 62Q (1517.819388 sec): 3 clusters Score: Raw -2357397.640973 + Penalty 3417.133867 = -2353980.507106 nChanged 19 SP:Iteration 63Q (1517.878786 sec): 3 clusters Score: Raw -2357398.994530 + Penalty 3417.133867 = -2353981.860662 nChanged 24 SP:Iteration 64Q (1517.937529 sec): 3 clusters Score: Raw -2357401.142890 + Penalty 3417.133867 = -2353984.009022 nChanged 25 SP:Iteration 65Q (1517.996897 sec): 3 clusters Score: Raw -2357403.004860 + Penalty 3417.133867 = -2353985.870993 nChanged 29 SP:Iteration 66Q (1518.056203 sec): 3 clusters Score: Raw -2357405.840514 + Penalty 3417.133867 = -2353988.706646 nChanged 27 SP:Iteration 67Q (1518.115054 sec): 3 clusters Score: Raw -2357408.055700 + Penalty 3417.133867 = -2353990.921833 nChanged 24 SP:Iteration 68Q (1518.173993 sec): 3 clusters Score: Raw -2357410.150859 + Penalty 3417.133867 = -2353993.016991 nChanged 35 SP:Iteration 69Q (1518.232755 sec): 3 clusters Score: Raw -2357413.792659 + Penalty 3417.133867 = -2353996.658791 nChanged 31 SP:Iteration 70Q (1518.291527 sec): 3 clusters Score: Raw -2357417.698865 + Penalty 3417.133867 = -2354000.564998 nChanged 39 SP:Iteration 71Q (1518.350382 sec): 3 clusters Score: Raw -2357421.066102 + Penalty 3417.133867 = -2354003.932235 nChanged 36 SP:Iteration 72Q (1518.409210 sec): 3 clusters Score: Raw -2357424.903529 + Penalty 3417.133867 = -2354007.769661 nChanged 32 SP:Iteration 73Q (1518.467880 sec): 3 clusters Score: Raw -2357428.006227 + Penalty 3417.133867 = -2354010.872359 nChanged 28 SP:Iteration 74Q (1518.526722 sec): 3 clusters Score: Raw -2357430.774387 + Penalty 3417.133867 = -2354013.640519 nChanged 36 SP:Iteration 75Q (1518.585408 sec): 3 clusters Score: Raw -2357434.359942 + Penalty 3417.133867 = -2354017.226075 nChanged 29 SP:Iteration 76Q (1518.644102 sec): 3 clusters Score: Raw -2357437.523863 + Penalty 3417.133867 = -2354020.389995 nChanged 39 SP:Iteration 77Q (1518.702709 sec): 3 clusters Score: Raw -2357442.429072 + Penalty 3417.133867 = -2354025.295204 nChanged 48 SP:Iteration 78Q (1518.761440 sec): 3 clusters Score: Raw -2357448.613949 + Penalty 3417.133867 = -2354031.480082 nChanged 50 SP:Iteration 79Q (1518.820372 sec): 3 clusters Score: Raw -2357455.753645 + Penalty 3417.133867 = -2354038.619778 nChanged 50 SP:Iteration 80F (1518.886625 sec): 3 clusters Score: Raw -2357462.855915 + Penalty 3417.133867 = -2354045.722048 nChanged 49 SP:Iteration 81Q (1518.946661 sec): 3 clusters Score: Raw -2357470.457072 + Penalty 3417.133867 = -2354053.323205 nChanged 54 SP:Iteration 82Q (1519.005070 sec): 3 clusters Score: Raw -2357479.489518 + Penalty 3417.133867 = -2354062.355651 nChanged 64 SP:Iteration 83Q (1519.063797 sec): 3 clusters Score: Raw -2357489.861436 + Penalty 3417.133867 = -2354072.727568 nChanged 55 SP:Iteration 84Q (1519.122222 sec): 3 clusters Score: Raw -2357497.435470 + Penalty 3417.133867 = -2354080.301602 nChanged 59 SP:Iteration 85Q (1519.180605 sec): 3 clusters Score: Raw -2357506.075266 + Penalty 3417.133867 = -2354088.941398 nChanged 49 SP:Iteration 86Q (1519.238735 sec): 3 clusters Score: Raw -2357512.085681 + Penalty 3417.133867 = -2354094.951813 nChanged 37 SP:Iteration 87Q (1519.296910 sec): 3 clusters Score: Raw -2357516.688166 + Penalty 3417.133867 = -2354099.554299 nChanged 40 SP:Iteration 88Q (1519.355085 sec): 3 clusters Score: Raw -2357521.209766 + Penalty 3417.133867 = -2354104.075899 nChanged 38 SP:Iteration 89Q (1519.413176 sec): 3 clusters Score: Raw -2357525.483786 + Penalty 3417.133867 = -2354108.349919 nChanged 41 SP:Iteration 90Q (1519.471142 sec): 3 clusters Score: Raw -2357531.149656 + Penalty 3417.133867 = -2354114.015789 nChanged 54 SP:Iteration 91Q (1519.529280 sec): 3 clusters Score: Raw -2357538.040850 + Penalty 3417.133867 = -2354120.906982 nChanged 51 SP:Iteration 92Q (1519.587255 sec): 3 clusters Score: Raw -2357544.112074 + Penalty 3417.133867 = -2354126.978207 nChanged 48 SP:Iteration 93Q (1519.648618 sec): 3 clusters Score: Raw -2357550.946318 + Penalty 3417.133867 = -2354133.812450 nChanged 57 SP:Iteration 94Q (1519.714113 sec): 3 clusters Score: Raw -2357559.939860 + Penalty 3417.133867 = -2354142.805993 nChanged 69 SP:Iteration 95Q (1519.771347 sec): 3 clusters Score: Raw -2357568.674196 + Penalty 3417.133867 = -2354151.540328 nChanged 59 SP:Iteration 96Q (1519.866489 sec): 3 clusters Score: Raw -2357576.495077 + Penalty 3417.133867 = -2354159.361209 nChanged 55 SP:Iteration 97Q (1519.954465 sec): 3 clusters Score: Raw -2357584.441564 + Penalty 3417.133867 = -2354167.307697 nChanged 46 SP:Iteration 98Q (1520.012923 sec): 3 clusters Score: Raw -2357590.146261 + Penalty 3417.133867 = -2354173.012394 nChanged 36 SP:Iteration 99Q (1520.070553 sec): 3 clusters Score: Raw -2357593.768493 + Penalty 3417.133867 = -2354176.634625 nChanged 33 SP:Iteration 100F (1520.136231 sec): 3 clusters Score: Raw -2357596.250469 + Penalty 3417.133867 = -2354179.116601 nChanged 30 SP:Iteration 101Q (1520.195363 sec): 3 clusters Score: Raw -2357599.228145 + Penalty 3417.133867 = -2354182.094277 nChanged 35 SP:Iteration 102Q (1520.252957 sec): 3 clusters Score: Raw -2357603.261486 + Penalty 3417.133867 = -2354186.127619 nChanged 32 SP:Iteration 103Q (1520.310400 sec): 3 clusters Score: Raw -2357607.467043 + Penalty 3417.133867 = -2354190.333176 nChanged 25 SP:Iteration 104Q (1520.367980 sec): 3 clusters Score: Raw -2357610.648350 + Penalty 3417.133867 = -2354193.514482 nChanged 28 SP:Iteration 105Q (1520.425315 sec): 3 clusters Score: Raw -2357613.172845 + Penalty 3417.133867 = -2354196.038978 nChanged 22 SP:Iteration 106Q (1520.482757 sec): 3 clusters Score: Raw -2357615.034135 + Penalty 3417.133867 = -2354197.900268 nChanged 20 SP:Iteration 107Q (1520.540087 sec): 3 clusters Score: Raw -2357617.313830 + Penalty 3417.133867 = -2354200.179963 nChanged 24 SP:Iteration 108Q (1520.597800 sec): 3 clusters Score: Raw -2357620.004467 + Penalty 3417.133867 = -2354202.870599 nChanged 28 SP:Iteration 109Q (1520.654969 sec): 3 clusters Score: Raw -2357624.115579 + Penalty 3417.133867 = -2354206.981712 nChanged 24 SP:Iteration 110Q (1520.712633 sec): 3 clusters Score: Raw -2357627.126405 + Penalty 3417.133867 = -2354209.992537 nChanged 28 SP:Iteration 111Q (1520.770360 sec): 3 clusters Score: Raw -2357631.347779 + Penalty 3417.133867 = -2354214.213911 nChanged 32 SP:Iteration 112Q (1520.839670 sec): 3 clusters Score: Raw -2357635.831247 + Penalty 3417.133867 = -2354218.697379 nChanged 45 SP:Iteration 113Q (1520.907013 sec): 3 clusters Score: Raw -2357641.780820 + Penalty 3417.133867 = -2354224.646952 nChanged 28 SP:Iteration 114Q (1520.972858 sec): 3 clusters Score: Raw -2357645.258318 + Penalty 3417.133867 = -2354228.124451 nChanged 23 SP:Iteration 115Q (1521.030038 sec): 3 clusters Score: Raw -2357647.729381 + Penalty 3417.133867 = -2354230.595513 nChanged 17 SP:Iteration 116Q (1521.087445 sec): 3 clusters Score: Raw -2357649.562516 + Penalty 3417.133867 = -2354232.428648 nChanged 21 SP:Iteration 117Q (1521.144830 sec): 3 clusters Score: Raw -2357652.608840 + Penalty 3417.133867 = -2354235.474972 nChanged 21 SP:Iteration 118Q (1521.201910 sec): 3 clusters Score: Raw -2357655.211366 + Penalty 3417.133867 = -2354238.077498 nChanged 20 SP:Iteration 119Q (1521.259225 sec): 3 clusters Score: Raw -2357658.632527 + Penalty 3417.133867 = -2354241.498659 nChanged 24 SP:Iteration 120F (1521.324847 sec): 3 clusters Score: Raw -2357661.992585 + Penalty 3417.133867 = -2354244.858717 nChanged 30 SP:Iteration 121Q (1521.383872 sec): 3 clusters Score: Raw -2357666.196084 + Penalty 3417.133867 = -2354249.062216 nChanged 27 SP:Iteration 122Q (1521.441254 sec): 3 clusters Score: Raw -2357669.935566 + Penalty 3417.133867 = -2354252.801699 nChanged 30 SP:Iteration 123Q (1521.498474 sec): 3 clusters Score: Raw -2357673.554631 + Penalty 3417.133867 = -2354256.420763 nChanged 20 SP:Iteration 124Q (1521.555643 sec): 3 clusters Score: Raw -2357675.952240 + Penalty 3417.133867 = -2354258.818373 nChanged 25 SP:Iteration 125Q (1521.612610 sec): 3 clusters Score: Raw -2357679.005052 + Penalty 3417.133867 = -2354261.871185 nChanged 25 SP:Iteration 126Q (1521.669916 sec): 3 clusters Score: Raw -2357682.617258 + Penalty 3417.133867 = -2354265.483391 nChanged 29 SP:Iteration 127Q (1521.727025 sec): 3 clusters Score: Raw -2357687.703108 + Penalty 3417.133867 = -2354270.569241 nChanged 33 SP:Iteration 128Q (1521.784084 sec): 3 clusters Score: Raw -2357694.199678 + Penalty 3417.133867 = -2354277.065810 nChanged 42 SP:Iteration 129Q (1521.841025 sec): 3 clusters Score: Raw -2357704.098546 + Penalty 3417.133867 = -2354286.964679 nChanged 59 SP:Iteration 130Q (1521.897944 sec): 3 clusters Score: Raw -2357717.871470 + Penalty 3417.133867 = -2354300.737603 nChanged 57 SP:Iteration 131Q (1521.954879 sec): 3 clusters Score: Raw -2357728.705706 + Penalty 3417.133867 = -2354311.571839 nChanged 43 SP:Iteration 132Q (1522.011795 sec): 3 clusters Score: Raw -2357734.138719 + Penalty 3417.133867 = -2354317.004851 nChanged 33 SP:Iteration 133Q (1522.068598 sec): 3 clusters Score: Raw -2357737.862513 + Penalty 3417.133867 = -2354320.728645 nChanged 25 SP:Iteration 134Q (1522.125491 sec): 3 clusters Score: Raw -2357740.723041 + Penalty 3417.133867 = -2354323.589173 nChanged 20 SP:Iteration 135Q (1522.182391 sec): 3 clusters Score: Raw -2357744.680828 + Penalty 3417.133867 = -2354327.546961 nChanged 33 SP:Iteration 136Q (1522.239307 sec): 3 clusters Score: Raw -2357750.678364 + Penalty 3417.133867 = -2354333.544496 nChanged 33 SP:Iteration 137Q (1522.295910 sec): 3 clusters Score: Raw -2357756.501668 + Penalty 3417.133867 = -2354339.367800 nChanged 49 SP:Iteration 138Q (1522.352766 sec): 3 clusters Score: Raw -2357764.804523 + Penalty 3417.133867 = -2354347.670655 nChanged 45 SP:Iteration 139Q (1522.409389 sec): 3 clusters Score: Raw -2357771.570451 + Penalty 3417.133867 = -2354354.436584 nChanged 39 SP:Iteration 140F (1522.474959 sec): 3 clusters Score: Raw -2357778.233907 + Penalty 3417.133867 = -2354361.100039 nChanged 39 SP:Iteration 141Q (1522.533349 sec): 3 clusters Score: Raw -2357784.294155 + Penalty 3417.133867 = -2354367.160287 nChanged 34 SP:Iteration 142Q (1522.589898 sec): 3 clusters Score: Raw -2357790.008640 + Penalty 3417.133867 = -2354372.874773 nChanged 37 SP:Iteration 143Q (1522.646506 sec): 3 clusters Score: Raw -2357795.067707 + Penalty 3417.133867 = -2354377.933840 nChanged 33 SP:Iteration 144Q (1522.703028 sec): 3 clusters Score: Raw -2357799.937002 + Penalty 3417.133867 = -2354382.803135 nChanged 29 SP:Iteration 145Q (1522.759570 sec): 3 clusters Score: Raw -2357804.142823 + Penalty 3417.133867 = -2354387.008955 nChanged 31 SP:Iteration 146Q (1522.816171 sec): 3 clusters Score: Raw -2357808.968786 + Penalty 3417.133867 = -2354391.834919 nChanged 35 SP:Iteration 147Q (1522.872671 sec): 3 clusters Score: Raw -2357815.223681 + Penalty 3417.133867 = -2354398.089813 nChanged 34 SP:Iteration 148Q (1522.929126 sec): 3 clusters Score: Raw -2357821.244921 + Penalty 3417.133867 = -2354404.111054 nChanged 34 SP:Iteration 149Q (1522.985288 sec): 3 clusters Score: Raw -2357826.527110 + Penalty 3417.133867 = -2354409.393242 nChanged 24 SP:Iteration 150Q (1523.041736 sec): 3 clusters Score: Raw -2357829.186208 + Penalty 3417.133867 = -2354412.052341 nChanged 17 SP:Iteration 151Q (1523.098129 sec): 3 clusters Score: Raw -2357831.506333 + Penalty 3417.133867 = -2354414.372465 nChanged 18 SP:Iteration 152Q (1523.154606 sec): 3 clusters Score: Raw -2357833.309975 + Penalty 3417.133867 = -2354416.176108 nChanged 7 SP:Iteration 153Q (1523.210911 sec): 3 clusters Score: Raw -2357834.131029 + Penalty 3417.133867 = -2354416.997161 nChanged 6 SP:Iteration 154Q (1523.267291 sec): 3 clusters Score: Raw -2357834.776488 + Penalty 3417.133867 = -2354417.642621 nChanged 2 SP:Iteration 155Q (1523.323586 sec): 3 clusters Score: Raw -2357835.080165 + Penalty 3417.133867 = -2354417.946298 nChanged 6 SP:Iteration 156Q (1523.380086 sec): 3 clusters Score: Raw -2357835.924628 + Penalty 3417.133867 = -2354418.790761 nChanged 11 SP:Iteration 157Q (1523.436298 sec): 3 clusters Score: Raw -2357836.921807 + Penalty 3417.133867 = -2354419.787940 nChanged 7 SP:Iteration 158Q (1523.492586 sec): 3 clusters Score: Raw -2357837.560737 + Penalty 3417.133867 = -2354420.426870 nChanged 9 SP:Iteration 159Q (1523.548786 sec): 3 clusters Score: Raw -2357838.203568 + Penalty 3417.133867 = -2354421.069701 nChanged 9 SP:Iteration 160F (1523.614339 sec): 3 clusters Score: Raw -2357839.361374 + Penalty 3417.133867 = -2354422.227506 nChanged 8 SP:Iteration 161Q (1523.671970 sec): 3 clusters Score: Raw -2357840.456796 + Penalty 3417.133867 = -2354423.322928 nChanged 9 SP:Iteration 162Q (1523.728443 sec): 3 clusters Score: Raw -2357842.117800 + Penalty 3417.133867 = -2354424.983933 nChanged 14 SP:Iteration 163Q (1523.784644 sec): 3 clusters Score: Raw -2357843.853134 + Penalty 3417.133867 = -2354426.719266 nChanged 15 SP:Iteration 164Q (1523.841095 sec): 3 clusters Score: Raw -2357846.056031 + Penalty 3417.133867 = -2354428.922164 nChanged 15 SP:Iteration 165Q (1523.897274 sec): 3 clusters Score: Raw -2357848.284628 + Penalty 3417.133867 = -2354431.150760 nChanged 11 SP:Iteration 166Q (1523.953516 sec): 3 clusters Score: Raw -2357849.764833 + Penalty 3417.133867 = -2354432.630965 nChanged 10 SP:Iteration 167Q (1524.009683 sec): 3 clusters Score: Raw -2357851.178861 + Penalty 3417.133867 = -2354434.044994 nChanged 10 SP:Iteration 168Q (1524.065901 sec): 3 clusters Score: Raw -2357852.076671 + Penalty 3417.133867 = -2354434.942804 nChanged 7 SP:Iteration 169Q (1524.122111 sec): 3 clusters Score: Raw -2357852.810995 + Penalty 3417.133867 = -2354435.677127 nChanged 7 SP:Iteration 170Q (1524.178296 sec): 3 clusters Score: Raw -2357853.331468 + Penalty 3417.133867 = -2354436.197600 nChanged 2 SP:Iteration 171Q (1524.234525 sec): 3 clusters Score: Raw -2357853.603890 + Penalty 3417.133867 = -2354436.470023 nChanged 4 SP:Iteration 172Q (1524.324324 sec): 3 clusters Score: Raw -2357854.077822 + Penalty 3417.133867 = -2354436.943954 nChanged 4 SP:Iteration 173Q (1524.400642 sec): 3 clusters Score: Raw -2357854.656481 + Penalty 3417.133867 = -2354437.522614 nChanged 9 SP:Iteration 174Q (1524.456804 sec): 3 clusters Score: Raw -2357856.266756 + Penalty 3417.133867 = -2354439.132888 nChanged 13 SP:Iteration 175Q (1524.512984 sec): 3 clusters Score: Raw -2357857.869641 + Penalty 3417.133867 = -2354440.735774 nChanged 13 SP:Iteration 176Q (1524.569096 sec): 3 clusters Score: Raw -2357859.325134 + Penalty 3417.133867 = -2354442.191266 nChanged 18 SP:Iteration 177Q (1524.625245 sec): 3 clusters Score: Raw -2357861.976871 + Penalty 3417.133867 = -2354444.843004 nChanged 22 SP:Iteration 178Q (1524.681366 sec): 3 clusters Score: Raw -2357864.800322 + Penalty 3417.133867 = -2354447.666455 nChanged 12 SP:Iteration 179Q (1524.737512 sec): 3 clusters Score: Raw -2357866.428232 + Penalty 3417.133867 = -2354449.294364 nChanged 12 SP:Iteration 180F (1524.803283 sec): 3 clusters Score: Raw -2357867.843733 + Penalty 3417.133867 = -2354450.709865 nChanged 10 SP:Iteration 181Q (1524.861057 sec): 3 clusters Score: Raw -2357869.158537 + Penalty 3417.133867 = -2354452.024669 nChanged 12 SP:Iteration 182Q (1524.917097 sec): 3 clusters Score: Raw -2357871.114548 + Penalty 3417.133867 = -2354453.980681 nChanged 15 SP:Iteration 183Q (1524.973261 sec): 3 clusters Score: Raw -2357873.517452 + Penalty 3417.133867 = -2354456.383584 nChanged 16 SP:Iteration 184Q (1525.029442 sec): 3 clusters Score: Raw -2357875.264066 + Penalty 3417.133867 = -2354458.130198 nChanged 10 SP:Iteration 185Q (1525.085736 sec): 3 clusters Score: Raw -2357876.135487 + Penalty 3417.133867 = -2354459.001620 nChanged 4 SP:Iteration 186Q (1525.174917 sec): 3 clusters Score: Raw -2357876.918319 + Penalty 3417.133867 = -2354459.784452 nChanged 7 SP:Iteration 187Q (1525.232087 sec): 3 clusters Score: Raw -2357878.254911 + Penalty 3417.133867 = -2354461.121044 nChanged 12 SP:Iteration 188Q (1525.288216 sec): 3 clusters Score: Raw -2357879.941541 + Penalty 3417.133867 = -2354462.807674 nChanged 8 SP:Iteration 189Q (1525.344395 sec): 3 clusters Score: Raw -2357880.670620 + Penalty 3417.133867 = -2354463.536752 nChanged 4 SP:Iteration 190Q (1525.400280 sec): 3 clusters Score: Raw -2357881.053095 + Penalty 3417.133867 = -2354463.919228 nChanged 3 SP:Iteration 191Q (1525.456278 sec): 3 clusters Score: Raw -2357881.443308 + Penalty 3417.133867 = -2354464.309440 nChanged 3 SP:Iteration 192Q (1525.512347 sec): 3 clusters Score: Raw -2357882.184014 + Penalty 3417.133867 = -2354465.050146 nChanged 8 SP:Iteration 193Q (1525.568539 sec): 3 clusters Score: Raw -2357883.163047 + Penalty 3417.133867 = -2354466.029180 nChanged 10 SP:Iteration 194Q (1525.624623 sec): 3 clusters Score: Raw -2357884.680103 + Penalty 3417.133867 = -2354467.546236 nChanged 9 SP:Iteration 195Q (1525.680498 sec): 3 clusters Score: Raw -2357885.531479 + Penalty 3417.133867 = -2354468.397611 nChanged 3 SP:Iteration 196Q (1525.736433 sec): 3 clusters Score: Raw -2357885.737948 + Penalty 3417.133867 = -2354468.604081 nChanged 4 SP:Iteration 197Q (1525.792541 sec): 3 clusters Score: Raw -2357886.186570 + Penalty 3417.133867 = -2354469.052702 nChanged 6 SP:Iteration 198Q (1525.848587 sec): 3 clusters Score: Raw -2357886.671277 + Penalty 3417.133867 = -2354469.537409 nChanged 6 SP:Iteration 199Q (1525.904634 sec): 3 clusters Score: Raw -2357887.318958 + Penalty 3417.133867 = -2354470.185090 nChanged 4 SP:Iteration 200F (1525.970036 sec): 3 clusters Score: Raw -2357887.811011 + Penalty 3417.133867 = -2354470.677144 nChanged 2 SP:Iteration 201Q (1526.027658 sec): 3 clusters Score: Raw -2357887.929236 + Penalty 3417.133867 = -2354470.795369 nChanged 2 SP:Iteration 202Q (1526.083739 sec): 3 clusters Score: Raw -2357888.040778 + Penalty 3417.133867 = -2354470.906910 nChanged 2 SP:Iteration 203Q (1526.139793 sec): 3 clusters Score: Raw -2357888.293623 + Penalty 3417.133867 = -2354471.159755 nChanged 0 SP:Iteration 204F (1526.205268 sec): 3 clusters Score: Raw -2357888.293623 + Penalty 3417.133867 = -2354471.159755 nChanged 0 Trying to split cluster 8 (4464 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1526.218185 sec): 2 clusters Score: Raw -260558.766540 + Penalty 1365.617582 = -259193.148959 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1526.238619 sec): 3 clusters Score: Raw -258299.607355 + Penalty 2731.235164 = -255568.372192 nChanged 1809 SP:Iteration 1F (1526.258738 sec): 3 clusters Score: Raw -259379.596904 + Penalty 2731.235164 = -256648.361740 nChanged 376 SP:Iteration 2F (1526.278721 sec): 3 clusters Score: Raw -259619.819205 + Penalty 2731.235164 = -256888.584041 nChanged 268 SP:Iteration 3F (1526.298666 sec): 3 clusters Score: Raw -259783.668741 + Penalty 2731.235164 = -257052.433577 nChanged 220 SP:Iteration 4Q (1526.318696 sec): 3 clusters Score: Raw -259924.355895 + Penalty 2731.235164 = -257193.120731 nChanged 194 SP:Iteration 5Q (1526.338674 sec): 3 clusters Score: Raw -260040.772783 + Penalty 2731.235164 = -257309.537619 nChanged 164 SP:Iteration 6Q (1526.358725 sec): 3 clusters Score: Raw -260135.475773 + Penalty 2731.235164 = -257404.240609 nChanged 145 SP:Iteration 7Q (1526.378669 sec): 3 clusters Score: Raw -260215.963222 + Penalty 2731.235164 = -257484.728058 nChanged 117 SP:Iteration 8Q (1526.398260 sec): 3 clusters Score: Raw -260269.124227 + Penalty 2731.235164 = -257537.889064 nChanged 93 SP:Iteration 9Q (1526.417892 sec): 3 clusters Score: Raw -260315.108171 + Penalty 2731.235164 = -257583.873008 nChanged 90 SP:Iteration 10Q (1526.437465 sec): 3 clusters Score: Raw -260351.122308 + Penalty 2731.235164 = -257619.887144 nChanged 79 SP:Iteration 11Q (1526.457188 sec): 3 clusters Score: Raw -260379.237154 + Penalty 2731.235164 = -257648.001990 nChanged 53 SP:Iteration 12Q (1526.477020 sec): 3 clusters Score: Raw -260401.521927 + Penalty 2731.235164 = -257670.286764 nChanged 46 SP:Iteration 13Q (1526.496701 sec): 3 clusters Score: Raw -260417.184692 + Penalty 2731.235164 = -257685.949528 nChanged 44 SP:Iteration 14Q (1526.516303 sec): 3 clusters Score: Raw -260431.708293 + Penalty 2731.235164 = -257700.473129 nChanged 38 SP:Iteration 15Q (1526.536010 sec): 3 clusters Score: Raw -260443.154996 + Penalty 2731.235164 = -257711.919832 nChanged 33 SP:Iteration 16Q (1526.555530 sec): 3 clusters Score: Raw -260454.454809 + Penalty 2731.235164 = -257723.219645 nChanged 39 SP:Iteration 17Q (1526.575007 sec): 3 clusters Score: Raw -260468.563776 + Penalty 2731.235164 = -257737.328612 nChanged 38 SP:Iteration 18Q (1526.594736 sec): 3 clusters Score: Raw -260483.417012 + Penalty 2731.235164 = -257752.181848 nChanged 38 SP:Iteration 19Q (1526.614227 sec): 3 clusters Score: Raw -260495.439389 + Penalty 2731.235164 = -257764.204225 nChanged 35 SP:Iteration 20F (1526.633774 sec): 3 clusters Score: Raw -260506.797585 + Penalty 2731.235164 = -257775.562421 nChanged 32 SP:Iteration 21Q (1526.653430 sec): 3 clusters Score: Raw -260519.864921 + Penalty 2731.235164 = -257788.629757 nChanged 37 SP:Iteration 22Q (1526.672867 sec): 3 clusters Score: Raw -260532.813149 + Penalty 2731.235164 = -257801.577985 nChanged 35 SP:Iteration 23Q (1526.692298 sec): 3 clusters Score: Raw -260543.223131 + Penalty 2731.235164 = -257811.987967 nChanged 20 SP:Iteration 24Q (1526.711655 sec): 3 clusters Score: Raw -260548.238533 + Penalty 2731.235164 = -257817.003370 nChanged 21 SP:Iteration 25Q (1526.731242 sec): 3 clusters Score: Raw -260553.477572 + Penalty 2731.235164 = -257822.242408 nChanged 27 SP:Iteration 26Q (1526.750330 sec): 3 clusters Score: Raw -260559.127310 + Penalty 2731.235164 = -257827.892146 nChanged 19 SP:Iteration 27Q (1526.769822 sec): 3 clusters Score: Raw -260562.966550 + Penalty 2731.235164 = -257831.731386 nChanged 19 SP:Iteration 28Q (1526.789129 sec): 3 clusters Score: Raw -260568.079286 + Penalty 2731.235164 = -257836.844122 nChanged 23 SP:Iteration 29Q (1526.808586 sec): 3 clusters Score: Raw -260574.362636 + Penalty 2731.235164 = -257843.127472 nChanged 20 SP:Iteration 30Q (1526.827987 sec): 3 clusters Score: Raw -260578.616439 + Penalty 2731.235164 = -257847.381275 nChanged 12 SP:Iteration 31Q (1526.847351 sec): 3 clusters Score: Raw -260581.721985 + Penalty 2731.235164 = -257850.486821 nChanged 13 SP:Iteration 32Q (1526.866931 sec): 3 clusters Score: Raw -260583.845009 + Penalty 2731.235164 = -257852.609846 nChanged 10 SP:Iteration 33Q (1526.886308 sec): 3 clusters Score: Raw -260586.670870 + Penalty 2731.235164 = -257855.435706 nChanged 8 SP:Iteration 34Q (1526.905849 sec): 3 clusters Score: Raw -260587.721200 + Penalty 2731.235164 = -257856.486036 nChanged 7 SP:Iteration 35Q (1526.925539 sec): 3 clusters Score: Raw -260589.172911 + Penalty 2731.235164 = -257857.937747 nChanged 6 SP:Iteration 36Q (1526.944785 sec): 3 clusters Score: Raw -260590.714064 + Penalty 2731.235164 = -257859.478900 nChanged 6 SP:Iteration 37Q (1526.964148 sec): 3 clusters Score: Raw -260593.254645 + Penalty 2731.235164 = -257862.019482 nChanged 8 SP:Iteration 38Q (1526.983530 sec): 3 clusters Score: Raw -260594.992150 + Penalty 2731.235164 = -257863.756987 nChanged 14 SP:Iteration 39Q (1527.002984 sec): 3 clusters Score: Raw -260597.379670 + Penalty 2731.235164 = -257866.144506 nChanged 17 SP:Iteration 40F (1527.022840 sec): 3 clusters Score: Raw -260600.979610 + Penalty 2731.235164 = -257869.744446 nChanged 21 SP:Iteration 41Q (1527.042252 sec): 3 clusters Score: Raw -260606.994491 + Penalty 2731.235164 = -257875.759327 nChanged 22 SP:Iteration 42Q (1527.061502 sec): 3 clusters Score: Raw -260612.715677 + Penalty 2731.235164 = -257881.480513 nChanged 32 SP:Iteration 43Q (1527.080942 sec): 3 clusters Score: Raw -260625.367539 + Penalty 2731.235164 = -257894.132375 nChanged 42 SP:Iteration 44Q (1527.100480 sec): 3 clusters Score: Raw -260643.139718 + Penalty 2731.235164 = -257911.904554 nChanged 61 SP:Iteration 45Q (1527.119779 sec): 3 clusters Score: Raw -260669.938585 + Penalty 2731.235164 = -257938.703421 nChanged 67 SP:Iteration 46Q (1527.139099 sec): 3 clusters Score: Raw -260701.353180 + Penalty 2731.235164 = -257970.118016 nChanged 74 SP:Iteration 47Q (1527.158669 sec): 3 clusters Score: Raw -260740.729973 + Penalty 2731.235164 = -258009.494810 nChanged 76 SP:Iteration 48Q (1527.178052 sec): 3 clusters Score: Raw -260785.251367 + Penalty 2731.235164 = -258054.016203 nChanged 94 SP:Iteration 49Q (1527.197429 sec): 3 clusters Score: Raw -260845.366387 + Penalty 2731.235164 = -258114.131224 nChanged 90 SP:Iteration 50Q (1527.216889 sec): 3 clusters Score: Raw -260914.993947 + Penalty 2731.235164 = -258183.758783 nChanged 90 SP:Iteration 51Q (1527.236004 sec): 3 clusters Score: Raw -260984.723775 + Penalty 2731.235164 = -258253.488611 nChanged 73 SP:Iteration 52Q (1527.255270 sec): 3 clusters Score: Raw -261034.394439 + Penalty 2731.235164 = -258303.159275 nChanged 46 SP:Iteration 53Q (1527.274335 sec): 3 clusters Score: Raw -261062.795166 + Penalty 2731.235164 = -258331.560002 nChanged 35 SP:Iteration 54Q (1527.293216 sec): 3 clusters Score: Raw -261082.986402 + Penalty 2731.235164 = -258351.751238 nChanged 23 SP:Iteration 55Q (1527.312212 sec): 3 clusters Score: Raw -261100.967697 + Penalty 2731.235164 = -258369.732533 nChanged 19 SP:Iteration 56Q (1527.331518 sec): 3 clusters Score: Raw -261112.794386 + Penalty 2731.235164 = -258381.559222 nChanged 12 SP:Iteration 57Q (1527.350508 sec): 3 clusters Score: Raw -261121.301205 + Penalty 2731.235164 = -258390.066041 nChanged 11 SP:Iteration 58Q (1527.369434 sec): 3 clusters Score: Raw -261127.269398 + Penalty 2731.235164 = -258396.034234 nChanged 8 SP:Iteration 59Q (1527.388539 sec): 3 clusters Score: Raw -261130.588671 + Penalty 2731.235164 = -258399.353507 nChanged 4 SP:Iteration 60F (1527.408429 sec): 3 clusters Score: Raw -261157.482148 + Penalty 2731.235164 = -258426.246984 nChanged 7 SP:Iteration 61Q (1527.427650 sec): 3 clusters Score: Raw -261229.285288 + Penalty 2731.235164 = -258498.050124 nChanged 23 SP:Iteration 62Q (1527.446818 sec): 3 clusters Score: Raw -261271.208255 + Penalty 2731.235164 = -258539.973092 nChanged 18 SP:Iteration 63Q (1527.465913 sec): 3 clusters Score: Raw -261300.256163 + Penalty 2731.235164 = -258569.021000 nChanged 17 SP:Iteration 64Q (1527.484950 sec): 3 clusters Score: Raw -261315.219755 + Penalty 2731.235164 = -258583.984591 nChanged 15 SP:Iteration 65Q (1527.503869 sec): 3 clusters Score: Raw -261326.897595 + Penalty 2731.235164 = -258595.662432 nChanged 14 SP:Iteration 66Q (1527.523005 sec): 3 clusters Score: Raw -261335.806616 + Penalty 2731.235164 = -258604.571452 nChanged 6 SP:Iteration 67Q (1527.541806 sec): 3 clusters Score: Raw -261339.028899 + Penalty 2731.235164 = -258607.793735 nChanged 4 SP:Iteration 68Q (1527.560653 sec): 3 clusters Score: Raw -261341.173006 + Penalty 2731.235164 = -258609.937842 nChanged 4 SP:Iteration 69Q (1527.579421 sec): 3 clusters Score: Raw -261343.836406 + Penalty 2731.235164 = -258612.601243 nChanged 4 SP:Iteration 70Q (1527.598097 sec): 3 clusters Score: Raw -261346.226784 + Penalty 2731.235164 = -258614.991621 nChanged 2 SP:Iteration 71Q (1527.616751 sec): 3 clusters Score: Raw -261347.266546 + Penalty 2731.235164 = -258616.031382 nChanged 0 SP:Iteration 72F (1527.636404 sec): 3 clusters Score: Raw -261374.973834 + Penalty 2731.235164 = -258643.738670 nChanged 4 SP:Iteration 73Q (1527.655224 sec): 3 clusters Score: Raw -261382.960801 + Penalty 2731.235164 = -258651.725637 nChanged 6 SP:Iteration 74Q (1527.674246 sec): 3 clusters Score: Raw -261387.733066 + Penalty 2731.235164 = -258656.497902 nChanged 6 SP:Iteration 75Q (1527.693189 sec): 3 clusters Score: Raw -261392.477826 + Penalty 2731.235164 = -258661.242662 nChanged 6 SP:Iteration 76Q (1527.712110 sec): 3 clusters Score: Raw -261395.432829 + Penalty 2731.235164 = -258664.197665 nChanged 2 SP:Iteration 77Q (1527.731073 sec): 3 clusters Score: Raw -261396.504639 + Penalty 2731.235164 = -258665.269475 nChanged 1 SP:Iteration 78Q (1527.750185 sec): 3 clusters Score: Raw -261398.305426 + Penalty 2731.235164 = -258667.070262 nChanged 3 SP:Iteration 79Q (1527.769236 sec): 3 clusters Score: Raw -261400.238961 + Penalty 2731.235164 = -258669.003797 nChanged 1 SP:Iteration 80F (1527.789173 sec): 3 clusters Score: Raw -261400.856487 + Penalty 2731.235164 = -258669.621323 nChanged 0 Trying to split cluster 9 (11499 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1527.814450 sec): 2 clusters Score: Raw -783367.479418 + Penalty 1519.377495 = -781848.101923 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1527.845401 sec): 3 clusters Score: Raw -776723.826822 + Penalty 3038.754990 = -773685.071832 nChanged 5130 SP:Iteration 1F (1527.875378 sec): 3 clusters Score: Raw -779666.540967 + Penalty 3038.754990 = -776627.785977 nChanged 799 SP:Iteration 2F (1527.905207 sec): 3 clusters Score: Raw -780132.069728 + Penalty 3038.754990 = -777093.314738 nChanged 752 SP:Iteration 3F (1527.935572 sec): 3 clusters Score: Raw -780624.809426 + Penalty 3038.754990 = -777586.054435 nChanged 770 SP:Iteration 4F (1527.965619 sec): 3 clusters Score: Raw -781160.171115 + Penalty 3038.754990 = -778121.416125 nChanged 799 SP:Iteration 5F (1527.995836 sec): 3 clusters Score: Raw -781831.833129 + Penalty 3038.754990 = -778793.078139 nChanged 874 SP:Iteration 6F (1528.025890 sec): 3 clusters Score: Raw -782602.487365 + Penalty 3038.754990 = -779563.732375 nChanged 833 SP:Iteration 7F (1528.055755 sec): 3 clusters Score: Raw -783351.968936 + Penalty 3038.754990 = -780313.213946 nChanged 732 SP:Iteration 8F (1528.085952 sec): 3 clusters Score: Raw -783926.305063 + Penalty 3038.754990 = -780887.550073 nChanged 495 SP:Iteration 9Q (1528.115992 sec): 3 clusters Score: Raw -784246.458480 + Penalty 3038.754990 = -781207.703490 nChanged 360 SP:Iteration 10Q (1528.145947 sec): 3 clusters Score: Raw -784438.380090 + Penalty 3038.754990 = -781399.625100 nChanged 254 SP:Iteration 11Q (1528.175965 sec): 3 clusters Score: Raw -784563.097421 + Penalty 3038.754990 = -781524.342431 nChanged 177 SP:Iteration 12Q (1528.205948 sec): 3 clusters Score: Raw -784630.995361 + Penalty 3038.754990 = -781592.240371 nChanged 141 SP:Iteration 13Q (1528.235627 sec): 3 clusters Score: Raw -784682.014612 + Penalty 3038.754990 = -781643.259622 nChanged 130 SP:Iteration 14Q (1528.265269 sec): 3 clusters Score: Raw -784727.919551 + Penalty 3038.754990 = -781689.164561 nChanged 112 SP:Iteration 15Q (1528.294902 sec): 3 clusters Score: Raw -784763.866143 + Penalty 3038.754990 = -781725.111153 nChanged 93 SP:Iteration 16Q (1528.324571 sec): 3 clusters Score: Raw -784791.108809 + Penalty 3038.754990 = -781752.353818 nChanged 81 SP:Iteration 17Q (1528.354282 sec): 3 clusters Score: Raw -784809.283867 + Penalty 3038.754990 = -781770.528877 nChanged 52 SP:Iteration 18Q (1528.383862 sec): 3 clusters Score: Raw -784820.310104 + Penalty 3038.754990 = -781781.555114 nChanged 36 SP:Iteration 19Q (1528.413492 sec): 3 clusters Score: Raw -784828.667501 + Penalty 3038.754990 = -781789.912511 nChanged 48 SP:Iteration 20F (1528.443682 sec): 3 clusters Score: Raw -784839.489184 + Penalty 3038.754990 = -781800.734194 nChanged 55 SP:Iteration 21Q (1528.473241 sec): 3 clusters Score: Raw -784853.284078 + Penalty 3038.754990 = -781814.529088 nChanged 51 SP:Iteration 22Q (1528.502794 sec): 3 clusters Score: Raw -784865.993617 + Penalty 3038.754990 = -781827.238627 nChanged 51 SP:Iteration 23Q (1528.532491 sec): 3 clusters Score: Raw -784878.705643 + Penalty 3038.754990 = -781839.950653 nChanged 46 SP:Iteration 24Q (1528.562365 sec): 3 clusters Score: Raw -784887.650531 + Penalty 3038.754990 = -781848.895541 nChanged 25 SP:Iteration 25Q (1528.592176 sec): 3 clusters Score: Raw -784891.441676 + Penalty 3038.754990 = -781852.686686 nChanged 17 SP:Iteration 26Q (1528.621726 sec): 3 clusters Score: Raw -784894.082304 + Penalty 3038.754990 = -781855.327314 nChanged 15 SP:Iteration 27Q (1528.651217 sec): 3 clusters Score: Raw -784896.206516 + Penalty 3038.754990 = -781857.451526 nChanged 13 SP:Iteration 28Q (1528.680804 sec): 3 clusters Score: Raw -784897.622184 + Penalty 3038.754990 = -781858.867194 nChanged 3 SP:Iteration 29Q (1528.710287 sec): 3 clusters Score: Raw -784897.904675 + Penalty 3038.754990 = -781859.149685 nChanged 2 SP:Iteration 30Q (1528.739656 sec): 3 clusters Score: Raw -784898.063808 + Penalty 3038.754990 = -781859.308818 nChanged 1 SP:Iteration 31Q (1528.769194 sec): 3 clusters Score: Raw -784898.151873 + Penalty 3038.754990 = -781859.396883 nChanged 0 SP:Iteration 32F (1528.799335 sec): 3 clusters Score: Raw -784898.151873 + Penalty 3038.754990 = -781859.396883 nChanged 0 Score: Raw -22861554.263151 + Penalty 43626.164919 = -22817928.098231 Splitting cluster 9 changes total score from -22790686.145646 to -22817928.098231 So it's getting split into cluster 21. Trying to split cluster 10 (18859 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1533.862494 sec): 2 clusters Score: Raw -1295284.669892 + Penalty 1599.771149 = -1293684.898743 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1533.904817 sec): 3 clusters Score: Raw -1284256.667336 + Penalty 3199.542298 = -1281057.125037 nChanged 8360 SP:Iteration 1F (1533.944979 sec): 3 clusters Score: Raw -1288808.876883 + Penalty 3199.542298 = -1285609.334585 nChanged 1152 SP:Iteration 2F (1533.985407 sec): 3 clusters Score: Raw -1289369.483818 + Penalty 3199.542298 = -1286169.941520 nChanged 1166 SP:Iteration 3F (1534.025725 sec): 3 clusters Score: Raw -1289989.284969 + Penalty 3199.542298 = -1286789.742671 nChanged 1242 SP:Iteration 4F (1534.066175 sec): 3 clusters Score: Raw -1290808.538507 + Penalty 3199.542298 = -1287608.996209 nChanged 1428 SP:Iteration 5F (1534.106630 sec): 3 clusters Score: Raw -1291891.640430 + Penalty 3199.542298 = -1288692.098132 nChanged 1437 SP:Iteration 6F (1534.146944 sec): 3 clusters Score: Raw -1292964.176556 + Penalty 3199.542298 = -1289764.634258 nChanged 1227 SP:Iteration 7F (1534.187432 sec): 3 clusters Score: Raw -1293795.634628 + Penalty 3199.542298 = -1290596.092330 nChanged 963 SP:Iteration 8F (1534.227652 sec): 3 clusters Score: Raw -1294375.381624 + Penalty 3199.542298 = -1291175.839326 nChanged 698 SP:Iteration 9Q (1534.268924 sec): 3 clusters Score: Raw -1294736.862804 + Penalty 3199.542298 = -1291537.320506 nChanged 508 SP:Iteration 10Q (1534.309866 sec): 3 clusters Score: Raw -1294963.004789 + Penalty 3199.542298 = -1291763.462491 nChanged 387 SP:Iteration 11Q (1534.350920 sec): 3 clusters Score: Raw -1295125.349864 + Penalty 3199.542298 = -1291925.807566 nChanged 359 SP:Iteration 12Q (1534.391780 sec): 3 clusters Score: Raw -1295272.403498 + Penalty 3199.542298 = -1292072.861200 nChanged 295 SP:Iteration 13Q (1534.432764 sec): 3 clusters Score: Raw -1295384.428503 + Penalty 3199.542298 = -1292184.886205 nChanged 243 SP:Iteration 14Q (1534.473687 sec): 3 clusters Score: Raw -1295465.705784 + Penalty 3199.542298 = -1292266.163486 nChanged 192 SP:Iteration 15Q (1534.514723 sec): 3 clusters Score: Raw -1295526.113079 + Penalty 3199.542298 = -1292326.570781 nChanged 158 SP:Iteration 16Q (1534.555512 sec): 3 clusters Score: Raw -1295567.501502 + Penalty 3199.542298 = -1292367.959204 nChanged 110 SP:Iteration 17Q (1534.596351 sec): 3 clusters Score: Raw -1295590.389745 + Penalty 3199.542298 = -1292390.847447 nChanged 84 SP:Iteration 18Q (1534.637193 sec): 3 clusters Score: Raw -1295607.036093 + Penalty 3199.542298 = -1292407.493795 nChanged 63 SP:Iteration 19Q (1534.678089 sec): 3 clusters Score: Raw -1295619.347203 + Penalty 3199.542298 = -1292419.804905 nChanged 56 SP:Iteration 20F (1534.718438 sec): 3 clusters Score: Raw -1295629.641636 + Penalty 3199.542298 = -1292430.099338 nChanged 53 SP:Iteration 21Q (1534.759544 sec): 3 clusters Score: Raw -1295638.872297 + Penalty 3199.542298 = -1292439.329999 nChanged 46 SP:Iteration 22Q (1534.800343 sec): 3 clusters Score: Raw -1295645.705355 + Penalty 3199.542298 = -1292446.163057 nChanged 39 SP:Iteration 23Q (1534.841167 sec): 3 clusters Score: Raw -1295651.422047 + Penalty 3199.542298 = -1292451.879749 nChanged 38 SP:Iteration 24Q (1534.881921 sec): 3 clusters Score: Raw -1295657.751352 + Penalty 3199.542298 = -1292458.209054 nChanged 34 SP:Iteration 25Q (1534.922727 sec): 3 clusters Score: Raw -1295664.730520 + Penalty 3199.542298 = -1292465.188222 nChanged 37 SP:Iteration 26Q (1534.963499 sec): 3 clusters Score: Raw -1295670.464610 + Penalty 3199.542298 = -1292470.922312 nChanged 32 SP:Iteration 27Q (1535.004215 sec): 3 clusters Score: Raw -1295676.052565 + Penalty 3199.542298 = -1292476.510267 nChanged 30 SP:Iteration 28Q (1535.045047 sec): 3 clusters Score: Raw -1295682.215131 + Penalty 3199.542298 = -1292482.672833 nChanged 37 SP:Iteration 29Q (1535.097696 sec): 3 clusters Score: Raw -1295690.032856 + Penalty 3199.542298 = -1292490.490558 nChanged 43 SP:Iteration 30Q (1535.137749 sec): 3 clusters Score: Raw -1295698.516041 + Penalty 3199.542298 = -1292498.973743 nChanged 44 SP:Iteration 31Q (1535.178389 sec): 3 clusters Score: Raw -1295706.596225 + Penalty 3199.542298 = -1292507.053927 nChanged 43 SP:Iteration 32Q (1535.219062 sec): 3 clusters Score: Raw -1295714.235142 + Penalty 3199.542298 = -1292514.692844 nChanged 43 SP:Iteration 33Q (1535.259656 sec): 3 clusters Score: Raw -1295723.840430 + Penalty 3199.542298 = -1292524.298132 nChanged 44 SP:Iteration 34Q (1535.300359 sec): 3 clusters Score: Raw -1295734.116727 + Penalty 3199.542298 = -1292534.574429 nChanged 35 SP:Iteration 35Q (1535.340778 sec): 3 clusters Score: Raw -1295743.418669 + Penalty 3199.542298 = -1292543.876371 nChanged 36 SP:Iteration 36Q (1535.381307 sec): 3 clusters Score: Raw -1295755.232115 + Penalty 3199.542298 = -1292555.689817 nChanged 38 SP:Iteration 37Q (1535.421717 sec): 3 clusters Score: Raw -1295765.083976 + Penalty 3199.542298 = -1292565.541678 nChanged 35 SP:Iteration 38Q (1535.461997 sec): 3 clusters Score: Raw -1295775.293719 + Penalty 3199.542298 = -1292575.751421 nChanged 32 SP:Iteration 39Q (1535.502328 sec): 3 clusters Score: Raw -1295785.549985 + Penalty 3199.542298 = -1292586.007687 nChanged 35 SP:Iteration 40F (1535.542717 sec): 3 clusters Score: Raw -1295795.317077 + Penalty 3199.542298 = -1292595.774779 nChanged 39 SP:Iteration 41Q (1535.583128 sec): 3 clusters Score: Raw -1295805.325314 + Penalty 3199.542298 = -1292605.783016 nChanged 30 SP:Iteration 42Q (1535.623452 sec): 3 clusters Score: Raw -1295813.957211 + Penalty 3199.542298 = -1292614.414913 nChanged 29 SP:Iteration 43Q (1535.663632 sec): 3 clusters Score: Raw -1295823.109350 + Penalty 3199.542298 = -1292623.567052 nChanged 35 SP:Iteration 44Q (1535.703915 sec): 3 clusters Score: Raw -1295834.735451 + Penalty 3199.542298 = -1292635.193153 nChanged 35 SP:Iteration 45Q (1535.744052 sec): 3 clusters Score: Raw -1295845.113375 + Penalty 3199.542298 = -1292645.571077 nChanged 34 SP:Iteration 46Q (1535.784364 sec): 3 clusters Score: Raw -1295855.820145 + Penalty 3199.542298 = -1292656.277846 nChanged 30 SP:Iteration 47Q (1535.824437 sec): 3 clusters Score: Raw -1295864.442671 + Penalty 3199.542298 = -1292664.900373 nChanged 28 SP:Iteration 48Q (1535.870392 sec): 3 clusters Score: Raw -1295871.305518 + Penalty 3199.542298 = -1292671.763220 nChanged 25 SP:Iteration 49Q (1535.909739 sec): 3 clusters Score: Raw -1295877.875059 + Penalty 3199.542298 = -1292678.332761 nChanged 25 SP:Iteration 50Q (1535.949730 sec): 3 clusters Score: Raw -1295885.408545 + Penalty 3199.542298 = -1292685.866247 nChanged 25 SP:Iteration 51Q (1536.000914 sec): 3 clusters Score: Raw -1295892.373432 + Penalty 3199.542298 = -1292692.831134 nChanged 24 SP:Iteration 52Q (1536.039030 sec): 3 clusters Score: Raw -1295898.990957 + Penalty 3199.542298 = -1292699.448659 nChanged 15 SP:Iteration 53Q (1536.078930 sec): 3 clusters Score: Raw -1295902.168778 + Penalty 3199.542298 = -1292702.626480 nChanged 7 SP:Iteration 54Q (1536.118603 sec): 3 clusters Score: Raw -1295903.809214 + Penalty 3199.542298 = -1292704.266916 nChanged 5 SP:Iteration 55Q (1536.158248 sec): 3 clusters Score: Raw -1295904.727073 + Penalty 3199.542298 = -1292705.184775 nChanged 3 SP:Iteration 56Q (1536.197808 sec): 3 clusters Score: Raw -1295905.428014 + Penalty 3199.542298 = -1292705.885716 nChanged 1 SP:Iteration 57Q (1536.237436 sec): 3 clusters Score: Raw -1295905.699857 + Penalty 3199.542298 = -1292706.157559 nChanged 0 SP:Iteration 58F (1536.277717 sec): 3 clusters Score: Raw -1295905.699857 + Penalty 3199.542298 = -1292706.157559 nChanged 0 Trying to split cluster 11 (11081 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1536.301141 sec): 2 clusters Score: Raw -737988.037327 + Penalty 1513.360421 = -736474.676906 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1536.331378 sec): 3 clusters Score: Raw -731623.840006 + Penalty 3026.720843 = -728597.119163 nChanged 4911 SP:Iteration 1F (1536.360899 sec): 3 clusters Score: Raw -734784.118974 + Penalty 3026.720843 = -731757.398132 nChanged 966 SP:Iteration 2F (1536.389806 sec): 3 clusters Score: Raw -735730.405364 + Penalty 3026.720843 = -732703.684521 nChanged 1015 SP:Iteration 3F (1536.457321 sec): 3 clusters Score: Raw -736892.158148 + Penalty 3026.720843 = -733865.437305 nChanged 1034 SP:Iteration 4F (1536.493421 sec): 3 clusters Score: Raw -737915.742390 + Penalty 3026.720843 = -734889.021547 nChanged 822 SP:Iteration 5F (1536.553691 sec): 3 clusters Score: Raw -738507.897565 + Penalty 3026.720843 = -735481.176722 nChanged 527 SP:Iteration 6Q (1536.586298 sec): 3 clusters Score: Raw -738788.514135 + Penalty 3026.720843 = -735761.793292 nChanged 299 SP:Iteration 7Q (1536.615560 sec): 3 clusters Score: Raw -738893.253960 + Penalty 3026.720843 = -735866.533117 nChanged 167 SP:Iteration 8Q (1536.644842 sec): 3 clusters Score: Raw -738939.277051 + Penalty 3026.720843 = -735912.556209 nChanged 114 SP:Iteration 9Q (1536.673869 sec): 3 clusters Score: Raw -738964.521121 + Penalty 3026.720843 = -735937.800278 nChanged 86 SP:Iteration 10Q (1536.703225 sec): 3 clusters Score: Raw -738981.469692 + Penalty 3026.720843 = -735954.748849 nChanged 55 SP:Iteration 11Q (1536.732393 sec): 3 clusters Score: Raw -738991.863690 + Penalty 3026.720843 = -735965.142847 nChanged 60 SP:Iteration 12Q (1536.761498 sec): 3 clusters Score: Raw -739004.001555 + Penalty 3026.720843 = -735977.280712 nChanged 51 SP:Iteration 13Q (1536.790581 sec): 3 clusters Score: Raw -739012.646797 + Penalty 3026.720843 = -735985.925954 nChanged 47 SP:Iteration 14Q (1536.819815 sec): 3 clusters Score: Raw -739021.397575 + Penalty 3026.720843 = -735994.676732 nChanged 39 SP:Iteration 15Q (1536.848989 sec): 3 clusters Score: Raw -739028.329191 + Penalty 3026.720843 = -736001.608348 nChanged 36 SP:Iteration 16Q (1536.878343 sec): 3 clusters Score: Raw -739033.810410 + Penalty 3026.720843 = -736007.089567 nChanged 23 SP:Iteration 17Q (1536.907697 sec): 3 clusters Score: Raw -739037.663685 + Penalty 3026.720843 = -736010.942842 nChanged 26 SP:Iteration 18Q (1536.936732 sec): 3 clusters Score: Raw -739041.355586 + Penalty 3026.720843 = -736014.634743 nChanged 23 SP:Iteration 19Q (1536.965729 sec): 3 clusters Score: Raw -739044.622100 + Penalty 3026.720843 = -736017.901257 nChanged 30 SP:Iteration 20F (1536.995004 sec): 3 clusters Score: Raw -739049.142095 + Penalty 3026.720843 = -736022.421253 nChanged 26 SP:Iteration 21Q (1537.024213 sec): 3 clusters Score: Raw -739053.115138 + Penalty 3026.720843 = -736026.394295 nChanged 22 SP:Iteration 22Q (1537.053457 sec): 3 clusters Score: Raw -739056.968746 + Penalty 3026.720843 = -736030.247903 nChanged 25 SP:Iteration 23Q (1537.082735 sec): 3 clusters Score: Raw -739061.047679 + Penalty 3026.720843 = -736034.326836 nChanged 20 SP:Iteration 24Q (1537.111925 sec): 3 clusters Score: Raw -739064.395660 + Penalty 3026.720843 = -736037.674817 nChanged 23 SP:Iteration 25Q (1537.141160 sec): 3 clusters Score: Raw -739068.336404 + Penalty 3026.720843 = -736041.615561 nChanged 21 SP:Iteration 26Q (1537.170733 sec): 3 clusters Score: Raw -739072.140047 + Penalty 3026.720843 = -736045.419204 nChanged 25 SP:Iteration 27Q (1537.200052 sec): 3 clusters Score: Raw -739076.019866 + Penalty 3026.720843 = -736049.299023 nChanged 26 SP:Iteration 28Q (1537.229360 sec): 3 clusters Score: Raw -739079.420369 + Penalty 3026.720843 = -736052.699526 nChanged 22 SP:Iteration 29Q (1537.258590 sec): 3 clusters Score: Raw -739082.533229 + Penalty 3026.720843 = -736055.812386 nChanged 22 SP:Iteration 30Q (1537.287906 sec): 3 clusters Score: Raw -739085.700814 + Penalty 3026.720843 = -736058.979971 nChanged 22 SP:Iteration 31Q (1537.317017 sec): 3 clusters Score: Raw -739089.512460 + Penalty 3026.720843 = -736062.791617 nChanged 22 SP:Iteration 32Q (1537.346456 sec): 3 clusters Score: Raw -739093.249259 + Penalty 3026.720843 = -736066.528417 nChanged 19 SP:Iteration 33Q (1537.375578 sec): 3 clusters Score: Raw -739096.117224 + Penalty 3026.720843 = -736069.396382 nChanged 23 SP:Iteration 34Q (1537.404928 sec): 3 clusters Score: Raw -739099.671186 + Penalty 3026.720843 = -736072.950343 nChanged 22 SP:Iteration 35Q (1537.434142 sec): 3 clusters Score: Raw -739103.030637 + Penalty 3026.720843 = -736076.309794 nChanged 20 SP:Iteration 36Q (1537.463312 sec): 3 clusters Score: Raw -739106.217262 + Penalty 3026.720843 = -736079.496419 nChanged 24 SP:Iteration 37Q (1537.492593 sec): 3 clusters Score: Raw -739109.584291 + Penalty 3026.720843 = -736082.863448 nChanged 20 SP:Iteration 38Q (1537.521731 sec): 3 clusters Score: Raw -739113.228531 + Penalty 3026.720843 = -736086.507688 nChanged 20 SP:Iteration 39Q (1537.550953 sec): 3 clusters Score: Raw -739116.469593 + Penalty 3026.720843 = -736089.748750 nChanged 13 SP:Iteration 40F (1537.580102 sec): 3 clusters Score: Raw -739118.976349 + Penalty 3026.720843 = -736092.255506 nChanged 19 SP:Iteration 41Q (1537.609423 sec): 3 clusters Score: Raw -739122.391215 + Penalty 3026.720843 = -736095.670372 nChanged 14 SP:Iteration 42Q (1537.638752 sec): 3 clusters Score: Raw -739124.213858 + Penalty 3026.720843 = -736097.493015 nChanged 12 SP:Iteration 43Q (1537.668485 sec): 3 clusters Score: Raw -739126.054625 + Penalty 3026.720843 = -736099.333782 nChanged 10 SP:Iteration 44Q (1537.697701 sec): 3 clusters Score: Raw -739127.361359 + Penalty 3026.720843 = -736100.640516 nChanged 9 SP:Iteration 45Q (1537.726776 sec): 3 clusters Score: Raw -739128.815648 + Penalty 3026.720843 = -736102.094805 nChanged 12 SP:Iteration 46Q (1537.756302 sec): 3 clusters Score: Raw -739130.787045 + Penalty 3026.720843 = -736104.066202 nChanged 10 SP:Iteration 47Q (1537.785640 sec): 3 clusters Score: Raw -739132.509787 + Penalty 3026.720843 = -736105.788945 nChanged 7 SP:Iteration 48Q (1537.814719 sec): 3 clusters Score: Raw -739133.520602 + Penalty 3026.720843 = -736106.799759 nChanged 5 SP:Iteration 49Q (1537.844142 sec): 3 clusters Score: Raw -739134.383798 + Penalty 3026.720843 = -736107.662956 nChanged 8 SP:Iteration 50Q (1537.873553 sec): 3 clusters Score: Raw -739135.773138 + Penalty 3026.720843 = -736109.052295 nChanged 11 SP:Iteration 51Q (1537.902698 sec): 3 clusters Score: Raw -739137.161504 + Penalty 3026.720843 = -736110.440661 nChanged 7 SP:Iteration 52Q (1537.931945 sec): 3 clusters Score: Raw -739138.094110 + Penalty 3026.720843 = -736111.373268 nChanged 8 SP:Iteration 53Q (1537.961129 sec): 3 clusters Score: Raw -739138.816041 + Penalty 3026.720843 = -736112.095198 nChanged 3 SP:Iteration 54Q (1537.990403 sec): 3 clusters Score: Raw -739139.160896 + Penalty 3026.720843 = -736112.440053 nChanged 3 SP:Iteration 55Q (1538.019750 sec): 3 clusters Score: Raw -739139.353143 + Penalty 3026.720843 = -736112.632300 nChanged 2 SP:Iteration 56Q (1538.048765 sec): 3 clusters Score: Raw -739139.634477 + Penalty 3026.720843 = -736112.913634 nChanged 0 SP:Iteration 57F (1538.077720 sec): 3 clusters Score: Raw -739139.634477 + Penalty 3026.720843 = -736112.913634 nChanged 0 Trying to split cluster 12 (78847 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1538.185310 sec): 2 clusters Score: Raw -5248241.811691 + Penalty 1832.230489 = -5246409.581202 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1538.317290 sec): 3 clusters Score: Raw -5197227.875435 + Penalty 3664.460977 = -5193563.414458 nChanged 37780 SP:Iteration 1F (1538.447547 sec): 3 clusters Score: Raw -5219813.682168 + Penalty 3664.460977 = -5216149.221191 nChanged 4065 SP:Iteration 2F (1538.577811 sec): 3 clusters Score: Raw -5222012.704591 + Penalty 3664.460977 = -5218348.243614 nChanged 4887 SP:Iteration 3F (1538.708034 sec): 3 clusters Score: Raw -5225595.168457 + Penalty 3664.460977 = -5221930.707480 nChanged 5872 SP:Iteration 4F (1538.838313 sec): 3 clusters Score: Raw -5230806.654953 + Penalty 3664.460977 = -5227142.193976 nChanged 6589 SP:Iteration 5F (1538.968650 sec): 3 clusters Score: Raw -5237242.410036 + Penalty 3664.460977 = -5233577.949059 nChanged 6387 SP:Iteration 6F (1539.098800 sec): 3 clusters Score: Raw -5243445.674673 + Penalty 3664.460977 = -5239781.213696 nChanged 5386 SP:Iteration 7F (1539.228837 sec): 3 clusters Score: Raw -5248394.413109 + Penalty 3664.460977 = -5244729.952131 nChanged 4043 SP:Iteration 8F (1539.358919 sec): 3 clusters Score: Raw -5252002.382347 + Penalty 3664.460977 = -5248337.921370 nChanged 2712 SP:Iteration 9Q (1539.485524 sec): 3 clusters Score: Raw -5254012.492973 + Penalty 3664.460977 = -5250348.031996 nChanged 1877 SP:Iteration 10Q (1539.609841 sec): 3 clusters Score: Raw -5254903.159710 + Penalty 3664.460977 = -5251238.698733 nChanged 1243 SP:Iteration 11Q (1539.732915 sec): 3 clusters Score: Raw -5255279.724366 + Penalty 3664.460977 = -5251615.263389 nChanged 859 SP:Iteration 12Q (1539.855490 sec): 3 clusters Score: Raw -5255485.639631 + Penalty 3664.460977 = -5251821.178654 nChanged 636 SP:Iteration 13Q (1539.977564 sec): 3 clusters Score: Raw -5255604.120866 + Penalty 3664.460977 = -5251939.659889 nChanged 474 SP:Iteration 14Q (1540.099337 sec): 3 clusters Score: Raw -5255678.332364 + Penalty 3664.460977 = -5252013.871387 nChanged 392 SP:Iteration 15Q (1540.221124 sec): 3 clusters Score: Raw -5255731.043036 + Penalty 3664.460977 = -5252066.582059 nChanged 309 SP:Iteration 16Q (1540.342873 sec): 3 clusters Score: Raw -5255768.513020 + Penalty 3664.460977 = -5252104.052043 nChanged 277 SP:Iteration 17Q (1540.464627 sec): 3 clusters Score: Raw -5255799.019446 + Penalty 3664.460977 = -5252134.558469 nChanged 220 SP:Iteration 18Q (1540.630968 sec): 3 clusters Score: Raw -5255820.573579 + Penalty 3664.460977 = -5252156.112602 nChanged 206 SP:Iteration 19Q (1540.752512 sec): 3 clusters Score: Raw -5255838.864950 + Penalty 3664.460977 = -5252174.403973 nChanged 199 SP:Iteration 20F (1540.882675 sec): 3 clusters Score: Raw -5255854.977795 + Penalty 3664.460977 = -5252190.516818 nChanged 188 SP:Iteration 21Q (1541.005588 sec): 3 clusters Score: Raw -5255870.327498 + Penalty 3664.460977 = -5252205.866521 nChanged 196 SP:Iteration 22Q (1541.128487 sec): 3 clusters Score: Raw -5255886.162758 + Penalty 3664.460977 = -5252221.701780 nChanged 189 SP:Iteration 23Q (1541.251239 sec): 3 clusters Score: Raw -5255901.948517 + Penalty 3664.460977 = -5252237.487540 nChanged 201 SP:Iteration 24Q (1541.374145 sec): 3 clusters Score: Raw -5255921.447535 + Penalty 3664.460977 = -5252256.986558 nChanged 210 SP:Iteration 25Q (1541.496875 sec): 3 clusters Score: Raw -5255945.156432 + Penalty 3664.460977 = -5252280.695455 nChanged 264 SP:Iteration 26Q (1541.619499 sec): 3 clusters Score: Raw -5255976.180431 + Penalty 3664.460977 = -5252311.719453 nChanged 267 SP:Iteration 27Q (1541.742088 sec): 3 clusters Score: Raw -5256007.871839 + Penalty 3664.460977 = -5252343.410862 nChanged 310 SP:Iteration 28Q (1541.864516 sec): 3 clusters Score: Raw -5256047.462427 + Penalty 3664.460977 = -5252383.001450 nChanged 319 SP:Iteration 29Q (1541.987054 sec): 3 clusters Score: Raw -5256088.071663 + Penalty 3664.460977 = -5252423.610686 nChanged 339 SP:Iteration 30Q (1542.109480 sec): 3 clusters Score: Raw -5256140.720099 + Penalty 3664.460977 = -5252476.259122 nChanged 393 SP:Iteration 31Q (1542.231688 sec): 3 clusters Score: Raw -5256205.044083 + Penalty 3664.460977 = -5252540.583106 nChanged 397 SP:Iteration 32Q (1542.353808 sec): 3 clusters Score: Raw -5256277.406918 + Penalty 3664.460977 = -5252612.945941 nChanged 478 SP:Iteration 33Q (1542.475790 sec): 3 clusters Score: Raw -5256377.491424 + Penalty 3664.460977 = -5252713.030447 nChanged 535 SP:Iteration 34Q (1542.597816 sec): 3 clusters Score: Raw -5256512.500551 + Penalty 3664.460977 = -5252848.039574 nChanged 632 SP:Iteration 35Q (1542.719721 sec): 3 clusters Score: Raw -5256696.919836 + Penalty 3664.460977 = -5253032.458859 nChanged 743 SP:Iteration 36Q (1542.873353 sec): 3 clusters Score: Raw -5256956.782410 + Penalty 3664.460977 = -5253292.321433 nChanged 889 SP:Iteration 37Q (1542.994864 sec): 3 clusters Score: Raw -5257321.980120 + Penalty 3664.460977 = -5253657.519143 nChanged 1112 SP:Iteration 38Q (1543.116166 sec): 3 clusters Score: Raw -5257887.238549 + Penalty 3664.460977 = -5254222.777572 nChanged 1365 SP:Iteration 39Q (1543.237112 sec): 3 clusters Score: Raw -5258720.201952 + Penalty 3664.460977 = -5255055.740975 nChanged 1629 SP:Iteration 40F (1543.367381 sec): 3 clusters Score: Raw -5259916.999868 + Penalty 3664.460977 = -5256252.538891 nChanged 1860 SP:Iteration 41Q (1543.489345 sec): 3 clusters Score: Raw -5261453.707872 + Penalty 3664.460977 = -5257789.246894 nChanged 1870 SP:Iteration 42Q (1543.610406 sec): 3 clusters Score: Raw -5263124.866328 + Penalty 3664.460977 = -5259460.405351 nChanged 1876 SP:Iteration 43Q (1543.730223 sec): 3 clusters Score: Raw -5264897.811553 + Penalty 3664.460977 = -5261233.350576 nChanged 1763 SP:Iteration 44Q (1543.848332 sec): 3 clusters Score: Raw -5266535.735195 + Penalty 3664.460977 = -5262871.274218 nChanged 1571 SP:Iteration 45Q (1543.964722 sec): 3 clusters Score: Raw -5267955.996249 + Penalty 3664.460977 = -5264291.535272 nChanged 1387 SP:Iteration 46Q (1544.104416 sec): 3 clusters Score: Raw -5269087.483439 + Penalty 3664.460977 = -5265423.022462 nChanged 1175 SP:Iteration 47Q (1544.218010 sec): 3 clusters Score: Raw -5269888.189706 + Penalty 3664.460977 = -5266223.728729 nChanged 887 SP:Iteration 48Q (1544.330364 sec): 3 clusters Score: Raw -5270393.349756 + Penalty 3664.460977 = -5266728.888779 nChanged 716 SP:Iteration 49Q (1544.441754 sec): 3 clusters Score: Raw -5270725.998038 + Penalty 3664.460977 = -5267061.537061 nChanged 614 SP:Iteration 50Q (1544.552580 sec): 3 clusters Score: Raw -5270945.057545 + Penalty 3664.460977 = -5267280.596568 nChanged 428 SP:Iteration 51Q (1544.662790 sec): 3 clusters Score: Raw -5271064.373038 + Penalty 3664.460977 = -5267399.912061 nChanged 341 SP:Iteration 52Q (1544.772661 sec): 3 clusters Score: Raw -5271136.203786 + Penalty 3664.460977 = -5267471.742809 nChanged 245 SP:Iteration 53Q (1544.882145 sec): 3 clusters Score: Raw -5271174.060498 + Penalty 3664.460977 = -5267509.599521 nChanged 179 SP:Iteration 54Q (1544.991377 sec): 3 clusters Score: Raw -5271194.309539 + Penalty 3664.460977 = -5267529.848562 nChanged 135 SP:Iteration 55Q (1545.100871 sec): 3 clusters Score: Raw -5271209.574677 + Penalty 3664.460977 = -5267545.113700 nChanged 87 SP:Iteration 56Q (1545.209983 sec): 3 clusters Score: Raw -5271214.704067 + Penalty 3664.460977 = -5267550.243090 nChanged 63 SP:Iteration 57Q (1545.319095 sec): 3 clusters Score: Raw -5271217.399747 + Penalty 3664.460977 = -5267552.938770 nChanged 42 SP:Iteration 58Q (1545.428049 sec): 3 clusters Score: Raw -5271218.956951 + Penalty 3664.460977 = -5267554.495974 nChanged 42 SP:Iteration 59Q (1545.536922 sec): 3 clusters Score: Raw -5271224.673682 + Penalty 3664.460977 = -5267560.212705 nChanged 36 SP:Iteration 60F (1545.666780 sec): 3 clusters Score: Raw -5271243.852651 + Penalty 3664.460977 = -5267579.391674 nChanged 44 SP:Iteration 61Q (1545.780514 sec): 3 clusters Score: Raw -5271249.254478 + Penalty 3664.460977 = -5267584.793501 nChanged 41 SP:Iteration 62Q (1545.894337 sec): 3 clusters Score: Raw -5271251.516466 + Penalty 3664.460977 = -5267587.055489 nChanged 27 SP:Iteration 63Q (1546.008112 sec): 3 clusters Score: Raw -5271252.234111 + Penalty 3664.460977 = -5267587.773134 nChanged 14 SP:Iteration 64Q (1546.121771 sec): 3 clusters Score: Raw -5271252.559657 + Penalty 3664.460977 = -5267588.098680 nChanged 13 SP:Iteration 65Q (1546.235466 sec): 3 clusters Score: Raw -5271252.798200 + Penalty 3664.460977 = -5267588.337223 nChanged 8 SP:Iteration 66Q (1546.349180 sec): 3 clusters Score: Raw -5271252.919628 + Penalty 3664.460977 = -5267588.458651 nChanged 6 SP:Iteration 67Q (1546.462873 sec): 3 clusters Score: Raw -5271253.012599 + Penalty 3664.460977 = -5267588.551622 nChanged 3 SP:Iteration 68Q (1546.576591 sec): 3 clusters Score: Raw -5271253.061059 + Penalty 3664.460977 = -5267588.600082 nChanged 5 SP:Iteration 69Q (1546.690275 sec): 3 clusters Score: Raw -5271253.131870 + Penalty 3664.460977 = -5267588.670893 nChanged 3 SP:Iteration 70Q (1546.803988 sec): 3 clusters Score: Raw -5271253.178568 + Penalty 3664.460977 = -5267588.717591 nChanged 4 SP:Iteration 71Q (1546.917614 sec): 3 clusters Score: Raw -5271253.224646 + Penalty 3664.460977 = -5267588.763669 nChanged 1 SP:Iteration 72Q (1547.031885 sec): 3 clusters Score: Raw -5271253.232733 + Penalty 3664.460977 = -5267588.771756 nChanged 0 SP:Iteration 73F (1547.160282 sec): 3 clusters Score: Raw -5271253.232733 + Penalty 3664.460977 = -5267588.771756 nChanged 0 Score: Raw -22884565.684193 + Penalty 45703.601344 = -22838862.082849 Splitting cluster 12 changes total score from -22790686.145646 to -22838862.082849 So it's getting split into cluster 22. Trying to split cluster 13 (10238 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1551.972841 sec): 2 clusters Score: Raw -711365.842978 + Penalty 1500.502505 = -709865.340473 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1552.012431 sec): 3 clusters Score: Raw -705517.475481 + Penalty 3001.005009 = -702516.470472 nChanged 4445 SP:Iteration 1F (1552.040638 sec): 3 clusters Score: Raw -708399.605367 + Penalty 3001.005009 = -705398.600358 nChanged 898 SP:Iteration 2F (1552.069129 sec): 3 clusters Score: Raw -709129.968957 + Penalty 3001.005009 = -706128.963948 nChanged 897 SP:Iteration 3F (1552.097102 sec): 3 clusters Score: Raw -709921.298402 + Penalty 3001.005009 = -706920.293393 nChanged 814 SP:Iteration 4F (1552.125394 sec): 3 clusters Score: Raw -710572.626539 + Penalty 3001.005009 = -707571.621530 nChanged 623 SP:Iteration 5F (1552.153547 sec): 3 clusters Score: Raw -711014.860169 + Penalty 3001.005009 = -708013.855160 nChanged 435 SP:Iteration 6Q (1552.182000 sec): 3 clusters Score: Raw -711289.954171 + Penalty 3001.005009 = -708288.949161 nChanged 306 SP:Iteration 7Q (1552.210301 sec): 3 clusters Score: Raw -711454.359876 + Penalty 3001.005009 = -708453.354867 nChanged 215 SP:Iteration 8Q (1552.238532 sec): 3 clusters Score: Raw -711559.995484 + Penalty 3001.005009 = -708558.990475 nChanged 160 SP:Iteration 9Q (1552.266766 sec): 3 clusters Score: Raw -711635.137081 + Penalty 3001.005009 = -708634.132072 nChanged 138 SP:Iteration 10Q (1552.294960 sec): 3 clusters Score: Raw -711692.210650 + Penalty 3001.005009 = -708691.205641 nChanged 101 SP:Iteration 11Q (1552.323240 sec): 3 clusters Score: Raw -711733.455616 + Penalty 3001.005009 = -708732.450607 nChanged 88 SP:Iteration 12Q (1552.351589 sec): 3 clusters Score: Raw -711765.210681 + Penalty 3001.005009 = -708764.205671 nChanged 68 SP:Iteration 13Q (1552.379798 sec): 3 clusters Score: Raw -711790.728923 + Penalty 3001.005009 = -708789.723914 nChanged 62 SP:Iteration 14Q (1552.407996 sec): 3 clusters Score: Raw -711809.860406 + Penalty 3001.005009 = -708808.855397 nChanged 38 SP:Iteration 15Q (1552.436086 sec): 3 clusters Score: Raw -711822.458729 + Penalty 3001.005009 = -708821.453720 nChanged 30 SP:Iteration 16Q (1552.464117 sec): 3 clusters Score: Raw -711831.264183 + Penalty 3001.005009 = -708830.259174 nChanged 28 SP:Iteration 17Q (1552.492039 sec): 3 clusters Score: Raw -711838.318775 + Penalty 3001.005009 = -708837.313766 nChanged 28 SP:Iteration 18Q (1552.519788 sec): 3 clusters Score: Raw -711846.388038 + Penalty 3001.005009 = -708845.383029 nChanged 31 SP:Iteration 19Q (1552.547816 sec): 3 clusters Score: Raw -711854.295371 + Penalty 3001.005009 = -708853.290362 nChanged 21 SP:Iteration 20F (1552.576026 sec): 3 clusters Score: Raw -711860.211600 + Penalty 3001.005009 = -708859.206591 nChanged 21 SP:Iteration 21Q (1552.603873 sec): 3 clusters Score: Raw -711865.149440 + Penalty 3001.005009 = -708864.144431 nChanged 15 SP:Iteration 22Q (1552.631586 sec): 3 clusters Score: Raw -711869.782650 + Penalty 3001.005009 = -708868.777641 nChanged 12 SP:Iteration 23Q (1552.659428 sec): 3 clusters Score: Raw -711872.018887 + Penalty 3001.005009 = -708871.013878 nChanged 6 SP:Iteration 24Q (1552.687199 sec): 3 clusters Score: Raw -711872.837555 + Penalty 3001.005009 = -708871.832546 nChanged 4 SP:Iteration 25Q (1552.714853 sec): 3 clusters Score: Raw -711873.647867 + Penalty 3001.005009 = -708872.642858 nChanged 6 SP:Iteration 26Q (1552.742604 sec): 3 clusters Score: Raw -711875.219838 + Penalty 3001.005009 = -708874.214828 nChanged 4 SP:Iteration 27Q (1552.770457 sec): 3 clusters Score: Raw -711875.865742 + Penalty 3001.005009 = -708874.860733 nChanged 3 SP:Iteration 28Q (1552.798293 sec): 3 clusters Score: Raw -711876.244715 + Penalty 3001.005009 = -708875.239706 nChanged 1 SP:Iteration 29Q (1552.825992 sec): 3 clusters Score: Raw -711876.431688 + Penalty 3001.005009 = -708875.426679 nChanged 1 SP:Iteration 30Q (1552.853782 sec): 3 clusters Score: Raw -711876.537158 + Penalty 3001.005009 = -708875.532148 nChanged 1 SP:Iteration 31Q (1552.881759 sec): 3 clusters Score: Raw -711876.720164 + Penalty 3001.005009 = -708875.715155 nChanged 1 SP:Iteration 32Q (1552.909526 sec): 3 clusters Score: Raw -711876.975184 + Penalty 3001.005009 = -708875.970174 nChanged 2 SP:Iteration 33Q (1552.937281 sec): 3 clusters Score: Raw -711877.627978 + Penalty 3001.005009 = -708876.622969 nChanged 1 SP:Iteration 34Q (1552.964991 sec): 3 clusters Score: Raw -711877.958037 + Penalty 3001.005009 = -708876.953028 nChanged 3 SP:Iteration 35Q (1552.992855 sec): 3 clusters Score: Raw -711878.780434 + Penalty 3001.005009 = -708877.775425 nChanged 4 SP:Iteration 36Q (1553.020527 sec): 3 clusters Score: Raw -711880.520142 + Penalty 3001.005009 = -708879.515133 nChanged 5 SP:Iteration 37Q (1553.048375 sec): 3 clusters Score: Raw -711881.634982 + Penalty 3001.005009 = -708880.629972 nChanged 6 SP:Iteration 38Q (1553.076146 sec): 3 clusters Score: Raw -711882.477030 + Penalty 3001.005009 = -708881.472021 nChanged 4 SP:Iteration 39Q (1553.103879 sec): 3 clusters Score: Raw -711883.888531 + Penalty 3001.005009 = -708882.883521 nChanged 7 SP:Iteration 40F (1553.132080 sec): 3 clusters Score: Raw -711885.653334 + Penalty 3001.005009 = -708884.648324 nChanged 3 SP:Iteration 41Q (1553.159976 sec): 3 clusters Score: Raw -711886.153529 + Penalty 3001.005009 = -708885.148520 nChanged 2 SP:Iteration 42Q (1553.187836 sec): 3 clusters Score: Raw -711886.610491 + Penalty 3001.005009 = -708885.605481 nChanged 2 SP:Iteration 43Q (1553.215616 sec): 3 clusters Score: Raw -711887.028260 + Penalty 3001.005009 = -708886.023251 nChanged 1 SP:Iteration 44Q (1553.243290 sec): 3 clusters Score: Raw -711887.298653 + Penalty 3001.005009 = -708886.293644 nChanged 3 SP:Iteration 45Q (1553.271026 sec): 3 clusters Score: Raw -711887.867525 + Penalty 3001.005009 = -708886.862516 nChanged 1 SP:Iteration 46Q (1553.298692 sec): 3 clusters Score: Raw -711888.069575 + Penalty 3001.005009 = -708887.064566 nChanged 1 SP:Iteration 47Q (1553.326513 sec): 3 clusters Score: Raw -711888.349529 + Penalty 3001.005009 = -708887.344520 nChanged 0 SP:Iteration 48F (1553.354842 sec): 3 clusters Score: Raw -711888.349529 + Penalty 3001.005009 = -708887.344520 nChanged 0 Trying to split cluster 14 (3303 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1553.371579 sec): 2 clusters Score: Raw -216481.557597 + Penalty 1316.670294 = -215164.887303 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1553.388579 sec): 3 clusters Score: Raw -214875.902702 + Penalty 2633.340588 = -212242.562114 nChanged 1246 SP:Iteration 1F (1553.404407 sec): 3 clusters Score: Raw -215582.332063 + Penalty 2633.340588 = -212948.991474 nChanged 268 SP:Iteration 2F (1553.420375 sec): 3 clusters Score: Raw -215763.370994 + Penalty 2633.340588 = -213130.030405 nChanged 181 SP:Iteration 3F (1553.436168 sec): 3 clusters Score: Raw -215875.568415 + Penalty 2633.340588 = -213242.227827 nChanged 142 SP:Iteration 4Q (1553.452050 sec): 3 clusters Score: Raw -215954.028911 + Penalty 2633.340588 = -213320.688323 nChanged 106 SP:Iteration 5Q (1553.467965 sec): 3 clusters Score: Raw -216004.241108 + Penalty 2633.340588 = -213370.900519 nChanged 81 SP:Iteration 6Q (1553.483912 sec): 3 clusters Score: Raw -216048.071739 + Penalty 2633.340588 = -213414.731151 nChanged 71 SP:Iteration 7Q (1553.499833 sec): 3 clusters Score: Raw -216081.913170 + Penalty 2633.340588 = -213448.572582 nChanged 52 SP:Iteration 8Q (1553.515754 sec): 3 clusters Score: Raw -216108.746276 + Penalty 2633.340588 = -213475.405688 nChanged 55 SP:Iteration 9Q (1553.531616 sec): 3 clusters Score: Raw -216134.423371 + Penalty 2633.340588 = -213501.082783 nChanged 47 SP:Iteration 10Q (1553.547526 sec): 3 clusters Score: Raw -216154.037553 + Penalty 2633.340588 = -213520.696965 nChanged 38 SP:Iteration 11Q (1553.563259 sec): 3 clusters Score: Raw -216166.122770 + Penalty 2633.340588 = -213532.782182 nChanged 28 SP:Iteration 12Q (1553.579043 sec): 3 clusters Score: Raw -216177.499883 + Penalty 2633.340588 = -213544.159295 nChanged 25 SP:Iteration 13Q (1553.594773 sec): 3 clusters Score: Raw -216185.626054 + Penalty 2633.340588 = -213552.285466 nChanged 21 SP:Iteration 14Q (1553.610546 sec): 3 clusters Score: Raw -216191.877737 + Penalty 2633.340588 = -213558.537149 nChanged 24 SP:Iteration 15Q (1553.626287 sec): 3 clusters Score: Raw -216200.116245 + Penalty 2633.340588 = -213566.775656 nChanged 23 SP:Iteration 16Q (1553.642202 sec): 3 clusters Score: Raw -216206.697366 + Penalty 2633.340588 = -213573.356778 nChanged 12 SP:Iteration 17Q (1553.657909 sec): 3 clusters Score: Raw -216209.358413 + Penalty 2633.340588 = -213576.017825 nChanged 7 SP:Iteration 18Q (1553.673761 sec): 3 clusters Score: Raw -216211.121504 + Penalty 2633.340588 = -213577.780916 nChanged 4 SP:Iteration 19Q (1553.689481 sec): 3 clusters Score: Raw -216211.679831 + Penalty 2633.340588 = -213578.339243 nChanged 3 SP:Iteration 20F (1553.705413 sec): 3 clusters Score: Raw -216212.787336 + Penalty 2633.340588 = -213579.446747 nChanged 3 SP:Iteration 21Q (1553.721137 sec): 3 clusters Score: Raw -216213.684874 + Penalty 2633.340588 = -213580.344285 nChanged 2 SP:Iteration 22Q (1553.736998 sec): 3 clusters Score: Raw -216214.202441 + Penalty 2633.340588 = -213580.861853 nChanged 2 SP:Iteration 23Q (1553.752834 sec): 3 clusters Score: Raw -216215.064626 + Penalty 2633.340588 = -213581.724038 nChanged 2 SP:Iteration 24Q (1553.768697 sec): 3 clusters Score: Raw -216215.559174 + Penalty 2633.340588 = -213582.218586 nChanged 6 SP:Iteration 25Q (1553.784522 sec): 3 clusters Score: Raw -216217.236872 + Penalty 2633.340588 = -213583.896284 nChanged 10 SP:Iteration 26Q (1553.800365 sec): 3 clusters Score: Raw -216220.280724 + Penalty 2633.340588 = -213586.940136 nChanged 11 SP:Iteration 27Q (1553.816071 sec): 3 clusters Score: Raw -216223.796323 + Penalty 2633.340588 = -213590.455734 nChanged 10 SP:Iteration 28Q (1553.831914 sec): 3 clusters Score: Raw -216227.354545 + Penalty 2633.340588 = -213594.013957 nChanged 8 SP:Iteration 29Q (1553.847791 sec): 3 clusters Score: Raw -216229.524789 + Penalty 2633.340588 = -213596.184200 nChanged 8 SP:Iteration 30Q (1553.863649 sec): 3 clusters Score: Raw -216231.834914 + Penalty 2633.340588 = -213598.494326 nChanged 7 SP:Iteration 31Q (1553.879356 sec): 3 clusters Score: Raw -216233.324028 + Penalty 2633.340588 = -213599.983440 nChanged 5 SP:Iteration 32Q (1553.895238 sec): 3 clusters Score: Raw -216234.606371 + Penalty 2633.340588 = -213601.265783 nChanged 0 SP:Iteration 33F (1553.910986 sec): 3 clusters Score: Raw -216234.606371 + Penalty 2633.340588 = -213601.265783 nChanged 0 Trying to split cluster 15 (5398 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1553.930910 sec): 2 clusters Score: Raw -352948.826074 + Penalty 1396.489866 = -351552.336207 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1553.953488 sec): 3 clusters Score: Raw -350195.434112 + Penalty 2792.979733 = -347402.454379 nChanged 2260 SP:Iteration 1F (1553.974788 sec): 3 clusters Score: Raw -351773.598534 + Penalty 2792.979733 = -348980.618801 nChanged 508 SP:Iteration 2F (1554.021041 sec): 3 clusters Score: Raw -352359.580467 + Penalty 2792.979733 = -349566.600734 nChanged 484 SP:Iteration 3F (1554.073647 sec): 3 clusters Score: Raw -353012.989780 + Penalty 2792.979733 = -350220.010047 nChanged 481 SP:Iteration 4F (1554.129332 sec): 3 clusters Score: Raw -353790.371540 + Penalty 2792.979733 = -350997.391807 nChanged 459 SP:Iteration 5F (1554.149465 sec): 3 clusters Score: Raw -354754.376964 + Penalty 2792.979733 = -351961.397231 nChanged 356 SP:Iteration 6F (1554.171062 sec): 3 clusters Score: Raw -355574.141630 + Penalty 2792.979733 = -352781.161897 nChanged 229 SP:Iteration 7Q (1554.190991 sec): 3 clusters Score: Raw -355999.115719 + Penalty 2792.979733 = -353206.135986 nChanged 106 SP:Iteration 8Q (1554.210713 sec): 3 clusters Score: Raw -356153.670886 + Penalty 2792.979733 = -353360.691153 nChanged 57 SP:Iteration 9Q (1554.229915 sec): 3 clusters Score: Raw -356206.443373 + Penalty 2792.979733 = -353413.463640 nChanged 35 SP:Iteration 10Q (1554.249174 sec): 3 clusters Score: Raw -356235.198500 + Penalty 2792.979733 = -353442.218767 nChanged 29 SP:Iteration 11Q (1554.268615 sec): 3 clusters Score: Raw -356252.857667 + Penalty 2792.979733 = -353459.877934 nChanged 19 SP:Iteration 12Q (1554.288056 sec): 3 clusters Score: Raw -356261.109406 + Penalty 2792.979733 = -353468.129673 nChanged 13 SP:Iteration 13Q (1554.307177 sec): 3 clusters Score: Raw -356268.354542 + Penalty 2792.979733 = -353475.374809 nChanged 18 SP:Iteration 14Q (1554.326561 sec): 3 clusters Score: Raw -356277.511296 + Penalty 2792.979733 = -353484.531563 nChanged 8 SP:Iteration 15Q (1554.345844 sec): 3 clusters Score: Raw -356279.179430 + Penalty 2792.979733 = -353486.199697 nChanged 3 SP:Iteration 16Q (1554.365246 sec): 3 clusters Score: Raw -356280.255579 + Penalty 2792.979733 = -353487.275846 nChanged 1 SP:Iteration 17Q (1554.384404 sec): 3 clusters Score: Raw -356280.391021 + Penalty 2792.979733 = -353487.411289 nChanged 0 SP:Iteration 18F (1554.405921 sec): 3 clusters Score: Raw -356280.391021 + Penalty 2792.979733 = -353487.411289 nChanged 0 Score: Raw -22887897.249141 + Penalty 47781.037769 = -22840116.211372 Splitting cluster 15 changes total score from -22790686.145646 to -22840116.211372 So it's getting split into cluster 23. Trying to split cluster 16 (5970 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1559.426895 sec): 2 clusters Score: Raw -354135.082919 + Penalty 1412.856609 = -352722.226310 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1559.449636 sec): 3 clusters Score: Raw -350976.820320 + Penalty 2825.713217 = -348151.107103 nChanged 2406 SP:Iteration 1F (1559.472213 sec): 3 clusters Score: Raw -352622.479179 + Penalty 2825.713217 = -349796.765962 nChanged 513 SP:Iteration 2F (1559.494404 sec): 3 clusters Score: Raw -352954.717138 + Penalty 2825.713217 = -350129.003921 nChanged 398 SP:Iteration 3F (1559.516680 sec): 3 clusters Score: Raw -353205.437635 + Penalty 2825.713217 = -350379.724418 nChanged 314 SP:Iteration 4F (1559.538959 sec): 3 clusters Score: Raw -353407.728547 + Penalty 2825.713217 = -350582.015330 nChanged 293 SP:Iteration 5Q (1559.560970 sec): 3 clusters Score: Raw -353590.490392 + Penalty 2825.713217 = -350764.777175 nChanged 246 SP:Iteration 6Q (1559.583225 sec): 3 clusters Score: Raw -353752.663110 + Penalty 2825.713217 = -350926.949893 nChanged 240 SP:Iteration 7Q (1559.605316 sec): 3 clusters Score: Raw -353936.798955 + Penalty 2825.713217 = -351111.085738 nChanged 221 SP:Iteration 8Q (1559.627383 sec): 3 clusters Score: Raw -354107.807292 + Penalty 2825.713217 = -351282.094075 nChanged 217 SP:Iteration 9Q (1559.649516 sec): 3 clusters Score: Raw -354289.769111 + Penalty 2825.713217 = -351464.055894 nChanged 204 SP:Iteration 10Q (1559.671587 sec): 3 clusters Score: Raw -354445.421199 + Penalty 2825.713217 = -351619.707982 nChanged 169 SP:Iteration 11Q (1559.693685 sec): 3 clusters Score: Raw -354547.488794 + Penalty 2825.713217 = -351721.775577 nChanged 136 SP:Iteration 12Q (1559.715708 sec): 3 clusters Score: Raw -354626.809055 + Penalty 2825.713217 = -351801.095838 nChanged 112 SP:Iteration 13Q (1559.737515 sec): 3 clusters Score: Raw -354700.218251 + Penalty 2825.713217 = -351874.505034 nChanged 95 SP:Iteration 14Q (1559.759134 sec): 3 clusters Score: Raw -354762.982212 + Penalty 2825.713217 = -351937.268995 nChanged 85 SP:Iteration 15Q (1559.780737 sec): 3 clusters Score: Raw -354811.223086 + Penalty 2825.713217 = -351985.509869 nChanged 81 SP:Iteration 16Q (1559.802294 sec): 3 clusters Score: Raw -354855.922600 + Penalty 2825.713217 = -352030.209383 nChanged 59 SP:Iteration 17Q (1559.823739 sec): 3 clusters Score: Raw -354904.244772 + Penalty 2825.713217 = -352078.531554 nChanged 67 SP:Iteration 18Q (1559.844915 sec): 3 clusters Score: Raw -354958.339802 + Penalty 2825.713217 = -352132.626585 nChanged 73 SP:Iteration 19Q (1559.865977 sec): 3 clusters Score: Raw -355046.016112 + Penalty 2825.713217 = -352220.302895 nChanged 71 SP:Iteration 20F (1559.888440 sec): 3 clusters Score: Raw -355172.503828 + Penalty 2825.713217 = -352346.790611 nChanged 84 SP:Iteration 21Q (1559.909529 sec): 3 clusters Score: Raw -355261.942446 + Penalty 2825.713217 = -352436.229229 nChanged 71 SP:Iteration 22Q (1559.930540 sec): 3 clusters Score: Raw -355304.313125 + Penalty 2825.713217 = -352478.599908 nChanged 50 SP:Iteration 23Q (1559.951280 sec): 3 clusters Score: Raw -355335.838282 + Penalty 2825.713217 = -352510.125065 nChanged 34 SP:Iteration 24Q (1559.972128 sec): 3 clusters Score: Raw -355363.693828 + Penalty 2825.713217 = -352537.980611 nChanged 31 SP:Iteration 25Q (1559.993135 sec): 3 clusters Score: Raw -355386.945775 + Penalty 2825.713217 = -352561.232558 nChanged 28 SP:Iteration 26Q (1560.013752 sec): 3 clusters Score: Raw -355403.272105 + Penalty 2825.713217 = -352577.558888 nChanged 20 SP:Iteration 27Q (1560.034416 sec): 3 clusters Score: Raw -355412.812845 + Penalty 2825.713217 = -352587.099628 nChanged 24 SP:Iteration 28Q (1560.055130 sec): 3 clusters Score: Raw -355423.086099 + Penalty 2825.713217 = -352597.372882 nChanged 25 SP:Iteration 29Q (1560.075680 sec): 3 clusters Score: Raw -355436.459486 + Penalty 2825.713217 = -352610.746269 nChanged 10 SP:Iteration 30Q (1560.096188 sec): 3 clusters Score: Raw -355440.039748 + Penalty 2825.713217 = -352614.326531 nChanged 8 SP:Iteration 31Q (1560.116865 sec): 3 clusters Score: Raw -355442.358285 + Penalty 2825.713217 = -352616.645068 nChanged 7 SP:Iteration 32Q (1560.137483 sec): 3 clusters Score: Raw -355445.600777 + Penalty 2825.713217 = -352619.887560 nChanged 4 SP:Iteration 33Q (1560.158267 sec): 3 clusters Score: Raw -355447.925463 + Penalty 2825.713217 = -352622.212246 nChanged 4 SP:Iteration 34Q (1560.179003 sec): 3 clusters Score: Raw -355450.454581 + Penalty 2825.713217 = -352624.741364 nChanged 8 SP:Iteration 35Q (1560.199769 sec): 3 clusters Score: Raw -355456.882072 + Penalty 2825.713217 = -352631.168855 nChanged 9 SP:Iteration 36Q (1560.220289 sec): 3 clusters Score: Raw -355461.516103 + Penalty 2825.713217 = -352635.802886 nChanged 10 SP:Iteration 37Q (1560.241046 sec): 3 clusters Score: Raw -355466.551462 + Penalty 2825.713217 = -352640.838245 nChanged 8 SP:Iteration 38Q (1560.261820 sec): 3 clusters Score: Raw -355471.176012 + Penalty 2825.713217 = -352645.462795 nChanged 8 SP:Iteration 39Q (1560.282388 sec): 3 clusters Score: Raw -355475.627073 + Penalty 2825.713217 = -352649.913856 nChanged 11 SP:Iteration 40F (1560.304823 sec): 3 clusters Score: Raw -355538.431828 + Penalty 2825.713217 = -352712.718611 nChanged 21 SP:Iteration 41Q (1560.325215 sec): 3 clusters Score: Raw -355627.835227 + Penalty 2825.713217 = -352802.122010 nChanged 36 SP:Iteration 42Q (1560.345847 sec): 3 clusters Score: Raw -355660.176066 + Penalty 2825.713217 = -352834.462849 nChanged 21 SP:Iteration 43Q (1560.366516 sec): 3 clusters Score: Raw -355670.121908 + Penalty 2825.713217 = -352844.408691 nChanged 10 SP:Iteration 44Q (1560.387282 sec): 3 clusters Score: Raw -355675.621674 + Penalty 2825.713217 = -352849.908457 nChanged 10 SP:Iteration 45Q (1560.407682 sec): 3 clusters Score: Raw -355680.202034 + Penalty 2825.713217 = -352854.488817 nChanged 7 SP:Iteration 46Q (1560.427948 sec): 3 clusters Score: Raw -355684.529814 + Penalty 2825.713217 = -352858.816597 nChanged 7 SP:Iteration 47Q (1560.448485 sec): 3 clusters Score: Raw -355689.958021 + Penalty 2825.713217 = -352864.244804 nChanged 9 SP:Iteration 48Q (1560.469139 sec): 3 clusters Score: Raw -355695.017091 + Penalty 2825.713217 = -352869.303874 nChanged 6 SP:Iteration 49Q (1560.489527 sec): 3 clusters Score: Raw -355699.409875 + Penalty 2825.713217 = -352873.696658 nChanged 8 SP:Iteration 50Q (1560.510132 sec): 3 clusters Score: Raw -355702.612649 + Penalty 2825.713217 = -352876.899432 nChanged 5 SP:Iteration 51Q (1560.530655 sec): 3 clusters Score: Raw -355703.886871 + Penalty 2825.713217 = -352878.173654 nChanged 4 SP:Iteration 52Q (1560.551261 sec): 3 clusters Score: Raw -355705.799935 + Penalty 2825.713217 = -352880.086718 nChanged 6 SP:Iteration 53Q (1560.571713 sec): 3 clusters Score: Raw -355709.617290 + Penalty 2825.713217 = -352883.904073 nChanged 4 SP:Iteration 54Q (1560.592192 sec): 3 clusters Score: Raw -355711.399083 + Penalty 2825.713217 = -352885.685866 nChanged 0 SP:Iteration 55F (1560.614253 sec): 3 clusters Score: Raw -355711.399083 + Penalty 2825.713217 = -352885.685866 nChanged 0 Score: Raw -22889473.565305 + Penalty 49858.474193 = -22839615.091112 Splitting cluster 16 changes total score from -22790686.145646 to -22839615.091112 So it's getting split into cluster 24. Trying to split cluster 17 (3512 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1565.842837 sec): 2 clusters Score: Raw -189031.809748 + Penalty 1326.640405 = -187705.169343 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1565.861110 sec): 3 clusters Score: Raw -187475.776690 + Penalty 2653.280810 = -184822.495879 nChanged 1391 SP:Iteration 1F (1565.878363 sec): 3 clusters Score: Raw -189138.036564 + Penalty 2653.280810 = -186484.755754 nChanged 512 SP:Iteration 2F (1565.895647 sec): 3 clusters Score: Raw -190132.673682 + Penalty 2653.280810 = -187479.392872 nChanged 385 SP:Iteration 3F (1565.912842 sec): 3 clusters Score: Raw -190763.309037 + Penalty 2653.280810 = -188110.028227 nChanged 240 SP:Iteration 4F (1565.930034 sec): 3 clusters Score: Raw -191121.379429 + Penalty 2653.280810 = -188468.098619 nChanged 153 SP:Iteration 5Q (1565.946897 sec): 3 clusters Score: Raw -191326.604613 + Penalty 2653.280810 = -188673.323803 nChanged 88 SP:Iteration 6Q (1565.963739 sec): 3 clusters Score: Raw -191420.998802 + Penalty 2653.280810 = -188767.717992 nChanged 64 SP:Iteration 7Q (1565.980530 sec): 3 clusters Score: Raw -191476.938564 + Penalty 2653.280810 = -188823.657753 nChanged 52 SP:Iteration 8Q (1565.997157 sec): 3 clusters Score: Raw -191532.057587 + Penalty 2653.280810 = -188878.776777 nChanged 68 SP:Iteration 9Q (1566.013892 sec): 3 clusters Score: Raw -191636.715763 + Penalty 2653.280810 = -188983.434952 nChanged 78 SP:Iteration 10Q (1566.030606 sec): 3 clusters Score: Raw -191826.136472 + Penalty 2653.280810 = -189172.855662 nChanged 76 SP:Iteration 11Q (1566.047254 sec): 3 clusters Score: Raw -191967.121505 + Penalty 2653.280810 = -189313.840695 nChanged 60 SP:Iteration 12Q (1566.063727 sec): 3 clusters Score: Raw -192011.338790 + Penalty 2653.280810 = -189358.057980 nChanged 44 SP:Iteration 13Q (1566.080257 sec): 3 clusters Score: Raw -192034.707168 + Penalty 2653.280810 = -189381.426358 nChanged 35 SP:Iteration 14Q (1566.096801 sec): 3 clusters Score: Raw -192052.199586 + Penalty 2653.280810 = -189398.918775 nChanged 33 SP:Iteration 15Q (1566.113145 sec): 3 clusters Score: Raw -192066.195227 + Penalty 2653.280810 = -189412.914417 nChanged 20 SP:Iteration 16Q (1566.129484 sec): 3 clusters Score: Raw -192075.441803 + Penalty 2653.280810 = -189422.160992 nChanged 29 SP:Iteration 17Q (1566.146002 sec): 3 clusters Score: Raw -192087.080041 + Penalty 2653.280810 = -189433.799231 nChanged 20 SP:Iteration 18Q (1566.162406 sec): 3 clusters Score: Raw -192095.046542 + Penalty 2653.280810 = -189441.765731 nChanged 20 SP:Iteration 19Q (1566.178890 sec): 3 clusters Score: Raw -192104.451278 + Penalty 2653.280810 = -189451.170468 nChanged 30 SP:Iteration 20F (1566.196046 sec): 3 clusters Score: Raw -192118.718655 + Penalty 2653.280810 = -189465.437844 nChanged 22 SP:Iteration 21Q (1566.212355 sec): 3 clusters Score: Raw -192128.827199 + Penalty 2653.280810 = -189475.546389 nChanged 27 SP:Iteration 22Q (1566.228873 sec): 3 clusters Score: Raw -192141.520917 + Penalty 2653.280810 = -189488.240107 nChanged 20 SP:Iteration 23Q (1566.245361 sec): 3 clusters Score: Raw -192149.337776 + Penalty 2653.280810 = -189496.056966 nChanged 18 SP:Iteration 24Q (1566.261702 sec): 3 clusters Score: Raw -192156.068727 + Penalty 2653.280810 = -189502.787916 nChanged 16 SP:Iteration 25Q (1566.278018 sec): 3 clusters Score: Raw -192160.302555 + Penalty 2653.280810 = -189507.021745 nChanged 13 SP:Iteration 26Q (1566.294485 sec): 3 clusters Score: Raw -192165.304873 + Penalty 2653.280810 = -189512.024062 nChanged 13 SP:Iteration 27Q (1566.310787 sec): 3 clusters Score: Raw -192170.208146 + Penalty 2653.280810 = -189516.927335 nChanged 9 SP:Iteration 28Q (1566.327255 sec): 3 clusters Score: Raw -192173.154434 + Penalty 2653.280810 = -189519.873624 nChanged 9 SP:Iteration 29Q (1566.343731 sec): 3 clusters Score: Raw -192175.710188 + Penalty 2653.280810 = -189522.429378 nChanged 5 SP:Iteration 30Q (1566.360013 sec): 3 clusters Score: Raw -192176.987035 + Penalty 2653.280810 = -189523.706224 nChanged 5 SP:Iteration 31Q (1566.376348 sec): 3 clusters Score: Raw -192179.131840 + Penalty 2653.280810 = -189525.851029 nChanged 10 SP:Iteration 32Q (1566.392668 sec): 3 clusters Score: Raw -192183.396959 + Penalty 2653.280810 = -189530.116149 nChanged 10 SP:Iteration 33Q (1566.408975 sec): 3 clusters Score: Raw -192187.568154 + Penalty 2653.280810 = -189534.287344 nChanged 12 SP:Iteration 34Q (1566.425413 sec): 3 clusters Score: Raw -192191.334397 + Penalty 2653.280810 = -189538.053587 nChanged 6 SP:Iteration 35Q (1566.441701 sec): 3 clusters Score: Raw -192193.231390 + Penalty 2653.280810 = -189539.950580 nChanged 5 SP:Iteration 36Q (1566.457955 sec): 3 clusters Score: Raw -192194.508714 + Penalty 2653.280810 = -189541.227904 nChanged 6 SP:Iteration 37Q (1566.474413 sec): 3 clusters Score: Raw -192196.677033 + Penalty 2653.280810 = -189543.396223 nChanged 5 SP:Iteration 38Q (1566.490709 sec): 3 clusters Score: Raw -192198.080031 + Penalty 2653.280810 = -189544.799221 nChanged 4 SP:Iteration 39Q (1566.506997 sec): 3 clusters Score: Raw -192199.478068 + Penalty 2653.280810 = -189546.197257 nChanged 3 SP:Iteration 40F (1566.524193 sec): 3 clusters Score: Raw -192200.233503 + Penalty 2653.280810 = -189546.952693 nChanged 2 SP:Iteration 41Q (1566.540498 sec): 3 clusters Score: Raw -192200.706161 + Penalty 2653.280810 = -189547.425351 nChanged 2 SP:Iteration 42Q (1566.556942 sec): 3 clusters Score: Raw -192201.302739 + Penalty 2653.280810 = -189548.021928 nChanged 2 SP:Iteration 43Q (1566.573219 sec): 3 clusters Score: Raw -192201.869112 + Penalty 2653.280810 = -189548.588302 nChanged 5 SP:Iteration 44Q (1566.589675 sec): 3 clusters Score: Raw -192205.976637 + Penalty 2653.280810 = -189552.695826 nChanged 3 SP:Iteration 45Q (1566.606140 sec): 3 clusters Score: Raw -192207.344213 + Penalty 2653.280810 = -189554.063403 nChanged 6 SP:Iteration 46Q (1566.622444 sec): 3 clusters Score: Raw -192208.931452 + Penalty 2653.280810 = -189555.650641 nChanged 3 SP:Iteration 47Q (1566.638897 sec): 3 clusters Score: Raw -192210.078069 + Penalty 2653.280810 = -189556.797259 nChanged 8 SP:Iteration 48Q (1566.655330 sec): 3 clusters Score: Raw -192213.321631 + Penalty 2653.280810 = -189560.040821 nChanged 6 SP:Iteration 49Q (1566.671757 sec): 3 clusters Score: Raw -192214.757871 + Penalty 2653.280810 = -189561.477060 nChanged 6 SP:Iteration 50Q (1566.688050 sec): 3 clusters Score: Raw -192216.286904 + Penalty 2653.280810 = -189563.006094 nChanged 3 SP:Iteration 51Q (1566.704283 sec): 3 clusters Score: Raw -192217.538406 + Penalty 2653.280810 = -189564.257596 nChanged 4 SP:Iteration 52Q (1566.720553 sec): 3 clusters Score: Raw -192219.402715 + Penalty 2653.280810 = -189566.121904 nChanged 4 SP:Iteration 53Q (1566.736847 sec): 3 clusters Score: Raw -192220.475880 + Penalty 2653.280810 = -189567.195070 nChanged 1 SP:Iteration 54Q (1566.753263 sec): 3 clusters Score: Raw -192220.696079 + Penalty 2653.280810 = -189567.415269 nChanged 0 SP:Iteration 55F (1566.770344 sec): 3 clusters Score: Raw -192220.696079 + Penalty 2653.280810 = -189567.415269 nChanged 0 Score: Raw -22892662.451636 + Penalty 51935.910618 = -22840726.541018 Splitting cluster 17 changes total score from -22790686.145646 to -22840726.541018 So it's getting split into cluster 25. Trying to split cluster 18 (3027 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1572.737094 sec): 2 clusters Score: Raw -185403.324707 + Penalty 1302.490688 = -184100.834020 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1572.752447 sec): 3 clusters Score: Raw -184057.746215 + Penalty 2604.981375 = -181452.764839 nChanged 1165 SP:Iteration 1F (1572.767302 sec): 3 clusters Score: Raw -184985.992152 + Penalty 2604.981375 = -182381.010776 nChanged 377 SP:Iteration 2F (1572.782094 sec): 3 clusters Score: Raw -185792.926944 + Penalty 2604.981375 = -183187.945568 nChanged 419 SP:Iteration 3F (1572.796754 sec): 3 clusters Score: Raw -186990.236535 + Penalty 2604.981375 = -184385.255159 nChanged 292 SP:Iteration 4F (1572.811489 sec): 3 clusters Score: Raw -187926.678258 + Penalty 2604.981375 = -185321.696882 nChanged 197 SP:Iteration 5F (1572.826392 sec): 3 clusters Score: Raw -188689.931465 + Penalty 2604.981375 = -186084.950090 nChanged 98 SP:Iteration 6Q (1572.840414 sec): 3 clusters Score: Raw -188997.768897 + Penalty 2604.981375 = -186392.787521 nChanged 78 SP:Iteration 7Q (1572.854150 sec): 3 clusters Score: Raw -189473.277061 + Penalty 2604.981375 = -186868.295686 nChanged 72 SP:Iteration 8Q (1572.867849 sec): 3 clusters Score: Raw -190615.904241 + Penalty 2604.981375 = -188010.922865 nChanged 32 SP:Iteration 9Q (1572.881551 sec): 3 clusters Score: Raw -190641.635801 + Penalty 2604.981375 = -188036.654425 nChanged 10 SP:Iteration 10Q (1572.895098 sec): 3 clusters Score: Raw -190646.579367 + Penalty 2604.981375 = -188041.597991 nChanged 2 SP:Iteration 11Q (1572.908701 sec): 3 clusters Score: Raw -190647.665060 + Penalty 2604.981375 = -188042.683685 nChanged 2 SP:Iteration 12Q (1572.922405 sec): 3 clusters Score: Raw -190649.187119 + Penalty 2604.981375 = -188044.205743 nChanged 0 SP:Iteration 13F (1572.937243 sec): 3 clusters Score: Raw -190649.187119 + Penalty 2604.981375 = -188044.205743 nChanged 0 Score: Raw -22897908.314048 + Penalty 54013.347043 = -22843894.967005 Splitting cluster 18 changes total score from -22790686.145646 to -22843894.967005 So it's getting split into cluster 26. Trying to split cluster 19 (44749 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1578.353631 sec): 2 clusters Score: Raw -2998961.699040 + Penalty 1740.183961 = -2997221.515078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1578.436863 sec): 3 clusters Score: Raw -2970789.261079 + Penalty 3480.367923 = -2967308.893157 nChanged 20985 SP:Iteration 1F (1578.517524 sec): 3 clusters Score: Raw -2983713.884267 + Penalty 3480.367923 = -2980233.516344 nChanged 3142 SP:Iteration 2F (1578.594288 sec): 3 clusters Score: Raw -2985906.758537 + Penalty 3480.367923 = -2982426.390615 nChanged 3982 SP:Iteration 3F (1578.670556 sec): 3 clusters Score: Raw -2989678.699317 + Penalty 3480.367923 = -2986198.331395 nChanged 4393 SP:Iteration 4F (1578.747268 sec): 3 clusters Score: Raw -2994289.833954 + Penalty 3480.367923 = -2990809.466031 nChanged 3587 SP:Iteration 5F (1578.824149 sec): 3 clusters Score: Raw -2997691.376163 + Penalty 3480.367923 = -2994211.008241 nChanged 2189 SP:Iteration 6Q (1578.905988 sec): 3 clusters Score: Raw -2999558.429113 + Penalty 3480.367923 = -2996078.061190 nChanged 1292 SP:Iteration 7Q (1578.985817 sec): 3 clusters Score: Raw -3000492.843271 + Penalty 3480.367923 = -2997012.475348 nChanged 803 SP:Iteration 8Q (1579.062956 sec): 3 clusters Score: Raw -3000926.052043 + Penalty 3480.367923 = -2997445.684120 nChanged 548 SP:Iteration 9Q (1579.137549 sec): 3 clusters Score: Raw -3001179.861411 + Penalty 3480.367923 = -2997699.493488 nChanged 414 SP:Iteration 10Q (1579.210526 sec): 3 clusters Score: Raw -3001347.710456 + Penalty 3480.367923 = -2997867.342533 nChanged 364 SP:Iteration 11Q (1579.282578 sec): 3 clusters Score: Raw -3001480.318533 + Penalty 3480.367923 = -2997999.950610 nChanged 297 SP:Iteration 12Q (1579.353749 sec): 3 clusters Score: Raw -3001574.622256 + Penalty 3480.367923 = -2998094.254333 nChanged 235 SP:Iteration 13Q (1579.424592 sec): 3 clusters Score: Raw -3001647.167189 + Penalty 3480.367923 = -2998166.799267 nChanged 234 SP:Iteration 14Q (1579.495314 sec): 3 clusters Score: Raw -3001720.254598 + Penalty 3480.367923 = -2998239.886676 nChanged 225 SP:Iteration 15Q (1579.565751 sec): 3 clusters Score: Raw -3001809.793491 + Penalty 3480.367923 = -2998329.425569 nChanged 218 SP:Iteration 16Q (1579.635934 sec): 3 clusters Score: Raw -3001928.828263 + Penalty 3480.367923 = -2998448.460341 nChanged 258 SP:Iteration 17Q (1579.705680 sec): 3 clusters Score: Raw -3002122.606426 + Penalty 3480.367923 = -2998642.238504 nChanged 269 SP:Iteration 18Q (1579.775144 sec): 3 clusters Score: Raw -3002312.300283 + Penalty 3480.367923 = -2998831.932360 nChanged 276 SP:Iteration 19Q (1579.844397 sec): 3 clusters Score: Raw -3002439.499692 + Penalty 3480.367923 = -2998959.131770 nChanged 232 SP:Iteration 20F (1579.919981 sec): 3 clusters Score: Raw -3002527.574295 + Penalty 3480.367923 = -2999047.206373 nChanged 201 SP:Iteration 21Q (1579.990140 sec): 3 clusters Score: Raw -3002598.891923 + Penalty 3480.367923 = -2999118.524001 nChanged 183 SP:Iteration 22Q (1580.058980 sec): 3 clusters Score: Raw -3002658.892568 + Penalty 3480.367923 = -2999178.524645 nChanged 170 SP:Iteration 23Q (1580.127449 sec): 3 clusters Score: Raw -3002702.428590 + Penalty 3480.367923 = -2999222.060668 nChanged 140 SP:Iteration 24Q (1580.207251 sec): 3 clusters Score: Raw -3002737.066488 + Penalty 3480.367923 = -2999256.698565 nChanged 123 SP:Iteration 25Q (1580.276148 sec): 3 clusters Score: Raw -3002760.631392 + Penalty 3480.367923 = -2999280.263470 nChanged 85 SP:Iteration 26Q (1580.344884 sec): 3 clusters Score: Raw -3002770.358523 + Penalty 3480.367923 = -2999289.990600 nChanged 56 SP:Iteration 27Q (1580.412858 sec): 3 clusters Score: Raw -3002776.898941 + Penalty 3480.367923 = -2999296.531019 nChanged 53 SP:Iteration 28Q (1580.481055 sec): 3 clusters Score: Raw -3002781.678881 + Penalty 3480.367923 = -2999301.310959 nChanged 41 SP:Iteration 29Q (1580.549439 sec): 3 clusters Score: Raw -3002784.819005 + Penalty 3480.367923 = -2999304.451082 nChanged 29 SP:Iteration 30Q (1580.617856 sec): 3 clusters Score: Raw -3002786.840583 + Penalty 3480.367923 = -2999306.472660 nChanged 23 SP:Iteration 31Q (1580.686029 sec): 3 clusters Score: Raw -3002788.081518 + Penalty 3480.367923 = -2999307.713595 nChanged 19 SP:Iteration 32Q (1580.754346 sec): 3 clusters Score: Raw -3002789.414281 + Penalty 3480.367923 = -2999309.046358 nChanged 15 SP:Iteration 33Q (1580.822649 sec): 3 clusters Score: Raw -3002790.140426 + Penalty 3480.367923 = -2999309.772503 nChanged 12 SP:Iteration 34Q (1580.890893 sec): 3 clusters Score: Raw -3002790.780838 + Penalty 3480.367923 = -2999310.412915 nChanged 7 SP:Iteration 35Q (1580.959277 sec): 3 clusters Score: Raw -3002791.067012 + Penalty 3480.367923 = -2999310.699089 nChanged 7 SP:Iteration 36Q (1581.027410 sec): 3 clusters Score: Raw -3002791.431962 + Penalty 3480.367923 = -2999311.064039 nChanged 4 SP:Iteration 37Q (1581.095692 sec): 3 clusters Score: Raw -3002791.760112 + Penalty 3480.367923 = -2999311.392189 nChanged 3 SP:Iteration 38Q (1581.163927 sec): 3 clusters Score: Raw -3002791.926216 + Penalty 3480.367923 = -2999311.558294 nChanged 2 SP:Iteration 39Q (1581.232188 sec): 3 clusters Score: Raw -3002791.997241 + Penalty 3480.367923 = -2999311.629318 nChanged 1 SP:Iteration 40F (1581.307874 sec): 3 clusters Score: Raw -3002792.041504 + Penalty 3480.367923 = -2999311.673581 nChanged 0 Score: Raw -22901738.656512 + Penalty 56090.783467 = -22845647.873045 Splitting cluster 19 changes total score from -22790686.145646 to -22845647.873045 So it's getting split into cluster 27. Trying to split cluster 20 (409 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1586.990203 sec): 2 clusters Score: Raw -20448.582730 + Penalty 977.228713 = -19471.354017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1586.993045 sec): 3 clusters Score: Raw -20454.637966 + Penalty 1954.457426 = -18500.180540 nChanged 94 SP:Iteration 1F (1586.995625 sec): 3 clusters Score: Raw -20586.047956 + Penalty 1954.457426 = -18631.590530 nChanged 20 SP:Iteration 2Q (1586.998177 sec): 3 clusters Score: Raw -20664.519952 + Penalty 1954.457426 = -18710.062526 nChanged 16 SP:Iteration 3Q (1587.000706 sec): 3 clusters Score: Raw -20734.827263 + Penalty 1954.457426 = -18780.369837 nChanged 19 SP:Iteration 4Q (1587.003200 sec): 3 clusters Score: Raw -20817.700915 + Penalty 1954.457426 = -18863.243489 nChanged 21 SP:Iteration 5F (1587.005860 sec): 3 clusters Score: Raw -20889.321108 + Penalty 1954.457426 = -18934.863682 nChanged 21 SP:Iteration 6F (1587.008417 sec): 3 clusters Score: Raw -20997.322705 + Penalty 1954.457426 = -19042.865280 nChanged 14 SP:Iteration 7Q (1587.010868 sec): 3 clusters Score: Raw -21091.744304 + Penalty 1954.457426 = -19137.286878 nChanged 14 SP:Iteration 8Q (1587.013304 sec): 3 clusters Score: Raw -21179.780916 + Penalty 1954.457426 = -19225.323491 nChanged 11 SP:Iteration 9Q (1587.015743 sec): 3 clusters Score: Raw -21211.924790 + Penalty 1954.457426 = -19257.467364 nChanged 12 SP:Iteration 10Q (1587.018171 sec): 3 clusters Score: Raw -21245.587469 + Penalty 1954.457426 = -19291.130043 nChanged 4 SP:Iteration 11Q (1587.020596 sec): 3 clusters Score: Raw -21263.958758 + Penalty 1954.457426 = -19309.501332 nChanged 1 SP:Iteration 12Q (1587.023013 sec): 3 clusters Score: Raw -21267.412884 + Penalty 1954.457426 = -19312.955458 nChanged 2 SP:Iteration 13Q (1587.025442 sec): 3 clusters Score: Raw -21276.406474 + Penalty 1954.457426 = -19321.949048 nChanged 2 SP:Iteration 14Q (1587.027845 sec): 3 clusters Score: Raw -21283.537238 + Penalty 1954.457426 = -19329.079812 nChanged 2 SP:Iteration 15Q (1587.030258 sec): 3 clusters Score: Raw -21301.732388 + Penalty 1954.457426 = -19347.274963 nChanged 3 SP:Iteration 16Q (1587.032687 sec): 3 clusters Score: Raw -21310.424921 + Penalty 1954.457426 = -19355.967495 nChanged 1 SP:Iteration 17Q (1587.035088 sec): 3 clusters Score: Raw -21312.390841 + Penalty 1954.457426 = -19357.933415 nChanged 0 SP:Iteration 18F (1587.037655 sec): 3 clusters Score: Raw -21312.390841 + Penalty 1954.457426 = -19357.933415 nChanged 0 Deleting Class 16 (321 points): Lose 2017.133324 but Gain 2077.436425 Iteration 20F (1592.887076 sec): 27 clusters Score: Raw -22910798.052919 + Penalty 54013.347043 = -22856784.705877 nChanged 14247 Iteration 21Q (1595.399351 sec): 27 clusters Score: Raw -22917844.244125 + Penalty 54013.347043 = -22863830.897082 nChanged 6587 Iteration 22Q (1597.839095 sec): 27 clusters Score: Raw -22920560.071982 + Penalty 54013.347043 = -22866546.724939 nChanged 4385 Iteration 23Q (1600.277271 sec): 27 clusters Score: Raw -22921971.441696 + Penalty 54013.347043 = -22867958.094653 nChanged 3197 Iteration 24Q (1602.677563 sec): 27 clusters Score: Raw -22922869.625257 + Penalty 54013.347043 = -22868856.278214 nChanged 2571 Iteration 25Q (1605.122778 sec): 27 clusters Score: Raw -22923462.650285 + Penalty 54013.347043 = -22869449.303242 nChanged 2059 Iteration 26Q (1607.510325 sec): 27 clusters Score: Raw -22923874.537109 + Penalty 54013.347043 = -22869861.190066 nChanged 1697 Iteration 27Q (1609.928718 sec): 27 clusters Score: Raw -22924194.137990 + Penalty 54013.347043 = -22870180.790948 nChanged 1466 Iteration 28Q (1612.305954 sec): 27 clusters Score: Raw -22924452.304017 + Penalty 54013.347043 = -22870438.956974 nChanged 1242 Iteration 29Q (1614.679085 sec): 27 clusters Score: Raw -22924651.327919 + Penalty 54013.347043 = -22870637.980876 nChanged 1057 Iteration 30Q (1617.049381 sec): 27 clusters Score: Raw -22924804.585330 + Penalty 54013.347043 = -22870791.238287 nChanged 913 Iteration 31Q (1619.451451 sec): 27 clusters Score: Raw -22924939.196614 + Penalty 54013.347043 = -22870925.849571 nChanged 826 Iteration 32Q (1621.874757 sec): 27 clusters Score: Raw -22925048.619990 + Penalty 54013.347043 = -22871035.272947 nChanged 818 Iteration 33Q (1624.242214 sec): 27 clusters Score: Raw -22925144.994880 + Penalty 54013.347043 = -22871131.647837 nChanged 718 Iteration 34Q (1626.608245 sec): 27 clusters Score: Raw -22925222.178076 + Penalty 54013.347043 = -22871208.831033 nChanged 659 Iteration 35Q (1628.974383 sec): 27 clusters Score: Raw -22925285.595181 + Penalty 54013.347043 = -22871272.248139 nChanged 620 Iteration 36Q (1631.387517 sec): 27 clusters Score: Raw -22925337.855911 + Penalty 54013.347043 = -22871324.508868 nChanged 557 Iteration 37Q (1633.748823 sec): 27 clusters Score: Raw -22925379.747977 + Penalty 54013.347043 = -22871366.400934 nChanged 471 Iteration 38Q (1636.132186 sec): 27 clusters Score: Raw -22925412.213090 + Penalty 54013.347043 = -22871398.866048 nChanged 395 Iteration 39Q (1638.539825 sec): 27 clusters Score: Raw -22925440.652242 + Penalty 54013.347043 = -22871427.305199 nChanged 364 Iteration 40F (1644.162181 sec): 27 clusters Score: Raw -22925629.741717 + Penalty 54013.347043 = -22871616.394674 nChanged 529 Iteration 41Q (1646.563742 sec): 27 clusters Score: Raw -22925781.714384 + Penalty 54013.347043 = -22871768.367342 nChanged 514 Iteration 42Q (1648.962790 sec): 27 clusters Score: Raw -22925883.420611 + Penalty 54013.347043 = -22871870.073568 nChanged 491 Iteration 43Q (1651.366187 sec): 27 clusters Score: Raw -22925958.680798 + Penalty 54013.347043 = -22871945.333755 nChanged 443 Iteration 44Q (1653.760154 sec): 27 clusters Score: Raw -22926009.806094 + Penalty 54013.347043 = -22871996.459052 nChanged 384 Iteration 45Q (1656.169014 sec): 27 clusters Score: Raw -22926045.421623 + Penalty 54013.347043 = -22872032.074581 nChanged 335 Iteration 46Q (1658.560841 sec): 27 clusters Score: Raw -22926075.823093 + Penalty 54013.347043 = -22872062.476050 nChanged 320 Iteration 47Q (1660.954548 sec): 27 clusters Score: Raw -22926103.821487 + Penalty 54013.347043 = -22872090.474444 nChanged 315 Iteration 48Q (1663.348177 sec): 27 clusters Score: Raw -22926130.672517 + Penalty 54013.347043 = -22872117.325475 nChanged 295 Iteration 49Q (1665.741085 sec): 27 clusters Score: Raw -22926153.885593 + Penalty 54013.347043 = -22872140.538550 nChanged 252 Iteration 50Q (1668.180301 sec): 27 clusters Score: Raw -22926174.191329 + Penalty 54013.347043 = -22872160.844286 nChanged 255 Iteration 51Q (1670.570716 sec): 27 clusters Score: Raw -22926193.599494 + Penalty 54013.347043 = -22872180.252451 nChanged 247 Iteration 52Q (1673.027230 sec): 27 clusters Score: Raw -22926212.644796 + Penalty 54013.347043 = -22872199.297753 nChanged 256 Iteration 53Q (1675.440453 sec): 27 clusters Score: Raw -22926229.098935 + Penalty 54013.347043 = -22872215.751893 nChanged 236 Iteration 54Q (1677.830479 sec): 27 clusters Score: Raw -22926243.684607 + Penalty 54013.347043 = -22872230.337564 nChanged 222 Iteration 55Q (1680.220490 sec): 27 clusters Score: Raw -22926257.831538 + Penalty 54013.347043 = -22872244.484496 nChanged 226 Iteration 56Q (1682.607348 sec): 27 clusters Score: Raw -22926272.201626 + Penalty 54013.347043 = -22872258.854583 nChanged 190 Iteration 57Q (1685.015492 sec): 27 clusters Score: Raw -22926284.727789 + Penalty 54013.347043 = -22872271.380746 nChanged 158 Iteration 58Q (1687.420995 sec): 27 clusters Score: Raw -22926296.816180 + Penalty 54013.347043 = -22872283.469137 nChanged 150 Writing temp clu file Because OldScore, -22872271.380746, is greater than current (better) Score,-22872283.469137 Compute initial score before splitting: Score: Raw -22926296.816180 + Penalty 54013.347043 = -22872283.469137 Trying to split cluster 1 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1687.493766 sec): 2 clusters Score: Raw -200321.664091 + Penalty 1306.258203 = -199015.405888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1687.509681 sec): 3 clusters Score: Raw -198931.017642 + Penalty 2612.516407 = -196318.501236 nChanged 1188 SP:Iteration 1F (1687.524820 sec): 3 clusters Score: Raw -199685.235935 + Penalty 2612.516407 = -197072.719529 nChanged 265 SP:Iteration 2F (1687.539887 sec): 3 clusters Score: Raw -199899.579130 + Penalty 2612.516407 = -197287.062723 nChanged 197 SP:Iteration 3F (1687.585283 sec): 3 clusters Score: Raw -200089.119803 + Penalty 2612.516407 = -197476.603396 nChanged 220 SP:Iteration 4F (1687.634505 sec): 3 clusters Score: Raw -200337.377087 + Penalty 2612.516407 = -197724.860680 nChanged 216 SP:Iteration 5F (1687.649567 sec): 3 clusters Score: Raw -200569.399461 + Penalty 2612.516407 = -197956.883054 nChanged 192 SP:Iteration 6F (1687.664689 sec): 3 clusters Score: Raw -200771.266290 + Penalty 2612.516407 = -198158.749883 nChanged 134 SP:Iteration 7Q (1687.679614 sec): 3 clusters Score: Raw -200886.433611 + Penalty 2612.516407 = -198273.917205 nChanged 88 SP:Iteration 8Q (1687.697284 sec): 3 clusters Score: Raw -200948.416476 + Penalty 2612.516407 = -198335.900069 nChanged 65 SP:Iteration 9Q (1687.712364 sec): 3 clusters Score: Raw -200992.508427 + Penalty 2612.516407 = -198379.992020 nChanged 44 SP:Iteration 10Q (1687.727416 sec): 3 clusters Score: Raw -201016.888144 + Penalty 2612.516407 = -198404.371737 nChanged 33 SP:Iteration 11Q (1687.742428 sec): 3 clusters Score: Raw -201035.273286 + Penalty 2612.516407 = -198422.756879 nChanged 25 SP:Iteration 12Q (1687.757473 sec): 3 clusters Score: Raw -201052.431109 + Penalty 2612.516407 = -198439.914702 nChanged 22 SP:Iteration 13Q (1687.772732 sec): 3 clusters Score: Raw -201063.911288 + Penalty 2612.516407 = -198451.394882 nChanged 14 SP:Iteration 14Q (1687.787748 sec): 3 clusters Score: Raw -201070.352416 + Penalty 2612.516407 = -198457.836009 nChanged 9 SP:Iteration 15Q (1687.802557 sec): 3 clusters Score: Raw -201074.915414 + Penalty 2612.516407 = -198462.399007 nChanged 7 SP:Iteration 16Q (1687.817426 sec): 3 clusters Score: Raw -201078.134028 + Penalty 2612.516407 = -198465.617621 nChanged 5 SP:Iteration 17Q (1687.832271 sec): 3 clusters Score: Raw -201080.689749 + Penalty 2612.516407 = -198468.173342 nChanged 2 SP:Iteration 18Q (1687.847254 sec): 3 clusters Score: Raw -201081.275010 + Penalty 2612.516407 = -198468.758603 nChanged 1 SP:Iteration 19Q (1687.862008 sec): 3 clusters Score: Raw -201082.057524 + Penalty 2612.516407 = -198469.541117 nChanged 2 SP:Iteration 20F (1687.877297 sec): 3 clusters Score: Raw -201082.649776 + Penalty 2612.516407 = -198470.133369 nChanged 1 SP:Iteration 21Q (1687.892230 sec): 3 clusters Score: Raw -201082.954991 + Penalty 2612.516407 = -198470.438584 nChanged 0 SP:Iteration 22F (1687.907206 sec): 3 clusters Score: Raw -201082.954991 + Penalty 2612.516407 = -198470.438584 nChanged 0 Trying to split cluster 2 (943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1687.918670 sec): 2 clusters Score: Raw -58551.802436 + Penalty 1112.973271 = -57438.829166 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1687.924171 sec): 3 clusters Score: Raw -58235.695218 + Penalty 2225.946542 = -56009.748676 nChanged 296 SP:Iteration 1F (1687.929297 sec): 3 clusters Score: Raw -58524.814559 + Penalty 2225.946542 = -56298.868017 nChanged 67 SP:Iteration 2F (1687.934512 sec): 3 clusters Score: Raw -58607.481479 + Penalty 2225.946542 = -56381.534937 nChanged 48 SP:Iteration 3F (1687.939752 sec): 3 clusters Score: Raw -58671.143757 + Penalty 2225.946542 = -56445.197215 nChanged 38 SP:Iteration 4Q (1687.944903 sec): 3 clusters Score: Raw -58723.604874 + Penalty 2225.946542 = -56497.658332 nChanged 34 SP:Iteration 5Q (1687.951659 sec): 3 clusters Score: Raw -58778.627948 + Penalty 2225.946542 = -56552.681406 nChanged 39 SP:Iteration 6Q (1687.956764 sec): 3 clusters Score: Raw -58833.702960 + Penalty 2225.946542 = -56607.756418 nChanged 24 SP:Iteration 7Q (1687.961813 sec): 3 clusters Score: Raw -58879.490983 + Penalty 2225.946542 = -56653.544441 nChanged 28 SP:Iteration 8Q (1687.966968 sec): 3 clusters Score: Raw -58928.683239 + Penalty 2225.946542 = -56702.736697 nChanged 20 SP:Iteration 9Q (1687.972086 sec): 3 clusters Score: Raw -58959.199844 + Penalty 2225.946542 = -56733.253302 nChanged 20 SP:Iteration 10Q (1687.977140 sec): 3 clusters Score: Raw -58998.085450 + Penalty 2225.946542 = -56772.138908 nChanged 19 SP:Iteration 11Q (1687.982177 sec): 3 clusters Score: Raw -59046.612046 + Penalty 2225.946542 = -56820.665505 nChanged 30 SP:Iteration 12Q (1687.987185 sec): 3 clusters Score: Raw -59105.758253 + Penalty 2225.946542 = -56879.811712 nChanged 28 SP:Iteration 13Q (1687.992188 sec): 3 clusters Score: Raw -59183.819389 + Penalty 2225.946542 = -56957.872847 nChanged 32 SP:Iteration 14Q (1687.997160 sec): 3 clusters Score: Raw -59378.966893 + Penalty 2225.946542 = -57153.020351 nChanged 20 SP:Iteration 15Q (1688.002116 sec): 3 clusters Score: Raw -59542.043184 + Penalty 2225.946542 = -57316.096642 nChanged 17 SP:Iteration 16Q (1688.007006 sec): 3 clusters Score: Raw -59600.889504 + Penalty 2225.946542 = -57374.942962 nChanged 9 SP:Iteration 17Q (1688.011867 sec): 3 clusters Score: Raw -59623.961845 + Penalty 2225.946542 = -57398.015304 nChanged 6 SP:Iteration 18Q (1688.016712 sec): 3 clusters Score: Raw -59633.240002 + Penalty 2225.946542 = -57407.293460 nChanged 6 SP:Iteration 19Q (1688.021537 sec): 3 clusters Score: Raw -59639.709627 + Penalty 2225.946542 = -57413.763085 nChanged 2 SP:Iteration 20F (1688.026698 sec): 3 clusters Score: Raw -59642.107593 + Penalty 2225.946542 = -57416.161051 nChanged 1 SP:Iteration 21Q (1688.031557 sec): 3 clusters Score: Raw -59643.357904 + Penalty 2225.946542 = -57417.411362 nChanged 0 SP:Iteration 22F (1688.036747 sec): 3 clusters Score: Raw -59643.357904 + Penalty 2225.946542 = -57417.411362 nChanged 0 Trying to split cluster 3 (2495 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1688.052917 sec): 2 clusters Score: Raw -147691.590117 + Penalty 1271.082151 = -146420.507966 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1688.066154 sec): 3 clusters Score: Raw -146619.414722 + Penalty 2542.164303 = -144077.250419 nChanged 908 SP:Iteration 1F (1688.078586 sec): 3 clusters Score: Raw -147185.447364 + Penalty 2542.164303 = -144643.283061 nChanged 183 SP:Iteration 2F (1688.091033 sec): 3 clusters Score: Raw -147323.911136 + Penalty 2542.164303 = -144781.746833 nChanged 130 SP:Iteration 3F (1688.110388 sec): 3 clusters Score: Raw -147415.827768 + Penalty 2542.164303 = -144873.663465 nChanged 109 SP:Iteration 4Q (1688.122762 sec): 3 clusters Score: Raw -147514.520349 + Penalty 2542.164303 = -144972.356046 nChanged 114 SP:Iteration 5Q (1688.135230 sec): 3 clusters Score: Raw -147592.361833 + Penalty 2542.164303 = -145050.197530 nChanged 99 SP:Iteration 6Q (1688.147683 sec): 3 clusters Score: Raw -147659.359772 + Penalty 2542.164303 = -145117.195469 nChanged 90 SP:Iteration 7Q (1688.160046 sec): 3 clusters Score: Raw -147729.841234 + Penalty 2542.164303 = -145187.676932 nChanged 86 SP:Iteration 8Q (1688.172334 sec): 3 clusters Score: Raw -147799.156417 + Penalty 2542.164303 = -145256.992115 nChanged 91 SP:Iteration 9Q (1688.184702 sec): 3 clusters Score: Raw -147880.619798 + Penalty 2542.164303 = -145338.455495 nChanged 82 SP:Iteration 10Q (1688.197138 sec): 3 clusters Score: Raw -147957.500789 + Penalty 2542.164303 = -145415.336486 nChanged 68 SP:Iteration 11Q (1688.209399 sec): 3 clusters Score: Raw -148007.056342 + Penalty 2542.164303 = -145464.892040 nChanged 56 SP:Iteration 12Q (1688.221760 sec): 3 clusters Score: Raw -148044.048895 + Penalty 2542.164303 = -145501.884592 nChanged 43 SP:Iteration 13Q (1688.233992 sec): 3 clusters Score: Raw -148072.550264 + Penalty 2542.164303 = -145530.385961 nChanged 33 SP:Iteration 14Q (1688.246279 sec): 3 clusters Score: Raw -148098.155774 + Penalty 2542.164303 = -145555.991472 nChanged 34 SP:Iteration 15Q (1688.258580 sec): 3 clusters Score: Raw -148121.007369 + Penalty 2542.164303 = -145578.843066 nChanged 26 SP:Iteration 16Q (1688.270723 sec): 3 clusters Score: Raw -148138.713583 + Penalty 2542.164303 = -145596.549281 nChanged 24 SP:Iteration 17Q (1688.282860 sec): 3 clusters Score: Raw -148153.269623 + Penalty 2542.164303 = -145611.105320 nChanged 15 SP:Iteration 18Q (1688.295066 sec): 3 clusters Score: Raw -148166.017446 + Penalty 2542.164303 = -145623.853143 nChanged 18 SP:Iteration 19Q (1688.307232 sec): 3 clusters Score: Raw -148179.969252 + Penalty 2542.164303 = -145637.804949 nChanged 10 SP:Iteration 20F (1688.319707 sec): 3 clusters Score: Raw -148185.713875 + Penalty 2542.164303 = -145643.549572 nChanged 6 SP:Iteration 21Q (1688.331882 sec): 3 clusters Score: Raw -148191.432864 + Penalty 2542.164303 = -145649.268561 nChanged 8 SP:Iteration 22Q (1688.343940 sec): 3 clusters Score: Raw -148196.853991 + Penalty 2542.164303 = -145654.689688 nChanged 11 SP:Iteration 23Q (1688.356150 sec): 3 clusters Score: Raw -148205.899685 + Penalty 2542.164303 = -145663.735382 nChanged 8 SP:Iteration 24Q (1688.368355 sec): 3 clusters Score: Raw -148211.161294 + Penalty 2542.164303 = -145668.996991 nChanged 5 SP:Iteration 25Q (1688.380437 sec): 3 clusters Score: Raw -148215.288156 + Penalty 2542.164303 = -145673.123854 nChanged 2 SP:Iteration 26Q (1688.392530 sec): 3 clusters Score: Raw -148216.158474 + Penalty 2542.164303 = -145673.994171 nChanged 0 SP:Iteration 27F (1688.404885 sec): 3 clusters Score: Raw -148216.158474 + Penalty 2542.164303 = -145673.994171 nChanged 0 Trying to split cluster 4 (67468 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1688.498865 sec): 2 clusters Score: Raw -4549328.463000 + Penalty 1806.903912 = -4547521.559088 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1688.614956 sec): 3 clusters Score: Raw -4505908.036973 + Penalty 3613.807824 = -4502294.229149 nChanged 32000 SP:Iteration 1F (1688.728226 sec): 3 clusters Score: Raw -4524304.998399 + Penalty 3613.807824 = -4520691.190575 nChanged 2627 SP:Iteration 2Q (1688.848517 sec): 3 clusters Score: Raw -4525089.916327 + Penalty 3613.807824 = -4521476.108503 nChanged 2768 SP:Iteration 3Q (1688.969330 sec): 3 clusters Score: Raw -4526067.026732 + Penalty 3613.807824 = -4522453.218908 nChanged 2993 SP:Iteration 4Q (1689.100165 sec): 3 clusters Score: Raw -4527317.419659 + Penalty 3613.807824 = -4523703.611835 nChanged 3318 SP:Iteration 5Q (1689.237863 sec): 3 clusters Score: Raw -4529001.488179 + Penalty 3613.807824 = -4525387.680355 nChanged 3796 SP:Iteration 6F (1689.351029 sec): 3 clusters Score: Raw -4531282.742037 + Penalty 3613.807824 = -4527668.934212 nChanged 4105 SP:Iteration 7F (1689.464126 sec): 3 clusters Score: Raw -4534081.113514 + Penalty 3613.807824 = -4530467.305689 nChanged 4138 SP:Iteration 8F (1689.577037 sec): 3 clusters Score: Raw -4537119.884689 + Penalty 3613.807824 = -4533506.076864 nChanged 3911 SP:Iteration 9F (1689.690062 sec): 3 clusters Score: Raw -4539830.108945 + Penalty 3613.807824 = -4536216.301121 nChanged 3360 SP:Iteration 10Q (1689.806003 sec): 3 clusters Score: Raw -4541852.397569 + Penalty 3613.807824 = -4538238.589745 nChanged 2737 SP:Iteration 11Q (1689.919345 sec): 3 clusters Score: Raw -4543319.683546 + Penalty 3613.807824 = -4539705.875721 nChanged 2208 SP:Iteration 12Q (1690.030721 sec): 3 clusters Score: Raw -4544356.711749 + Penalty 3613.807824 = -4540742.903925 nChanged 1842 SP:Iteration 13Q (1690.140194 sec): 3 clusters Score: Raw -4545211.582732 + Penalty 3613.807824 = -4541597.774908 nChanged 1608 SP:Iteration 14Q (1690.249704 sec): 3 clusters Score: Raw -4545962.806697 + Penalty 3613.807824 = -4542348.998873 nChanged 1414 SP:Iteration 15Q (1690.355933 sec): 3 clusters Score: Raw -4546668.070894 + Penalty 3613.807824 = -4543054.263070 nChanged 1272 SP:Iteration 16Q (1690.460623 sec): 3 clusters Score: Raw -4547337.576298 + Penalty 3613.807824 = -4543723.768474 nChanged 1066 SP:Iteration 17Q (1690.564121 sec): 3 clusters Score: Raw -4547933.105881 + Penalty 3613.807824 = -4544319.298057 nChanged 936 SP:Iteration 18Q (1690.666234 sec): 3 clusters Score: Raw -4548481.868630 + Penalty 3613.807824 = -4544868.060805 nChanged 795 SP:Iteration 19Q (1690.767037 sec): 3 clusters Score: Raw -4548969.762362 + Penalty 3613.807824 = -4545355.954538 nChanged 645 SP:Iteration 20F (1690.879770 sec): 3 clusters Score: Raw -4549303.607087 + Penalty 3613.807824 = -4545689.799263 nChanged 493 SP:Iteration 21Q (1690.978368 sec): 3 clusters Score: Raw -4549507.934669 + Penalty 3613.807824 = -4545894.126845 nChanged 394 SP:Iteration 22Q (1691.076292 sec): 3 clusters Score: Raw -4549631.342351 + Penalty 3613.807824 = -4546017.534527 nChanged 336 SP:Iteration 23Q (1691.173722 sec): 3 clusters Score: Raw -4549720.334059 + Penalty 3613.807824 = -4546106.526235 nChanged 273 SP:Iteration 24Q (1691.270820 sec): 3 clusters Score: Raw -4549778.534505 + Penalty 3613.807824 = -4546164.726681 nChanged 197 SP:Iteration 25Q (1691.367455 sec): 3 clusters Score: Raw -4549818.447073 + Penalty 3613.807824 = -4546204.639249 nChanged 184 SP:Iteration 26Q (1691.463875 sec): 3 clusters Score: Raw -4549849.274182 + Penalty 3613.807824 = -4546235.466358 nChanged 129 SP:Iteration 27Q (1691.560002 sec): 3 clusters Score: Raw -4549869.221070 + Penalty 3613.807824 = -4546255.413246 nChanged 130 SP:Iteration 28Q (1691.656025 sec): 3 clusters Score: Raw -4549891.239148 + Penalty 3613.807824 = -4546277.431324 nChanged 115 SP:Iteration 29Q (1691.751836 sec): 3 clusters Score: Raw -4549909.128836 + Penalty 3613.807824 = -4546295.321012 nChanged 99 SP:Iteration 30Q (1691.847646 sec): 3 clusters Score: Raw -4549923.039225 + Penalty 3613.807824 = -4546309.231401 nChanged 76 SP:Iteration 31Q (1691.943489 sec): 3 clusters Score: Raw -4549932.868663 + Penalty 3613.807824 = -4546319.060839 nChanged 65 SP:Iteration 32Q (1692.039363 sec): 3 clusters Score: Raw -4549942.467305 + Penalty 3613.807824 = -4546328.659481 nChanged 64 SP:Iteration 33Q (1692.134890 sec): 3 clusters Score: Raw -4549951.139831 + Penalty 3613.807824 = -4546337.332006 nChanged 54 SP:Iteration 34Q (1692.248205 sec): 3 clusters Score: Raw -4549959.232694 + Penalty 3613.807824 = -4546345.424869 nChanged 68 SP:Iteration 35Q (1692.343758 sec): 3 clusters Score: Raw -4549968.794783 + Penalty 3613.807824 = -4546354.986959 nChanged 56 SP:Iteration 36Q (1692.438927 sec): 3 clusters Score: Raw -4549975.979843 + Penalty 3613.807824 = -4546362.172018 nChanged 50 SP:Iteration 37Q (1692.533610 sec): 3 clusters Score: Raw -4549981.906145 + Penalty 3613.807824 = -4546368.098320 nChanged 44 SP:Iteration 38Q (1692.630312 sec): 3 clusters Score: Raw -4549986.721707 + Penalty 3613.807824 = -4546372.913883 nChanged 27 SP:Iteration 39Q (1692.725447 sec): 3 clusters Score: Raw -4549989.510356 + Penalty 3613.807824 = -4546375.702531 nChanged 27 SP:Iteration 40F (1692.838162 sec): 3 clusters Score: Raw -4549992.441151 + Penalty 3613.807824 = -4546378.633327 nChanged 24 SP:Iteration 41Q (1692.933142 sec): 3 clusters Score: Raw -4549994.252480 + Penalty 3613.807824 = -4546380.444656 nChanged 14 SP:Iteration 42Q (1693.027994 sec): 3 clusters Score: Raw -4549995.315259 + Penalty 3613.807824 = -4546381.507435 nChanged 13 SP:Iteration 43Q (1693.123147 sec): 3 clusters Score: Raw -4549996.630290 + Penalty 3613.807824 = -4546382.822466 nChanged 20 SP:Iteration 44Q (1693.218138 sec): 3 clusters Score: Raw -4549998.384934 + Penalty 3613.807824 = -4546384.577110 nChanged 10 SP:Iteration 45Q (1693.313019 sec): 3 clusters Score: Raw -4549999.038904 + Penalty 3613.807824 = -4546385.231080 nChanged 8 SP:Iteration 46Q (1693.407982 sec): 3 clusters Score: Raw -4549999.630827 + Penalty 3613.807824 = -4546385.823002 nChanged 6 SP:Iteration 47Q (1693.503017 sec): 3 clusters Score: Raw -4550000.010180 + Penalty 3613.807824 = -4546386.202356 nChanged 5 SP:Iteration 48Q (1693.597766 sec): 3 clusters Score: Raw -4550000.496101 + Penalty 3613.807824 = -4546386.688276 nChanged 9 SP:Iteration 49Q (1693.693621 sec): 3 clusters Score: Raw -4550001.211388 + Penalty 3613.807824 = -4546387.403563 nChanged 7 SP:Iteration 50Q (1693.788849 sec): 3 clusters Score: Raw -4550001.788040 + Penalty 3613.807824 = -4546387.980216 nChanged 4 SP:Iteration 51Q (1693.920923 sec): 3 clusters Score: Raw -4550001.963041 + Penalty 3613.807824 = -4546388.155217 nChanged 3 SP:Iteration 52Q (1694.017892 sec): 3 clusters Score: Raw -4550002.137454 + Penalty 3613.807824 = -4546388.329629 nChanged 2 SP:Iteration 53Q (1694.112937 sec): 3 clusters Score: Raw -4550002.301761 + Penalty 3613.807824 = -4546388.493937 nChanged 1 SP:Iteration 54Q (1694.207934 sec): 3 clusters Score: Raw -4550002.338048 + Penalty 3613.807824 = -4546388.530224 nChanged 0 SP:Iteration 55F (1694.320723 sec): 3 clusters Score: Raw -4550002.338048 + Penalty 3613.807824 = -4546388.530224 nChanged 0 Trying to split cluster 5 (37159 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1694.369004 sec): 2 clusters Score: Raw -2569120.212284 + Penalty 1709.981208 = -2567410.231076 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1694.445067 sec): 3 clusters Score: Raw -2545928.172939 + Penalty 3419.962417 = -2542508.210522 nChanged 17223 SP:Iteration 1F (1694.514459 sec): 3 clusters Score: Raw -2555634.578103 + Penalty 3419.962417 = -2552214.615686 nChanged 1728 SP:Iteration 2Q (1694.593297 sec): 3 clusters Score: Raw -2556294.191668 + Penalty 3419.962417 = -2552874.229252 nChanged 1927 SP:Iteration 3F (1694.658207 sec): 3 clusters Score: Raw -2557202.489941 + Penalty 3419.962417 = -2553782.527524 nChanged 2386 SP:Iteration 4F (1694.724959 sec): 3 clusters Score: Raw -2558619.230848 + Penalty 3419.962417 = -2555199.268432 nChanged 2781 SP:Iteration 5F (1694.790762 sec): 3 clusters Score: Raw -2560603.864192 + Penalty 3419.962417 = -2557183.901776 nChanged 2960 SP:Iteration 6F (1694.856350 sec): 3 clusters Score: Raw -2563003.195125 + Penalty 3419.962417 = -2559583.232708 nChanged 2658 SP:Iteration 7F (1694.922207 sec): 3 clusters Score: Raw -2565295.260291 + Penalty 3419.962417 = -2561875.297874 nChanged 1913 SP:Iteration 8F (1694.988640 sec): 3 clusters Score: Raw -2566973.906459 + Penalty 3419.962417 = -2563553.944042 nChanged 1260 SP:Iteration 9Q (1695.057716 sec): 3 clusters Score: Raw -2568129.101784 + Penalty 3419.962417 = -2564709.139367 nChanged 743 SP:Iteration 10Q (1695.121182 sec): 3 clusters Score: Raw -2568852.754967 + Penalty 3419.962417 = -2565432.792550 nChanged 455 SP:Iteration 11Q (1695.181474 sec): 3 clusters Score: Raw -2569242.895219 + Penalty 3419.962417 = -2565822.932802 nChanged 303 SP:Iteration 12Q (1695.239799 sec): 3 clusters Score: Raw -2569476.104773 + Penalty 3419.962417 = -2566056.142356 nChanged 198 SP:Iteration 13Q (1695.296492 sec): 3 clusters Score: Raw -2569594.297638 + Penalty 3419.962417 = -2566174.335222 nChanged 151 SP:Iteration 14Q (1695.352468 sec): 3 clusters Score: Raw -2569671.422560 + Penalty 3419.962417 = -2566251.460143 nChanged 105 SP:Iteration 15Q (1695.408051 sec): 3 clusters Score: Raw -2569719.375248 + Penalty 3419.962417 = -2566299.412831 nChanged 90 SP:Iteration 16Q (1695.463429 sec): 3 clusters Score: Raw -2569750.401793 + Penalty 3419.962417 = -2566330.439377 nChanged 81 SP:Iteration 17Q (1695.518666 sec): 3 clusters Score: Raw -2569777.833941 + Penalty 3419.962417 = -2566357.871524 nChanged 53 SP:Iteration 18Q (1695.573696 sec): 3 clusters Score: Raw -2569792.774883 + Penalty 3419.962417 = -2566372.812467 nChanged 44 SP:Iteration 19Q (1695.628774 sec): 3 clusters Score: Raw -2569806.201189 + Penalty 3419.962417 = -2566386.238772 nChanged 33 SP:Iteration 20F (1695.692742 sec): 3 clusters Score: Raw -2569815.579780 + Penalty 3419.962417 = -2566395.617363 nChanged 30 SP:Iteration 21Q (1695.749383 sec): 3 clusters Score: Raw -2569824.869307 + Penalty 3419.962417 = -2566404.906891 nChanged 28 SP:Iteration 22Q (1695.804216 sec): 3 clusters Score: Raw -2569830.343357 + Penalty 3419.962417 = -2566410.380941 nChanged 22 SP:Iteration 23Q (1695.858931 sec): 3 clusters Score: Raw -2569836.129936 + Penalty 3419.962417 = -2566416.167519 nChanged 15 SP:Iteration 24Q (1695.913550 sec): 3 clusters Score: Raw -2569839.542102 + Penalty 3419.962417 = -2566419.579685 nChanged 17 SP:Iteration 25Q (1695.968210 sec): 3 clusters Score: Raw -2569842.695543 + Penalty 3419.962417 = -2566422.733126 nChanged 13 SP:Iteration 26Q (1696.022789 sec): 3 clusters Score: Raw -2569846.025460 + Penalty 3419.962417 = -2566426.063043 nChanged 18 SP:Iteration 27Q (1696.116017 sec): 3 clusters Score: Raw -2569849.650754 + Penalty 3419.962417 = -2566429.688338 nChanged 15 SP:Iteration 28Q (1696.173113 sec): 3 clusters Score: Raw -2569852.773458 + Penalty 3419.962417 = -2566432.811042 nChanged 14 SP:Iteration 29Q (1696.227907 sec): 3 clusters Score: Raw -2569855.580708 + Penalty 3419.962417 = -2566435.618291 nChanged 11 SP:Iteration 30Q (1696.282453 sec): 3 clusters Score: Raw -2569857.568063 + Penalty 3419.962417 = -2566437.605647 nChanged 3 SP:Iteration 31Q (1696.337131 sec): 3 clusters Score: Raw -2569858.569021 + Penalty 3419.962417 = -2566438.606605 nChanged 6 SP:Iteration 32Q (1696.391844 sec): 3 clusters Score: Raw -2569859.765502 + Penalty 3419.962417 = -2566439.803086 nChanged 9 SP:Iteration 33Q (1696.446497 sec): 3 clusters Score: Raw -2569861.422382 + Penalty 3419.962417 = -2566441.459965 nChanged 5 SP:Iteration 34Q (1696.501063 sec): 3 clusters Score: Raw -2569862.406731 + Penalty 3419.962417 = -2566442.444314 nChanged 4 SP:Iteration 35Q (1696.555727 sec): 3 clusters Score: Raw -2569862.950940 + Penalty 3419.962417 = -2566442.988523 nChanged 4 SP:Iteration 36Q (1696.610279 sec): 3 clusters Score: Raw -2569863.363120 + Penalty 3419.962417 = -2566443.400703 nChanged 1 SP:Iteration 37Q (1696.664948 sec): 3 clusters Score: Raw -2569863.455585 + Penalty 3419.962417 = -2566443.493168 nChanged 0 SP:Iteration 38F (1696.729085 sec): 3 clusters Score: Raw -2569863.455585 + Penalty 3419.962417 = -2566443.493168 nChanged 0 Trying to split cluster 6 (1423 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1696.738903 sec): 2 clusters Score: Raw -90643.782749 + Penalty 1179.834922 = -89463.947827 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1696.746795 sec): 3 clusters Score: Raw -90139.123673 + Penalty 2359.669844 = -87779.453829 nChanged 470 SP:Iteration 1F (1696.754002 sec): 3 clusters Score: Raw -90460.863027 + Penalty 2359.669844 = -88101.193182 nChanged 110 SP:Iteration 2F (1696.761312 sec): 3 clusters Score: Raw -90560.775004 + Penalty 2359.669844 = -88201.105160 nChanged 69 SP:Iteration 3Q (1696.768497 sec): 3 clusters Score: Raw -90621.198206 + Penalty 2359.669844 = -88261.528362 nChanged 43 SP:Iteration 4Q (1696.775733 sec): 3 clusters Score: Raw -90653.731046 + Penalty 2359.669844 = -88294.061202 nChanged 29 SP:Iteration 5Q (1696.782940 sec): 3 clusters Score: Raw -90673.282274 + Penalty 2359.669844 = -88313.612429 nChanged 24 SP:Iteration 6Q (1696.790197 sec): 3 clusters Score: Raw -90693.717173 + Penalty 2359.669844 = -88334.047328 nChanged 23 SP:Iteration 7Q (1696.797411 sec): 3 clusters Score: Raw -90717.279971 + Penalty 2359.669844 = -88357.610126 nChanged 20 SP:Iteration 8Q (1696.804628 sec): 3 clusters Score: Raw -90732.762789 + Penalty 2359.669844 = -88373.092945 nChanged 20 SP:Iteration 9Q (1696.811864 sec): 3 clusters Score: Raw -90742.826120 + Penalty 2359.669844 = -88383.156276 nChanged 14 SP:Iteration 10Q (1696.819083 sec): 3 clusters Score: Raw -90752.081031 + Penalty 2359.669844 = -88392.411187 nChanged 12 SP:Iteration 11Q (1696.826292 sec): 3 clusters Score: Raw -90761.170085 + Penalty 2359.669844 = -88401.500241 nChanged 11 SP:Iteration 12Q (1696.833439 sec): 3 clusters Score: Raw -90767.133677 + Penalty 2359.669844 = -88407.463832 nChanged 15 SP:Iteration 13Q (1696.840564 sec): 3 clusters Score: Raw -90778.959549 + Penalty 2359.669844 = -88419.289704 nChanged 15 SP:Iteration 14Q (1696.847823 sec): 3 clusters Score: Raw -90791.626643 + Penalty 2359.669844 = -88431.956798 nChanged 10 SP:Iteration 15Q (1696.855030 sec): 3 clusters Score: Raw -90798.683423 + Penalty 2359.669844 = -88439.013579 nChanged 12 SP:Iteration 16Q (1696.862160 sec): 3 clusters Score: Raw -90804.756540 + Penalty 2359.669844 = -88445.086695 nChanged 7 SP:Iteration 17Q (1696.869351 sec): 3 clusters Score: Raw -90808.888370 + Penalty 2359.669844 = -88449.218526 nChanged 8 SP:Iteration 18Q (1696.876577 sec): 3 clusters Score: Raw -90814.321781 + Penalty 2359.669844 = -88454.651937 nChanged 11 SP:Iteration 19Q (1696.883784 sec): 3 clusters Score: Raw -90821.041064 + Penalty 2359.669844 = -88461.371220 nChanged 7 SP:Iteration 20F (1696.890990 sec): 3 clusters Score: Raw -90826.238357 + Penalty 2359.669844 = -88466.568513 nChanged 8 SP:Iteration 21Q (1696.898184 sec): 3 clusters Score: Raw -90831.683233 + Penalty 2359.669844 = -88472.013389 nChanged 8 SP:Iteration 22Q (1696.905384 sec): 3 clusters Score: Raw -90838.949307 + Penalty 2359.669844 = -88479.279462 nChanged 6 SP:Iteration 23Q (1696.912619 sec): 3 clusters Score: Raw -90844.849903 + Penalty 2359.669844 = -88485.180059 nChanged 7 SP:Iteration 24Q (1696.919748 sec): 3 clusters Score: Raw -90849.709503 + Penalty 2359.669844 = -88490.039659 nChanged 6 SP:Iteration 25Q (1696.926927 sec): 3 clusters Score: Raw -90855.947199 + Penalty 2359.669844 = -88496.277354 nChanged 10 SP:Iteration 26Q (1696.934111 sec): 3 clusters Score: Raw -90863.122405 + Penalty 2359.669844 = -88503.452561 nChanged 5 SP:Iteration 27Q (1696.941260 sec): 3 clusters Score: Raw -90865.912443 + Penalty 2359.669844 = -88506.242599 nChanged 3 SP:Iteration 28Q (1696.948438 sec): 3 clusters Score: Raw -90867.431054 + Penalty 2359.669844 = -88507.761210 nChanged 5 SP:Iteration 29Q (1696.955609 sec): 3 clusters Score: Raw -90871.213145 + Penalty 2359.669844 = -88511.543300 nChanged 5 SP:Iteration 30Q (1696.962802 sec): 3 clusters Score: Raw -90873.459481 + Penalty 2359.669844 = -88513.789637 nChanged 4 SP:Iteration 31Q (1696.970009 sec): 3 clusters Score: Raw -90875.624635 + Penalty 2359.669844 = -88515.954791 nChanged 2 SP:Iteration 32Q (1696.977138 sec): 3 clusters Score: Raw -90876.897111 + Penalty 2359.669844 = -88517.227266 nChanged 2 SP:Iteration 33Q (1696.984314 sec): 3 clusters Score: Raw -90878.346207 + Penalty 2359.669844 = -88518.676363 nChanged 2 SP:Iteration 34Q (1696.991491 sec): 3 clusters Score: Raw -90878.805314 + Penalty 2359.669844 = -88519.135470 nChanged 3 SP:Iteration 35Q (1696.998659 sec): 3 clusters Score: Raw -90880.379828 + Penalty 2359.669844 = -88520.709984 nChanged 2 SP:Iteration 36Q (1697.005884 sec): 3 clusters Score: Raw -90881.625734 + Penalty 2359.669844 = -88521.955889 nChanged 2 SP:Iteration 37Q (1697.013064 sec): 3 clusters Score: Raw -90882.546452 + Penalty 2359.669844 = -88522.876608 nChanged 0 SP:Iteration 38F (1697.020268 sec): 3 clusters Score: Raw -90882.546452 + Penalty 2359.669844 = -88522.876608 nChanged 0 Trying to split cluster 7 (29068 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1697.069454 sec): 2 clusters Score: Raw -1860637.772042 + Penalty 1670.076394 = -1858967.695648 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1697.131437 sec): 3 clusters Score: Raw -1842724.192756 + Penalty 3340.152787 = -1839384.039969 nChanged 13399 SP:Iteration 1F (1697.190403 sec): 3 clusters Score: Raw -1850355.683652 + Penalty 3340.152787 = -1847015.530865 nChanged 1534 SP:Iteration 2F (1697.249320 sec): 3 clusters Score: Raw -1850992.085406 + Penalty 3340.152787 = -1847651.932619 nChanged 1583 SP:Iteration 3F (1697.347361 sec): 3 clusters Score: Raw -1851795.494337 + Penalty 3340.152787 = -1848455.341549 nChanged 1735 SP:Iteration 4F (1697.413173 sec): 3 clusters Score: Raw -1852748.945084 + Penalty 3340.152787 = -1849408.792297 nChanged 1788 SP:Iteration 5F (1697.471454 sec): 3 clusters Score: Raw -1853875.045051 + Penalty 3340.152787 = -1850534.892264 nChanged 1764 SP:Iteration 6F (1697.530074 sec): 3 clusters Score: Raw -1855200.265900 + Penalty 3340.152787 = -1851860.113113 nChanged 1666 SP:Iteration 7F (1697.588873 sec): 3 clusters Score: Raw -1856691.304953 + Penalty 3340.152787 = -1853351.152166 nChanged 1366 SP:Iteration 8Q (1697.648944 sec): 3 clusters Score: Raw -1857929.159270 + Penalty 3340.152787 = -1854589.006483 nChanged 1080 SP:Iteration 9Q (1697.706935 sec): 3 clusters Score: Raw -1858719.459269 + Penalty 3340.152787 = -1855379.306482 nChanged 774 SP:Iteration 10Q (1697.762986 sec): 3 clusters Score: Raw -1859155.117778 + Penalty 3340.152787 = -1855814.964991 nChanged 546 SP:Iteration 11Q (1697.817442 sec): 3 clusters Score: Raw -1859433.965293 + Penalty 3340.152787 = -1856093.812506 nChanged 481 SP:Iteration 12Q (1697.871222 sec): 3 clusters Score: Raw -1859679.952366 + Penalty 3340.152787 = -1856339.799579 nChanged 406 SP:Iteration 13Q (1697.924334 sec): 3 clusters Score: Raw -1859880.551581 + Penalty 3340.152787 = -1856540.398793 nChanged 382 SP:Iteration 14Q (1697.976679 sec): 3 clusters Score: Raw -1860055.567168 + Penalty 3340.152787 = -1856715.414381 nChanged 299 SP:Iteration 15Q (1698.028185 sec): 3 clusters Score: Raw -1860183.615103 + Penalty 3340.152787 = -1856843.462315 nChanged 273 SP:Iteration 16Q (1698.079038 sec): 3 clusters Score: Raw -1860292.968623 + Penalty 3340.152787 = -1856952.815835 nChanged 254 SP:Iteration 17Q (1698.129614 sec): 3 clusters Score: Raw -1860402.404676 + Penalty 3340.152787 = -1857062.251888 nChanged 234 SP:Iteration 18Q (1698.179722 sec): 3 clusters Score: Raw -1860502.632203 + Penalty 3340.152787 = -1857162.479415 nChanged 183 SP:Iteration 19Q (1698.229190 sec): 3 clusters Score: Raw -1860578.883118 + Penalty 3340.152787 = -1857238.730330 nChanged 148 SP:Iteration 20F (1698.287958 sec): 3 clusters Score: Raw -1860645.195581 + Penalty 3340.152787 = -1857305.042793 nChanged 138 SP:Iteration 21Q (1698.337031 sec): 3 clusters Score: Raw -1860702.601224 + Penalty 3340.152787 = -1857362.448437 nChanged 133 SP:Iteration 22Q (1698.385681 sec): 3 clusters Score: Raw -1860749.726488 + Penalty 3340.152787 = -1857409.573700 nChanged 107 SP:Iteration 23Q (1698.433869 sec): 3 clusters Score: Raw -1860803.106575 + Penalty 3340.152787 = -1857462.953788 nChanged 116 SP:Iteration 24Q (1698.481994 sec): 3 clusters Score: Raw -1860862.609254 + Penalty 3340.152787 = -1857522.456466 nChanged 107 SP:Iteration 25Q (1698.529893 sec): 3 clusters Score: Raw -1860913.617718 + Penalty 3340.152787 = -1857573.464931 nChanged 83 SP:Iteration 26Q (1698.577518 sec): 3 clusters Score: Raw -1860954.595455 + Penalty 3340.152787 = -1857614.442667 nChanged 78 SP:Iteration 27Q (1698.625029 sec): 3 clusters Score: Raw -1860995.265293 + Penalty 3340.152787 = -1857655.112506 nChanged 61 SP:Iteration 28Q (1698.672308 sec): 3 clusters Score: Raw -1861021.872228 + Penalty 3340.152787 = -1857681.719441 nChanged 47 SP:Iteration 29Q (1698.719560 sec): 3 clusters Score: Raw -1861042.709204 + Penalty 3340.152787 = -1857702.556417 nChanged 45 SP:Iteration 30Q (1698.766655 sec): 3 clusters Score: Raw -1861065.687711 + Penalty 3340.152787 = -1857725.534924 nChanged 50 SP:Iteration 31Q (1698.813962 sec): 3 clusters Score: Raw -1861087.372574 + Penalty 3340.152787 = -1857747.219787 nChanged 45 SP:Iteration 32Q (1698.860786 sec): 3 clusters Score: Raw -1861109.570134 + Penalty 3340.152787 = -1857769.417347 nChanged 34 SP:Iteration 33Q (1698.907604 sec): 3 clusters Score: Raw -1861125.578625 + Penalty 3340.152787 = -1857785.425837 nChanged 30 SP:Iteration 34Q (1698.954411 sec): 3 clusters Score: Raw -1861139.270439 + Penalty 3340.152787 = -1857799.117652 nChanged 37 SP:Iteration 35Q (1699.001212 sec): 3 clusters Score: Raw -1861152.947211 + Penalty 3340.152787 = -1857812.794424 nChanged 30 SP:Iteration 36Q (1699.047965 sec): 3 clusters Score: Raw -1861163.780064 + Penalty 3340.152787 = -1857823.627277 nChanged 26 SP:Iteration 37Q (1699.094766 sec): 3 clusters Score: Raw -1861176.539803 + Penalty 3340.152787 = -1857836.387016 nChanged 24 SP:Iteration 38Q (1699.141330 sec): 3 clusters Score: Raw -1861187.640871 + Penalty 3340.152787 = -1857847.488084 nChanged 26 SP:Iteration 39Q (1699.187881 sec): 3 clusters Score: Raw -1861199.179958 + Penalty 3340.152787 = -1857859.027171 nChanged 25 SP:Iteration 40F (1699.246554 sec): 3 clusters Score: Raw -1861208.397740 + Penalty 3340.152787 = -1857868.244952 nChanged 20 SP:Iteration 41Q (1699.293405 sec): 3 clusters Score: Raw -1861214.258205 + Penalty 3340.152787 = -1857874.105417 nChanged 21 SP:Iteration 42Q (1699.340148 sec): 3 clusters Score: Raw -1861220.936032 + Penalty 3340.152787 = -1857880.783245 nChanged 13 SP:Iteration 43Q (1699.386460 sec): 3 clusters Score: Raw -1861224.702810 + Penalty 3340.152787 = -1857884.550023 nChanged 13 SP:Iteration 44Q (1699.433103 sec): 3 clusters Score: Raw -1861229.617314 + Penalty 3340.152787 = -1857889.464527 nChanged 8 SP:Iteration 45Q (1699.479701 sec): 3 clusters Score: Raw -1861231.683459 + Penalty 3340.152787 = -1857891.530671 nChanged 4 SP:Iteration 46Q (1699.526226 sec): 3 clusters Score: Raw -1861232.515854 + Penalty 3340.152787 = -1857892.363066 nChanged 1 SP:Iteration 47Q (1699.572757 sec): 3 clusters Score: Raw -1861232.714187 + Penalty 3340.152787 = -1857892.561399 nChanged 2 SP:Iteration 48Q (1699.619396 sec): 3 clusters Score: Raw -1861233.207758 + Penalty 3340.152787 = -1857893.054971 nChanged 1 SP:Iteration 49Q (1699.665913 sec): 3 clusters Score: Raw -1861233.597984 + Penalty 3340.152787 = -1857893.445197 nChanged 1 SP:Iteration 50Q (1699.712533 sec): 3 clusters Score: Raw -1861233.750484 + Penalty 3340.152787 = -1857893.597696 nChanged 0 SP:Iteration 51F (1699.771459 sec): 3 clusters Score: Raw -1861233.750484 + Penalty 3340.152787 = -1857893.597696 nChanged 0 Trying to split cluster 8 (5523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1699.787861 sec): 2 clusters Score: Raw -325885.057841 + Penalty 1400.209926 = -324484.847915 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1699.809871 sec): 3 clusters Score: Raw -322971.215234 + Penalty 2800.419853 = -320170.795381 nChanged 2299 SP:Iteration 1F (1699.831488 sec): 3 clusters Score: Raw -324506.264153 + Penalty 2800.419853 = -321705.844300 nChanged 565 SP:Iteration 2F (1699.853171 sec): 3 clusters Score: Raw -325117.741331 + Penalty 2800.419853 = -322317.321478 nChanged 591 SP:Iteration 3F (1699.874661 sec): 3 clusters Score: Raw -325776.835681 + Penalty 2800.419853 = -322976.415829 nChanged 497 SP:Iteration 4F (1699.896202 sec): 3 clusters Score: Raw -326238.758985 + Penalty 2800.419853 = -323438.339132 nChanged 361 SP:Iteration 5F (1699.917801 sec): 3 clusters Score: Raw -326501.804238 + Penalty 2800.419853 = -323701.384385 nChanged 235 SP:Iteration 6Q (1699.939464 sec): 3 clusters Score: Raw -326639.988899 + Penalty 2800.419853 = -323839.569046 nChanged 140 SP:Iteration 7Q (1699.961099 sec): 3 clusters Score: Raw -326703.904548 + Penalty 2800.419853 = -323903.484695 nChanged 89 SP:Iteration 8Q (1699.982714 sec): 3 clusters Score: Raw -326741.361805 + Penalty 2800.419853 = -323940.941952 nChanged 62 SP:Iteration 9Q (1700.004301 sec): 3 clusters Score: Raw -326764.416263 + Penalty 2800.419853 = -323963.996410 nChanged 35 SP:Iteration 10Q (1700.026060 sec): 3 clusters Score: Raw -326778.239387 + Penalty 2800.419853 = -323977.819535 nChanged 31 SP:Iteration 11Q (1700.047575 sec): 3 clusters Score: Raw -326792.391183 + Penalty 2800.419853 = -323991.971331 nChanged 24 SP:Iteration 12Q (1700.069041 sec): 3 clusters Score: Raw -326801.349137 + Penalty 2800.419853 = -324000.929284 nChanged 15 SP:Iteration 13Q (1700.090594 sec): 3 clusters Score: Raw -326806.728749 + Penalty 2800.419853 = -324006.308896 nChanged 17 SP:Iteration 14Q (1700.112053 sec): 3 clusters Score: Raw -326811.956482 + Penalty 2800.419853 = -324011.536629 nChanged 11 SP:Iteration 15Q (1700.133561 sec): 3 clusters Score: Raw -326815.273327 + Penalty 2800.419853 = -324014.853474 nChanged 9 SP:Iteration 16Q (1700.155121 sec): 3 clusters Score: Raw -326820.214186 + Penalty 2800.419853 = -324019.794333 nChanged 11 SP:Iteration 17Q (1700.176763 sec): 3 clusters Score: Raw -326824.877621 + Penalty 2800.419853 = -324024.457768 nChanged 6 SP:Iteration 18Q (1700.230965 sec): 3 clusters Score: Raw -326827.146314 + Penalty 2800.419853 = -324026.726462 nChanged 7 SP:Iteration 19Q (1700.251000 sec): 3 clusters Score: Raw -326829.010770 + Penalty 2800.419853 = -324028.590917 nChanged 4 SP:Iteration 20F (1700.272448 sec): 3 clusters Score: Raw -326829.838332 + Penalty 2800.419853 = -324029.418479 nChanged 5 SP:Iteration 21Q (1700.293920 sec): 3 clusters Score: Raw -326831.249832 + Penalty 2800.419853 = -324030.829979 nChanged 6 SP:Iteration 22Q (1700.325503 sec): 3 clusters Score: Raw -326832.178961 + Penalty 2800.419853 = -324031.759108 nChanged 1 SP:Iteration 23Q (1700.347081 sec): 3 clusters Score: Raw -326832.226205 + Penalty 2800.419853 = -324031.806352 nChanged 0 SP:Iteration 24F (1700.368711 sec): 3 clusters Score: Raw -326832.226205 + Penalty 2800.419853 = -324031.806352 nChanged 0 Trying to split cluster 9 (2233 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1700.384242 sec): 2 clusters Score: Raw -141691.838696 + Penalty 1253.053953 = -140438.784742 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1700.396002 sec): 3 clusters Score: Raw -140713.932784 + Penalty 2506.107907 = -138207.824877 nChanged 817 SP:Iteration 1F (1700.407060 sec): 3 clusters Score: Raw -141401.487279 + Penalty 2506.107907 = -138895.379372 nChanged 227 SP:Iteration 2F (1700.418024 sec): 3 clusters Score: Raw -141784.837146 + Penalty 2506.107907 = -139278.729239 nChanged 177 SP:Iteration 3F (1700.460680 sec): 3 clusters Score: Raw -142020.009339 + Penalty 2506.107907 = -139513.901432 nChanged 124 SP:Iteration 4F (1700.511641 sec): 3 clusters Score: Raw -142136.100770 + Penalty 2506.107907 = -139629.992864 nChanged 94 SP:Iteration 5Q (1700.563187 sec): 3 clusters Score: Raw -142215.259686 + Penalty 2506.107907 = -139709.151779 nChanged 61 SP:Iteration 6Q (1700.573394 sec): 3 clusters Score: Raw -142259.159398 + Penalty 2506.107907 = -139753.051491 nChanged 39 SP:Iteration 7Q (1700.584087 sec): 3 clusters Score: Raw -142285.599116 + Penalty 2506.107907 = -139779.491209 nChanged 32 SP:Iteration 8Q (1700.594900 sec): 3 clusters Score: Raw -142307.480158 + Penalty 2506.107907 = -139801.372251 nChanged 27 SP:Iteration 9Q (1700.605681 sec): 3 clusters Score: Raw -142325.818213 + Penalty 2506.107907 = -139819.710306 nChanged 19 SP:Iteration 10Q (1700.616455 sec): 3 clusters Score: Raw -142336.518672 + Penalty 2506.107907 = -139830.410765 nChanged 16 SP:Iteration 11Q (1700.627235 sec): 3 clusters Score: Raw -142343.694935 + Penalty 2506.107907 = -139837.587028 nChanged 12 SP:Iteration 12Q (1700.638003 sec): 3 clusters Score: Raw -142351.722256 + Penalty 2506.107907 = -139845.614349 nChanged 11 SP:Iteration 13Q (1700.648747 sec): 3 clusters Score: Raw -142355.625970 + Penalty 2506.107907 = -139849.518064 nChanged 4 SP:Iteration 14Q (1700.659474 sec): 3 clusters Score: Raw -142357.132807 + Penalty 2506.107907 = -139851.024900 nChanged 5 SP:Iteration 15Q (1700.670275 sec): 3 clusters Score: Raw -142360.329923 + Penalty 2506.107907 = -139854.222016 nChanged 9 SP:Iteration 16Q (1700.680939 sec): 3 clusters Score: Raw -142364.488892 + Penalty 2506.107907 = -139858.380986 nChanged 7 SP:Iteration 17Q (1700.691728 sec): 3 clusters Score: Raw -142368.133634 + Penalty 2506.107907 = -139862.025727 nChanged 3 SP:Iteration 18Q (1700.702529 sec): 3 clusters Score: Raw -142369.520854 + Penalty 2506.107907 = -139863.412947 nChanged 2 SP:Iteration 19Q (1700.713305 sec): 3 clusters Score: Raw -142369.926851 + Penalty 2506.107907 = -139863.818944 nChanged 1 SP:Iteration 20F (1700.724291 sec): 3 clusters Score: Raw -142370.231191 + Penalty 2506.107907 = -139864.123284 nChanged 2 SP:Iteration 21Q (1700.735102 sec): 3 clusters Score: Raw -142370.860368 + Penalty 2506.107907 = -139864.752461 nChanged 1 SP:Iteration 22Q (1700.745764 sec): 3 clusters Score: Raw -142373.461022 + Penalty 2506.107907 = -139867.353115 nChanged 4 SP:Iteration 23Q (1700.756546 sec): 3 clusters Score: Raw -142376.084132 + Penalty 2506.107907 = -139869.976225 nChanged 7 SP:Iteration 24Q (1700.767349 sec): 3 clusters Score: Raw -142379.015148 + Penalty 2506.107907 = -139872.907241 nChanged 3 SP:Iteration 25Q (1700.778103 sec): 3 clusters Score: Raw -142379.498774 + Penalty 2506.107907 = -139873.390867 nChanged 2 SP:Iteration 26Q (1700.788836 sec): 3 clusters Score: Raw -142379.982624 + Penalty 2506.107907 = -139873.874717 nChanged 0 SP:Iteration 27F (1700.799759 sec): 3 clusters Score: Raw -142379.982624 + Penalty 2506.107907 = -139873.874717 nChanged 0 Trying to split cluster 10 (18514 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1700.832692 sec): 2 clusters Score: Raw -1273224.208375 + Penalty 1596.770903 = -1271627.437471 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1700.873514 sec): 3 clusters Score: Raw -1262118.152813 + Penalty 3193.541807 = -1258924.611007 nChanged 8301 SP:Iteration 1F (1700.912297 sec): 3 clusters Score: Raw -1266677.767553 + Penalty 3193.541807 = -1263484.225746 nChanged 1121 SP:Iteration 2F (1700.951235 sec): 3 clusters Score: Raw -1267267.542991 + Penalty 3193.541807 = -1264074.001185 nChanged 1310 SP:Iteration 3F (1700.990069 sec): 3 clusters Score: Raw -1268132.770692 + Penalty 3193.541807 = -1264939.228886 nChanged 1572 SP:Iteration 4F (1701.028713 sec): 3 clusters Score: Raw -1269458.674057 + Penalty 3193.541807 = -1266265.132250 nChanged 1649 SP:Iteration 5F (1701.067590 sec): 3 clusters Score: Raw -1270889.716815 + Penalty 3193.541807 = -1267696.175009 nChanged 1333 SP:Iteration 6F (1701.106347 sec): 3 clusters Score: Raw -1271921.963162 + Penalty 3193.541807 = -1268728.421355 nChanged 903 SP:Iteration 7Q (1701.145909 sec): 3 clusters Score: Raw -1272515.766693 + Penalty 3193.541807 = -1269322.224887 nChanged 582 SP:Iteration 8Q (1701.185176 sec): 3 clusters Score: Raw -1272860.897411 + Penalty 3193.541807 = -1269667.355605 nChanged 407 SP:Iteration 9Q (1701.224556 sec): 3 clusters Score: Raw -1273056.815105 + Penalty 3193.541807 = -1269863.273298 nChanged 280 SP:Iteration 10Q (1701.264237 sec): 3 clusters Score: Raw -1273176.276276 + Penalty 3193.541807 = -1269982.734469 nChanged 224 SP:Iteration 11Q (1701.303664 sec): 3 clusters Score: Raw -1273268.286878 + Penalty 3193.541807 = -1270074.745071 nChanged 177 SP:Iteration 12Q (1701.342834 sec): 3 clusters Score: Raw -1273329.889711 + Penalty 3193.541807 = -1270136.347904 nChanged 117 SP:Iteration 13Q (1701.382089 sec): 3 clusters Score: Raw -1273362.526170 + Penalty 3193.541807 = -1270168.984364 nChanged 88 SP:Iteration 14Q (1701.421119 sec): 3 clusters Score: Raw -1273389.495574 + Penalty 3193.541807 = -1270195.953767 nChanged 81 SP:Iteration 15Q (1701.460203 sec): 3 clusters Score: Raw -1273415.881648 + Penalty 3193.541807 = -1270222.339842 nChanged 68 SP:Iteration 16Q (1701.499397 sec): 3 clusters Score: Raw -1273437.443996 + Penalty 3193.541807 = -1270243.902189 nChanged 63 SP:Iteration 17Q (1701.538297 sec): 3 clusters Score: Raw -1273454.053384 + Penalty 3193.541807 = -1270260.511577 nChanged 44 SP:Iteration 18Q (1701.577113 sec): 3 clusters Score: Raw -1273465.107938 + Penalty 3193.541807 = -1270271.566131 nChanged 33 SP:Iteration 19Q (1701.615984 sec): 3 clusters Score: Raw -1273471.704852 + Penalty 3193.541807 = -1270278.163046 nChanged 28 SP:Iteration 20F (1701.654724 sec): 3 clusters Score: Raw -1273477.687844 + Penalty 3193.541807 = -1270284.146038 nChanged 30 SP:Iteration 21Q (1701.693538 sec): 3 clusters Score: Raw -1273485.018099 + Penalty 3193.541807 = -1270291.476292 nChanged 24 SP:Iteration 22Q (1701.732368 sec): 3 clusters Score: Raw -1273490.559477 + Penalty 3193.541807 = -1270297.017670 nChanged 25 SP:Iteration 23Q (1701.771012 sec): 3 clusters Score: Raw -1273496.775982 + Penalty 3193.541807 = -1270303.234176 nChanged 36 SP:Iteration 24Q (1701.809652 sec): 3 clusters Score: Raw -1273506.766203 + Penalty 3193.541807 = -1270313.224397 nChanged 38 SP:Iteration 25Q (1701.848217 sec): 3 clusters Score: Raw -1273515.153555 + Penalty 3193.541807 = -1270321.611748 nChanged 24 SP:Iteration 26Q (1701.886693 sec): 3 clusters Score: Raw -1273520.532083 + Penalty 3193.541807 = -1270326.990277 nChanged 19 SP:Iteration 27Q (1701.925150 sec): 3 clusters Score: Raw -1273525.020843 + Penalty 3193.541807 = -1270331.479037 nChanged 16 SP:Iteration 28Q (1701.964009 sec): 3 clusters Score: Raw -1273530.395819 + Penalty 3193.541807 = -1270336.854013 nChanged 23 SP:Iteration 29Q (1702.002529 sec): 3 clusters Score: Raw -1273536.625434 + Penalty 3193.541807 = -1270343.083627 nChanged 16 SP:Iteration 30Q (1702.042168 sec): 3 clusters Score: Raw -1273539.178737 + Penalty 3193.541807 = -1270345.636930 nChanged 10 SP:Iteration 31Q (1702.080490 sec): 3 clusters Score: Raw -1273541.215132 + Penalty 3193.541807 = -1270347.673326 nChanged 6 SP:Iteration 32Q (1702.118822 sec): 3 clusters Score: Raw -1273542.411431 + Penalty 3193.541807 = -1270348.869624 nChanged 9 SP:Iteration 33Q (1702.157130 sec): 3 clusters Score: Raw -1273545.149929 + Penalty 3193.541807 = -1270351.608122 nChanged 10 SP:Iteration 34Q (1702.195388 sec): 3 clusters Score: Raw -1273548.119466 + Penalty 3193.541807 = -1270354.577660 nChanged 13 SP:Iteration 35Q (1702.233765 sec): 3 clusters Score: Raw -1273551.342284 + Penalty 3193.541807 = -1270357.800478 nChanged 14 SP:Iteration 36Q (1702.271973 sec): 3 clusters Score: Raw -1273554.241351 + Penalty 3193.541807 = -1270360.699544 nChanged 12 SP:Iteration 37Q (1702.310050 sec): 3 clusters Score: Raw -1273558.625821 + Penalty 3193.541807 = -1270365.084015 nChanged 14 SP:Iteration 38Q (1702.348218 sec): 3 clusters Score: Raw -1273562.337642 + Penalty 3193.541807 = -1270368.795835 nChanged 11 SP:Iteration 39Q (1702.386466 sec): 3 clusters Score: Raw -1273564.655232 + Penalty 3193.541807 = -1270371.113425 nChanged 11 SP:Iteration 40F (1702.425321 sec): 3 clusters Score: Raw -1273567.138564 + Penalty 3193.541807 = -1270373.596757 nChanged 14 SP:Iteration 41Q (1702.463822 sec): 3 clusters Score: Raw -1273569.719657 + Penalty 3193.541807 = -1270376.177851 nChanged 10 SP:Iteration 42Q (1702.502055 sec): 3 clusters Score: Raw -1273571.890113 + Penalty 3193.541807 = -1270378.348307 nChanged 13 SP:Iteration 43Q (1702.540223 sec): 3 clusters Score: Raw -1273575.480221 + Penalty 3193.541807 = -1270381.938415 nChanged 15 SP:Iteration 44Q (1702.578408 sec): 3 clusters Score: Raw -1273579.240653 + Penalty 3193.541807 = -1270385.698847 nChanged 10 SP:Iteration 45Q (1702.616562 sec): 3 clusters Score: Raw -1273582.085003 + Penalty 3193.541807 = -1270388.543196 nChanged 5 SP:Iteration 46Q (1702.654677 sec): 3 clusters Score: Raw -1273583.626600 + Penalty 3193.541807 = -1270390.084794 nChanged 12 SP:Iteration 47Q (1702.692793 sec): 3 clusters Score: Raw -1273586.445368 + Penalty 3193.541807 = -1270392.903561 nChanged 10 SP:Iteration 48Q (1702.730826 sec): 3 clusters Score: Raw -1273589.334956 + Penalty 3193.541807 = -1270395.793149 nChanged 2 SP:Iteration 49Q (1702.768934 sec): 3 clusters Score: Raw -1273590.019420 + Penalty 3193.541807 = -1270396.477613 nChanged 2 SP:Iteration 50Q (1702.807048 sec): 3 clusters Score: Raw -1273590.869062 + Penalty 3193.541807 = -1270397.327256 nChanged 5 SP:Iteration 51Q (1702.845005 sec): 3 clusters Score: Raw -1273592.260134 + Penalty 3193.541807 = -1270398.718328 nChanged 9 SP:Iteration 52Q (1702.883078 sec): 3 clusters Score: Raw -1273594.328837 + Penalty 3193.541807 = -1270400.787031 nChanged 10 SP:Iteration 53Q (1702.921313 sec): 3 clusters Score: Raw -1273598.376732 + Penalty 3193.541807 = -1270404.834926 nChanged 12 SP:Iteration 54Q (1702.959546 sec): 3 clusters Score: Raw -1273603.098639 + Penalty 3193.541807 = -1270409.556832 nChanged 14 SP:Iteration 55Q (1702.997471 sec): 3 clusters Score: Raw -1273609.093854 + Penalty 3193.541807 = -1270415.552047 nChanged 12 SP:Iteration 56Q (1703.035560 sec): 3 clusters Score: Raw -1273614.443549 + Penalty 3193.541807 = -1270420.901742 nChanged 16 SP:Iteration 57Q (1703.073551 sec): 3 clusters Score: Raw -1273618.948071 + Penalty 3193.541807 = -1270425.406265 nChanged 14 SP:Iteration 58Q (1703.111518 sec): 3 clusters Score: Raw -1273623.230793 + Penalty 3193.541807 = -1270429.688986 nChanged 14 SP:Iteration 59Q (1703.149394 sec): 3 clusters Score: Raw -1273627.437721 + Penalty 3193.541807 = -1270433.895915 nChanged 9 SP:Iteration 60F (1703.188228 sec): 3 clusters Score: Raw -1273630.804411 + Penalty 3193.541807 = -1270437.262604 nChanged 11 SP:Iteration 61Q (1703.226447 sec): 3 clusters Score: Raw -1273633.448506 + Penalty 3193.541807 = -1270439.906700 nChanged 5 SP:Iteration 62Q (1703.264437 sec): 3 clusters Score: Raw -1273635.050300 + Penalty 3193.541807 = -1270441.508493 nChanged 5 SP:Iteration 63Q (1703.302163 sec): 3 clusters Score: Raw -1273636.181602 + Penalty 3193.541807 = -1270442.639795 nChanged 3 SP:Iteration 64Q (1703.340172 sec): 3 clusters Score: Raw -1273636.685223 + Penalty 3193.541807 = -1270443.143417 nChanged 3 SP:Iteration 65Q (1703.377814 sec): 3 clusters Score: Raw -1273637.864173 + Penalty 3193.541807 = -1270444.322366 nChanged 2 SP:Iteration 66Q (1703.415721 sec): 3 clusters Score: Raw -1273638.283124 + Penalty 3193.541807 = -1270444.741318 nChanged 3 SP:Iteration 67Q (1703.453469 sec): 3 clusters Score: Raw -1273639.070320 + Penalty 3193.541807 = -1270445.528513 nChanged 4 SP:Iteration 68Q (1703.491259 sec): 3 clusters Score: Raw -1273639.866744 + Penalty 3193.541807 = -1270446.324937 nChanged 7 SP:Iteration 69Q (1703.528961 sec): 3 clusters Score: Raw -1273641.176148 + Penalty 3193.541807 = -1270447.634341 nChanged 3 SP:Iteration 70Q (1703.566774 sec): 3 clusters Score: Raw -1273641.720840 + Penalty 3193.541807 = -1270448.179033 nChanged 3 SP:Iteration 71Q (1703.604648 sec): 3 clusters Score: Raw -1273642.552665 + Penalty 3193.541807 = -1270449.010859 nChanged 4 SP:Iteration 72Q (1703.642196 sec): 3 clusters Score: Raw -1273643.544727 + Penalty 3193.541807 = -1270450.002920 nChanged 3 SP:Iteration 73Q (1703.679836 sec): 3 clusters Score: Raw -1273644.626291 + Penalty 3193.541807 = -1270451.084484 nChanged 3 SP:Iteration 74Q (1703.717451 sec): 3 clusters Score: Raw -1273645.483061 + Penalty 3193.541807 = -1270451.941254 nChanged 3 SP:Iteration 75Q (1703.755126 sec): 3 clusters Score: Raw -1273646.118028 + Penalty 3193.541807 = -1270452.576221 nChanged 3 SP:Iteration 76Q (1703.792776 sec): 3 clusters Score: Raw -1273646.835972 + Penalty 3193.541807 = -1270453.294166 nChanged 0 SP:Iteration 77F (1703.831448 sec): 3 clusters Score: Raw -1273646.835972 + Penalty 3193.541807 = -1270453.294166 nChanged 0 Trying to split cluster 11 (11071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1703.855649 sec): 2 clusters Score: Raw -737635.634162 + Penalty 1513.213708 = -736122.420455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1703.886582 sec): 3 clusters Score: Raw -731333.677235 + Penalty 3026.427416 = -728307.249819 nChanged 4787 SP:Iteration 1F (1703.916390 sec): 3 clusters Score: Raw -733954.636510 + Penalty 3026.427416 = -730928.209094 nChanged 793 SP:Iteration 2F (1703.946373 sec): 3 clusters Score: Raw -734526.801172 + Penalty 3026.427416 = -731500.373756 nChanged 918 SP:Iteration 3F (1703.976163 sec): 3 clusters Score: Raw -735395.220292 + Penalty 3026.427416 = -732368.792877 nChanged 1032 SP:Iteration 4F (1704.005880 sec): 3 clusters Score: Raw -736513.801421 + Penalty 3026.427416 = -733487.374006 nChanged 1005 SP:Iteration 5F (1704.035808 sec): 3 clusters Score: Raw -737503.022229 + Penalty 3026.427416 = -734476.594814 nChanged 739 SP:Iteration 6F (1704.065869 sec): 3 clusters Score: Raw -738085.950563 + Penalty 3026.427416 = -735059.523148 nChanged 460 SP:Iteration 7Q (1704.095680 sec): 3 clusters Score: Raw -738372.163682 + Penalty 3026.427416 = -735345.736266 nChanged 269 SP:Iteration 8Q (1704.125740 sec): 3 clusters Score: Raw -738496.128006 + Penalty 3026.427416 = -735469.700590 nChanged 185 SP:Iteration 9Q (1704.155705 sec): 3 clusters Score: Raw -738571.063788 + Penalty 3026.427416 = -735544.636373 nChanged 128 SP:Iteration 10Q (1704.185551 sec): 3 clusters Score: Raw -738612.372785 + Penalty 3026.427416 = -735585.945370 nChanged 88 SP:Iteration 11Q (1704.215542 sec): 3 clusters Score: Raw -738633.624673 + Penalty 3026.427416 = -735607.197258 nChanged 69 SP:Iteration 12Q (1704.245558 sec): 3 clusters Score: Raw -738651.356520 + Penalty 3026.427416 = -735624.929104 nChanged 70 SP:Iteration 13Q (1704.275515 sec): 3 clusters Score: Raw -738669.589218 + Penalty 3026.427416 = -735643.161803 nChanged 53 SP:Iteration 14Q (1704.305309 sec): 3 clusters Score: Raw -738682.498980 + Penalty 3026.427416 = -735656.071564 nChanged 35 SP:Iteration 15Q (1704.335079 sec): 3 clusters Score: Raw -738689.599812 + Penalty 3026.427416 = -735663.172397 nChanged 25 SP:Iteration 16Q (1704.365009 sec): 3 clusters Score: Raw -738694.230335 + Penalty 3026.427416 = -735667.802919 nChanged 18 SP:Iteration 17Q (1704.394860 sec): 3 clusters Score: Raw -738697.505049 + Penalty 3026.427416 = -735671.077634 nChanged 12 SP:Iteration 18Q (1704.424586 sec): 3 clusters Score: Raw -738699.498502 + Penalty 3026.427416 = -735673.071086 nChanged 11 SP:Iteration 19Q (1704.454708 sec): 3 clusters Score: Raw -738700.977083 + Penalty 3026.427416 = -735674.549667 nChanged 13 SP:Iteration 20F (1704.484493 sec): 3 clusters Score: Raw -738703.329177 + Penalty 3026.427416 = -735676.901761 nChanged 12 SP:Iteration 21Q (1704.514338 sec): 3 clusters Score: Raw -738705.162856 + Penalty 3026.427416 = -735678.735440 nChanged 10 SP:Iteration 22Q (1704.544420 sec): 3 clusters Score: Raw -738706.424602 + Penalty 3026.427416 = -735679.997186 nChanged 11 SP:Iteration 23Q (1704.574233 sec): 3 clusters Score: Raw -738708.147956 + Penalty 3026.427416 = -735681.720541 nChanged 10 SP:Iteration 24Q (1704.604435 sec): 3 clusters Score: Raw -738709.393688 + Penalty 3026.427416 = -735682.966272 nChanged 6 SP:Iteration 25Q (1704.634535 sec): 3 clusters Score: Raw -738710.407130 + Penalty 3026.427416 = -735683.979714 nChanged 5 SP:Iteration 26Q (1704.664282 sec): 3 clusters Score: Raw -738711.258867 + Penalty 3026.427416 = -735684.831451 nChanged 5 SP:Iteration 27Q (1704.694199 sec): 3 clusters Score: Raw -738712.271113 + Penalty 3026.427416 = -735685.843697 nChanged 9 SP:Iteration 28Q (1704.724225 sec): 3 clusters Score: Raw -738713.950208 + Penalty 3026.427416 = -735687.522792 nChanged 6 SP:Iteration 29Q (1704.754149 sec): 3 clusters Score: Raw -738714.525506 + Penalty 3026.427416 = -735688.098091 nChanged 2 SP:Iteration 30Q (1704.784117 sec): 3 clusters Score: Raw -738714.774947 + Penalty 3026.427416 = -735688.347531 nChanged 3 SP:Iteration 31Q (1704.814009 sec): 3 clusters Score: Raw -738715.042332 + Penalty 3026.427416 = -735688.614916 nChanged 8 SP:Iteration 32Q (1704.843780 sec): 3 clusters Score: Raw -738715.985722 + Penalty 3026.427416 = -735689.558306 nChanged 6 SP:Iteration 33Q (1704.873710 sec): 3 clusters Score: Raw -738716.854376 + Penalty 3026.427416 = -735690.426960 nChanged 6 SP:Iteration 34Q (1704.903720 sec): 3 clusters Score: Raw -738717.898627 + Penalty 3026.427416 = -735691.471212 nChanged 6 SP:Iteration 35Q (1704.933737 sec): 3 clusters Score: Raw -738718.633858 + Penalty 3026.427416 = -735692.206442 nChanged 5 SP:Iteration 36Q (1704.963698 sec): 3 clusters Score: Raw -738719.071089 + Penalty 3026.427416 = -735692.643674 nChanged 2 SP:Iteration 37Q (1704.993445 sec): 3 clusters Score: Raw -738719.427899 + Penalty 3026.427416 = -735693.000484 nChanged 2 SP:Iteration 38Q (1705.023303 sec): 3 clusters Score: Raw -738719.767010 + Penalty 3026.427416 = -735693.339594 nChanged 3 SP:Iteration 39Q (1705.053194 sec): 3 clusters Score: Raw -738720.105426 + Penalty 3026.427416 = -735693.678011 nChanged 4 SP:Iteration 40F (1705.083163 sec): 3 clusters Score: Raw -738720.791591 + Penalty 3026.427416 = -735694.364175 nChanged 4 SP:Iteration 41Q (1705.112922 sec): 3 clusters Score: Raw -738721.154787 + Penalty 3026.427416 = -735694.727371 nChanged 1 SP:Iteration 42Q (1705.143057 sec): 3 clusters Score: Raw -738721.287408 + Penalty 3026.427416 = -735694.859993 nChanged 4 SP:Iteration 43Q (1705.172915 sec): 3 clusters Score: Raw -738721.709999 + Penalty 3026.427416 = -735695.282584 nChanged 2 SP:Iteration 44Q (1705.202799 sec): 3 clusters Score: Raw -738721.905938 + Penalty 3026.427416 = -735695.478522 nChanged 3 SP:Iteration 45Q (1705.232650 sec): 3 clusters Score: Raw -738722.215121 + Penalty 3026.427416 = -735695.787705 nChanged 4 SP:Iteration 46Q (1705.262471 sec): 3 clusters Score: Raw -738722.772335 + Penalty 3026.427416 = -735696.344920 nChanged 2 SP:Iteration 47Q (1705.292311 sec): 3 clusters Score: Raw -738722.893365 + Penalty 3026.427416 = -735696.465950 nChanged 2 SP:Iteration 48Q (1705.322156 sec): 3 clusters Score: Raw -738723.103461 + Penalty 3026.427416 = -735696.676045 nChanged 3 SP:Iteration 49Q (1705.351943 sec): 3 clusters Score: Raw -738723.549849 + Penalty 3026.427416 = -735697.122434 nChanged 3 SP:Iteration 50Q (1705.381974 sec): 3 clusters Score: Raw -738723.997101 + Penalty 3026.427416 = -735697.569685 nChanged 4 SP:Iteration 51Q (1705.411792 sec): 3 clusters Score: Raw -738724.409613 + Penalty 3026.427416 = -735697.982197 nChanged 2 SP:Iteration 52Q (1705.441697 sec): 3 clusters Score: Raw -738724.808181 + Penalty 3026.427416 = -735698.380765 nChanged 1 SP:Iteration 53Q (1705.471564 sec): 3 clusters Score: Raw -738724.907986 + Penalty 3026.427416 = -735698.480571 nChanged 0 SP:Iteration 54F (1705.525206 sec): 3 clusters Score: Raw -738724.907986 + Penalty 3026.427416 = -735698.480571 nChanged 0 Trying to split cluster 12 (34125 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1705.580098 sec): 2 clusters Score: Raw -2335866.802637 + Penalty 1696.140149 = -2334170.662488 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1705.648265 sec): 3 clusters Score: Raw -2314655.099749 + Penalty 3392.280298 = -2311262.819451 nChanged 15791 SP:Iteration 1F (1705.711321 sec): 3 clusters Score: Raw -2323401.766895 + Penalty 3392.280298 = -2320009.486597 nChanged 1547 SP:Iteration 2Q (1705.777933 sec): 3 clusters Score: Raw -2323965.165273 + Penalty 3392.280298 = -2320572.884975 nChanged 1597 SP:Iteration 3Q (1705.843216 sec): 3 clusters Score: Raw -2324681.095150 + Penalty 3392.280298 = -2321288.814852 nChanged 1690 SP:Iteration 4Q (1705.908411 sec): 3 clusters Score: Raw -2325672.670665 + Penalty 3392.280298 = -2322280.390367 nChanged 1942 SP:Iteration 5F (1705.970179 sec): 3 clusters Score: Raw -2327011.281300 + Penalty 3392.280298 = -2323619.001002 nChanged 2085 SP:Iteration 6F (1706.033529 sec): 3 clusters Score: Raw -2328488.083341 + Penalty 3392.280298 = -2325095.803043 nChanged 2019 SP:Iteration 7F (1706.096781 sec): 3 clusters Score: Raw -2329851.178310 + Penalty 3392.280298 = -2326458.898012 nChanged 1880 SP:Iteration 8F (1706.160158 sec): 3 clusters Score: Raw -2330972.621039 + Penalty 3392.280298 = -2327580.340741 nChanged 1587 SP:Iteration 9Q (1706.223735 sec): 3 clusters Score: Raw -2331816.622953 + Penalty 3392.280298 = -2328424.342655 nChanged 1291 SP:Iteration 10Q (1706.285855 sec): 3 clusters Score: Raw -2332378.453904 + Penalty 3392.280298 = -2328986.173606 nChanged 989 SP:Iteration 11Q (1706.347575 sec): 3 clusters Score: Raw -2332730.528540 + Penalty 3392.280298 = -2329338.248242 nChanged 763 SP:Iteration 12Q (1706.408810 sec): 3 clusters Score: Raw -2332952.978213 + Penalty 3392.280298 = -2329560.697915 nChanged 613 SP:Iteration 13Q (1706.469713 sec): 3 clusters Score: Raw -2333100.767012 + Penalty 3392.280298 = -2329708.486714 nChanged 462 SP:Iteration 14Q (1706.530523 sec): 3 clusters Score: Raw -2333208.553131 + Penalty 3392.280298 = -2329816.272833 nChanged 418 SP:Iteration 15Q (1706.591137 sec): 3 clusters Score: Raw -2333298.874575 + Penalty 3392.280298 = -2329906.594277 nChanged 371 SP:Iteration 16Q (1706.651709 sec): 3 clusters Score: Raw -2333369.983765 + Penalty 3392.280298 = -2329977.703467 nChanged 329 SP:Iteration 17Q (1706.711871 sec): 3 clusters Score: Raw -2333432.067091 + Penalty 3392.280298 = -2330039.786792 nChanged 285 SP:Iteration 18Q (1706.772016 sec): 3 clusters Score: Raw -2333478.512051 + Penalty 3392.280298 = -2330086.231753 nChanged 277 SP:Iteration 19Q (1706.832131 sec): 3 clusters Score: Raw -2333525.567379 + Penalty 3392.280298 = -2330133.287081 nChanged 257 SP:Iteration 20F (1706.894634 sec): 3 clusters Score: Raw -2333572.633066 + Penalty 3392.280298 = -2330180.352768 nChanged 278 SP:Iteration 21Q (1706.955590 sec): 3 clusters Score: Raw -2333620.725661 + Penalty 3392.280298 = -2330228.445362 nChanged 250 SP:Iteration 22Q (1707.015992 sec): 3 clusters Score: Raw -2333666.967671 + Penalty 3392.280298 = -2330274.687373 nChanged 253 SP:Iteration 23Q (1707.075764 sec): 3 clusters Score: Raw -2333712.569233 + Penalty 3392.280298 = -2330320.288935 nChanged 265 SP:Iteration 24Q (1707.135174 sec): 3 clusters Score: Raw -2333753.676023 + Penalty 3392.280298 = -2330361.395725 nChanged 232 SP:Iteration 25Q (1707.194996 sec): 3 clusters Score: Raw -2333790.577252 + Penalty 3392.280298 = -2330398.296954 nChanged 230 SP:Iteration 26Q (1707.254418 sec): 3 clusters Score: Raw -2333830.130697 + Penalty 3392.280298 = -2330437.850399 nChanged 250 SP:Iteration 27Q (1707.313527 sec): 3 clusters Score: Raw -2333872.451373 + Penalty 3392.280298 = -2330480.171075 nChanged 251 SP:Iteration 28Q (1707.372658 sec): 3 clusters Score: Raw -2333920.589346 + Penalty 3392.280298 = -2330528.309048 nChanged 271 SP:Iteration 29Q (1707.431840 sec): 3 clusters Score: Raw -2333974.539091 + Penalty 3392.280298 = -2330582.258793 nChanged 278 SP:Iteration 30Q (1707.490992 sec): 3 clusters Score: Raw -2334030.038398 + Penalty 3392.280298 = -2330637.758100 nChanged 277 SP:Iteration 31Q (1707.549875 sec): 3 clusters Score: Raw -2334083.875127 + Penalty 3392.280298 = -2330691.594829 nChanged 266 SP:Iteration 32Q (1707.608368 sec): 3 clusters Score: Raw -2334139.460694 + Penalty 3392.280298 = -2330747.180396 nChanged 287 SP:Iteration 33Q (1707.666931 sec): 3 clusters Score: Raw -2334198.594371 + Penalty 3392.280298 = -2330806.314073 nChanged 279 SP:Iteration 34Q (1707.725487 sec): 3 clusters Score: Raw -2334257.112350 + Penalty 3392.280298 = -2330864.832052 nChanged 296 SP:Iteration 35Q (1707.784199 sec): 3 clusters Score: Raw -2334320.332747 + Penalty 3392.280298 = -2330928.052449 nChanged 284 SP:Iteration 36Q (1707.841958 sec): 3 clusters Score: Raw -2334385.513579 + Penalty 3392.280298 = -2330993.233281 nChanged 300 SP:Iteration 37Q (1707.899642 sec): 3 clusters Score: Raw -2334451.122395 + Penalty 3392.280298 = -2331058.842097 nChanged 288 SP:Iteration 38Q (1707.957276 sec): 3 clusters Score: Raw -2334516.471770 + Penalty 3392.280298 = -2331124.191472 nChanged 290 SP:Iteration 39Q (1708.014506 sec): 3 clusters Score: Raw -2334581.636015 + Penalty 3392.280298 = -2331189.355717 nChanged 274 SP:Iteration 40F (1708.077540 sec): 3 clusters Score: Raw -2334643.999463 + Penalty 3392.280298 = -2331251.719165 nChanged 297 SP:Iteration 41Q (1708.134823 sec): 3 clusters Score: Raw -2334721.275260 + Penalty 3392.280298 = -2331328.994962 nChanged 318 SP:Iteration 42Q (1708.191687 sec): 3 clusters Score: Raw -2334808.746267 + Penalty 3392.280298 = -2331416.465969 nChanged 321 SP:Iteration 43Q (1708.248067 sec): 3 clusters Score: Raw -2334902.040024 + Penalty 3392.280298 = -2331509.759726 nChanged 337 SP:Iteration 44Q (1708.304467 sec): 3 clusters Score: Raw -2335009.112857 + Penalty 3392.280298 = -2331616.832559 nChanged 346 SP:Iteration 45Q (1708.360806 sec): 3 clusters Score: Raw -2335120.408083 + Penalty 3392.280298 = -2331728.127785 nChanged 312 SP:Iteration 46Q (1708.416890 sec): 3 clusters Score: Raw -2335229.678984 + Penalty 3392.280298 = -2331837.398686 nChanged 334 SP:Iteration 47Q (1708.472595 sec): 3 clusters Score: Raw -2335342.767827 + Penalty 3392.280298 = -2331950.487529 nChanged 288 SP:Iteration 48Q (1708.528163 sec): 3 clusters Score: Raw -2335437.003609 + Penalty 3392.280298 = -2332044.723310 nChanged 299 SP:Iteration 49Q (1708.582957 sec): 3 clusters Score: Raw -2335544.341116 + Penalty 3392.280298 = -2332152.060818 nChanged 300 SP:Iteration 50Q (1708.637648 sec): 3 clusters Score: Raw -2335643.415362 + Penalty 3392.280298 = -2332251.135064 nChanged 271 SP:Iteration 51Q (1708.692204 sec): 3 clusters Score: Raw -2335750.114702 + Penalty 3392.280298 = -2332357.834404 nChanged 232 SP:Iteration 52Q (1708.746297 sec): 3 clusters Score: Raw -2335852.900773 + Penalty 3392.280298 = -2332460.620475 nChanged 221 SP:Iteration 53Q (1708.800573 sec): 3 clusters Score: Raw -2335932.168067 + Penalty 3392.280298 = -2332539.887769 nChanged 178 SP:Iteration 54Q (1708.854169 sec): 3 clusters Score: Raw -2335997.209521 + Penalty 3392.280298 = -2332604.929223 nChanged 151 SP:Iteration 55Q (1708.907777 sec): 3 clusters Score: Raw -2336049.887763 + Penalty 3392.280298 = -2332657.607465 nChanged 134 SP:Iteration 56Q (1708.961030 sec): 3 clusters Score: Raw -2336100.512644 + Penalty 3392.280298 = -2332708.232346 nChanged 125 SP:Iteration 57Q (1709.014234 sec): 3 clusters Score: Raw -2336148.940081 + Penalty 3392.280298 = -2332756.659782 nChanged 107 SP:Iteration 58Q (1709.067299 sec): 3 clusters Score: Raw -2336191.205726 + Penalty 3392.280298 = -2332798.925428 nChanged 95 SP:Iteration 59Q (1709.120262 sec): 3 clusters Score: Raw -2336228.343924 + Penalty 3392.280298 = -2332836.063626 nChanged 78 SP:Iteration 60F (1709.183790 sec): 3 clusters Score: Raw -2336254.653374 + Penalty 3392.280298 = -2332862.373076 nChanged 70 SP:Iteration 61Q (1709.236015 sec): 3 clusters Score: Raw -2336277.466418 + Penalty 3392.280298 = -2332885.186120 nChanged 57 SP:Iteration 62Q (1709.288674 sec): 3 clusters Score: Raw -2336297.841510 + Penalty 3392.280298 = -2332905.561212 nChanged 54 SP:Iteration 63Q (1709.341255 sec): 3 clusters Score: Raw -2336311.362610 + Penalty 3392.280298 = -2332919.082312 nChanged 47 SP:Iteration 64Q (1709.416035 sec): 3 clusters Score: Raw -2336326.728604 + Penalty 3392.280298 = -2332934.448305 nChanged 49 SP:Iteration 65Q (1709.496715 sec): 3 clusters Score: Raw -2336346.721595 + Penalty 3392.280298 = -2332954.441297 nChanged 57 SP:Iteration 66Q (1709.547335 sec): 3 clusters Score: Raw -2336376.286187 + Penalty 3392.280298 = -2332984.005889 nChanged 65 SP:Iteration 67Q (1709.599912 sec): 3 clusters Score: Raw -2336402.137742 + Penalty 3392.280298 = -2333009.857444 nChanged 53 SP:Iteration 68Q (1709.651932 sec): 3 clusters Score: Raw -2336421.209446 + Penalty 3392.280298 = -2333028.929148 nChanged 45 SP:Iteration 69Q (1709.704343 sec): 3 clusters Score: Raw -2336436.398176 + Penalty 3392.280298 = -2333044.117878 nChanged 42 SP:Iteration 70Q (1709.756507 sec): 3 clusters Score: Raw -2336451.181727 + Penalty 3392.280298 = -2333058.901429 nChanged 29 SP:Iteration 71Q (1709.809078 sec): 3 clusters Score: Raw -2336459.930741 + Penalty 3392.280298 = -2333067.650443 nChanged 24 SP:Iteration 72Q (1709.861081 sec): 3 clusters Score: Raw -2336468.997703 + Penalty 3392.280298 = -2333076.717405 nChanged 27 SP:Iteration 73Q (1709.912782 sec): 3 clusters Score: Raw -2336479.511871 + Penalty 3392.280298 = -2333087.231573 nChanged 29 SP:Iteration 74Q (1709.964190 sec): 3 clusters Score: Raw -2336488.526415 + Penalty 3392.280298 = -2333096.246117 nChanged 22 SP:Iteration 75Q (1710.015801 sec): 3 clusters Score: Raw -2336494.727662 + Penalty 3392.280298 = -2333102.447364 nChanged 19 SP:Iteration 76Q (1710.067307 sec): 3 clusters Score: Raw -2336500.194060 + Penalty 3392.280298 = -2333107.913762 nChanged 17 SP:Iteration 77Q (1710.118940 sec): 3 clusters Score: Raw -2336505.340421 + Penalty 3392.280298 = -2333113.060123 nChanged 12 SP:Iteration 78Q (1710.170179 sec): 3 clusters Score: Raw -2336508.368144 + Penalty 3392.280298 = -2333116.087846 nChanged 13 SP:Iteration 79Q (1710.221589 sec): 3 clusters Score: Raw -2336512.885171 + Penalty 3392.280298 = -2333120.604873 nChanged 13 SP:Iteration 80F (1710.284950 sec): 3 clusters Score: Raw -2336516.267425 + Penalty 3392.280298 = -2333123.987127 nChanged 11 SP:Iteration 81Q (1710.335844 sec): 3 clusters Score: Raw -2336519.663278 + Penalty 3392.280298 = -2333127.382980 nChanged 17 SP:Iteration 82Q (1710.387562 sec): 3 clusters Score: Raw -2336523.920194 + Penalty 3392.280298 = -2333131.639896 nChanged 16 SP:Iteration 83Q (1710.438731 sec): 3 clusters Score: Raw -2336528.502354 + Penalty 3392.280298 = -2333136.222056 nChanged 7 SP:Iteration 84Q (1710.490355 sec): 3 clusters Score: Raw -2336530.751921 + Penalty 3392.280298 = -2333138.471623 nChanged 11 SP:Iteration 85Q (1710.541519 sec): 3 clusters Score: Raw -2336533.464088 + Penalty 3392.280298 = -2333141.183790 nChanged 6 SP:Iteration 86Q (1710.592979 sec): 3 clusters Score: Raw -2336534.601136 + Penalty 3392.280298 = -2333142.320838 nChanged 2 SP:Iteration 87Q (1710.644095 sec): 3 clusters Score: Raw -2336535.108977 + Penalty 3392.280298 = -2333142.828679 nChanged 2 SP:Iteration 88Q (1710.695664 sec): 3 clusters Score: Raw -2336536.213340 + Penalty 3392.280298 = -2333143.933042 nChanged 7 SP:Iteration 89Q (1710.746822 sec): 3 clusters Score: Raw -2336538.395474 + Penalty 3392.280298 = -2333146.115176 nChanged 4 SP:Iteration 90Q (1710.798490 sec): 3 clusters Score: Raw -2336540.331205 + Penalty 3392.280298 = -2333148.050907 nChanged 4 SP:Iteration 91Q (1710.849482 sec): 3 clusters Score: Raw -2336541.400409 + Penalty 3392.280298 = -2333149.120111 nChanged 3 SP:Iteration 92Q (1710.900991 sec): 3 clusters Score: Raw -2336541.934765 + Penalty 3392.280298 = -2333149.654467 nChanged 0 SP:Iteration 93F (1710.964266 sec): 3 clusters Score: Raw -2336541.934765 + Penalty 3392.280298 = -2333149.654467 nChanged 0 Trying to split cluster 13 (10511 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1710.984492 sec): 2 clusters Score: Raw -730140.085624 + Penalty 1504.778861 = -728635.306763 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1711.014250 sec): 3 clusters Score: Raw -724182.826978 + Penalty 3009.557722 = -721173.269256 nChanged 4532 SP:Iteration 1F (1711.042909 sec): 3 clusters Score: Raw -726652.894384 + Penalty 3009.557722 = -723643.336662 nChanged 702 SP:Iteration 2F (1711.071546 sec): 3 clusters Score: Raw -726982.519173 + Penalty 3009.557722 = -723972.961451 nChanged 618 SP:Iteration 3F (1711.130686 sec): 3 clusters Score: Raw -727290.947633 + Penalty 3009.557722 = -724281.389911 nChanged 561 SP:Iteration 4F (1711.168103 sec): 3 clusters Score: Raw -727596.229680 + Penalty 3009.557722 = -724586.671958 nChanged 569 SP:Iteration 5F (1711.225122 sec): 3 clusters Score: Raw -727928.188796 + Penalty 3009.557722 = -724918.631074 nChanged 611 SP:Iteration 6F (1711.253797 sec): 3 clusters Score: Raw -728317.931829 + Penalty 3009.557722 = -725308.374107 nChanged 600 SP:Iteration 7F (1711.282369 sec): 3 clusters Score: Raw -728682.353658 + Penalty 3009.557722 = -725672.795936 nChanged 540 SP:Iteration 8F (1711.310903 sec): 3 clusters Score: Raw -729012.957087 + Penalty 3009.557722 = -726003.399365 nChanged 497 SP:Iteration 9Q (1711.339526 sec): 3 clusters Score: Raw -729330.488130 + Penalty 3009.557722 = -726320.930408 nChanged 472 SP:Iteration 10Q (1711.368202 sec): 3 clusters Score: Raw -729608.473500 + Penalty 3009.557722 = -726598.915778 nChanged 395 SP:Iteration 11Q (1711.396875 sec): 3 clusters Score: Raw -729814.767447 + Penalty 3009.557722 = -726805.209725 nChanged 290 SP:Iteration 12Q (1711.425691 sec): 3 clusters Score: Raw -729944.538957 + Penalty 3009.557722 = -726934.981235 nChanged 230 SP:Iteration 13Q (1711.454412 sec): 3 clusters Score: Raw -730037.480563 + Penalty 3009.557722 = -727027.922841 nChanged 214 SP:Iteration 14Q (1711.483061 sec): 3 clusters Score: Raw -730123.486590 + Penalty 3009.557722 = -727113.928868 nChanged 176 SP:Iteration 15Q (1711.511971 sec): 3 clusters Score: Raw -730196.513806 + Penalty 3009.557722 = -727186.956084 nChanged 159 SP:Iteration 16Q (1711.540569 sec): 3 clusters Score: Raw -730257.799510 + Penalty 3009.557722 = -727248.241788 nChanged 123 SP:Iteration 17Q (1711.569111 sec): 3 clusters Score: Raw -730301.247677 + Penalty 3009.557722 = -727291.689955 nChanged 94 SP:Iteration 18Q (1711.597813 sec): 3 clusters Score: Raw -730329.803771 + Penalty 3009.557722 = -727320.246048 nChanged 89 SP:Iteration 19Q (1711.626491 sec): 3 clusters Score: Raw -730358.846924 + Penalty 3009.557722 = -727349.289202 nChanged 80 SP:Iteration 20F (1711.655159 sec): 3 clusters Score: Raw -730384.721950 + Penalty 3009.557722 = -727375.164228 nChanged 70 SP:Iteration 21Q (1711.683759 sec): 3 clusters Score: Raw -730404.866359 + Penalty 3009.557722 = -727395.308637 nChanged 49 SP:Iteration 22Q (1711.712421 sec): 3 clusters Score: Raw -730417.362091 + Penalty 3009.557722 = -727407.804369 nChanged 46 SP:Iteration 23Q (1711.741048 sec): 3 clusters Score: Raw -730429.693905 + Penalty 3009.557722 = -727420.136183 nChanged 37 SP:Iteration 24Q (1711.769676 sec): 3 clusters Score: Raw -730439.932706 + Penalty 3009.557722 = -727430.374984 nChanged 37 SP:Iteration 25Q (1711.799854 sec): 3 clusters Score: Raw -730451.955672 + Penalty 3009.557722 = -727442.397950 nChanged 38 SP:Iteration 26Q (1711.828439 sec): 3 clusters Score: Raw -730463.455683 + Penalty 3009.557722 = -727453.897960 nChanged 34 SP:Iteration 27Q (1711.857116 sec): 3 clusters Score: Raw -730472.766536 + Penalty 3009.557722 = -727463.208813 nChanged 37 SP:Iteration 28Q (1711.885740 sec): 3 clusters Score: Raw -730482.538893 + Penalty 3009.557722 = -727472.981171 nChanged 24 SP:Iteration 29Q (1711.914204 sec): 3 clusters Score: Raw -730489.607348 + Penalty 3009.557722 = -727480.049626 nChanged 28 SP:Iteration 30Q (1711.942701 sec): 3 clusters Score: Raw -730497.298401 + Penalty 3009.557722 = -727487.740679 nChanged 23 SP:Iteration 31Q (1711.971102 sec): 3 clusters Score: Raw -730502.836872 + Penalty 3009.557722 = -727493.279150 nChanged 21 SP:Iteration 32Q (1711.999688 sec): 3 clusters Score: Raw -730508.667110 + Penalty 3009.557722 = -727499.109388 nChanged 17 SP:Iteration 33Q (1712.028098 sec): 3 clusters Score: Raw -730513.795931 + Penalty 3009.557722 = -727504.238209 nChanged 19 SP:Iteration 34Q (1712.056342 sec): 3 clusters Score: Raw -730518.753516 + Penalty 3009.557722 = -727509.195794 nChanged 18 SP:Iteration 35Q (1712.084800 sec): 3 clusters Score: Raw -730523.422029 + Penalty 3009.557722 = -727513.864307 nChanged 10 SP:Iteration 36Q (1712.113191 sec): 3 clusters Score: Raw -730525.588216 + Penalty 3009.557722 = -727516.030494 nChanged 13 SP:Iteration 37Q (1712.141392 sec): 3 clusters Score: Raw -730527.870309 + Penalty 3009.557722 = -727518.312586 nChanged 7 SP:Iteration 38Q (1712.169639 sec): 3 clusters Score: Raw -730528.824954 + Penalty 3009.557722 = -727519.267231 nChanged 2 SP:Iteration 39Q (1712.198151 sec): 3 clusters Score: Raw -730529.660815 + Penalty 3009.557722 = -727520.103093 nChanged 4 SP:Iteration 40F (1712.226700 sec): 3 clusters Score: Raw -730530.706092 + Penalty 3009.557722 = -727521.148370 nChanged 2 SP:Iteration 41Q (1712.255140 sec): 3 clusters Score: Raw -730531.026506 + Penalty 3009.557722 = -727521.468784 nChanged 2 SP:Iteration 42Q (1712.283494 sec): 3 clusters Score: Raw -730531.371752 + Penalty 3009.557722 = -727521.814030 nChanged 0 SP:Iteration 43F (1712.312309 sec): 3 clusters Score: Raw -730531.371752 + Penalty 3009.557722 = -727521.814030 nChanged 0 Trying to split cluster 14 (1554 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1712.326798 sec): 2 clusters Score: Raw -99989.272425 + Penalty 1194.145474 = -98795.126951 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1712.335366 sec): 3 clusters Score: Raw -99350.448408 + Penalty 2388.290948 = -96962.157461 nChanged 522 SP:Iteration 1F (1712.343311 sec): 3 clusters Score: Raw -99707.869043 + Penalty 2388.290948 = -97319.578096 nChanged 129 SP:Iteration 2F (1712.351185 sec): 3 clusters Score: Raw -99816.251185 + Penalty 2388.290948 = -97427.960237 nChanged 75 SP:Iteration 3Q (1712.359097 sec): 3 clusters Score: Raw -99869.750602 + Penalty 2388.290948 = -97481.459655 nChanged 59 SP:Iteration 4Q (1712.367022 sec): 3 clusters Score: Raw -99907.676144 + Penalty 2388.290948 = -97519.385197 nChanged 36 SP:Iteration 5Q (1712.374889 sec): 3 clusters Score: Raw -99931.310538 + Penalty 2388.290948 = -97543.019591 nChanged 33 SP:Iteration 6Q (1712.382795 sec): 3 clusters Score: Raw -99956.181963 + Penalty 2388.290948 = -97567.891016 nChanged 24 SP:Iteration 7Q (1712.390682 sec): 3 clusters Score: Raw -99970.233603 + Penalty 2388.290948 = -97581.942655 nChanged 24 SP:Iteration 8Q (1712.398571 sec): 3 clusters Score: Raw -99988.492465 + Penalty 2388.290948 = -97600.201517 nChanged 22 SP:Iteration 9Q (1712.406472 sec): 3 clusters Score: Raw -100000.892762 + Penalty 2388.290948 = -97612.601815 nChanged 14 SP:Iteration 10Q (1712.414349 sec): 3 clusters Score: Raw -100010.664256 + Penalty 2388.290948 = -97622.373308 nChanged 13 SP:Iteration 11Q (1712.422222 sec): 3 clusters Score: Raw -100017.703788 + Penalty 2388.290948 = -97629.412841 nChanged 10 SP:Iteration 12Q (1712.430085 sec): 3 clusters Score: Raw -100022.312311 + Penalty 2388.290948 = -97634.021363 nChanged 6 SP:Iteration 13Q (1712.437982 sec): 3 clusters Score: Raw -100025.439400 + Penalty 2388.290948 = -97637.148453 nChanged 8 SP:Iteration 14Q (1712.445763 sec): 3 clusters Score: Raw -100029.413115 + Penalty 2388.290948 = -97641.122168 nChanged 7 SP:Iteration 15Q (1712.453634 sec): 3 clusters Score: Raw -100032.972875 + Penalty 2388.290948 = -97644.681928 nChanged 5 SP:Iteration 16Q (1712.461483 sec): 3 clusters Score: Raw -100034.880685 + Penalty 2388.290948 = -97646.589738 nChanged 4 SP:Iteration 17Q (1712.469410 sec): 3 clusters Score: Raw -100037.851201 + Penalty 2388.290948 = -97649.560253 nChanged 5 SP:Iteration 18Q (1712.477189 sec): 3 clusters Score: Raw -100039.447729 + Penalty 2388.290948 = -97651.156781 nChanged 2 SP:Iteration 19Q (1712.485028 sec): 3 clusters Score: Raw -100040.856978 + Penalty 2388.290948 = -97652.566030 nChanged 4 SP:Iteration 20F (1712.492901 sec): 3 clusters Score: Raw -100042.301251 + Penalty 2388.290948 = -97654.010303 nChanged 4 SP:Iteration 21Q (1712.500786 sec): 3 clusters Score: Raw -100044.834025 + Penalty 2388.290948 = -97656.543078 nChanged 2 SP:Iteration 22Q (1712.508638 sec): 3 clusters Score: Raw -100045.697720 + Penalty 2388.290948 = -97657.406772 nChanged 1 SP:Iteration 23Q (1712.516429 sec): 3 clusters Score: Raw -100046.422905 + Penalty 2388.290948 = -97658.131957 nChanged 1 SP:Iteration 24Q (1712.524272 sec): 3 clusters Score: Raw -100047.141185 + Penalty 2388.290948 = -97658.850238 nChanged 2 SP:Iteration 25Q (1712.532096 sec): 3 clusters Score: Raw -100048.200142 + Penalty 2388.290948 = -97659.909194 nChanged 1 SP:Iteration 26Q (1712.539899 sec): 3 clusters Score: Raw -100048.655748 + Penalty 2388.290948 = -97660.364800 nChanged 3 SP:Iteration 27Q (1712.547744 sec): 3 clusters Score: Raw -100050.503460 + Penalty 2388.290948 = -97662.212512 nChanged 4 SP:Iteration 28Q (1712.555596 sec): 3 clusters Score: Raw -100052.432524 + Penalty 2388.290948 = -97664.141577 nChanged 3 SP:Iteration 29Q (1712.563413 sec): 3 clusters Score: Raw -100055.584763 + Penalty 2388.290948 = -97667.293816 nChanged 2 SP:Iteration 30Q (1712.571252 sec): 3 clusters Score: Raw -100056.705439 + Penalty 2388.290948 = -97668.414492 nChanged 1 SP:Iteration 31Q (1712.579034 sec): 3 clusters Score: Raw -100057.501882 + Penalty 2388.290948 = -97669.210935 nChanged 2 SP:Iteration 32Q (1712.586816 sec): 3 clusters Score: Raw -100059.093988 + Penalty 2388.290948 = -97670.803041 nChanged 3 SP:Iteration 33Q (1712.594688 sec): 3 clusters Score: Raw -100060.529108 + Penalty 2388.290948 = -97672.238161 nChanged 3 SP:Iteration 34Q (1712.602557 sec): 3 clusters Score: Raw -100062.292819 + Penalty 2388.290948 = -97674.001871 nChanged 2 SP:Iteration 35Q (1712.610398 sec): 3 clusters Score: Raw -100062.919763 + Penalty 2388.290948 = -97674.628815 nChanged 3 SP:Iteration 36Q (1712.618243 sec): 3 clusters Score: Raw -100063.758022 + Penalty 2388.290948 = -97675.467075 nChanged 2 SP:Iteration 37Q (1712.626118 sec): 3 clusters Score: Raw -100064.868026 + Penalty 2388.290948 = -97676.577079 nChanged 4 SP:Iteration 38Q (1712.633915 sec): 3 clusters Score: Raw -100067.357504 + Penalty 2388.290948 = -97679.066557 nChanged 4 SP:Iteration 39Q (1712.641763 sec): 3 clusters Score: Raw -100069.859595 + Penalty 2388.290948 = -97681.568647 nChanged 6 SP:Iteration 40F (1712.649644 sec): 3 clusters Score: Raw -100072.434469 + Penalty 2388.290948 = -97684.143522 nChanged 5 SP:Iteration 41Q (1712.676863 sec): 3 clusters Score: Raw -100073.985975 + Penalty 2388.290948 = -97685.695027 nChanged 5 SP:Iteration 42Q (1712.691131 sec): 3 clusters Score: Raw -100077.653215 + Penalty 2388.290948 = -97689.362268 nChanged 4 SP:Iteration 43Q (1712.698944 sec): 3 clusters Score: Raw -100078.935427 + Penalty 2388.290948 = -97690.644480 nChanged 3 SP:Iteration 44Q (1712.706801 sec): 3 clusters Score: Raw -100081.069351 + Penalty 2388.290948 = -97692.778403 nChanged 4 SP:Iteration 45Q (1712.714718 sec): 3 clusters Score: Raw -100082.609826 + Penalty 2388.290948 = -97694.318879 nChanged 6 SP:Iteration 46Q (1712.722591 sec): 3 clusters Score: Raw -100084.938167 + Penalty 2388.290948 = -97696.647219 nChanged 6 SP:Iteration 47Q (1712.730437 sec): 3 clusters Score: Raw -100086.880663 + Penalty 2388.290948 = -97698.589715 nChanged 2 SP:Iteration 48Q (1712.738293 sec): 3 clusters Score: Raw -100087.648929 + Penalty 2388.290948 = -97699.357981 nChanged 3 SP:Iteration 49Q (1712.746177 sec): 3 clusters Score: Raw -100088.791015 + Penalty 2388.290948 = -97700.500067 nChanged 2 SP:Iteration 50Q (1712.754025 sec): 3 clusters Score: Raw -100090.517514 + Penalty 2388.290948 = -97702.226566 nChanged 3 SP:Iteration 51Q (1712.761870 sec): 3 clusters Score: Raw -100092.182254 + Penalty 2388.290948 = -97703.891307 nChanged 1 SP:Iteration 52Q (1712.769717 sec): 3 clusters Score: Raw -100092.833172 + Penalty 2388.290948 = -97704.542224 nChanged 2 SP:Iteration 53Q (1712.777577 sec): 3 clusters Score: Raw -100094.049164 + Penalty 2388.290948 = -97705.758216 nChanged 2 SP:Iteration 54Q (1712.785363 sec): 3 clusters Score: Raw -100096.684968 + Penalty 2388.290948 = -97708.394020 nChanged 4 SP:Iteration 55Q (1712.793136 sec): 3 clusters Score: Raw -100099.149747 + Penalty 2388.290948 = -97710.858799 nChanged 2 SP:Iteration 56Q (1712.800979 sec): 3 clusters Score: Raw -100100.023054 + Penalty 2388.290948 = -97711.732106 nChanged 2 SP:Iteration 57Q (1712.808773 sec): 3 clusters Score: Raw -100100.713893 + Penalty 2388.290948 = -97712.422946 nChanged 3 SP:Iteration 58Q (1712.816612 sec): 3 clusters Score: Raw -100103.334282 + Penalty 2388.290948 = -97715.043334 nChanged 3 SP:Iteration 59Q (1712.824453 sec): 3 clusters Score: Raw -100104.702920 + Penalty 2388.290948 = -97716.411972 nChanged 2 SP:Iteration 60F (1712.832328 sec): 3 clusters Score: Raw -100107.326015 + Penalty 2388.290948 = -97719.035067 nChanged 5 SP:Iteration 61Q (1712.840178 sec): 3 clusters Score: Raw -100109.660755 + Penalty 2388.290948 = -97721.369808 nChanged 8 SP:Iteration 62Q (1712.848016 sec): 3 clusters Score: Raw -100113.151168 + Penalty 2388.290948 = -97724.860221 nChanged 4 SP:Iteration 63Q (1712.855848 sec): 3 clusters Score: Raw -100115.469238 + Penalty 2388.290948 = -97727.178291 nChanged 2 SP:Iteration 64Q (1712.863668 sec): 3 clusters Score: Raw -100116.272942 + Penalty 2388.290948 = -97727.981994 nChanged 3 SP:Iteration 65Q (1712.871526 sec): 3 clusters Score: Raw -100118.276261 + Penalty 2388.290948 = -97729.985313 nChanged 3 SP:Iteration 66Q (1712.879362 sec): 3 clusters Score: Raw -100119.702421 + Penalty 2388.290948 = -97731.411474 nChanged 2 SP:Iteration 67Q (1712.887187 sec): 3 clusters Score: Raw -100120.146993 + Penalty 2388.290948 = -97731.856045 nChanged 1 SP:Iteration 68Q (1712.895021 sec): 3 clusters Score: Raw -100120.458665 + Penalty 2388.290948 = -97732.167718 nChanged 0 SP:Iteration 69F (1712.902905 sec): 3 clusters Score: Raw -100120.458665 + Penalty 2388.290948 = -97732.167718 nChanged 0 Trying to split cluster 15 (4525 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1712.921092 sec): 2 clusters Score: Raw -305038.570145 + Penalty 1367.823089 = -303670.747056 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1712.941346 sec): 3 clusters Score: Raw -302729.296961 + Penalty 2735.646178 = -299993.650783 nChanged 1846 SP:Iteration 1F (1712.961440 sec): 3 clusters Score: Raw -303784.493407 + Penalty 2735.646178 = -301048.847228 nChanged 333 SP:Iteration 2F (1712.981641 sec): 3 clusters Score: Raw -303971.055896 + Penalty 2735.646178 = -301235.409717 nChanged 244 SP:Iteration 3F (1713.001496 sec): 3 clusters Score: Raw -304081.103521 + Penalty 2735.646178 = -301345.457343 nChanged 184 SP:Iteration 4Q (1713.021317 sec): 3 clusters Score: Raw -304161.373369 + Penalty 2735.646178 = -301425.727191 nChanged 154 SP:Iteration 5Q (1713.041471 sec): 3 clusters Score: Raw -304223.043971 + Penalty 2735.646178 = -301487.397793 nChanged 100 SP:Iteration 6Q (1713.061198 sec): 3 clusters Score: Raw -304264.266233 + Penalty 2735.646178 = -301528.620055 nChanged 97 SP:Iteration 7Q (1713.081199 sec): 3 clusters Score: Raw -304299.182293 + Penalty 2735.646178 = -301563.536115 nChanged 80 SP:Iteration 8Q (1713.101142 sec): 3 clusters Score: Raw -304333.363603 + Penalty 2735.646178 = -301597.717425 nChanged 82 SP:Iteration 9Q (1713.121027 sec): 3 clusters Score: Raw -304367.908809 + Penalty 2735.646178 = -301632.262631 nChanged 74 SP:Iteration 10Q (1713.140970 sec): 3 clusters Score: Raw -304398.534044 + Penalty 2735.646178 = -301662.887866 nChanged 78 SP:Iteration 11Q (1713.160917 sec): 3 clusters Score: Raw -304426.273397 + Penalty 2735.646178 = -301690.627218 nChanged 66 SP:Iteration 12Q (1713.180589 sec): 3 clusters Score: Raw -304451.030332 + Penalty 2735.646178 = -301715.384154 nChanged 72 SP:Iteration 13Q (1713.200537 sec): 3 clusters Score: Raw -304478.844381 + Penalty 2735.646178 = -301743.198203 nChanged 67 SP:Iteration 14Q (1713.220607 sec): 3 clusters Score: Raw -304506.743192 + Penalty 2735.646178 = -301771.097014 nChanged 64 SP:Iteration 15Q (1713.240642 sec): 3 clusters Score: Raw -304540.065083 + Penalty 2735.646178 = -301804.418904 nChanged 72 SP:Iteration 16Q (1713.260721 sec): 3 clusters Score: Raw -304578.237987 + Penalty 2735.646178 = -301842.591808 nChanged 86 SP:Iteration 17Q (1713.280774 sec): 3 clusters Score: Raw -304620.228973 + Penalty 2735.646178 = -301884.582794 nChanged 83 SP:Iteration 18Q (1713.300660 sec): 3 clusters Score: Raw -304652.661171 + Penalty 2735.646178 = -301917.014992 nChanged 76 SP:Iteration 19Q (1713.320517 sec): 3 clusters Score: Raw -304689.173021 + Penalty 2735.646178 = -301953.526843 nChanged 73 SP:Iteration 20F (1713.340590 sec): 3 clusters Score: Raw -304730.534456 + Penalty 2735.646178 = -301994.888278 nChanged 91 SP:Iteration 21Q (1713.360292 sec): 3 clusters Score: Raw -304769.857633 + Penalty 2735.646178 = -302034.211455 nChanged 78 SP:Iteration 22Q (1713.380126 sec): 3 clusters Score: Raw -304800.626856 + Penalty 2735.646178 = -302064.980678 nChanged 62 SP:Iteration 23Q (1713.399852 sec): 3 clusters Score: Raw -304830.066908 + Penalty 2735.646178 = -302094.420730 nChanged 60 SP:Iteration 24Q (1713.419467 sec): 3 clusters Score: Raw -304855.473287 + Penalty 2735.646178 = -302119.827108 nChanged 58 SP:Iteration 25Q (1713.439492 sec): 3 clusters Score: Raw -304877.411193 + Penalty 2735.646178 = -302141.765015 nChanged 54 SP:Iteration 26Q (1713.459137 sec): 3 clusters Score: Raw -304895.251443 + Penalty 2735.646178 = -302159.605265 nChanged 45 SP:Iteration 27Q (1713.478733 sec): 3 clusters Score: Raw -304911.985189 + Penalty 2735.646178 = -302176.339010 nChanged 38 SP:Iteration 28Q (1713.498581 sec): 3 clusters Score: Raw -304922.623965 + Penalty 2735.646178 = -302186.977786 nChanged 31 SP:Iteration 29Q (1713.518201 sec): 3 clusters Score: Raw -304932.972691 + Penalty 2735.646178 = -302197.326513 nChanged 24 SP:Iteration 30Q (1713.537637 sec): 3 clusters Score: Raw -304942.454242 + Penalty 2735.646178 = -302206.808064 nChanged 28 SP:Iteration 31Q (1713.557227 sec): 3 clusters Score: Raw -304949.076024 + Penalty 2735.646178 = -302213.429846 nChanged 22 SP:Iteration 32Q (1713.576986 sec): 3 clusters Score: Raw -304954.668235 + Penalty 2735.646178 = -302219.022056 nChanged 26 SP:Iteration 33Q (1713.596826 sec): 3 clusters Score: Raw -304963.246657 + Penalty 2735.646178 = -302227.600479 nChanged 21 SP:Iteration 34Q (1713.616477 sec): 3 clusters Score: Raw -304969.649641 + Penalty 2735.646178 = -302234.003463 nChanged 18 SP:Iteration 35Q (1713.635921 sec): 3 clusters Score: Raw -304974.971609 + Penalty 2735.646178 = -302239.325430 nChanged 21 SP:Iteration 36Q (1713.655614 sec): 3 clusters Score: Raw -304981.441485 + Penalty 2735.646178 = -302245.795306 nChanged 21 SP:Iteration 37Q (1713.675602 sec): 3 clusters Score: Raw -304987.024437 + Penalty 2735.646178 = -302251.378258 nChanged 10 SP:Iteration 38Q (1713.695455 sec): 3 clusters Score: Raw -304988.895656 + Penalty 2735.646178 = -302253.249478 nChanged 9 SP:Iteration 39Q (1713.715012 sec): 3 clusters Score: Raw -304991.321881 + Penalty 2735.646178 = -302255.675703 nChanged 9 SP:Iteration 40F (1713.734996 sec): 3 clusters Score: Raw -304993.013340 + Penalty 2735.646178 = -302257.367162 nChanged 9 SP:Iteration 41Q (1713.754395 sec): 3 clusters Score: Raw -304994.981022 + Penalty 2735.646178 = -302259.334843 nChanged 8 SP:Iteration 42Q (1713.774041 sec): 3 clusters Score: Raw -304997.529625 + Penalty 2735.646178 = -302261.883446 nChanged 16 SP:Iteration 43Q (1713.793844 sec): 3 clusters Score: Raw -305002.473968 + Penalty 2735.646178 = -302266.827790 nChanged 13 SP:Iteration 44Q (1713.813502 sec): 3 clusters Score: Raw -305005.506576 + Penalty 2735.646178 = -302269.860397 nChanged 17 SP:Iteration 45Q (1713.833143 sec): 3 clusters Score: Raw -305009.904275 + Penalty 2735.646178 = -302274.258097 nChanged 12 SP:Iteration 46Q (1713.853059 sec): 3 clusters Score: Raw -305013.796954 + Penalty 2735.646178 = -302278.150776 nChanged 13 SP:Iteration 47Q (1713.872800 sec): 3 clusters Score: Raw -305019.018941 + Penalty 2735.646178 = -302283.372762 nChanged 22 SP:Iteration 48Q (1713.892487 sec): 3 clusters Score: Raw -305027.591167 + Penalty 2735.646178 = -302291.944989 nChanged 19 SP:Iteration 49Q (1713.912080 sec): 3 clusters Score: Raw -305033.471344 + Penalty 2735.646178 = -302297.825165 nChanged 19 SP:Iteration 50Q (1713.931980 sec): 3 clusters Score: Raw -305039.855891 + Penalty 2735.646178 = -302304.209713 nChanged 19 SP:Iteration 51Q (1713.951709 sec): 3 clusters Score: Raw -305046.824832 + Penalty 2735.646178 = -302311.178654 nChanged 28 SP:Iteration 52Q (1713.971178 sec): 3 clusters Score: Raw -305054.631843 + Penalty 2735.646178 = -302318.985665 nChanged 21 SP:Iteration 53Q (1713.990748 sec): 3 clusters Score: Raw -305060.488605 + Penalty 2735.646178 = -302324.842427 nChanged 22 SP:Iteration 54Q (1714.010018 sec): 3 clusters Score: Raw -305067.807587 + Penalty 2735.646178 = -302332.161409 nChanged 25 SP:Iteration 55Q (1714.029929 sec): 3 clusters Score: Raw -305079.568298 + Penalty 2735.646178 = -302343.922120 nChanged 27 SP:Iteration 56Q (1714.049685 sec): 3 clusters Score: Raw -305092.171994 + Penalty 2735.646178 = -302356.525816 nChanged 34 SP:Iteration 57Q (1714.069396 sec): 3 clusters Score: Raw -305104.796900 + Penalty 2735.646178 = -302369.150722 nChanged 32 SP:Iteration 58Q (1714.088977 sec): 3 clusters Score: Raw -305117.734266 + Penalty 2735.646178 = -302382.088088 nChanged 41 SP:Iteration 59Q (1714.108670 sec): 3 clusters Score: Raw -305134.570004 + Penalty 2735.646178 = -302398.923825 nChanged 27 SP:Iteration 60F (1714.128630 sec): 3 clusters Score: Raw -305144.192742 + Penalty 2735.646178 = -302408.546564 nChanged 33 SP:Iteration 61Q (1714.148207 sec): 3 clusters Score: Raw -305159.332965 + Penalty 2735.646178 = -302423.686786 nChanged 34 SP:Iteration 62Q (1714.167690 sec): 3 clusters Score: Raw -305177.336124 + Penalty 2735.646178 = -302441.689946 nChanged 38 SP:Iteration 63Q (1714.187153 sec): 3 clusters Score: Raw -305200.222310 + Penalty 2735.646178 = -302464.576132 nChanged 40 SP:Iteration 64Q (1714.206772 sec): 3 clusters Score: Raw -305222.435847 + Penalty 2735.646178 = -302486.789668 nChanged 41 SP:Iteration 65Q (1714.226321 sec): 3 clusters Score: Raw -305240.868966 + Penalty 2735.646178 = -302505.222787 nChanged 39 SP:Iteration 66Q (1714.245877 sec): 3 clusters Score: Raw -305258.994385 + Penalty 2735.646178 = -302523.348207 nChanged 29 SP:Iteration 67Q (1714.265554 sec): 3 clusters Score: Raw -305268.851608 + Penalty 2735.646178 = -302533.205430 nChanged 20 SP:Iteration 68Q (1714.284817 sec): 3 clusters Score: Raw -305275.323425 + Penalty 2735.646178 = -302539.677247 nChanged 19 SP:Iteration 69Q (1714.304328 sec): 3 clusters Score: Raw -305281.193036 + Penalty 2735.646178 = -302545.546857 nChanged 20 SP:Iteration 70Q (1714.323751 sec): 3 clusters Score: Raw -305286.014563 + Penalty 2735.646178 = -302550.368385 nChanged 11 SP:Iteration 71Q (1714.343172 sec): 3 clusters Score: Raw -305288.708647 + Penalty 2735.646178 = -302553.062469 nChanged 5 SP:Iteration 72Q (1714.362459 sec): 3 clusters Score: Raw -305289.662095 + Penalty 2735.646178 = -302554.015917 nChanged 5 SP:Iteration 73Q (1714.381968 sec): 3 clusters Score: Raw -305290.707628 + Penalty 2735.646178 = -302555.061450 nChanged 4 SP:Iteration 74Q (1714.401240 sec): 3 clusters Score: Raw -305291.314680 + Penalty 2735.646178 = -302555.668502 nChanged 2 SP:Iteration 75Q (1714.420828 sec): 3 clusters Score: Raw -305291.574786 + Penalty 2735.646178 = -302555.928608 nChanged 0 SP:Iteration 76F (1714.440653 sec): 3 clusters Score: Raw -305291.574786 + Penalty 2735.646178 = -302555.928608 nChanged 0 Trying to split cluster 17 (1631 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1714.455278 sec): 2 clusters Score: Raw -99672.030743 + Penalty 1202.004148 = -98470.026595 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1714.464025 sec): 3 clusters Score: Raw -99006.343624 + Penalty 2404.008296 = -96602.335328 nChanged 555 SP:Iteration 1F (1714.472205 sec): 3 clusters Score: Raw -99429.903994 + Penalty 2404.008296 = -97025.895698 nChanged 167 SP:Iteration 2F (1714.480342 sec): 3 clusters Score: Raw -99646.503084 + Penalty 2404.008296 = -97242.494788 nChanged 125 SP:Iteration 3F (1714.488511 sec): 3 clusters Score: Raw -99821.520149 + Penalty 2404.008296 = -97417.511854 nChanged 103 SP:Iteration 4F (1714.496689 sec): 3 clusters Score: Raw -100007.145238 + Penalty 2404.008296 = -97603.136942 nChanged 100 SP:Iteration 5F (1714.504779 sec): 3 clusters Score: Raw -100194.712301 + Penalty 2404.008296 = -97790.704006 nChanged 99 SP:Iteration 6F (1714.512990 sec): 3 clusters Score: Raw -100379.477662 + Penalty 2404.008296 = -97975.469366 nChanged 96 SP:Iteration 7F (1714.521092 sec): 3 clusters Score: Raw -100533.383308 + Penalty 2404.008296 = -98129.375012 nChanged 65 SP:Iteration 8Q (1714.529690 sec): 3 clusters Score: Raw -100646.117600 + Penalty 2404.008296 = -98242.109304 nChanged 51 SP:Iteration 9Q (1714.537430 sec): 3 clusters Score: Raw -100746.905187 + Penalty 2404.008296 = -98342.896891 nChanged 38 SP:Iteration 10Q (1714.545213 sec): 3 clusters Score: Raw -100827.626005 + Penalty 2404.008296 = -98423.617709 nChanged 29 SP:Iteration 11Q (1714.552879 sec): 3 clusters Score: Raw -100863.478856 + Penalty 2404.008296 = -98459.470561 nChanged 24 SP:Iteration 12Q (1714.560579 sec): 3 clusters Score: Raw -100893.413086 + Penalty 2404.008296 = -98489.404790 nChanged 24 SP:Iteration 13Q (1714.568266 sec): 3 clusters Score: Raw -100923.623430 + Penalty 2404.008296 = -98519.615135 nChanged 12 SP:Iteration 14Q (1714.575893 sec): 3 clusters Score: Raw -100934.778568 + Penalty 2404.008296 = -98530.770272 nChanged 11 SP:Iteration 15Q (1714.583557 sec): 3 clusters Score: Raw -100942.047418 + Penalty 2404.008296 = -98538.039122 nChanged 4 SP:Iteration 16Q (1714.591221 sec): 3 clusters Score: Raw -100944.340976 + Penalty 2404.008296 = -98540.332681 nChanged 4 SP:Iteration 17Q (1714.598858 sec): 3 clusters Score: Raw -100948.828685 + Penalty 2404.008296 = -98544.820389 nChanged 3 SP:Iteration 18Q (1714.606505 sec): 3 clusters Score: Raw -100950.977740 + Penalty 2404.008296 = -98546.969444 nChanged 3 SP:Iteration 19Q (1714.650054 sec): 3 clusters Score: Raw -100953.034312 + Penalty 2404.008296 = -98549.026016 nChanged 1 SP:Iteration 20F (1714.680827 sec): 3 clusters Score: Raw -100953.730854 + Penalty 2404.008296 = -98549.722558 nChanged 0 Score: Raw -22927586.167633 + Penalty 56090.783467 = -22871495.384166 Splitting cluster 17 changes total score from -22872283.469137 to -22871495.384166 So it's not getting split. Trying to split cluster 18 (1780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1720.606242 sec): 2 clusters Score: Raw -119229.923517 + Penalty 1216.209905 = -118013.713613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1720.615724 sec): 3 clusters Score: Raw -118451.392091 + Penalty 2432.419809 = -116018.972282 nChanged 612 SP:Iteration 1F (1720.624733 sec): 3 clusters Score: Raw -118867.174461 + Penalty 2432.419809 = -116434.754652 nChanged 155 SP:Iteration 2F (1720.633618 sec): 3 clusters Score: Raw -119054.273298 + Penalty 2432.419809 = -116621.853489 nChanged 138 SP:Iteration 3F (1720.642544 sec): 3 clusters Score: Raw -119205.602991 + Penalty 2432.419809 = -116773.183182 nChanged 129 SP:Iteration 4F (1720.651516 sec): 3 clusters Score: Raw -119373.431453 + Penalty 2432.419809 = -116941.011644 nChanged 116 SP:Iteration 5F (1720.660288 sec): 3 clusters Score: Raw -119527.612184 + Penalty 2432.419809 = -117095.192375 nChanged 89 SP:Iteration 6Q (1720.669097 sec): 3 clusters Score: Raw -119651.515115 + Penalty 2432.419809 = -117219.095306 nChanged 76 SP:Iteration 7Q (1720.677949 sec): 3 clusters Score: Raw -119736.452257 + Penalty 2432.419809 = -117304.032448 nChanged 42 SP:Iteration 8Q (1720.686767 sec): 3 clusters Score: Raw -119771.000292 + Penalty 2432.419809 = -117338.580483 nChanged 30 SP:Iteration 9Q (1720.695539 sec): 3 clusters Score: Raw -119796.173437 + Penalty 2432.419809 = -117363.753628 nChanged 17 SP:Iteration 10Q (1720.704304 sec): 3 clusters Score: Raw -119808.715528 + Penalty 2432.419809 = -117376.295719 nChanged 11 SP:Iteration 11Q (1720.713046 sec): 3 clusters Score: Raw -119816.218057 + Penalty 2432.419809 = -117383.798248 nChanged 17 SP:Iteration 12Q (1720.721553 sec): 3 clusters Score: Raw -119828.282810 + Penalty 2432.419809 = -117395.863001 nChanged 10 SP:Iteration 13Q (1720.730289 sec): 3 clusters Score: Raw -119834.183178 + Penalty 2432.419809 = -117401.763369 nChanged 7 SP:Iteration 14Q (1720.738936 sec): 3 clusters Score: Raw -119838.830863 + Penalty 2432.419809 = -117406.411054 nChanged 5 SP:Iteration 15Q (1720.747614 sec): 3 clusters Score: Raw -119841.615098 + Penalty 2432.419809 = -117409.195289 nChanged 0 SP:Iteration 16F (1720.756369 sec): 3 clusters Score: Raw -119841.615098 + Penalty 2432.419809 = -117409.195289 nChanged 0 Trying to split cluster 19 (8108 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1720.779005 sec): 2 clusters Score: Raw -529891.747140 + Penalty 1462.598557 = -528429.148582 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1720.805433 sec): 3 clusters Score: Raw -525431.706673 + Penalty 2925.197115 = -522506.509558 nChanged 3419 SP:Iteration 1F (1720.830952 sec): 3 clusters Score: Raw -527318.877401 + Penalty 2925.197115 = -524393.680286 nChanged 601 SP:Iteration 2F (1720.856569 sec): 3 clusters Score: Raw -527740.808522 + Penalty 2925.197115 = -524815.611407 nChanged 637 SP:Iteration 3F (1720.881886 sec): 3 clusters Score: Raw -528241.932341 + Penalty 2925.197115 = -525316.735226 nChanged 635 SP:Iteration 4F (1720.907711 sec): 3 clusters Score: Raw -528734.250838 + Penalty 2925.197115 = -525809.053723 nChanged 545 SP:Iteration 5F (1720.933252 sec): 3 clusters Score: Raw -529179.259723 + Penalty 2925.197115 = -526254.062608 nChanged 481 SP:Iteration 6F (1720.958739 sec): 3 clusters Score: Raw -529586.187222 + Penalty 2925.197115 = -526660.990107 nChanged 359 SP:Iteration 7Q (1720.984252 sec): 3 clusters Score: Raw -529870.216262 + Penalty 2925.197115 = -526945.019148 nChanged 256 SP:Iteration 8Q (1721.009520 sec): 3 clusters Score: Raw -530066.098085 + Penalty 2925.197115 = -527140.900970 nChanged 188 SP:Iteration 9Q (1721.035095 sec): 3 clusters Score: Raw -530150.889889 + Penalty 2925.197115 = -527225.692774 nChanged 96 SP:Iteration 10Q (1721.060432 sec): 3 clusters Score: Raw -530187.609066 + Penalty 2925.197115 = -527262.411951 nChanged 84 SP:Iteration 11Q (1721.085571 sec): 3 clusters Score: Raw -530219.707380 + Penalty 2925.197115 = -527294.510265 nChanged 59 SP:Iteration 12Q (1721.110597 sec): 3 clusters Score: Raw -530238.539853 + Penalty 2925.197115 = -527313.342738 nChanged 45 SP:Iteration 13Q (1721.136055 sec): 3 clusters Score: Raw -530249.743151 + Penalty 2925.197115 = -527324.546036 nChanged 25 SP:Iteration 14Q (1721.160955 sec): 3 clusters Score: Raw -530257.591790 + Penalty 2925.197115 = -527332.394675 nChanged 26 SP:Iteration 15Q (1721.186176 sec): 3 clusters Score: Raw -530263.047797 + Penalty 2925.197115 = -527337.850682 nChanged 20 SP:Iteration 16Q (1721.211209 sec): 3 clusters Score: Raw -530266.410281 + Penalty 2925.197115 = -527341.213166 nChanged 9 SP:Iteration 17Q (1721.236407 sec): 3 clusters Score: Raw -530267.682264 + Penalty 2925.197115 = -527342.485149 nChanged 5 SP:Iteration 18Q (1721.261689 sec): 3 clusters Score: Raw -530268.361305 + Penalty 2925.197115 = -527343.164190 nChanged 4 SP:Iteration 19Q (1721.286646 sec): 3 clusters Score: Raw -530269.327492 + Penalty 2925.197115 = -527344.130377 nChanged 3 SP:Iteration 20F (1721.312207 sec): 3 clusters Score: Raw -530269.648959 + Penalty 2925.197115 = -527344.451844 nChanged 1 SP:Iteration 21Q (1721.337129 sec): 3 clusters Score: Raw -530269.696853 + Penalty 2925.197115 = -527344.499738 nChanged 0 SP:Iteration 22F (1721.362828 sec): 3 clusters Score: Raw -530269.696853 + Penalty 2925.197115 = -527344.499738 nChanged 0 Trying to split cluster 20 (520 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.373630 sec): 2 clusters Score: Raw -25499.533000 + Penalty 1016.247182 = -24483.285818 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1721.376988 sec): 3 clusters Score: Raw -25576.001051 + Penalty 2032.494364 = -23543.506688 nChanged 125 SP:Iteration 1F (1721.380078 sec): 3 clusters Score: Raw -25936.235409 + Penalty 2032.494364 = -23903.741046 nChanged 31 SP:Iteration 2F (1721.383160 sec): 3 clusters Score: Raw -26064.055823 + Penalty 2032.494364 = -24031.561459 nChanged 14 SP:Iteration 3Q (1721.386133 sec): 3 clusters Score: Raw -26104.576242 + Penalty 2032.494364 = -24072.081879 nChanged 14 SP:Iteration 4Q (1721.389066 sec): 3 clusters Score: Raw -26146.523339 + Penalty 2032.494364 = -24114.028975 nChanged 15 SP:Iteration 5Q (1721.392010 sec): 3 clusters Score: Raw -26197.317443 + Penalty 2032.494364 = -24164.823079 nChanged 11 SP:Iteration 6Q (1721.394928 sec): 3 clusters Score: Raw -26249.363692 + Penalty 2032.494364 = -24216.869328 nChanged 10 SP:Iteration 7Q (1721.397845 sec): 3 clusters Score: Raw -26279.907782 + Penalty 2032.494364 = -24247.413418 nChanged 7 SP:Iteration 8Q (1721.400767 sec): 3 clusters Score: Raw -26308.897118 + Penalty 2032.494364 = -24276.402754 nChanged 5 SP:Iteration 9Q (1721.403675 sec): 3 clusters Score: Raw -26346.827466 + Penalty 2032.494364 = -24314.333102 nChanged 3 SP:Iteration 10Q (1721.406599 sec): 3 clusters Score: Raw -26362.155517 + Penalty 2032.494364 = -24329.661154 nChanged 4 SP:Iteration 11Q (1721.409506 sec): 3 clusters Score: Raw -26370.177443 + Penalty 2032.494364 = -24337.683079 nChanged 4 SP:Iteration 12Q (1721.412378 sec): 3 clusters Score: Raw -26375.912958 + Penalty 2032.494364 = -24343.418594 nChanged 1 SP:Iteration 13Q (1721.415263 sec): 3 clusters Score: Raw -26376.696033 + Penalty 2032.494364 = -24344.201669 nChanged 0 SP:Iteration 14F (1721.418331 sec): 3 clusters Score: Raw -26397.337040 + Penalty 2032.494364 = -24364.842676 nChanged 3 SP:Iteration 15Q (1721.421237 sec): 3 clusters Score: Raw -26444.464160 + Penalty 2032.494364 = -24411.969796 nChanged 3 SP:Iteration 16Q (1721.424118 sec): 3 clusters Score: Raw -26456.717761 + Penalty 2032.494364 = -24424.223398 nChanged 4 SP:Iteration 17Q (1721.427002 sec): 3 clusters Score: Raw -26468.004412 + Penalty 2032.494364 = -24435.510048 nChanged 3 SP:Iteration 18Q (1721.429899 sec): 3 clusters Score: Raw -26472.052563 + Penalty 2032.494364 = -24439.558199 nChanged 4 SP:Iteration 19Q (1721.432779 sec): 3 clusters Score: Raw -26483.472159 + Penalty 2032.494364 = -24450.977795 nChanged 1 SP:Iteration 20F (1721.435877 sec): 3 clusters Score: Raw -26484.920463 + Penalty 2032.494364 = -24452.426099 nChanged 0 Trying to split cluster 21 (10274 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1721.460375 sec): 2 clusters Score: Raw -709815.158493 + Penalty 1501.072903 = -708314.085590 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1721.489455 sec): 3 clusters Score: Raw -704016.899666 + Penalty 3002.145806 = -701014.753860 nChanged 4399 SP:Iteration 1F (1721.517612 sec): 3 clusters Score: Raw -706461.610149 + Penalty 3002.145806 = -703459.464343 nChanged 691 SP:Iteration 2F (1721.545805 sec): 3 clusters Score: Raw -706793.926681 + Penalty 3002.145806 = -703791.780875 nChanged 608 SP:Iteration 3F (1721.573902 sec): 3 clusters Score: Raw -707093.366429 + Penalty 3002.145806 = -704091.220623 nChanged 537 SP:Iteration 4F (1721.602219 sec): 3 clusters Score: Raw -707346.256184 + Penalty 3002.145806 = -704344.110378 nChanged 488 SP:Iteration 5Q (1721.630627 sec): 3 clusters Score: Raw -707578.638889 + Penalty 3002.145806 = -704576.493083 nChanged 473 SP:Iteration 6Q (1721.671635 sec): 3 clusters Score: Raw -707818.568376 + Penalty 3002.145806 = -704816.422570 nChanged 447 SP:Iteration 7Q (1721.699685 sec): 3 clusters Score: Raw -708034.088661 + Penalty 3002.145806 = -705031.942855 nChanged 393 SP:Iteration 8Q (1721.740023 sec): 3 clusters Score: Raw -708215.198990 + Penalty 3002.145806 = -705213.053183 nChanged 350 SP:Iteration 9Q (1721.774313 sec): 3 clusters Score: Raw -708370.034915 + Penalty 3002.145806 = -705367.889109 nChanged 313 SP:Iteration 10Q (1721.802537 sec): 3 clusters Score: Raw -708505.824027 + Penalty 3002.145806 = -705503.678221 nChanged 277 SP:Iteration 11Q (1721.830890 sec): 3 clusters Score: Raw -708622.997880 + Penalty 3002.145806 = -705620.852074 nChanged 254 SP:Iteration 12Q (1721.859384 sec): 3 clusters Score: Raw -708728.142895 + Penalty 3002.145806 = -705725.997088 nChanged 244 SP:Iteration 13Q (1721.887893 sec): 3 clusters Score: Raw -708832.325164 + Penalty 3002.145806 = -705830.179358 nChanged 230 SP:Iteration 14Q (1721.916201 sec): 3 clusters Score: Raw -708938.881822 + Penalty 3002.145806 = -705936.736016 nChanged 216 SP:Iteration 15Q (1721.944446 sec): 3 clusters Score: Raw -709042.203254 + Penalty 3002.145806 = -706040.057448 nChanged 187 SP:Iteration 16Q (1721.972873 sec): 3 clusters Score: Raw -709139.668811 + Penalty 3002.145806 = -706137.523005 nChanged 194 SP:Iteration 17Q (1722.001244 sec): 3 clusters Score: Raw -709254.293334 + Penalty 3002.145806 = -706252.147528 nChanged 198 SP:Iteration 18Q (1722.029423 sec): 3 clusters Score: Raw -709403.897453 + Penalty 3002.145806 = -706401.751647 nChanged 214 SP:Iteration 19Q (1722.057570 sec): 3 clusters Score: Raw -709580.909547 + Penalty 3002.145806 = -706578.763741 nChanged 198 SP:Iteration 20F (1722.085734 sec): 3 clusters Score: Raw -709759.623387 + Penalty 3002.145806 = -706757.477581 nChanged 191 SP:Iteration 21Q (1722.112934 sec): 3 clusters Score: Raw -709966.874772 + Penalty 3002.145806 = -706964.728966 nChanged 201 SP:Iteration 22Q (1722.139751 sec): 3 clusters Score: Raw -710198.698284 + Penalty 3002.145806 = -707196.552478 nChanged 173 SP:Iteration 23Q (1722.165652 sec): 3 clusters Score: Raw -710370.863898 + Penalty 3002.145806 = -707368.718092 nChanged 137 SP:Iteration 24Q (1722.191373 sec): 3 clusters Score: Raw -710454.142284 + Penalty 3002.145806 = -707451.996478 nChanged 89 SP:Iteration 25Q (1722.217184 sec): 3 clusters Score: Raw -710492.361759 + Penalty 3002.145806 = -707490.215953 nChanged 66 SP:Iteration 26Q (1722.242649 sec): 3 clusters Score: Raw -710515.926759 + Penalty 3002.145806 = -707513.780953 nChanged 32 SP:Iteration 27Q (1722.268198 sec): 3 clusters Score: Raw -710525.540700 + Penalty 3002.145806 = -707523.394894 nChanged 22 SP:Iteration 28Q (1722.294089 sec): 3 clusters Score: Raw -710529.948689 + Penalty 3002.145806 = -707527.802883 nChanged 11 SP:Iteration 29Q (1722.319525 sec): 3 clusters Score: Raw -710532.342632 + Penalty 3002.145806 = -707530.196826 nChanged 7 SP:Iteration 30Q (1722.345031 sec): 3 clusters Score: Raw -710533.751618 + Penalty 3002.145806 = -707531.605812 nChanged 11 SP:Iteration 31Q (1722.370743 sec): 3 clusters Score: Raw -710536.011037 + Penalty 3002.145806 = -707533.865231 nChanged 6 SP:Iteration 32Q (1722.396166 sec): 3 clusters Score: Raw -710536.804269 + Penalty 3002.145806 = -707534.658463 nChanged 3 SP:Iteration 33Q (1722.421537 sec): 3 clusters Score: Raw -710537.255430 + Penalty 3002.145806 = -707535.109624 nChanged 4 SP:Iteration 34Q (1722.447107 sec): 3 clusters Score: Raw -710537.766816 + Penalty 3002.145806 = -707535.621010 nChanged 2 SP:Iteration 35Q (1722.472426 sec): 3 clusters Score: Raw -710538.519915 + Penalty 3002.145806 = -707536.374109 nChanged 5 SP:Iteration 36Q (1722.497872 sec): 3 clusters Score: Raw -710539.497659 + Penalty 3002.145806 = -707537.351853 nChanged 2 SP:Iteration 37Q (1722.523237 sec): 3 clusters Score: Raw -710539.820318 + Penalty 3002.145806 = -707537.674512 nChanged 2 SP:Iteration 38Q (1722.548643 sec): 3 clusters Score: Raw -710540.030312 + Penalty 3002.145806 = -707537.884506 nChanged 1 SP:Iteration 39Q (1722.574020 sec): 3 clusters Score: Raw -710540.098440 + Penalty 3002.145806 = -707537.952634 nChanged 2 SP:Iteration 40F (1722.602100 sec): 3 clusters Score: Raw -710540.575128 + Penalty 3002.145806 = -707538.429322 nChanged 6 SP:Iteration 41Q (1722.627458 sec): 3 clusters Score: Raw -710541.801747 + Penalty 3002.145806 = -707539.655941 nChanged 2 SP:Iteration 42Q (1722.652895 sec): 3 clusters Score: Raw -710541.951306 + Penalty 3002.145806 = -707539.805500 nChanged 0 SP:Iteration 43F (1722.681258 sec): 3 clusters Score: Raw -710541.951306 + Penalty 3002.145806 = -707539.805500 nChanged 0 Trying to split cluster 22 (51356 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1722.759024 sec): 2 clusters Score: Raw -3446240.946125 + Penalty 1762.562271 = -3444478.383854 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1722.860399 sec): 3 clusters Score: Raw -3413678.436924 + Penalty 3525.124542 = -3410153.312382 nChanged 24117 SP:Iteration 1F (1722.955219 sec): 3 clusters Score: Raw -3427681.964727 + Penalty 3525.124542 = -3424156.840184 nChanged 2322 SP:Iteration 2Q (1723.054945 sec): 3 clusters Score: Raw -3428524.929573 + Penalty 3525.124542 = -3424999.805031 nChanged 2285 SP:Iteration 3Q (1723.154619 sec): 3 clusters Score: Raw -3429422.982845 + Penalty 3525.124542 = -3425897.858302 nChanged 2416 SP:Iteration 4Q (1723.254283 sec): 3 clusters Score: Raw -3430574.336873 + Penalty 3525.124542 = -3427049.212331 nChanged 2707 SP:Iteration 5F (1723.348938 sec): 3 clusters Score: Raw -3432106.606482 + Penalty 3525.124542 = -3428581.481940 nChanged 3138 SP:Iteration 6F (1723.443425 sec): 3 clusters Score: Raw -3434195.651735 + Penalty 3525.124542 = -3430670.527193 nChanged 3443 SP:Iteration 7F (1723.538116 sec): 3 clusters Score: Raw -3436734.056904 + Penalty 3525.124542 = -3433208.932362 nChanged 3321 SP:Iteration 8F (1723.632707 sec): 3 clusters Score: Raw -3439413.586115 + Penalty 3525.124542 = -3435888.461572 nChanged 2879 SP:Iteration 9F (1723.727163 sec): 3 clusters Score: Raw -3441753.971919 + Penalty 3525.124542 = -3438228.847377 nChanged 2146 SP:Iteration 10Q (1723.819130 sec): 3 clusters Score: Raw -3443478.325528 + Penalty 3525.124542 = -3439953.200986 nChanged 1510 SP:Iteration 11Q (1723.907609 sec): 3 clusters Score: Raw -3444597.297980 + Penalty 3525.124542 = -3441072.173437 nChanged 1044 SP:Iteration 12Q (1723.993806 sec): 3 clusters Score: Raw -3445340.048005 + Penalty 3525.124542 = -3441814.923463 nChanged 680 SP:Iteration 13Q (1724.077586 sec): 3 clusters Score: Raw -3445816.312878 + Penalty 3525.124542 = -3442291.188335 nChanged 471 SP:Iteration 14Q (1724.171783 sec): 3 clusters Score: Raw -3446085.497461 + Penalty 3525.124542 = -3442560.372919 nChanged 343 SP:Iteration 15Q (1724.253013 sec): 3 clusters Score: Raw -3446246.014052 + Penalty 3525.124542 = -3442720.889510 nChanged 263 SP:Iteration 16Q (1724.333363 sec): 3 clusters Score: Raw -3446373.880715 + Penalty 3525.124542 = -3442848.756172 nChanged 188 SP:Iteration 17Q (1724.413286 sec): 3 clusters Score: Raw -3446465.413730 + Penalty 3525.124542 = -3442940.289188 nChanged 151 SP:Iteration 18Q (1724.492802 sec): 3 clusters Score: Raw -3446527.364451 + Penalty 3525.124542 = -3443002.239909 nChanged 120 SP:Iteration 19Q (1724.572113 sec): 3 clusters Score: Raw -3446570.707334 + Penalty 3525.124542 = -3443045.582792 nChanged 103 SP:Iteration 20F (1724.666287 sec): 3 clusters Score: Raw -3446611.327235 + Penalty 3525.124542 = -3443086.202693 nChanged 91 SP:Iteration 21Q (1724.745281 sec): 3 clusters Score: Raw -3446644.599623 + Penalty 3525.124542 = -3443119.475081 nChanged 81 SP:Iteration 22Q (1724.823877 sec): 3 clusters Score: Raw -3446675.257608 + Penalty 3525.124542 = -3443150.133066 nChanged 62 SP:Iteration 23Q (1724.902160 sec): 3 clusters Score: Raw -3446699.068689 + Penalty 3525.124542 = -3443173.944147 nChanged 50 SP:Iteration 24Q (1724.980231 sec): 3 clusters Score: Raw -3446719.151317 + Penalty 3525.124542 = -3443194.026774 nChanged 52 SP:Iteration 25Q (1725.058036 sec): 3 clusters Score: Raw -3446736.554766 + Penalty 3525.124542 = -3443211.430224 nChanged 46 SP:Iteration 26Q (1725.135941 sec): 3 clusters Score: Raw -3446752.580844 + Penalty 3525.124542 = -3443227.456301 nChanged 46 SP:Iteration 27Q (1725.213790 sec): 3 clusters Score: Raw -3446771.356296 + Penalty 3525.124542 = -3443246.231754 nChanged 48 SP:Iteration 28Q (1725.291631 sec): 3 clusters Score: Raw -3446791.202034 + Penalty 3525.124542 = -3443266.077492 nChanged 52 SP:Iteration 29Q (1725.369406 sec): 3 clusters Score: Raw -3446808.910451 + Penalty 3525.124542 = -3443283.785908 nChanged 34 SP:Iteration 30Q (1725.447028 sec): 3 clusters Score: Raw -3446819.026544 + Penalty 3525.124542 = -3443293.902002 nChanged 35 SP:Iteration 31Q (1725.524558 sec): 3 clusters Score: Raw -3446829.563665 + Penalty 3525.124542 = -3443304.439122 nChanged 25 SP:Iteration 32Q (1725.602056 sec): 3 clusters Score: Raw -3446836.335322 + Penalty 3525.124542 = -3443311.210780 nChanged 24 SP:Iteration 33Q (1725.678218 sec): 3 clusters Score: Raw -3446842.047321 + Penalty 3525.124542 = -3443316.922778 nChanged 22 SP:Iteration 34Q (1725.768890 sec): 3 clusters Score: Raw -3446848.477498 + Penalty 3525.124542 = -3443323.352956 nChanged 24 SP:Iteration 35Q (1725.846340 sec): 3 clusters Score: Raw -3446854.417960 + Penalty 3525.124542 = -3443329.293418 nChanged 18 SP:Iteration 36Q (1725.923794 sec): 3 clusters Score: Raw -3446858.182906 + Penalty 3525.124542 = -3443333.058363 nChanged 16 SP:Iteration 37Q (1726.001211 sec): 3 clusters Score: Raw -3446862.815836 + Penalty 3525.124542 = -3443337.691294 nChanged 14 SP:Iteration 38Q (1726.078481 sec): 3 clusters Score: Raw -3446865.058887 + Penalty 3525.124542 = -3443339.934345 nChanged 9 SP:Iteration 39Q (1726.156003 sec): 3 clusters Score: Raw -3446866.905541 + Penalty 3525.124542 = -3443341.780998 nChanged 5 SP:Iteration 40F (1726.249968 sec): 3 clusters Score: Raw -3446867.766437 + Penalty 3525.124542 = -3443342.641895 nChanged 2 SP:Iteration 41Q (1726.327728 sec): 3 clusters Score: Raw -3446868.312407 + Penalty 3525.124542 = -3443343.187865 nChanged 3 SP:Iteration 42Q (1726.405285 sec): 3 clusters Score: Raw -3446869.046689 + Penalty 3525.124542 = -3443343.922146 nChanged 5 SP:Iteration 43Q (1726.482806 sec): 3 clusters Score: Raw -3446869.988159 + Penalty 3525.124542 = -3443344.863617 nChanged 6 SP:Iteration 44Q (1726.560428 sec): 3 clusters Score: Raw -3446871.085113 + Penalty 3525.124542 = -3443345.960571 nChanged 3 SP:Iteration 45Q (1726.637782 sec): 3 clusters Score: Raw -3446871.959142 + Penalty 3525.124542 = -3443346.834600 nChanged 6 SP:Iteration 46Q (1726.715221 sec): 3 clusters Score: Raw -3446873.721980 + Penalty 3525.124542 = -3443348.597437 nChanged 7 SP:Iteration 47Q (1726.792768 sec): 3 clusters Score: Raw -3446875.279842 + Penalty 3525.124542 = -3443350.155299 nChanged 6 SP:Iteration 48Q (1726.870100 sec): 3 clusters Score: Raw -3446876.642679 + Penalty 3525.124542 = -3443351.518137 nChanged 5 SP:Iteration 49Q (1726.947427 sec): 3 clusters Score: Raw -3446877.750488 + Penalty 3525.124542 = -3443352.625946 nChanged 1 SP:Iteration 50Q (1727.024800 sec): 3 clusters Score: Raw -3446877.804610 + Penalty 3525.124542 = -3443352.680067 nChanged 0 SP:Iteration 51F (1727.118597 sec): 3 clusters Score: Raw -3446877.804610 + Penalty 3525.124542 = -3443352.680067 nChanged 0 Trying to split cluster 23 (2773 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.125625 sec): 2 clusters Score: Raw -183465.364949 + Penalty 1288.248820 = -182177.116129 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.139921 sec): 3 clusters Score: Raw -182210.324578 + Penalty 2576.497640 = -179633.826938 nChanged 1043 SP:Iteration 1F (1727.153439 sec): 3 clusters Score: Raw -182923.234167 + Penalty 2576.497640 = -180346.736527 nChanged 277 SP:Iteration 2F (1727.166875 sec): 3 clusters Score: Raw -183242.519620 + Penalty 2576.497640 = -180666.021980 nChanged 221 SP:Iteration 3F (1727.180301 sec): 3 clusters Score: Raw -183545.133778 + Penalty 2576.497640 = -180968.636138 nChanged 225 SP:Iteration 4F (1727.193845 sec): 3 clusters Score: Raw -183876.207522 + Penalty 2576.497640 = -181299.709882 nChanged 173 SP:Iteration 5F (1727.207344 sec): 3 clusters Score: Raw -184051.417834 + Penalty 2576.497640 = -181474.920194 nChanged 117 SP:Iteration 6Q (1727.220784 sec): 3 clusters Score: Raw -184145.540857 + Penalty 2576.497640 = -181569.043218 nChanged 73 SP:Iteration 7Q (1727.234146 sec): 3 clusters Score: Raw -184203.188852 + Penalty 2576.497640 = -181626.691212 nChanged 56 SP:Iteration 8Q (1727.247377 sec): 3 clusters Score: Raw -184232.804851 + Penalty 2576.497640 = -181656.307211 nChanged 23 SP:Iteration 9Q (1727.260690 sec): 3 clusters Score: Raw -184240.981089 + Penalty 2576.497640 = -181664.483449 nChanged 12 SP:Iteration 10Q (1727.273989 sec): 3 clusters Score: Raw -184246.734618 + Penalty 2576.497640 = -181670.236978 nChanged 9 SP:Iteration 11Q (1727.287308 sec): 3 clusters Score: Raw -184251.306158 + Penalty 2576.497640 = -181674.808518 nChanged 13 SP:Iteration 12Q (1727.300586 sec): 3 clusters Score: Raw -184255.928982 + Penalty 2576.497640 = -181679.431342 nChanged 7 SP:Iteration 13Q (1727.313768 sec): 3 clusters Score: Raw -184258.890114 + Penalty 2576.497640 = -181682.392474 nChanged 9 SP:Iteration 14Q (1727.326961 sec): 3 clusters Score: Raw -184262.808210 + Penalty 2576.497640 = -181686.310570 nChanged 10 SP:Iteration 15Q (1727.340092 sec): 3 clusters Score: Raw -184268.637678 + Penalty 2576.497640 = -181692.140038 nChanged 14 SP:Iteration 16Q (1727.353259 sec): 3 clusters Score: Raw -184275.793889 + Penalty 2576.497640 = -181699.296249 nChanged 13 SP:Iteration 17Q (1727.366463 sec): 3 clusters Score: Raw -184282.759885 + Penalty 2576.497640 = -181706.262246 nChanged 14 SP:Iteration 18Q (1727.379689 sec): 3 clusters Score: Raw -184289.669293 + Penalty 2576.497640 = -181713.171653 nChanged 11 SP:Iteration 19Q (1727.392846 sec): 3 clusters Score: Raw -184294.039942 + Penalty 2576.497640 = -181717.542302 nChanged 5 SP:Iteration 20F (1727.406340 sec): 3 clusters Score: Raw -184296.154188 + Penalty 2576.497640 = -181719.656548 nChanged 7 SP:Iteration 21Q (1727.419554 sec): 3 clusters Score: Raw -184298.752436 + Penalty 2576.497640 = -181722.254796 nChanged 5 SP:Iteration 22Q (1727.432850 sec): 3 clusters Score: Raw -184300.435685 + Penalty 2576.497640 = -181723.938045 nChanged 5 SP:Iteration 23Q (1727.446138 sec): 3 clusters Score: Raw -184302.216944 + Penalty 2576.497640 = -181725.719304 nChanged 0 SP:Iteration 24F (1727.459502 sec): 3 clusters Score: Raw -184302.216944 + Penalty 2576.497640 = -181725.719304 nChanged 0 Trying to split cluster 24 (8943 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1727.483539 sec): 2 clusters Score: Raw -535547.111329 + Penalty 1478.526787 = -534068.584542 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1727.511869 sec): 3 clusters Score: Raw -530602.340046 + Penalty 2957.053574 = -527645.286472 nChanged 3771 SP:Iteration 1F (1727.539123 sec): 3 clusters Score: Raw -532808.668782 + Penalty 2957.053574 = -529851.615208 nChanged 651 SP:Iteration 2F (1727.566424 sec): 3 clusters Score: Raw -533165.192988 + Penalty 2957.053574 = -530208.139413 nChanged 530 SP:Iteration 3F (1727.593856 sec): 3 clusters Score: Raw -533443.017495 + Penalty 2957.053574 = -530485.963920 nChanged 473 SP:Iteration 4F (1727.621421 sec): 3 clusters Score: Raw -533708.457794 + Penalty 2957.053574 = -530751.404220 nChanged 409 SP:Iteration 5Q (1727.649027 sec): 3 clusters Score: Raw -533971.718263 + Penalty 2957.053574 = -531014.664689 nChanged 420 SP:Iteration 6Q (1727.676479 sec): 3 clusters Score: Raw -534280.328912 + Penalty 2957.053574 = -531323.275338 nChanged 434 SP:Iteration 7Q (1727.703953 sec): 3 clusters Score: Raw -534640.645383 + Penalty 2957.053574 = -531683.591809 nChanged 430 SP:Iteration 8Q (1727.731489 sec): 3 clusters Score: Raw -534960.186980 + Penalty 2957.053574 = -532003.133406 nChanged 371 SP:Iteration 9Q (1727.758767 sec): 3 clusters Score: Raw -535195.811216 + Penalty 2957.053574 = -532238.757642 nChanged 318 SP:Iteration 10Q (1727.785899 sec): 3 clusters Score: Raw -535379.921375 + Penalty 2957.053574 = -532422.867801 nChanged 245 SP:Iteration 11Q (1727.813090 sec): 3 clusters Score: Raw -535498.670721 + Penalty 2957.053574 = -532541.617147 nChanged 198 SP:Iteration 12Q (1727.839881 sec): 3 clusters Score: Raw -535586.467063 + Penalty 2957.053574 = -532629.413488 nChanged 154 SP:Iteration 13Q (1727.866746 sec): 3 clusters Score: Raw -535653.535075 + Penalty 2957.053574 = -532696.481501 nChanged 139 SP:Iteration 14Q (1727.893480 sec): 3 clusters Score: Raw -535707.391676 + Penalty 2957.053574 = -532750.338102 nChanged 103 SP:Iteration 15Q (1727.920319 sec): 3 clusters Score: Raw -535736.808029 + Penalty 2957.053574 = -532779.754455 nChanged 77 SP:Iteration 16Q (1727.947470 sec): 3 clusters Score: Raw -535754.469545 + Penalty 2957.053574 = -532797.415970 nChanged 51 SP:Iteration 17Q (1727.974188 sec): 3 clusters Score: Raw -535765.393769 + Penalty 2957.053574 = -532808.340195 nChanged 44 SP:Iteration 18Q (1728.000949 sec): 3 clusters Score: Raw -535772.995403 + Penalty 2957.053574 = -532815.941829 nChanged 27 SP:Iteration 19Q (1728.027549 sec): 3 clusters Score: Raw -535777.602875 + Penalty 2957.053574 = -532820.549300 nChanged 29 SP:Iteration 20F (1728.054766 sec): 3 clusters Score: Raw -535783.000574 + Penalty 2957.053574 = -532825.946999 nChanged 31 SP:Iteration 21Q (1728.081264 sec): 3 clusters Score: Raw -535789.184788 + Penalty 2957.053574 = -532832.131214 nChanged 26 SP:Iteration 22Q (1728.107885 sec): 3 clusters Score: Raw -535793.868997 + Penalty 2957.053574 = -532836.815423 nChanged 16 SP:Iteration 23Q (1728.134528 sec): 3 clusters Score: Raw -535796.458723 + Penalty 2957.053574 = -532839.405149 nChanged 24 SP:Iteration 24Q (1728.161055 sec): 3 clusters Score: Raw -535800.073958 + Penalty 2957.053574 = -532843.020384 nChanged 21 SP:Iteration 25Q (1728.187730 sec): 3 clusters Score: Raw -535802.971524 + Penalty 2957.053574 = -532845.917950 nChanged 12 SP:Iteration 26Q (1728.214334 sec): 3 clusters Score: Raw -535804.286428 + Penalty 2957.053574 = -532847.232854 nChanged 4 SP:Iteration 27Q (1728.241066 sec): 3 clusters Score: Raw -535804.689631 + Penalty 2957.053574 = -532847.636057 nChanged 3 SP:Iteration 28Q (1728.267659 sec): 3 clusters Score: Raw -535805.141099 + Penalty 2957.053574 = -532848.087524 nChanged 5 SP:Iteration 29Q (1728.294172 sec): 3 clusters Score: Raw -535805.563949 + Penalty 2957.053574 = -532848.510374 nChanged 5 SP:Iteration 30Q (1728.320741 sec): 3 clusters Score: Raw -535806.008622 + Penalty 2957.053574 = -532848.955048 nChanged 4 SP:Iteration 31Q (1728.347407 sec): 3 clusters Score: Raw -535806.622780 + Penalty 2957.053574 = -532849.569205 nChanged 4 SP:Iteration 32Q (1728.374018 sec): 3 clusters Score: Raw -535807.194518 + Penalty 2957.053574 = -532850.140943 nChanged 6 SP:Iteration 33Q (1728.400725 sec): 3 clusters Score: Raw -535808.106288 + Penalty 2957.053574 = -532851.052714 nChanged 3 SP:Iteration 34Q (1728.427184 sec): 3 clusters Score: Raw -535808.398607 + Penalty 2957.053574 = -532851.345033 nChanged 5 SP:Iteration 35Q (1728.453749 sec): 3 clusters Score: Raw -535808.656889 + Penalty 2957.053574 = -532851.603315 nChanged 3 SP:Iteration 36Q (1728.480402 sec): 3 clusters Score: Raw -535809.153752 + Penalty 2957.053574 = -532852.100178 nChanged 7 SP:Iteration 37Q (1728.507216 sec): 3 clusters Score: Raw -535810.683835 + Penalty 2957.053574 = -532853.630260 nChanged 10 SP:Iteration 38Q (1728.533914 sec): 3 clusters Score: Raw -535812.273376 + Penalty 2957.053574 = -532855.219802 nChanged 10 SP:Iteration 39Q (1728.560642 sec): 3 clusters Score: Raw -535813.492388 + Penalty 2957.053574 = -532856.438814 nChanged 6 SP:Iteration 40F (1728.588000 sec): 3 clusters Score: Raw -535814.420931 + Penalty 2957.053574 = -532857.367357 nChanged 5 SP:Iteration 41Q (1728.614681 sec): 3 clusters Score: Raw -535815.056206 + Penalty 2957.053574 = -532858.002632 nChanged 5 SP:Iteration 42Q (1728.641376 sec): 3 clusters Score: Raw -535815.994685 + Penalty 2957.053574 = -532858.941111 nChanged 7 SP:Iteration 43Q (1728.667960 sec): 3 clusters Score: Raw -535816.852471 + Penalty 2957.053574 = -532859.798897 nChanged 8 SP:Iteration 44Q (1728.694482 sec): 3 clusters Score: Raw -535817.960986 + Penalty 2957.053574 = -532860.907411 nChanged 6 SP:Iteration 45Q (1728.721195 sec): 3 clusters Score: Raw -535818.886119 + Penalty 2957.053574 = -532861.832545 nChanged 6 SP:Iteration 46Q (1728.748141 sec): 3 clusters Score: Raw -535819.556487 + Penalty 2957.053574 = -532862.502913 nChanged 5 SP:Iteration 47Q (1728.775081 sec): 3 clusters Score: Raw -535819.932786 + Penalty 2957.053574 = -532862.879212 nChanged 1 SP:Iteration 48Q (1728.801804 sec): 3 clusters Score: Raw -535820.027374 + Penalty 2957.053574 = -532862.973800 nChanged 1 SP:Iteration 49Q (1728.828457 sec): 3 clusters Score: Raw -535820.127084 + Penalty 2957.053574 = -532863.073510 nChanged 1 SP:Iteration 50Q (1728.855189 sec): 3 clusters Score: Raw -535820.186611 + Penalty 2957.053574 = -532863.133036 nChanged 0 SP:Iteration 51F (1728.882572 sec): 3 clusters Score: Raw -535820.186611 + Penalty 2957.053574 = -532863.133036 nChanged 0 Trying to split cluster 25 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1728.896876 sec): 2 clusters Score: Raw -78109.638574 + Penalty 1190.977732 = -76918.660842 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1728.905276 sec): 3 clusters Score: Raw -77582.896247 + Penalty 2381.955464 = -75200.940783 nChanged 568 SP:Iteration 1F (1728.913121 sec): 3 clusters Score: Raw -78466.409394 + Penalty 2381.955464 = -76084.453930 nChanged 223 SP:Iteration 2F (1728.920963 sec): 3 clusters Score: Raw -78873.345214 + Penalty 2381.955464 = -76491.389750 nChanged 104 SP:Iteration 3F (1728.928781 sec): 3 clusters Score: Raw -79014.715866 + Penalty 2381.955464 = -76632.760402 nChanged 57 SP:Iteration 4Q (1728.936455 sec): 3 clusters Score: Raw -79079.758689 + Penalty 2381.955464 = -76697.803224 nChanged 37 SP:Iteration 5Q (1728.944166 sec): 3 clusters Score: Raw -79110.770888 + Penalty 2381.955464 = -76728.815424 nChanged 19 SP:Iteration 6Q (1728.951860 sec): 3 clusters Score: Raw -79129.306161 + Penalty 2381.955464 = -76747.350697 nChanged 10 SP:Iteration 7Q (1728.959477 sec): 3 clusters Score: Raw -79137.584301 + Penalty 2381.955464 = -76755.628836 nChanged 7 SP:Iteration 8Q (1728.967193 sec): 3 clusters Score: Raw -79141.691343 + Penalty 2381.955464 = -76759.735879 nChanged 2 SP:Iteration 9Q (1728.974867 sec): 3 clusters Score: Raw -79142.455423 + Penalty 2381.955464 = -76760.499959 nChanged 1 SP:Iteration 10Q (1728.982546 sec): 3 clusters Score: Raw -79142.822049 + Penalty 2381.955464 = -76760.866585 nChanged 1 SP:Iteration 11Q (1728.990223 sec): 3 clusters Score: Raw -79144.481716 + Penalty 2381.955464 = -76762.526251 nChanged 0 SP:Iteration 12F (1728.998047 sec): 3 clusters Score: Raw -79144.481716 + Penalty 2381.955464 = -76762.526251 nChanged 0 Trying to split cluster 26 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1729.010706 sec): 2 clusters Score: Raw -74637.331485 + Penalty 1162.751899 = -73474.579585 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.017798 sec): 3 clusters Score: Raw -74159.691381 + Penalty 2325.503798 = -71834.187583 nChanged 423 SP:Iteration 1F (1729.024465 sec): 3 clusters Score: Raw -74523.100536 + Penalty 2325.503798 = -72197.596738 nChanged 113 SP:Iteration 2F (1729.031172 sec): 3 clusters Score: Raw -74638.607311 + Penalty 2325.503798 = -72313.103513 nChanged 54 SP:Iteration 3Q (1729.037790 sec): 3 clusters Score: Raw -74691.544688 + Penalty 2325.503798 = -72366.040890 nChanged 36 SP:Iteration 4Q (1729.044428 sec): 3 clusters Score: Raw -74715.962208 + Penalty 2325.503798 = -72390.458410 nChanged 22 SP:Iteration 5Q (1729.051051 sec): 3 clusters Score: Raw -74730.329136 + Penalty 2325.503798 = -72404.825338 nChanged 11 SP:Iteration 6Q (1729.067571 sec): 3 clusters Score: Raw -74740.029860 + Penalty 2325.503798 = -72414.526062 nChanged 13 SP:Iteration 7Q (1729.074212 sec): 3 clusters Score: Raw -74751.444143 + Penalty 2325.503798 = -72425.940345 nChanged 13 SP:Iteration 8Q (1729.080770 sec): 3 clusters Score: Raw -74761.005755 + Penalty 2325.503798 = -72435.501957 nChanged 11 SP:Iteration 9Q (1729.087382 sec): 3 clusters Score: Raw -74769.576115 + Penalty 2325.503798 = -72444.072317 nChanged 10 SP:Iteration 10Q (1729.093975 sec): 3 clusters Score: Raw -74773.059060 + Penalty 2325.503798 = -72447.555262 nChanged 3 SP:Iteration 11Q (1729.100588 sec): 3 clusters Score: Raw -74774.894656 + Penalty 2325.503798 = -72449.390858 nChanged 3 SP:Iteration 12Q (1729.107198 sec): 3 clusters Score: Raw -74776.700242 + Penalty 2325.503798 = -72451.196444 nChanged 3 SP:Iteration 13Q (1729.113802 sec): 3 clusters Score: Raw -74778.148797 + Penalty 2325.503798 = -72452.644999 nChanged 2 SP:Iteration 14Q (1729.120435 sec): 3 clusters Score: Raw -74779.140686 + Penalty 2325.503798 = -72453.636888 nChanged 2 SP:Iteration 15Q (1729.126997 sec): 3 clusters Score: Raw -74780.150908 + Penalty 2325.503798 = -72454.647110 nChanged 1 SP:Iteration 16Q (1729.133602 sec): 3 clusters Score: Raw -74780.623064 + Penalty 2325.503798 = -72455.119266 nChanged 0 SP:Iteration 17F (1729.140236 sec): 3 clusters Score: Raw -74780.623064 + Penalty 2325.503798 = -72455.119266 nChanged 0 Trying to split cluster 27 (38636 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1729.202420 sec): 2 clusters Score: Raw -2617210.388942 + Penalty 1716.315212 = -2615494.073731 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1729.282780 sec): 3 clusters Score: Raw -2592881.706720 + Penalty 3432.630423 = -2589449.076297 nChanged 17983 SP:Iteration 1F (1729.357058 sec): 3 clusters Score: Raw -2603396.810650 + Penalty 3432.630423 = -2599964.180227 nChanged 1836 SP:Iteration 2Q (1729.434515 sec): 3 clusters Score: Raw -2604178.224422 + Penalty 3432.630423 = -2600745.593999 nChanged 1963 SP:Iteration 3F (1729.507990 sec): 3 clusters Score: Raw -2605168.832012 + Penalty 3432.630423 = -2601736.201589 nChanged 2253 SP:Iteration 4F (1729.581984 sec): 3 clusters Score: Raw -2606571.466501 + Penalty 3432.630423 = -2603138.836078 nChanged 2510 SP:Iteration 5F (1729.655592 sec): 3 clusters Score: Raw -2608534.223223 + Penalty 3432.630423 = -2605101.592800 nChanged 2708 SP:Iteration 6F (1729.729853 sec): 3 clusters Score: Raw -2610995.838840 + Penalty 3432.630423 = -2607563.208417 nChanged 2564 SP:Iteration 7F (1729.803931 sec): 3 clusters Score: Raw -2613473.384871 + Penalty 3432.630423 = -2610040.754447 nChanged 2009 SP:Iteration 8F (1729.877955 sec): 3 clusters Score: Raw -2615471.990506 + Penalty 3432.630423 = -2612039.360083 nChanged 1400 SP:Iteration 9Q (1729.948837 sec): 3 clusters Score: Raw -2616687.209766 + Penalty 3432.630423 = -2613254.579343 nChanged 1022 SP:Iteration 10Q (1730.016661 sec): 3 clusters Score: Raw -2617400.802924 + Penalty 3432.630423 = -2613968.172501 nChanged 724 SP:Iteration 11Q (1730.083521 sec): 3 clusters Score: Raw -2617822.517271 + Penalty 3432.630423 = -2614389.886848 nChanged 547 SP:Iteration 12Q (1730.149598 sec): 3 clusters Score: Raw -2618087.859936 + Penalty 3432.630423 = -2614655.229513 nChanged 371 SP:Iteration 13Q (1730.214991 sec): 3 clusters Score: Raw -2618229.700066 + Penalty 3432.630423 = -2614797.069643 nChanged 289 SP:Iteration 14Q (1730.280916 sec): 3 clusters Score: Raw -2618321.603921 + Penalty 3432.630423 = -2614888.973498 nChanged 219 SP:Iteration 15Q (1730.346282 sec): 3 clusters Score: Raw -2618370.762058 + Penalty 3432.630423 = -2614938.131635 nChanged 175 SP:Iteration 16Q (1730.411862 sec): 3 clusters Score: Raw -2618410.601835 + Penalty 3432.630423 = -2614977.971412 nChanged 161 SP:Iteration 17Q (1730.477021 sec): 3 clusters Score: Raw -2618449.575005 + Penalty 3432.630423 = -2615016.944582 nChanged 138 SP:Iteration 18Q (1730.541938 sec): 3 clusters Score: Raw -2618474.957799 + Penalty 3432.630423 = -2615042.327376 nChanged 106 SP:Iteration 19Q (1730.607052 sec): 3 clusters Score: Raw -2618489.593662 + Penalty 3432.630423 = -2615056.963238 nChanged 74 SP:Iteration 20F (1730.680059 sec): 3 clusters Score: Raw -2618499.314426 + Penalty 3432.630423 = -2615066.684003 nChanged 64 SP:Iteration 21Q (1730.746331 sec): 3 clusters Score: Raw -2618506.869469 + Penalty 3432.630423 = -2615074.239046 nChanged 46 SP:Iteration 22Q (1730.811422 sec): 3 clusters Score: Raw -2618511.110292 + Penalty 3432.630423 = -2615078.479869 nChanged 45 SP:Iteration 23Q (1730.876677 sec): 3 clusters Score: Raw -2618515.110598 + Penalty 3432.630423 = -2615082.480175 nChanged 28 SP:Iteration 24Q (1730.941881 sec): 3 clusters Score: Raw -2618516.926957 + Penalty 3432.630423 = -2615084.296534 nChanged 20 SP:Iteration 25Q (1731.007049 sec): 3 clusters Score: Raw -2618518.139839 + Penalty 3432.630423 = -2615085.509416 nChanged 18 SP:Iteration 26Q (1731.072243 sec): 3 clusters Score: Raw -2618519.278777 + Penalty 3432.630423 = -2615086.648354 nChanged 10 SP:Iteration 27Q (1731.137256 sec): 3 clusters Score: Raw -2618520.100635 + Penalty 3432.630423 = -2615087.470212 nChanged 10 SP:Iteration 28Q (1731.202318 sec): 3 clusters Score: Raw -2618520.633063 + Penalty 3432.630423 = -2615088.002640 nChanged 5 SP:Iteration 29Q (1731.267477 sec): 3 clusters Score: Raw -2618520.872141 + Penalty 3432.630423 = -2615088.241718 nChanged 5 SP:Iteration 30Q (1731.332542 sec): 3 clusters Score: Raw -2618521.378263 + Penalty 3432.630423 = -2615088.747840 nChanged 5 SP:Iteration 31Q (1731.397659 sec): 3 clusters Score: Raw -2618521.626146 + Penalty 3432.630423 = -2615088.995723 nChanged 3 SP:Iteration 32Q (1731.462899 sec): 3 clusters Score: Raw -2618521.744800 + Penalty 3432.630423 = -2615089.114377 nChanged 2 SP:Iteration 33Q (1731.527869 sec): 3 clusters Score: Raw -2618521.830756 + Penalty 3432.630423 = -2615089.200333 nChanged 2 SP:Iteration 34Q (1731.593078 sec): 3 clusters Score: Raw -2618521.902244 + Penalty 3432.630423 = -2615089.271821 nChanged 1 SP:Iteration 35Q (1731.658218 sec): 3 clusters Score: Raw -2618521.933000 + Penalty 3432.630423 = -2615089.302577 nChanged 0 SP:Iteration 36F (1731.731335 sec): 3 clusters Score: Raw -2618521.933000 + Penalty 3432.630423 = -2615089.302577 nChanged 0 Iteration 59Q (1734.385889 sec): 27 clusters Score: Raw -22926307.065807 + Penalty 54013.347043 = -22872293.718764 nChanged 141 Iteration 60F (1740.574630 sec): 27 clusters Score: Raw -22926315.406239 + Penalty 54013.347043 = -22872302.059196 nChanged 123 Iteration 61Q (1743.201829 sec): 27 clusters Score: Raw -22926322.960200 + Penalty 54013.347043 = -22872309.613157 nChanged 122 Iteration 62Q (1745.824025 sec): 27 clusters Score: Raw -22926329.756887 + Penalty 54013.347043 = -22872316.409844 nChanged 117 Iteration 63Q (1748.488811 sec): 27 clusters Score: Raw -22926336.360698 + Penalty 54013.347043 = -22872323.013655 nChanged 97 Iteration 64Q (1751.111470 sec): 27 clusters Score: Raw -22926341.654664 + Penalty 54013.347043 = -22872328.307621 nChanged 88 Iteration 65Q (1753.731919 sec): 27 clusters Score: Raw -22926346.680146 + Penalty 54013.347043 = -22872333.333103 nChanged 85 Iteration 66Q (1756.355364 sec): 27 clusters Score: Raw -22926350.014485 + Penalty 54013.347043 = -22872336.667442 nChanged 81 Iteration 67Q (1758.978736 sec): 27 clusters Score: Raw -22926353.670812 + Penalty 54013.347043 = -22872340.323769 nChanged 72 Iteration 68Q (1761.603795 sec): 27 clusters Score: Raw -22926357.093973 + Penalty 54013.347043 = -22872343.746930 nChanged 64 Iteration 69Q (1764.234725 sec): 27 clusters Score: Raw -22926360.517565 + Penalty 54013.347043 = -22872347.170522 nChanged 52 Iteration 70Q (1766.863795 sec): 27 clusters Score: Raw -22926363.046421 + Penalty 54013.347043 = -22872349.699378 nChanged 45 Iteration 71Q (1769.533804 sec): 27 clusters Score: Raw -22926366.386331 + Penalty 54013.347043 = -22872353.039288 nChanged 48 Iteration 72Q (1772.176158 sec): 27 clusters Score: Raw -22926371.370604 + Penalty 54013.347043 = -22872358.023562 nChanged 53 Iteration 73Q (1774.799961 sec): 27 clusters Score: Raw -22926375.495430 + Penalty 54013.347043 = -22872362.148387 nChanged 37 Iteration 74Q (1777.459633 sec): 27 clusters Score: Raw -22926377.917824 + Penalty 54013.347043 = -22872364.570781 nChanged 31 Iteration 75Q (1780.081604 sec): 27 clusters Score: Raw -22926379.817491 + Penalty 54013.347043 = -22872366.470448 nChanged 49 Iteration 76Q (1782.712766 sec): 27 clusters Score: Raw -22926382.615957 + Penalty 54013.347043 = -22872369.268915 nChanged 41 Iteration 77Q (1785.331366 sec): 27 clusters Score: Raw -22926384.471236 + Penalty 54013.347043 = -22872371.124193 nChanged 33 Iteration 78Q (1787.957639 sec): 27 clusters Score: Raw -22926386.140009 + Penalty 54013.347043 = -22872372.792966 nChanged 32 Iteration 79Q (1790.591788 sec): 27 clusters Score: Raw -22926387.749765 + Penalty 54013.347043 = -22872374.402723 nChanged 27 Iteration 80F (1796.754985 sec): 27 clusters Score: Raw -22926388.683006 + Penalty 54013.347043 = -22872375.335963 nChanged 36 Iteration 81Q (1799.425744 sec): 27 clusters Score: Raw -22926389.478585 + Penalty 54013.347043 = -22872376.131542 nChanged 26 Iteration 82Q (1802.118145 sec): 27 clusters Score: Raw -22926390.090642 + Penalty 54013.347043 = -22872376.743599 nChanged 22 Iteration 83Q (1804.746572 sec): 27 clusters Score: Raw -22926390.690142 + Penalty 54013.347043 = -22872377.343100 nChanged 18 Iteration 84Q (1807.391168 sec): 27 clusters Score: Raw -22926391.202796 + Penalty 54013.347043 = -22872377.855754 nChanged 28 Iteration 85Q (1810.015089 sec): 27 clusters Score: Raw -22926392.185853 + Penalty 54013.347043 = -22872378.838810 nChanged 32 Iteration 86Q (1812.660641 sec): 27 clusters Score: Raw -22926393.331851 + Penalty 54013.347043 = -22872379.984809 nChanged 18 Iteration 87Q (1815.307274 sec): 27 clusters Score: Raw -22926393.731910 + Penalty 54013.347043 = -22872380.384867 nChanged 15 Iteration 88Q (1817.959467 sec): 27 clusters Score: Raw -22926393.958706 + Penalty 54013.347043 = -22872380.611663 nChanged 11 Iteration 89Q (1820.621999 sec): 27 clusters Score: Raw -22926394.298429 + Penalty 54013.347043 = -22872380.951386 nChanged 13 Iteration 90Q (1823.269932 sec): 27 clusters Score: Raw -22926394.642233 + Penalty 54013.347043 = -22872381.295191 nChanged 14 Iteration 91Q (1825.896759 sec): 27 clusters Score: Raw -22926395.190208 + Penalty 54013.347043 = -22872381.843165 nChanged 15 Iteration 92Q (1828.538439 sec): 27 clusters Score: Raw -22926395.587577 + Penalty 54013.347043 = -22872382.240534 nChanged 16 Iteration 93Q (1831.171188 sec): 27 clusters Score: Raw -22926395.939696 + Penalty 54013.347043 = -22872382.592653 nChanged 22 Iteration 94Q (1833.785705 sec): 27 clusters Score: Raw -22926396.512190 + Penalty 54013.347043 = -22872383.165147 nChanged 27 Iteration 95Q (1836.473247 sec): 27 clusters Score: Raw -22926397.296507 + Penalty 54013.347043 = -22872383.949464 nChanged 33 Iteration 96Q (1839.091712 sec): 27 clusters Score: Raw -22926398.142958 + Penalty 54013.347043 = -22872384.795916 nChanged 33 Iteration 97Q (1841.751848 sec): 27 clusters Score: Raw -22926398.878473 + Penalty 54013.347043 = -22872385.531430 nChanged 23 Iteration 98Q (1844.418670 sec): 27 clusters Score: Raw -22926399.585742 + Penalty 54013.347043 = -22872386.238699 nChanged 28 Writing temp clu file Because OldScore, -22872385.531430, is greater than current (better) Score,-22872386.238699 Compute initial score before splitting: Score: Raw -22926399.585742 + Penalty 54013.347043 = -22872386.238699 Trying to split cluster 1 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1844.493370 sec): 2 clusters Score: Raw -200321.664091 + Penalty 1306.258203 = -199015.405888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1844.509414 sec): 3 clusters Score: Raw -198901.179750 + Penalty 2612.516407 = -196288.663344 nChanged 1193 SP:Iteration 1F (1844.524571 sec): 3 clusters Score: Raw -199619.669846 + Penalty 2612.516407 = -197007.153439 nChanged 241 SP:Iteration 2F (1844.539651 sec): 3 clusters Score: Raw -199800.905340 + Penalty 2612.516407 = -197188.388933 nChanged 168 SP:Iteration 3F (1844.554622 sec): 3 clusters Score: Raw -199909.103026 + Penalty 2612.516407 = -197296.586619 nChanged 121 SP:Iteration 4Q (1844.569650 sec): 3 clusters Score: Raw -199994.426472 + Penalty 2612.516407 = -197381.910065 nChanged 110 SP:Iteration 5Q (1844.584781 sec): 3 clusters Score: Raw -200065.239820 + Penalty 2612.516407 = -197452.723413 nChanged 93 SP:Iteration 6Q (1844.599423 sec): 3 clusters Score: Raw -200126.986093 + Penalty 2612.516407 = -197514.469687 nChanged 94 SP:Iteration 7Q (1844.614455 sec): 3 clusters Score: Raw -200197.381578 + Penalty 2612.516407 = -197584.865171 nChanged 94 SP:Iteration 8Q (1844.629464 sec): 3 clusters Score: Raw -200265.749410 + Penalty 2612.516407 = -197653.233004 nChanged 75 SP:Iteration 9Q (1844.644429 sec): 3 clusters Score: Raw -200337.728486 + Penalty 2612.516407 = -197725.212079 nChanged 90 SP:Iteration 10Q (1844.660696 sec): 3 clusters Score: Raw -200411.474805 + Penalty 2612.516407 = -197798.958399 nChanged 88 SP:Iteration 11Q (1844.675480 sec): 3 clusters Score: Raw -200487.694495 + Penalty 2612.516407 = -197875.178089 nChanged 100 SP:Iteration 12Q (1844.690368 sec): 3 clusters Score: Raw -200583.896378 + Penalty 2612.516407 = -197971.379971 nChanged 93 SP:Iteration 13Q (1844.705195 sec): 3 clusters Score: Raw -200691.989998 + Penalty 2612.516407 = -198079.473591 nChanged 92 SP:Iteration 14Q (1844.721550 sec): 3 clusters Score: Raw -200790.536595 + Penalty 2612.516407 = -198178.020188 nChanged 81 SP:Iteration 15Q (1844.736274 sec): 3 clusters Score: Raw -200871.184391 + Penalty 2612.516407 = -198258.667984 nChanged 77 SP:Iteration 16Q (1844.750817 sec): 3 clusters Score: Raw -200937.130928 + Penalty 2612.516407 = -198324.614521 nChanged 64 SP:Iteration 17Q (1844.765262 sec): 3 clusters Score: Raw -201002.572138 + Penalty 2612.516407 = -198390.055732 nChanged 69 SP:Iteration 18Q (1844.779777 sec): 3 clusters Score: Raw -201071.955727 + Penalty 2612.516407 = -198459.439320 nChanged 55 SP:Iteration 19Q (1844.793959 sec): 3 clusters Score: Raw -201114.861525 + Penalty 2612.516407 = -198502.345118 nChanged 56 SP:Iteration 20F (1844.809051 sec): 3 clusters Score: Raw -201171.375100 + Penalty 2612.516407 = -198558.858694 nChanged 49 SP:Iteration 21Q (1844.823358 sec): 3 clusters Score: Raw -201228.457406 + Penalty 2612.516407 = -198615.941000 nChanged 51 SP:Iteration 22Q (1844.837658 sec): 3 clusters Score: Raw -201271.370236 + Penalty 2612.516407 = -198658.853829 nChanged 48 SP:Iteration 23Q (1844.851582 sec): 3 clusters Score: Raw -201314.444578 + Penalty 2612.516407 = -198701.928171 nChanged 39 SP:Iteration 24Q (1844.865848 sec): 3 clusters Score: Raw -201345.608075 + Penalty 2612.516407 = -198733.091668 nChanged 30 SP:Iteration 25Q (1844.879905 sec): 3 clusters Score: Raw -201367.324600 + Penalty 2612.516407 = -198754.808194 nChanged 26 SP:Iteration 26Q (1844.894033 sec): 3 clusters Score: Raw -201382.172254 + Penalty 2612.516407 = -198769.655847 nChanged 20 SP:Iteration 27Q (1844.908102 sec): 3 clusters Score: Raw -201398.046716 + Penalty 2612.516407 = -198785.530309 nChanged 18 SP:Iteration 28Q (1844.921853 sec): 3 clusters Score: Raw -201406.343369 + Penalty 2612.516407 = -198793.826962 nChanged 6 SP:Iteration 29Q (1844.935856 sec): 3 clusters Score: Raw -201408.454421 + Penalty 2612.516407 = -198795.938014 nChanged 8 SP:Iteration 30Q (1844.949957 sec): 3 clusters Score: Raw -201410.589575 + Penalty 2612.516407 = -198798.073168 nChanged 2 SP:Iteration 31Q (1844.964131 sec): 3 clusters Score: Raw -201410.995891 + Penalty 2612.516407 = -198798.479485 nChanged 2 SP:Iteration 32Q (1844.978161 sec): 3 clusters Score: Raw -201411.599600 + Penalty 2612.516407 = -198799.083193 nChanged 2 SP:Iteration 33Q (1844.992157 sec): 3 clusters Score: Raw -201411.790884 + Penalty 2612.516407 = -198799.274478 nChanged 0 SP:Iteration 34F (1845.007234 sec): 3 clusters Score: Raw -201411.790884 + Penalty 2612.516407 = -198799.274478 nChanged 0 Trying to split cluster 2 (947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1845.018589 sec): 2 clusters Score: Raw -58771.289908 + Penalty 1113.661103 = -57657.628805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1845.024032 sec): 3 clusters Score: Raw -58473.060449 + Penalty 2227.322205 = -56245.738243 nChanged 281 SP:Iteration 1F (1845.029164 sec): 3 clusters Score: Raw -58721.384912 + Penalty 2227.322205 = -56494.062707 nChanged 69 SP:Iteration 2F (1845.034217 sec): 3 clusters Score: Raw -58791.791499 + Penalty 2227.322205 = -56564.469294 nChanged 33 SP:Iteration 3Q (1845.040996 sec): 3 clusters Score: Raw -58839.299753 + Penalty 2227.322205 = -56611.977548 nChanged 37 SP:Iteration 4Q (1845.046064 sec): 3 clusters Score: Raw -58887.062720 + Penalty 2227.322205 = -56659.740515 nChanged 26 SP:Iteration 5Q (1845.051101 sec): 3 clusters Score: Raw -58913.130525 + Penalty 2227.322205 = -56685.808320 nChanged 20 SP:Iteration 6Q (1845.056133 sec): 3 clusters Score: Raw -58926.759767 + Penalty 2227.322205 = -56699.437562 nChanged 14 SP:Iteration 7Q (1845.061195 sec): 3 clusters Score: Raw -58936.996277 + Penalty 2227.322205 = -56709.674072 nChanged 13 SP:Iteration 8Q (1845.066191 sec): 3 clusters Score: Raw -58950.465885 + Penalty 2227.322205 = -56723.143679 nChanged 12 SP:Iteration 9Q (1845.071210 sec): 3 clusters Score: Raw -58963.673497 + Penalty 2227.322205 = -56736.351291 nChanged 15 SP:Iteration 10Q (1845.076234 sec): 3 clusters Score: Raw -58978.305516 + Penalty 2227.322205 = -56750.983311 nChanged 16 SP:Iteration 11Q (1845.081245 sec): 3 clusters Score: Raw -58994.475676 + Penalty 2227.322205 = -56767.153471 nChanged 18 SP:Iteration 12Q (1845.086246 sec): 3 clusters Score: Raw -59018.133061 + Penalty 2227.322205 = -56790.810856 nChanged 18 SP:Iteration 13Q (1845.091240 sec): 3 clusters Score: Raw -59039.005462 + Penalty 2227.322205 = -56811.683256 nChanged 10 SP:Iteration 14Q (1845.096238 sec): 3 clusters Score: Raw -59047.828873 + Penalty 2227.322205 = -56820.506668 nChanged 9 SP:Iteration 15Q (1845.101222 sec): 3 clusters Score: Raw -59056.260844 + Penalty 2227.322205 = -56828.938639 nChanged 6 SP:Iteration 16Q (1845.105937 sec): 3 clusters Score: Raw -59063.168760 + Penalty 2227.322205 = -56835.846554 nChanged 4 SP:Iteration 17Q (1845.110908 sec): 3 clusters Score: Raw -59069.607697 + Penalty 2227.322205 = -56842.285492 nChanged 5 SP:Iteration 18Q (1845.115869 sec): 3 clusters Score: Raw -59074.630510 + Penalty 2227.322205 = -56847.308305 nChanged 6 SP:Iteration 19Q (1845.120822 sec): 3 clusters Score: Raw -59083.193589 + Penalty 2227.322205 = -56855.871383 nChanged 7 SP:Iteration 20F (1845.125920 sec): 3 clusters Score: Raw -59093.622960 + Penalty 2227.322205 = -56866.300754 nChanged 9 SP:Iteration 21Q (1845.130902 sec): 3 clusters Score: Raw -59104.588581 + Penalty 2227.322205 = -56877.266376 nChanged 9 SP:Iteration 22Q (1845.135878 sec): 3 clusters Score: Raw -59123.738855 + Penalty 2227.322205 = -56896.416650 nChanged 9 SP:Iteration 23Q (1845.140860 sec): 3 clusters Score: Raw -59135.937851 + Penalty 2227.322205 = -56908.615646 nChanged 9 SP:Iteration 24Q (1845.145816 sec): 3 clusters Score: Raw -59149.971113 + Penalty 2227.322205 = -56922.648908 nChanged 10 SP:Iteration 25Q (1845.150770 sec): 3 clusters Score: Raw -59160.589529 + Penalty 2227.322205 = -56933.267324 nChanged 10 SP:Iteration 26Q (1845.155709 sec): 3 clusters Score: Raw -59173.295388 + Penalty 2227.322205 = -56945.973183 nChanged 6 SP:Iteration 27Q (1845.160614 sec): 3 clusters Score: Raw -59179.815040 + Penalty 2227.322205 = -56952.492835 nChanged 6 SP:Iteration 28Q (1845.177132 sec): 3 clusters Score: Raw -59184.006905 + Penalty 2227.322205 = -56956.684699 nChanged 2 SP:Iteration 29Q (1845.221629 sec): 3 clusters Score: Raw -59186.336131 + Penalty 2227.322205 = -56959.013926 nChanged 2 SP:Iteration 30Q (1845.263629 sec): 3 clusters Score: Raw -59189.328376 + Penalty 2227.322205 = -56962.006171 nChanged 3 SP:Iteration 31Q (1845.297544 sec): 3 clusters Score: Raw -59191.950441 + Penalty 2227.322205 = -56964.628235 nChanged 5 SP:Iteration 32Q (1845.302628 sec): 3 clusters Score: Raw -59197.573187 + Penalty 2227.322205 = -56970.250982 nChanged 5 SP:Iteration 33Q (1845.307593 sec): 3 clusters Score: Raw -59204.871447 + Penalty 2227.322205 = -56977.549241 nChanged 7 SP:Iteration 34Q (1845.312552 sec): 3 clusters Score: Raw -59215.566326 + Penalty 2227.322205 = -56988.244121 nChanged 6 SP:Iteration 35Q (1845.317454 sec): 3 clusters Score: Raw -59224.602261 + Penalty 2227.322205 = -56997.280056 nChanged 4 SP:Iteration 36Q (1845.322438 sec): 3 clusters Score: Raw -59231.092645 + Penalty 2227.322205 = -57003.770440 nChanged 5 SP:Iteration 37Q (1845.327346 sec): 3 clusters Score: Raw -59241.295809 + Penalty 2227.322205 = -57013.973603 nChanged 3 SP:Iteration 38Q (1845.333864 sec): 3 clusters Score: Raw -59245.814802 + Penalty 2227.322205 = -57018.492597 nChanged 4 SP:Iteration 39Q (1845.338828 sec): 3 clusters Score: Raw -59251.570268 + Penalty 2227.322205 = -57024.248062 nChanged 4 SP:Iteration 40F (1845.343897 sec): 3 clusters Score: Raw -59258.796831 + Penalty 2227.322205 = -57031.474626 nChanged 4 SP:Iteration 41Q (1845.348828 sec): 3 clusters Score: Raw -59266.105524 + Penalty 2227.322205 = -57038.783319 nChanged 8 SP:Iteration 42Q (1845.353895 sec): 3 clusters Score: Raw -59278.042911 + Penalty 2227.322205 = -57050.720706 nChanged 7 SP:Iteration 43Q (1845.358829 sec): 3 clusters Score: Raw -59294.732897 + Penalty 2227.322205 = -57067.410692 nChanged 13 SP:Iteration 44Q (1845.363705 sec): 3 clusters Score: Raw -59315.353100 + Penalty 2227.322205 = -57088.030895 nChanged 13 SP:Iteration 45Q (1845.373236 sec): 3 clusters Score: Raw -59352.213762 + Penalty 2227.322205 = -57124.891557 nChanged 20 SP:Iteration 46Q (1845.378125 sec): 3 clusters Score: Raw -59427.943235 + Penalty 2227.322205 = -57200.621030 nChanged 30 SP:Iteration 47Q (1845.383018 sec): 3 clusters Score: Raw -59630.004306 + Penalty 2227.322205 = -57402.682101 nChanged 22 SP:Iteration 48Q (1845.387820 sec): 3 clusters Score: Raw -59777.341747 + Penalty 2227.322205 = -57550.019542 nChanged 20 SP:Iteration 49Q (1845.392558 sec): 3 clusters Score: Raw -59851.110129 + Penalty 2227.322205 = -57623.787924 nChanged 6 SP:Iteration 50Q (1845.397043 sec): 3 clusters Score: Raw -59864.038590 + Penalty 2227.322205 = -57636.716385 nChanged 6 SP:Iteration 51Q (1845.401764 sec): 3 clusters Score: Raw -59875.669829 + Penalty 2227.322205 = -57648.347624 nChanged 2 SP:Iteration 52Q (1845.406517 sec): 3 clusters Score: Raw -59877.428174 + Penalty 2227.322205 = -57650.105969 nChanged 1 SP:Iteration 53Q (1845.411269 sec): 3 clusters Score: Raw -59877.990491 + Penalty 2227.322205 = -57650.668286 nChanged 0 SP:Iteration 54F (1845.416336 sec): 3 clusters Score: Raw -59877.990491 + Penalty 2227.322205 = -57650.668286 nChanged 0 Trying to split cluster 3 (2304 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1845.432293 sec): 2 clusters Score: Raw -136175.341764 + Penalty 1258.140329 = -134917.201436 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1845.444385 sec): 3 clusters Score: Raw -135154.289631 + Penalty 2516.280657 = -132638.008974 nChanged 859 SP:Iteration 1F (1845.457537 sec): 3 clusters Score: Raw -135687.876446 + Penalty 2516.280657 = -133171.595789 nChanged 205 SP:Iteration 2F (1845.468880 sec): 3 clusters Score: Raw -135819.568505 + Penalty 2516.280657 = -133303.287848 nChanged 125 SP:Iteration 3F (1845.480138 sec): 3 clusters Score: Raw -135903.139089 + Penalty 2516.280657 = -133386.858432 nChanged 83 SP:Iteration 4Q (1845.491460 sec): 3 clusters Score: Raw -135961.445899 + Penalty 2516.280657 = -133445.165242 nChanged 84 SP:Iteration 5Q (1845.502760 sec): 3 clusters Score: Raw -136007.327171 + Penalty 2516.280657 = -133491.046513 nChanged 67 SP:Iteration 6Q (1845.514098 sec): 3 clusters Score: Raw -136052.011272 + Penalty 2516.280657 = -133535.730615 nChanged 69 SP:Iteration 7Q (1845.525276 sec): 3 clusters Score: Raw -136094.598867 + Penalty 2516.280657 = -133578.318210 nChanged 71 SP:Iteration 8Q (1845.536518 sec): 3 clusters Score: Raw -136162.427847 + Penalty 2516.280657 = -133646.147190 nChanged 96 SP:Iteration 9Q (1845.547834 sec): 3 clusters Score: Raw -136247.220142 + Penalty 2516.280657 = -133730.939485 nChanged 86 SP:Iteration 10Q (1845.559057 sec): 3 clusters Score: Raw -136318.519467 + Penalty 2516.280657 = -133802.238810 nChanged 66 SP:Iteration 11Q (1845.570321 sec): 3 clusters Score: Raw -136375.363990 + Penalty 2516.280657 = -133859.083333 nChanged 53 SP:Iteration 12Q (1845.581542 sec): 3 clusters Score: Raw -136422.029114 + Penalty 2516.280657 = -133905.748457 nChanged 50 SP:Iteration 13Q (1845.592727 sec): 3 clusters Score: Raw -136465.736899 + Penalty 2516.280657 = -133949.456242 nChanged 44 SP:Iteration 14Q (1845.603900 sec): 3 clusters Score: Raw -136507.546308 + Penalty 2516.280657 = -133991.265651 nChanged 36 SP:Iteration 15Q (1845.614933 sec): 3 clusters Score: Raw -136535.171407 + Penalty 2516.280657 = -134018.890750 nChanged 30 SP:Iteration 16Q (1845.625904 sec): 3 clusters Score: Raw -136555.525592 + Penalty 2516.280657 = -134039.244935 nChanged 22 SP:Iteration 17Q (1845.636982 sec): 3 clusters Score: Raw -136569.922815 + Penalty 2516.280657 = -134053.642158 nChanged 16 SP:Iteration 18Q (1845.648032 sec): 3 clusters Score: Raw -136581.640470 + Penalty 2516.280657 = -134065.359813 nChanged 17 SP:Iteration 19Q (1845.658971 sec): 3 clusters Score: Raw -136599.137192 + Penalty 2516.280657 = -134082.856535 nChanged 16 SP:Iteration 20F (1845.670254 sec): 3 clusters Score: Raw -136616.000542 + Penalty 2516.280657 = -134099.719885 nChanged 10 SP:Iteration 21Q (1845.681151 sec): 3 clusters Score: Raw -136624.234552 + Penalty 2516.280657 = -134107.953895 nChanged 8 SP:Iteration 22Q (1845.692136 sec): 3 clusters Score: Raw -136629.894582 + Penalty 2516.280657 = -134113.613925 nChanged 5 SP:Iteration 23Q (1845.703132 sec): 3 clusters Score: Raw -136633.995956 + Penalty 2516.280657 = -134117.715299 nChanged 6 SP:Iteration 24Q (1845.714103 sec): 3 clusters Score: Raw -136638.748450 + Penalty 2516.280657 = -134122.467793 nChanged 7 SP:Iteration 25Q (1845.725089 sec): 3 clusters Score: Raw -136646.137841 + Penalty 2516.280657 = -134129.857184 nChanged 7 SP:Iteration 26Q (1845.736133 sec): 3 clusters Score: Raw -136653.704413 + Penalty 2516.280657 = -134137.423756 nChanged 6 SP:Iteration 27Q (1845.747072 sec): 3 clusters Score: Raw -136659.117363 + Penalty 2516.280657 = -134142.836706 nChanged 3 SP:Iteration 28Q (1845.757909 sec): 3 clusters Score: Raw -136664.573683 + Penalty 2516.280657 = -134148.293026 nChanged 2 SP:Iteration 29Q (1845.768868 sec): 3 clusters Score: Raw -136666.052191 + Penalty 2516.280657 = -134149.771534 nChanged 1 SP:Iteration 30Q (1845.779789 sec): 3 clusters Score: Raw -136666.587320 + Penalty 2516.280657 = -134150.306662 nChanged 3 SP:Iteration 31Q (1845.790711 sec): 3 clusters Score: Raw -136669.332815 + Penalty 2516.280657 = -134153.052158 nChanged 2 SP:Iteration 32Q (1845.801703 sec): 3 clusters Score: Raw -136671.148633 + Penalty 2516.280657 = -134154.867976 nChanged 3 SP:Iteration 33Q (1845.812642 sec): 3 clusters Score: Raw -136680.375078 + Penalty 2516.280657 = -134164.094421 nChanged 5 SP:Iteration 34Q (1845.823429 sec): 3 clusters Score: Raw -136685.391645 + Penalty 2516.280657 = -134169.110988 nChanged 2 SP:Iteration 35Q (1845.834254 sec): 3 clusters Score: Raw -136687.121593 + Penalty 2516.280657 = -134170.840936 nChanged 0 SP:Iteration 36F (1845.845520 sec): 3 clusters Score: Raw -136687.121593 + Penalty 2516.280657 = -134170.840936 nChanged 0 Trying to split cluster 4 (67114 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1845.938487 sec): 2 clusters Score: Raw -4525890.432997 + Penalty 1806.049041 = -4524084.383956 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1846.055825 sec): 3 clusters Score: Raw -4482999.741336 + Penalty 3612.098082 = -4479387.643254 nChanged 31713 SP:Iteration 1F (1846.169888 sec): 3 clusters Score: Raw -4501778.080313 + Penalty 3612.098082 = -4498165.982231 nChanged 3403 SP:Iteration 2F (1846.285008 sec): 3 clusters Score: Raw -4503428.659634 + Penalty 3612.098082 = -4499816.561552 nChanged 4031 SP:Iteration 3F (1846.401663 sec): 3 clusters Score: Raw -4505881.102145 + Penalty 3612.098082 = -4502269.004063 nChanged 4588 SP:Iteration 4F (1846.526973 sec): 3 clusters Score: Raw -4509244.562834 + Penalty 3612.098082 = -4505632.464751 nChanged 4904 SP:Iteration 5F (1846.641765 sec): 3 clusters Score: Raw -4513284.974297 + Penalty 3612.098082 = -4509672.876215 nChanged 4590 SP:Iteration 6F (1846.756512 sec): 3 clusters Score: Raw -4516687.785544 + Penalty 3612.098082 = -4513075.687462 nChanged 3585 SP:Iteration 7F (1846.870854 sec): 3 clusters Score: Raw -4518723.965965 + Penalty 3612.098082 = -4515111.867883 nChanged 2343 SP:Iteration 8Q (1846.986661 sec): 3 clusters Score: Raw -4519716.263092 + Penalty 3612.098082 = -4516104.165009 nChanged 1539 SP:Iteration 9Q (1847.100925 sec): 3 clusters Score: Raw -4520329.594220 + Penalty 3612.098082 = -4516717.496138 nChanged 1251 SP:Iteration 10Q (1847.214562 sec): 3 clusters Score: Raw -4520865.955350 + Penalty 3612.098082 = -4517253.857268 nChanged 1112 SP:Iteration 11Q (1847.327369 sec): 3 clusters Score: Raw -4521373.535079 + Penalty 3612.098082 = -4517761.436997 nChanged 1092 SP:Iteration 12Q (1847.439880 sec): 3 clusters Score: Raw -4521872.482029 + Penalty 3612.098082 = -4518260.383947 nChanged 1057 SP:Iteration 13Q (1847.551548 sec): 3 clusters Score: Raw -4522344.257555 + Penalty 3612.098082 = -4518732.159473 nChanged 1012 SP:Iteration 14Q (1847.662161 sec): 3 clusters Score: Raw -4522796.664268 + Penalty 3612.098082 = -4519184.566186 nChanged 981 SP:Iteration 15Q (1847.772198 sec): 3 clusters Score: Raw -4523225.027870 + Penalty 3612.098082 = -4519612.929788 nChanged 903 SP:Iteration 16Q (1847.880904 sec): 3 clusters Score: Raw -4523619.125715 + Penalty 3612.098082 = -4520007.027633 nChanged 861 SP:Iteration 17Q (1847.989214 sec): 3 clusters Score: Raw -4523968.447800 + Penalty 3612.098082 = -4520356.349718 nChanged 816 SP:Iteration 18Q (1848.102054 sec): 3 clusters Score: Raw -4524275.844182 + Penalty 3612.098082 = -4520663.746100 nChanged 727 SP:Iteration 19Q (1848.211477 sec): 3 clusters Score: Raw -4524540.442490 + Penalty 3612.098082 = -4520928.344407 nChanged 642 SP:Iteration 20F (1848.325999 sec): 3 clusters Score: Raw -4524756.650173 + Penalty 3612.098082 = -4521144.552091 nChanged 587 SP:Iteration 21Q (1848.430356 sec): 3 clusters Score: Raw -4524940.613359 + Penalty 3612.098082 = -4521328.515276 nChanged 541 SP:Iteration 22Q (1848.533754 sec): 3 clusters Score: Raw -4525101.144294 + Penalty 3612.098082 = -4521489.046212 nChanged 502 SP:Iteration 23Q (1848.636518 sec): 3 clusters Score: Raw -4525237.754727 + Penalty 3612.098082 = -4521625.656645 nChanged 458 SP:Iteration 24Q (1848.738605 sec): 3 clusters Score: Raw -4525351.403996 + Penalty 3612.098082 = -4521739.305914 nChanged 446 SP:Iteration 25Q (1848.840184 sec): 3 clusters Score: Raw -4525461.078298 + Penalty 3612.098082 = -4521848.980216 nChanged 429 SP:Iteration 26Q (1848.941254 sec): 3 clusters Score: Raw -4525562.442335 + Penalty 3612.098082 = -4521950.344253 nChanged 434 SP:Iteration 27Q (1849.041963 sec): 3 clusters Score: Raw -4525661.719117 + Penalty 3612.098082 = -4522049.621035 nChanged 352 SP:Iteration 28Q (1849.142117 sec): 3 clusters Score: Raw -4525733.106599 + Penalty 3612.098082 = -4522121.008517 nChanged 325 SP:Iteration 29Q (1849.241746 sec): 3 clusters Score: Raw -4525798.311665 + Penalty 3612.098082 = -4522186.213583 nChanged 306 SP:Iteration 30Q (1849.341088 sec): 3 clusters Score: Raw -4525853.952842 + Penalty 3612.098082 = -4522241.854760 nChanged 270 SP:Iteration 31Q (1849.440018 sec): 3 clusters Score: Raw -4525898.057367 + Penalty 3612.098082 = -4522285.959285 nChanged 248 SP:Iteration 32Q (1849.538696 sec): 3 clusters Score: Raw -4525938.982378 + Penalty 3612.098082 = -4522326.884296 nChanged 248 SP:Iteration 33Q (1849.636919 sec): 3 clusters Score: Raw -4525979.420190 + Penalty 3612.098082 = -4522367.322108 nChanged 219 SP:Iteration 34Q (1849.756490 sec): 3 clusters Score: Raw -4526012.728691 + Penalty 3612.098082 = -4522400.630609 nChanged 190 SP:Iteration 35Q (1849.865376 sec): 3 clusters Score: Raw -4526044.114110 + Penalty 3612.098082 = -4522432.016028 nChanged 193 SP:Iteration 36Q (1849.963689 sec): 3 clusters Score: Raw -4526075.984103 + Penalty 3612.098082 = -4522463.886021 nChanged 195 SP:Iteration 37Q (1850.062433 sec): 3 clusters Score: Raw -4526109.187521 + Penalty 3612.098082 = -4522497.089439 nChanged 227 SP:Iteration 38Q (1850.159724 sec): 3 clusters Score: Raw -4526146.677915 + Penalty 3612.098082 = -4522534.579833 nChanged 212 SP:Iteration 39Q (1850.256879 sec): 3 clusters Score: Raw -4526179.764475 + Penalty 3612.098082 = -4522567.666393 nChanged 185 SP:Iteration 40F (1850.370408 sec): 3 clusters Score: Raw -4526206.690263 + Penalty 3612.098082 = -4522594.592181 nChanged 164 SP:Iteration 41Q (1850.467757 sec): 3 clusters Score: Raw -4526229.879816 + Penalty 3612.098082 = -4522617.781734 nChanged 173 SP:Iteration 42Q (1850.564934 sec): 3 clusters Score: Raw -4526255.694458 + Penalty 3612.098082 = -4522643.596375 nChanged 158 SP:Iteration 43Q (1850.661916 sec): 3 clusters Score: Raw -4526281.276152 + Penalty 3612.098082 = -4522669.178069 nChanged 183 SP:Iteration 44Q (1850.758587 sec): 3 clusters Score: Raw -4526312.244759 + Penalty 3612.098082 = -4522700.146676 nChanged 181 SP:Iteration 45Q (1850.855196 sec): 3 clusters Score: Raw -4526343.579026 + Penalty 3612.098082 = -4522731.480944 nChanged 167 SP:Iteration 46Q (1850.951674 sec): 3 clusters Score: Raw -4526372.129887 + Penalty 3612.098082 = -4522760.031805 nChanged 150 SP:Iteration 47Q (1851.048002 sec): 3 clusters Score: Raw -4526394.933617 + Penalty 3612.098082 = -4522782.835535 nChanged 124 SP:Iteration 48Q (1851.143988 sec): 3 clusters Score: Raw -4526413.781812 + Penalty 3612.098082 = -4522801.683730 nChanged 114 SP:Iteration 49Q (1851.239883 sec): 3 clusters Score: Raw -4526430.441310 + Penalty 3612.098082 = -4522818.343228 nChanged 107 SP:Iteration 50Q (1851.335731 sec): 3 clusters Score: Raw -4526444.586422 + Penalty 3612.098082 = -4522832.488340 nChanged 95 SP:Iteration 51Q (1851.431401 sec): 3 clusters Score: Raw -4526458.137343 + Penalty 3612.098082 = -4522846.039261 nChanged 96 SP:Iteration 52Q (1851.526944 sec): 3 clusters Score: Raw -4526471.470107 + Penalty 3612.098082 = -4522859.372025 nChanged 87 SP:Iteration 53Q (1851.622326 sec): 3 clusters Score: Raw -4526480.678987 + Penalty 3612.098082 = -4522868.580905 nChanged 83 SP:Iteration 54Q (1851.717713 sec): 3 clusters Score: Raw -4526490.045231 + Penalty 3612.098082 = -4522877.947149 nChanged 77 SP:Iteration 55Q (1851.812983 sec): 3 clusters Score: Raw -4526496.953321 + Penalty 3612.098082 = -4522884.855239 nChanged 56 SP:Iteration 56Q (1851.908248 sec): 3 clusters Score: Raw -4526502.541444 + Penalty 3612.098082 = -4522890.443362 nChanged 49 SP:Iteration 57Q (1852.003368 sec): 3 clusters Score: Raw -4526508.320457 + Penalty 3612.098082 = -4522896.222375 nChanged 60 SP:Iteration 58Q (1852.098548 sec): 3 clusters Score: Raw -4526515.012752 + Penalty 3612.098082 = -4522902.914670 nChanged 52 SP:Iteration 59Q (1852.193794 sec): 3 clusters Score: Raw -4526519.931208 + Penalty 3612.098082 = -4522907.833126 nChanged 50 SP:Iteration 60F (1852.307794 sec): 3 clusters Score: Raw -4526524.381156 + Penalty 3612.098082 = -4522912.283074 nChanged 43 SP:Iteration 61Q (1852.403540 sec): 3 clusters Score: Raw -4526527.466474 + Penalty 3612.098082 = -4522915.368392 nChanged 28 SP:Iteration 62Q (1852.499411 sec): 3 clusters Score: Raw -4526529.292194 + Penalty 3612.098082 = -4522917.194112 nChanged 37 SP:Iteration 63Q (1852.594901 sec): 3 clusters Score: Raw -4526532.983438 + Penalty 3612.098082 = -4522920.885356 nChanged 42 SP:Iteration 64Q (1852.689883 sec): 3 clusters Score: Raw -4526536.429252 + Penalty 3612.098082 = -4522924.331170 nChanged 30 SP:Iteration 65Q (1852.785159 sec): 3 clusters Score: Raw -4526538.397976 + Penalty 3612.098082 = -4522926.299894 nChanged 34 SP:Iteration 66Q (1852.879938 sec): 3 clusters Score: Raw -4526541.351115 + Penalty 3612.098082 = -4522929.253032 nChanged 34 SP:Iteration 67Q (1852.974696 sec): 3 clusters Score: Raw -4526544.282784 + Penalty 3612.098082 = -4522932.184701 nChanged 33 SP:Iteration 68Q (1853.069420 sec): 3 clusters Score: Raw -4526546.825183 + Penalty 3612.098082 = -4522934.727101 nChanged 28 SP:Iteration 69Q (1853.187636 sec): 3 clusters Score: Raw -4526549.333001 + Penalty 3612.098082 = -4522937.234919 nChanged 37 SP:Iteration 70Q (1853.282282 sec): 3 clusters Score: Raw -4526552.646280 + Penalty 3612.098082 = -4522940.548198 nChanged 34 SP:Iteration 71Q (1853.376842 sec): 3 clusters Score: Raw -4526555.260193 + Penalty 3612.098082 = -4522943.162111 nChanged 37 SP:Iteration 72Q (1853.471339 sec): 3 clusters Score: Raw -4526558.402587 + Penalty 3612.098082 = -4522946.304505 nChanged 31 SP:Iteration 73Q (1853.565864 sec): 3 clusters Score: Raw -4526560.626138 + Penalty 3612.098082 = -4522948.528056 nChanged 33 SP:Iteration 74Q (1853.660280 sec): 3 clusters Score: Raw -4526563.834445 + Penalty 3612.098082 = -4522951.736362 nChanged 43 SP:Iteration 75Q (1853.754688 sec): 3 clusters Score: Raw -4526567.993718 + Penalty 3612.098082 = -4522955.895636 nChanged 41 SP:Iteration 76Q (1853.849116 sec): 3 clusters Score: Raw -4526572.396905 + Penalty 3612.098082 = -4522960.298823 nChanged 39 SP:Iteration 77Q (1853.949607 sec): 3 clusters Score: Raw -4526576.932505 + Penalty 3612.098082 = -4522964.834423 nChanged 39 SP:Iteration 78Q (1854.044290 sec): 3 clusters Score: Raw -4526581.294306 + Penalty 3612.098082 = -4522969.196224 nChanged 45 SP:Iteration 79Q (1854.138823 sec): 3 clusters Score: Raw -4526585.983779 + Penalty 3612.098082 = -4522973.885697 nChanged 46 SP:Iteration 80F (1854.252020 sec): 3 clusters Score: Raw -4526590.801143 + Penalty 3612.098082 = -4522978.703061 nChanged 36 SP:Iteration 81Q (1854.346131 sec): 3 clusters Score: Raw -4526593.837989 + Penalty 3612.098082 = -4522981.739907 nChanged 31 SP:Iteration 82Q (1854.440567 sec): 3 clusters Score: Raw -4526596.809461 + Penalty 3612.098082 = -4522984.711379 nChanged 37 SP:Iteration 83Q (1854.534629 sec): 3 clusters Score: Raw -4526600.361259 + Penalty 3612.098082 = -4522988.263176 nChanged 25 SP:Iteration 84Q (1854.628701 sec): 3 clusters Score: Raw -4526602.814609 + Penalty 3612.098082 = -4522990.716526 nChanged 25 SP:Iteration 85Q (1854.757354 sec): 3 clusters Score: Raw -4526604.621094 + Penalty 3612.098082 = -4522992.523012 nChanged 16 SP:Iteration 86Q (1854.887870 sec): 3 clusters Score: Raw -4526605.482841 + Penalty 3612.098082 = -4522993.384759 nChanged 11 SP:Iteration 87Q (1855.017391 sec): 3 clusters Score: Raw -4526606.132693 + Penalty 3612.098082 = -4522994.034611 nChanged 11 SP:Iteration 88Q (1855.146937 sec): 3 clusters Score: Raw -4526606.883078 + Penalty 3612.098082 = -4522994.784996 nChanged 13 SP:Iteration 89Q (1855.273577 sec): 3 clusters Score: Raw -4526607.691394 + Penalty 3612.098082 = -4522995.593312 nChanged 10 SP:Iteration 90Q (1855.402768 sec): 3 clusters Score: Raw -4526608.456968 + Penalty 3612.098082 = -4522996.358886 nChanged 10 SP:Iteration 91Q (1855.535319 sec): 3 clusters Score: Raw -4526609.079667 + Penalty 3612.098082 = -4522996.981585 nChanged 11 SP:Iteration 92Q (1855.659656 sec): 3 clusters Score: Raw -4526609.964133 + Penalty 3612.098082 = -4522997.866051 nChanged 8 SP:Iteration 93Q (1855.779098 sec): 3 clusters Score: Raw -4526610.544148 + Penalty 3612.098082 = -4522998.446066 nChanged 4 SP:Iteration 94Q (1855.910034 sec): 3 clusters Score: Raw -4526610.783470 + Penalty 3612.098082 = -4522998.685388 nChanged 5 SP:Iteration 95Q (1856.040755 sec): 3 clusters Score: Raw -4526611.049076 + Penalty 3612.098082 = -4522998.950994 nChanged 5 SP:Iteration 96Q (1856.175095 sec): 3 clusters Score: Raw -4526611.348151 + Penalty 3612.098082 = -4522999.250069 nChanged 6 SP:Iteration 97Q (1856.305427 sec): 3 clusters Score: Raw -4526611.538287 + Penalty 3612.098082 = -4522999.440204 nChanged 4 SP:Iteration 98Q (1856.436642 sec): 3 clusters Score: Raw -4526611.750881 + Penalty 3612.098082 = -4522999.652799 nChanged 4 SP:Iteration 99Q (1856.568711 sec): 3 clusters Score: Raw -4526611.929761 + Penalty 3612.098082 = -4522999.831679 nChanged 6 SP:Iteration 100F (1856.714879 sec): 3 clusters Score: Raw -4526612.341169 + Penalty 3612.098082 = -4523000.243086 nChanged 3 SP:Iteration 101Q (1856.846471 sec): 3 clusters Score: Raw -4526612.483996 + Penalty 3612.098082 = -4523000.385913 nChanged 0 SP:Iteration 102F (1856.989172 sec): 3 clusters Score: Raw -4526612.483996 + Penalty 3612.098082 = -4523000.385913 nChanged 0 Trying to split cluster 5 (37072 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1857.048958 sec): 2 clusters Score: Raw -2563263.713741 + Penalty 1709.600303 = -2561554.113439 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1857.159786 sec): 3 clusters Score: Raw -2540142.224387 + Penalty 3419.200605 = -2536723.023782 nChanged 17113 SP:Iteration 1F (1857.267096 sec): 3 clusters Score: Raw -2550023.364194 + Penalty 3419.200605 = -2546604.163589 nChanged 1878 SP:Iteration 2F (1857.368637 sec): 3 clusters Score: Raw -2550764.882422 + Penalty 3419.200605 = -2547345.681817 nChanged 1940 SP:Iteration 3F (1857.473041 sec): 3 clusters Score: Raw -2551642.205637 + Penalty 3419.200605 = -2548223.005032 nChanged 1964 SP:Iteration 4F (1857.577598 sec): 3 clusters Score: Raw -2552603.614314 + Penalty 3419.200605 = -2549184.413709 nChanged 2036 SP:Iteration 5F (1857.670978 sec): 3 clusters Score: Raw -2553608.662935 + Penalty 3419.200605 = -2550189.462330 nChanged 2003 SP:Iteration 6F (1857.768381 sec): 3 clusters Score: Raw -2554616.688983 + Penalty 3419.200605 = -2551197.488378 nChanged 1905 SP:Iteration 7F (1857.875617 sec): 3 clusters Score: Raw -2555601.964534 + Penalty 3419.200605 = -2552182.763929 nChanged 1770 SP:Iteration 8Q (1857.971706 sec): 3 clusters Score: Raw -2556592.897907 + Penalty 3419.200605 = -2553173.697302 nChanged 1654 SP:Iteration 9Q (1858.080865 sec): 3 clusters Score: Raw -2557563.017472 + Penalty 3419.200605 = -2554143.816867 nChanged 1468 SP:Iteration 10Q (1858.181571 sec): 3 clusters Score: Raw -2558435.891508 + Penalty 3419.200605 = -2555016.690902 nChanged 1250 SP:Iteration 11Q (1858.274978 sec): 3 clusters Score: Raw -2559079.466462 + Penalty 3419.200605 = -2555660.265857 nChanged 969 SP:Iteration 12Q (1858.365564 sec): 3 clusters Score: Raw -2559477.487184 + Penalty 3419.200605 = -2556058.286579 nChanged 720 SP:Iteration 13Q (1858.469809 sec): 3 clusters Score: Raw -2559726.503962 + Penalty 3419.200605 = -2556307.303357 nChanged 606 SP:Iteration 14Q (1858.574173 sec): 3 clusters Score: Raw -2559928.649762 + Penalty 3419.200605 = -2556509.449157 nChanged 613 SP:Iteration 15Q (1858.677925 sec): 3 clusters Score: Raw -2560118.326838 + Penalty 3419.200605 = -2556699.126232 nChanged 612 SP:Iteration 16Q (1858.781605 sec): 3 clusters Score: Raw -2560317.769421 + Penalty 3419.200605 = -2556898.568816 nChanged 605 SP:Iteration 17Q (1858.885090 sec): 3 clusters Score: Raw -2560546.358252 + Penalty 3419.200605 = -2557127.157647 nChanged 663 SP:Iteration 18Q (1858.987696 sec): 3 clusters Score: Raw -2560812.448626 + Penalty 3419.200605 = -2557393.248021 nChanged 655 SP:Iteration 19Q (1859.093886 sec): 3 clusters Score: Raw -2561088.879036 + Penalty 3419.200605 = -2557669.678431 nChanged 666 SP:Iteration 20F (1859.194898 sec): 3 clusters Score: Raw -2561393.573750 + Penalty 3419.200605 = -2557974.373145 nChanged 684 SP:Iteration 21Q (1859.295948 sec): 3 clusters Score: Raw -2561726.902789 + Penalty 3419.200605 = -2558307.702184 nChanged 653 SP:Iteration 22Q (1859.396577 sec): 3 clusters Score: Raw -2562070.179166 + Penalty 3419.200605 = -2558650.978561 nChanged 614 SP:Iteration 23Q (1859.496357 sec): 3 clusters Score: Raw -2562388.235448 + Penalty 3419.200605 = -2558969.034843 nChanged 502 SP:Iteration 24Q (1859.589351 sec): 3 clusters Score: Raw -2562642.867490 + Penalty 3419.200605 = -2559223.666884 nChanged 460 SP:Iteration 25Q (1859.681839 sec): 3 clusters Score: Raw -2562881.541518 + Penalty 3419.200605 = -2559462.340913 nChanged 411 SP:Iteration 26Q (1859.773006 sec): 3 clusters Score: Raw -2563096.188985 + Penalty 3419.200605 = -2559676.988380 nChanged 348 SP:Iteration 27Q (1859.869101 sec): 3 clusters Score: Raw -2563285.733607 + Penalty 3419.200605 = -2559866.533001 nChanged 289 SP:Iteration 28Q (1859.951310 sec): 3 clusters Score: Raw -2563424.347871 + Penalty 3419.200605 = -2560005.147266 nChanged 222 SP:Iteration 29Q (1860.046837 sec): 3 clusters Score: Raw -2563517.269916 + Penalty 3419.200605 = -2560098.069311 nChanged 175 SP:Iteration 30Q (1860.130663 sec): 3 clusters Score: Raw -2563583.706757 + Penalty 3419.200605 = -2560164.506152 nChanged 151 SP:Iteration 31Q (1860.225409 sec): 3 clusters Score: Raw -2563645.637933 + Penalty 3419.200605 = -2560226.437328 nChanged 123 SP:Iteration 32Q (1860.319402 sec): 3 clusters Score: Raw -2563694.903462 + Penalty 3419.200605 = -2560275.702856 nChanged 103 SP:Iteration 33Q (1860.401807 sec): 3 clusters Score: Raw -2563730.080426 + Penalty 3419.200605 = -2560310.879821 nChanged 87 SP:Iteration 34Q (1860.495626 sec): 3 clusters Score: Raw -2563757.675624 + Penalty 3419.200605 = -2560338.475019 nChanged 78 SP:Iteration 35Q (1860.579253 sec): 3 clusters Score: Raw -2563785.424705 + Penalty 3419.200605 = -2560366.224100 nChanged 80 SP:Iteration 36Q (1860.661793 sec): 3 clusters Score: Raw -2563812.410272 + Penalty 3419.200605 = -2560393.209667 nChanged 75 SP:Iteration 37Q (1860.755103 sec): 3 clusters Score: Raw -2563841.120752 + Penalty 3419.200605 = -2560421.920147 nChanged 72 SP:Iteration 38Q (1860.846997 sec): 3 clusters Score: Raw -2563865.437876 + Penalty 3419.200605 = -2560446.237271 nChanged 54 SP:Iteration 39Q (1860.932239 sec): 3 clusters Score: Raw -2563884.731313 + Penalty 3419.200605 = -2560465.530708 nChanged 50 SP:Iteration 40F (1861.024910 sec): 3 clusters Score: Raw -2563902.621667 + Penalty 3419.200605 = -2560483.421062 nChanged 55 SP:Iteration 41Q (1861.119023 sec): 3 clusters Score: Raw -2563921.663212 + Penalty 3419.200605 = -2560502.462607 nChanged 52 SP:Iteration 42Q (1861.199795 sec): 3 clusters Score: Raw -2563940.731794 + Penalty 3419.200605 = -2560521.531189 nChanged 46 SP:Iteration 43Q (1861.293246 sec): 3 clusters Score: Raw -2563957.201289 + Penalty 3419.200605 = -2560538.000684 nChanged 40 SP:Iteration 44Q (1861.378348 sec): 3 clusters Score: Raw -2563970.891512 + Penalty 3419.200605 = -2560551.690907 nChanged 29 SP:Iteration 45Q (1861.456954 sec): 3 clusters Score: Raw -2563981.745008 + Penalty 3419.200605 = -2560562.544403 nChanged 25 SP:Iteration 46Q (1861.532511 sec): 3 clusters Score: Raw -2563988.258512 + Penalty 3419.200605 = -2560569.057907 nChanged 21 SP:Iteration 47Q (1861.613878 sec): 3 clusters Score: Raw -2563993.877120 + Penalty 3419.200605 = -2560574.676514 nChanged 19 SP:Iteration 48Q (1861.690254 sec): 3 clusters Score: Raw -2563999.960187 + Penalty 3419.200605 = -2560580.759582 nChanged 18 SP:Iteration 49Q (1861.782126 sec): 3 clusters Score: Raw -2564004.026312 + Penalty 3419.200605 = -2560584.825707 nChanged 8 SP:Iteration 50Q (1861.874501 sec): 3 clusters Score: Raw -2564006.198777 + Penalty 3419.200605 = -2560586.998172 nChanged 11 SP:Iteration 51Q (1861.963730 sec): 3 clusters Score: Raw -2564009.424362 + Penalty 3419.200605 = -2560590.223757 nChanged 12 SP:Iteration 52Q (1862.038167 sec): 3 clusters Score: Raw -2564012.600333 + Penalty 3419.200605 = -2560593.399728 nChanged 15 SP:Iteration 53Q (1862.129777 sec): 3 clusters Score: Raw -2564016.824483 + Penalty 3419.200605 = -2560597.623877 nChanged 10 SP:Iteration 54Q (1862.220858 sec): 3 clusters Score: Raw -2564019.706162 + Penalty 3419.200605 = -2560600.505557 nChanged 8 SP:Iteration 55Q (1862.312787 sec): 3 clusters Score: Raw -2564020.710403 + Penalty 3419.200605 = -2560601.509798 nChanged 5 SP:Iteration 56Q (1862.405713 sec): 3 clusters Score: Raw -2564021.639354 + Penalty 3419.200605 = -2560602.438749 nChanged 3 SP:Iteration 57Q (1862.499282 sec): 3 clusters Score: Raw -2564021.930819 + Penalty 3419.200605 = -2560602.730214 nChanged 2 SP:Iteration 58Q (1862.579518 sec): 3 clusters Score: Raw -2564022.198910 + Penalty 3419.200605 = -2560602.998305 nChanged 3 SP:Iteration 59Q (1862.664323 sec): 3 clusters Score: Raw -2564022.444341 + Penalty 3419.200605 = -2560603.243735 nChanged 3 SP:Iteration 60F (1862.763922 sec): 3 clusters Score: Raw -2564023.078417 + Penalty 3419.200605 = -2560603.877812 nChanged 3 SP:Iteration 61Q (1862.856480 sec): 3 clusters Score: Raw -2564023.619887 + Penalty 3419.200605 = -2560604.419282 nChanged 2 SP:Iteration 62Q (1862.949151 sec): 3 clusters Score: Raw -2564024.075912 + Penalty 3419.200605 = -2560604.875307 nChanged 2 SP:Iteration 63Q (1863.036523 sec): 3 clusters Score: Raw -2564024.294979 + Penalty 3419.200605 = -2560605.094374 nChanged 1 SP:Iteration 64Q (1863.124859 sec): 3 clusters Score: Raw -2564024.482999 + Penalty 3419.200605 = -2560605.282394 nChanged 3 SP:Iteration 65Q (1863.209191 sec): 3 clusters Score: Raw -2564025.345691 + Penalty 3419.200605 = -2560606.145086 nChanged 3 SP:Iteration 66Q (1863.305473 sec): 3 clusters Score: Raw -2564026.423495 + Penalty 3419.200605 = -2560607.222890 nChanged 4 SP:Iteration 67Q (1863.393666 sec): 3 clusters Score: Raw -2564026.899841 + Penalty 3419.200605 = -2560607.699236 nChanged 1 SP:Iteration 68Q (1863.490493 sec): 3 clusters Score: Raw -2564027.025657 + Penalty 3419.200605 = -2560607.825052 nChanged 1 SP:Iteration 69Q (1863.587949 sec): 3 clusters Score: Raw -2564027.104564 + Penalty 3419.200605 = -2560607.903959 nChanged 0 SP:Iteration 70F (1863.691083 sec): 3 clusters Score: Raw -2564027.104564 + Penalty 3419.200605 = -2560607.903959 nChanged 0 Trying to split cluster 6 (1425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1863.712390 sec): 2 clusters Score: Raw -90769.699398 + Penalty 1180.063153 = -89589.636245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1863.759483 sec): 3 clusters Score: Raw -90214.301538 + Penalty 2360.126305 = -87854.175233 nChanged 481 SP:Iteration 1F (1863.803693 sec): 3 clusters Score: Raw -90551.821351 + Penalty 2360.126305 = -88191.695046 nChanged 118 SP:Iteration 2F (1863.846180 sec): 3 clusters Score: Raw -90644.850390 + Penalty 2360.126305 = -88284.724085 nChanged 53 SP:Iteration 3Q (1863.889157 sec): 3 clusters Score: Raw -90680.240475 + Penalty 2360.126305 = -88320.114170 nChanged 32 SP:Iteration 4Q (1863.931609 sec): 3 clusters Score: Raw -90702.618806 + Penalty 2360.126305 = -88342.492501 nChanged 25 SP:Iteration 5Q (1863.974433 sec): 3 clusters Score: Raw -90719.929595 + Penalty 2360.126305 = -88359.803290 nChanged 20 SP:Iteration 6Q (1864.017641 sec): 3 clusters Score: Raw -90735.979326 + Penalty 2360.126305 = -88375.853021 nChanged 24 SP:Iteration 7Q (1864.060244 sec): 3 clusters Score: Raw -90754.247883 + Penalty 2360.126305 = -88394.121578 nChanged 21 SP:Iteration 8Q (1864.093296 sec): 3 clusters Score: Raw -90770.562447 + Penalty 2360.126305 = -88410.436142 nChanged 18 SP:Iteration 9Q (1864.136500 sec): 3 clusters Score: Raw -90781.140427 + Penalty 2360.126305 = -88421.014122 nChanged 17 SP:Iteration 10Q (1864.175692 sec): 3 clusters Score: Raw -90790.421853 + Penalty 2360.126305 = -88430.295548 nChanged 15 SP:Iteration 11Q (1864.213551 sec): 3 clusters Score: Raw -90800.230270 + Penalty 2360.126305 = -88440.103965 nChanged 19 SP:Iteration 12Q (1864.256465 sec): 3 clusters Score: Raw -90813.092472 + Penalty 2360.126305 = -88452.966167 nChanged 17 SP:Iteration 13Q (1864.299102 sec): 3 clusters Score: Raw -90823.426711 + Penalty 2360.126305 = -88463.300406 nChanged 8 SP:Iteration 14Q (1864.342285 sec): 3 clusters Score: Raw -90827.133754 + Penalty 2360.126305 = -88467.007449 nChanged 8 SP:Iteration 15Q (1864.375197 sec): 3 clusters Score: Raw -90830.882094 + Penalty 2360.126305 = -88470.755789 nChanged 11 SP:Iteration 16Q (1864.417148 sec): 3 clusters Score: Raw -90837.848192 + Penalty 2360.126305 = -88477.721886 nChanged 10 SP:Iteration 17Q (1864.455783 sec): 3 clusters Score: Raw -90844.550214 + Penalty 2360.126305 = -88484.423908 nChanged 13 SP:Iteration 18Q (1864.498861 sec): 3 clusters Score: Raw -90851.570020 + Penalty 2360.126305 = -88491.443714 nChanged 7 SP:Iteration 19Q (1864.546585 sec): 3 clusters Score: Raw -90854.692209 + Penalty 2360.126305 = -88494.565904 nChanged 7 SP:Iteration 20F (1864.590098 sec): 3 clusters Score: Raw -90864.593044 + Penalty 2360.126305 = -88504.466739 nChanged 10 SP:Iteration 21Q (1864.631758 sec): 3 clusters Score: Raw -90879.388984 + Penalty 2360.126305 = -88519.262679 nChanged 12 SP:Iteration 22Q (1864.667011 sec): 3 clusters Score: Raw -90888.359722 + Penalty 2360.126305 = -88528.233417 nChanged 12 SP:Iteration 23Q (1864.723750 sec): 3 clusters Score: Raw -90903.540125 + Penalty 2360.126305 = -88543.413820 nChanged 23 SP:Iteration 24Q (1864.757856 sec): 3 clusters Score: Raw -90919.128610 + Penalty 2360.126305 = -88559.002305 nChanged 18 SP:Iteration 25Q (1864.802326 sec): 3 clusters Score: Raw -90940.718604 + Penalty 2360.126305 = -88580.592299 nChanged 21 SP:Iteration 26Q (1864.842167 sec): 3 clusters Score: Raw -90958.211762 + Penalty 2360.126305 = -88598.085457 nChanged 18 SP:Iteration 27Q (1864.885236 sec): 3 clusters Score: Raw -90970.859723 + Penalty 2360.126305 = -88610.733418 nChanged 13 SP:Iteration 28Q (1864.928240 sec): 3 clusters Score: Raw -90982.903172 + Penalty 2360.126305 = -88622.776867 nChanged 8 SP:Iteration 29Q (1864.973602 sec): 3 clusters Score: Raw -90994.370391 + Penalty 2360.126305 = -88634.244086 nChanged 13 SP:Iteration 30Q (1865.018114 sec): 3 clusters Score: Raw -91002.804165 + Penalty 2360.126305 = -88642.677860 nChanged 10 SP:Iteration 31Q (1865.063252 sec): 3 clusters Score: Raw -91008.426544 + Penalty 2360.126305 = -88648.300239 nChanged 10 SP:Iteration 32Q (1865.106932 sec): 3 clusters Score: Raw -91016.507655 + Penalty 2360.126305 = -88656.381350 nChanged 14 SP:Iteration 33Q (1865.147897 sec): 3 clusters Score: Raw -91025.815047 + Penalty 2360.126305 = -88665.688742 nChanged 10 SP:Iteration 34Q (1865.191900 sec): 3 clusters Score: Raw -91035.425170 + Penalty 2360.126305 = -88675.298865 nChanged 8 SP:Iteration 35Q (1865.235529 sec): 3 clusters Score: Raw -91043.226854 + Penalty 2360.126305 = -88683.100549 nChanged 9 SP:Iteration 36Q (1865.280737 sec): 3 clusters Score: Raw -91049.684290 + Penalty 2360.126305 = -88689.557985 nChanged 10 SP:Iteration 37Q (1865.324605 sec): 3 clusters Score: Raw -91057.736129 + Penalty 2360.126305 = -88697.609824 nChanged 13 SP:Iteration 38Q (1865.369641 sec): 3 clusters Score: Raw -91071.092763 + Penalty 2360.126305 = -88710.966458 nChanged 17 SP:Iteration 39Q (1865.423783 sec): 3 clusters Score: Raw -91085.226014 + Penalty 2360.126305 = -88725.099709 nChanged 10 SP:Iteration 40F (1865.458109 sec): 3 clusters Score: Raw -91091.655435 + Penalty 2360.126305 = -88731.529129 nChanged 10 SP:Iteration 41Q (1865.501562 sec): 3 clusters Score: Raw -91097.947197 + Penalty 2360.126305 = -88737.820892 nChanged 5 SP:Iteration 42Q (1865.548596 sec): 3 clusters Score: Raw -91100.811300 + Penalty 2360.126305 = -88740.684994 nChanged 4 SP:Iteration 43Q (1865.591271 sec): 3 clusters Score: Raw -91103.896332 + Penalty 2360.126305 = -88743.770027 nChanged 3 SP:Iteration 44Q (1865.641091 sec): 3 clusters Score: Raw -91106.025848 + Penalty 2360.126305 = -88745.899543 nChanged 3 SP:Iteration 45Q (1865.704140 sec): 3 clusters Score: Raw -91107.927139 + Penalty 2360.126305 = -88747.800834 nChanged 3 SP:Iteration 46Q (1865.731814 sec): 3 clusters Score: Raw -91109.539269 + Penalty 2360.126305 = -88749.412964 nChanged 2 SP:Iteration 47Q (1865.781375 sec): 3 clusters Score: Raw -91110.674113 + Penalty 2360.126305 = -88750.547808 nChanged 0 SP:Iteration 48F (1865.827107 sec): 3 clusters Score: Raw -91110.674113 + Penalty 2360.126305 = -88750.547808 nChanged 0 Trying to split cluster 7 (28888 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1865.882785 sec): 2 clusters Score: Raw -1848384.088732 + Penalty 1669.067004 = -1846715.021728 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1865.984173 sec): 3 clusters Score: Raw -1830627.329103 + Penalty 3338.134008 = -1827289.195095 nChanged 13195 SP:Iteration 1F (1866.080610 sec): 3 clusters Score: Raw -1838165.128565 + Penalty 3338.134008 = -1834826.994557 nChanged 1607 SP:Iteration 2F (1866.170696 sec): 3 clusters Score: Raw -1838889.589665 + Penalty 3338.134008 = -1835551.455657 nChanged 1649 SP:Iteration 3F (1866.262326 sec): 3 clusters Score: Raw -1839792.559370 + Penalty 3338.134008 = -1836454.425362 nChanged 1768 SP:Iteration 4F (1866.344026 sec): 3 clusters Score: Raw -1840978.561400 + Penalty 3338.134008 = -1837640.427392 nChanged 1858 SP:Iteration 5F (1866.429445 sec): 3 clusters Score: Raw -1842307.644498 + Penalty 3338.134008 = -1838969.510490 nChanged 1872 SP:Iteration 6F (1866.509062 sec): 3 clusters Score: Raw -1843573.786272 + Penalty 3338.134008 = -1840235.652264 nChanged 1650 SP:Iteration 7F (1866.594501 sec): 3 clusters Score: Raw -1844561.944998 + Penalty 3338.134008 = -1841223.810990 nChanged 1291 SP:Iteration 8Q (1866.688223 sec): 3 clusters Score: Raw -1845151.645770 + Penalty 3338.134008 = -1841813.511763 nChanged 938 SP:Iteration 9Q (1866.778753 sec): 3 clusters Score: Raw -1845482.781328 + Penalty 3338.134008 = -1842144.647320 nChanged 686 SP:Iteration 10Q (1866.870654 sec): 3 clusters Score: Raw -1845675.305736 + Penalty 3338.134008 = -1842337.171728 nChanged 472 SP:Iteration 11Q (1866.963056 sec): 3 clusters Score: Raw -1845782.955809 + Penalty 3338.134008 = -1842444.821801 nChanged 351 SP:Iteration 12Q (1867.052535 sec): 3 clusters Score: Raw -1845858.189630 + Penalty 3338.134008 = -1842520.055623 nChanged 295 SP:Iteration 13Q (1867.135300 sec): 3 clusters Score: Raw -1845913.805616 + Penalty 3338.134008 = -1842575.671608 nChanged 223 SP:Iteration 14Q (1867.224935 sec): 3 clusters Score: Raw -1845953.545173 + Penalty 3338.134008 = -1842615.411165 nChanged 231 SP:Iteration 15Q (1867.303572 sec): 3 clusters Score: Raw -1845993.609297 + Penalty 3338.134008 = -1842655.475289 nChanged 222 SP:Iteration 16Q (1867.388167 sec): 3 clusters Score: Raw -1846032.188895 + Penalty 3338.134008 = -1842694.054887 nChanged 226 SP:Iteration 17Q (1867.478359 sec): 3 clusters Score: Raw -1846070.588465 + Penalty 3338.134008 = -1842732.454457 nChanged 233 SP:Iteration 18Q (1867.548596 sec): 3 clusters Score: Raw -1846115.401339 + Penalty 3338.134008 = -1842777.267331 nChanged 218 SP:Iteration 19Q (1867.633450 sec): 3 clusters Score: Raw -1846156.109730 + Penalty 3338.134008 = -1842817.975722 nChanged 223 SP:Iteration 20F (1867.716313 sec): 3 clusters Score: Raw -1846196.759507 + Penalty 3338.134008 = -1842858.625499 nChanged 215 SP:Iteration 21Q (1867.798047 sec): 3 clusters Score: Raw -1846232.879935 + Penalty 3338.134008 = -1842894.745927 nChanged 211 SP:Iteration 22Q (1867.884669 sec): 3 clusters Score: Raw -1846274.197967 + Penalty 3338.134008 = -1842936.063959 nChanged 209 SP:Iteration 23Q (1867.968381 sec): 3 clusters Score: Raw -1846311.272713 + Penalty 3338.134008 = -1842973.138705 nChanged 213 SP:Iteration 24Q (1868.046594 sec): 3 clusters Score: Raw -1846352.791538 + Penalty 3338.134008 = -1843014.657530 nChanged 244 SP:Iteration 25Q (1868.134257 sec): 3 clusters Score: Raw -1846400.553013 + Penalty 3338.134008 = -1843062.419005 nChanged 236 SP:Iteration 26Q (1868.220349 sec): 3 clusters Score: Raw -1846444.865748 + Penalty 3338.134008 = -1843106.731740 nChanged 221 SP:Iteration 27Q (1868.304230 sec): 3 clusters Score: Raw -1846485.012180 + Penalty 3338.134008 = -1843146.878172 nChanged 226 SP:Iteration 28Q (1868.387868 sec): 3 clusters Score: Raw -1846527.121909 + Penalty 3338.134008 = -1843188.987901 nChanged 242 SP:Iteration 29Q (1868.471354 sec): 3 clusters Score: Raw -1846572.891338 + Penalty 3338.134008 = -1843234.757330 nChanged 239 SP:Iteration 30Q (1868.560312 sec): 3 clusters Score: Raw -1846614.791340 + Penalty 3338.134008 = -1843276.657332 nChanged 216 SP:Iteration 31Q (1868.640543 sec): 3 clusters Score: Raw -1846650.885815 + Penalty 3338.134008 = -1843312.751807 nChanged 218 SP:Iteration 32Q (1868.717260 sec): 3 clusters Score: Raw -1846691.793851 + Penalty 3338.134008 = -1843353.659843 nChanged 247 SP:Iteration 33Q (1868.803420 sec): 3 clusters Score: Raw -1846742.730089 + Penalty 3338.134008 = -1843404.596081 nChanged 277 SP:Iteration 34Q (1868.889899 sec): 3 clusters Score: Raw -1846802.339084 + Penalty 3338.134008 = -1843464.205076 nChanged 278 SP:Iteration 35Q (1868.965663 sec): 3 clusters Score: Raw -1846864.123147 + Penalty 3338.134008 = -1843525.989139 nChanged 272 SP:Iteration 36Q (1869.055848 sec): 3 clusters Score: Raw -1846929.830696 + Penalty 3338.134008 = -1843591.696688 nChanged 285 SP:Iteration 37Q (1869.147041 sec): 3 clusters Score: Raw -1847002.304128 + Penalty 3338.134008 = -1843664.170120 nChanged 307 SP:Iteration 38Q (1869.228926 sec): 3 clusters Score: Raw -1847088.556562 + Penalty 3338.134008 = -1843750.422554 nChanged 322 SP:Iteration 39Q (1869.318755 sec): 3 clusters Score: Raw -1847190.642812 + Penalty 3338.134008 = -1843852.508804 nChanged 315 SP:Iteration 40F (1869.403509 sec): 3 clusters Score: Raw -1847299.156457 + Penalty 3338.134008 = -1843961.022449 nChanged 336 SP:Iteration 41Q (1869.486791 sec): 3 clusters Score: Raw -1847423.782533 + Penalty 3338.134008 = -1844085.648525 nChanged 374 SP:Iteration 42Q (1869.565458 sec): 3 clusters Score: Raw -1847574.014097 + Penalty 3338.134008 = -1844235.880089 nChanged 337 SP:Iteration 43Q (1869.649594 sec): 3 clusters Score: Raw -1847711.653636 + Penalty 3338.134008 = -1844373.519628 nChanged 309 SP:Iteration 44Q (1869.727566 sec): 3 clusters Score: Raw -1847861.031620 + Penalty 3338.134008 = -1844522.897612 nChanged 298 SP:Iteration 45Q (1869.810377 sec): 3 clusters Score: Raw -1848009.111814 + Penalty 3338.134008 = -1844670.977806 nChanged 280 SP:Iteration 46Q (1869.894421 sec): 3 clusters Score: Raw -1848158.177348 + Penalty 3338.134008 = -1844820.043340 nChanged 271 SP:Iteration 47Q (1869.977096 sec): 3 clusters Score: Raw -1848322.509277 + Penalty 3338.134008 = -1844984.375269 nChanged 246 SP:Iteration 48Q (1870.063296 sec): 3 clusters Score: Raw -1848457.077948 + Penalty 3338.134008 = -1845118.943940 nChanged 233 SP:Iteration 49Q (1870.139093 sec): 3 clusters Score: Raw -1848561.453993 + Penalty 3338.134008 = -1845223.319985 nChanged 211 SP:Iteration 50Q (1870.225171 sec): 3 clusters Score: Raw -1848667.564698 + Penalty 3338.134008 = -1845329.430690 nChanged 200 SP:Iteration 51Q (1870.304813 sec): 3 clusters Score: Raw -1848753.200685 + Penalty 3338.134008 = -1845415.066677 nChanged 180 SP:Iteration 52Q (1870.378945 sec): 3 clusters Score: Raw -1848816.312028 + Penalty 3338.134008 = -1845478.178020 nChanged 124 SP:Iteration 53Q (1870.469515 sec): 3 clusters Score: Raw -1848851.684372 + Penalty 3338.134008 = -1845513.550364 nChanged 100 SP:Iteration 54Q (1870.538583 sec): 3 clusters Score: Raw -1848878.881179 + Penalty 3338.134008 = -1845540.747171 nChanged 96 SP:Iteration 55Q (1870.623462 sec): 3 clusters Score: Raw -1848898.667120 + Penalty 3338.134008 = -1845560.533112 nChanged 73 SP:Iteration 56Q (1870.701793 sec): 3 clusters Score: Raw -1848911.042735 + Penalty 3338.134008 = -1845572.908727 nChanged 63 SP:Iteration 57Q (1870.780462 sec): 3 clusters Score: Raw -1848920.816377 + Penalty 3338.134008 = -1845582.682369 nChanged 55 SP:Iteration 58Q (1870.866667 sec): 3 clusters Score: Raw -1848932.185801 + Penalty 3338.134008 = -1845594.051793 nChanged 65 SP:Iteration 59Q (1870.949513 sec): 3 clusters Score: Raw -1848943.847146 + Penalty 3338.134008 = -1845605.713138 nChanged 54 SP:Iteration 60F (1871.043645 sec): 3 clusters Score: Raw -1848956.272549 + Penalty 3338.134008 = -1845618.138541 nChanged 50 SP:Iteration 61Q (1871.118999 sec): 3 clusters Score: Raw -1848965.676983 + Penalty 3338.134008 = -1845627.542975 nChanged 39 SP:Iteration 62Q (1871.192134 sec): 3 clusters Score: Raw -1848970.394528 + Penalty 3338.134008 = -1845632.260520 nChanged 26 SP:Iteration 63Q (1871.262544 sec): 3 clusters Score: Raw -1848973.275375 + Penalty 3338.134008 = -1845635.141367 nChanged 17 SP:Iteration 64Q (1871.335853 sec): 3 clusters Score: Raw -1848975.255007 + Penalty 3338.134008 = -1845637.120999 nChanged 14 SP:Iteration 65Q (1871.415431 sec): 3 clusters Score: Raw -1848976.842795 + Penalty 3338.134008 = -1845638.708787 nChanged 14 SP:Iteration 66Q (1871.502768 sec): 3 clusters Score: Raw -1848978.086392 + Penalty 3338.134008 = -1845639.952384 nChanged 6 SP:Iteration 67Q (1871.580170 sec): 3 clusters Score: Raw -1848978.476139 + Penalty 3338.134008 = -1845640.342131 nChanged 2 SP:Iteration 68Q (1871.654043 sec): 3 clusters Score: Raw -1848978.575449 + Penalty 3338.134008 = -1845640.441441 nChanged 3 SP:Iteration 69Q (1871.743090 sec): 3 clusters Score: Raw -1848978.740006 + Penalty 3338.134008 = -1845640.605998 nChanged 3 SP:Iteration 70Q (1871.823155 sec): 3 clusters Score: Raw -1848978.885911 + Penalty 3338.134008 = -1845640.751903 nChanged 1 SP:Iteration 71Q (1871.906965 sec): 3 clusters Score: Raw -1848978.922822 + Penalty 3338.134008 = -1845640.788814 nChanged 2 SP:Iteration 72Q (1871.986308 sec): 3 clusters Score: Raw -1848979.071528 + Penalty 3338.134008 = -1845640.937520 nChanged 3 SP:Iteration 73Q (1872.070765 sec): 3 clusters Score: Raw -1848979.210307 + Penalty 3338.134008 = -1845641.076299 nChanged 4 SP:Iteration 74Q (1872.147112 sec): 3 clusters Score: Raw -1848979.474370 + Penalty 3338.134008 = -1845641.340362 nChanged 5 SP:Iteration 75Q (1872.229407 sec): 3 clusters Score: Raw -1848979.804580 + Penalty 3338.134008 = -1845641.670572 nChanged 3 SP:Iteration 76Q (1872.314371 sec): 3 clusters Score: Raw -1848980.135175 + Penalty 3338.134008 = -1845642.001167 nChanged 3 SP:Iteration 77Q (1872.388628 sec): 3 clusters Score: Raw -1848980.371513 + Penalty 3338.134008 = -1845642.237505 nChanged 4 SP:Iteration 78Q (1872.473816 sec): 3 clusters Score: Raw -1848980.805116 + Penalty 3338.134008 = -1845642.671108 nChanged 1 SP:Iteration 79Q (1872.555741 sec): 3 clusters Score: Raw -1848980.874802 + Penalty 3338.134008 = -1845642.740794 nChanged 1 SP:Iteration 80F (1872.631906 sec): 3 clusters Score: Raw -1848980.966177 + Penalty 3338.134008 = -1845642.832169 nChanged 1 SP:Iteration 81Q (1872.717002 sec): 3 clusters Score: Raw -1848981.050665 + Penalty 3338.134008 = -1845642.916658 nChanged 0 SP:Iteration 82F (1872.805743 sec): 3 clusters Score: Raw -1848981.050665 + Penalty 3338.134008 = -1845642.916658 nChanged 0 Trying to split cluster 8 (5564 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1872.832803 sec): 2 clusters Score: Raw -328293.941807 + Penalty 1401.411790 = -326892.530017 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1872.888657 sec): 3 clusters Score: Raw -325355.294531 + Penalty 2802.823580 = -322552.470952 nChanged 2303 SP:Iteration 1F (1872.941645 sec): 3 clusters Score: Raw -326660.368014 + Penalty 2802.823580 = -323857.544434 nChanged 426 SP:Iteration 2F (1872.997834 sec): 3 clusters Score: Raw -326899.725489 + Penalty 2802.823580 = -324096.901909 nChanged 325 SP:Iteration 3F (1873.054785 sec): 3 clusters Score: Raw -327108.204718 + Penalty 2802.823580 = -324305.381138 nChanged 336 SP:Iteration 4F (1873.112130 sec): 3 clusters Score: Raw -327347.868949 + Penalty 2802.823580 = -324545.045370 nChanged 350 SP:Iteration 5F (1873.170379 sec): 3 clusters Score: Raw -327672.041658 + Penalty 2802.823580 = -324869.218079 nChanged 413 SP:Iteration 6F (1873.227725 sec): 3 clusters Score: Raw -328137.212736 + Penalty 2802.823580 = -325334.389156 nChanged 413 SP:Iteration 7F (1873.284733 sec): 3 clusters Score: Raw -328610.922762 + Penalty 2802.823580 = -325808.099182 nChanged 345 SP:Iteration 8F (1873.342279 sec): 3 clusters Score: Raw -328941.539691 + Penalty 2802.823580 = -326138.716111 nChanged 212 SP:Iteration 9Q (1873.403454 sec): 3 clusters Score: Raw -329121.208236 + Penalty 2802.823580 = -326318.384656 nChanged 147 SP:Iteration 10Q (1873.448560 sec): 3 clusters Score: Raw -329227.287846 + Penalty 2802.823580 = -326424.464266 nChanged 81 SP:Iteration 11Q (1873.505465 sec): 3 clusters Score: Raw -329281.420794 + Penalty 2802.823580 = -326478.597214 nChanged 39 SP:Iteration 12Q (1873.573255 sec): 3 clusters Score: Raw -329299.819663 + Penalty 2802.823580 = -326496.996083 nChanged 22 SP:Iteration 13Q (1873.616892 sec): 3 clusters Score: Raw -329311.172834 + Penalty 2802.823580 = -326508.349254 nChanged 15 SP:Iteration 14Q (1873.673210 sec): 3 clusters Score: Raw -329316.951968 + Penalty 2802.823580 = -326514.128389 nChanged 7 SP:Iteration 15Q (1873.723227 sec): 3 clusters Score: Raw -329319.807397 + Penalty 2802.823580 = -326516.983817 nChanged 6 SP:Iteration 16Q (1873.780786 sec): 3 clusters Score: Raw -329321.522005 + Penalty 2802.823580 = -326518.698425 nChanged 4 SP:Iteration 17Q (1873.836699 sec): 3 clusters Score: Raw -329322.642647 + Penalty 2802.823580 = -326519.819067 nChanged 2 SP:Iteration 18Q (1873.893499 sec): 3 clusters Score: Raw -329323.079988 + Penalty 2802.823580 = -326520.256409 nChanged 1 SP:Iteration 19Q (1873.948429 sec): 3 clusters Score: Raw -329323.404037 + Penalty 2802.823580 = -326520.580457 nChanged 1 SP:Iteration 20F (1874.013794 sec): 3 clusters Score: Raw -329323.617470 + Penalty 2802.823580 = -326520.793890 nChanged 0 Trying to split cluster 9 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1874.029434 sec): 2 clusters Score: Raw -141765.962300 + Penalty 1253.126709 = -140512.835591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1874.079786 sec): 3 clusters Score: Raw -140840.002750 + Penalty 2506.253418 = -138333.749332 nChanged 802 SP:Iteration 1F (1874.131444 sec): 3 clusters Score: Raw -141394.765273 + Penalty 2506.253418 = -138888.511854 nChanged 178 SP:Iteration 2F (1874.183316 sec): 3 clusters Score: Raw -141558.243741 + Penalty 2506.253418 = -139051.990322 nChanged 144 SP:Iteration 3F (1874.234986 sec): 3 clusters Score: Raw -141709.326528 + Penalty 2506.253418 = -139203.073109 nChanged 113 SP:Iteration 4F (1874.298484 sec): 3 clusters Score: Raw -141857.350706 + Penalty 2506.253418 = -139351.097287 nChanged 104 SP:Iteration 5Q (1874.339002 sec): 3 clusters Score: Raw -142012.637893 + Penalty 2506.253418 = -139506.384475 nChanged 89 SP:Iteration 6Q (1874.390146 sec): 3 clusters Score: Raw -142116.984747 + Penalty 2506.253418 = -139610.731328 nChanged 77 SP:Iteration 7Q (1874.439458 sec): 3 clusters Score: Raw -142192.747136 + Penalty 2506.253418 = -139686.493718 nChanged 62 SP:Iteration 8Q (1874.492660 sec): 3 clusters Score: Raw -142246.576814 + Penalty 2506.253418 = -139740.323396 nChanged 49 SP:Iteration 9Q (1874.535793 sec): 3 clusters Score: Raw -142290.156571 + Penalty 2506.253418 = -139783.903153 nChanged 48 SP:Iteration 10Q (1874.587798 sec): 3 clusters Score: Raw -142333.637704 + Penalty 2506.253418 = -139827.384286 nChanged 51 SP:Iteration 11Q (1874.637550 sec): 3 clusters Score: Raw -142384.151942 + Penalty 2506.253418 = -139877.898523 nChanged 44 SP:Iteration 12Q (1874.684496 sec): 3 clusters Score: Raw -142435.613859 + Penalty 2506.253418 = -139929.360440 nChanged 44 SP:Iteration 13Q (1874.734439 sec): 3 clusters Score: Raw -142482.214268 + Penalty 2506.253418 = -139975.960850 nChanged 49 SP:Iteration 14Q (1874.779424 sec): 3 clusters Score: Raw -142538.902565 + Penalty 2506.253418 = -140032.649147 nChanged 48 SP:Iteration 15Q (1874.829180 sec): 3 clusters Score: Raw -142586.918650 + Penalty 2506.253418 = -140080.665231 nChanged 47 SP:Iteration 16Q (1874.880538 sec): 3 clusters Score: Raw -142627.995670 + Penalty 2506.253418 = -140121.742251 nChanged 33 SP:Iteration 17Q (1874.920286 sec): 3 clusters Score: Raw -142653.581447 + Penalty 2506.253418 = -140147.328029 nChanged 30 SP:Iteration 18Q (1874.983392 sec): 3 clusters Score: Raw -142674.466123 + Penalty 2506.253418 = -140168.212705 nChanged 22 SP:Iteration 19Q (1875.035920 sec): 3 clusters Score: Raw -142690.549061 + Penalty 2506.253418 = -140184.295643 nChanged 17 SP:Iteration 20F (1875.076304 sec): 3 clusters Score: Raw -142700.853782 + Penalty 2506.253418 = -140194.600364 nChanged 10 SP:Iteration 21Q (1875.122667 sec): 3 clusters Score: Raw -142710.827285 + Penalty 2506.253418 = -140204.573866 nChanged 19 SP:Iteration 22Q (1875.174963 sec): 3 clusters Score: Raw -142725.050201 + Penalty 2506.253418 = -140218.796783 nChanged 19 SP:Iteration 23Q (1875.226821 sec): 3 clusters Score: Raw -142741.184432 + Penalty 2506.253418 = -140234.931014 nChanged 18 SP:Iteration 24Q (1875.268388 sec): 3 clusters Score: Raw -142759.188539 + Penalty 2506.253418 = -140252.935120 nChanged 15 SP:Iteration 25Q (1875.319326 sec): 3 clusters Score: Raw -142774.094824 + Penalty 2506.253418 = -140267.841406 nChanged 13 SP:Iteration 26Q (1875.370387 sec): 3 clusters Score: Raw -142784.808588 + Penalty 2506.253418 = -140278.555169 nChanged 5 SP:Iteration 27Q (1875.418451 sec): 3 clusters Score: Raw -142790.174666 + Penalty 2506.253418 = -140283.921248 nChanged 8 SP:Iteration 28Q (1875.469952 sec): 3 clusters Score: Raw -142799.595239 + Penalty 2506.253418 = -140293.341820 nChanged 8 SP:Iteration 29Q (1875.521531 sec): 3 clusters Score: Raw -142806.308278 + Penalty 2506.253418 = -140300.054859 nChanged 9 SP:Iteration 30Q (1875.568094 sec): 3 clusters Score: Raw -142812.158965 + Penalty 2506.253418 = -140305.905547 nChanged 9 SP:Iteration 31Q (1875.603531 sec): 3 clusters Score: Raw -142817.289210 + Penalty 2506.253418 = -140311.035791 nChanged 4 SP:Iteration 32Q (1875.647636 sec): 3 clusters Score: Raw -142819.734696 + Penalty 2506.253418 = -140313.481278 nChanged 5 SP:Iteration 33Q (1875.692088 sec): 3 clusters Score: Raw -142824.005545 + Penalty 2506.253418 = -140317.752127 nChanged 2 SP:Iteration 34Q (1875.738143 sec): 3 clusters Score: Raw -142825.119867 + Penalty 2506.253418 = -140318.866448 nChanged 3 SP:Iteration 35Q (1875.795682 sec): 3 clusters Score: Raw -142827.056544 + Penalty 2506.253418 = -140320.803125 nChanged 2 SP:Iteration 36Q (1875.824184 sec): 3 clusters Score: Raw -142828.346446 + Penalty 2506.253418 = -140322.093027 nChanged 1 SP:Iteration 37Q (1875.875358 sec): 3 clusters Score: Raw -142828.624326 + Penalty 2506.253418 = -140322.370908 nChanged 0 SP:Iteration 38F (1875.927032 sec): 3 clusters Score: Raw -142828.624326 + Penalty 2506.253418 = -140322.370908 nChanged 0 Trying to split cluster 10 (18475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1875.983789 sec): 2 clusters Score: Raw -1270623.610940 + Penalty 1596.428234 = -1269027.182706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1876.050993 sec): 3 clusters Score: Raw -1259582.831579 + Penalty 3192.856467 = -1256389.975111 nChanged 8287 SP:Iteration 1F (1876.126678 sec): 3 clusters Score: Raw -1264287.117890 + Penalty 3192.856467 = -1261094.261423 nChanged 1020 SP:Iteration 2F (1876.200507 sec): 3 clusters Score: Raw -1264712.030928 + Penalty 3192.856467 = -1261519.174461 nChanged 954 SP:Iteration 3F (1876.276595 sec): 3 clusters Score: Raw -1265179.111551 + Penalty 3192.856467 = -1261986.255083 nChanged 1010 SP:Iteration 4F (1876.352555 sec): 3 clusters Score: Raw -1265778.898995 + Penalty 3192.856467 = -1262586.042528 nChanged 1184 SP:Iteration 5F (1876.428204 sec): 3 clusters Score: Raw -1266583.303267 + Penalty 3192.856467 = -1263390.446799 nChanged 1288 SP:Iteration 6F (1876.498931 sec): 3 clusters Score: Raw -1267489.454649 + Penalty 3192.856467 = -1264296.598181 nChanged 1232 SP:Iteration 7F (1876.574708 sec): 3 clusters Score: Raw -1268292.435888 + Penalty 3192.856467 = -1265099.579421 nChanged 1077 SP:Iteration 8F (1876.651613 sec): 3 clusters Score: Raw -1268895.816956 + Penalty 3192.856467 = -1265702.960488 nChanged 879 SP:Iteration 9Q (1876.721260 sec): 3 clusters Score: Raw -1269331.822662 + Penalty 3192.856467 = -1266138.966194 nChanged 702 SP:Iteration 10Q (1876.808674 sec): 3 clusters Score: Raw -1269672.646590 + Penalty 3192.856467 = -1266479.790123 nChanged 593 SP:Iteration 11Q (1876.864510 sec): 3 clusters Score: Raw -1269938.834610 + Penalty 3192.856467 = -1266745.978143 nChanged 509 SP:Iteration 12Q (1876.940406 sec): 3 clusters Score: Raw -1270138.809617 + Penalty 3192.856467 = -1266945.953150 nChanged 393 SP:Iteration 13Q (1877.016889 sec): 3 clusters Score: Raw -1270280.879861 + Penalty 3192.856467 = -1267088.023394 nChanged 353 SP:Iteration 14Q (1877.087702 sec): 3 clusters Score: Raw -1270404.462611 + Penalty 3192.856467 = -1267211.606143 nChanged 303 SP:Iteration 15Q (1877.159695 sec): 3 clusters Score: Raw -1270506.255535 + Penalty 3192.856467 = -1267313.399068 nChanged 256 SP:Iteration 16Q (1877.230505 sec): 3 clusters Score: Raw -1270586.533761 + Penalty 3192.856467 = -1267393.677293 nChanged 212 SP:Iteration 17Q (1877.311599 sec): 3 clusters Score: Raw -1270644.540446 + Penalty 3192.856467 = -1267451.683979 nChanged 195 SP:Iteration 18Q (1877.370170 sec): 3 clusters Score: Raw -1270699.434334 + Penalty 3192.856467 = -1267506.577867 nChanged 171 SP:Iteration 19Q (1877.441459 sec): 3 clusters Score: Raw -1270747.142339 + Penalty 3192.856467 = -1267554.285871 nChanged 139 SP:Iteration 20F (1877.519466 sec): 3 clusters Score: Raw -1270785.331333 + Penalty 3192.856467 = -1267592.474865 nChanged 119 SP:Iteration 21Q (1877.591619 sec): 3 clusters Score: Raw -1270814.652688 + Penalty 3192.856467 = -1267621.796221 nChanged 98 SP:Iteration 22Q (1877.661933 sec): 3 clusters Score: Raw -1270839.727016 + Penalty 3192.856467 = -1267646.870548 nChanged 79 SP:Iteration 23Q (1877.723846 sec): 3 clusters Score: Raw -1270860.502104 + Penalty 3192.856467 = -1267667.645637 nChanged 86 SP:Iteration 24Q (1877.804061 sec): 3 clusters Score: Raw -1270879.012896 + Penalty 3192.856467 = -1267686.156428 nChanged 69 SP:Iteration 25Q (1877.857837 sec): 3 clusters Score: Raw -1270895.243195 + Penalty 3192.856467 = -1267702.386728 nChanged 56 SP:Iteration 26Q (1877.929769 sec): 3 clusters Score: Raw -1270907.845815 + Penalty 3192.856467 = -1267714.989347 nChanged 58 SP:Iteration 27Q (1878.000780 sec): 3 clusters Score: Raw -1270922.239025 + Penalty 3192.856467 = -1267729.382558 nChanged 58 SP:Iteration 28Q (1878.071827 sec): 3 clusters Score: Raw -1270935.350473 + Penalty 3192.856467 = -1267742.494006 nChanged 47 SP:Iteration 29Q (1878.140649 sec): 3 clusters Score: Raw -1270943.525466 + Penalty 3192.856467 = -1267750.668998 nChanged 35 SP:Iteration 30Q (1878.211823 sec): 3 clusters Score: Raw -1270949.587595 + Penalty 3192.856467 = -1267756.731128 nChanged 33 SP:Iteration 31Q (1878.282042 sec): 3 clusters Score: Raw -1270954.994155 + Penalty 3192.856467 = -1267762.137688 nChanged 23 SP:Iteration 32Q (1878.357713 sec): 3 clusters Score: Raw -1270958.873674 + Penalty 3192.856467 = -1267766.017206 nChanged 18 SP:Iteration 33Q (1878.436768 sec): 3 clusters Score: Raw -1270962.941254 + Penalty 3192.856467 = -1267770.084787 nChanged 26 SP:Iteration 34Q (1878.504232 sec): 3 clusters Score: Raw -1270969.878139 + Penalty 3192.856467 = -1267777.021672 nChanged 34 SP:Iteration 35Q (1878.583100 sec): 3 clusters Score: Raw -1270976.923467 + Penalty 3192.856467 = -1267784.067000 nChanged 23 SP:Iteration 36Q (1878.661986 sec): 3 clusters Score: Raw -1270981.362020 + Penalty 3192.856467 = -1267788.505553 nChanged 22 SP:Iteration 37Q (1878.729366 sec): 3 clusters Score: Raw -1270986.247454 + Penalty 3192.856467 = -1267793.390987 nChanged 18 SP:Iteration 38Q (1878.808194 sec): 3 clusters Score: Raw -1270989.389285 + Penalty 3192.856467 = -1267796.532818 nChanged 13 SP:Iteration 39Q (1878.875042 sec): 3 clusters Score: Raw -1270991.589018 + Penalty 3192.856467 = -1267798.732551 nChanged 9 SP:Iteration 40F (1878.953085 sec): 3 clusters Score: Raw -1270993.081607 + Penalty 3192.856467 = -1267800.225139 nChanged 7 SP:Iteration 41Q (1879.029250 sec): 3 clusters Score: Raw -1270994.318277 + Penalty 3192.856467 = -1267801.461810 nChanged 6 SP:Iteration 42Q (1879.104796 sec): 3 clusters Score: Raw -1270995.460259 + Penalty 3192.856467 = -1267802.603791 nChanged 7 SP:Iteration 43Q (1879.180870 sec): 3 clusters Score: Raw -1270997.056237 + Penalty 3192.856467 = -1267804.199770 nChanged 7 SP:Iteration 44Q (1879.245156 sec): 3 clusters Score: Raw -1270998.335337 + Penalty 3192.856467 = -1267805.478869 nChanged 5 SP:Iteration 45Q (1879.314845 sec): 3 clusters Score: Raw -1270999.292373 + Penalty 3192.856467 = -1267806.435905 nChanged 5 SP:Iteration 46Q (1879.381878 sec): 3 clusters Score: Raw -1271000.131634 + Penalty 3192.856467 = -1267807.275166 nChanged 5 SP:Iteration 47Q (1879.458932 sec): 3 clusters Score: Raw -1271000.865296 + Penalty 3192.856467 = -1267808.008829 nChanged 6 SP:Iteration 48Q (1879.534327 sec): 3 clusters Score: Raw -1271002.097985 + Penalty 3192.856467 = -1267809.241518 nChanged 3 SP:Iteration 49Q (1879.610079 sec): 3 clusters Score: Raw -1271002.631402 + Penalty 3192.856467 = -1267809.774935 nChanged 1 SP:Iteration 50Q (1879.683981 sec): 3 clusters Score: Raw -1271002.721127 + Penalty 3192.856467 = -1267809.864659 nChanged 1 SP:Iteration 51Q (1879.760320 sec): 3 clusters Score: Raw -1271002.856948 + Penalty 3192.856467 = -1267810.000480 nChanged 1 SP:Iteration 52Q (1879.825318 sec): 3 clusters Score: Raw -1271002.949559 + Penalty 3192.856467 = -1267810.093092 nChanged 0 SP:Iteration 53F (1879.902067 sec): 3 clusters Score: Raw -1271002.949559 + Penalty 3192.856467 = -1267810.093092 nChanged 0 Trying to split cluster 11 (11071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1879.936851 sec): 2 clusters Score: Raw -737635.634162 + Penalty 1513.213708 = -736122.420455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1880.004107 sec): 3 clusters Score: Raw -731348.904537 + Penalty 3026.427416 = -728322.477121 nChanged 4739 SP:Iteration 1F (1880.070094 sec): 3 clusters Score: Raw -733961.951263 + Penalty 3026.427416 = -730935.523848 nChanged 699 SP:Iteration 2F (1880.136086 sec): 3 clusters Score: Raw -734289.633859 + Penalty 3026.427416 = -731263.206444 nChanged 619 SP:Iteration 3F (1880.205329 sec): 3 clusters Score: Raw -734582.879991 + Penalty 3026.427416 = -731556.452575 nChanged 587 SP:Iteration 4F (1880.255552 sec): 3 clusters Score: Raw -734917.361419 + Penalty 3026.427416 = -731890.934003 nChanged 616 SP:Iteration 5F (1880.317012 sec): 3 clusters Score: Raw -735353.965708 + Penalty 3026.427416 = -732327.538292 nChanged 716 SP:Iteration 6F (1880.387175 sec): 3 clusters Score: Raw -735938.710511 + Penalty 3026.427416 = -732912.283096 nChanged 700 SP:Iteration 7F (1880.437769 sec): 3 clusters Score: Raw -736628.894382 + Penalty 3026.427416 = -733602.466966 nChanged 690 SP:Iteration 8F (1880.508186 sec): 3 clusters Score: Raw -737376.585758 + Penalty 3026.427416 = -734350.158342 nChanged 593 SP:Iteration 9F (1880.565798 sec): 3 clusters Score: Raw -738147.083147 + Penalty 3026.427416 = -735120.655731 nChanged 428 SP:Iteration 10Q (1880.617359 sec): 3 clusters Score: Raw -738751.626098 + Penalty 3026.427416 = -735725.198682 nChanged 270 SP:Iteration 11Q (1880.676406 sec): 3 clusters Score: Raw -739190.001374 + Penalty 3026.427416 = -736163.573959 nChanged 186 SP:Iteration 12Q (1880.734032 sec): 3 clusters Score: Raw -739452.517997 + Penalty 3026.427416 = -736426.090581 nChanged 129 SP:Iteration 13Q (1880.791992 sec): 3 clusters Score: Raw -739575.026112 + Penalty 3026.427416 = -736548.598697 nChanged 76 SP:Iteration 14Q (1880.848837 sec): 3 clusters Score: Raw -739627.851581 + Penalty 3026.427416 = -736601.424165 nChanged 51 SP:Iteration 15Q (1880.905453 sec): 3 clusters Score: Raw -739656.223790 + Penalty 3026.427416 = -736629.796374 nChanged 36 SP:Iteration 16Q (1880.961412 sec): 3 clusters Score: Raw -739670.339501 + Penalty 3026.427416 = -736643.912085 nChanged 20 SP:Iteration 17Q (1881.024916 sec): 3 clusters Score: Raw -739678.243529 + Penalty 3026.427416 = -736651.816114 nChanged 19 SP:Iteration 18Q (1881.081222 sec): 3 clusters Score: Raw -739683.549186 + Penalty 3026.427416 = -736657.121770 nChanged 8 SP:Iteration 19Q (1881.127581 sec): 3 clusters Score: Raw -739685.166602 + Penalty 3026.427416 = -736658.739187 nChanged 8 SP:Iteration 20F (1881.189159 sec): 3 clusters Score: Raw -739686.623681 + Penalty 3026.427416 = -736660.196265 nChanged 5 SP:Iteration 21Q (1881.246659 sec): 3 clusters Score: Raw -739687.194105 + Penalty 3026.427416 = -736660.766689 nChanged 3 SP:Iteration 22Q (1881.309475 sec): 3 clusters Score: Raw -739687.926643 + Penalty 3026.427416 = -736661.499228 nChanged 1 SP:Iteration 23Q (1881.365665 sec): 3 clusters Score: Raw -739688.069477 + Penalty 3026.427416 = -736661.642061 nChanged 1 SP:Iteration 24Q (1881.413634 sec): 3 clusters Score: Raw -739688.136640 + Penalty 3026.427416 = -736661.709224 nChanged 1 SP:Iteration 25Q (1881.475834 sec): 3 clusters Score: Raw -739688.225888 + Penalty 3026.427416 = -736661.798472 nChanged 2 SP:Iteration 26Q (1881.523510 sec): 3 clusters Score: Raw -739688.453121 + Penalty 3026.427416 = -736662.025705 nChanged 1 SP:Iteration 27Q (1881.581458 sec): 3 clusters Score: Raw -739688.604811 + Penalty 3026.427416 = -736662.177395 nChanged 0 SP:Iteration 28F (1881.643060 sec): 3 clusters Score: Raw -739688.604811 + Penalty 3026.427416 = -736662.177395 nChanged 0 Score: Raw -22928453.975447 + Penalty 56090.783467 = -22872363.191979 Splitting cluster 11 changes total score from -22872386.238699 to -22872363.191979 So it's not getting split. Trying to split cluster 12 (34787 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1888.624912 sec): 2 clusters Score: Raw -2380091.930927 + Penalty 1699.262343 = -2378392.668584 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1888.717740 sec): 3 clusters Score: Raw -2358503.283612 + Penalty 3398.524686 = -2355104.758927 nChanged 16212 SP:Iteration 1F (1888.812924 sec): 3 clusters Score: Raw -2368060.105269 + Penalty 3398.524686 = -2364661.580583 nChanged 2000 SP:Iteration 2F (1888.914288 sec): 3 clusters Score: Raw -2369095.160707 + Penalty 3398.524686 = -2365696.636022 nChanged 2055 SP:Iteration 3F (1889.011649 sec): 3 clusters Score: Raw -2370278.407705 + Penalty 3398.524686 = -2366879.883019 nChanged 2086 SP:Iteration 4F (1889.113834 sec): 3 clusters Score: Raw -2371572.352928 + Penalty 3398.524686 = -2368173.828242 nChanged 2061 SP:Iteration 5F (1889.215989 sec): 3 clusters Score: Raw -2372936.015341 + Penalty 3398.524686 = -2369537.490656 nChanged 1868 SP:Iteration 6F (1889.315024 sec): 3 clusters Score: Raw -2374234.895579 + Penalty 3398.524686 = -2370836.370893 nChanged 1661 SP:Iteration 7Q (1889.418075 sec): 3 clusters Score: Raw -2375391.159703 + Penalty 3398.524686 = -2371992.635017 nChanged 1477 SP:Iteration 8Q (1889.507733 sec): 3 clusters Score: Raw -2376435.080850 + Penalty 3398.524686 = -2373036.556164 nChanged 1223 SP:Iteration 9Q (1889.608493 sec): 3 clusters Score: Raw -2377273.310796 + Penalty 3398.524686 = -2373874.786110 nChanged 989 SP:Iteration 10Q (1889.705747 sec): 3 clusters Score: Raw -2377928.424160 + Penalty 3398.524686 = -2374529.899474 nChanged 793 SP:Iteration 11Q (1889.803863 sec): 3 clusters Score: Raw -2378392.550467 + Penalty 3398.524686 = -2374994.025782 nChanged 628 SP:Iteration 12Q (1889.898154 sec): 3 clusters Score: Raw -2378718.303679 + Penalty 3398.524686 = -2375319.778994 nChanged 537 SP:Iteration 13Q (1889.991581 sec): 3 clusters Score: Raw -2379000.471793 + Penalty 3398.524686 = -2375601.947108 nChanged 454 SP:Iteration 14Q (1890.086210 sec): 3 clusters Score: Raw -2379243.946115 + Penalty 3398.524686 = -2375845.421430 nChanged 381 SP:Iteration 15Q (1890.167710 sec): 3 clusters Score: Raw -2379471.164872 + Penalty 3398.524686 = -2376072.640186 nChanged 354 SP:Iteration 16Q (1890.266907 sec): 3 clusters Score: Raw -2379686.971347 + Penalty 3398.524686 = -2376288.446661 nChanged 291 SP:Iteration 17Q (1890.359429 sec): 3 clusters Score: Raw -2379857.115893 + Penalty 3398.524686 = -2376458.591207 nChanged 260 SP:Iteration 18Q (1890.447763 sec): 3 clusters Score: Raw -2380013.676672 + Penalty 3398.524686 = -2376615.151987 nChanged 203 SP:Iteration 19Q (1890.534364 sec): 3 clusters Score: Raw -2380124.625476 + Penalty 3398.524686 = -2376726.100791 nChanged 158 SP:Iteration 20F (1890.632097 sec): 3 clusters Score: Raw -2380193.065266 + Penalty 3398.524686 = -2376794.540581 nChanged 128 SP:Iteration 21Q (1890.716013 sec): 3 clusters Score: Raw -2380253.707535 + Penalty 3398.524686 = -2376855.182850 nChanged 124 SP:Iteration 22Q (1890.794206 sec): 3 clusters Score: Raw -2380313.907481 + Penalty 3398.524686 = -2376915.382795 nChanged 103 SP:Iteration 23Q (1890.873544 sec): 3 clusters Score: Raw -2380367.330141 + Penalty 3398.524686 = -2376968.805455 nChanged 85 SP:Iteration 24Q (1890.925115 sec): 3 clusters Score: Raw -2380404.635771 + Penalty 3398.524686 = -2377006.111086 nChanged 62 SP:Iteration 25Q (1890.979862 sec): 3 clusters Score: Raw -2380435.385090 + Penalty 3398.524686 = -2377036.860404 nChanged 54 SP:Iteration 26Q (1891.029210 sec): 3 clusters Score: Raw -2380454.386614 + Penalty 3398.524686 = -2377055.861929 nChanged 42 SP:Iteration 27Q (1891.118290 sec): 3 clusters Score: Raw -2380471.585489 + Penalty 3398.524686 = -2377073.060803 nChanged 39 SP:Iteration 28Q (1891.168882 sec): 3 clusters Score: Raw -2380485.540622 + Penalty 3398.524686 = -2377087.015936 nChanged 31 SP:Iteration 29Q (1891.220175 sec): 3 clusters Score: Raw -2380495.469068 + Penalty 3398.524686 = -2377096.944382 nChanged 30 SP:Iteration 30Q (1891.271267 sec): 3 clusters Score: Raw -2380506.736917 + Penalty 3398.524686 = -2377108.212232 nChanged 29 SP:Iteration 31Q (1891.322610 sec): 3 clusters Score: Raw -2380518.296996 + Penalty 3398.524686 = -2377119.772310 nChanged 20 SP:Iteration 32Q (1891.373837 sec): 3 clusters Score: Raw -2380525.237415 + Penalty 3398.524686 = -2377126.712729 nChanged 22 SP:Iteration 33Q (1891.425409 sec): 3 clusters Score: Raw -2380531.073725 + Penalty 3398.524686 = -2377132.549040 nChanged 17 SP:Iteration 34Q (1891.476657 sec): 3 clusters Score: Raw -2380538.587052 + Penalty 3398.524686 = -2377140.062366 nChanged 25 SP:Iteration 35Q (1891.530646 sec): 3 clusters Score: Raw -2380550.919825 + Penalty 3398.524686 = -2377152.395140 nChanged 28 SP:Iteration 36Q (1891.580799 sec): 3 clusters Score: Raw -2380561.135015 + Penalty 3398.524686 = -2377162.610329 nChanged 23 SP:Iteration 37Q (1891.631982 sec): 3 clusters Score: Raw -2380569.382088 + Penalty 3398.524686 = -2377170.857403 nChanged 21 SP:Iteration 38Q (1891.683283 sec): 3 clusters Score: Raw -2380578.477396 + Penalty 3398.524686 = -2377179.952710 nChanged 25 SP:Iteration 39Q (1891.734465 sec): 3 clusters Score: Raw -2380590.412848 + Penalty 3398.524686 = -2377191.888162 nChanged 21 SP:Iteration 40F (1891.799084 sec): 3 clusters Score: Raw -2380597.075384 + Penalty 3398.524686 = -2377198.550699 nChanged 20 SP:Iteration 41Q (1891.849199 sec): 3 clusters Score: Raw -2380603.329806 + Penalty 3398.524686 = -2377204.805120 nChanged 12 SP:Iteration 42Q (1891.900321 sec): 3 clusters Score: Raw -2380607.186850 + Penalty 3398.524686 = -2377208.662164 nChanged 15 SP:Iteration 43Q (1891.951054 sec): 3 clusters Score: Raw -2380611.265715 + Penalty 3398.524686 = -2377212.741029 nChanged 5 SP:Iteration 44Q (1892.001982 sec): 3 clusters Score: Raw -2380612.939901 + Penalty 3398.524686 = -2377214.415215 nChanged 7 SP:Iteration 45Q (1892.052729 sec): 3 clusters Score: Raw -2380614.359042 + Penalty 3398.524686 = -2377215.834356 nChanged 3 SP:Iteration 46Q (1892.103724 sec): 3 clusters Score: Raw -2380615.222656 + Penalty 3398.524686 = -2377216.697970 nChanged 2 SP:Iteration 47Q (1892.154681 sec): 3 clusters Score: Raw -2380615.615427 + Penalty 3398.524686 = -2377217.090741 nChanged 0 SP:Iteration 48F (1892.219172 sec): 3 clusters Score: Raw -2380615.615427 + Penalty 3398.524686 = -2377217.090741 nChanged 0 Trying to split cluster 13 (10550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1892.239561 sec): 2 clusters Score: Raw -732778.440355 + Penalty 1505.380685 = -731273.059670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1892.269746 sec): 3 clusters Score: Raw -726802.621090 + Penalty 3010.761370 = -723791.859720 nChanged 4581 SP:Iteration 1F (1892.298718 sec): 3 clusters Score: Raw -729216.975807 + Penalty 3010.761370 = -726206.214436 nChanged 600 SP:Iteration 2F (1892.327749 sec): 3 clusters Score: Raw -729457.969760 + Penalty 3010.761370 = -726447.208390 nChanged 487 SP:Iteration 3Q (1892.357417 sec): 3 clusters Score: Raw -729643.050429 + Penalty 3010.761370 = -726632.289058 nChanged 441 SP:Iteration 4Q (1892.386737 sec): 3 clusters Score: Raw -729807.016254 + Penalty 3010.761370 = -726796.254884 nChanged 406 SP:Iteration 5Q (1892.445236 sec): 3 clusters Score: Raw -729963.114900 + Penalty 3010.761370 = -726952.353530 nChanged 420 SP:Iteration 6Q (1892.474363 sec): 3 clusters Score: Raw -730140.331010 + Penalty 3010.761370 = -727129.569640 nChanged 385 SP:Iteration 7Q (1892.512907 sec): 3 clusters Score: Raw -730316.733631 + Penalty 3010.761370 = -727305.972261 nChanged 412 SP:Iteration 8Q (1892.542459 sec): 3 clusters Score: Raw -730524.883249 + Penalty 3010.761370 = -727514.121879 nChanged 448 SP:Iteration 9Q (1892.571429 sec): 3 clusters Score: Raw -730797.738917 + Penalty 3010.761370 = -727786.977547 nChanged 497 SP:Iteration 10Q (1892.600485 sec): 3 clusters Score: Raw -731133.142039 + Penalty 3010.761370 = -728122.380669 nChanged 500 SP:Iteration 11Q (1892.629393 sec): 3 clusters Score: Raw -731479.982575 + Penalty 3010.761370 = -728469.221205 nChanged 502 SP:Iteration 12Q (1892.657864 sec): 3 clusters Score: Raw -731851.659030 + Penalty 3010.761370 = -728840.897660 nChanged 470 SP:Iteration 13Q (1892.686271 sec): 3 clusters Score: Raw -732225.551958 + Penalty 3010.761370 = -729214.790588 nChanged 366 SP:Iteration 14Q (1892.714752 sec): 3 clusters Score: Raw -732516.309948 + Penalty 3010.761370 = -729505.548577 nChanged 243 SP:Iteration 15Q (1892.742322 sec): 3 clusters Score: Raw -732712.931755 + Penalty 3010.761370 = -729702.170385 nChanged 163 SP:Iteration 16Q (1892.769633 sec): 3 clusters Score: Raw -732859.133996 + Penalty 3010.761370 = -729848.372626 nChanged 86 SP:Iteration 17Q (1892.797304 sec): 3 clusters Score: Raw -732933.279593 + Penalty 3010.761370 = -729922.518223 nChanged 52 SP:Iteration 18Q (1892.824005 sec): 3 clusters Score: Raw -732986.947222 + Penalty 3010.761370 = -729976.185852 nChanged 47 SP:Iteration 19Q (1892.850072 sec): 3 clusters Score: Raw -733026.645131 + Penalty 3010.761370 = -730015.883761 nChanged 29 SP:Iteration 20F (1892.878776 sec): 3 clusters Score: Raw -733050.224268 + Penalty 3010.761370 = -730039.462898 nChanged 16 SP:Iteration 21Q (1892.905058 sec): 3 clusters Score: Raw -733063.886624 + Penalty 3010.761370 = -730053.125254 nChanged 8 SP:Iteration 22Q (1892.931191 sec): 3 clusters Score: Raw -733070.020404 + Penalty 3010.761370 = -730059.259034 nChanged 7 SP:Iteration 23Q (1892.957183 sec): 3 clusters Score: Raw -733074.699562 + Penalty 3010.761370 = -730063.938191 nChanged 5 SP:Iteration 24Q (1892.982985 sec): 3 clusters Score: Raw -733078.587890 + Penalty 3010.761370 = -730067.826520 nChanged 4 SP:Iteration 25Q (1893.008769 sec): 3 clusters Score: Raw -733081.907041 + Penalty 3010.761370 = -730071.145670 nChanged 2 SP:Iteration 26Q (1893.034443 sec): 3 clusters Score: Raw -733082.902359 + Penalty 3010.761370 = -730072.140988 nChanged 0 SP:Iteration 27F (1893.063258 sec): 3 clusters Score: Raw -733082.902359 + Penalty 3010.761370 = -730072.140988 nChanged 0 Trying to split cluster 14 (1553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1893.077624 sec): 2 clusters Score: Raw -100013.304935 + Penalty 1194.040871 = -98819.264064 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1893.085970 sec): 3 clusters Score: Raw -99425.273008 + Penalty 2388.081743 = -97037.191265 nChanged 514 SP:Iteration 1F (1893.093800 sec): 3 clusters Score: Raw -99779.805826 + Penalty 2388.081743 = -97391.724084 nChanged 115 SP:Iteration 2F (1893.101607 sec): 3 clusters Score: Raw -99872.253694 + Penalty 2388.081743 = -97484.171952 nChanged 60 SP:Iteration 3Q (1893.109434 sec): 3 clusters Score: Raw -99909.040785 + Penalty 2388.081743 = -97520.959043 nChanged 35 SP:Iteration 4Q (1893.117274 sec): 3 clusters Score: Raw -99935.035227 + Penalty 2388.081743 = -97546.953484 nChanged 27 SP:Iteration 5Q (1893.125028 sec): 3 clusters Score: Raw -99951.085568 + Penalty 2388.081743 = -97563.003826 nChanged 22 SP:Iteration 6Q (1893.132827 sec): 3 clusters Score: Raw -99969.749581 + Penalty 2388.081743 = -97581.667838 nChanged 22 SP:Iteration 7Q (1893.140631 sec): 3 clusters Score: Raw -99985.045646 + Penalty 2388.081743 = -97596.963904 nChanged 18 SP:Iteration 8Q (1893.148462 sec): 3 clusters Score: Raw -99993.681929 + Penalty 2388.081743 = -97605.600186 nChanged 7 SP:Iteration 9Q (1893.156276 sec): 3 clusters Score: Raw -99998.823269 + Penalty 2388.081743 = -97610.741526 nChanged 10 SP:Iteration 10Q (1893.163999 sec): 3 clusters Score: Raw -100003.646921 + Penalty 2388.081743 = -97615.565179 nChanged 4 SP:Iteration 11Q (1893.171773 sec): 3 clusters Score: Raw -100005.347238 + Penalty 2388.081743 = -97617.265495 nChanged 2 SP:Iteration 12Q (1893.179477 sec): 3 clusters Score: Raw -100006.355330 + Penalty 2388.081743 = -97618.273587 nChanged 1 SP:Iteration 13Q (1893.188590 sec): 3 clusters Score: Raw -100006.717268 + Penalty 2388.081743 = -97618.635525 nChanged 1 SP:Iteration 14Q (1893.196359 sec): 3 clusters Score: Raw -100006.901565 + Penalty 2388.081743 = -97618.819823 nChanged 0 SP:Iteration 15F (1893.203932 sec): 3 clusters Score: Raw -100006.901565 + Penalty 2388.081743 = -97618.819823 nChanged 0 Trying to split cluster 15 (4618 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1893.222306 sec): 2 clusters Score: Raw -310936.896207 + Penalty 1371.129011 = -309565.767196 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1893.243167 sec): 3 clusters Score: Raw -308571.423831 + Penalty 2742.258022 = -305829.165809 nChanged 1860 SP:Iteration 1F (1893.263446 sec): 3 clusters Score: Raw -309617.129846 + Penalty 2742.258022 = -306874.871824 nChanged 367 SP:Iteration 2F (1893.283956 sec): 3 clusters Score: Raw -309838.518627 + Penalty 2742.258022 = -307096.260606 nChanged 286 SP:Iteration 3F (1893.304319 sec): 3 clusters Score: Raw -310005.309153 + Penalty 2742.258022 = -307263.051131 nChanged 228 SP:Iteration 4Q (1893.324846 sec): 3 clusters Score: Raw -310146.919344 + Penalty 2742.258022 = -307404.661323 nChanged 211 SP:Iteration 5Q (1893.345197 sec): 3 clusters Score: Raw -310288.611538 + Penalty 2742.258022 = -307546.353517 nChanged 200 SP:Iteration 6Q (1893.365396 sec): 3 clusters Score: Raw -310424.763119 + Penalty 2742.258022 = -307682.505097 nChanged 182 SP:Iteration 7Q (1893.385824 sec): 3 clusters Score: Raw -310550.574760 + Penalty 2742.258022 = -307808.316738 nChanged 172 SP:Iteration 8Q (1893.406267 sec): 3 clusters Score: Raw -310688.380350 + Penalty 2742.258022 = -307946.122328 nChanged 166 SP:Iteration 9Q (1893.426602 sec): 3 clusters Score: Raw -310823.664879 + Penalty 2742.258022 = -308081.406857 nChanged 170 SP:Iteration 10Q (1893.446959 sec): 3 clusters Score: Raw -310937.125720 + Penalty 2742.258022 = -308194.867699 nChanged 125 SP:Iteration 11Q (1893.467155 sec): 3 clusters Score: Raw -311010.295240 + Penalty 2742.258022 = -308268.037218 nChanged 88 SP:Iteration 12Q (1893.487242 sec): 3 clusters Score: Raw -311045.739524 + Penalty 2742.258022 = -308303.481502 nChanged 52 SP:Iteration 13Q (1893.506998 sec): 3 clusters Score: Raw -311061.193827 + Penalty 2742.258022 = -308318.935805 nChanged 31 SP:Iteration 14Q (1893.527040 sec): 3 clusters Score: Raw -311068.724007 + Penalty 2742.258022 = -308326.465985 nChanged 27 SP:Iteration 15Q (1893.546834 sec): 3 clusters Score: Raw -311075.577468 + Penalty 2742.258022 = -308333.319446 nChanged 19 SP:Iteration 16Q (1893.567053 sec): 3 clusters Score: Raw -311079.133444 + Penalty 2742.258022 = -308336.875423 nChanged 6 SP:Iteration 17Q (1893.586976 sec): 3 clusters Score: Raw -311080.302363 + Penalty 2742.258022 = -308338.044341 nChanged 12 SP:Iteration 18Q (1893.606988 sec): 3 clusters Score: Raw -311083.172316 + Penalty 2742.258022 = -308340.914294 nChanged 9 SP:Iteration 19Q (1893.626965 sec): 3 clusters Score: Raw -311085.379749 + Penalty 2742.258022 = -308343.121727 nChanged 7 SP:Iteration 20F (1893.647137 sec): 3 clusters Score: Raw -311086.805135 + Penalty 2742.258022 = -308344.547113 nChanged 7 SP:Iteration 21Q (1893.667085 sec): 3 clusters Score: Raw -311088.015129 + Penalty 2742.258022 = -308345.757108 nChanged 10 SP:Iteration 22Q (1893.687260 sec): 3 clusters Score: Raw -311089.778739 + Penalty 2742.258022 = -308347.520718 nChanged 9 SP:Iteration 23Q (1893.707321 sec): 3 clusters Score: Raw -311093.159157 + Penalty 2742.258022 = -308350.901135 nChanged 18 SP:Iteration 24Q (1893.727234 sec): 3 clusters Score: Raw -311097.389372 + Penalty 2742.258022 = -308355.131351 nChanged 9 SP:Iteration 25Q (1893.747390 sec): 3 clusters Score: Raw -311099.076524 + Penalty 2742.258022 = -308356.818502 nChanged 7 SP:Iteration 26Q (1893.767286 sec): 3 clusters Score: Raw -311100.273895 + Penalty 2742.258022 = -308358.015873 nChanged 5 SP:Iteration 27Q (1893.787435 sec): 3 clusters Score: Raw -311102.364522 + Penalty 2742.258022 = -308360.106500 nChanged 1 SP:Iteration 28Q (1893.807539 sec): 3 clusters Score: Raw -311102.568449 + Penalty 2742.258022 = -308360.310428 nChanged 2 SP:Iteration 29Q (1893.827403 sec): 3 clusters Score: Raw -311102.922259 + Penalty 2742.258022 = -308360.664238 nChanged 3 SP:Iteration 30Q (1893.847272 sec): 3 clusters Score: Raw -311103.304028 + Penalty 2742.258022 = -308361.046007 nChanged 2 SP:Iteration 31Q (1893.867423 sec): 3 clusters Score: Raw -311103.566237 + Penalty 2742.258022 = -308361.308215 nChanged 1 SP:Iteration 32Q (1893.887620 sec): 3 clusters Score: Raw -311103.755914 + Penalty 2742.258022 = -308361.497892 nChanged 2 SP:Iteration 33Q (1893.907489 sec): 3 clusters Score: Raw -311104.115608 + Penalty 2742.258022 = -308361.857586 nChanged 2 SP:Iteration 34Q (1893.927602 sec): 3 clusters Score: Raw -311104.563946 + Penalty 2742.258022 = -308362.305925 nChanged 4 SP:Iteration 35Q (1893.947613 sec): 3 clusters Score: Raw -311105.368713 + Penalty 2742.258022 = -308363.110691 nChanged 3 SP:Iteration 36Q (1893.967794 sec): 3 clusters Score: Raw -311105.708471 + Penalty 2742.258022 = -308363.450449 nChanged 1 SP:Iteration 37Q (1893.987852 sec): 3 clusters Score: Raw -311105.895770 + Penalty 2742.258022 = -308363.637749 nChanged 1 SP:Iteration 38Q (1894.007796 sec): 3 clusters Score: Raw -311106.020059 + Penalty 2742.258022 = -308363.762038 nChanged 0 SP:Iteration 39F (1894.028136 sec): 3 clusters Score: Raw -311106.020059 + Penalty 2742.258022 = -308363.762038 nChanged 0 Trying to split cluster 17 (1614 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1894.042829 sec): 2 clusters Score: Raw -98599.050014 + Penalty 1200.301513 = -97398.748501 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1894.051412 sec): 3 clusters Score: Raw -97947.619066 + Penalty 2400.603026 = -95547.016040 nChanged 538 SP:Iteration 1F (1894.059528 sec): 3 clusters Score: Raw -98413.649475 + Penalty 2400.603026 = -96013.046450 nChanged 151 SP:Iteration 2F (1894.067671 sec): 3 clusters Score: Raw -98607.307885 + Penalty 2400.603026 = -96206.704859 nChanged 102 SP:Iteration 3F (1894.075771 sec): 3 clusters Score: Raw -98747.731998 + Penalty 2400.603026 = -96347.128972 nChanged 96 SP:Iteration 4F (1894.083861 sec): 3 clusters Score: Raw -98901.419404 + Penalty 2400.603026 = -96500.816378 nChanged 90 SP:Iteration 5F (1894.091942 sec): 3 clusters Score: Raw -99079.184616 + Penalty 2400.603026 = -96678.581590 nChanged 97 SP:Iteration 6F (1894.100082 sec): 3 clusters Score: Raw -99306.915829 + Penalty 2400.603026 = -96906.312803 nChanged 90 SP:Iteration 7F (1894.108105 sec): 3 clusters Score: Raw -99469.370624 + Penalty 2400.603026 = -97068.767598 nChanged 63 SP:Iteration 8Q (1894.115925 sec): 3 clusters Score: Raw -99571.693739 + Penalty 2400.603026 = -97171.090714 nChanged 44 SP:Iteration 9Q (1894.123705 sec): 3 clusters Score: Raw -99624.794467 + Penalty 2400.603026 = -97224.191441 nChanged 34 SP:Iteration 10Q (1894.131459 sec): 3 clusters Score: Raw -99672.111642 + Penalty 2400.603026 = -97271.508616 nChanged 42 SP:Iteration 11Q (1894.139209 sec): 3 clusters Score: Raw -99729.005409 + Penalty 2400.603026 = -97328.402383 nChanged 27 SP:Iteration 12Q (1894.146906 sec): 3 clusters Score: Raw -99758.292512 + Penalty 2400.603026 = -97357.689487 nChanged 18 SP:Iteration 13Q (1894.154591 sec): 3 clusters Score: Raw -99783.583913 + Penalty 2400.603026 = -97382.980887 nChanged 25 SP:Iteration 14Q (1894.162251 sec): 3 clusters Score: Raw -99827.627742 + Penalty 2400.603026 = -97427.024716 nChanged 19 SP:Iteration 15Q (1894.169922 sec): 3 clusters Score: Raw -99856.736784 + Penalty 2400.603026 = -97456.133758 nChanged 16 SP:Iteration 16Q (1894.177487 sec): 3 clusters Score: Raw -99870.934525 + Penalty 2400.603026 = -97470.331499 nChanged 5 SP:Iteration 17Q (1894.185091 sec): 3 clusters Score: Raw -99874.751630 + Penalty 2400.603026 = -97474.148604 nChanged 5 SP:Iteration 18Q (1894.192692 sec): 3 clusters Score: Raw -99877.782201 + Penalty 2400.603026 = -97477.179175 nChanged 1 SP:Iteration 19Q (1894.200314 sec): 3 clusters Score: Raw -99878.219695 + Penalty 2400.603026 = -97477.616669 nChanged 0 SP:Iteration 20F (1894.208308 sec): 3 clusters Score: Raw -99878.219695 + Penalty 2400.603026 = -97477.616669 nChanged 0 Score: Raw -22927680.174480 + Penalty 56090.783467 = -22871589.391012 Splitting cluster 17 changes total score from -22872386.238699 to -22871589.391012 So it's not getting split. Trying to split cluster 18 (1780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1900.625102 sec): 2 clusters Score: Raw -119229.923517 + Penalty 1216.209905 = -118013.713613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1900.634995 sec): 3 clusters Score: Raw -118471.773560 + Penalty 2432.419809 = -116039.353751 nChanged 645 SP:Iteration 1F (1900.644054 sec): 3 clusters Score: Raw -118926.077264 + Penalty 2432.419809 = -116493.657455 nChanged 146 SP:Iteration 2F (1900.653180 sec): 3 clusters Score: Raw -119038.433382 + Penalty 2432.419809 = -116606.013573 nChanged 85 SP:Iteration 3Q (1900.662239 sec): 3 clusters Score: Raw -119110.755613 + Penalty 2432.419809 = -116678.335804 nChanged 53 SP:Iteration 4Q (1900.671424 sec): 3 clusters Score: Raw -119153.028487 + Penalty 2432.419809 = -116720.608678 nChanged 53 SP:Iteration 5Q (1900.681485 sec): 3 clusters Score: Raw -119187.523106 + Penalty 2432.419809 = -116755.103297 nChanged 45 SP:Iteration 6Q (1900.690605 sec): 3 clusters Score: Raw -119214.050623 + Penalty 2432.419809 = -116781.630814 nChanged 37 SP:Iteration 7Q (1900.699732 sec): 3 clusters Score: Raw -119242.572206 + Penalty 2432.419809 = -116810.152397 nChanged 48 SP:Iteration 8Q (1900.712400 sec): 3 clusters Score: Raw -119285.052656 + Penalty 2432.419809 = -116852.632847 nChanged 53 SP:Iteration 9Q (1900.721418 sec): 3 clusters Score: Raw -119331.554513 + Penalty 2432.419809 = -116899.134704 nChanged 58 SP:Iteration 10Q (1900.730533 sec): 3 clusters Score: Raw -119381.041856 + Penalty 2432.419809 = -116948.622047 nChanged 56 SP:Iteration 11Q (1900.739575 sec): 3 clusters Score: Raw -119433.836463 + Penalty 2432.419809 = -117001.416654 nChanged 41 SP:Iteration 12Q (1900.748200 sec): 3 clusters Score: Raw -119477.502559 + Penalty 2432.419809 = -117045.082750 nChanged 40 SP:Iteration 13Q (1900.757255 sec): 3 clusters Score: Raw -119521.743901 + Penalty 2432.419809 = -117089.324092 nChanged 39 SP:Iteration 14Q (1900.766346 sec): 3 clusters Score: Raw -119573.066642 + Penalty 2432.419809 = -117140.646833 nChanged 42 SP:Iteration 15Q (1900.775413 sec): 3 clusters Score: Raw -119624.345295 + Penalty 2432.419809 = -117191.925486 nChanged 30 SP:Iteration 16Q (1900.784448 sec): 3 clusters Score: Raw -119659.628358 + Penalty 2432.419809 = -117227.208549 nChanged 33 SP:Iteration 17Q (1900.793490 sec): 3 clusters Score: Raw -119692.807832 + Penalty 2432.419809 = -117260.388023 nChanged 34 SP:Iteration 18Q (1900.802499 sec): 3 clusters Score: Raw -119720.306279 + Penalty 2432.419809 = -117287.886470 nChanged 23 SP:Iteration 19Q (1900.811065 sec): 3 clusters Score: Raw -119738.993816 + Penalty 2432.419809 = -117306.574007 nChanged 14 SP:Iteration 20F (1900.820159 sec): 3 clusters Score: Raw -119752.306353 + Penalty 2432.419809 = -117319.886544 nChanged 12 SP:Iteration 21Q (1900.829152 sec): 3 clusters Score: Raw -119763.722751 + Penalty 2432.419809 = -117331.302942 nChanged 13 SP:Iteration 22Q (1900.837379 sec): 3 clusters Score: Raw -119776.076705 + Penalty 2432.419809 = -117343.656896 nChanged 7 SP:Iteration 23Q (1900.846301 sec): 3 clusters Score: Raw -119784.643541 + Penalty 2432.419809 = -117352.223732 nChanged 8 SP:Iteration 24Q (1900.855273 sec): 3 clusters Score: Raw -119790.644010 + Penalty 2432.419809 = -117358.224201 nChanged 2 SP:Iteration 25Q (1900.864209 sec): 3 clusters Score: Raw -119791.710141 + Penalty 2432.419809 = -117359.290332 nChanged 3 SP:Iteration 26Q (1900.872658 sec): 3 clusters Score: Raw -119793.345081 + Penalty 2432.419809 = -117360.925272 nChanged 1 SP:Iteration 27Q (1900.881567 sec): 3 clusters Score: Raw -119794.593904 + Penalty 2432.419809 = -117362.174094 nChanged 1 SP:Iteration 28Q (1900.890643 sec): 3 clusters Score: Raw -119795.420769 + Penalty 2432.419809 = -117363.000960 nChanged 2 SP:Iteration 29Q (1900.899821 sec): 3 clusters Score: Raw -119796.382482 + Penalty 2432.419809 = -117363.962673 nChanged 1 SP:Iteration 30Q (1900.908673 sec): 3 clusters Score: Raw -119797.173006 + Penalty 2432.419809 = -117364.753197 nChanged 4 SP:Iteration 31Q (1900.917641 sec): 3 clusters Score: Raw -119800.104442 + Penalty 2432.419809 = -117367.684633 nChanged 3 SP:Iteration 32Q (1900.926484 sec): 3 clusters Score: Raw -119801.927387 + Penalty 2432.419809 = -117369.507578 nChanged 4 SP:Iteration 33Q (1900.934933 sec): 3 clusters Score: Raw -119804.800038 + Penalty 2432.419809 = -117372.380229 nChanged 6 SP:Iteration 34Q (1900.943870 sec): 3 clusters Score: Raw -119809.505744 + Penalty 2432.419809 = -117377.085934 nChanged 7 SP:Iteration 35Q (1900.952760 sec): 3 clusters Score: Raw -119813.340670 + Penalty 2432.419809 = -117380.920861 nChanged 3 SP:Iteration 36Q (1900.963341 sec): 3 clusters Score: Raw -119814.674135 + Penalty 2432.419809 = -117382.254325 nChanged 3 SP:Iteration 37Q (1900.972189 sec): 3 clusters Score: Raw -119817.300086 + Penalty 2432.419809 = -117384.880277 nChanged 1 SP:Iteration 38Q (1900.981053 sec): 3 clusters Score: Raw -119817.708829 + Penalty 2432.419809 = -117385.289020 nChanged 1 SP:Iteration 39Q (1900.989905 sec): 3 clusters Score: Raw -119818.190311 + Penalty 2432.419809 = -117385.770501 nChanged 2 SP:Iteration 40F (1900.998540 sec): 3 clusters Score: Raw -119819.314464 + Penalty 2432.419809 = -117386.894654 nChanged 2 SP:Iteration 41Q (1901.007399 sec): 3 clusters Score: Raw -119820.954977 + Penalty 2432.419809 = -117388.535168 nChanged 1 SP:Iteration 42Q (1901.016366 sec): 3 clusters Score: Raw -119821.636506 + Penalty 2432.419809 = -117389.216697 nChanged 3 SP:Iteration 43Q (1901.025288 sec): 3 clusters Score: Raw -119824.645756 + Penalty 2432.419809 = -117392.225947 nChanged 3 SP:Iteration 44Q (1901.034231 sec): 3 clusters Score: Raw -119825.916149 + Penalty 2432.419809 = -117393.496340 nChanged 2 SP:Iteration 45Q (1901.043176 sec): 3 clusters Score: Raw -119827.282366 + Penalty 2432.419809 = -117394.862557 nChanged 0 SP:Iteration 46F (1901.052265 sec): 3 clusters Score: Raw -119827.282366 + Penalty 2432.419809 = -117394.862557 nChanged 0 Trying to split cluster 19 (8124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1901.075439 sec): 2 clusters Score: Raw -530122.762425 + Penalty 1462.918912 = -528659.843512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1901.102185 sec): 3 clusters Score: Raw -525596.999418 + Penalty 2925.837825 = -522671.161593 nChanged 3442 SP:Iteration 1F (1901.128187 sec): 3 clusters Score: Raw -527438.208986 + Penalty 2925.837825 = -524512.371161 nChanged 512 SP:Iteration 2F (1901.154529 sec): 3 clusters Score: Raw -527695.962852 + Penalty 2925.837825 = -524770.125027 nChanged 465 SP:Iteration 3F (1901.180400 sec): 3 clusters Score: Raw -527920.223723 + Penalty 2925.837825 = -524994.385898 nChanged 401 SP:Iteration 4Q (1901.206539 sec): 3 clusters Score: Raw -528135.062067 + Penalty 2925.837825 = -525209.224243 nChanged 405 SP:Iteration 5Q (1901.232614 sec): 3 clusters Score: Raw -528398.331557 + Penalty 2925.837825 = -525472.493732 nChanged 417 SP:Iteration 6F (1901.258496 sec): 3 clusters Score: Raw -528690.179019 + Penalty 2925.837825 = -525764.341194 nChanged 420 SP:Iteration 7F (1901.284524 sec): 3 clusters Score: Raw -529000.774886 + Penalty 2925.837825 = -526074.937062 nChanged 415 SP:Iteration 8F (1901.310194 sec): 3 clusters Score: Raw -529250.266883 + Penalty 2925.837825 = -526324.429058 nChanged 319 SP:Iteration 9Q (1901.337879 sec): 3 clusters Score: Raw -529428.234508 + Penalty 2925.837825 = -526502.396683 nChanged 274 SP:Iteration 10Q (1901.366172 sec): 3 clusters Score: Raw -529564.754223 + Penalty 2925.837825 = -526638.916398 nChanged 222 SP:Iteration 11Q (1901.391858 sec): 3 clusters Score: Raw -529656.167589 + Penalty 2925.837825 = -526730.329764 nChanged 200 SP:Iteration 12Q (1901.417748 sec): 3 clusters Score: Raw -529733.571196 + Penalty 2925.837825 = -526807.733371 nChanged 145 SP:Iteration 13Q (1901.443712 sec): 3 clusters Score: Raw -529789.413215 + Penalty 2925.837825 = -526863.575390 nChanged 121 SP:Iteration 14Q (1901.469545 sec): 3 clusters Score: Raw -529841.987617 + Penalty 2925.837825 = -526916.149792 nChanged 114 SP:Iteration 15Q (1901.495347 sec): 3 clusters Score: Raw -529884.013373 + Penalty 2925.837825 = -526958.175548 nChanged 100 SP:Iteration 16Q (1901.520892 sec): 3 clusters Score: Raw -529920.963909 + Penalty 2925.837825 = -526995.126084 nChanged 100 SP:Iteration 17Q (1901.546465 sec): 3 clusters Score: Raw -529954.653113 + Penalty 2925.837825 = -527028.815288 nChanged 92 SP:Iteration 18Q (1901.571949 sec): 3 clusters Score: Raw -529982.389696 + Penalty 2925.837825 = -527056.551871 nChanged 76 SP:Iteration 19Q (1901.597287 sec): 3 clusters Score: Raw -530006.275040 + Penalty 2925.837825 = -527080.437216 nChanged 79 SP:Iteration 20F (1901.626093 sec): 3 clusters Score: Raw -530028.404177 + Penalty 2925.837825 = -527102.566352 nChanged 65 SP:Iteration 21Q (1901.654255 sec): 3 clusters Score: Raw -530042.944030 + Penalty 2925.837825 = -527117.106205 nChanged 54 SP:Iteration 22Q (1901.713725 sec): 3 clusters Score: Raw -530055.802949 + Penalty 2925.837825 = -527129.965124 nChanged 51 SP:Iteration 23Q (1901.741497 sec): 3 clusters Score: Raw -530071.598747 + Penalty 2925.837825 = -527145.760923 nChanged 49 SP:Iteration 24Q (1901.767048 sec): 3 clusters Score: Raw -530088.952129 + Penalty 2925.837825 = -527163.114304 nChanged 54 SP:Iteration 25Q (1901.792556 sec): 3 clusters Score: Raw -530106.445008 + Penalty 2925.837825 = -527180.607183 nChanged 67 SP:Iteration 26Q (1901.821500 sec): 3 clusters Score: Raw -530129.599564 + Penalty 2925.837825 = -527203.761739 nChanged 78 SP:Iteration 27Q (1901.849347 sec): 3 clusters Score: Raw -530157.958795 + Penalty 2925.837825 = -527232.120970 nChanged 84 SP:Iteration 28Q (1901.874937 sec): 3 clusters Score: Raw -530186.769246 + Penalty 2925.837825 = -527260.931421 nChanged 74 SP:Iteration 29Q (1901.900380 sec): 3 clusters Score: Raw -530211.266095 + Penalty 2925.837825 = -527285.428270 nChanged 66 SP:Iteration 30Q (1901.925932 sec): 3 clusters Score: Raw -530231.487233 + Penalty 2925.837825 = -527305.649409 nChanged 63 SP:Iteration 31Q (1901.951383 sec): 3 clusters Score: Raw -530250.833180 + Penalty 2925.837825 = -527324.995355 nChanged 57 SP:Iteration 32Q (1901.977232 sec): 3 clusters Score: Raw -530265.750028 + Penalty 2925.837825 = -527339.912203 nChanged 52 SP:Iteration 33Q (1902.002848 sec): 3 clusters Score: Raw -530278.060447 + Penalty 2925.837825 = -527352.222622 nChanged 45 SP:Iteration 34Q (1902.028155 sec): 3 clusters Score: Raw -530287.841813 + Penalty 2925.837825 = -527362.003988 nChanged 40 SP:Iteration 35Q (1902.053524 sec): 3 clusters Score: Raw -530299.571160 + Penalty 2925.837825 = -527373.733335 nChanged 45 SP:Iteration 36Q (1902.078944 sec): 3 clusters Score: Raw -530316.009604 + Penalty 2925.837825 = -527390.171779 nChanged 54 SP:Iteration 37Q (1902.104448 sec): 3 clusters Score: Raw -530333.147623 + Penalty 2925.837825 = -527407.309798 nChanged 50 SP:Iteration 38Q (1902.133384 sec): 3 clusters Score: Raw -530348.991572 + Penalty 2925.837825 = -527423.153747 nChanged 56 SP:Iteration 39Q (1902.158689 sec): 3 clusters Score: Raw -530363.560522 + Penalty 2925.837825 = -527437.722697 nChanged 40 SP:Iteration 40F (1902.184761 sec): 3 clusters Score: Raw -530374.825127 + Penalty 2925.837825 = -527448.987302 nChanged 47 SP:Iteration 41Q (1902.240156 sec): 3 clusters Score: Raw -530387.146957 + Penalty 2925.837825 = -527461.309133 nChanged 46 SP:Iteration 42Q (1902.295074 sec): 3 clusters Score: Raw -530399.438399 + Penalty 2925.837825 = -527473.600574 nChanged 38 SP:Iteration 43Q (1902.354566 sec): 3 clusters Score: Raw -530409.414935 + Penalty 2925.837825 = -527483.577110 nChanged 45 SP:Iteration 44Q (1902.387568 sec): 3 clusters Score: Raw -530420.641368 + Penalty 2925.837825 = -527494.803544 nChanged 42 SP:Iteration 45Q (1902.415007 sec): 3 clusters Score: Raw -530432.134684 + Penalty 2925.837825 = -527506.296860 nChanged 47 SP:Iteration 46Q (1902.449387 sec): 3 clusters Score: Raw -530447.675226 + Penalty 2925.837825 = -527521.837401 nChanged 43 SP:Iteration 47Q (1902.475078 sec): 3 clusters Score: Raw -530458.233265 + Penalty 2925.837825 = -527532.395440 nChanged 38 SP:Iteration 48Q (1902.502839 sec): 3 clusters Score: Raw -530466.797454 + Penalty 2925.837825 = -527540.959629 nChanged 29 SP:Iteration 49Q (1902.529965 sec): 3 clusters Score: Raw -530472.622422 + Penalty 2925.837825 = -527546.784597 nChanged 22 SP:Iteration 50Q (1902.555690 sec): 3 clusters Score: Raw -530477.416671 + Penalty 2925.837825 = -527551.578846 nChanged 15 SP:Iteration 51Q (1902.582083 sec): 3 clusters Score: Raw -530480.714896 + Penalty 2925.837825 = -527554.877071 nChanged 9 SP:Iteration 52Q (1902.607481 sec): 3 clusters Score: Raw -530481.950704 + Penalty 2925.837825 = -527556.112879 nChanged 7 SP:Iteration 53Q (1902.633144 sec): 3 clusters Score: Raw -530483.056922 + Penalty 2925.837825 = -527557.219097 nChanged 5 SP:Iteration 54Q (1902.658614 sec): 3 clusters Score: Raw -530483.858480 + Penalty 2925.837825 = -527558.020655 nChanged 3 SP:Iteration 55Q (1902.684090 sec): 3 clusters Score: Raw -530484.080597 + Penalty 2925.837825 = -527558.242772 nChanged 1 SP:Iteration 56Q (1902.709673 sec): 3 clusters Score: Raw -530484.172983 + Penalty 2925.837825 = -527558.335158 nChanged 2 SP:Iteration 57Q (1902.735107 sec): 3 clusters Score: Raw -530484.469488 + Penalty 2925.837825 = -527558.631663 nChanged 3 SP:Iteration 58Q (1902.760689 sec): 3 clusters Score: Raw -530485.088156 + Penalty 2925.837825 = -527559.250331 nChanged 2 SP:Iteration 59Q (1902.786200 sec): 3 clusters Score: Raw -530485.222852 + Penalty 2925.837825 = -527559.385027 nChanged 2 SP:Iteration 60F (1902.812295 sec): 3 clusters Score: Raw -530485.482688 + Penalty 2925.837825 = -527559.644863 nChanged 2 SP:Iteration 61Q (1902.843457 sec): 3 clusters Score: Raw -530485.913401 + Penalty 2925.837825 = -527560.075577 nChanged 1 SP:Iteration 62Q (1902.868790 sec): 3 clusters Score: Raw -530485.996971 + Penalty 2925.837825 = -527560.159146 nChanged 0 SP:Iteration 63F (1902.894854 sec): 3 clusters Score: Raw -530485.996971 + Penalty 2925.837825 = -527560.159146 nChanged 0 Trying to split cluster 20 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1902.905676 sec): 2 clusters Score: Raw -25446.110929 + Penalty 1015.934381 = -24430.176548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1902.909020 sec): 3 clusters Score: Raw -25441.057152 + Penalty 2031.868762 = -23409.188390 nChanged 139 SP:Iteration 1F (1902.912097 sec): 3 clusters Score: Raw -25763.934423 + Penalty 2031.868762 = -23732.065661 nChanged 54 SP:Iteration 2F (1902.915182 sec): 3 clusters Score: Raw -25981.676547 + Penalty 2031.868762 = -23949.807785 nChanged 35 SP:Iteration 3F (1902.918269 sec): 3 clusters Score: Raw -26091.200411 + Penalty 2031.868762 = -24059.331649 nChanged 24 SP:Iteration 4Q (1902.923766 sec): 3 clusters Score: Raw -26165.526209 + Penalty 2031.868762 = -24133.657447 nChanged 12 SP:Iteration 5Q (1902.926648 sec): 3 clusters Score: Raw -26207.297246 + Penalty 2031.868762 = -24175.428484 nChanged 7 SP:Iteration 6Q (1902.929531 sec): 3 clusters Score: Raw -26235.474212 + Penalty 2031.868762 = -24203.605450 nChanged 4 SP:Iteration 7Q (1902.932404 sec): 3 clusters Score: Raw -26255.329996 + Penalty 2031.868762 = -24223.461234 nChanged 3 SP:Iteration 8Q (1902.935294 sec): 3 clusters Score: Raw -26271.743226 + Penalty 2031.868762 = -24239.874464 nChanged 3 SP:Iteration 9Q (1902.938192 sec): 3 clusters Score: Raw -26284.738699 + Penalty 2031.868762 = -24252.869937 nChanged 3 SP:Iteration 10Q (1902.946461 sec): 3 clusters Score: Raw -26292.133738 + Penalty 2031.868762 = -24260.264976 nChanged 2 SP:Iteration 11Q (1902.949320 sec): 3 clusters Score: Raw -26294.825807 + Penalty 2031.868762 = -24262.957045 nChanged 0 SP:Iteration 12F (1902.952359 sec): 3 clusters Score: Raw -26294.825807 + Penalty 2031.868762 = -24262.957045 nChanged 0 Trying to split cluster 21 (10277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1902.977181 sec): 2 clusters Score: Raw -709989.231538 + Penalty 1501.120346 = -708488.111192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1903.009009 sec): 3 clusters Score: Raw -704193.326430 + Penalty 3002.240692 = -701191.085738 nChanged 4391 SP:Iteration 1F (1903.069139 sec): 3 clusters Score: Raw -706656.742049 + Penalty 3002.240692 = -703654.501357 nChanged 679 SP:Iteration 2F (1903.097660 sec): 3 clusters Score: Raw -706973.736764 + Penalty 3002.240692 = -703971.496073 nChanged 562 SP:Iteration 3F (1903.126349 sec): 3 clusters Score: Raw -707201.200587 + Penalty 3002.240692 = -704198.959895 nChanged 473 SP:Iteration 4Q (1903.155129 sec): 3 clusters Score: Raw -707397.024215 + Penalty 3002.240692 = -704394.783523 nChanged 401 SP:Iteration 5Q (1903.183826 sec): 3 clusters Score: Raw -707564.929789 + Penalty 3002.240692 = -704562.689097 nChanged 380 SP:Iteration 6Q (1903.219253 sec): 3 clusters Score: Raw -707719.012076 + Penalty 3002.240692 = -704716.771384 nChanged 332 SP:Iteration 7Q (1903.248135 sec): 3 clusters Score: Raw -707854.036694 + Penalty 3002.240692 = -704851.796002 nChanged 303 SP:Iteration 8Q (1903.276868 sec): 3 clusters Score: Raw -707958.303609 + Penalty 3002.240692 = -704956.062917 nChanged 295 SP:Iteration 9Q (1903.307758 sec): 3 clusters Score: Raw -708060.527387 + Penalty 3002.240692 = -705058.286695 nChanged 278 SP:Iteration 10Q (1903.336351 sec): 3 clusters Score: Raw -708165.460742 + Penalty 3002.240692 = -705163.220050 nChanged 263 SP:Iteration 11Q (1903.365129 sec): 3 clusters Score: Raw -708269.061686 + Penalty 3002.240692 = -705266.820994 nChanged 278 SP:Iteration 12Q (1903.393627 sec): 3 clusters Score: Raw -708368.797886 + Penalty 3002.240692 = -705366.557194 nChanged 242 SP:Iteration 13Q (1903.422240 sec): 3 clusters Score: Raw -708465.343934 + Penalty 3002.240692 = -705463.103242 nChanged 237 SP:Iteration 14Q (1903.450630 sec): 3 clusters Score: Raw -708550.579867 + Penalty 3002.240692 = -705548.339175 nChanged 219 SP:Iteration 15Q (1903.479072 sec): 3 clusters Score: Raw -708623.560128 + Penalty 3002.240692 = -705621.319436 nChanged 185 SP:Iteration 16Q (1903.508878 sec): 3 clusters Score: Raw -708683.961084 + Penalty 3002.240692 = -705681.720392 nChanged 185 SP:Iteration 17Q (1903.537367 sec): 3 clusters Score: Raw -708758.059603 + Penalty 3002.240692 = -705755.818911 nChanged 207 SP:Iteration 18Q (1903.565797 sec): 3 clusters Score: Raw -708839.531032 + Penalty 3002.240692 = -705837.290340 nChanged 205 SP:Iteration 19Q (1903.594254 sec): 3 clusters Score: Raw -708928.693113 + Penalty 3002.240692 = -705926.452421 nChanged 217 SP:Iteration 20F (1903.622813 sec): 3 clusters Score: Raw -709015.072161 + Penalty 3002.240692 = -706012.831469 nChanged 186 SP:Iteration 21Q (1903.651237 sec): 3 clusters Score: Raw -709087.213098 + Penalty 3002.240692 = -706084.972406 nChanged 184 SP:Iteration 22Q (1903.682464 sec): 3 clusters Score: Raw -709153.136578 + Penalty 3002.240692 = -706150.895886 nChanged 157 SP:Iteration 23Q (1903.742099 sec): 3 clusters Score: Raw -709204.352990 + Penalty 3002.240692 = -706202.112298 nChanged 123 SP:Iteration 24Q (1903.769084 sec): 3 clusters Score: Raw -709238.868758 + Penalty 3002.240692 = -706236.628066 nChanged 121 SP:Iteration 25Q (1903.796560 sec): 3 clusters Score: Raw -709268.678322 + Penalty 3002.240692 = -706266.437630 nChanged 96 SP:Iteration 26Q (1903.824112 sec): 3 clusters Score: Raw -709294.688102 + Penalty 3002.240692 = -706292.447410 nChanged 82 SP:Iteration 27Q (1903.851745 sec): 3 clusters Score: Raw -709314.333141 + Penalty 3002.240692 = -706312.092449 nChanged 73 SP:Iteration 28Q (1903.879284 sec): 3 clusters Score: Raw -709329.681301 + Penalty 3002.240692 = -706327.440609 nChanged 63 SP:Iteration 29Q (1903.906834 sec): 3 clusters Score: Raw -709341.517203 + Penalty 3002.240692 = -706339.276511 nChanged 57 SP:Iteration 30Q (1903.934160 sec): 3 clusters Score: Raw -709352.512586 + Penalty 3002.240692 = -706350.271894 nChanged 53 SP:Iteration 31Q (1903.961712 sec): 3 clusters Score: Raw -709363.199086 + Penalty 3002.240692 = -706360.958394 nChanged 62 SP:Iteration 32Q (1903.988753 sec): 3 clusters Score: Raw -709377.612955 + Penalty 3002.240692 = -706375.372263 nChanged 69 SP:Iteration 33Q (1904.021527 sec): 3 clusters Score: Raw -709393.432562 + Penalty 3002.240692 = -706391.191870 nChanged 65 SP:Iteration 34Q (1904.049007 sec): 3 clusters Score: Raw -709410.287326 + Penalty 3002.240692 = -706408.046635 nChanged 69 SP:Iteration 35Q (1904.088782 sec): 3 clusters Score: Raw -709426.188296 + Penalty 3002.240692 = -706423.947604 nChanged 67 SP:Iteration 36Q (1904.127968 sec): 3 clusters Score: Raw -709442.854565 + Penalty 3002.240692 = -706440.613873 nChanged 62 SP:Iteration 37Q (1904.155800 sec): 3 clusters Score: Raw -709457.448160 + Penalty 3002.240692 = -706455.207468 nChanged 56 SP:Iteration 38Q (1904.183678 sec): 3 clusters Score: Raw -709468.440612 + Penalty 3002.240692 = -706466.199920 nChanged 47 SP:Iteration 39Q (1904.214876 sec): 3 clusters Score: Raw -709478.022690 + Penalty 3002.240692 = -706475.781998 nChanged 50 SP:Iteration 40F (1904.243704 sec): 3 clusters Score: Raw -709489.023084 + Penalty 3002.240692 = -706486.782392 nChanged 56 SP:Iteration 41Q (1904.270703 sec): 3 clusters Score: Raw -709502.299638 + Penalty 3002.240692 = -706500.058946 nChanged 55 SP:Iteration 42Q (1904.297517 sec): 3 clusters Score: Raw -709515.541988 + Penalty 3002.240692 = -706513.301296 nChanged 57 SP:Iteration 43Q (1904.324288 sec): 3 clusters Score: Raw -709529.154159 + Penalty 3002.240692 = -706526.913467 nChanged 49 SP:Iteration 44Q (1904.351012 sec): 3 clusters Score: Raw -709539.578904 + Penalty 3002.240692 = -706537.338212 nChanged 37 SP:Iteration 45Q (1904.377836 sec): 3 clusters Score: Raw -709546.973265 + Penalty 3002.240692 = -706544.732573 nChanged 31 SP:Iteration 46Q (1904.404605 sec): 3 clusters Score: Raw -709552.590206 + Penalty 3002.240692 = -706550.349514 nChanged 30 SP:Iteration 47Q (1904.431160 sec): 3 clusters Score: Raw -709558.205098 + Penalty 3002.240692 = -706555.964406 nChanged 28 SP:Iteration 48Q (1904.457687 sec): 3 clusters Score: Raw -709563.396438 + Penalty 3002.240692 = -706561.155746 nChanged 42 SP:Iteration 49Q (1904.484214 sec): 3 clusters Score: Raw -709572.926142 + Penalty 3002.240692 = -706570.685450 nChanged 41 SP:Iteration 50Q (1904.510821 sec): 3 clusters Score: Raw -709582.776854 + Penalty 3002.240692 = -706580.536162 nChanged 37 SP:Iteration 51Q (1904.537544 sec): 3 clusters Score: Raw -709590.961180 + Penalty 3002.240692 = -706588.720488 nChanged 37 SP:Iteration 52Q (1904.564111 sec): 3 clusters Score: Raw -709598.470329 + Penalty 3002.240692 = -706596.229637 nChanged 28 SP:Iteration 53Q (1904.590557 sec): 3 clusters Score: Raw -709603.837395 + Penalty 3002.240692 = -706601.596703 nChanged 39 SP:Iteration 54Q (1904.617237 sec): 3 clusters Score: Raw -709613.338577 + Penalty 3002.240692 = -706611.097885 nChanged 51 SP:Iteration 55Q (1904.643670 sec): 3 clusters Score: Raw -709629.308631 + Penalty 3002.240692 = -706627.067939 nChanged 49 SP:Iteration 56Q (1904.673525 sec): 3 clusters Score: Raw -709644.806820 + Penalty 3002.240692 = -706642.566128 nChanged 55 SP:Iteration 57Q (1904.700142 sec): 3 clusters Score: Raw -709661.898004 + Penalty 3002.240692 = -706659.657312 nChanged 57 SP:Iteration 58Q (1904.726664 sec): 3 clusters Score: Raw -709678.711540 + Penalty 3002.240692 = -706676.470848 nChanged 52 SP:Iteration 59Q (1904.753390 sec): 3 clusters Score: Raw -709695.603027 + Penalty 3002.240692 = -706693.362335 nChanged 62 SP:Iteration 60F (1904.783129 sec): 3 clusters Score: Raw -709715.168730 + Penalty 3002.240692 = -706712.928038 nChanged 54 SP:Iteration 61Q (1904.809387 sec): 3 clusters Score: Raw -709736.295753 + Penalty 3002.240692 = -706734.055061 nChanged 62 SP:Iteration 62Q (1904.835861 sec): 3 clusters Score: Raw -709758.720015 + Penalty 3002.240692 = -706756.479323 nChanged 59 SP:Iteration 63Q (1904.862029 sec): 3 clusters Score: Raw -709781.337891 + Penalty 3002.240692 = -706779.097199 nChanged 54 SP:Iteration 64Q (1904.887989 sec): 3 clusters Score: Raw -709804.060997 + Penalty 3002.240692 = -706801.820305 nChanged 49 SP:Iteration 65Q (1904.914001 sec): 3 clusters Score: Raw -709824.445346 + Penalty 3002.240692 = -706822.204655 nChanged 60 SP:Iteration 66Q (1904.939955 sec): 3 clusters Score: Raw -709849.124498 + Penalty 3002.240692 = -706846.883806 nChanged 58 SP:Iteration 67Q (1904.965980 sec): 3 clusters Score: Raw -709876.190995 + Penalty 3002.240692 = -706873.950303 nChanged 66 SP:Iteration 68Q (1904.991832 sec): 3 clusters Score: Raw -709909.446129 + Penalty 3002.240692 = -706907.205437 nChanged 59 SP:Iteration 69Q (1905.017743 sec): 3 clusters Score: Raw -709942.727829 + Penalty 3002.240692 = -706940.487137 nChanged 68 SP:Iteration 70Q (1905.043402 sec): 3 clusters Score: Raw -710002.431881 + Penalty 3002.240692 = -707000.191189 nChanged 83 SP:Iteration 71Q (1905.068938 sec): 3 clusters Score: Raw -710085.155546 + Penalty 3002.240692 = -707082.914854 nChanged 82 SP:Iteration 72Q (1905.094514 sec): 3 clusters Score: Raw -710197.372959 + Penalty 3002.240692 = -707195.132267 nChanged 79 SP:Iteration 73Q (1905.119768 sec): 3 clusters Score: Raw -710312.033425 + Penalty 3002.240692 = -707309.792733 nChanged 65 SP:Iteration 74Q (1905.145088 sec): 3 clusters Score: Raw -710377.285969 + Penalty 3002.240692 = -707375.045277 nChanged 46 SP:Iteration 75Q (1905.170052 sec): 3 clusters Score: Raw -710397.705208 + Penalty 3002.240692 = -707395.464516 nChanged 19 SP:Iteration 76Q (1905.195179 sec): 3 clusters Score: Raw -710404.300015 + Penalty 3002.240692 = -707402.059323 nChanged 16 SP:Iteration 77Q (1905.220179 sec): 3 clusters Score: Raw -710410.036980 + Penalty 3002.240692 = -707407.796288 nChanged 12 SP:Iteration 78Q (1905.245326 sec): 3 clusters Score: Raw -710413.505479 + Penalty 3002.240692 = -707411.264787 nChanged 8 SP:Iteration 79Q (1905.270344 sec): 3 clusters Score: Raw -710416.918053 + Penalty 3002.240692 = -707414.677361 nChanged 6 SP:Iteration 80F (1905.298902 sec): 3 clusters Score: Raw -710418.377204 + Penalty 3002.240692 = -707416.136512 nChanged 8 SP:Iteration 81Q (1905.324280 sec): 3 clusters Score: Raw -710420.850193 + Penalty 3002.240692 = -707418.609501 nChanged 5 SP:Iteration 82Q (1905.349587 sec): 3 clusters Score: Raw -710422.733251 + Penalty 3002.240692 = -707420.492559 nChanged 5 SP:Iteration 83Q (1905.374767 sec): 3 clusters Score: Raw -710423.712802 + Penalty 3002.240692 = -707421.472110 nChanged 2 SP:Iteration 84Q (1905.399991 sec): 3 clusters Score: Raw -710424.605125 + Penalty 3002.240692 = -707422.364433 nChanged 3 SP:Iteration 85Q (1905.461376 sec): 3 clusters Score: Raw -710425.599142 + Penalty 3002.240692 = -707423.358450 nChanged 6 SP:Iteration 86Q (1905.486347 sec): 3 clusters Score: Raw -710427.104403 + Penalty 3002.240692 = -707424.863711 nChanged 4 SP:Iteration 87Q (1905.511453 sec): 3 clusters Score: Raw -710428.282751 + Penalty 3002.240692 = -707426.042059 nChanged 4 SP:Iteration 88Q (1905.536681 sec): 3 clusters Score: Raw -710429.037166 + Penalty 3002.240692 = -707426.796474 nChanged 2 SP:Iteration 89Q (1905.561688 sec): 3 clusters Score: Raw -710429.655267 + Penalty 3002.240692 = -707427.414575 nChanged 4 SP:Iteration 90Q (1905.587010 sec): 3 clusters Score: Raw -710430.975518 + Penalty 3002.240692 = -707428.734826 nChanged 4 SP:Iteration 91Q (1905.612328 sec): 3 clusters Score: Raw -710431.613446 + Penalty 3002.240692 = -707429.372754 nChanged 4 SP:Iteration 92Q (1905.637465 sec): 3 clusters Score: Raw -710432.523117 + Penalty 3002.240692 = -707430.282425 nChanged 2 SP:Iteration 93Q (1905.662624 sec): 3 clusters Score: Raw -710432.863467 + Penalty 3002.240692 = -707430.622775 nChanged 3 SP:Iteration 94Q (1905.687875 sec): 3 clusters Score: Raw -710433.295048 + Penalty 3002.240692 = -707431.054356 nChanged 1 SP:Iteration 95Q (1905.712940 sec): 3 clusters Score: Raw -710433.491113 + Penalty 3002.240692 = -707431.250421 nChanged 0 SP:Iteration 96F (1905.741709 sec): 3 clusters Score: Raw -710433.491113 + Penalty 3002.240692 = -707431.250421 nChanged 0 Trying to split cluster 22 (51242 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1905.814796 sec): 2 clusters Score: Raw -3438927.234231 + Penalty 1762.201153 = -3437165.033078 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1905.942473 sec): 3 clusters Score: Raw -3406346.507309 + Penalty 3524.402306 = -3402822.105003 nChanged 24122 SP:Iteration 1F (1906.048535 sec): 3 clusters Score: Raw -3420372.388931 + Penalty 3524.402306 = -3416847.986625 nChanged 2451 SP:Iteration 2Q (1906.142360 sec): 3 clusters Score: Raw -3421362.448955 + Penalty 3524.402306 = -3417838.046649 nChanged 2648 SP:Iteration 3F (1906.231254 sec): 3 clusters Score: Raw -3422584.125423 + Penalty 3524.402306 = -3419059.723117 nChanged 2824 SP:Iteration 4F (1906.320352 sec): 3 clusters Score: Raw -3424066.196328 + Penalty 3524.402306 = -3420541.794023 nChanged 3080 SP:Iteration 5F (1906.409250 sec): 3 clusters Score: Raw -3425860.467514 + Penalty 3524.402306 = -3422336.065209 nChanged 3272 SP:Iteration 6F (1906.497808 sec): 3 clusters Score: Raw -3427676.718861 + Penalty 3524.402306 = -3424152.316555 nChanged 2946 SP:Iteration 7F (1906.587434 sec): 3 clusters Score: Raw -3429160.587076 + Penalty 3524.402306 = -3425636.184770 nChanged 2477 SP:Iteration 8Q (1906.680317 sec): 3 clusters Score: Raw -3430282.711084 + Penalty 3524.402306 = -3426758.308779 nChanged 2068 SP:Iteration 9Q (1906.773109 sec): 3 clusters Score: Raw -3431062.892301 + Penalty 3524.402306 = -3427538.489996 nChanged 1559 SP:Iteration 10Q (1906.865474 sec): 3 clusters Score: Raw -3431529.933506 + Penalty 3524.402306 = -3428005.531201 nChanged 1179 SP:Iteration 11Q (1906.957607 sec): 3 clusters Score: Raw -3431842.793645 + Penalty 3524.402306 = -3428318.391339 nChanged 973 SP:Iteration 12Q (1907.049618 sec): 3 clusters Score: Raw -3432077.594712 + Penalty 3524.402306 = -3428553.192406 nChanged 840 SP:Iteration 13Q (1907.164362 sec): 3 clusters Score: Raw -3432262.529276 + Penalty 3524.402306 = -3428738.126970 nChanged 735 SP:Iteration 14Q (1907.256548 sec): 3 clusters Score: Raw -3432423.346643 + Penalty 3524.402306 = -3428898.944338 nChanged 707 SP:Iteration 15Q (1907.348213 sec): 3 clusters Score: Raw -3432572.721971 + Penalty 3524.402306 = -3429048.319665 nChanged 627 SP:Iteration 16Q (1907.439748 sec): 3 clusters Score: Raw -3432700.991895 + Penalty 3524.402306 = -3429176.589589 nChanged 609 SP:Iteration 17Q (1907.549563 sec): 3 clusters Score: Raw -3432827.598433 + Penalty 3524.402306 = -3429303.196127 nChanged 634 SP:Iteration 18Q (1907.645243 sec): 3 clusters Score: Raw -3432964.939621 + Penalty 3524.402306 = -3429440.537315 nChanged 653 SP:Iteration 19Q (1907.736428 sec): 3 clusters Score: Raw -3433111.258714 + Penalty 3524.402306 = -3429586.856408 nChanged 639 SP:Iteration 20F (1907.825291 sec): 3 clusters Score: Raw -3433261.933746 + Penalty 3524.402306 = -3429737.531440 nChanged 641 SP:Iteration 21Q (1907.916212 sec): 3 clusters Score: Raw -3433412.794706 + Penalty 3524.402306 = -3429888.392401 nChanged 644 SP:Iteration 22Q (1908.006945 sec): 3 clusters Score: Raw -3433567.805314 + Penalty 3524.402306 = -3430043.403008 nChanged 659 SP:Iteration 23Q (1908.134160 sec): 3 clusters Score: Raw -3433736.035058 + Penalty 3524.402306 = -3430211.632752 nChanged 642 SP:Iteration 24Q (1908.262555 sec): 3 clusters Score: Raw -3433896.271096 + Penalty 3524.402306 = -3430371.868790 nChanged 619 SP:Iteration 25Q (1908.377405 sec): 3 clusters Score: Raw -3434057.401560 + Penalty 3524.402306 = -3430532.999254 nChanged 673 SP:Iteration 26Q (1908.484868 sec): 3 clusters Score: Raw -3434235.170172 + Penalty 3524.402306 = -3430710.767866 nChanged 659 SP:Iteration 27Q (1908.583923 sec): 3 clusters Score: Raw -3434404.514583 + Penalty 3524.402306 = -3430880.112277 nChanged 688 SP:Iteration 28Q (1908.674033 sec): 3 clusters Score: Raw -3434583.017168 + Penalty 3524.402306 = -3431058.614862 nChanged 709 SP:Iteration 29Q (1908.763770 sec): 3 clusters Score: Raw -3434773.469071 + Penalty 3524.402306 = -3431249.066765 nChanged 776 SP:Iteration 30Q (1908.852344 sec): 3 clusters Score: Raw -3434991.668237 + Penalty 3524.402306 = -3431467.265931 nChanged 790 SP:Iteration 31Q (1908.940481 sec): 3 clusters Score: Raw -3435219.878378 + Penalty 3524.402306 = -3431695.476072 nChanged 794 SP:Iteration 32Q (1909.027927 sec): 3 clusters Score: Raw -3435440.080727 + Penalty 3524.402306 = -3431915.678421 nChanged 796 SP:Iteration 33Q (1909.116480 sec): 3 clusters Score: Raw -3435675.926273 + Penalty 3524.402306 = -3432151.523967 nChanged 827 SP:Iteration 34Q (1909.203860 sec): 3 clusters Score: Raw -3435922.237651 + Penalty 3524.402306 = -3432397.835345 nChanged 832 SP:Iteration 35Q (1909.291021 sec): 3 clusters Score: Raw -3436176.870106 + Penalty 3524.402306 = -3432652.467800 nChanged 823 SP:Iteration 36Q (1909.376737 sec): 3 clusters Score: Raw -3436433.381492 + Penalty 3524.402306 = -3432908.979186 nChanged 830 SP:Iteration 37Q (1909.461471 sec): 3 clusters Score: Raw -3436711.131436 + Penalty 3524.402306 = -3433186.729130 nChanged 859 SP:Iteration 38Q (1909.545706 sec): 3 clusters Score: Raw -3436995.718024 + Penalty 3524.402306 = -3433471.315718 nChanged 835 SP:Iteration 39Q (1909.633984 sec): 3 clusters Score: Raw -3437282.167841 + Penalty 3524.402306 = -3433757.765535 nChanged 824 SP:Iteration 40F (1909.723230 sec): 3 clusters Score: Raw -3437609.604945 + Penalty 3524.402306 = -3434085.202639 nChanged 822 SP:Iteration 41Q (1909.807600 sec): 3 clusters Score: Raw -3437933.287697 + Penalty 3524.402306 = -3434408.885392 nChanged 761 SP:Iteration 42Q (1909.889895 sec): 3 clusters Score: Raw -3438235.197144 + Penalty 3524.402306 = -3434710.794838 nChanged 721 SP:Iteration 43Q (1909.971454 sec): 3 clusters Score: Raw -3438506.439876 + Penalty 3524.402306 = -3434982.037570 nChanged 667 SP:Iteration 44Q (1910.052440 sec): 3 clusters Score: Raw -3438742.661978 + Penalty 3524.402306 = -3435218.259673 nChanged 597 SP:Iteration 45Q (1910.132435 sec): 3 clusters Score: Raw -3438947.188587 + Penalty 3524.402306 = -3435422.786281 nChanged 509 SP:Iteration 46Q (1910.211855 sec): 3 clusters Score: Raw -3439110.822035 + Penalty 3524.402306 = -3435586.419730 nChanged 460 SP:Iteration 47Q (1910.290604 sec): 3 clusters Score: Raw -3439246.419829 + Penalty 3524.402306 = -3435722.017523 nChanged 389 SP:Iteration 48Q (1910.368824 sec): 3 clusters Score: Raw -3439346.211200 + Penalty 3524.402306 = -3435821.808895 nChanged 315 SP:Iteration 49Q (1910.446398 sec): 3 clusters Score: Raw -3439416.889617 + Penalty 3524.402306 = -3435892.487311 nChanged 262 SP:Iteration 50Q (1910.523917 sec): 3 clusters Score: Raw -3439476.221611 + Penalty 3524.402306 = -3435951.819305 nChanged 225 SP:Iteration 51Q (1910.600687 sec): 3 clusters Score: Raw -3439524.723895 + Penalty 3524.402306 = -3436000.321589 nChanged 190 SP:Iteration 52Q (1910.677107 sec): 3 clusters Score: Raw -3439566.215219 + Penalty 3524.402306 = -3436041.812913 nChanged 183 SP:Iteration 53Q (1910.753146 sec): 3 clusters Score: Raw -3439607.481983 + Penalty 3524.402306 = -3436083.079677 nChanged 162 SP:Iteration 54Q (1910.829172 sec): 3 clusters Score: Raw -3439637.071103 + Penalty 3524.402306 = -3436112.668797 nChanged 123 SP:Iteration 55Q (1910.941650 sec): 3 clusters Score: Raw -3439657.886521 + Penalty 3524.402306 = -3436133.484215 nChanged 105 SP:Iteration 56Q (1911.017074 sec): 3 clusters Score: Raw -3439671.731577 + Penalty 3524.402306 = -3436147.329271 nChanged 73 SP:Iteration 57Q (1911.092029 sec): 3 clusters Score: Raw -3439681.405474 + Penalty 3524.402306 = -3436157.003169 nChanged 57 SP:Iteration 58Q (1911.167212 sec): 3 clusters Score: Raw -3439689.089181 + Penalty 3524.402306 = -3436164.686875 nChanged 58 SP:Iteration 59Q (1911.242195 sec): 3 clusters Score: Raw -3439696.584821 + Penalty 3524.402306 = -3436172.182515 nChanged 48 SP:Iteration 60F (1911.331016 sec): 3 clusters Score: Raw -3439702.051010 + Penalty 3524.402306 = -3436177.648704 nChanged 31 SP:Iteration 61Q (1911.405642 sec): 3 clusters Score: Raw -3439704.469658 + Penalty 3524.402306 = -3436180.067352 nChanged 29 SP:Iteration 62Q (1911.480191 sec): 3 clusters Score: Raw -3439707.360633 + Penalty 3524.402306 = -3436182.958327 nChanged 21 SP:Iteration 63Q (1911.558254 sec): 3 clusters Score: Raw -3439709.179637 + Penalty 3524.402306 = -3436184.777331 nChanged 22 SP:Iteration 64Q (1911.634128 sec): 3 clusters Score: Raw -3439711.330309 + Penalty 3524.402306 = -3436186.928003 nChanged 26 SP:Iteration 65Q (1911.708907 sec): 3 clusters Score: Raw -3439714.510688 + Penalty 3524.402306 = -3436190.108382 nChanged 32 SP:Iteration 66Q (1911.786890 sec): 3 clusters Score: Raw -3439718.022499 + Penalty 3524.402306 = -3436193.620193 nChanged 26 SP:Iteration 67Q (1911.862494 sec): 3 clusters Score: Raw -3439721.289395 + Penalty 3524.402306 = -3436196.887089 nChanged 30 SP:Iteration 68Q (1911.936952 sec): 3 clusters Score: Raw -3439724.209944 + Penalty 3524.402306 = -3436199.807638 nChanged 27 SP:Iteration 69Q (1912.012681 sec): 3 clusters Score: Raw -3439727.060341 + Penalty 3524.402306 = -3436202.658035 nChanged 32 SP:Iteration 70Q (1912.087501 sec): 3 clusters Score: Raw -3439731.046082 + Penalty 3524.402306 = -3436206.643776 nChanged 36 SP:Iteration 71Q (1912.184026 sec): 3 clusters Score: Raw -3439735.355344 + Penalty 3524.402306 = -3436210.953038 nChanged 31 SP:Iteration 72Q (1912.263646 sec): 3 clusters Score: Raw -3439739.357589 + Penalty 3524.402306 = -3436214.955283 nChanged 30 SP:Iteration 73Q (1912.339095 sec): 3 clusters Score: Raw -3439743.039510 + Penalty 3524.402306 = -3436218.637205 nChanged 23 SP:Iteration 74Q (1912.414477 sec): 3 clusters Score: Raw -3439745.194627 + Penalty 3524.402306 = -3436220.792321 nChanged 18 SP:Iteration 75Q (1912.488438 sec): 3 clusters Score: Raw -3439746.812171 + Penalty 3524.402306 = -3436222.409865 nChanged 18 SP:Iteration 76Q (1912.563214 sec): 3 clusters Score: Raw -3439748.921852 + Penalty 3524.402306 = -3436224.519546 nChanged 22 SP:Iteration 77Q (1912.638208 sec): 3 clusters Score: Raw -3439751.635794 + Penalty 3524.402306 = -3436227.233488 nChanged 24 SP:Iteration 78Q (1912.712262 sec): 3 clusters Score: Raw -3439754.925946 + Penalty 3524.402306 = -3436230.523640 nChanged 20 SP:Iteration 79Q (1912.786478 sec): 3 clusters Score: Raw -3439757.255347 + Penalty 3524.402306 = -3436232.853041 nChanged 14 SP:Iteration 80F (1912.875525 sec): 3 clusters Score: Raw -3439758.654422 + Penalty 3524.402306 = -3436234.252116 nChanged 13 SP:Iteration 81Q (1912.949462 sec): 3 clusters Score: Raw -3439759.883002 + Penalty 3524.402306 = -3436235.480697 nChanged 11 SP:Iteration 82Q (1913.024573 sec): 3 clusters Score: Raw -3439760.716076 + Penalty 3524.402306 = -3436236.313770 nChanged 9 SP:Iteration 83Q (1913.098898 sec): 3 clusters Score: Raw -3439761.620136 + Penalty 3524.402306 = -3436237.217830 nChanged 5 SP:Iteration 84Q (1913.173238 sec): 3 clusters Score: Raw -3439762.117841 + Penalty 3524.402306 = -3436237.715535 nChanged 3 SP:Iteration 85Q (1913.255256 sec): 3 clusters Score: Raw -3439762.537111 + Penalty 3524.402306 = -3436238.134805 nChanged 5 SP:Iteration 86Q (1913.330352 sec): 3 clusters Score: Raw -3439762.987536 + Penalty 3524.402306 = -3436238.585230 nChanged 5 SP:Iteration 87Q (1913.405275 sec): 3 clusters Score: Raw -3439763.214763 + Penalty 3524.402306 = -3436238.812457 nChanged 0 SP:Iteration 88F (1913.495209 sec): 3 clusters Score: Raw -3439763.214763 + Penalty 3524.402306 = -3436238.812457 nChanged 0 Trying to split cluster 23 (2770 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1913.502099 sec): 2 clusters Score: Raw -183270.028207 + Penalty 1288.072922 = -181981.955284 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1913.516681 sec): 3 clusters Score: Raw -181985.133601 + Penalty 2576.145845 = -179408.987756 nChanged 1044 SP:Iteration 1F (1913.529249 sec): 3 clusters Score: Raw -182623.276530 + Penalty 2576.145845 = -180047.130685 nChanged 257 SP:Iteration 2F (1913.542909 sec): 3 clusters Score: Raw -182839.226551 + Penalty 2576.145845 = -180263.080706 nChanged 178 SP:Iteration 3F (1913.556568 sec): 3 clusters Score: Raw -182984.725234 + Penalty 2576.145845 = -180408.579390 nChanged 146 SP:Iteration 4F (1913.569590 sec): 3 clusters Score: Raw -183112.188283 + Penalty 2576.145845 = -180536.042438 nChanged 138 SP:Iteration 5Q (1913.583088 sec): 3 clusters Score: Raw -183230.759053 + Penalty 2576.145845 = -180654.613208 nChanged 135 SP:Iteration 6Q (1913.596657 sec): 3 clusters Score: Raw -183357.175901 + Penalty 2576.145845 = -180781.030056 nChanged 119 SP:Iteration 7Q (1913.610212 sec): 3 clusters Score: Raw -183469.668294 + Penalty 2576.145845 = -180893.522449 nChanged 115 SP:Iteration 8Q (1913.625218 sec): 3 clusters Score: Raw -183586.278972 + Penalty 2576.145845 = -181010.133127 nChanged 116 SP:Iteration 9Q (1913.638583 sec): 3 clusters Score: Raw -183699.081823 + Penalty 2576.145845 = -181122.935978 nChanged 87 SP:Iteration 10Q (1913.655139 sec): 3 clusters Score: Raw -183774.225682 + Penalty 2576.145845 = -181198.079838 nChanged 66 SP:Iteration 11Q (1913.668514 sec): 3 clusters Score: Raw -183853.281682 + Penalty 2576.145845 = -181277.135838 nChanged 60 SP:Iteration 12Q (1913.681899 sec): 3 clusters Score: Raw -183925.895350 + Penalty 2576.145845 = -181349.749505 nChanged 60 SP:Iteration 13Q (1913.694849 sec): 3 clusters Score: Raw -183996.517296 + Penalty 2576.145845 = -181420.371451 nChanged 36 SP:Iteration 14Q (1913.708248 sec): 3 clusters Score: Raw -184025.443321 + Penalty 2576.145845 = -181449.297476 nChanged 25 SP:Iteration 15Q (1913.721607 sec): 3 clusters Score: Raw -184041.293870 + Penalty 2576.145845 = -181465.148026 nChanged 12 SP:Iteration 16Q (1913.734973 sec): 3 clusters Score: Raw -184046.826556 + Penalty 2576.145845 = -181470.680711 nChanged 10 SP:Iteration 17Q (1913.751168 sec): 3 clusters Score: Raw -184052.577056 + Penalty 2576.145845 = -181476.431212 nChanged 17 SP:Iteration 18Q (1913.764502 sec): 3 clusters Score: Raw -184063.497709 + Penalty 2576.145845 = -181487.351864 nChanged 11 SP:Iteration 19Q (1913.781123 sec): 3 clusters Score: Raw -184068.846886 + Penalty 2576.145845 = -181492.701042 nChanged 6 SP:Iteration 20F (1913.794571 sec): 3 clusters Score: Raw -184071.239198 + Penalty 2576.145845 = -181495.093354 nChanged 3 SP:Iteration 21Q (1913.807926 sec): 3 clusters Score: Raw -184072.149423 + Penalty 2576.145845 = -181496.003578 nChanged 1 SP:Iteration 22Q (1913.855831 sec): 3 clusters Score: Raw -184072.324438 + Penalty 2576.145845 = -181496.178593 nChanged 0 SP:Iteration 23F (1913.908260 sec): 3 clusters Score: Raw -184072.324438 + Penalty 2576.145845 = -181496.178593 nChanged 0 Trying to split cluster 24 (8991 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1913.941187 sec): 2 clusters Score: Raw -538711.622242 + Penalty 1479.396645 = -537232.225597 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1913.968888 sec): 3 clusters Score: Raw -533855.806483 + Penalty 2958.793291 = -530897.013192 nChanged 3779 SP:Iteration 1F (1913.995390 sec): 3 clusters Score: Raw -536083.584109 + Penalty 2958.793291 = -533124.790818 nChanged 702 SP:Iteration 2F (1914.025899 sec): 3 clusters Score: Raw -536501.376318 + Penalty 2958.793291 = -533542.583027 nChanged 569 SP:Iteration 3F (1914.052896 sec): 3 clusters Score: Raw -536851.340791 + Penalty 2958.793291 = -533892.547500 nChanged 541 SP:Iteration 4F (1914.079313 sec): 3 clusters Score: Raw -537214.707218 + Penalty 2958.793291 = -534255.913927 nChanged 492 SP:Iteration 5F (1914.105866 sec): 3 clusters Score: Raw -537562.723149 + Penalty 2958.793291 = -534603.929859 nChanged 465 SP:Iteration 6F (1914.132245 sec): 3 clusters Score: Raw -537847.964967 + Penalty 2958.793291 = -534889.171676 nChanged 400 SP:Iteration 7Q (1914.158609 sec): 3 clusters Score: Raw -538106.397186 + Penalty 2958.793291 = -535147.603896 nChanged 338 SP:Iteration 8Q (1914.184946 sec): 3 clusters Score: Raw -538307.704050 + Penalty 2958.793291 = -535348.910759 nChanged 270 SP:Iteration 9Q (1914.211219 sec): 3 clusters Score: Raw -538458.079717 + Penalty 2958.793291 = -535499.286426 nChanged 227 SP:Iteration 10Q (1914.238057 sec): 3 clusters Score: Raw -538585.542780 + Penalty 2958.793291 = -535626.749490 nChanged 212 SP:Iteration 11Q (1914.300964 sec): 3 clusters Score: Raw -538679.015510 + Penalty 2958.793291 = -535720.222219 nChanged 156 SP:Iteration 12Q (1914.361841 sec): 3 clusters Score: Raw -538749.219033 + Penalty 2958.793291 = -535790.425743 nChanged 135 SP:Iteration 13Q (1914.421857 sec): 3 clusters Score: Raw -538804.184290 + Penalty 2958.793291 = -535845.390999 nChanged 104 SP:Iteration 14Q (1914.448066 sec): 3 clusters Score: Raw -538840.134120 + Penalty 2958.793291 = -535881.340830 nChanged 77 SP:Iteration 15Q (1914.473837 sec): 3 clusters Score: Raw -538861.477444 + Penalty 2958.793291 = -535902.684154 nChanged 69 SP:Iteration 16Q (1914.501032 sec): 3 clusters Score: Raw -538886.505793 + Penalty 2958.793291 = -535927.712502 nChanged 80 SP:Iteration 17Q (1914.530997 sec): 3 clusters Score: Raw -538910.998100 + Penalty 2958.793291 = -535952.204810 nChanged 64 SP:Iteration 18Q (1914.556880 sec): 3 clusters Score: Raw -538925.817546 + Penalty 2958.793291 = -535967.024255 nChanged 53 SP:Iteration 19Q (1914.583213 sec): 3 clusters Score: Raw -538936.125726 + Penalty 2958.793291 = -535977.332435 nChanged 48 SP:Iteration 20F (1914.609537 sec): 3 clusters Score: Raw -538945.820627 + Penalty 2958.793291 = -535987.027336 nChanged 32 SP:Iteration 21Q (1914.635137 sec): 3 clusters Score: Raw -538950.701941 + Penalty 2958.793291 = -535991.908650 nChanged 28 SP:Iteration 22Q (1914.660578 sec): 3 clusters Score: Raw -538956.511414 + Penalty 2958.793291 = -535997.718124 nChanged 31 SP:Iteration 23Q (1914.691700 sec): 3 clusters Score: Raw -538964.051273 + Penalty 2958.793291 = -536005.257982 nChanged 32 SP:Iteration 24Q (1914.717379 sec): 3 clusters Score: Raw -538969.566620 + Penalty 2958.793291 = -536010.773329 nChanged 24 SP:Iteration 25Q (1914.743117 sec): 3 clusters Score: Raw -538973.258186 + Penalty 2958.793291 = -536014.464895 nChanged 14 SP:Iteration 26Q (1914.768835 sec): 3 clusters Score: Raw -538974.495851 + Penalty 2958.793291 = -536015.702560 nChanged 11 SP:Iteration 27Q (1914.794402 sec): 3 clusters Score: Raw -538975.972425 + Penalty 2958.793291 = -536017.179135 nChanged 12 SP:Iteration 28Q (1914.819891 sec): 3 clusters Score: Raw -538977.794119 + Penalty 2958.793291 = -536019.000829 nChanged 10 SP:Iteration 29Q (1914.845444 sec): 3 clusters Score: Raw -538979.522901 + Penalty 2958.793291 = -536020.729610 nChanged 8 SP:Iteration 30Q (1914.871169 sec): 3 clusters Score: Raw -538980.384593 + Penalty 2958.793291 = -536021.591302 nChanged 6 SP:Iteration 31Q (1914.896913 sec): 3 clusters Score: Raw -538981.071274 + Penalty 2958.793291 = -536022.277983 nChanged 9 SP:Iteration 32Q (1914.953175 sec): 3 clusters Score: Raw -538982.046850 + Penalty 2958.793291 = -536023.253559 nChanged 10 SP:Iteration 33Q (1914.978724 sec): 3 clusters Score: Raw -538982.969467 + Penalty 2958.793291 = -536024.176176 nChanged 2 SP:Iteration 34Q (1915.041108 sec): 3 clusters Score: Raw -538983.145289 + Penalty 2958.793291 = -536024.351998 nChanged 1 SP:Iteration 35Q (1915.066452 sec): 3 clusters Score: Raw -538983.243570 + Penalty 2958.793291 = -536024.450279 nChanged 3 SP:Iteration 36Q (1915.092141 sec): 3 clusters Score: Raw -538983.843681 + Penalty 2958.793291 = -536025.050390 nChanged 4 SP:Iteration 37Q (1915.117847 sec): 3 clusters Score: Raw -538984.163350 + Penalty 2958.793291 = -536025.370059 nChanged 4 SP:Iteration 38Q (1915.143621 sec): 3 clusters Score: Raw -538984.592970 + Penalty 2958.793291 = -536025.799680 nChanged 1 SP:Iteration 39Q (1915.169074 sec): 3 clusters Score: Raw -538984.684777 + Penalty 2958.793291 = -536025.891486 nChanged 0 SP:Iteration 40F (1915.195487 sec): 3 clusters Score: Raw -538984.684777 + Penalty 2958.793291 = -536025.891486 nChanged 0 Trying to split cluster 25 (1524 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1915.209813 sec): 2 clusters Score: Raw -78121.525526 + Penalty 1190.977732 = -76930.547794 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1915.218293 sec): 3 clusters Score: Raw -77567.904098 + Penalty 2381.955464 = -75185.948634 nChanged 543 SP:Iteration 1F (1915.226244 sec): 3 clusters Score: Raw -78116.822303 + Penalty 2381.955464 = -75734.866839 nChanged 143 SP:Iteration 2F (1915.234166 sec): 3 clusters Score: Raw -78302.235385 + Penalty 2381.955464 = -75920.279920 nChanged 124 SP:Iteration 3F (1915.242113 sec): 3 clusters Score: Raw -78485.438829 + Penalty 2381.955464 = -76103.483364 nChanged 130 SP:Iteration 4F (1915.249973 sec): 3 clusters Score: Raw -78707.903017 + Penalty 2381.955464 = -76325.947553 nChanged 118 SP:Iteration 5F (1915.257828 sec): 3 clusters Score: Raw -78925.346098 + Penalty 2381.955464 = -76543.390634 nChanged 86 SP:Iteration 6F (1915.265720 sec): 3 clusters Score: Raw -79050.225745 + Penalty 2381.955464 = -76668.270281 nChanged 52 SP:Iteration 7Q (1915.273464 sec): 3 clusters Score: Raw -79120.408665 + Penalty 2381.955464 = -76738.453201 nChanged 25 SP:Iteration 8Q (1915.281214 sec): 3 clusters Score: Raw -79144.349390 + Penalty 2381.955464 = -76762.393925 nChanged 9 SP:Iteration 9Q (1915.288844 sec): 3 clusters Score: Raw -79151.875892 + Penalty 2381.955464 = -76769.920427 nChanged 10 SP:Iteration 10Q (1915.296511 sec): 3 clusters Score: Raw -79165.439632 + Penalty 2381.955464 = -76783.484168 nChanged 8 SP:Iteration 11Q (1915.304152 sec): 3 clusters Score: Raw -79178.907452 + Penalty 2381.955464 = -76796.951988 nChanged 7 SP:Iteration 12Q (1915.311741 sec): 3 clusters Score: Raw -79190.742530 + Penalty 2381.955464 = -76808.787066 nChanged 7 SP:Iteration 13Q (1915.319312 sec): 3 clusters Score: Raw -79203.979876 + Penalty 2381.955464 = -76822.024412 nChanged 3 SP:Iteration 14Q (1915.326955 sec): 3 clusters Score: Raw -79206.584286 + Penalty 2381.955464 = -76824.628822 nChanged 2 SP:Iteration 15Q (1915.334590 sec): 3 clusters Score: Raw -79207.755457 + Penalty 2381.955464 = -76825.799993 nChanged 0 SP:Iteration 16F (1915.342486 sec): 3 clusters Score: Raw -79207.755457 + Penalty 2381.955464 = -76825.799993 nChanged 0 Trying to split cluster 26 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1915.355181 sec): 2 clusters Score: Raw -74640.066815 + Penalty 1162.751899 = -73477.314916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1915.362210 sec): 3 clusters Score: Raw -74188.918688 + Penalty 2325.503798 = -71863.414890 nChanged 399 SP:Iteration 1F (1915.368793 sec): 3 clusters Score: Raw -74499.523848 + Penalty 2325.503798 = -72174.020050 nChanged 119 SP:Iteration 2F (1915.375413 sec): 3 clusters Score: Raw -74634.097372 + Penalty 2325.503798 = -72308.593574 nChanged 78 SP:Iteration 3F (1915.382020 sec): 3 clusters Score: Raw -74724.563852 + Penalty 2325.503798 = -72399.060054 nChanged 65 SP:Iteration 4F (1915.388607 sec): 3 clusters Score: Raw -74803.837157 + Penalty 2325.503798 = -72478.333359 nChanged 47 SP:Iteration 5Q (1915.395138 sec): 3 clusters Score: Raw -74879.473100 + Penalty 2325.503798 = -72553.969302 nChanged 49 SP:Iteration 6Q (1915.401580 sec): 3 clusters Score: Raw -74964.365761 + Penalty 2325.503798 = -72638.861963 nChanged 51 SP:Iteration 7Q (1915.408091 sec): 3 clusters Score: Raw -75056.591200 + Penalty 2325.503798 = -72731.087402 nChanged 56 SP:Iteration 8Q (1915.414562 sec): 3 clusters Score: Raw -75217.415935 + Penalty 2325.503798 = -72891.912137 nChanged 62 SP:Iteration 9Q (1915.420920 sec): 3 clusters Score: Raw -75431.418058 + Penalty 2325.503798 = -73105.914260 nChanged 59 SP:Iteration 10Q (1915.427195 sec): 3 clusters Score: Raw -75559.724714 + Penalty 2325.503798 = -73234.220916 nChanged 36 SP:Iteration 11Q (1915.433398 sec): 3 clusters Score: Raw -75613.095173 + Penalty 2325.503798 = -73287.591375 nChanged 13 SP:Iteration 12Q (1915.439629 sec): 3 clusters Score: Raw -75631.906465 + Penalty 2325.503798 = -73306.402667 nChanged 4 SP:Iteration 13Q (1915.445743 sec): 3 clusters Score: Raw -75635.951137 + Penalty 2325.503798 = -73310.447339 nChanged 4 SP:Iteration 14Q (1915.451902 sec): 3 clusters Score: Raw -75643.804858 + Penalty 2325.503798 = -73318.301059 nChanged 5 SP:Iteration 15Q (1915.458003 sec): 3 clusters Score: Raw -75652.146852 + Penalty 2325.503798 = -73326.643054 nChanged 5 SP:Iteration 16Q (1915.464082 sec): 3 clusters Score: Raw -75658.403178 + Penalty 2325.503798 = -73332.899380 nChanged 2 SP:Iteration 17Q (1915.470203 sec): 3 clusters Score: Raw -75662.707148 + Penalty 2325.503798 = -73337.203350 nChanged 1 SP:Iteration 18Q (1915.476375 sec): 3 clusters Score: Raw -75664.043053 + Penalty 2325.503798 = -73338.539255 nChanged 0 SP:Iteration 19F (1915.482907 sec): 3 clusters Score: Raw -75664.043053 + Penalty 2325.503798 = -73338.539255 nChanged 0 Trying to split cluster 27 (38714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (1915.544997 sec): 2 clusters Score: Raw -2622481.415844 + Penalty 1716.642943 = -2620764.772902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (1915.625652 sec): 3 clusters Score: Raw -2598438.037261 + Penalty 3433.285885 = -2595004.751375 nChanged 17860 SP:Iteration 1F (1915.700212 sec): 3 clusters Score: Raw -2608545.252652 + Penalty 3433.285885 = -2605111.966767 nChanged 1807 SP:Iteration 2Q (1915.777838 sec): 3 clusters Score: Raw -2609235.119780 + Penalty 3433.285885 = -2605801.833894 nChanged 1901 SP:Iteration 3Q (1915.854858 sec): 3 clusters Score: Raw -2610164.423308 + Penalty 3433.285885 = -2606731.137423 nChanged 2102 SP:Iteration 4F (1915.928514 sec): 3 clusters Score: Raw -2611459.061943 + Penalty 3433.285885 = -2608025.776058 nChanged 2365 SP:Iteration 5F (1916.002691 sec): 3 clusters Score: Raw -2613176.719954 + Penalty 3433.285885 = -2609743.434069 nChanged 2584 SP:Iteration 6F (1916.077049 sec): 3 clusters Score: Raw -2615161.110149 + Penalty 3433.285885 = -2611727.824263 nChanged 2571 SP:Iteration 7F (1916.151292 sec): 3 clusters Score: Raw -2616829.559667 + Penalty 3433.285885 = -2613396.273782 nChanged 2077 SP:Iteration 8F (1916.225708 sec): 3 clusters Score: Raw -2618006.460989 + Penalty 3433.285885 = -2614573.175104 nChanged 1645 SP:Iteration 9Q (1916.301195 sec): 3 clusters Score: Raw -2618907.747985 + Penalty 3433.285885 = -2615474.462099 nChanged 1369 SP:Iteration 10Q (1916.375389 sec): 3 clusters Score: Raw -2619667.219931 + Penalty 3433.285885 = -2616233.934046 nChanged 1148 SP:Iteration 11Q (1916.449170 sec): 3 clusters Score: Raw -2620329.332815 + Penalty 3433.285885 = -2616896.046929 nChanged 1082 SP:Iteration 12Q (1916.522607 sec): 3 clusters Score: Raw -2621016.026771 + Penalty 3433.285885 = -2617582.740886 nChanged 985 SP:Iteration 13Q (1916.595220 sec): 3 clusters Score: Raw -2621627.678844 + Penalty 3433.285885 = -2618194.392958 nChanged 881 SP:Iteration 14Q (1916.667063 sec): 3 clusters Score: Raw -2622124.436311 + Penalty 3433.285885 = -2618691.150425 nChanged 731 SP:Iteration 15Q (1916.738021 sec): 3 clusters Score: Raw -2622462.264361 + Penalty 3433.285885 = -2619028.978476 nChanged 598 SP:Iteration 16Q (1916.808354 sec): 3 clusters Score: Raw -2622706.965082 + Penalty 3433.285885 = -2619273.679197 nChanged 509 SP:Iteration 17Q (1916.878123 sec): 3 clusters Score: Raw -2622876.848760 + Penalty 3433.285885 = -2619443.562874 nChanged 454 SP:Iteration 18Q (1916.947604 sec): 3 clusters Score: Raw -2623011.774677 + Penalty 3433.285885 = -2619578.488791 nChanged 392 SP:Iteration 19Q (1917.016528 sec): 3 clusters Score: Raw -2623117.333160 + Penalty 3433.285885 = -2619684.047275 nChanged 352 SP:Iteration 20F (1917.089701 sec): 3 clusters Score: Raw -2623200.828858 + Penalty 3433.285885 = -2619767.542973 nChanged 312 SP:Iteration 21Q (1917.159722 sec): 3 clusters Score: Raw -2623266.387290 + Penalty 3433.285885 = -2619833.101404 nChanged 255 SP:Iteration 22Q (1917.253734 sec): 3 clusters Score: Raw -2623316.081177 + Penalty 3433.285885 = -2619882.795291 nChanged 217 SP:Iteration 23Q (1917.322812 sec): 3 clusters Score: Raw -2623362.136832 + Penalty 3433.285885 = -2619928.850947 nChanged 223 SP:Iteration 24Q (1917.391306 sec): 3 clusters Score: Raw -2623404.052679 + Penalty 3433.285885 = -2619970.766793 nChanged 201 SP:Iteration 25Q (1917.464390 sec): 3 clusters Score: Raw -2623438.170533 + Penalty 3433.285885 = -2620004.884648 nChanged 191 SP:Iteration 26Q (1917.531758 sec): 3 clusters Score: Raw -2623467.241443 + Penalty 3433.285885 = -2620033.955557 nChanged 174 SP:Iteration 27Q (1917.599652 sec): 3 clusters Score: Raw -2623492.128387 + Penalty 3433.285885 = -2620058.842502 nChanged 139 SP:Iteration 28Q (1917.667231 sec): 3 clusters Score: Raw -2623509.774188 + Penalty 3433.285885 = -2620076.488302 nChanged 146 SP:Iteration 29Q (1917.734627 sec): 3 clusters Score: Raw -2623530.808544 + Penalty 3433.285885 = -2620097.522659 nChanged 151 SP:Iteration 30Q (1917.801745 sec): 3 clusters Score: Raw -2623552.637429 + Penalty 3433.285885 = -2620119.351544 nChanged 144 SP:Iteration 31Q (1917.869832 sec): 3 clusters Score: Raw -2623570.186786 + Penalty 3433.285885 = -2620136.900901 nChanged 120 SP:Iteration 32Q (1917.936940 sec): 3 clusters Score: Raw -2623585.391268 + Penalty 3433.285885 = -2620152.105382 nChanged 141 SP:Iteration 33Q (1918.004009 sec): 3 clusters Score: Raw -2623604.368616 + Penalty 3433.285885 = -2620171.082731 nChanged 134 SP:Iteration 34Q (1918.071119 sec): 3 clusters Score: Raw -2623623.916820 + Penalty 3433.285885 = -2620190.630934 nChanged 126 SP:Iteration 35Q (1918.139089 sec): 3 clusters Score: Raw -2623641.352368 + Penalty 3433.285885 = -2620208.066483 nChanged 121 SP:Iteration 36Q (1918.205124 sec): 3 clusters Score: Raw -2623657.969129 + Penalty 3433.285885 = -2620224.683243 nChanged 105 SP:Iteration 37Q (1918.271902 sec): 3 clusters Score: Raw -2623670.228396 + Penalty 3433.285885 = -2620236.942511 nChanged 88 SP:Iteration 38Q (1918.338490 sec): 3 clusters Score: Raw -2623679.509889 + Penalty 3433.285885 = -2620246.224003 nChanged 77 SP:Iteration 39Q (1918.404966 sec): 3 clusters Score: Raw -2623687.615823 + Penalty 3433.285885 = -2620254.329937 nChanged 65 SP:Iteration 40F (1918.478230 sec): 3 clusters Score: Raw -2623692.861472 + Penalty 3433.285885 = -2620259.575586 nChanged 48 SP:Iteration 41Q (1918.545884 sec): 3 clusters Score: Raw -2623697.089597 + Penalty 3433.285885 = -2620263.803712 nChanged 47 SP:Iteration 42Q (1918.618496 sec): 3 clusters Score: Raw -2623700.512567 + Penalty 3433.285885 = -2620267.226682 nChanged 42 SP:Iteration 43Q (1918.685222 sec): 3 clusters Score: Raw -2623703.252247 + Penalty 3433.285885 = -2620269.966361 nChanged 38 SP:Iteration 44Q (1918.753883 sec): 3 clusters Score: Raw -2623705.493636 + Penalty 3433.285885 = -2620272.207751 nChanged 36 SP:Iteration 45Q (1918.820700 sec): 3 clusters Score: Raw -2623707.581179 + Penalty 3433.285885 = -2620274.295294 nChanged 25 SP:Iteration 46Q (1918.888501 sec): 3 clusters Score: Raw -2623708.974275 + Penalty 3433.285885 = -2620275.688389 nChanged 25 SP:Iteration 47Q (1918.954976 sec): 3 clusters Score: Raw -2623710.686702 + Penalty 3433.285885 = -2620277.400817 nChanged 23 SP:Iteration 48Q (1919.022099 sec): 3 clusters Score: Raw -2623712.438034 + Penalty 3433.285885 = -2620279.152149 nChanged 21 SP:Iteration 49Q (1919.089123 sec): 3 clusters Score: Raw -2623713.539590 + Penalty 3433.285885 = -2620280.253704 nChanged 17 SP:Iteration 50Q (1919.159992 sec): 3 clusters Score: Raw -2623714.667643 + Penalty 3433.285885 = -2620281.381758 nChanged 23 SP:Iteration 51Q (1919.226699 sec): 3 clusters Score: Raw -2623716.196365 + Penalty 3433.285885 = -2620282.910480 nChanged 22 SP:Iteration 52Q (1919.293437 sec): 3 clusters Score: Raw -2623717.412949 + Penalty 3433.285885 = -2620284.127064 nChanged 21 SP:Iteration 53Q (1919.360387 sec): 3 clusters Score: Raw -2623718.606736 + Penalty 3433.285885 = -2620285.320851 nChanged 24 SP:Iteration 54Q (1919.426873 sec): 3 clusters Score: Raw -2623720.426887 + Penalty 3433.285885 = -2620287.141002 nChanged 27 SP:Iteration 55Q (1919.529540 sec): 3 clusters Score: Raw -2623722.479436 + Penalty 3433.285885 = -2620289.193551 nChanged 27 SP:Iteration 56Q (1919.596697 sec): 3 clusters Score: Raw -2623724.540027 + Penalty 3433.285885 = -2620291.254141 nChanged 23 SP:Iteration 57Q (1919.663368 sec): 3 clusters Score: Raw -2623726.478688 + Penalty 3433.285885 = -2620293.192803 nChanged 38 SP:Iteration 58Q (1919.730496 sec): 3 clusters Score: Raw -2623729.852815 + Penalty 3433.285885 = -2620296.566930 nChanged 32 SP:Iteration 59Q (1919.798089 sec): 3 clusters Score: Raw -2623732.190359 + Penalty 3433.285885 = -2620298.904474 nChanged 26 SP:Iteration 60F (1919.879126 sec): 3 clusters Score: Raw -2623733.726128 + Penalty 3433.285885 = -2620300.440242 nChanged 22 SP:Iteration 61Q (1919.946548 sec): 3 clusters Score: Raw -2623735.137501 + Penalty 3433.285885 = -2620301.851615 nChanged 21 SP:Iteration 62Q (1920.012574 sec): 3 clusters Score: Raw -2623736.176060 + Penalty 3433.285885 = -2620302.890175 nChanged 19 SP:Iteration 63Q (1920.078923 sec): 3 clusters Score: Raw -2623737.026554 + Penalty 3433.285885 = -2620303.740669 nChanged 14 SP:Iteration 64Q (1920.145336 sec): 3 clusters Score: Raw -2623737.788148 + Penalty 3433.285885 = -2620304.502262 nChanged 16 SP:Iteration 65Q (1920.211866 sec): 3 clusters Score: Raw -2623738.850472 + Penalty 3433.285885 = -2620305.564586 nChanged 15 SP:Iteration 66Q (1920.278016 sec): 3 clusters Score: Raw -2623739.632490 + Penalty 3433.285885 = -2620306.346605 nChanged 11 SP:Iteration 67Q (1920.344316 sec): 3 clusters Score: Raw -2623740.157985 + Penalty 3433.285885 = -2620306.872099 nChanged 12 SP:Iteration 68Q (1920.410652 sec): 3 clusters Score: Raw -2623740.739349 + Penalty 3433.285885 = -2620307.453463 nChanged 13 SP:Iteration 69Q (1920.476974 sec): 3 clusters Score: Raw -2623741.345486 + Penalty 3433.285885 = -2620308.059600 nChanged 12 SP:Iteration 70Q (1920.543142 sec): 3 clusters Score: Raw -2623742.016282 + Penalty 3433.285885 = -2620308.730396 nChanged 16 SP:Iteration 71Q (1920.608992 sec): 3 clusters Score: Raw -2623742.965829 + Penalty 3433.285885 = -2620309.679943 nChanged 17 SP:Iteration 72Q (1920.675542 sec): 3 clusters Score: Raw -2623743.822591 + Penalty 3433.285885 = -2620310.536705 nChanged 19 SP:Iteration 73Q (1920.741628 sec): 3 clusters Score: Raw -2623744.870470 + Penalty 3433.285885 = -2620311.584585 nChanged 15 SP:Iteration 74Q (1920.807715 sec): 3 clusters Score: Raw -2623745.972149 + Penalty 3433.285885 = -2620312.686263 nChanged 14 SP:Iteration 75Q (1920.873824 sec): 3 clusters Score: Raw -2623746.997851 + Penalty 3433.285885 = -2620313.711965 nChanged 12 SP:Iteration 76Q (1920.940045 sec): 3 clusters Score: Raw -2623747.803698 + Penalty 3433.285885 = -2620314.517812 nChanged 13 SP:Iteration 77Q (1921.006211 sec): 3 clusters Score: Raw -2623748.374921 + Penalty 3433.285885 = -2620315.089036 nChanged 11 SP:Iteration 78Q (1921.072577 sec): 3 clusters Score: Raw -2623749.093422 + Penalty 3433.285885 = -2620315.807536 nChanged 12 SP:Iteration 79Q (1921.138842 sec): 3 clusters Score: Raw -2623749.676217 + Penalty 3433.285885 = -2620316.390332 nChanged 10 SP:Iteration 80F (1921.211919 sec): 3 clusters Score: Raw -2623750.229495 + Penalty 3433.285885 = -2620316.943609 nChanged 11 SP:Iteration 81Q (1921.279119 sec): 3 clusters Score: Raw -2623750.744486 + Penalty 3433.285885 = -2620317.458601 nChanged 10 SP:Iteration 82Q (1921.345204 sec): 3 clusters Score: Raw -2623751.196801 + Penalty 3433.285885 = -2620317.910915 nChanged 5 SP:Iteration 83Q (1921.440359 sec): 3 clusters Score: Raw -2623751.586866 + Penalty 3433.285885 = -2620318.300981 nChanged 5 SP:Iteration 84Q (1921.510517 sec): 3 clusters Score: Raw -2623751.864458 + Penalty 3433.285885 = -2620318.578572 nChanged 8 SP:Iteration 85Q (1921.577354 sec): 3 clusters Score: Raw -2623752.210997 + Penalty 3433.285885 = -2620318.925111 nChanged 5 SP:Iteration 86Q (1921.642496 sec): 3 clusters Score: Raw -2623752.506521 + Penalty 3433.285885 = -2620319.220635 nChanged 9 SP:Iteration 87Q (1921.709042 sec): 3 clusters Score: Raw -2623752.984861 + Penalty 3433.285885 = -2620319.698976 nChanged 8 SP:Iteration 88Q (1921.775860 sec): 3 clusters Score: Raw -2623753.257357 + Penalty 3433.285885 = -2620319.971471 nChanged 8 SP:Iteration 89Q (1921.842199 sec): 3 clusters Score: Raw -2623753.714293 + Penalty 3433.285885 = -2620320.428407 nChanged 7 SP:Iteration 90Q (1921.908177 sec): 3 clusters Score: Raw -2623754.176512 + Penalty 3433.285885 = -2620320.890626 nChanged 9 SP:Iteration 91Q (1921.974009 sec): 3 clusters Score: Raw -2623754.665224 + Penalty 3433.285885 = -2620321.379339 nChanged 9 SP:Iteration 92Q (1922.039991 sec): 3 clusters Score: Raw -2623755.229181 + Penalty 3433.285885 = -2620321.943295 nChanged 14 SP:Iteration 93Q (1922.106161 sec): 3 clusters Score: Raw -2623756.008224 + Penalty 3433.285885 = -2620322.722338 nChanged 12 SP:Iteration 94Q (1922.172347 sec): 3 clusters Score: Raw -2623756.829158 + Penalty 3433.285885 = -2620323.543272 nChanged 14 SP:Iteration 95Q (1922.238740 sec): 3 clusters Score: Raw -2623757.576812 + Penalty 3433.285885 = -2620324.290926 nChanged 9 SP:Iteration 96Q (1922.304887 sec): 3 clusters Score: Raw -2623758.061629 + Penalty 3433.285885 = -2620324.775744 nChanged 6 SP:Iteration 97Q (1922.371069 sec): 3 clusters Score: Raw -2623758.480782 + Penalty 3433.285885 = -2620325.194897 nChanged 10 SP:Iteration 98Q (1922.437067 sec): 3 clusters Score: Raw -2623759.119524 + Penalty 3433.285885 = -2620325.833638 nChanged 10 SP:Iteration 99Q (1922.503293 sec): 3 clusters Score: Raw -2623760.257293 + Penalty 3433.285885 = -2620326.971408 nChanged 20 SP:Iteration 100F (1922.576379 sec): 3 clusters Score: Raw -2623761.452073 + Penalty 3433.285885 = -2620328.166187 nChanged 14 SP:Iteration 101Q (1922.643588 sec): 3 clusters Score: Raw -2623762.354486 + Penalty 3433.285885 = -2620329.068601 nChanged 14 SP:Iteration 102Q (1922.709418 sec): 3 clusters Score: Raw -2623763.139372 + Penalty 3433.285885 = -2620329.853486 nChanged 13 SP:Iteration 103Q (1922.775398 sec): 3 clusters Score: Raw -2623764.056091 + Penalty 3433.285885 = -2620330.770206 nChanged 13 SP:Iteration 104Q (1922.841313 sec): 3 clusters Score: Raw -2623764.642041 + Penalty 3433.285885 = -2620331.356156 nChanged 11 SP:Iteration 105Q (1922.907307 sec): 3 clusters Score: Raw -2623765.335039 + Penalty 3433.285885 = -2620332.049153 nChanged 10 SP:Iteration 106Q (1922.973677 sec): 3 clusters Score: Raw -2623765.888989 + Penalty 3433.285885 = -2620332.603103 nChanged 9 SP:Iteration 107Q (1923.049129 sec): 3 clusters Score: Raw -2623766.453670 + Penalty 3433.285885 = -2620333.167785 nChanged 13 SP:Iteration 108Q (1923.115034 sec): 3 clusters Score: Raw -2623767.226298 + Penalty 3433.285885 = -2620333.940413 nChanged 10 SP:Iteration 109Q (1923.182107 sec): 3 clusters Score: Raw -2623767.936856 + Penalty 3433.285885 = -2620334.650971 nChanged 9 SP:Iteration 110Q (1923.248274 sec): 3 clusters Score: Raw -2623768.403991 + Penalty 3433.285885 = -2620335.118106 nChanged 8 SP:Iteration 111Q (1923.315850 sec): 3 clusters Score: Raw -2623769.129336 + Penalty 3433.285885 = -2620335.843451 nChanged 6 SP:Iteration 112Q (1923.381650 sec): 3 clusters Score: Raw -2623769.484774 + Penalty 3433.285885 = -2620336.198888 nChanged 7 SP:Iteration 113Q (1923.448160 sec): 3 clusters Score: Raw -2623769.795229 + Penalty 3433.285885 = -2620336.509344 nChanged 6 SP:Iteration 114Q (1923.514893 sec): 3 clusters Score: Raw -2623770.114327 + Penalty 3433.285885 = -2620336.828442 nChanged 10 SP:Iteration 115Q (1923.580541 sec): 3 clusters Score: Raw -2623770.662159 + Penalty 3433.285885 = -2620337.376273 nChanged 12 SP:Iteration 116Q (1923.647915 sec): 3 clusters Score: Raw -2623771.355015 + Penalty 3433.285885 = -2620338.069130 nChanged 10 SP:Iteration 117Q (1923.713881 sec): 3 clusters Score: Raw -2623771.794530 + Penalty 3433.285885 = -2620338.508645 nChanged 5 SP:Iteration 118Q (1923.780067 sec): 3 clusters Score: Raw -2623772.143014 + Penalty 3433.285885 = -2620338.857128 nChanged 6 SP:Iteration 119Q (1923.845972 sec): 3 clusters Score: Raw -2623772.425413 + Penalty 3433.285885 = -2620339.139528 nChanged 4 SP:Iteration 120F (1923.919272 sec): 3 clusters Score: Raw -2623772.692609 + Penalty 3433.285885 = -2620339.406723 nChanged 4 SP:Iteration 121Q (1923.986249 sec): 3 clusters Score: Raw -2623772.896269 + Penalty 3433.285885 = -2620339.610383 nChanged 7 SP:Iteration 122Q (1924.052204 sec): 3 clusters Score: Raw -2623773.286414 + Penalty 3433.285885 = -2620340.000528 nChanged 6 SP:Iteration 123Q (1924.118036 sec): 3 clusters Score: Raw -2623773.509329 + Penalty 3433.285885 = -2620340.223444 nChanged 2 SP:Iteration 124Q (1924.183996 sec): 3 clusters Score: Raw -2623773.593480 + Penalty 3433.285885 = -2620340.307595 nChanged 1 SP:Iteration 125Q (1924.249850 sec): 3 clusters Score: Raw -2623773.646022 + Penalty 3433.285885 = -2620340.360137 nChanged 4 SP:Iteration 126Q (1924.315602 sec): 3 clusters Score: Raw -2623773.872045 + Penalty 3433.285885 = -2620340.586159 nChanged 3 SP:Iteration 127Q (1924.381376 sec): 3 clusters Score: Raw -2623774.127031 + Penalty 3433.285885 = -2620340.841146 nChanged 5 SP:Iteration 128Q (1924.447313 sec): 3 clusters Score: Raw -2623774.606557 + Penalty 3433.285885 = -2620341.320672 nChanged 6 SP:Iteration 129Q (1924.513180 sec): 3 clusters Score: Raw -2623775.155072 + Penalty 3433.285885 = -2620341.869186 nChanged 6 SP:Iteration 130Q (1924.579325 sec): 3 clusters Score: Raw -2623775.933704 + Penalty 3433.285885 = -2620342.647819 nChanged 13 SP:Iteration 131Q (1924.645194 sec): 3 clusters Score: Raw -2623776.861859 + Penalty 3433.285885 = -2620343.575973 nChanged 12 SP:Iteration 132Q (1924.711053 sec): 3 clusters Score: Raw -2623777.450034 + Penalty 3433.285885 = -2620344.164149 nChanged 7 SP:Iteration 133Q (1924.776936 sec): 3 clusters Score: Raw -2623777.760677 + Penalty 3433.285885 = -2620344.474791 nChanged 6 SP:Iteration 134Q (1924.842883 sec): 3 clusters Score: Raw -2623778.127639 + Penalty 3433.285885 = -2620344.841753 nChanged 5 SP:Iteration 135Q (1924.908646 sec): 3 clusters Score: Raw -2623778.331290 + Penalty 3433.285885 = -2620345.045405 nChanged 4 SP:Iteration 136Q (1924.974555 sec): 3 clusters Score: Raw -2623778.485373 + Penalty 3433.285885 = -2620345.199487 nChanged 2 SP:Iteration 137Q (1925.040625 sec): 3 clusters Score: Raw -2623778.611741 + Penalty 3433.285885 = -2620345.325856 nChanged 3 SP:Iteration 138Q (1925.108234 sec): 3 clusters Score: Raw -2623778.692854 + Penalty 3433.285885 = -2620345.406969 nChanged 2 SP:Iteration 139Q (1925.174872 sec): 3 clusters Score: Raw -2623778.842999 + Penalty 3433.285885 = -2620345.557114 nChanged 3 SP:Iteration 140F (1925.260196 sec): 3 clusters Score: Raw -2623778.980010 + Penalty 3433.285885 = -2620345.694124 nChanged 0 Iteration 99Q (1927.950006 sec): 27 clusters Score: Raw -22926401.135170 + Penalty 54013.347043 = -22872387.788127 nChanged 33 Iteration 100F (1934.108407 sec): 27 clusters Score: Raw -22926401.768618 + Penalty 54013.347043 = -22872388.421576 nChanged 23 Iteration 101Q (1936.770814 sec): 27 clusters Score: Raw -22926402.337115 + Penalty 54013.347043 = -22872388.990072 nChanged 18 Iteration 102Q (1939.396940 sec): 27 clusters Score: Raw -22926402.936371 + Penalty 54013.347043 = -22872389.589328 nChanged 14 Iteration 103Q (1942.176328 sec): 27 clusters Score: Raw -22926403.311452 + Penalty 54013.347043 = -22872389.964410 nChanged 11 Iteration 104Q (1944.808709 sec): 27 clusters Score: Raw -22926403.814257 + Penalty 54013.347043 = -22872390.467214 nChanged 10 Iteration 105Q (1947.463095 sec): 27 clusters Score: Raw -22926404.019165 + Penalty 54013.347043 = -22872390.672122 nChanged 8 Iteration 106Q (1950.084627 sec): 27 clusters Score: Raw -22926404.329722 + Penalty 54013.347043 = -22872390.982679 nChanged 9 Iteration 107Q (1952.757561 sec): 27 clusters Score: Raw -22926404.687737 + Penalty 54013.347043 = -22872391.340694 nChanged 7 Iteration 108Q (1955.443519 sec): 27 clusters Score: Raw -22926404.993521 + Penalty 54013.347043 = -22872391.646479 nChanged 7 Iteration 109Q (1958.062960 sec): 27 clusters Score: Raw -22926405.158492 + Penalty 54013.347043 = -22872391.811449 nChanged 10 Iteration 110Q (1960.687135 sec): 27 clusters Score: Raw -22926405.298390 + Penalty 54013.347043 = -22872391.951347 nChanged 5 Iteration 111Q (1963.329553 sec): 27 clusters Score: Raw -22926405.501277 + Penalty 54013.347043 = -22872392.154234 nChanged 12 Iteration 112Q (1965.951977 sec): 27 clusters Score: Raw -22926405.980814 + Penalty 54013.347043 = -22872392.633771 nChanged 11 Iteration 113Q (1968.571477 sec): 27 clusters Score: Raw -22926406.148712 + Penalty 54013.347043 = -22872392.801669 nChanged 13 Iteration 114Q (1971.219091 sec): 27 clusters Score: Raw -22926406.365212 + Penalty 54013.347043 = -22872393.018170 nChanged 6 Iteration 115Q (1973.841756 sec): 27 clusters Score: Raw -22926406.447126 + Penalty 54013.347043 = -22872393.100083 nChanged 8 Iteration 116Q (1976.461996 sec): 27 clusters Score: Raw -22926406.632151 + Penalty 54013.347043 = -22872393.285108 nChanged 6 Iteration 117Q (1979.082252 sec): 27 clusters Score: Raw -22926406.719596 + Penalty 54013.347043 = -22872393.372554 nChanged 4 Iteration 118Q (1981.703974 sec): 27 clusters Score: Raw -22926406.788334 + Penalty 54013.347043 = -22872393.441291 nChanged 2 Iteration 119Q (1984.329565 sec): 27 clusters Score: Raw -22926406.825495 + Penalty 54013.347043 = -22872393.478453 nChanged 2 Iteration 120F (1990.486742 sec): 27 clusters Score: Raw -22926406.922643 + Penalty 54013.347043 = -22872393.575601 nChanged 3 Iteration 121Q (1993.149199 sec): 27 clusters Score: Raw -22926406.997286 + Penalty 54013.347043 = -22872393.650243 nChanged 2 Iteration 122Q (1995.770595 sec): 27 clusters Score: Raw -22926407.030546 + Penalty 54013.347043 = -22872393.683504 nChanged 3 Iteration 123Q (1998.393167 sec): 27 clusters Score: Raw -22926407.097248 + Penalty 54013.347043 = -22872393.750205 nChanged 2 Iteration 124Q (2001.070149 sec): 27 clusters Score: Raw -22926407.189955 + Penalty 54013.347043 = -22872393.842912 nChanged 2 Iteration 125Q (2003.692783 sec): 27 clusters Score: Raw -22926407.419168 + Penalty 54013.347043 = -22872394.072125 nChanged 2 Iteration 126Q (2006.363298 sec): 27 clusters Score: Raw -22926407.455376 + Penalty 54013.347043 = -22872394.108333 nChanged 2 Iteration 127Q (2008.998971 sec): 27 clusters Score: Raw -22926407.479791 + Penalty 54013.347043 = -22872394.132748 nChanged 1 Iteration 128Q (2011.651912 sec): 27 clusters Score: Raw -22926407.485408 + Penalty 54013.347043 = -22872394.138366 nChanged 0 Iteration 129F (2017.793108 sec): 27 clusters Score: Raw -22926407.485408 + Penalty 54013.347043 = -22872394.138366 nChanged 0 Compute initial score before splitting: Score: Raw -22926407.485408 + Penalty 54013.347043 = -22872394.138366 Trying to split cluster 1 (3098 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2017.838553 sec): 2 clusters Score: Raw -200321.664091 + Penalty 1306.258203 = -199015.405888 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2017.854633 sec): 3 clusters Score: Raw -198860.731769 + Penalty 2612.516407 = -196248.215362 nChanged 1186 SP:Iteration 1F (2017.869761 sec): 3 clusters Score: Raw -199534.749421 + Penalty 2612.516407 = -196922.233015 nChanged 224 SP:Iteration 2F (2017.884877 sec): 3 clusters Score: Raw -199684.745215 + Penalty 2612.516407 = -197072.228808 nChanged 154 SP:Iteration 3Q (2017.900022 sec): 3 clusters Score: Raw -199773.819928 + Penalty 2612.516407 = -197161.303521 nChanged 129 SP:Iteration 4Q (2017.915155 sec): 3 clusters Score: Raw -199848.562662 + Penalty 2612.516407 = -197236.046255 nChanged 99 SP:Iteration 5Q (2017.930312 sec): 3 clusters Score: Raw -199897.271463 + Penalty 2612.516407 = -197284.755056 nChanged 90 SP:Iteration 6Q (2017.945376 sec): 3 clusters Score: Raw -199948.919773 + Penalty 2612.516407 = -197336.403367 nChanged 102 SP:Iteration 7Q (2017.960488 sec): 3 clusters Score: Raw -200016.960938 + Penalty 2612.516407 = -197404.444531 nChanged 123 SP:Iteration 8Q (2017.975405 sec): 3 clusters Score: Raw -200104.365802 + Penalty 2612.516407 = -197491.849396 nChanged 154 SP:Iteration 9Q (2017.990456 sec): 3 clusters Score: Raw -200248.844356 + Penalty 2612.516407 = -197636.327949 nChanged 156 SP:Iteration 10F (2018.005472 sec): 3 clusters Score: Raw -200394.384038 + Penalty 2612.516407 = -197781.867632 nChanged 143 SP:Iteration 11Q (2018.020665 sec): 3 clusters Score: Raw -200538.022164 + Penalty 2612.516407 = -197925.505757 nChanged 137 SP:Iteration 12Q (2018.035659 sec): 3 clusters Score: Raw -200687.143500 + Penalty 2612.516407 = -198074.627093 nChanged 118 SP:Iteration 13Q (2018.050693 sec): 3 clusters Score: Raw -200825.957203 + Penalty 2612.516407 = -198213.440796 nChanged 105 SP:Iteration 14Q (2018.065645 sec): 3 clusters Score: Raw -200925.827622 + Penalty 2612.516407 = -198313.311215 nChanged 68 SP:Iteration 15Q (2018.080590 sec): 3 clusters Score: Raw -200980.481930 + Penalty 2612.516407 = -198367.965523 nChanged 55 SP:Iteration 16Q (2018.095414 sec): 3 clusters Score: Raw -201025.653694 + Penalty 2612.516407 = -198413.137287 nChanged 37 SP:Iteration 17Q (2018.110355 sec): 3 clusters Score: Raw -201048.710162 + Penalty 2612.516407 = -198436.193755 nChanged 23 SP:Iteration 18Q (2018.125217 sec): 3 clusters Score: Raw -201062.518758 + Penalty 2612.516407 = -198450.002351 nChanged 18 SP:Iteration 19Q (2018.139961 sec): 3 clusters Score: Raw -201074.368029 + Penalty 2612.516407 = -198461.851622 nChanged 10 SP:Iteration 20F (2018.155023 sec): 3 clusters Score: Raw -201079.434869 + Penalty 2612.516407 = -198466.918462 nChanged 5 SP:Iteration 21Q (2018.169754 sec): 3 clusters Score: Raw -201081.884015 + Penalty 2612.516407 = -198469.367608 nChanged 2 SP:Iteration 22Q (2018.184664 sec): 3 clusters Score: Raw -201082.506801 + Penalty 2612.516407 = -198469.990394 nChanged 1 SP:Iteration 23Q (2018.199477 sec): 3 clusters Score: Raw -201082.934966 + Penalty 2612.516407 = -198470.418559 nChanged 0 SP:Iteration 24F (2018.214447 sec): 3 clusters Score: Raw -201082.934966 + Penalty 2612.516407 = -198470.418559 nChanged 0 Trying to split cluster 2 (947 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.225793 sec): 2 clusters Score: Raw -58771.289908 + Penalty 1113.661103 = -57657.628805 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2018.231233 sec): 3 clusters Score: Raw -58493.858394 + Penalty 2227.322205 = -56266.536188 nChanged 256 SP:Iteration 1F (2018.236328 sec): 3 clusters Score: Raw -58723.008383 + Penalty 2227.322205 = -56495.686178 nChanged 67 SP:Iteration 2F (2018.241463 sec): 3 clusters Score: Raw -58790.474758 + Penalty 2227.322205 = -56563.152553 nChanged 36 SP:Iteration 3Q (2018.246519 sec): 3 clusters Score: Raw -58841.808901 + Penalty 2227.322205 = -56614.486696 nChanged 40 SP:Iteration 4Q (2018.251583 sec): 3 clusters Score: Raw -58885.162841 + Penalty 2227.322205 = -56657.840636 nChanged 33 SP:Iteration 5Q (2018.256610 sec): 3 clusters Score: Raw -58922.480654 + Penalty 2227.322205 = -56695.158449 nChanged 27 SP:Iteration 6Q (2018.261643 sec): 3 clusters Score: Raw -58951.325694 + Penalty 2227.322205 = -56724.003488 nChanged 28 SP:Iteration 7Q (2018.266652 sec): 3 clusters Score: Raw -58987.465375 + Penalty 2227.322205 = -56760.143170 nChanged 22 SP:Iteration 8Q (2018.271647 sec): 3 clusters Score: Raw -59021.321542 + Penalty 2227.322205 = -56793.999337 nChanged 26 SP:Iteration 9Q (2018.276669 sec): 3 clusters Score: Raw -59058.715199 + Penalty 2227.322205 = -56831.392993 nChanged 22 SP:Iteration 10Q (2018.281647 sec): 3 clusters Score: Raw -59095.714386 + Penalty 2227.322205 = -56868.392181 nChanged 28 SP:Iteration 11Q (2018.286607 sec): 3 clusters Score: Raw -59168.058353 + Penalty 2227.322205 = -56940.736147 nChanged 35 SP:Iteration 12Q (2018.291543 sec): 3 clusters Score: Raw -59298.013894 + Penalty 2227.322205 = -57070.691689 nChanged 36 SP:Iteration 13Q (2018.296408 sec): 3 clusters Score: Raw -59489.089594 + Penalty 2227.322205 = -57261.767388 nChanged 28 SP:Iteration 14Q (2018.301240 sec): 3 clusters Score: Raw -59614.605020 + Penalty 2227.322205 = -57387.282814 nChanged 20 SP:Iteration 15Q (2018.306072 sec): 3 clusters Score: Raw -59707.250687 + Penalty 2227.322205 = -57479.928482 nChanged 10 SP:Iteration 16Q (2018.310867 sec): 3 clusters Score: Raw -59742.900527 + Penalty 2227.322205 = -57515.578321 nChanged 9 SP:Iteration 17Q (2018.315601 sec): 3 clusters Score: Raw -59759.592048 + Penalty 2227.322205 = -57532.269843 nChanged 6 SP:Iteration 18Q (2018.320366 sec): 3 clusters Score: Raw -59768.836519 + Penalty 2227.322205 = -57541.514314 nChanged 4 SP:Iteration 19Q (2018.325133 sec): 3 clusters Score: Raw -59777.141473 + Penalty 2227.322205 = -57549.819268 nChanged 4 SP:Iteration 20F (2018.330196 sec): 3 clusters Score: Raw -59785.826960 + Penalty 2227.322205 = -57558.504755 nChanged 3 SP:Iteration 21Q (2018.335005 sec): 3 clusters Score: Raw -59789.321143 + Penalty 2227.322205 = -57561.998938 nChanged 1 SP:Iteration 22Q (2018.339848 sec): 3 clusters Score: Raw -59791.228364 + Penalty 2227.322205 = -57563.906158 nChanged 1 SP:Iteration 23Q (2018.344650 sec): 3 clusters Score: Raw -59792.960217 + Penalty 2227.322205 = -57565.638012 nChanged 0 SP:Iteration 24F (2018.349661 sec): 3 clusters Score: Raw -59792.960217 + Penalty 2227.322205 = -57565.638012 nChanged 0 Trying to split cluster 3 (2302 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2018.365596 sec): 2 clusters Score: Raw -136050.928767 + Penalty 1257.999208 = -134792.929558 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2018.377870 sec): 3 clusters Score: Raw -135048.661382 + Penalty 2515.998417 = -132532.662965 nChanged 851 SP:Iteration 1F (2018.389334 sec): 3 clusters Score: Raw -135566.981087 + Penalty 2515.998417 = -133050.982671 nChanged 215 SP:Iteration 2F (2018.400669 sec): 3 clusters Score: Raw -135738.949347 + Penalty 2515.998417 = -133222.950931 nChanged 146 SP:Iteration 3F (2018.412072 sec): 3 clusters Score: Raw -135847.616114 + Penalty 2515.998417 = -133331.617698 nChanged 99 SP:Iteration 4Q (2018.423498 sec): 3 clusters Score: Raw -135918.829931 + Penalty 2515.998417 = -133402.831514 nChanged 82 SP:Iteration 5Q (2018.434985 sec): 3 clusters Score: Raw -135966.894689 + Penalty 2515.998417 = -133450.896272 nChanged 58 SP:Iteration 6Q (2018.446296 sec): 3 clusters Score: Raw -136004.570835 + Penalty 2515.998417 = -133488.572419 nChanged 67 SP:Iteration 7Q (2018.457701 sec): 3 clusters Score: Raw -136054.274706 + Penalty 2515.998417 = -133538.276290 nChanged 65 SP:Iteration 8Q (2018.469132 sec): 3 clusters Score: Raw -136101.591595 + Penalty 2515.998417 = -133585.593179 nChanged 58 SP:Iteration 9Q (2018.480528 sec): 3 clusters Score: Raw -136142.146541 + Penalty 2515.998417 = -133626.148125 nChanged 53 SP:Iteration 10Q (2018.491893 sec): 3 clusters Score: Raw -136180.740769 + Penalty 2515.998417 = -133664.742352 nChanged 48 SP:Iteration 11Q (2018.503154 sec): 3 clusters Score: Raw -136216.657473 + Penalty 2515.998417 = -133700.659057 nChanged 26 SP:Iteration 12Q (2018.514470 sec): 3 clusters Score: Raw -136233.724828 + Penalty 2515.998417 = -133717.726412 nChanged 24 SP:Iteration 13Q (2018.525760 sec): 3 clusters Score: Raw -136252.085167 + Penalty 2515.998417 = -133736.086751 nChanged 22 SP:Iteration 14Q (2018.537140 sec): 3 clusters Score: Raw -136270.284726 + Penalty 2515.998417 = -133754.286309 nChanged 26 SP:Iteration 15Q (2018.548473 sec): 3 clusters Score: Raw -136287.095057 + Penalty 2515.998417 = -133771.096641 nChanged 18 SP:Iteration 16Q (2018.559729 sec): 3 clusters Score: Raw -136297.253361 + Penalty 2515.998417 = -133781.254945 nChanged 9 SP:Iteration 17Q (2018.571012 sec): 3 clusters Score: Raw -136301.593768 + Penalty 2515.998417 = -133785.595351 nChanged 6 SP:Iteration 18Q (2018.582234 sec): 3 clusters Score: Raw -136309.133608 + Penalty 2515.998417 = -133793.135191 nChanged 12 SP:Iteration 19Q (2018.593395 sec): 3 clusters Score: Raw -136315.559637 + Penalty 2515.998417 = -133799.561220 nChanged 13 SP:Iteration 20F (2018.604645 sec): 3 clusters Score: Raw -136323.235285 + Penalty 2515.998417 = -133807.236869 nChanged 10 SP:Iteration 21Q (2018.615914 sec): 3 clusters Score: Raw -136329.512037 + Penalty 2515.998417 = -133813.513620 nChanged 14 SP:Iteration 22Q (2018.627240 sec): 3 clusters Score: Raw -136337.945444 + Penalty 2515.998417 = -133821.947027 nChanged 12 SP:Iteration 23Q (2018.638365 sec): 3 clusters Score: Raw -136346.454549 + Penalty 2515.998417 = -133830.456133 nChanged 14 SP:Iteration 24Q (2018.649544 sec): 3 clusters Score: Raw -136357.337973 + Penalty 2515.998417 = -133841.339556 nChanged 9 SP:Iteration 25Q (2018.660752 sec): 3 clusters Score: Raw -136362.765480 + Penalty 2515.998417 = -133846.767063 nChanged 6 SP:Iteration 26Q (2018.671965 sec): 3 clusters Score: Raw -136367.369705 + Penalty 2515.998417 = -133851.371288 nChanged 7 SP:Iteration 27Q (2018.683153 sec): 3 clusters Score: Raw -136374.852147 + Penalty 2515.998417 = -133858.853730 nChanged 8 SP:Iteration 28Q (2018.694375 sec): 3 clusters Score: Raw -136379.130262 + Penalty 2515.998417 = -133863.131846 nChanged 8 SP:Iteration 29Q (2018.705388 sec): 3 clusters Score: Raw -136383.978428 + Penalty 2515.998417 = -133867.980011 nChanged 5 SP:Iteration 30Q (2018.716396 sec): 3 clusters Score: Raw -136388.077763 + Penalty 2515.998417 = -133872.079346 nChanged 5 SP:Iteration 31Q (2018.727592 sec): 3 clusters Score: Raw -136392.634068 + Penalty 2515.998417 = -133876.635651 nChanged 4 SP:Iteration 32Q (2018.738689 sec): 3 clusters Score: Raw -136396.367577 + Penalty 2515.998417 = -133880.369160 nChanged 4 SP:Iteration 33Q (2018.749789 sec): 3 clusters Score: Raw -136400.546351 + Penalty 2515.998417 = -133884.547935 nChanged 6 SP:Iteration 34Q (2018.760883 sec): 3 clusters Score: Raw -136404.968445 + Penalty 2515.998417 = -133888.970028 nChanged 5 SP:Iteration 35Q (2018.771941 sec): 3 clusters Score: Raw -136409.046397 + Penalty 2515.998417 = -133893.047981 nChanged 8 SP:Iteration 36Q (2018.783090 sec): 3 clusters Score: Raw -136414.273094 + Penalty 2515.998417 = -133898.274678 nChanged 5 SP:Iteration 37Q (2018.794173 sec): 3 clusters Score: Raw -136418.316674 + Penalty 2515.998417 = -133902.318258 nChanged 4 SP:Iteration 38Q (2018.805210 sec): 3 clusters Score: Raw -136423.655265 + Penalty 2515.998417 = -133907.656849 nChanged 3 SP:Iteration 39Q (2018.816323 sec): 3 clusters Score: Raw -136425.750132 + Penalty 2515.998417 = -133909.751715 nChanged 1 SP:Iteration 40F (2018.827573 sec): 3 clusters Score: Raw -136426.463204 + Penalty 2515.998417 = -133910.464787 nChanged 1 SP:Iteration 41Q (2018.838491 sec): 3 clusters Score: Raw -136427.090609 + Penalty 2515.998417 = -133911.092192 nChanged 2 SP:Iteration 42Q (2018.849532 sec): 3 clusters Score: Raw -136427.831359 + Penalty 2515.998417 = -133911.832943 nChanged 2 SP:Iteration 43Q (2018.860607 sec): 3 clusters Score: Raw -136428.729296 + Penalty 2515.998417 = -133912.730880 nChanged 1 SP:Iteration 44Q (2018.871648 sec): 3 clusters Score: Raw -136429.781993 + Penalty 2515.998417 = -133913.783577 nChanged 2 SP:Iteration 45Q (2018.882591 sec): 3 clusters Score: Raw -136430.939935 + Penalty 2515.998417 = -133914.941519 nChanged 1 SP:Iteration 46Q (2018.893637 sec): 3 clusters Score: Raw -136431.480548 + Penalty 2515.998417 = -133915.482131 nChanged 2 SP:Iteration 47Q (2018.904692 sec): 3 clusters Score: Raw -136433.732346 + Penalty 2515.998417 = -133917.733929 nChanged 1 SP:Iteration 48Q (2018.915651 sec): 3 clusters Score: Raw -136434.554169 + Penalty 2515.998417 = -133918.555753 nChanged 3 SP:Iteration 49Q (2018.926562 sec): 3 clusters Score: Raw -136437.856992 + Penalty 2515.998417 = -133921.858575 nChanged 3 SP:Iteration 50Q (2018.937539 sec): 3 clusters Score: Raw -136440.012039 + Penalty 2515.998417 = -133924.013622 nChanged 1 SP:Iteration 51Q (2018.948586 sec): 3 clusters Score: Raw -136440.947728 + Penalty 2515.998417 = -133924.949311 nChanged 2 SP:Iteration 52Q (2018.959592 sec): 3 clusters Score: Raw -136441.628713 + Penalty 2515.998417 = -133925.630296 nChanged 0 SP:Iteration 53F (2018.970950 sec): 3 clusters Score: Raw -136441.628713 + Penalty 2515.998417 = -133925.630296 nChanged 0 Trying to split cluster 4 (67031 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2019.065379 sec): 2 clusters Score: Raw -4520318.834484 + Penalty 1805.847953 = -4518512.986532 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2019.177550 sec): 3 clusters Score: Raw -4477389.691156 + Penalty 3611.695905 = -4473777.995251 nChanged 31838 SP:Iteration 1F (2019.286703 sec): 3 clusters Score: Raw -4496075.884476 + Penalty 3611.695905 = -4492464.188571 nChanged 3026 SP:Iteration 2Q (2019.402815 sec): 3 clusters Score: Raw -4497189.318010 + Penalty 3611.695905 = -4493577.622105 nChanged 3318 SP:Iteration 3Q (2019.519016 sec): 3 clusters Score: Raw -4498637.737694 + Penalty 3611.695905 = -4495026.041789 nChanged 3847 SP:Iteration 4F (2019.628090 sec): 3 clusters Score: Raw -4500727.209316 + Penalty 3611.695905 = -4497115.513411 nChanged 4462 SP:Iteration 5F (2019.737213 sec): 3 clusters Score: Raw -4503503.852071 + Penalty 3611.695905 = -4499892.156166 nChanged 4647 SP:Iteration 6F (2019.846309 sec): 3 clusters Score: Raw -4506670.013240 + Penalty 3611.695905 = -4503058.317335 nChanged 4323 SP:Iteration 7F (2019.955225 sec): 3 clusters Score: Raw -4509655.951659 + Penalty 3611.695905 = -4506044.255754 nChanged 3663 SP:Iteration 8F (2020.063885 sec): 3 clusters Score: Raw -4512148.302392 + Penalty 3611.695905 = -4508536.606487 nChanged 2887 SP:Iteration 9Q (2020.178297 sec): 3 clusters Score: Raw -4513872.019027 + Penalty 3611.695905 = -4510260.323121 nChanged 2145 SP:Iteration 10Q (2020.290674 sec): 3 clusters Score: Raw -4514976.438227 + Penalty 3611.695905 = -4511364.742322 nChanged 1572 SP:Iteration 11Q (2020.401060 sec): 3 clusters Score: Raw -4515690.795622 + Penalty 3611.695905 = -4512079.099717 nChanged 1246 SP:Iteration 12Q (2020.509569 sec): 3 clusters Score: Raw -4516228.875699 + Penalty 3611.695905 = -4512617.179794 nChanged 1094 SP:Iteration 13Q (2020.616610 sec): 3 clusters Score: Raw -4516662.985613 + Penalty 3611.695905 = -4513051.289707 nChanged 1012 SP:Iteration 14Q (2020.722123 sec): 3 clusters Score: Raw -4517048.641237 + Penalty 3611.695905 = -4513436.945332 nChanged 962 SP:Iteration 15Q (2020.826616 sec): 3 clusters Score: Raw -4517407.025547 + Penalty 3611.695905 = -4513795.329642 nChanged 841 SP:Iteration 16Q (2020.929931 sec): 3 clusters Score: Raw -4517735.936378 + Penalty 3611.695905 = -4514124.240473 nChanged 809 SP:Iteration 17Q (2021.032466 sec): 3 clusters Score: Raw -4518061.874609 + Penalty 3611.695905 = -4514450.178704 nChanged 757 SP:Iteration 18Q (2021.146329 sec): 3 clusters Score: Raw -4518376.501725 + Penalty 3611.695905 = -4514764.805819 nChanged 691 SP:Iteration 19Q (2021.262490 sec): 3 clusters Score: Raw -4518684.220513 + Penalty 3611.695905 = -4515072.524608 nChanged 643 SP:Iteration 20F (2021.372382 sec): 3 clusters Score: Raw -4518997.092410 + Penalty 3611.695905 = -4515385.396504 nChanged 605 SP:Iteration 21Q (2021.471205 sec): 3 clusters Score: Raw -4519263.241423 + Penalty 3611.695905 = -4515651.545517 nChanged 532 SP:Iteration 22Q (2021.568911 sec): 3 clusters Score: Raw -4519496.233257 + Penalty 3611.695905 = -4515884.537351 nChanged 486 SP:Iteration 23Q (2021.665929 sec): 3 clusters Score: Raw -4519709.905237 + Penalty 3611.695905 = -4516098.209332 nChanged 445 SP:Iteration 24Q (2021.762726 sec): 3 clusters Score: Raw -4519916.028457 + Penalty 3611.695905 = -4516304.332552 nChanged 425 SP:Iteration 25Q (2021.858681 sec): 3 clusters Score: Raw -4520117.132313 + Penalty 3611.695905 = -4516505.436407 nChanged 400 SP:Iteration 26Q (2021.953705 sec): 3 clusters Score: Raw -4520293.863407 + Penalty 3611.695905 = -4516682.167502 nChanged 331 SP:Iteration 27Q (2022.048279 sec): 3 clusters Score: Raw -4520440.965955 + Penalty 3611.695905 = -4516829.270049 nChanged 313 SP:Iteration 28Q (2022.142313 sec): 3 clusters Score: Raw -4520579.220427 + Penalty 3611.695905 = -4516967.524522 nChanged 276 SP:Iteration 29Q (2022.236346 sec): 3 clusters Score: Raw -4520682.555560 + Penalty 3611.695905 = -4517070.859654 nChanged 246 SP:Iteration 30Q (2022.329920 sec): 3 clusters Score: Raw -4520764.877684 + Penalty 3611.695905 = -4517153.181778 nChanged 210 SP:Iteration 31Q (2022.423216 sec): 3 clusters Score: Raw -4520821.464584 + Penalty 3611.695905 = -4517209.768679 nChanged 165 SP:Iteration 32Q (2022.516229 sec): 3 clusters Score: Raw -4520864.359950 + Penalty 3611.695905 = -4517252.664045 nChanged 143 SP:Iteration 33Q (2022.609058 sec): 3 clusters Score: Raw -4520899.818720 + Penalty 3611.695905 = -4517288.122814 nChanged 123 SP:Iteration 34Q (2022.701817 sec): 3 clusters Score: Raw -4520927.624360 + Penalty 3611.695905 = -4517315.928454 nChanged 109 SP:Iteration 35Q (2022.794395 sec): 3 clusters Score: Raw -4520948.102566 + Penalty 3611.695905 = -4517336.406660 nChanged 86 SP:Iteration 36Q (2022.886831 sec): 3 clusters Score: Raw -4520963.186539 + Penalty 3611.695905 = -4517351.490634 nChanged 68 SP:Iteration 37Q (2022.979223 sec): 3 clusters Score: Raw -4520973.914030 + Penalty 3611.695905 = -4517362.218124 nChanged 71 SP:Iteration 38Q (2023.071504 sec): 3 clusters Score: Raw -4520987.625000 + Penalty 3611.695905 = -4517375.929095 nChanged 67 SP:Iteration 39Q (2023.163712 sec): 3 clusters Score: Raw -4520997.143474 + Penalty 3611.695905 = -4517385.447569 nChanged 55 SP:Iteration 40F (2023.272293 sec): 3 clusters Score: Raw -4521005.045572 + Penalty 3611.695905 = -4517393.349667 nChanged 60 SP:Iteration 41Q (2023.364541 sec): 3 clusters Score: Raw -4521012.498884 + Penalty 3611.695905 = -4517400.802979 nChanged 49 SP:Iteration 42Q (2023.456719 sec): 3 clusters Score: Raw -4521019.122154 + Penalty 3611.695905 = -4517407.426249 nChanged 40 SP:Iteration 43Q (2023.548807 sec): 3 clusters Score: Raw -4521023.631857 + Penalty 3611.695905 = -4517411.935951 nChanged 33 SP:Iteration 44Q (2023.640905 sec): 3 clusters Score: Raw -4521027.080183 + Penalty 3611.695905 = -4517415.384278 nChanged 26 SP:Iteration 45Q (2023.732978 sec): 3 clusters Score: Raw -4521029.167129 + Penalty 3611.695905 = -4517417.471224 nChanged 25 SP:Iteration 46Q (2023.825009 sec): 3 clusters Score: Raw -4521031.306350 + Penalty 3611.695905 = -4517419.610445 nChanged 17 SP:Iteration 47Q (2023.917070 sec): 3 clusters Score: Raw -4521032.455884 + Penalty 3611.695905 = -4517420.759979 nChanged 17 SP:Iteration 48Q (2024.009205 sec): 3 clusters Score: Raw -4521033.873992 + Penalty 3611.695905 = -4517422.178087 nChanged 14 SP:Iteration 49Q (2024.101346 sec): 3 clusters Score: Raw -4521035.059463 + Penalty 3611.695905 = -4517423.363557 nChanged 13 SP:Iteration 50Q (2024.193351 sec): 3 clusters Score: Raw -4521036.232796 + Penalty 3611.695905 = -4517424.536890 nChanged 11 SP:Iteration 51Q (2024.285336 sec): 3 clusters Score: Raw -4521036.922333 + Penalty 3611.695905 = -4517425.226428 nChanged 11 SP:Iteration 52Q (2024.377269 sec): 3 clusters Score: Raw -4521037.902069 + Penalty 3611.695905 = -4517426.206163 nChanged 12 SP:Iteration 53Q (2024.470126 sec): 3 clusters Score: Raw -4521038.842849 + Penalty 3611.695905 = -4517427.146943 nChanged 12 SP:Iteration 54Q (2024.562561 sec): 3 clusters Score: Raw -4521040.080061 + Penalty 3611.695905 = -4517428.384155 nChanged 5 SP:Iteration 55Q (2024.654510 sec): 3 clusters Score: Raw -4521040.722293 + Penalty 3611.695905 = -4517429.026387 nChanged 15 SP:Iteration 56Q (2024.746409 sec): 3 clusters Score: Raw -4521042.452372 + Penalty 3611.695905 = -4517430.756466 nChanged 17 SP:Iteration 57Q (2024.838251 sec): 3 clusters Score: Raw -4521044.063568 + Penalty 3611.695905 = -4517432.367663 nChanged 15 SP:Iteration 58Q (2024.930138 sec): 3 clusters Score: Raw -4521045.256527 + Penalty 3611.695905 = -4517433.560622 nChanged 13 SP:Iteration 59Q (2025.021913 sec): 3 clusters Score: Raw -4521046.870916 + Penalty 3611.695905 = -4517435.175011 nChanged 14 SP:Iteration 60F (2025.130554 sec): 3 clusters Score: Raw -4521048.327705 + Penalty 3611.695905 = -4517436.631799 nChanged 19 SP:Iteration 61Q (2025.222379 sec): 3 clusters Score: Raw -4521049.728995 + Penalty 3611.695905 = -4517438.033090 nChanged 15 SP:Iteration 62Q (2025.314183 sec): 3 clusters Score: Raw -4521051.079450 + Penalty 3611.695905 = -4517439.383545 nChanged 15 SP:Iteration 63Q (2025.406082 sec): 3 clusters Score: Raw -4521052.639160 + Penalty 3611.695905 = -4517440.943254 nChanged 18 SP:Iteration 64Q (2025.497901 sec): 3 clusters Score: Raw -4521053.880475 + Penalty 3611.695905 = -4517442.184570 nChanged 9 SP:Iteration 65Q (2025.589706 sec): 3 clusters Score: Raw -4521054.520431 + Penalty 3611.695905 = -4517442.824525 nChanged 8 SP:Iteration 66Q (2025.681558 sec): 3 clusters Score: Raw -4521055.188080 + Penalty 3611.695905 = -4517443.492175 nChanged 7 SP:Iteration 67Q (2025.773319 sec): 3 clusters Score: Raw -4521055.562329 + Penalty 3611.695905 = -4517443.866423 nChanged 5 SP:Iteration 68Q (2025.865099 sec): 3 clusters Score: Raw -4521055.830652 + Penalty 3611.695905 = -4517444.134746 nChanged 4 SP:Iteration 69Q (2025.956793 sec): 3 clusters Score: Raw -4521056.089737 + Penalty 3611.695905 = -4517444.393832 nChanged 3 SP:Iteration 70Q (2026.048437 sec): 3 clusters Score: Raw -4521056.203202 + Penalty 3611.695905 = -4517444.507297 nChanged 3 SP:Iteration 71Q (2026.140027 sec): 3 clusters Score: Raw -4521056.407370 + Penalty 3611.695905 = -4517444.711465 nChanged 1 SP:Iteration 72Q (2026.231899 sec): 3 clusters Score: Raw -4521056.432429 + Penalty 3611.695905 = -4517444.736523 nChanged 0 SP:Iteration 73F (2026.340528 sec): 3 clusters Score: Raw -4521056.432429 + Penalty 3611.695905 = -4517444.736523 nChanged 0 Trying to split cluster 5 (37044 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2026.393332 sec): 2 clusters Score: Raw -2561345.049210 + Penalty 1709.477522 = -2559635.571688 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2026.464381 sec): 3 clusters Score: Raw -2538240.727931 + Penalty 3418.955044 = -2534821.772886 nChanged 17165 SP:Iteration 1F (2026.531877 sec): 3 clusters Score: Raw -2548162.924317 + Penalty 3418.955044 = -2544743.969273 nChanged 2051 SP:Iteration 2F (2026.599426 sec): 3 clusters Score: Raw -2549117.732124 + Penalty 3418.955044 = -2545698.777080 nChanged 2296 SP:Iteration 3F (2026.666784 sec): 3 clusters Score: Raw -2550483.617477 + Penalty 3418.955044 = -2547064.662433 nChanged 2667 SP:Iteration 4F (2026.734038 sec): 3 clusters Score: Raw -2552366.897267 + Penalty 3418.955044 = -2548947.942223 nChanged 2792 SP:Iteration 5F (2026.801196 sec): 3 clusters Score: Raw -2554472.946425 + Penalty 3418.955044 = -2551053.991381 nChanged 2512 SP:Iteration 6F (2026.868837 sec): 3 clusters Score: Raw -2556377.074046 + Penalty 3418.955044 = -2552958.119002 nChanged 2036 SP:Iteration 7F (2026.936267 sec): 3 clusters Score: Raw -2557930.598765 + Penalty 3418.955044 = -2554511.643721 nChanged 1484 SP:Iteration 8Q (2027.006064 sec): 3 clusters Score: Raw -2559013.564865 + Penalty 3418.955044 = -2555594.609821 nChanged 1055 SP:Iteration 9Q (2027.072925 sec): 3 clusters Score: Raw -2559730.830128 + Penalty 3418.955044 = -2556311.875083 nChanged 775 SP:Iteration 10Q (2027.138026 sec): 3 clusters Score: Raw -2560229.614335 + Penalty 3418.955044 = -2556810.659291 nChanged 590 SP:Iteration 11Q (2027.201757 sec): 3 clusters Score: Raw -2560661.899490 + Penalty 3418.955044 = -2557242.944445 nChanged 445 SP:Iteration 12Q (2027.263278 sec): 3 clusters Score: Raw -2561052.150157 + Penalty 3418.955044 = -2557633.195113 nChanged 337 SP:Iteration 13Q (2027.322952 sec): 3 clusters Score: Raw -2561388.508501 + Penalty 3418.955044 = -2557969.553457 nChanged 263 SP:Iteration 14Q (2027.380121 sec): 3 clusters Score: Raw -2561635.187230 + Penalty 3418.955044 = -2558216.232186 nChanged 206 SP:Iteration 15Q (2027.436148 sec): 3 clusters Score: Raw -2561785.837935 + Penalty 3418.955044 = -2558366.882891 nChanged 155 SP:Iteration 16Q (2027.491456 sec): 3 clusters Score: Raw -2561881.968149 + Penalty 3418.955044 = -2558463.013105 nChanged 138 SP:Iteration 17Q (2027.546520 sec): 3 clusters Score: Raw -2561958.647975 + Penalty 3418.955044 = -2558539.692931 nChanged 87 SP:Iteration 18Q (2027.634125 sec): 3 clusters Score: Raw -2561999.495609 + Penalty 3418.955044 = -2558580.540565 nChanged 79 SP:Iteration 19Q (2027.690166 sec): 3 clusters Score: Raw -2562029.981047 + Penalty 3418.955044 = -2558611.026003 nChanged 53 SP:Iteration 20F (2027.758420 sec): 3 clusters Score: Raw -2562044.813100 + Penalty 3418.955044 = -2558625.858056 nChanged 26 SP:Iteration 21Q (2027.811920 sec): 3 clusters Score: Raw -2562053.916741 + Penalty 3418.955044 = -2558634.961697 nChanged 31 SP:Iteration 22Q (2027.866163 sec): 3 clusters Score: Raw -2562064.223813 + Penalty 3418.955044 = -2558645.268768 nChanged 26 SP:Iteration 23Q (2027.920640 sec): 3 clusters Score: Raw -2562070.808265 + Penalty 3418.955044 = -2558651.853221 nChanged 20 SP:Iteration 24Q (2027.975300 sec): 3 clusters Score: Raw -2562076.805395 + Penalty 3418.955044 = -2558657.850351 nChanged 27 SP:Iteration 25Q (2028.030203 sec): 3 clusters Score: Raw -2562083.792736 + Penalty 3418.955044 = -2558664.837692 nChanged 17 SP:Iteration 26Q (2028.084112 sec): 3 clusters Score: Raw -2562088.984295 + Penalty 3418.955044 = -2558670.029250 nChanged 16 SP:Iteration 27Q (2028.138215 sec): 3 clusters Score: Raw -2562093.021481 + Penalty 3418.955044 = -2558674.066436 nChanged 13 SP:Iteration 28Q (2028.192284 sec): 3 clusters Score: Raw -2562096.333931 + Penalty 3418.955044 = -2558677.378886 nChanged 11 SP:Iteration 29Q (2028.246520 sec): 3 clusters Score: Raw -2562098.668408 + Penalty 3418.955044 = -2558679.713364 nChanged 11 SP:Iteration 30Q (2028.300594 sec): 3 clusters Score: Raw -2562101.185408 + Penalty 3418.955044 = -2558682.230364 nChanged 12 SP:Iteration 31Q (2028.354412 sec): 3 clusters Score: Raw -2562104.039308 + Penalty 3418.955044 = -2558685.084263 nChanged 14 SP:Iteration 32Q (2028.408474 sec): 3 clusters Score: Raw -2562107.615865 + Penalty 3418.955044 = -2558688.660821 nChanged 11 SP:Iteration 33Q (2028.462602 sec): 3 clusters Score: Raw -2562110.699954 + Penalty 3418.955044 = -2558691.744910 nChanged 9 SP:Iteration 34Q (2028.516744 sec): 3 clusters Score: Raw -2562112.153221 + Penalty 3418.955044 = -2558693.198177 nChanged 3 SP:Iteration 35Q (2028.570468 sec): 3 clusters Score: Raw -2562112.553614 + Penalty 3418.955044 = -2558693.598569 nChanged 1 SP:Iteration 36Q (2028.624412 sec): 3 clusters Score: Raw -2562112.822558 + Penalty 3418.955044 = -2558693.867514 nChanged 3 SP:Iteration 37Q (2028.678435 sec): 3 clusters Score: Raw -2562113.254666 + Penalty 3418.955044 = -2558694.299621 nChanged 2 SP:Iteration 38Q (2028.732523 sec): 3 clusters Score: Raw -2562113.632285 + Penalty 3418.955044 = -2558694.677241 nChanged 4 SP:Iteration 39Q (2028.786345 sec): 3 clusters Score: Raw -2562114.293194 + Penalty 3418.955044 = -2558695.338150 nChanged 2 SP:Iteration 40F (2028.854820 sec): 3 clusters Score: Raw -2562114.463750 + Penalty 3418.955044 = -2558695.508706 nChanged 2 SP:Iteration 41Q (2028.907855 sec): 3 clusters Score: Raw -2562114.889491 + Penalty 3418.955044 = -2558695.934447 nChanged 2 SP:Iteration 42Q (2028.961802 sec): 3 clusters Score: Raw -2562115.207494 + Penalty 3418.955044 = -2558696.252450 nChanged 2 SP:Iteration 43Q (2029.015841 sec): 3 clusters Score: Raw -2562115.599768 + Penalty 3418.955044 = -2558696.644724 nChanged 0 SP:Iteration 44F (2029.084228 sec): 3 clusters Score: Raw -2562115.599768 + Penalty 3418.955044 = -2558696.644724 nChanged 0 Trying to split cluster 6 (1425 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2029.094057 sec): 2 clusters Score: Raw -90769.699398 + Penalty 1180.063153 = -89589.636245 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2029.102016 sec): 3 clusters Score: Raw -90233.180028 + Penalty 2360.126305 = -87873.053723 nChanged 496 SP:Iteration 1F (2029.109522 sec): 3 clusters Score: Raw -90632.069079 + Penalty 2360.126305 = -88271.942774 nChanged 102 SP:Iteration 2F (2029.116959 sec): 3 clusters Score: Raw -90724.372192 + Penalty 2360.126305 = -88364.245886 nChanged 58 SP:Iteration 3Q (2029.124369 sec): 3 clusters Score: Raw -90778.515070 + Penalty 2360.126305 = -88418.388765 nChanged 38 SP:Iteration 4Q (2029.131776 sec): 3 clusters Score: Raw -90817.016062 + Penalty 2360.126305 = -88456.889757 nChanged 27 SP:Iteration 5Q (2029.139142 sec): 3 clusters Score: Raw -90841.615131 + Penalty 2360.126305 = -88481.488826 nChanged 22 SP:Iteration 6Q (2029.146535 sec): 3 clusters Score: Raw -90867.141322 + Penalty 2360.126305 = -88507.015017 nChanged 20 SP:Iteration 7Q (2029.153913 sec): 3 clusters Score: Raw -90884.222580 + Penalty 2360.126305 = -88524.096275 nChanged 13 SP:Iteration 8Q (2029.161263 sec): 3 clusters Score: Raw -90891.904801 + Penalty 2360.126305 = -88531.778496 nChanged 10 SP:Iteration 9Q (2029.168639 sec): 3 clusters Score: Raw -90898.208030 + Penalty 2360.126305 = -88538.081725 nChanged 11 SP:Iteration 10Q (2029.176008 sec): 3 clusters Score: Raw -90903.464970 + Penalty 2360.126305 = -88543.338665 nChanged 13 SP:Iteration 11Q (2029.183351 sec): 3 clusters Score: Raw -90911.717711 + Penalty 2360.126305 = -88551.591406 nChanged 10 SP:Iteration 12Q (2029.190671 sec): 3 clusters Score: Raw -90916.864925 + Penalty 2360.126305 = -88556.738620 nChanged 7 SP:Iteration 13Q (2029.198022 sec): 3 clusters Score: Raw -90920.664833 + Penalty 2360.126305 = -88560.538528 nChanged 7 SP:Iteration 14Q (2029.205386 sec): 3 clusters Score: Raw -90925.852086 + Penalty 2360.126305 = -88565.725780 nChanged 9 SP:Iteration 15Q (2029.212649 sec): 3 clusters Score: Raw -90933.196205 + Penalty 2360.126305 = -88573.069900 nChanged 7 SP:Iteration 16Q (2029.219990 sec): 3 clusters Score: Raw -90937.052968 + Penalty 2360.126305 = -88576.926662 nChanged 9 SP:Iteration 17Q (2029.227332 sec): 3 clusters Score: Raw -90942.236841 + Penalty 2360.126305 = -88582.110536 nChanged 10 SP:Iteration 18Q (2029.234715 sec): 3 clusters Score: Raw -90950.132651 + Penalty 2360.126305 = -88590.006345 nChanged 14 SP:Iteration 19Q (2029.242043 sec): 3 clusters Score: Raw -90957.623976 + Penalty 2360.126305 = -88597.497670 nChanged 11 SP:Iteration 20F (2029.249427 sec): 3 clusters Score: Raw -90965.005580 + Penalty 2360.126305 = -88604.879275 nChanged 9 SP:Iteration 21Q (2029.256687 sec): 3 clusters Score: Raw -90971.129241 + Penalty 2360.126305 = -88611.002936 nChanged 10 SP:Iteration 22Q (2029.264057 sec): 3 clusters Score: Raw -90981.343533 + Penalty 2360.126305 = -88621.217228 nChanged 14 SP:Iteration 23Q (2029.271380 sec): 3 clusters Score: Raw -90991.624861 + Penalty 2360.126305 = -88631.498556 nChanged 14 SP:Iteration 24Q (2029.278697 sec): 3 clusters Score: Raw -91000.913490 + Penalty 2360.126305 = -88640.787185 nChanged 9 SP:Iteration 25Q (2029.285950 sec): 3 clusters Score: Raw -91006.012072 + Penalty 2360.126305 = -88645.885767 nChanged 9 SP:Iteration 26Q (2029.293267 sec): 3 clusters Score: Raw -91011.330693 + Penalty 2360.126305 = -88651.204387 nChanged 3 SP:Iteration 27Q (2029.300667 sec): 3 clusters Score: Raw -91012.943785 + Penalty 2360.126305 = -88652.817480 nChanged 3 SP:Iteration 28Q (2029.308785 sec): 3 clusters Score: Raw -91014.917173 + Penalty 2360.126305 = -88654.790868 nChanged 1 SP:Iteration 29Q (2029.316064 sec): 3 clusters Score: Raw -91015.923425 + Penalty 2360.126305 = -88655.797120 nChanged 0 SP:Iteration 30F (2029.323373 sec): 3 clusters Score: Raw -91015.923425 + Penalty 2360.126305 = -88655.797120 nChanged 0 Trying to split cluster 7 (28875 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2029.368591 sec): 2 clusters Score: Raw -1847527.254472 + Penalty 1668.993860 = -1845858.260612 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2029.427078 sec): 3 clusters Score: Raw -1829770.782291 + Penalty 3337.987721 = -1826432.794570 nChanged 13201 SP:Iteration 1F (2029.482577 sec): 3 clusters Score: Raw -1837157.884093 + Penalty 3337.987721 = -1833819.896372 nChanged 1421 SP:Iteration 2Q (2029.540272 sec): 3 clusters Score: Raw -1837665.496081 + Penalty 3337.987721 = -1834327.508360 nChanged 1436 SP:Iteration 3Q (2029.597214 sec): 3 clusters Score: Raw -1838271.012790 + Penalty 3337.987721 = -1834933.025070 nChanged 1606 SP:Iteration 4F (2029.651466 sec): 3 clusters Score: Raw -1839089.514480 + Penalty 3337.987721 = -1835751.526759 nChanged 1800 SP:Iteration 5F (2029.706630 sec): 3 clusters Score: Raw -1840188.196440 + Penalty 3337.987721 = -1836850.208719 nChanged 1978 SP:Iteration 6F (2029.761858 sec): 3 clusters Score: Raw -1841660.648938 + Penalty 3337.987721 = -1838322.661218 nChanged 1967 SP:Iteration 7F (2029.817014 sec): 3 clusters Score: Raw -1843281.434048 + Penalty 3337.987721 = -1839943.446327 nChanged 1669 SP:Iteration 8F (2029.872285 sec): 3 clusters Score: Raw -1844699.711426 + Penalty 3337.987721 = -1841361.723706 nChanged 1253 SP:Iteration 9Q (2029.928020 sec): 3 clusters Score: Raw -1845544.828739 + Penalty 3337.987721 = -1842206.841018 nChanged 833 SP:Iteration 10Q (2029.982086 sec): 3 clusters Score: Raw -1846012.901469 + Penalty 3337.987721 = -1842674.913749 nChanged 586 SP:Iteration 11Q (2030.035045 sec): 3 clusters Score: Raw -1846335.992206 + Penalty 3337.987721 = -1842998.004485 nChanged 472 SP:Iteration 12Q (2030.087484 sec): 3 clusters Score: Raw -1846605.761348 + Penalty 3337.987721 = -1843267.773628 nChanged 462 SP:Iteration 13Q (2030.139072 sec): 3 clusters Score: Raw -1846861.227530 + Penalty 3337.987721 = -1843523.239809 nChanged 403 SP:Iteration 14Q (2030.190073 sec): 3 clusters Score: Raw -1847092.997494 + Penalty 3337.987721 = -1843755.009773 nChanged 370 SP:Iteration 15Q (2030.240498 sec): 3 clusters Score: Raw -1847322.397369 + Penalty 3337.987721 = -1843984.409649 nChanged 342 SP:Iteration 16Q (2030.290433 sec): 3 clusters Score: Raw -1847535.826716 + Penalty 3337.987721 = -1844197.838995 nChanged 280 SP:Iteration 17Q (2030.339651 sec): 3 clusters Score: Raw -1847691.022232 + Penalty 3337.987721 = -1844353.034511 nChanged 238 SP:Iteration 18Q (2030.388352 sec): 3 clusters Score: Raw -1847795.597880 + Penalty 3337.987721 = -1844457.610160 nChanged 182 SP:Iteration 19Q (2030.436715 sec): 3 clusters Score: Raw -1847874.350932 + Penalty 3337.987721 = -1844536.363212 nChanged 169 SP:Iteration 20F (2030.491677 sec): 3 clusters Score: Raw -1847933.733598 + Penalty 3337.987721 = -1844595.745878 nChanged 146 SP:Iteration 21Q (2030.539974 sec): 3 clusters Score: Raw -1847975.136437 + Penalty 3337.987721 = -1844637.148716 nChanged 108 SP:Iteration 22Q (2030.587637 sec): 3 clusters Score: Raw -1848005.307742 + Penalty 3337.987721 = -1844667.320021 nChanged 92 SP:Iteration 23Q (2030.635312 sec): 3 clusters Score: Raw -1848032.675870 + Penalty 3337.987721 = -1844694.688150 nChanged 82 SP:Iteration 24Q (2030.682805 sec): 3 clusters Score: Raw -1848051.304474 + Penalty 3337.987721 = -1844713.316754 nChanged 74 SP:Iteration 25Q (2030.730157 sec): 3 clusters Score: Raw -1848063.415080 + Penalty 3337.987721 = -1844725.427360 nChanged 58 SP:Iteration 26Q (2030.777313 sec): 3 clusters Score: Raw -1848073.977926 + Penalty 3337.987721 = -1844735.990205 nChanged 56 SP:Iteration 27Q (2030.824538 sec): 3 clusters Score: Raw -1848083.667002 + Penalty 3337.987721 = -1844745.679282 nChanged 48 SP:Iteration 28Q (2030.871731 sec): 3 clusters Score: Raw -1848090.776297 + Penalty 3337.987721 = -1844752.788576 nChanged 37 SP:Iteration 29Q (2030.918913 sec): 3 clusters Score: Raw -1848096.646334 + Penalty 3337.987721 = -1844758.658614 nChanged 30 SP:Iteration 30Q (2030.965883 sec): 3 clusters Score: Raw -1848100.040753 + Penalty 3337.987721 = -1844762.053032 nChanged 25 SP:Iteration 31Q (2031.012978 sec): 3 clusters Score: Raw -1848102.784981 + Penalty 3337.987721 = -1844764.797260 nChanged 25 SP:Iteration 32Q (2031.059841 sec): 3 clusters Score: Raw -1848106.114103 + Penalty 3337.987721 = -1844768.126383 nChanged 17 SP:Iteration 33Q (2031.106768 sec): 3 clusters Score: Raw -1848108.004225 + Penalty 3337.987721 = -1844770.016504 nChanged 17 SP:Iteration 34Q (2031.153504 sec): 3 clusters Score: Raw -1848109.370207 + Penalty 3337.987721 = -1844771.382486 nChanged 9 SP:Iteration 35Q (2031.200497 sec): 3 clusters Score: Raw -1848110.135114 + Penalty 3337.987721 = -1844772.147393 nChanged 12 SP:Iteration 36Q (2031.247514 sec): 3 clusters Score: Raw -1848111.536814 + Penalty 3337.987721 = -1844773.549093 nChanged 13 SP:Iteration 37Q (2031.294336 sec): 3 clusters Score: Raw -1848112.339040 + Penalty 3337.987721 = -1844774.351319 nChanged 4 SP:Iteration 38Q (2031.341178 sec): 3 clusters Score: Raw -1848112.555953 + Penalty 3337.987721 = -1844774.568232 nChanged 3 SP:Iteration 39Q (2031.387967 sec): 3 clusters Score: Raw -1848112.881996 + Penalty 3337.987721 = -1844774.894275 nChanged 3 SP:Iteration 40F (2031.442926 sec): 3 clusters Score: Raw -1848113.078198 + Penalty 3337.987721 = -1844775.090478 nChanged 4 SP:Iteration 41Q (2031.490227 sec): 3 clusters Score: Raw -1848113.299400 + Penalty 3337.987721 = -1844775.311679 nChanged 4 SP:Iteration 42Q (2031.537339 sec): 3 clusters Score: Raw -1848113.504120 + Penalty 3337.987721 = -1844775.516400 nChanged 3 SP:Iteration 43Q (2031.584671 sec): 3 clusters Score: Raw -1848113.751365 + Penalty 3337.987721 = -1844775.763644 nChanged 1 SP:Iteration 44Q (2031.631652 sec): 3 clusters Score: Raw -1848113.832623 + Penalty 3337.987721 = -1844775.844903 nChanged 3 SP:Iteration 45Q (2031.678667 sec): 3 clusters Score: Raw -1848114.083304 + Penalty 3337.987721 = -1844776.095583 nChanged 3 SP:Iteration 46Q (2031.725666 sec): 3 clusters Score: Raw -1848114.379005 + Penalty 3337.987721 = -1844776.391285 nChanged 7 SP:Iteration 47Q (2031.772749 sec): 3 clusters Score: Raw -1848114.739879 + Penalty 3337.987721 = -1844776.752158 nChanged 6 SP:Iteration 48Q (2031.819746 sec): 3 clusters Score: Raw -1848115.312373 + Penalty 3337.987721 = -1844777.324653 nChanged 4 SP:Iteration 49Q (2031.866726 sec): 3 clusters Score: Raw -1848115.646660 + Penalty 3337.987721 = -1844777.658940 nChanged 8 SP:Iteration 50Q (2031.913801 sec): 3 clusters Score: Raw -1848116.480683 + Penalty 3337.987721 = -1844778.492963 nChanged 7 SP:Iteration 51Q (2031.961172 sec): 3 clusters Score: Raw -1848116.976067 + Penalty 3337.987721 = -1844778.988347 nChanged 8 SP:Iteration 52Q (2032.008614 sec): 3 clusters Score: Raw -1848117.316727 + Penalty 3337.987721 = -1844779.329006 nChanged 2 SP:Iteration 53Q (2032.055654 sec): 3 clusters Score: Raw -1848117.505250 + Penalty 3337.987721 = -1844779.517529 nChanged 6 SP:Iteration 54Q (2032.102509 sec): 3 clusters Score: Raw -1848117.890259 + Penalty 3337.987721 = -1844779.902539 nChanged 4 SP:Iteration 55Q (2032.149378 sec): 3 clusters Score: Raw -1848118.182440 + Penalty 3337.987721 = -1844780.194720 nChanged 3 SP:Iteration 56Q (2032.196315 sec): 3 clusters Score: Raw -1848118.364284 + Penalty 3337.987721 = -1844780.376564 nChanged 1 SP:Iteration 57Q (2032.243197 sec): 3 clusters Score: Raw -1848118.555696 + Penalty 3337.987721 = -1844780.567976 nChanged 1 SP:Iteration 58Q (2032.290069 sec): 3 clusters Score: Raw -1848118.730787 + Penalty 3337.987721 = -1844780.743067 nChanged 3 SP:Iteration 59Q (2032.337010 sec): 3 clusters Score: Raw -1848118.934937 + Penalty 3337.987721 = -1844780.947217 nChanged 3 SP:Iteration 60F (2032.391901 sec): 3 clusters Score: Raw -1848119.433312 + Penalty 3337.987721 = -1844781.445591 nChanged 1 SP:Iteration 61Q (2032.439172 sec): 3 clusters Score: Raw -1848119.473612 + Penalty 3337.987721 = -1844781.485892 nChanged 0 SP:Iteration 62F (2032.494132 sec): 3 clusters Score: Raw -1848119.473612 + Penalty 3337.987721 = -1844781.485892 nChanged 0 Trying to split cluster 8 (5563 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2032.510586 sec): 2 clusters Score: Raw -328232.325552 + Penalty 1401.382582 = -326830.942971 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2032.532624 sec): 3 clusters Score: Raw -325351.542939 + Penalty 2802.765163 = -322548.777775 nChanged 2283 SP:Iteration 1F (2032.554267 sec): 3 clusters Score: Raw -326755.289144 + Penalty 2802.765163 = -323952.523981 nChanged 446 SP:Iteration 2F (2032.576018 sec): 3 clusters Score: Raw -327105.062031 + Penalty 2802.765163 = -324302.296868 nChanged 406 SP:Iteration 3F (2032.597748 sec): 3 clusters Score: Raw -327486.065173 + Penalty 2802.765163 = -324683.300010 nChanged 440 SP:Iteration 4F (2032.619323 sec): 3 clusters Score: Raw -327934.421379 + Penalty 2802.765163 = -325131.656215 nChanged 438 SP:Iteration 5F (2032.640991 sec): 3 clusters Score: Raw -328347.267409 + Penalty 2802.765163 = -325544.502246 nChanged 365 SP:Iteration 6F (2032.662723 sec): 3 clusters Score: Raw -328620.684442 + Penalty 2802.765163 = -325817.919279 nChanged 266 SP:Iteration 7Q (2032.684312 sec): 3 clusters Score: Raw -328775.106844 + Penalty 2802.765163 = -325972.341680 nChanged 182 SP:Iteration 8Q (2032.705941 sec): 3 clusters Score: Raw -328860.316707 + Penalty 2802.765163 = -326057.551544 nChanged 130 SP:Iteration 9Q (2032.727385 sec): 3 clusters Score: Raw -328913.153404 + Penalty 2802.765163 = -326110.388241 nChanged 93 SP:Iteration 10Q (2032.785027 sec): 3 clusters Score: Raw -328945.816885 + Penalty 2802.765163 = -326143.051721 nChanged 78 SP:Iteration 11Q (2032.841039 sec): 3 clusters Score: Raw -328978.278816 + Penalty 2802.765163 = -326175.513653 nChanged 77 SP:Iteration 12Q (2032.894875 sec): 3 clusters Score: Raw -329012.861765 + Penalty 2802.765163 = -326210.096602 nChanged 85 SP:Iteration 13Q (2032.949353 sec): 3 clusters Score: Raw -329048.559108 + Penalty 2802.765163 = -326245.793944 nChanged 74 SP:Iteration 14Q (2033.001829 sec): 3 clusters Score: Raw -329075.447941 + Penalty 2802.765163 = -326272.682777 nChanged 54 SP:Iteration 15Q (2033.023154 sec): 3 clusters Score: Raw -329094.680133 + Penalty 2802.765163 = -326291.914969 nChanged 48 SP:Iteration 16Q (2033.054341 sec): 3 clusters Score: Raw -329109.630223 + Penalty 2802.765163 = -326306.865060 nChanged 40 SP:Iteration 17Q (2033.076658 sec): 3 clusters Score: Raw -329121.639996 + Penalty 2802.765163 = -326318.874832 nChanged 31 SP:Iteration 18Q (2033.099830 sec): 3 clusters Score: Raw -329130.428180 + Penalty 2802.765163 = -326327.663017 nChanged 32 SP:Iteration 19Q (2033.121770 sec): 3 clusters Score: Raw -329141.227728 + Penalty 2802.765163 = -326338.462564 nChanged 38 SP:Iteration 20F (2033.143579 sec): 3 clusters Score: Raw -329153.582860 + Penalty 2802.765163 = -326350.817697 nChanged 37 SP:Iteration 21Q (2033.165170 sec): 3 clusters Score: Raw -329165.600274 + Penalty 2802.765163 = -326362.835111 nChanged 27 SP:Iteration 22Q (2033.186744 sec): 3 clusters Score: Raw -329173.638584 + Penalty 2802.765163 = -326370.873421 nChanged 25 SP:Iteration 23Q (2033.208311 sec): 3 clusters Score: Raw -329181.669123 + Penalty 2802.765163 = -326378.903960 nChanged 20 SP:Iteration 24Q (2033.230051 sec): 3 clusters Score: Raw -329186.404517 + Penalty 2802.765163 = -326383.639354 nChanged 13 SP:Iteration 25Q (2033.251654 sec): 3 clusters Score: Raw -329189.107165 + Penalty 2802.765163 = -326386.342001 nChanged 11 SP:Iteration 26Q (2033.273227 sec): 3 clusters Score: Raw -329192.376169 + Penalty 2802.765163 = -326389.611006 nChanged 8 SP:Iteration 27Q (2033.295016 sec): 3 clusters Score: Raw -329194.849047 + Penalty 2802.765163 = -326392.083884 nChanged 11 SP:Iteration 28Q (2033.316906 sec): 3 clusters Score: Raw -329197.570471 + Penalty 2802.765163 = -326394.805308 nChanged 10 SP:Iteration 29Q (2033.338649 sec): 3 clusters Score: Raw -329199.591709 + Penalty 2802.765163 = -326396.826546 nChanged 11 SP:Iteration 30Q (2033.360392 sec): 3 clusters Score: Raw -329201.829149 + Penalty 2802.765163 = -326399.063985 nChanged 6 SP:Iteration 31Q (2033.382044 sec): 3 clusters Score: Raw -329203.093744 + Penalty 2802.765163 = -326400.328581 nChanged 3 SP:Iteration 32Q (2033.403774 sec): 3 clusters Score: Raw -329203.528035 + Penalty 2802.765163 = -326400.762872 nChanged 1 SP:Iteration 33Q (2033.425166 sec): 3 clusters Score: Raw -329203.645331 + Penalty 2802.765163 = -326400.880168 nChanged 1 SP:Iteration 34Q (2033.446949 sec): 3 clusters Score: Raw -329203.932278 + Penalty 2802.765163 = -326401.167114 nChanged 0 SP:Iteration 35F (2033.468530 sec): 3 clusters Score: Raw -329203.932278 + Penalty 2802.765163 = -326401.167114 nChanged 0 Trying to split cluster 9 (2234 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2033.484018 sec): 2 clusters Score: Raw -141765.962300 + Penalty 1253.126709 = -140512.835591 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2033.495883 sec): 3 clusters Score: Raw -140748.839426 + Penalty 2506.253418 = -138242.586008 nChanged 810 SP:Iteration 1F (2033.507052 sec): 3 clusters Score: Raw -141301.836348 + Penalty 2506.253418 = -138795.582930 nChanged 212 SP:Iteration 2F (2033.518184 sec): 3 clusters Score: Raw -141564.644776 + Penalty 2506.253418 = -139058.391358 nChanged 158 SP:Iteration 3F (2033.529324 sec): 3 clusters Score: Raw -141713.273245 + Penalty 2506.253418 = -139207.019827 nChanged 135 SP:Iteration 4F (2033.540456 sec): 3 clusters Score: Raw -141911.001040 + Penalty 2506.253418 = -139404.747622 nChanged 113 SP:Iteration 5F (2033.551458 sec): 3 clusters Score: Raw -142091.119339 + Penalty 2506.253418 = -139584.865920 nChanged 93 SP:Iteration 6Q (2033.562439 sec): 3 clusters Score: Raw -142196.522731 + Penalty 2506.253418 = -139690.269313 nChanged 88 SP:Iteration 7Q (2033.573412 sec): 3 clusters Score: Raw -142274.209607 + Penalty 2506.253418 = -139767.956189 nChanged 60 SP:Iteration 8Q (2033.584337 sec): 3 clusters Score: Raw -142318.293580 + Penalty 2506.253418 = -139812.040161 nChanged 38 SP:Iteration 9Q (2033.595199 sec): 3 clusters Score: Raw -142345.357359 + Penalty 2506.253418 = -139839.103941 nChanged 40 SP:Iteration 10Q (2033.605955 sec): 3 clusters Score: Raw -142369.840762 + Penalty 2506.253418 = -139863.587344 nChanged 21 SP:Iteration 11Q (2033.616707 sec): 3 clusters Score: Raw -142381.966838 + Penalty 2506.253418 = -139875.713420 nChanged 14 SP:Iteration 12Q (2033.627603 sec): 3 clusters Score: Raw -142390.507503 + Penalty 2506.253418 = -139884.254085 nChanged 16 SP:Iteration 13Q (2033.638436 sec): 3 clusters Score: Raw -142403.634326 + Penalty 2506.253418 = -139897.380907 nChanged 12 SP:Iteration 14Q (2033.649289 sec): 3 clusters Score: Raw -142411.300120 + Penalty 2506.253418 = -139905.046701 nChanged 12 SP:Iteration 15Q (2033.660113 sec): 3 clusters Score: Raw -142416.516643 + Penalty 2506.253418 = -139910.263224 nChanged 5 SP:Iteration 16Q (2033.670812 sec): 3 clusters Score: Raw -142418.563880 + Penalty 2506.253418 = -139912.310461 nChanged 3 SP:Iteration 17Q (2033.681656 sec): 3 clusters Score: Raw -142419.858186 + Penalty 2506.253418 = -139913.604768 nChanged 4 SP:Iteration 18Q (2033.692495 sec): 3 clusters Score: Raw -142421.446267 + Penalty 2506.253418 = -139915.192849 nChanged 1 SP:Iteration 19Q (2033.703327 sec): 3 clusters Score: Raw -142422.144553 + Penalty 2506.253418 = -139915.891135 nChanged 1 SP:Iteration 20F (2033.714418 sec): 3 clusters Score: Raw -142422.632668 + Penalty 2506.253418 = -139916.379249 nChanged 3 SP:Iteration 21Q (2033.725153 sec): 3 clusters Score: Raw -142423.712285 + Penalty 2506.253418 = -139917.458867 nChanged 3 SP:Iteration 22Q (2033.735881 sec): 3 clusters Score: Raw -142424.349307 + Penalty 2506.253418 = -139918.095889 nChanged 1 SP:Iteration 23Q (2033.746720 sec): 3 clusters Score: Raw -142424.676463 + Penalty 2506.253418 = -139918.423045 nChanged 1 SP:Iteration 24Q (2033.759447 sec): 3 clusters Score: Raw -142425.104784 + Penalty 2506.253418 = -139918.851366 nChanged 1 SP:Iteration 25Q (2033.770295 sec): 3 clusters Score: Raw -142425.256396 + Penalty 2506.253418 = -139919.002978 nChanged 0 SP:Iteration 26F (2033.781402 sec): 3 clusters Score: Raw -142425.256396 + Penalty 2506.253418 = -139919.002978 nChanged 0 Trying to split cluster 10 (18475 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2033.814802 sec): 2 clusters Score: Raw -1270623.610940 + Penalty 1596.428234 = -1269027.182706 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2033.855558 sec): 3 clusters Score: Raw -1259507.403839 + Penalty 3192.856467 = -1256314.547371 nChanged 8312 SP:Iteration 1F (2033.894558 sec): 3 clusters Score: Raw -1264200.536471 + Penalty 3192.856467 = -1261007.680003 nChanged 1097 SP:Iteration 2F (2033.933636 sec): 3 clusters Score: Raw -1264742.347383 + Penalty 3192.856467 = -1261549.490915 nChanged 1055 SP:Iteration 3F (2033.972743 sec): 3 clusters Score: Raw -1265313.366391 + Penalty 3192.856467 = -1262120.509924 nChanged 1128 SP:Iteration 4F (2034.011765 sec): 3 clusters Score: Raw -1266086.343959 + Penalty 3192.856467 = -1262893.487491 nChanged 1244 SP:Iteration 5F (2034.050870 sec): 3 clusters Score: Raw -1267041.066384 + Penalty 3192.856467 = -1263848.209916 nChanged 1238 SP:Iteration 6F (2034.089898 sec): 3 clusters Score: Raw -1267948.923081 + Penalty 3192.856467 = -1264756.066614 nChanged 1147 SP:Iteration 7F (2034.130609 sec): 3 clusters Score: Raw -1268622.862943 + Penalty 3192.856467 = -1265430.006475 nChanged 869 SP:Iteration 8Q (2034.169695 sec): 3 clusters Score: Raw -1269060.267161 + Penalty 3192.856467 = -1265867.410694 nChanged 665 SP:Iteration 9Q (2034.208604 sec): 3 clusters Score: Raw -1269375.330455 + Penalty 3192.856467 = -1266182.473987 nChanged 536 SP:Iteration 10Q (2034.247630 sec): 3 clusters Score: Raw -1269595.197700 + Penalty 3192.856467 = -1266402.341233 nChanged 412 SP:Iteration 11Q (2034.286439 sec): 3 clusters Score: Raw -1269721.204592 + Penalty 3192.856467 = -1266528.348125 nChanged 298 SP:Iteration 12Q (2034.325187 sec): 3 clusters Score: Raw -1269792.043348 + Penalty 3192.856467 = -1266599.186880 nChanged 217 SP:Iteration 13Q (2034.363829 sec): 3 clusters Score: Raw -1269824.875767 + Penalty 3192.856467 = -1266632.019299 nChanged 137 SP:Iteration 14Q (2034.402637 sec): 3 clusters Score: Raw -1269845.478321 + Penalty 3192.856467 = -1266652.621854 nChanged 140 SP:Iteration 15Q (2034.441515 sec): 3 clusters Score: Raw -1269865.023983 + Penalty 3192.856467 = -1266672.167516 nChanged 127 SP:Iteration 16Q (2034.480224 sec): 3 clusters Score: Raw -1269880.704486 + Penalty 3192.856467 = -1266687.848019 nChanged 100 SP:Iteration 17Q (2034.518908 sec): 3 clusters Score: Raw -1269891.355554 + Penalty 3192.856467 = -1266698.499087 nChanged 84 SP:Iteration 18Q (2034.557588 sec): 3 clusters Score: Raw -1269899.554942 + Penalty 3192.856467 = -1266706.698475 nChanged 54 SP:Iteration 19Q (2034.596287 sec): 3 clusters Score: Raw -1269903.186772 + Penalty 3192.856467 = -1266710.330304 nChanged 34 SP:Iteration 20F (2034.635293 sec): 3 clusters Score: Raw -1269905.511232 + Penalty 3192.856467 = -1266712.654764 nChanged 34 SP:Iteration 21Q (2034.673952 sec): 3 clusters Score: Raw -1269907.783990 + Penalty 3192.856467 = -1266714.927522 nChanged 28 SP:Iteration 22Q (2034.712747 sec): 3 clusters Score: Raw -1269909.615845 + Penalty 3192.856467 = -1266716.759377 nChanged 25 SP:Iteration 23Q (2034.751378 sec): 3 clusters Score: Raw -1269911.380822 + Penalty 3192.856467 = -1266718.524355 nChanged 25 SP:Iteration 24Q (2034.789859 sec): 3 clusters Score: Raw -1269912.778646 + Penalty 3192.856467 = -1266719.922179 nChanged 14 SP:Iteration 25Q (2034.830065 sec): 3 clusters Score: Raw -1269913.590330 + Penalty 3192.856467 = -1266720.733862 nChanged 10 SP:Iteration 26Q (2034.868915 sec): 3 clusters Score: Raw -1269914.150758 + Penalty 3192.856467 = -1266721.294290 nChanged 6 SP:Iteration 27Q (2034.908099 sec): 3 clusters Score: Raw -1269914.510707 + Penalty 3192.856467 = -1266721.654240 nChanged 8 SP:Iteration 28Q (2034.947239 sec): 3 clusters Score: Raw -1269914.854021 + Penalty 3192.856467 = -1266721.997554 nChanged 4 SP:Iteration 29Q (2034.986081 sec): 3 clusters Score: Raw -1269914.987273 + Penalty 3192.856467 = -1266722.130806 nChanged 4 SP:Iteration 30Q (2035.024925 sec): 3 clusters Score: Raw -1269915.095261 + Penalty 3192.856467 = -1266722.238793 nChanged 1 SP:Iteration 31Q (2035.063927 sec): 3 clusters Score: Raw -1269915.169921 + Penalty 3192.856467 = -1266722.313453 nChanged 1 SP:Iteration 32Q (2035.102621 sec): 3 clusters Score: Raw -1269915.187634 + Penalty 3192.856467 = -1266722.331167 nChanged 0 SP:Iteration 33F (2035.141625 sec): 3 clusters Score: Raw -1269915.187634 + Penalty 3192.856467 = -1266722.331167 nChanged 0 Trying to split cluster 11 (11071 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2035.165022 sec): 2 clusters Score: Raw -737635.634162 + Penalty 1513.213708 = -736122.420455 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2035.195604 sec): 3 clusters Score: Raw -731350.171840 + Penalty 3026.427416 = -728323.744424 nChanged 4763 SP:Iteration 1F (2035.225342 sec): 3 clusters Score: Raw -733893.114263 + Penalty 3026.427416 = -730866.686848 nChanged 708 SP:Iteration 2F (2035.254906 sec): 3 clusters Score: Raw -734269.398741 + Penalty 3026.427416 = -731242.971325 nChanged 621 SP:Iteration 3F (2035.284692 sec): 3 clusters Score: Raw -734671.815978 + Penalty 3026.427416 = -731645.388562 nChanged 687 SP:Iteration 4F (2035.314125 sec): 3 clusters Score: Raw -735131.603706 + Penalty 3026.427416 = -732105.176291 nChanged 693 SP:Iteration 5F (2035.343655 sec): 3 clusters Score: Raw -735594.553270 + Penalty 3026.427416 = -732568.125855 nChanged 666 SP:Iteration 6F (2035.373296 sec): 3 clusters Score: Raw -736073.329670 + Penalty 3026.427416 = -733046.902255 nChanged 620 SP:Iteration 7F (2035.402914 sec): 3 clusters Score: Raw -736497.493027 + Penalty 3026.427416 = -733471.065612 nChanged 541 SP:Iteration 8Q (2035.432224 sec): 3 clusters Score: Raw -736891.767923 + Penalty 3026.427416 = -733865.340508 nChanged 493 SP:Iteration 9Q (2035.461369 sec): 3 clusters Score: Raw -737197.901344 + Penalty 3026.427416 = -734171.473928 nChanged 487 SP:Iteration 10Q (2035.490493 sec): 3 clusters Score: Raw -737483.867715 + Penalty 3026.427416 = -734457.440299 nChanged 435 SP:Iteration 11Q (2035.519539 sec): 3 clusters Score: Raw -737710.436039 + Penalty 3026.427416 = -734684.008624 nChanged 341 SP:Iteration 12Q (2035.548444 sec): 3 clusters Score: Raw -737853.105045 + Penalty 3026.427416 = -734826.677630 nChanged 274 SP:Iteration 13Q (2035.577482 sec): 3 clusters Score: Raw -737956.426463 + Penalty 3026.427416 = -734929.999047 nChanged 230 SP:Iteration 14Q (2035.606479 sec): 3 clusters Score: Raw -738022.020250 + Penalty 3026.427416 = -734995.592834 nChanged 191 SP:Iteration 15Q (2035.635407 sec): 3 clusters Score: Raw -738071.822630 + Penalty 3026.427416 = -735045.395214 nChanged 139 SP:Iteration 16Q (2035.664239 sec): 3 clusters Score: Raw -738104.144789 + Penalty 3026.427416 = -735077.717374 nChanged 112 SP:Iteration 17Q (2035.693222 sec): 3 clusters Score: Raw -738126.757351 + Penalty 3026.427416 = -735100.329935 nChanged 108 SP:Iteration 18Q (2035.722080 sec): 3 clusters Score: Raw -738146.375786 + Penalty 3026.427416 = -735119.948370 nChanged 76 SP:Iteration 19Q (2035.750905 sec): 3 clusters Score: Raw -738158.501216 + Penalty 3026.427416 = -735132.073800 nChanged 68 SP:Iteration 20F (2035.780453 sec): 3 clusters Score: Raw -738171.525760 + Penalty 3026.427416 = -735145.098345 nChanged 75 SP:Iteration 21Q (2035.809418 sec): 3 clusters Score: Raw -738184.403861 + Penalty 3026.427416 = -735157.976446 nChanged 65 SP:Iteration 22Q (2035.838353 sec): 3 clusters Score: Raw -738194.551940 + Penalty 3026.427416 = -735168.124524 nChanged 47 SP:Iteration 23Q (2035.867281 sec): 3 clusters Score: Raw -738201.906229 + Penalty 3026.427416 = -735175.478814 nChanged 40 SP:Iteration 24Q (2035.896380 sec): 3 clusters Score: Raw -738207.884807 + Penalty 3026.427416 = -735181.457392 nChanged 50 SP:Iteration 25Q (2035.925352 sec): 3 clusters Score: Raw -738214.704640 + Penalty 3026.427416 = -735188.277224 nChanged 49 SP:Iteration 26Q (2035.954439 sec): 3 clusters Score: Raw -738221.752837 + Penalty 3026.427416 = -735195.325421 nChanged 43 SP:Iteration 27Q (2035.983594 sec): 3 clusters Score: Raw -738228.304664 + Penalty 3026.427416 = -735201.877249 nChanged 46 SP:Iteration 28Q (2036.012594 sec): 3 clusters Score: Raw -738235.676101 + Penalty 3026.427416 = -735209.248685 nChanged 47 SP:Iteration 29Q (2036.041611 sec): 3 clusters Score: Raw -738242.806637 + Penalty 3026.427416 = -735216.379221 nChanged 46 SP:Iteration 30Q (2036.070651 sec): 3 clusters Score: Raw -738249.191245 + Penalty 3026.427416 = -735222.763829 nChanged 54 SP:Iteration 31Q (2036.099694 sec): 3 clusters Score: Raw -738258.718499 + Penalty 3026.427416 = -735232.291083 nChanged 67 SP:Iteration 32Q (2036.128740 sec): 3 clusters Score: Raw -738270.590536 + Penalty 3026.427416 = -735244.163121 nChanged 66 SP:Iteration 33Q (2036.157786 sec): 3 clusters Score: Raw -738281.535970 + Penalty 3026.427416 = -735255.108554 nChanged 58 SP:Iteration 34Q (2036.186634 sec): 3 clusters Score: Raw -738290.075215 + Penalty 3026.427416 = -735263.647800 nChanged 60 SP:Iteration 35Q (2036.215888 sec): 3 clusters Score: Raw -738298.383892 + Penalty 3026.427416 = -735271.956476 nChanged 43 SP:Iteration 36Q (2036.244937 sec): 3 clusters Score: Raw -738304.588069 + Penalty 3026.427416 = -735278.160653 nChanged 55 SP:Iteration 37Q (2036.273820 sec): 3 clusters Score: Raw -738311.559358 + Penalty 3026.427416 = -735285.131943 nChanged 44 SP:Iteration 38Q (2036.302656 sec): 3 clusters Score: Raw -738317.986788 + Penalty 3026.427416 = -735291.559373 nChanged 38 SP:Iteration 39Q (2036.331561 sec): 3 clusters Score: Raw -738322.976649 + Penalty 3026.427416 = -735296.549233 nChanged 39 SP:Iteration 40F (2036.361051 sec): 3 clusters Score: Raw -738328.572268 + Penalty 3026.427416 = -735302.144853 nChanged 44 SP:Iteration 41Q (2036.390160 sec): 3 clusters Score: Raw -738335.277929 + Penalty 3026.427416 = -735308.850513 nChanged 40 SP:Iteration 42Q (2036.419233 sec): 3 clusters Score: Raw -738339.732210 + Penalty 3026.427416 = -735313.304795 nChanged 35 SP:Iteration 43Q (2036.448485 sec): 3 clusters Score: Raw -738343.665360 + Penalty 3026.427416 = -735317.237944 nChanged 28 SP:Iteration 44Q (2036.477464 sec): 3 clusters Score: Raw -738346.204887 + Penalty 3026.427416 = -735319.777472 nChanged 23 SP:Iteration 45Q (2036.506505 sec): 3 clusters Score: Raw -738348.819400 + Penalty 3026.427416 = -735322.391984 nChanged 29 SP:Iteration 46Q (2036.535700 sec): 3 clusters Score: Raw -738351.866425 + Penalty 3026.427416 = -735325.439010 nChanged 25 SP:Iteration 47Q (2036.564976 sec): 3 clusters Score: Raw -738354.693987 + Penalty 3026.427416 = -735328.266571 nChanged 25 SP:Iteration 48Q (2036.594094 sec): 3 clusters Score: Raw -738356.810119 + Penalty 3026.427416 = -735330.382703 nChanged 17 SP:Iteration 49Q (2036.623087 sec): 3 clusters Score: Raw -738358.555278 + Penalty 3026.427416 = -735332.127862 nChanged 21 SP:Iteration 50Q (2036.652265 sec): 3 clusters Score: Raw -738360.998135 + Penalty 3026.427416 = -735334.570719 nChanged 24 SP:Iteration 51Q (2036.681307 sec): 3 clusters Score: Raw -738363.900189 + Penalty 3026.427416 = -735337.472773 nChanged 23 SP:Iteration 52Q (2036.710318 sec): 3 clusters Score: Raw -738367.226009 + Penalty 3026.427416 = -735340.798593 nChanged 30 SP:Iteration 53Q (2036.739281 sec): 3 clusters Score: Raw -738371.085249 + Penalty 3026.427416 = -735344.657833 nChanged 31 SP:Iteration 54Q (2036.768453 sec): 3 clusters Score: Raw -738375.248350 + Penalty 3026.427416 = -735348.820934 nChanged 30 SP:Iteration 55Q (2036.797386 sec): 3 clusters Score: Raw -738378.871525 + Penalty 3026.427416 = -735352.444109 nChanged 36 SP:Iteration 56Q (2036.826613 sec): 3 clusters Score: Raw -738383.087432 + Penalty 3026.427416 = -735356.660017 nChanged 39 SP:Iteration 57Q (2036.855722 sec): 3 clusters Score: Raw -738387.629662 + Penalty 3026.427416 = -735361.202247 nChanged 24 SP:Iteration 58Q (2036.884828 sec): 3 clusters Score: Raw -738390.836996 + Penalty 3026.427416 = -735364.409580 nChanged 28 SP:Iteration 59Q (2036.913939 sec): 3 clusters Score: Raw -738393.688305 + Penalty 3026.427416 = -735367.260890 nChanged 28 SP:Iteration 60F (2036.943381 sec): 3 clusters Score: Raw -738398.167906 + Penalty 3026.427416 = -735371.740490 nChanged 46 SP:Iteration 61Q (2036.972549 sec): 3 clusters Score: Raw -738404.150573 + Penalty 3026.427416 = -735377.723158 nChanged 36 SP:Iteration 62Q (2037.001667 sec): 3 clusters Score: Raw -738409.404723 + Penalty 3026.427416 = -735382.977307 nChanged 36 SP:Iteration 63Q (2037.030800 sec): 3 clusters Score: Raw -738414.960671 + Penalty 3026.427416 = -735388.533256 nChanged 36 SP:Iteration 64Q (2037.059911 sec): 3 clusters Score: Raw -738419.623175 + Penalty 3026.427416 = -735393.195759 nChanged 37 SP:Iteration 65Q (2037.089106 sec): 3 clusters Score: Raw -738423.753806 + Penalty 3026.427416 = -735397.326390 nChanged 25 SP:Iteration 66Q (2037.118451 sec): 3 clusters Score: Raw -738426.309807 + Penalty 3026.427416 = -735399.882391 nChanged 21 SP:Iteration 67Q (2037.147546 sec): 3 clusters Score: Raw -738428.415547 + Penalty 3026.427416 = -735401.988131 nChanged 20 SP:Iteration 68Q (2037.188830 sec): 3 clusters Score: Raw -738431.289909 + Penalty 3026.427416 = -735404.862494 nChanged 30 SP:Iteration 69Q (2037.217747 sec): 3 clusters Score: Raw -738435.411854 + Penalty 3026.427416 = -735408.984438 nChanged 32 SP:Iteration 70Q (2037.247081 sec): 3 clusters Score: Raw -738439.020704 + Penalty 3026.427416 = -735412.593289 nChanged 29 SP:Iteration 71Q (2037.313261 sec): 3 clusters Score: Raw -738443.393637 + Penalty 3026.427416 = -735416.966221 nChanged 27 SP:Iteration 72Q (2037.342159 sec): 3 clusters Score: Raw -738446.895018 + Penalty 3026.427416 = -735420.467602 nChanged 24 SP:Iteration 73Q (2037.371423 sec): 3 clusters Score: Raw -738449.668019 + Penalty 3026.427416 = -735423.240603 nChanged 19 SP:Iteration 74Q (2037.400568 sec): 3 clusters Score: Raw -738451.973911 + Penalty 3026.427416 = -735425.546496 nChanged 21 SP:Iteration 75Q (2037.430007 sec): 3 clusters Score: Raw -738454.297192 + Penalty 3026.427416 = -735427.869777 nChanged 25 SP:Iteration 76Q (2037.459099 sec): 3 clusters Score: Raw -738456.797240 + Penalty 3026.427416 = -735430.369825 nChanged 20 SP:Iteration 77Q (2037.488367 sec): 3 clusters Score: Raw -738458.469919 + Penalty 3026.427416 = -735432.042503 nChanged 14 SP:Iteration 78Q (2037.517495 sec): 3 clusters Score: Raw -738459.695422 + Penalty 3026.427416 = -735433.268006 nChanged 13 SP:Iteration 79Q (2037.546616 sec): 3 clusters Score: Raw -738460.924363 + Penalty 3026.427416 = -735434.496947 nChanged 11 SP:Iteration 80F (2037.576062 sec): 3 clusters Score: Raw -738462.020582 + Penalty 3026.427416 = -735435.593167 nChanged 14 SP:Iteration 81Q (2037.605290 sec): 3 clusters Score: Raw -738463.473520 + Penalty 3026.427416 = -735437.046105 nChanged 9 SP:Iteration 82Q (2037.634477 sec): 3 clusters Score: Raw -738464.290349 + Penalty 3026.427416 = -735437.862934 nChanged 5 SP:Iteration 83Q (2037.663647 sec): 3 clusters Score: Raw -738464.741390 + Penalty 3026.427416 = -735438.313974 nChanged 2 SP:Iteration 84Q (2037.693025 sec): 3 clusters Score: Raw -738464.989589 + Penalty 3026.427416 = -735438.562174 nChanged 3 SP:Iteration 85Q (2037.722132 sec): 3 clusters Score: Raw -738465.221169 + Penalty 3026.427416 = -735438.793753 nChanged 4 SP:Iteration 86Q (2037.785441 sec): 3 clusters Score: Raw -738465.667747 + Penalty 3026.427416 = -735439.240331 nChanged 1 SP:Iteration 87Q (2037.850285 sec): 3 clusters Score: Raw -738465.732469 + Penalty 3026.427416 = -735439.305054 nChanged 0 SP:Iteration 88F (2037.909602 sec): 3 clusters Score: Raw -738465.732469 + Penalty 3026.427416 = -735439.305054 nChanged 0 Trying to split cluster 12 (34935 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2037.976105 sec): 2 clusters Score: Raw -2390119.323924 + Penalty 1699.952227 = -2388419.371697 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2038.043623 sec): 3 clusters Score: Raw -2368460.838344 + Penalty 3399.904453 = -2365060.933891 nChanged 16100 SP:Iteration 1F (2038.108532 sec): 3 clusters Score: Raw -2378253.904268 + Penalty 3399.904453 = -2374853.999815 nChanged 2100 SP:Iteration 2F (2038.172825 sec): 3 clusters Score: Raw -2379543.226228 + Penalty 3399.904453 = -2376143.321775 nChanged 2307 SP:Iteration 3F (2038.237240 sec): 3 clusters Score: Raw -2381245.643191 + Penalty 3399.904453 = -2377845.738738 nChanged 2564 SP:Iteration 4F (2038.301711 sec): 3 clusters Score: Raw -2383238.255223 + Penalty 3399.904453 = -2379838.350770 nChanged 2522 SP:Iteration 5F (2038.366037 sec): 3 clusters Score: Raw -2385162.020149 + Penalty 3399.904453 = -2381762.115696 nChanged 2272 SP:Iteration 6F (2038.430467 sec): 3 clusters Score: Raw -2386624.897340 + Penalty 3399.904453 = -2383224.992887 nChanged 1752 SP:Iteration 7F (2038.494840 sec): 3 clusters Score: Raw -2387579.754596 + Penalty 3399.904453 = -2384179.850143 nChanged 1307 SP:Iteration 8Q (2038.560073 sec): 3 clusters Score: Raw -2388151.832646 + Penalty 3399.904453 = -2384751.928193 nChanged 923 SP:Iteration 9Q (2038.623778 sec): 3 clusters Score: Raw -2388477.811848 + Penalty 3399.904453 = -2385077.907395 nChanged 644 SP:Iteration 10Q (2038.687352 sec): 3 clusters Score: Raw -2388675.569909 + Penalty 3399.904453 = -2385275.665456 nChanged 538 SP:Iteration 11Q (2038.750413 sec): 3 clusters Score: Raw -2388802.204038 + Penalty 3399.904453 = -2385402.299585 nChanged 414 SP:Iteration 12Q (2038.813237 sec): 3 clusters Score: Raw -2388878.300595 + Penalty 3399.904453 = -2385478.396142 nChanged 304 SP:Iteration 13Q (2038.875982 sec): 3 clusters Score: Raw -2388925.688991 + Penalty 3399.904453 = -2385525.784538 nChanged 244 SP:Iteration 14Q (2038.938657 sec): 3 clusters Score: Raw -2388960.740251 + Penalty 3399.904453 = -2385560.835798 nChanged 222 SP:Iteration 15Q (2039.001192 sec): 3 clusters Score: Raw -2388988.240338 + Penalty 3399.904453 = -2385588.335885 nChanged 187 SP:Iteration 16Q (2039.063917 sec): 3 clusters Score: Raw -2389012.669658 + Penalty 3399.904453 = -2385612.765205 nChanged 161 SP:Iteration 17Q (2039.126270 sec): 3 clusters Score: Raw -2389033.605493 + Penalty 3399.904453 = -2385633.701040 nChanged 173 SP:Iteration 18Q (2039.188669 sec): 3 clusters Score: Raw -2389053.588128 + Penalty 3399.904453 = -2385653.683675 nChanged 160 SP:Iteration 19Q (2039.250972 sec): 3 clusters Score: Raw -2389071.097696 + Penalty 3399.904453 = -2385671.193243 nChanged 139 SP:Iteration 20F (2039.314658 sec): 3 clusters Score: Raw -2389085.826135 + Penalty 3399.904453 = -2385685.921682 nChanged 130 SP:Iteration 21Q (2039.377878 sec): 3 clusters Score: Raw -2389099.609455 + Penalty 3399.904453 = -2385699.705002 nChanged 145 SP:Iteration 22Q (2039.440267 sec): 3 clusters Score: Raw -2389116.380332 + Penalty 3399.904453 = -2385716.475879 nChanged 143 SP:Iteration 23Q (2039.502962 sec): 3 clusters Score: Raw -2389131.750043 + Penalty 3399.904453 = -2385731.845590 nChanged 122 SP:Iteration 24Q (2039.565048 sec): 3 clusters Score: Raw -2389144.105056 + Penalty 3399.904453 = -2385744.200603 nChanged 118 SP:Iteration 25Q (2039.627489 sec): 3 clusters Score: Raw -2389153.995890 + Penalty 3399.904453 = -2385754.091437 nChanged 86 SP:Iteration 26Q (2039.689668 sec): 3 clusters Score: Raw -2389162.675091 + Penalty 3399.904453 = -2385762.770638 nChanged 101 SP:Iteration 27Q (2039.751918 sec): 3 clusters Score: Raw -2389170.689983 + Penalty 3399.904453 = -2385770.785530 nChanged 83 SP:Iteration 28Q (2039.814186 sec): 3 clusters Score: Raw -2389176.635065 + Penalty 3399.904453 = -2385776.730612 nChanged 70 SP:Iteration 29Q (2039.876346 sec): 3 clusters Score: Raw -2389182.075667 + Penalty 3399.904453 = -2385782.171214 nChanged 60 SP:Iteration 30Q (2039.938706 sec): 3 clusters Score: Raw -2389186.336566 + Penalty 3399.904453 = -2385786.432113 nChanged 64 SP:Iteration 31Q (2040.000961 sec): 3 clusters Score: Raw -2389190.867382 + Penalty 3399.904453 = -2385790.962929 nChanged 70 SP:Iteration 32Q (2040.063239 sec): 3 clusters Score: Raw -2389196.297772 + Penalty 3399.904453 = -2385796.393319 nChanged 65 SP:Iteration 33Q (2040.125400 sec): 3 clusters Score: Raw -2389201.442769 + Penalty 3399.904453 = -2385801.538316 nChanged 75 SP:Iteration 34Q (2040.187755 sec): 3 clusters Score: Raw -2389207.416553 + Penalty 3399.904453 = -2385807.512100 nChanged 69 SP:Iteration 35Q (2040.249891 sec): 3 clusters Score: Raw -2389212.616021 + Penalty 3399.904453 = -2385812.711568 nChanged 71 SP:Iteration 36Q (2040.311829 sec): 3 clusters Score: Raw -2389219.376688 + Penalty 3399.904453 = -2385819.472235 nChanged 103 SP:Iteration 37Q (2040.373995 sec): 3 clusters Score: Raw -2389228.513830 + Penalty 3399.904453 = -2385828.609377 nChanged 96 SP:Iteration 38Q (2040.435899 sec): 3 clusters Score: Raw -2389237.438482 + Penalty 3399.904453 = -2385837.534029 nChanged 116 SP:Iteration 39Q (2040.498142 sec): 3 clusters Score: Raw -2389249.903028 + Penalty 3399.904453 = -2385849.998575 nChanged 128 SP:Iteration 40F (2040.561693 sec): 3 clusters Score: Raw -2389265.962531 + Penalty 3399.904453 = -2385866.058078 nChanged 154 SP:Iteration 41Q (2040.624830 sec): 3 clusters Score: Raw -2389284.647125 + Penalty 3399.904453 = -2385884.742672 nChanged 151 SP:Iteration 42Q (2040.692035 sec): 3 clusters Score: Raw -2389301.796901 + Penalty 3399.904453 = -2385901.892448 nChanged 148 SP:Iteration 43Q (2040.782711 sec): 3 clusters Score: Raw -2389319.811627 + Penalty 3399.904453 = -2385919.907173 nChanged 153 SP:Iteration 44Q (2040.883287 sec): 3 clusters Score: Raw -2389339.802360 + Penalty 3399.904453 = -2385939.897907 nChanged 172 SP:Iteration 45Q (2040.982373 sec): 3 clusters Score: Raw -2389363.029409 + Penalty 3399.904453 = -2385963.124955 nChanged 175 SP:Iteration 46Q (2041.082326 sec): 3 clusters Score: Raw -2389383.938025 + Penalty 3399.904453 = -2385984.033572 nChanged 163 SP:Iteration 47Q (2041.171798 sec): 3 clusters Score: Raw -2389403.049900 + Penalty 3399.904453 = -2386003.145447 nChanged 149 SP:Iteration 48Q (2041.265278 sec): 3 clusters Score: Raw -2389420.797256 + Penalty 3399.904453 = -2386020.892803 nChanged 160 SP:Iteration 49Q (2041.357744 sec): 3 clusters Score: Raw -2389439.812543 + Penalty 3399.904453 = -2386039.908090 nChanged 132 SP:Iteration 50Q (2041.456379 sec): 3 clusters Score: Raw -2389455.754480 + Penalty 3399.904453 = -2386055.850027 nChanged 154 SP:Iteration 51Q (2041.544222 sec): 3 clusters Score: Raw -2389475.865903 + Penalty 3399.904453 = -2386075.961450 nChanged 151 SP:Iteration 52Q (2041.636686 sec): 3 clusters Score: Raw -2389494.558726 + Penalty 3399.904453 = -2386094.654273 nChanged 150 SP:Iteration 53Q (2041.730384 sec): 3 clusters Score: Raw -2389511.812181 + Penalty 3399.904453 = -2386111.907728 nChanged 142 SP:Iteration 54Q (2041.825128 sec): 3 clusters Score: Raw -2389528.693019 + Penalty 3399.904453 = -2386128.788566 nChanged 125 SP:Iteration 55Q (2041.913970 sec): 3 clusters Score: Raw -2389541.979578 + Penalty 3399.904453 = -2386142.075125 nChanged 124 SP:Iteration 56Q (2042.001776 sec): 3 clusters Score: Raw -2389553.082442 + Penalty 3399.904453 = -2386153.177989 nChanged 115 SP:Iteration 57Q (2042.087479 sec): 3 clusters Score: Raw -2389563.322202 + Penalty 3399.904453 = -2386163.417749 nChanged 102 SP:Iteration 58Q (2042.177695 sec): 3 clusters Score: Raw -2389572.818586 + Penalty 3399.904453 = -2386172.914133 nChanged 91 SP:Iteration 59Q (2042.264883 sec): 3 clusters Score: Raw -2389580.036935 + Penalty 3399.904453 = -2386180.132482 nChanged 89 SP:Iteration 60F (2042.361042 sec): 3 clusters Score: Raw -2389588.663220 + Penalty 3399.904453 = -2386188.758767 nChanged 94 SP:Iteration 61Q (2042.449256 sec): 3 clusters Score: Raw -2389596.342602 + Penalty 3399.904453 = -2386196.438149 nChanged 71 SP:Iteration 62Q (2042.548432 sec): 3 clusters Score: Raw -2389601.822698 + Penalty 3399.904453 = -2386201.918245 nChanged 80 SP:Iteration 63Q (2042.639734 sec): 3 clusters Score: Raw -2389608.366884 + Penalty 3399.904453 = -2386208.462431 nChanged 79 SP:Iteration 64Q (2042.730379 sec): 3 clusters Score: Raw -2389614.258215 + Penalty 3399.904453 = -2386214.353761 nChanged 72 SP:Iteration 65Q (2042.824846 sec): 3 clusters Score: Raw -2389619.402264 + Penalty 3399.904453 = -2386219.497811 nChanged 79 SP:Iteration 66Q (2042.925885 sec): 3 clusters Score: Raw -2389625.055343 + Penalty 3399.904453 = -2386225.150890 nChanged 76 SP:Iteration 67Q (2043.027202 sec): 3 clusters Score: Raw -2389631.303541 + Penalty 3399.904453 = -2386231.399088 nChanged 84 SP:Iteration 68Q (2043.128876 sec): 3 clusters Score: Raw -2389638.488107 + Penalty 3399.904453 = -2386238.583654 nChanged 85 SP:Iteration 69Q (2043.221716 sec): 3 clusters Score: Raw -2389647.120746 + Penalty 3399.904453 = -2386247.216293 nChanged 105 SP:Iteration 70Q (2043.318577 sec): 3 clusters Score: Raw -2389658.066968 + Penalty 3399.904453 = -2386258.162515 nChanged 94 SP:Iteration 71Q (2043.406984 sec): 3 clusters Score: Raw -2389667.096440 + Penalty 3399.904453 = -2386267.191987 nChanged 100 SP:Iteration 72Q (2043.500200 sec): 3 clusters Score: Raw -2389676.356870 + Penalty 3399.904453 = -2386276.452417 nChanged 82 SP:Iteration 73Q (2043.592644 sec): 3 clusters Score: Raw -2389683.816536 + Penalty 3399.904453 = -2386283.912083 nChanged 84 SP:Iteration 74Q (2043.685845 sec): 3 clusters Score: Raw -2389691.277410 + Penalty 3399.904453 = -2386291.372957 nChanged 95 SP:Iteration 75Q (2043.780353 sec): 3 clusters Score: Raw -2389699.156916 + Penalty 3399.904453 = -2386299.252462 nChanged 74 SP:Iteration 76Q (2043.870379 sec): 3 clusters Score: Raw -2389705.584872 + Penalty 3399.904453 = -2386305.680419 nChanged 90 SP:Iteration 77Q (2043.957664 sec): 3 clusters Score: Raw -2389713.836642 + Penalty 3399.904453 = -2386313.932189 nChanged 104 SP:Iteration 78Q (2044.057623 sec): 3 clusters Score: Raw -2389722.926417 + Penalty 3399.904453 = -2386323.021964 nChanged 113 SP:Iteration 79Q (2044.159296 sec): 3 clusters Score: Raw -2389734.089284 + Penalty 3399.904453 = -2386334.184831 nChanged 114 SP:Iteration 80F (2044.265400 sec): 3 clusters Score: Raw -2389745.996903 + Penalty 3399.904453 = -2386346.092450 nChanged 125 SP:Iteration 81Q (2044.369307 sec): 3 clusters Score: Raw -2389758.071709 + Penalty 3399.904453 = -2386358.167256 nChanged 114 SP:Iteration 82Q (2044.475158 sec): 3 clusters Score: Raw -2389767.919931 + Penalty 3399.904453 = -2386368.015478 nChanged 111 SP:Iteration 83Q (2044.580332 sec): 3 clusters Score: Raw -2389778.526203 + Penalty 3399.904453 = -2386378.621750 nChanged 116 SP:Iteration 84Q (2044.684355 sec): 3 clusters Score: Raw -2389790.643873 + Penalty 3399.904453 = -2386390.739420 nChanged 121 SP:Iteration 85Q (2044.788534 sec): 3 clusters Score: Raw -2389805.121053 + Penalty 3399.904453 = -2386405.216599 nChanged 130 SP:Iteration 86Q (2044.892555 sec): 3 clusters Score: Raw -2389820.769985 + Penalty 3399.904453 = -2386420.865532 nChanged 135 SP:Iteration 87Q (2044.997601 sec): 3 clusters Score: Raw -2389838.433284 + Penalty 3399.904453 = -2386438.528831 nChanged 129 SP:Iteration 88Q (2045.095201 sec): 3 clusters Score: Raw -2389852.767766 + Penalty 3399.904453 = -2386452.863313 nChanged 123 SP:Iteration 89Q (2045.196628 sec): 3 clusters Score: Raw -2389865.633565 + Penalty 3399.904453 = -2386465.729112 nChanged 111 SP:Iteration 90Q (2045.300522 sec): 3 clusters Score: Raw -2389877.147128 + Penalty 3399.904453 = -2386477.242675 nChanged 112 SP:Iteration 91Q (2045.398379 sec): 3 clusters Score: Raw -2389890.033929 + Penalty 3399.904453 = -2386490.129476 nChanged 122 SP:Iteration 92Q (2045.493959 sec): 3 clusters Score: Raw -2389904.441423 + Penalty 3399.904453 = -2386504.536970 nChanged 124 SP:Iteration 93Q (2045.586042 sec): 3 clusters Score: Raw -2389918.437420 + Penalty 3399.904453 = -2386518.532967 nChanged 127 SP:Iteration 94Q (2045.678266 sec): 3 clusters Score: Raw -2389933.997219 + Penalty 3399.904453 = -2386534.092766 nChanged 159 SP:Iteration 95Q (2045.764026 sec): 3 clusters Score: Raw -2389955.408980 + Penalty 3399.904453 = -2386555.504527 nChanged 145 SP:Iteration 96Q (2045.860409 sec): 3 clusters Score: Raw -2389974.749035 + Penalty 3399.904453 = -2386574.844582 nChanged 146 SP:Iteration 97Q (2045.953224 sec): 3 clusters Score: Raw -2389994.058942 + Penalty 3399.904453 = -2386594.154489 nChanged 142 SP:Iteration 98Q (2046.040484 sec): 3 clusters Score: Raw -2390012.516973 + Penalty 3399.904453 = -2386612.612520 nChanged 141 SP:Iteration 99Q (2046.136272 sec): 3 clusters Score: Raw -2390030.864511 + Penalty 3399.904453 = -2386630.960058 nChanged 153 SP:Iteration 100F (2046.237699 sec): 3 clusters Score: Raw -2390053.537765 + Penalty 3399.904453 = -2386653.633311 nChanged 166 SP:Iteration 101Q (2046.337953 sec): 3 clusters Score: Raw -2390078.417958 + Penalty 3399.904453 = -2386678.513505 nChanged 167 SP:Iteration 102Q (2046.438498 sec): 3 clusters Score: Raw -2390104.799411 + Penalty 3399.904453 = -2386704.894958 nChanged 169 SP:Iteration 103Q (2046.535645 sec): 3 clusters Score: Raw -2390132.401164 + Penalty 3399.904453 = -2386732.496711 nChanged 170 SP:Iteration 104Q (2046.639042 sec): 3 clusters Score: Raw -2390161.498529 + Penalty 3399.904453 = -2386761.594076 nChanged 180 SP:Iteration 105Q (2046.741745 sec): 3 clusters Score: Raw -2390194.101803 + Penalty 3399.904453 = -2386794.197350 nChanged 186 SP:Iteration 106Q (2046.843875 sec): 3 clusters Score: Raw -2390227.382339 + Penalty 3399.904453 = -2386827.477886 nChanged 168 SP:Iteration 107Q (2046.942419 sec): 3 clusters Score: Raw -2390262.784840 + Penalty 3399.904453 = -2386862.880387 nChanged 186 SP:Iteration 108Q (2047.044366 sec): 3 clusters Score: Raw -2390303.143889 + Penalty 3399.904453 = -2386903.239436 nChanged 170 SP:Iteration 109Q (2047.146296 sec): 3 clusters Score: Raw -2390335.613778 + Penalty 3399.904453 = -2386935.709325 nChanged 163 SP:Iteration 110Q (2047.248457 sec): 3 clusters Score: Raw -2390368.214486 + Penalty 3399.904453 = -2386968.310033 nChanged 154 SP:Iteration 111Q (2047.350927 sec): 3 clusters Score: Raw -2390399.184809 + Penalty 3399.904453 = -2386999.280356 nChanged 161 SP:Iteration 112Q (2047.449383 sec): 3 clusters Score: Raw -2390437.610887 + Penalty 3399.904453 = -2387037.706434 nChanged 168 SP:Iteration 113Q (2047.544801 sec): 3 clusters Score: Raw -2390485.639053 + Penalty 3399.904453 = -2387085.734600 nChanged 175 SP:Iteration 114Q (2047.642906 sec): 3 clusters Score: Raw -2390542.892042 + Penalty 3399.904453 = -2387142.987589 nChanged 189 SP:Iteration 115Q (2047.738470 sec): 3 clusters Score: Raw -2390610.011640 + Penalty 3399.904453 = -2387210.107187 nChanged 188 SP:Iteration 116Q (2047.836874 sec): 3 clusters Score: Raw -2390685.464984 + Penalty 3399.904453 = -2387285.560531 nChanged 210 SP:Iteration 117Q (2047.925508 sec): 3 clusters Score: Raw -2390780.379594 + Penalty 3399.904453 = -2387380.475141 nChanged 198 SP:Iteration 118Q (2048.020902 sec): 3 clusters Score: Raw -2390863.603673 + Penalty 3399.904453 = -2387463.699220 nChanged 180 SP:Iteration 119Q (2048.117849 sec): 3 clusters Score: Raw -2390936.689920 + Penalty 3399.904453 = -2387536.785467 nChanged 167 SP:Iteration 120F (2048.207401 sec): 3 clusters Score: Raw -2390996.619250 + Penalty 3399.904453 = -2387596.714797 nChanged 138 SP:Iteration 121Q (2048.302588 sec): 3 clusters Score: Raw -2391032.589835 + Penalty 3399.904453 = -2387632.685382 nChanged 126 SP:Iteration 122Q (2048.397442 sec): 3 clusters Score: Raw -2391058.033315 + Penalty 3399.904453 = -2387658.128862 nChanged 84 SP:Iteration 123Q (2048.491371 sec): 3 clusters Score: Raw -2391074.666818 + Penalty 3399.904453 = -2387674.762365 nChanged 81 SP:Iteration 124Q (2048.584484 sec): 3 clusters Score: Raw -2391089.590601 + Penalty 3399.904453 = -2387689.686148 nChanged 65 SP:Iteration 125Q (2048.673600 sec): 3 clusters Score: Raw -2391100.052148 + Penalty 3399.904453 = -2387700.147695 nChanged 50 SP:Iteration 126Q (2048.767266 sec): 3 clusters Score: Raw -2391106.718187 + Penalty 3399.904453 = -2387706.813734 nChanged 41 SP:Iteration 127Q (2048.859575 sec): 3 clusters Score: Raw -2391113.555469 + Penalty 3399.904453 = -2387713.651016 nChanged 45 SP:Iteration 128Q (2048.938157 sec): 3 clusters Score: Raw -2391119.964255 + Penalty 3399.904453 = -2387720.059802 nChanged 39 SP:Iteration 129Q (2049.009351 sec): 3 clusters Score: Raw -2391125.582104 + Penalty 3399.904453 = -2387725.677651 nChanged 39 SP:Iteration 130Q (2049.095786 sec): 3 clusters Score: Raw -2391131.804916 + Penalty 3399.904453 = -2387731.900463 nChanged 36 SP:Iteration 131Q (2049.185210 sec): 3 clusters Score: Raw -2391137.037623 + Penalty 3399.904453 = -2387737.133170 nChanged 36 SP:Iteration 132Q (2049.271294 sec): 3 clusters Score: Raw -2391142.118636 + Penalty 3399.904453 = -2387742.214183 nChanged 41 SP:Iteration 133Q (2049.357304 sec): 3 clusters Score: Raw -2391147.476181 + Penalty 3399.904453 = -2387747.571728 nChanged 30 SP:Iteration 134Q (2049.441612 sec): 3 clusters Score: Raw -2391151.344749 + Penalty 3399.904453 = -2387751.440296 nChanged 31 SP:Iteration 135Q (2049.528186 sec): 3 clusters Score: Raw -2391155.824137 + Penalty 3399.904453 = -2387755.919684 nChanged 33 SP:Iteration 136Q (2049.611458 sec): 3 clusters Score: Raw -2391161.266452 + Penalty 3399.904453 = -2387761.361999 nChanged 33 SP:Iteration 137Q (2049.691774 sec): 3 clusters Score: Raw -2391165.734799 + Penalty 3399.904453 = -2387765.830346 nChanged 28 SP:Iteration 138Q (2049.777543 sec): 3 clusters Score: Raw -2391168.700190 + Penalty 3399.904453 = -2387768.795737 nChanged 26 SP:Iteration 139Q (2049.861748 sec): 3 clusters Score: Raw -2391171.195925 + Penalty 3399.904453 = -2387771.291472 nChanged 16 SP:Iteration 140F (2049.954373 sec): 3 clusters Score: Raw -2391172.582067 + Penalty 3399.904453 = -2387772.677614 nChanged 8 SP:Iteration 141Q (2050.039081 sec): 3 clusters Score: Raw -2391173.462285 + Penalty 3399.904453 = -2387773.557832 nChanged 9 SP:Iteration 142Q (2050.126256 sec): 3 clusters Score: Raw -2391174.514499 + Penalty 3399.904453 = -2387774.610046 nChanged 11 SP:Iteration 143Q (2050.210324 sec): 3 clusters Score: Raw -2391175.270595 + Penalty 3399.904453 = -2387775.366142 nChanged 9 SP:Iteration 144Q (2050.292883 sec): 3 clusters Score: Raw -2391176.020324 + Penalty 3399.904453 = -2387776.115871 nChanged 5 SP:Iteration 145Q (2050.380099 sec): 3 clusters Score: Raw -2391176.551337 + Penalty 3399.904453 = -2387776.646884 nChanged 4 SP:Iteration 146Q (2050.466298 sec): 3 clusters Score: Raw -2391176.979910 + Penalty 3399.904453 = -2387777.075457 nChanged 6 SP:Iteration 147Q (2050.539231 sec): 3 clusters Score: Raw -2391177.378693 + Penalty 3399.904453 = -2387777.474240 nChanged 5 SP:Iteration 148Q (2050.632796 sec): 3 clusters Score: Raw -2391177.962423 + Penalty 3399.904453 = -2387778.057969 nChanged 6 SP:Iteration 149Q (2050.712320 sec): 3 clusters Score: Raw -2391178.473046 + Penalty 3399.904453 = -2387778.568593 nChanged 5 SP:Iteration 150Q (2050.805543 sec): 3 clusters Score: Raw -2391178.979049 + Penalty 3399.904453 = -2387779.074596 nChanged 6 SP:Iteration 151Q (2050.899096 sec): 3 clusters Score: Raw -2391179.391960 + Penalty 3399.904453 = -2387779.487507 nChanged 3 SP:Iteration 152Q (2050.992269 sec): 3 clusters Score: Raw -2391179.531533 + Penalty 3399.904453 = -2387779.627080 nChanged 3 SP:Iteration 153Q (2051.074283 sec): 3 clusters Score: Raw -2391179.632268 + Penalty 3399.904453 = -2387779.727814 nChanged 3 SP:Iteration 154Q (2051.147734 sec): 3 clusters Score: Raw -2391179.754635 + Penalty 3399.904453 = -2387779.850182 nChanged 2 SP:Iteration 155Q (2051.241611 sec): 3 clusters Score: Raw -2391179.984753 + Penalty 3399.904453 = -2387780.080300 nChanged 4 SP:Iteration 156Q (2051.335349 sec): 3 clusters Score: Raw -2391180.228226 + Penalty 3399.904453 = -2387780.323772 nChanged 5 SP:Iteration 157Q (2051.428503 sec): 3 clusters Score: Raw -2391180.615477 + Penalty 3399.904453 = -2387780.711024 nChanged 7 SP:Iteration 158Q (2051.507467 sec): 3 clusters Score: Raw -2391181.325351 + Penalty 3399.904453 = -2387781.420898 nChanged 9 SP:Iteration 159Q (2051.601021 sec): 3 clusters Score: Raw -2391182.004108 + Penalty 3399.904453 = -2387782.099655 nChanged 8 SP:Iteration 160F (2051.707612 sec): 3 clusters Score: Raw -2391182.553820 + Penalty 3399.904453 = -2387782.649367 nChanged 12 SP:Iteration 161Q (2051.796372 sec): 3 clusters Score: Raw -2391183.570677 + Penalty 3399.904453 = -2387783.666224 nChanged 11 SP:Iteration 162Q (2051.889841 sec): 3 clusters Score: Raw -2391184.828828 + Penalty 3399.904453 = -2387784.924375 nChanged 13 SP:Iteration 163Q (2051.965198 sec): 3 clusters Score: Raw -2391186.124343 + Penalty 3399.904453 = -2387786.219890 nChanged 14 SP:Iteration 164Q (2052.058802 sec): 3 clusters Score: Raw -2391187.974338 + Penalty 3399.904453 = -2387788.069885 nChanged 12 SP:Iteration 165Q (2052.144670 sec): 3 clusters Score: Raw -2391189.766689 + Penalty 3399.904453 = -2387789.862236 nChanged 15 SP:Iteration 166Q (2052.236249 sec): 3 clusters Score: Raw -2391191.382304 + Penalty 3399.904453 = -2387791.477851 nChanged 11 SP:Iteration 167Q (2052.318728 sec): 3 clusters Score: Raw -2391192.228351 + Penalty 3399.904453 = -2387792.323898 nChanged 7 SP:Iteration 168Q (2052.412718 sec): 3 clusters Score: Raw -2391192.881718 + Penalty 3399.904453 = -2387792.977265 nChanged 7 SP:Iteration 169Q (2052.505382 sec): 3 clusters Score: Raw -2391193.481684 + Penalty 3399.904453 = -2387793.577231 nChanged 4 SP:Iteration 170Q (2052.595462 sec): 3 clusters Score: Raw -2391193.958009 + Penalty 3399.904453 = -2387794.053555 nChanged 6 SP:Iteration 171Q (2052.682052 sec): 3 clusters Score: Raw -2391194.387672 + Penalty 3399.904453 = -2387794.483219 nChanged 2 SP:Iteration 172Q (2052.770264 sec): 3 clusters Score: Raw -2391194.582746 + Penalty 3399.904453 = -2387794.678293 nChanged 3 SP:Iteration 173Q (2052.863477 sec): 3 clusters Score: Raw -2391194.791957 + Penalty 3399.904453 = -2387794.887504 nChanged 1 SP:Iteration 174Q (2052.945890 sec): 3 clusters Score: Raw -2391194.890098 + Penalty 3399.904453 = -2387794.985645 nChanged 3 SP:Iteration 175Q (2053.022184 sec): 3 clusters Score: Raw -2391195.212061 + Penalty 3399.904453 = -2387795.307608 nChanged 3 SP:Iteration 176Q (2053.117321 sec): 3 clusters Score: Raw -2391195.491632 + Penalty 3399.904453 = -2387795.587179 nChanged 2 SP:Iteration 177Q (2053.203487 sec): 3 clusters Score: Raw -2391195.643539 + Penalty 3399.904453 = -2387795.739086 nChanged 6 SP:Iteration 178Q (2053.281114 sec): 3 clusters Score: Raw -2391196.021230 + Penalty 3399.904453 = -2387796.116777 nChanged 7 SP:Iteration 179Q (2053.375392 sec): 3 clusters Score: Raw -2391196.514328 + Penalty 3399.904453 = -2387796.609875 nChanged 7 SP:Iteration 180F (2053.474170 sec): 3 clusters Score: Raw -2391196.964193 + Penalty 3399.904453 = -2387797.059740 nChanged 5 SP:Iteration 181Q (2053.565511 sec): 3 clusters Score: Raw -2391197.300971 + Penalty 3399.904453 = -2387797.396518 nChanged 3 SP:Iteration 182Q (2053.658831 sec): 3 clusters Score: Raw -2391197.608141 + Penalty 3399.904453 = -2387797.703688 nChanged 1 SP:Iteration 183Q (2053.742562 sec): 3 clusters Score: Raw -2391197.714263 + Penalty 3399.904453 = -2387797.809810 nChanged 1 SP:Iteration 184Q (2053.835691 sec): 3 clusters Score: Raw -2391197.877843 + Penalty 3399.904453 = -2387797.973390 nChanged 0 SP:Iteration 185F (2053.937872 sec): 3 clusters Score: Raw -2391197.877843 + Penalty 3399.904453 = -2387797.973390 nChanged 0 Trying to split cluster 13 (10550 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2053.968643 sec): 2 clusters Score: Raw -732778.440355 + Penalty 1505.380685 = -731273.059670 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2054.032405 sec): 3 clusters Score: Raw -726706.917307 + Penalty 3010.761370 = -723696.155937 nChanged 4648 SP:Iteration 1F (2054.097936 sec): 3 clusters Score: Raw -729240.669763 + Penalty 3010.761370 = -726229.908393 nChanged 657 SP:Iteration 2F (2054.161088 sec): 3 clusters Score: Raw -729522.296114 + Penalty 3010.761370 = -726511.534744 nChanged 568 SP:Iteration 3F (2054.226062 sec): 3 clusters Score: Raw -729779.209053 + Penalty 3010.761370 = -726768.447683 nChanged 513 SP:Iteration 4Q (2054.291594 sec): 3 clusters Score: Raw -730050.091868 + Penalty 3010.761370 = -727039.330497 nChanged 583 SP:Iteration 5F (2054.356744 sec): 3 clusters Score: Raw -730393.393789 + Penalty 3010.761370 = -727382.632419 nChanged 653 SP:Iteration 6F (2054.421868 sec): 3 clusters Score: Raw -730854.735284 + Penalty 3010.761370 = -727843.973914 nChanged 685 SP:Iteration 7F (2054.487306 sec): 3 clusters Score: Raw -731401.034635 + Penalty 3010.761370 = -728390.273265 nChanged 609 SP:Iteration 8F (2054.550566 sec): 3 clusters Score: Raw -731959.976808 + Penalty 3010.761370 = -728949.215438 nChanged 493 SP:Iteration 9Q (2054.616421 sec): 3 clusters Score: Raw -732425.129799 + Penalty 3010.761370 = -729414.368429 nChanged 320 SP:Iteration 10Q (2054.681410 sec): 3 clusters Score: Raw -732725.284226 + Penalty 3010.761370 = -729714.522856 nChanged 182 SP:Iteration 11Q (2054.737617 sec): 3 clusters Score: Raw -732903.122576 + Penalty 3010.761370 = -729892.361206 nChanged 96 SP:Iteration 12Q (2054.801116 sec): 3 clusters Score: Raw -732995.918244 + Penalty 3010.761370 = -729985.156874 nChanged 63 SP:Iteration 13Q (2054.864078 sec): 3 clusters Score: Raw -733052.376548 + Penalty 3010.761370 = -730041.615178 nChanged 30 SP:Iteration 14Q (2054.926880 sec): 3 clusters Score: Raw -733072.105364 + Penalty 3010.761370 = -730061.343994 nChanged 14 SP:Iteration 15Q (2054.989491 sec): 3 clusters Score: Raw -733085.471349 + Penalty 3010.761370 = -730074.709979 nChanged 8 SP:Iteration 16Q (2055.051150 sec): 3 clusters Score: Raw -733092.423909 + Penalty 3010.761370 = -730081.662539 nChanged 7 SP:Iteration 17Q (2055.109811 sec): 3 clusters Score: Raw -733095.995481 + Penalty 3010.761370 = -730085.234111 nChanged 2 SP:Iteration 18Q (2055.179147 sec): 3 clusters Score: Raw -733096.618582 + Penalty 3010.761370 = -730085.857212 nChanged 1 SP:Iteration 19Q (2055.229536 sec): 3 clusters Score: Raw -733097.369525 + Penalty 3010.761370 = -730086.608155 nChanged 1 SP:Iteration 20F (2055.294958 sec): 3 clusters Score: Raw -733100.248424 + Penalty 3010.761370 = -730089.487054 nChanged 2 SP:Iteration 21Q (2055.357413 sec): 3 clusters Score: Raw -733101.880144 + Penalty 3010.761370 = -730091.118774 nChanged 0 SP:Iteration 22F (2055.417049 sec): 3 clusters Score: Raw -733101.880144 + Penalty 3010.761370 = -730091.118774 nChanged 0 Trying to split cluster 14 (1553 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2055.442181 sec): 2 clusters Score: Raw -100034.381405 + Penalty 1194.040871 = -98840.340533 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2055.490495 sec): 3 clusters Score: Raw -99391.262413 + Penalty 2388.081743 = -97003.180671 nChanged 507 SP:Iteration 1F (2055.542422 sec): 3 clusters Score: Raw -99740.880394 + Penalty 2388.081743 = -97352.798652 nChanged 105 SP:Iteration 2F (2055.594437 sec): 3 clusters Score: Raw -99828.678476 + Penalty 2388.081743 = -97440.596734 nChanged 68 SP:Iteration 3Q (2055.646412 sec): 3 clusters Score: Raw -99881.094304 + Penalty 2388.081743 = -97493.012561 nChanged 48 SP:Iteration 4Q (2055.697741 sec): 3 clusters Score: Raw -99913.628339 + Penalty 2388.081743 = -97525.546597 nChanged 30 SP:Iteration 5Q (2055.748183 sec): 3 clusters Score: Raw -99931.947480 + Penalty 2388.081743 = -97543.865737 nChanged 27 SP:Iteration 6Q (2055.791387 sec): 3 clusters Score: Raw -99953.911665 + Penalty 2388.081743 = -97565.829922 nChanged 24 SP:Iteration 7Q (2055.841630 sec): 3 clusters Score: Raw -99969.827192 + Penalty 2388.081743 = -97581.745450 nChanged 13 SP:Iteration 8Q (2055.892849 sec): 3 clusters Score: Raw -99978.374549 + Penalty 2388.081743 = -97590.292806 nChanged 15 SP:Iteration 9Q (2055.943722 sec): 3 clusters Score: Raw -99989.600146 + Penalty 2388.081743 = -97601.518404 nChanged 13 SP:Iteration 10Q (2055.991527 sec): 3 clusters Score: Raw -99998.785931 + Penalty 2388.081743 = -97610.704188 nChanged 11 SP:Iteration 11Q (2056.034848 sec): 3 clusters Score: Raw -100007.950963 + Penalty 2388.081743 = -97619.869221 nChanged 13 SP:Iteration 12Q (2056.079390 sec): 3 clusters Score: Raw -100014.670763 + Penalty 2388.081743 = -97626.589021 nChanged 12 SP:Iteration 13Q (2056.122717 sec): 3 clusters Score: Raw -100022.246130 + Penalty 2388.081743 = -97634.164388 nChanged 10 SP:Iteration 14Q (2056.165737 sec): 3 clusters Score: Raw -100028.969613 + Penalty 2388.081743 = -97640.887870 nChanged 7 SP:Iteration 15Q (2056.209511 sec): 3 clusters Score: Raw -100035.951718 + Penalty 2388.081743 = -97647.869975 nChanged 9 SP:Iteration 16Q (2056.254121 sec): 3 clusters Score: Raw -100040.305251 + Penalty 2388.081743 = -97652.223508 nChanged 3 SP:Iteration 17Q (2056.295767 sec): 3 clusters Score: Raw -100042.588057 + Penalty 2388.081743 = -97654.506314 nChanged 2 SP:Iteration 18Q (2056.338891 sec): 3 clusters Score: Raw -100043.706921 + Penalty 2388.081743 = -97655.625178 nChanged 3 SP:Iteration 19Q (2056.383194 sec): 3 clusters Score: Raw -100046.278650 + Penalty 2388.081743 = -97658.196907 nChanged 1 SP:Iteration 20F (2056.436442 sec): 3 clusters Score: Raw -100046.815870 + Penalty 2388.081743 = -97658.734127 nChanged 0 Trying to split cluster 15 (4626 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2056.464486 sec): 2 clusters Score: Raw -311455.747965 + Penalty 1371.410274 = -310084.337691 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2056.504781 sec): 3 clusters Score: Raw -309118.471953 + Penalty 2742.820549 = -306375.651404 nChanged 1863 SP:Iteration 1F (2056.563346 sec): 3 clusters Score: Raw -310241.493502 + Penalty 2742.820549 = -307498.672953 nChanged 376 SP:Iteration 2F (2056.610939 sec): 3 clusters Score: Raw -310486.135747 + Penalty 2742.820549 = -307743.315198 nChanged 285 SP:Iteration 3F (2056.648859 sec): 3 clusters Score: Raw -310639.805528 + Penalty 2742.820549 = -307896.984979 nChanged 185 SP:Iteration 4Q (2056.693833 sec): 3 clusters Score: Raw -310743.891524 + Penalty 2742.820549 = -308001.070975 nChanged 184 SP:Iteration 5Q (2056.740858 sec): 3 clusters Score: Raw -310851.691599 + Penalty 2742.820549 = -308108.871050 nChanged 150 SP:Iteration 6Q (2056.785434 sec): 3 clusters Score: Raw -310944.025469 + Penalty 2742.820549 = -308201.204920 nChanged 165 SP:Iteration 7Q (2056.826840 sec): 3 clusters Score: Raw -311023.703323 + Penalty 2742.820549 = -308280.882774 nChanged 133 SP:Iteration 8Q (2056.879773 sec): 3 clusters Score: Raw -311087.160771 + Penalty 2742.820549 = -308344.340222 nChanged 118 SP:Iteration 9Q (2056.914914 sec): 3 clusters Score: Raw -311139.934904 + Penalty 2742.820549 = -308397.114355 nChanged 94 SP:Iteration 10Q (2056.963743 sec): 3 clusters Score: Raw -311188.770287 + Penalty 2742.820549 = -308445.949738 nChanged 73 SP:Iteration 11Q (2057.000456 sec): 3 clusters Score: Raw -311228.617092 + Penalty 2742.820549 = -308485.796543 nChanged 79 SP:Iteration 12Q (2057.051134 sec): 3 clusters Score: Raw -311275.032018 + Penalty 2742.820549 = -308532.211469 nChanged 71 SP:Iteration 13Q (2057.099907 sec): 3 clusters Score: Raw -311326.567780 + Penalty 2742.820549 = -308583.747231 nChanged 78 SP:Iteration 14Q (2057.148329 sec): 3 clusters Score: Raw -311378.480257 + Penalty 2742.820549 = -308635.659708 nChanged 86 SP:Iteration 15Q (2057.183412 sec): 3 clusters Score: Raw -311430.060242 + Penalty 2742.820549 = -308687.239693 nChanged 68 SP:Iteration 16Q (2057.225074 sec): 3 clusters Score: Raw -311469.083625 + Penalty 2742.820549 = -308726.263076 nChanged 55 SP:Iteration 17Q (2057.265258 sec): 3 clusters Score: Raw -311500.254659 + Penalty 2742.820549 = -308757.434110 nChanged 43 SP:Iteration 18Q (2057.305601 sec): 3 clusters Score: Raw -311523.254455 + Penalty 2742.820549 = -308780.433906 nChanged 46 SP:Iteration 19Q (2057.354288 sec): 3 clusters Score: Raw -311553.204263 + Penalty 2742.820549 = -308810.383714 nChanged 43 SP:Iteration 20F (2057.398500 sec): 3 clusters Score: Raw -311581.525610 + Penalty 2742.820549 = -308838.705061 nChanged 37 SP:Iteration 21Q (2057.443484 sec): 3 clusters Score: Raw -311601.990776 + Penalty 2742.820549 = -308859.170227 nChanged 24 SP:Iteration 22Q (2057.491470 sec): 3 clusters Score: Raw -311614.309399 + Penalty 2742.820549 = -308871.488850 nChanged 20 SP:Iteration 23Q (2057.536588 sec): 3 clusters Score: Raw -311623.937132 + Penalty 2742.820549 = -308881.116583 nChanged 21 SP:Iteration 24Q (2057.580127 sec): 3 clusters Score: Raw -311634.278400 + Penalty 2742.820549 = -308891.457851 nChanged 16 SP:Iteration 25Q (2057.627226 sec): 3 clusters Score: Raw -311641.124764 + Penalty 2742.820549 = -308898.304215 nChanged 15 SP:Iteration 26Q (2057.687809 sec): 3 clusters Score: Raw -311647.738407 + Penalty 2742.820549 = -308904.917858 nChanged 10 SP:Iteration 27Q (2057.731339 sec): 3 clusters Score: Raw -311652.317932 + Penalty 2742.820549 = -308909.497383 nChanged 11 SP:Iteration 28Q (2057.766476 sec): 3 clusters Score: Raw -311657.071793 + Penalty 2742.820549 = -308914.251244 nChanged 14 SP:Iteration 29Q (2057.806201 sec): 3 clusters Score: Raw -311666.808744 + Penalty 2742.820549 = -308923.988195 nChanged 19 SP:Iteration 30Q (2057.844328 sec): 3 clusters Score: Raw -311677.483460 + Penalty 2742.820549 = -308934.662911 nChanged 16 SP:Iteration 31Q (2057.882731 sec): 3 clusters Score: Raw -311685.978635 + Penalty 2742.820549 = -308943.158087 nChanged 15 SP:Iteration 32Q (2057.926584 sec): 3 clusters Score: Raw -311693.097381 + Penalty 2742.820549 = -308950.276832 nChanged 14 SP:Iteration 33Q (2057.966508 sec): 3 clusters Score: Raw -311700.207120 + Penalty 2742.820549 = -308957.386571 nChanged 8 SP:Iteration 34Q (2058.006065 sec): 3 clusters Score: Raw -311703.085389 + Penalty 2742.820549 = -308960.264840 nChanged 8 SP:Iteration 35Q (2058.049681 sec): 3 clusters Score: Raw -311706.452195 + Penalty 2742.820549 = -308963.631646 nChanged 8 SP:Iteration 36Q (2058.093253 sec): 3 clusters Score: Raw -311709.304089 + Penalty 2742.820549 = -308966.483540 nChanged 6 SP:Iteration 37Q (2058.132968 sec): 3 clusters Score: Raw -311712.030337 + Penalty 2742.820549 = -308969.209788 nChanged 8 SP:Iteration 38Q (2058.175777 sec): 3 clusters Score: Raw -311715.961010 + Penalty 2742.820549 = -308973.140461 nChanged 4 SP:Iteration 39Q (2058.219506 sec): 3 clusters Score: Raw -311717.285524 + Penalty 2742.820549 = -308974.464975 nChanged 6 SP:Iteration 40F (2058.267240 sec): 3 clusters Score: Raw -311719.255900 + Penalty 2742.820549 = -308976.435351 nChanged 3 SP:Iteration 41Q (2058.311699 sec): 3 clusters Score: Raw -311721.178810 + Penalty 2742.820549 = -308978.358261 nChanged 0 SP:Iteration 42F (2058.365103 sec): 3 clusters Score: Raw -311721.178810 + Penalty 2742.820549 = -308978.358261 nChanged 0 Trying to split cluster 17 (1605 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2058.379603 sec): 2 clusters Score: Raw -98053.905107 + Penalty 1199.392843 = -96854.512263 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2058.417830 sec): 3 clusters Score: Raw -97445.908195 + Penalty 2398.785687 = -95047.122509 nChanged 537 SP:Iteration 1F (2058.464403 sec): 3 clusters Score: Raw -97843.020427 + Penalty 2398.785687 = -95444.234741 nChanged 142 SP:Iteration 2F (2058.493975 sec): 3 clusters Score: Raw -97988.921650 + Penalty 2398.785687 = -95590.135964 nChanged 94 SP:Iteration 3F (2058.530353 sec): 3 clusters Score: Raw -98107.247972 + Penalty 2398.785687 = -95708.462285 nChanged 81 SP:Iteration 4F (2058.574810 sec): 3 clusters Score: Raw -98255.795630 + Penalty 2398.785687 = -95857.009943 nChanged 84 SP:Iteration 5F (2058.604120 sec): 3 clusters Score: Raw -98430.017055 + Penalty 2398.785687 = -96031.231368 nChanged 89 SP:Iteration 6F (2058.640430 sec): 3 clusters Score: Raw -98642.785666 + Penalty 2398.785687 = -96243.999980 nChanged 98 SP:Iteration 7F (2058.676354 sec): 3 clusters Score: Raw -98866.733828 + Penalty 2398.785687 = -96467.948141 nChanged 88 SP:Iteration 8F (2058.722664 sec): 3 clusters Score: Raw -99068.111335 + Penalty 2398.785687 = -96669.325648 nChanged 86 SP:Iteration 9F (2058.752056 sec): 3 clusters Score: Raw -99236.295361 + Penalty 2398.785687 = -96837.509674 nChanged 44 SP:Iteration 10Q (2058.789209 sec): 3 clusters Score: Raw -99295.625048 + Penalty 2398.785687 = -96896.839361 nChanged 22 SP:Iteration 11Q (2058.835044 sec): 3 clusters Score: Raw -99316.560353 + Penalty 2398.785687 = -96917.774666 nChanged 9 SP:Iteration 12Q (2058.874106 sec): 3 clusters Score: Raw -99323.883079 + Penalty 2398.785687 = -96925.097392 nChanged 6 SP:Iteration 13Q (2058.912051 sec): 3 clusters Score: Raw -99329.722901 + Penalty 2398.785687 = -96930.937214 nChanged 1 SP:Iteration 14Q (2058.950057 sec): 3 clusters Score: Raw -99330.024603 + Penalty 2398.785687 = -96931.238917 nChanged 1 SP:Iteration 15Q (2058.987826 sec): 3 clusters Score: Raw -99330.859019 + Penalty 2398.785687 = -96932.073333 nChanged 1 SP:Iteration 16Q (2059.025522 sec): 3 clusters Score: Raw -99331.465960 + Penalty 2398.785687 = -96932.680274 nChanged 1 SP:Iteration 17Q (2059.063291 sec): 3 clusters Score: Raw -99332.672461 + Penalty 2398.785687 = -96933.886774 nChanged 1 SP:Iteration 18Q (2059.099840 sec): 3 clusters Score: Raw -99333.207143 + Penalty 2398.785687 = -96934.421456 nChanged 1 SP:Iteration 19Q (2059.145692 sec): 3 clusters Score: Raw -99333.821489 + Penalty 2398.785687 = -96935.035802 nChanged 0 SP:Iteration 20F (2059.177313 sec): 3 clusters Score: Raw -99333.821489 + Penalty 2398.785687 = -96935.035802 nChanged 0 Score: Raw -22927687.401790 + Penalty 56090.783467 = -22871596.618323 Splitting cluster 17 changes total score from -22872394.138366 to -22871596.618323 So it's not getting split. Trying to split cluster 18 (1780 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2065.619115 sec): 2 clusters Score: Raw -119229.923517 + Penalty 1216.209905 = -118013.713613 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2065.658797 sec): 3 clusters Score: Raw -118496.532338 + Penalty 2432.419809 = -116064.112529 nChanged 609 SP:Iteration 1F (2065.709668 sec): 3 clusters Score: Raw -118931.319851 + Penalty 2432.419809 = -116498.900042 nChanged 135 SP:Iteration 2F (2065.760213 sec): 3 clusters Score: Raw -119047.124701 + Penalty 2432.419809 = -116614.704892 nChanged 100 SP:Iteration 3F (2065.807693 sec): 3 clusters Score: Raw -119123.956980 + Penalty 2432.419809 = -116691.537171 nChanged 64 SP:Iteration 4Q (2065.858307 sec): 3 clusters Score: Raw -119169.858274 + Penalty 2432.419809 = -116737.438465 nChanged 53 SP:Iteration 5Q (2065.903660 sec): 3 clusters Score: Raw -119207.427976 + Penalty 2432.419809 = -116775.008167 nChanged 50 SP:Iteration 6Q (2065.948282 sec): 3 clusters Score: Raw -119240.669622 + Penalty 2432.419809 = -116808.249813 nChanged 49 SP:Iteration 7Q (2065.994279 sec): 3 clusters Score: Raw -119276.503825 + Penalty 2432.419809 = -116844.084016 nChanged 42 SP:Iteration 8Q (2066.036063 sec): 3 clusters Score: Raw -119312.381750 + Penalty 2432.419809 = -116879.961940 nChanged 36 SP:Iteration 9Q (2066.084329 sec): 3 clusters Score: Raw -119346.795643 + Penalty 2432.419809 = -116914.375834 nChanged 45 SP:Iteration 10Q (2066.128898 sec): 3 clusters Score: Raw -119389.343040 + Penalty 2432.419809 = -116956.923231 nChanged 41 SP:Iteration 11Q (2066.173637 sec): 3 clusters Score: Raw -119435.102904 + Penalty 2432.419809 = -117002.683094 nChanged 45 SP:Iteration 12Q (2066.218454 sec): 3 clusters Score: Raw -119467.524788 + Penalty 2432.419809 = -117035.104979 nChanged 40 SP:Iteration 13Q (2066.261823 sec): 3 clusters Score: Raw -119507.928084 + Penalty 2432.419809 = -117075.508275 nChanged 39 SP:Iteration 14Q (2066.306684 sec): 3 clusters Score: Raw -119551.838623 + Penalty 2432.419809 = -117119.418814 nChanged 33 SP:Iteration 15Q (2066.351682 sec): 3 clusters Score: Raw -119590.064235 + Penalty 2432.419809 = -117157.644426 nChanged 27 SP:Iteration 16Q (2066.396533 sec): 3 clusters Score: Raw -119625.389350 + Penalty 2432.419809 = -117192.969541 nChanged 20 SP:Iteration 17Q (2066.442008 sec): 3 clusters Score: Raw -119645.371305 + Penalty 2432.419809 = -117212.951496 nChanged 22 SP:Iteration 18Q (2066.486755 sec): 3 clusters Score: Raw -119667.427593 + Penalty 2432.419809 = -117235.007783 nChanged 22 SP:Iteration 19Q (2066.531820 sec): 3 clusters Score: Raw -119689.090867 + Penalty 2432.419809 = -117256.671058 nChanged 25 SP:Iteration 20F (2066.575572 sec): 3 clusters Score: Raw -119719.465952 + Penalty 2432.419809 = -117287.046143 nChanged 20 SP:Iteration 21Q (2066.630716 sec): 3 clusters Score: Raw -119743.618811 + Penalty 2432.419809 = -117311.199002 nChanged 23 SP:Iteration 22Q (2066.676516 sec): 3 clusters Score: Raw -119769.301900 + Penalty 2432.419809 = -117336.882091 nChanged 16 SP:Iteration 23Q (2066.710441 sec): 3 clusters Score: Raw -119781.390820 + Penalty 2432.419809 = -117348.971011 nChanged 14 SP:Iteration 24Q (2066.744790 sec): 3 clusters Score: Raw -119794.212234 + Penalty 2432.419809 = -117361.792425 nChanged 13 SP:Iteration 25Q (2066.787629 sec): 3 clusters Score: Raw -119807.147599 + Penalty 2432.419809 = -117374.727790 nChanged 13 SP:Iteration 26Q (2066.833310 sec): 3 clusters Score: Raw -119817.737371 + Penalty 2432.419809 = -117385.317562 nChanged 13 SP:Iteration 27Q (2066.878840 sec): 3 clusters Score: Raw -119826.548760 + Penalty 2432.419809 = -117394.128951 nChanged 13 SP:Iteration 28Q (2066.921475 sec): 3 clusters Score: Raw -119834.755529 + Penalty 2432.419809 = -117402.335720 nChanged 8 SP:Iteration 29Q (2066.968438 sec): 3 clusters Score: Raw -119839.311225 + Penalty 2432.419809 = -117406.891416 nChanged 8 SP:Iteration 30Q (2067.011410 sec): 3 clusters Score: Raw -119844.773911 + Penalty 2432.419809 = -117412.354102 nChanged 9 SP:Iteration 31Q (2067.056083 sec): 3 clusters Score: Raw -119850.394162 + Penalty 2432.419809 = -117417.974353 nChanged 6 SP:Iteration 32Q (2067.099951 sec): 3 clusters Score: Raw -119853.404369 + Penalty 2432.419809 = -117420.984560 nChanged 6 SP:Iteration 33Q (2067.143005 sec): 3 clusters Score: Raw -119857.155361 + Penalty 2432.419809 = -117424.735551 nChanged 7 SP:Iteration 34Q (2067.199009 sec): 3 clusters Score: Raw -119861.357530 + Penalty 2432.419809 = -117428.937721 nChanged 6 SP:Iteration 35Q (2067.243492 sec): 3 clusters Score: Raw -119864.787235 + Penalty 2432.419809 = -117432.367426 nChanged 4 SP:Iteration 36Q (2067.278715 sec): 3 clusters Score: Raw -119866.402685 + Penalty 2432.419809 = -117433.982876 nChanged 3 SP:Iteration 37Q (2067.331999 sec): 3 clusters Score: Raw -119868.303515 + Penalty 2432.419809 = -117435.883706 nChanged 1 SP:Iteration 38Q (2067.365590 sec): 3 clusters Score: Raw -119868.685173 + Penalty 2432.419809 = -117436.265364 nChanged 2 SP:Iteration 39Q (2067.408314 sec): 3 clusters Score: Raw -119869.600114 + Penalty 2432.419809 = -117437.180305 nChanged 0 SP:Iteration 40F (2067.462089 sec): 3 clusters Score: Raw -119869.600114 + Penalty 2432.419809 = -117437.180305 nChanged 0 Trying to split cluster 19 (8124 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2067.484020 sec): 2 clusters Score: Raw -530122.762425 + Penalty 1462.918912 = -528659.843512 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2067.537944 sec): 3 clusters Score: Raw -525657.105077 + Penalty 2925.837825 = -522731.267252 nChanged 3453 SP:Iteration 1F (2067.599451 sec): 3 clusters Score: Raw -527613.414584 + Penalty 2925.837825 = -524687.576759 nChanged 628 SP:Iteration 2F (2067.671582 sec): 3 clusters Score: Raw -528053.921418 + Penalty 2925.837825 = -525128.083593 nChanged 608 SP:Iteration 3F (2067.721843 sec): 3 clusters Score: Raw -528580.793997 + Penalty 2925.837825 = -525654.956172 nChanged 610 SP:Iteration 4F (2067.773440 sec): 3 clusters Score: Raw -529092.204203 + Penalty 2925.837825 = -526166.366378 nChanged 506 SP:Iteration 5F (2067.834773 sec): 3 clusters Score: Raw -529453.560142 + Penalty 2925.837825 = -526527.722317 nChanged 414 SP:Iteration 6F (2067.894356 sec): 3 clusters Score: Raw -529744.515914 + Penalty 2925.837825 = -526818.678089 nChanged 361 SP:Iteration 7Q (2067.955865 sec): 3 clusters Score: Raw -530012.727496 + Penalty 2925.837825 = -527086.889671 nChanged 252 SP:Iteration 8Q (2068.021731 sec): 3 clusters Score: Raw -530178.841726 + Penalty 2925.837825 = -527253.003901 nChanged 166 SP:Iteration 9Q (2068.067173 sec): 3 clusters Score: Raw -530282.454268 + Penalty 2925.837825 = -527356.616443 nChanged 140 SP:Iteration 10Q (2068.120137 sec): 3 clusters Score: Raw -530365.303232 + Penalty 2925.837825 = -527439.465407 nChanged 110 SP:Iteration 11Q (2068.180988 sec): 3 clusters Score: Raw -530409.851543 + Penalty 2925.837825 = -527484.013718 nChanged 79 SP:Iteration 12Q (2068.238665 sec): 3 clusters Score: Raw -530435.059998 + Penalty 2925.837825 = -527509.222173 nChanged 49 SP:Iteration 13Q (2068.295749 sec): 3 clusters Score: Raw -530449.842641 + Penalty 2925.837825 = -527524.004816 nChanged 38 SP:Iteration 14Q (2068.355718 sec): 3 clusters Score: Raw -530460.265343 + Penalty 2925.837825 = -527534.427518 nChanged 28 SP:Iteration 15Q (2068.417278 sec): 3 clusters Score: Raw -530468.689059 + Penalty 2925.837825 = -527542.851234 nChanged 24 SP:Iteration 16Q (2068.477610 sec): 3 clusters Score: Raw -530474.015025 + Penalty 2925.837825 = -527548.177201 nChanged 22 SP:Iteration 17Q (2068.535699 sec): 3 clusters Score: Raw -530478.137673 + Penalty 2925.837825 = -527552.299848 nChanged 15 SP:Iteration 18Q (2068.596542 sec): 3 clusters Score: Raw -530480.353029 + Penalty 2925.837825 = -527554.515204 nChanged 11 SP:Iteration 19Q (2068.652435 sec): 3 clusters Score: Raw -530482.014937 + Penalty 2925.837825 = -527556.177113 nChanged 5 SP:Iteration 20F (2068.715501 sec): 3 clusters Score: Raw -530483.287361 + Penalty 2925.837825 = -527557.449536 nChanged 3 SP:Iteration 21Q (2068.789564 sec): 3 clusters Score: Raw -530483.971156 + Penalty 2925.837825 = -527558.133331 nChanged 2 SP:Iteration 22Q (2068.839063 sec): 3 clusters Score: Raw -530484.461439 + Penalty 2925.837825 = -527558.623614 nChanged 2 SP:Iteration 23Q (2068.894475 sec): 3 clusters Score: Raw -530484.563844 + Penalty 2925.837825 = -527558.726019 nChanged 0 SP:Iteration 24F (2068.956921 sec): 3 clusters Score: Raw -530484.563844 + Penalty 2925.837825 = -527558.726019 nChanged 0 Trying to split cluster 20 (519 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2068.991297 sec): 2 clusters Score: Raw -25446.110929 + Penalty 1015.934381 = -24430.176548 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2069.027919 sec): 3 clusters Score: Raw -25416.032889 + Penalty 2031.868762 = -23384.164127 nChanged 137 SP:Iteration 1F (2069.076344 sec): 3 clusters Score: Raw -25670.576649 + Penalty 2031.868762 = -23638.707887 nChanged 41 SP:Iteration 2F (2069.122269 sec): 3 clusters Score: Raw -25788.643743 + Penalty 2031.868762 = -23756.774981 nChanged 26 SP:Iteration 3F (2069.171849 sec): 3 clusters Score: Raw -25870.632571 + Penalty 2031.868762 = -23838.763809 nChanged 29 SP:Iteration 4F (2069.218704 sec): 3 clusters Score: Raw -25967.949825 + Penalty 2031.868762 = -23936.081063 nChanged 27 SP:Iteration 5F (2069.268390 sec): 3 clusters Score: Raw -26100.170415 + Penalty 2031.868762 = -24068.301653 nChanged 19 SP:Iteration 6Q (2069.318932 sec): 3 clusters Score: Raw -26153.435116 + Penalty 2031.868762 = -24121.566354 nChanged 9 SP:Iteration 7Q (2069.368877 sec): 3 clusters Score: Raw -26172.863023 + Penalty 2031.868762 = -24140.994261 nChanged 3 SP:Iteration 8Q (2069.418367 sec): 3 clusters Score: Raw -26183.140861 + Penalty 2031.868762 = -24151.272099 nChanged 4 SP:Iteration 9Q (2069.461768 sec): 3 clusters Score: Raw -26189.665879 + Penalty 2031.868762 = -24157.797117 nChanged 2 SP:Iteration 10Q (2069.508636 sec): 3 clusters Score: Raw -26192.170033 + Penalty 2031.868762 = -24160.301271 nChanged 1 SP:Iteration 11Q (2069.557884 sec): 3 clusters Score: Raw -26195.081132 + Penalty 2031.868762 = -24163.212370 nChanged 1 SP:Iteration 12Q (2069.604831 sec): 3 clusters Score: Raw -26195.591429 + Penalty 2031.868762 = -24163.722667 nChanged 0 SP:Iteration 13F (2069.654241 sec): 3 clusters Score: Raw -26195.591429 + Penalty 2031.868762 = -24163.722667 nChanged 0 Trying to split cluster 21 (10277 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2069.702626 sec): 2 clusters Score: Raw -709989.231538 + Penalty 1501.120346 = -708488.111192 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2069.754415 sec): 3 clusters Score: Raw -704129.343365 + Penalty 3002.240692 = -701127.102673 nChanged 4484 SP:Iteration 1F (2069.814194 sec): 3 clusters Score: Raw -706545.273470 + Penalty 3002.240692 = -703543.032778 nChanged 629 SP:Iteration 2F (2069.876413 sec): 3 clusters Score: Raw -706829.472742 + Penalty 3002.240692 = -703827.232051 nChanged 510 SP:Iteration 3Q (2069.941975 sec): 3 clusters Score: Raw -707067.965424 + Penalty 3002.240692 = -704065.724732 nChanged 474 SP:Iteration 4Q (2069.997397 sec): 3 clusters Score: Raw -707312.521617 + Penalty 3002.240692 = -704310.280925 nChanged 491 SP:Iteration 5Q (2070.062758 sec): 3 clusters Score: Raw -707529.272242 + Penalty 3002.240692 = -704527.031550 nChanged 443 SP:Iteration 6Q (2070.125503 sec): 3 clusters Score: Raw -707722.104004 + Penalty 3002.240692 = -704719.863312 nChanged 386 SP:Iteration 7Q (2070.189643 sec): 3 clusters Score: Raw -707926.027292 + Penalty 3002.240692 = -704923.786600 nChanged 385 SP:Iteration 8Q (2070.253801 sec): 3 clusters Score: Raw -708124.068101 + Penalty 3002.240692 = -705121.827409 nChanged 372 SP:Iteration 9Q (2070.317884 sec): 3 clusters Score: Raw -708301.846041 + Penalty 3002.240692 = -705299.605349 nChanged 351 SP:Iteration 10Q (2070.382090 sec): 3 clusters Score: Raw -708516.269933 + Penalty 3002.240692 = -705514.029241 nChanged 390 SP:Iteration 11Q (2070.458113 sec): 3 clusters Score: Raw -708795.018593 + Penalty 3002.240692 = -705792.777901 nChanged 390 SP:Iteration 12Q (2070.510701 sec): 3 clusters Score: Raw -709119.577346 + Penalty 3002.240692 = -706117.336654 nChanged 329 SP:Iteration 13Q (2070.574074 sec): 3 clusters Score: Raw -709406.282056 + Penalty 3002.240692 = -706404.041364 nChanged 283 SP:Iteration 14Q (2070.635748 sec): 3 clusters Score: Raw -709618.164097 + Penalty 3002.240692 = -706615.923405 nChanged 226 SP:Iteration 15Q (2070.697283 sec): 3 clusters Score: Raw -709776.325383 + Penalty 3002.240692 = -706774.084691 nChanged 173 SP:Iteration 16Q (2070.761221 sec): 3 clusters Score: Raw -709885.948026 + Penalty 3002.240692 = -706883.707334 nChanged 162 SP:Iteration 17Q (2070.818876 sec): 3 clusters Score: Raw -709960.347410 + Penalty 3002.240692 = -706958.106718 nChanged 124 SP:Iteration 18Q (2070.882235 sec): 3 clusters Score: Raw -710011.452355 + Penalty 3002.240692 = -707009.211663 nChanged 95 SP:Iteration 19Q (2070.945939 sec): 3 clusters Score: Raw -710055.978960 + Penalty 3002.240692 = -707053.738268 nChanged 84 SP:Iteration 20F (2071.009952 sec): 3 clusters Score: Raw -710090.247393 + Penalty 3002.240692 = -707088.006701 nChanged 79 SP:Iteration 21Q (2071.068622 sec): 3 clusters Score: Raw -710118.824621 + Penalty 3002.240692 = -707116.583929 nChanged 61 SP:Iteration 22Q (2071.133667 sec): 3 clusters Score: Raw -710138.637750 + Penalty 3002.240692 = -707136.397058 nChanged 54 SP:Iteration 23Q (2071.180389 sec): 3 clusters Score: Raw -710153.386319 + Penalty 3002.240692 = -707151.145627 nChanged 48 SP:Iteration 24Q (2071.248170 sec): 3 clusters Score: Raw -710166.923825 + Penalty 3002.240692 = -707164.683133 nChanged 34 SP:Iteration 25Q (2071.294978 sec): 3 clusters Score: Raw -710177.558716 + Penalty 3002.240692 = -707175.318024 nChanged 35 SP:Iteration 26Q (2071.352225 sec): 3 clusters Score: Raw -710187.786615 + Penalty 3002.240692 = -707185.545923 nChanged 31 SP:Iteration 27Q (2071.409781 sec): 3 clusters Score: Raw -710198.196535 + Penalty 3002.240692 = -707195.955843 nChanged 27 SP:Iteration 28Q (2071.466275 sec): 3 clusters Score: Raw -710206.710255 + Penalty 3002.240692 = -707204.469563 nChanged 18 SP:Iteration 29Q (2071.527526 sec): 3 clusters Score: Raw -710212.417190 + Penalty 3002.240692 = -707210.176498 nChanged 12 SP:Iteration 30Q (2071.585758 sec): 3 clusters Score: Raw -710215.481957 + Penalty 3002.240692 = -707213.241266 nChanged 13 SP:Iteration 31Q (2071.641519 sec): 3 clusters Score: Raw -710218.373805 + Penalty 3002.240692 = -707216.133113 nChanged 17 SP:Iteration 32Q (2071.685658 sec): 3 clusters Score: Raw -710222.427788 + Penalty 3002.240692 = -707220.187096 nChanged 14 SP:Iteration 33Q (2071.741039 sec): 3 clusters Score: Raw -710225.543067 + Penalty 3002.240692 = -707223.302376 nChanged 14 SP:Iteration 34Q (2071.797000 sec): 3 clusters Score: Raw -710229.830936 + Penalty 3002.240692 = -707227.590244 nChanged 9 SP:Iteration 35Q (2071.863955 sec): 3 clusters Score: Raw -710232.589064 + Penalty 3002.240692 = -707230.348372 nChanged 4 SP:Iteration 36Q (2071.919671 sec): 3 clusters Score: Raw -710233.452380 + Penalty 3002.240692 = -707231.211688 nChanged 4 SP:Iteration 37Q (2071.968276 sec): 3 clusters Score: Raw -710233.987043 + Penalty 3002.240692 = -707231.746351 nChanged 5 SP:Iteration 38Q (2072.024440 sec): 3 clusters Score: Raw -710235.443032 + Penalty 3002.240692 = -707233.202340 nChanged 7 SP:Iteration 39Q (2072.081975 sec): 3 clusters Score: Raw -710237.508720 + Penalty 3002.240692 = -707235.268029 nChanged 4 SP:Iteration 40F (2072.131329 sec): 3 clusters Score: Raw -710238.273861 + Penalty 3002.240692 = -707236.033169 nChanged 7 SP:Iteration 41Q (2072.197901 sec): 3 clusters Score: Raw -710240.065055 + Penalty 3002.240692 = -707237.824363 nChanged 5 SP:Iteration 42Q (2072.245363 sec): 3 clusters Score: Raw -710240.769618 + Penalty 3002.240692 = -707238.528926 nChanged 1 SP:Iteration 43Q (2072.300443 sec): 3 clusters Score: Raw -710240.958272 + Penalty 3002.240692 = -707238.717580 nChanged 1 SP:Iteration 44Q (2072.367893 sec): 3 clusters Score: Raw -710241.757212 + Penalty 3002.240692 = -707239.516520 nChanged 5 SP:Iteration 45Q (2072.414151 sec): 3 clusters Score: Raw -710243.108059 + Penalty 3002.240692 = -707240.867367 nChanged 5 SP:Iteration 46Q (2072.474477 sec): 3 clusters Score: Raw -710244.038714 + Penalty 3002.240692 = -707241.798022 nChanged 2 SP:Iteration 47Q (2072.520473 sec): 3 clusters Score: Raw -710244.456974 + Penalty 3002.240692 = -707242.216282 nChanged 3 SP:Iteration 48Q (2072.576955 sec): 3 clusters Score: Raw -710245.025402 + Penalty 3002.240692 = -707242.784710 nChanged 2 SP:Iteration 49Q (2072.633446 sec): 3 clusters Score: Raw -710245.241699 + Penalty 3002.240692 = -707243.001007 nChanged 2 SP:Iteration 50Q (2072.700725 sec): 3 clusters Score: Raw -710245.501568 + Penalty 3002.240692 = -707243.260876 nChanged 3 SP:Iteration 51Q (2072.750356 sec): 3 clusters Score: Raw -710246.039953 + Penalty 3002.240692 = -707243.799261 nChanged 4 SP:Iteration 52Q (2072.810590 sec): 3 clusters Score: Raw -710247.019807 + Penalty 3002.240692 = -707244.779115 nChanged 4 SP:Iteration 53Q (2072.868463 sec): 3 clusters Score: Raw -710247.890657 + Penalty 3002.240692 = -707245.649965 nChanged 5 SP:Iteration 54Q (2072.934474 sec): 3 clusters Score: Raw -710250.108636 + Penalty 3002.240692 = -707247.867944 nChanged 9 SP:Iteration 55Q (2072.981923 sec): 3 clusters Score: Raw -710253.003105 + Penalty 3002.240692 = -707250.762413 nChanged 10 SP:Iteration 56Q (2073.040725 sec): 3 clusters Score: Raw -710255.389508 + Penalty 3002.240692 = -707253.148816 nChanged 9 SP:Iteration 57Q (2073.094330 sec): 3 clusters Score: Raw -710257.961073 + Penalty 3002.240692 = -707255.720381 nChanged 10 SP:Iteration 58Q (2073.147858 sec): 3 clusters Score: Raw -710259.672081 + Penalty 3002.240692 = -707257.431389 nChanged 7 SP:Iteration 59Q (2073.203493 sec): 3 clusters Score: Raw -710260.919864 + Penalty 3002.240692 = -707258.679172 nChanged 5 SP:Iteration 60F (2073.261412 sec): 3 clusters Score: Raw -710262.045098 + Penalty 3002.240692 = -707259.804406 nChanged 3 SP:Iteration 61Q (2073.333430 sec): 3 clusters Score: Raw -710262.749205 + Penalty 3002.240692 = -707260.508513 nChanged 7 SP:Iteration 62Q (2073.378108 sec): 3 clusters Score: Raw -710264.288158 + Penalty 3002.240692 = -707262.047466 nChanged 8 SP:Iteration 63Q (2073.432301 sec): 3 clusters Score: Raw -710266.589576 + Penalty 3002.240692 = -707264.348884 nChanged 10 SP:Iteration 64Q (2073.484064 sec): 3 clusters Score: Raw -710268.907436 + Penalty 3002.240692 = -707266.666744 nChanged 11 SP:Iteration 65Q (2073.535099 sec): 3 clusters Score: Raw -710272.070603 + Penalty 3002.240692 = -707269.829911 nChanged 12 SP:Iteration 66Q (2073.591290 sec): 3 clusters Score: Raw -710274.369144 + Penalty 3002.240692 = -707272.128452 nChanged 6 SP:Iteration 67Q (2073.651895 sec): 3 clusters Score: Raw -710276.828878 + Penalty 3002.240692 = -707274.588186 nChanged 10 SP:Iteration 68Q (2073.706645 sec): 3 clusters Score: Raw -710279.935540 + Penalty 3002.240692 = -707277.694848 nChanged 7 SP:Iteration 69Q (2073.751911 sec): 3 clusters Score: Raw -710281.551128 + Penalty 3002.240692 = -707279.310436 nChanged 6 SP:Iteration 70Q (2073.807280 sec): 3 clusters Score: Raw -710282.792817 + Penalty 3002.240692 = -707280.552125 nChanged 7 SP:Iteration 71Q (2073.862645 sec): 3 clusters Score: Raw -710284.589534 + Penalty 3002.240692 = -707282.348842 nChanged 10 SP:Iteration 72Q (2073.919100 sec): 3 clusters Score: Raw -710287.411787 + Penalty 3002.240692 = -707285.171095 nChanged 8 SP:Iteration 73Q (2073.973934 sec): 3 clusters Score: Raw -710289.511143 + Penalty 3002.240692 = -707287.270451 nChanged 5 SP:Iteration 74Q (2074.030009 sec): 3 clusters Score: Raw -710290.599867 + Penalty 3002.240692 = -707288.359175 nChanged 6 SP:Iteration 75Q (2074.078866 sec): 3 clusters Score: Raw -710291.983067 + Penalty 3002.240692 = -707289.742375 nChanged 3 SP:Iteration 76Q (2074.133738 sec): 3 clusters Score: Raw -710292.774365 + Penalty 3002.240692 = -707290.533673 nChanged 3 SP:Iteration 77Q (2074.188659 sec): 3 clusters Score: Raw -710293.323705 + Penalty 3002.240692 = -707291.083013 nChanged 4 SP:Iteration 78Q (2074.243004 sec): 3 clusters Score: Raw -710293.979309 + Penalty 3002.240692 = -707291.738617 nChanged 3 SP:Iteration 79Q (2074.299622 sec): 3 clusters Score: Raw -710294.326082 + Penalty 3002.240692 = -707292.085390 nChanged 2 SP:Iteration 80F (2074.357895 sec): 3 clusters Score: Raw -710294.569230 + Penalty 3002.240692 = -707292.328538 nChanged 0 Trying to split cluster 22 (51206 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2074.443897 sec): 2 clusters Score: Raw -3436538.484318 + Penalty 1762.086949 = -3434776.397369 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2074.573634 sec): 3 clusters Score: Raw -3403890.600141 + Penalty 3524.173897 = -3400366.426243 nChanged 24098 SP:Iteration 1F (2074.698881 sec): 3 clusters Score: Raw -3417567.241990 + Penalty 3524.173897 = -3414043.068093 nChanged 1996 SP:Iteration 2Q (2074.825786 sec): 3 clusters Score: Raw -3418146.337052 + Penalty 3524.173897 = -3414622.163155 nChanged 2067 SP:Iteration 3Q (2074.954295 sec): 3 clusters Score: Raw -3418897.626232 + Penalty 3524.173897 = -3415373.452335 nChanged 2298 SP:Iteration 4Q (2075.082924 sec): 3 clusters Score: Raw -3419870.069946 + Penalty 3524.173897 = -3416345.896049 nChanged 2601 SP:Iteration 5F (2075.204782 sec): 3 clusters Score: Raw -3421066.664935 + Penalty 3524.173897 = -3417542.491038 nChanged 2790 SP:Iteration 6F (2075.331010 sec): 3 clusters Score: Raw -3422517.819758 + Penalty 3524.173897 = -3418993.645861 nChanged 2993 SP:Iteration 7F (2075.452365 sec): 3 clusters Score: Raw -3424163.523562 + Penalty 3524.173897 = -3420639.349665 nChanged 2979 SP:Iteration 8F (2075.578255 sec): 3 clusters Score: Raw -3425909.471995 + Penalty 3524.173897 = -3422385.298097 nChanged 2858 SP:Iteration 9F (2075.697563 sec): 3 clusters Score: Raw -3427518.252978 + Penalty 3524.173897 = -3423994.079080 nChanged 2570 SP:Iteration 10F (2075.808459 sec): 3 clusters Score: Raw -3428888.400238 + Penalty 3524.173897 = -3425364.226340 nChanged 2131 SP:Iteration 11Q (2075.931601 sec): 3 clusters Score: Raw -3429973.717616 + Penalty 3524.173897 = -3426449.543719 nChanged 1728 SP:Iteration 12Q (2076.041400 sec): 3 clusters Score: Raw -3430843.279142 + Penalty 3524.173897 = -3427319.105244 nChanged 1482 SP:Iteration 13Q (2076.157191 sec): 3 clusters Score: Raw -3431571.339246 + Penalty 3524.173897 = -3428047.165349 nChanged 1342 SP:Iteration 14Q (2076.271239 sec): 3 clusters Score: Raw -3432278.294566 + Penalty 3524.173897 = -3428754.120669 nChanged 1275 SP:Iteration 15Q (2076.395309 sec): 3 clusters Score: Raw -3432946.690777 + Penalty 3524.173897 = -3429422.516880 nChanged 1109 SP:Iteration 16Q (2076.510720 sec): 3 clusters Score: Raw -3433545.891873 + Penalty 3524.173897 = -3430021.717976 nChanged 1089 SP:Iteration 17Q (2076.620167 sec): 3 clusters Score: Raw -3434186.373099 + Penalty 3524.173897 = -3430662.199201 nChanged 1016 SP:Iteration 18Q (2076.732926 sec): 3 clusters Score: Raw -3434758.405547 + Penalty 3524.173897 = -3431234.231650 nChanged 868 SP:Iteration 19Q (2076.859153 sec): 3 clusters Score: Raw -3435259.732439 + Penalty 3524.173897 = -3431735.558542 nChanged 720 SP:Iteration 20F (2076.984719 sec): 3 clusters Score: Raw -3435696.563522 + Penalty 3524.173897 = -3432172.389624 nChanged 650 SP:Iteration 21Q (2077.098704 sec): 3 clusters Score: Raw -3436064.093329 + Penalty 3524.173897 = -3432539.919431 nChanged 498 SP:Iteration 22Q (2077.221261 sec): 3 clusters Score: Raw -3436343.036351 + Penalty 3524.173897 = -3432818.862454 nChanged 417 SP:Iteration 23Q (2077.340372 sec): 3 clusters Score: Raw -3436557.518801 + Penalty 3524.173897 = -3433033.344904 nChanged 322 SP:Iteration 24Q (2077.455057 sec): 3 clusters Score: Raw -3436731.962678 + Penalty 3524.173897 = -3433207.788781 nChanged 263 SP:Iteration 25Q (2077.558880 sec): 3 clusters Score: Raw -3436886.635435 + Penalty 3524.173897 = -3433362.461538 nChanged 225 SP:Iteration 26Q (2077.676121 sec): 3 clusters Score: Raw -3437020.007206 + Penalty 3524.173897 = -3433495.833308 nChanged 176 SP:Iteration 27Q (2077.793940 sec): 3 clusters Score: Raw -3437123.340060 + Penalty 3524.173897 = -3433599.166163 nChanged 143 SP:Iteration 28Q (2077.909620 sec): 3 clusters Score: Raw -3437203.195272 + Penalty 3524.173897 = -3433679.021375 nChanged 96 SP:Iteration 29Q (2078.024504 sec): 3 clusters Score: Raw -3437263.074703 + Penalty 3524.173897 = -3433738.900806 nChanged 93 SP:Iteration 30Q (2078.130411 sec): 3 clusters Score: Raw -3437327.848072 + Penalty 3524.173897 = -3433803.674175 nChanged 81 SP:Iteration 31Q (2078.235373 sec): 3 clusters Score: Raw -3437392.299283 + Penalty 3524.173897 = -3433868.125386 nChanged 70 SP:Iteration 32Q (2078.346553 sec): 3 clusters Score: Raw -3437461.111648 + Penalty 3524.173897 = -3433936.937751 nChanged 85 SP:Iteration 33Q (2078.450034 sec): 3 clusters Score: Raw -3437537.321639 + Penalty 3524.173897 = -3434013.147742 nChanged 70 SP:Iteration 34Q (2078.555347 sec): 3 clusters Score: Raw -3437586.363668 + Penalty 3524.173897 = -3434062.189771 nChanged 56 SP:Iteration 35Q (2078.668631 sec): 3 clusters Score: Raw -3437613.501853 + Penalty 3524.173897 = -3434089.327956 nChanged 46 SP:Iteration 36Q (2078.782186 sec): 3 clusters Score: Raw -3437633.063888 + Penalty 3524.173897 = -3434108.889990 nChanged 34 SP:Iteration 37Q (2078.895839 sec): 3 clusters Score: Raw -3437645.676820 + Penalty 3524.173897 = -3434121.502923 nChanged 21 SP:Iteration 38Q (2079.000861 sec): 3 clusters Score: Raw -3437652.058020 + Penalty 3524.173897 = -3434127.884123 nChanged 18 SP:Iteration 39Q (2079.110271 sec): 3 clusters Score: Raw -3437657.352671 + Penalty 3524.173897 = -3434133.178773 nChanged 14 SP:Iteration 40F (2079.240831 sec): 3 clusters Score: Raw -3437660.771525 + Penalty 3524.173897 = -3434136.597628 nChanged 9 SP:Iteration 41Q (2079.356666 sec): 3 clusters Score: Raw -3437662.717719 + Penalty 3524.173897 = -3434138.543821 nChanged 9 SP:Iteration 42Q (2079.466836 sec): 3 clusters Score: Raw -3437665.386596 + Penalty 3524.173897 = -3434141.212699 nChanged 4 SP:Iteration 43Q (2079.577734 sec): 3 clusters Score: Raw -3437666.221311 + Penalty 3524.173897 = -3434142.047413 nChanged 2 SP:Iteration 44Q (2079.691579 sec): 3 clusters Score: Raw -3437666.907587 + Penalty 3524.173897 = -3434142.733690 nChanged 1 SP:Iteration 45Q (2079.804299 sec): 3 clusters Score: Raw -3437667.504243 + Penalty 3524.173897 = -3434143.330346 nChanged 4 SP:Iteration 46Q (2079.918105 sec): 3 clusters Score: Raw -3437668.442426 + Penalty 3524.173897 = -3434144.268529 nChanged 3 SP:Iteration 47Q (2080.032014 sec): 3 clusters Score: Raw -3437669.065061 + Penalty 3524.173897 = -3434144.891164 nChanged 3 SP:Iteration 48Q (2080.144038 sec): 3 clusters Score: Raw -3437669.503203 + Penalty 3524.173897 = -3434145.329305 nChanged 2 SP:Iteration 49Q (2080.249028 sec): 3 clusters Score: Raw -3437669.902033 + Penalty 3524.173897 = -3434145.728136 nChanged 0 SP:Iteration 50F (2080.380293 sec): 3 clusters Score: Raw -3437669.902033 + Penalty 3524.173897 = -3434145.728136 nChanged 0 Trying to split cluster 23 (2769 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2080.399583 sec): 2 clusters Score: Raw -183206.050850 + Penalty 1288.014248 = -181918.036603 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2080.443202 sec): 3 clusters Score: Raw -181981.728974 + Penalty 2576.028495 = -179405.700479 nChanged 1064 SP:Iteration 1F (2080.491271 sec): 3 clusters Score: Raw -182776.947519 + Penalty 2576.028495 = -180200.919024 nChanged 274 SP:Iteration 2F (2080.547490 sec): 3 clusters Score: Raw -183075.327105 + Penalty 2576.028495 = -180499.298610 nChanged 201 SP:Iteration 3F (2080.584675 sec): 3 clusters Score: Raw -183314.712776 + Penalty 2576.028495 = -180738.684281 nChanged 167 SP:Iteration 4F (2080.625262 sec): 3 clusters Score: Raw -183494.080860 + Penalty 2576.028495 = -180918.052365 nChanged 144 SP:Iteration 5F (2080.664110 sec): 3 clusters Score: Raw -183682.008442 + Penalty 2576.028495 = -181105.979947 nChanged 126 SP:Iteration 6Q (2080.692488 sec): 3 clusters Score: Raw -183842.874363 + Penalty 2576.028495 = -181266.845867 nChanged 87 SP:Iteration 7Q (2080.722237 sec): 3 clusters Score: Raw -183919.376843 + Penalty 2576.028495 = -181343.348348 nChanged 59 SP:Iteration 8Q (2080.774459 sec): 3 clusters Score: Raw -183961.360146 + Penalty 2576.028495 = -181385.331651 nChanged 34 SP:Iteration 9Q (2080.826029 sec): 3 clusters Score: Raw -183980.951014 + Penalty 2576.028495 = -181404.922519 nChanged 29 SP:Iteration 10Q (2080.877795 sec): 3 clusters Score: Raw -183995.469938 + Penalty 2576.028495 = -181419.441443 nChanged 15 SP:Iteration 11Q (2080.929488 sec): 3 clusters Score: Raw -184002.562216 + Penalty 2576.028495 = -181426.533721 nChanged 10 SP:Iteration 12Q (2080.981042 sec): 3 clusters Score: Raw -184008.779746 + Penalty 2576.028495 = -181432.751251 nChanged 8 SP:Iteration 13Q (2081.026021 sec): 3 clusters Score: Raw -184011.403169 + Penalty 2576.028495 = -181435.374674 nChanged 4 SP:Iteration 14Q (2081.069553 sec): 3 clusters Score: Raw -184013.001521 + Penalty 2576.028495 = -181436.973026 nChanged 4 SP:Iteration 15Q (2081.121212 sec): 3 clusters Score: Raw -184014.694098 + Penalty 2576.028495 = -181438.665603 nChanged 2 SP:Iteration 16Q (2081.167010 sec): 3 clusters Score: Raw -184014.942227 + Penalty 2576.028495 = -181438.913732 nChanged 1 SP:Iteration 17Q (2081.218320 sec): 3 clusters Score: Raw -184015.161507 + Penalty 2576.028495 = -181439.133012 nChanged 0 SP:Iteration 18F (2081.262471 sec): 3 clusters Score: Raw -184015.161507 + Penalty 2576.028495 = -181439.133012 nChanged 0 Trying to split cluster 24 (9009 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2081.310128 sec): 2 clusters Score: Raw -539804.059967 + Penalty 1479.721645 = -538324.338321 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2081.373527 sec): 3 clusters Score: Raw -534798.918778 + Penalty 2959.443291 = -531839.475488 nChanged 3829 SP:Iteration 1F (2081.425526 sec): 3 clusters Score: Raw -536925.713971 + Penalty 2959.443291 = -533966.270680 nChanged 637 SP:Iteration 2F (2081.489521 sec): 3 clusters Score: Raw -537323.404025 + Penalty 2959.443291 = -534363.960734 nChanged 621 SP:Iteration 3F (2081.553593 sec): 3 clusters Score: Raw -537729.990123 + Penalty 2959.443291 = -534770.546832 nChanged 566 SP:Iteration 4F (2081.615487 sec): 3 clusters Score: Raw -538098.934917 + Penalty 2959.443291 = -535139.491626 nChanged 518 SP:Iteration 5F (2081.675409 sec): 3 clusters Score: Raw -538446.589752 + Penalty 2959.443291 = -535487.146461 nChanged 464 SP:Iteration 6F (2081.737139 sec): 3 clusters Score: Raw -538773.407580 + Penalty 2959.443291 = -535813.964289 nChanged 407 SP:Iteration 7Q (2081.797472 sec): 3 clusters Score: Raw -539056.479601 + Penalty 2959.443291 = -536097.036311 nChanged 331 SP:Iteration 8Q (2081.861581 sec): 3 clusters Score: Raw -539289.600933 + Penalty 2959.443291 = -536330.157642 nChanged 266 SP:Iteration 9Q (2081.918930 sec): 3 clusters Score: Raw -539465.950650 + Penalty 2959.443291 = -536506.507359 nChanged 223 SP:Iteration 10Q (2081.975746 sec): 3 clusters Score: Raw -539595.906250 + Penalty 2959.443291 = -536636.462959 nChanged 172 SP:Iteration 11Q (2082.038521 sec): 3 clusters Score: Raw -539710.130559 + Penalty 2959.443291 = -536750.687268 nChanged 161 SP:Iteration 12Q (2082.096086 sec): 3 clusters Score: Raw -539798.283527 + Penalty 2959.443291 = -536838.840236 nChanged 150 SP:Iteration 13Q (2082.157987 sec): 3 clusters Score: Raw -539862.941261 + Penalty 2959.443291 = -536903.497970 nChanged 102 SP:Iteration 14Q (2082.220228 sec): 3 clusters Score: Raw -539900.117294 + Penalty 2959.443291 = -536940.674003 nChanged 80 SP:Iteration 15Q (2082.282524 sec): 3 clusters Score: Raw -539929.606935 + Penalty 2959.443291 = -536970.163645 nChanged 68 SP:Iteration 16Q (2082.341601 sec): 3 clusters Score: Raw -539952.894444 + Penalty 2959.443291 = -536993.451153 nChanged 39 SP:Iteration 17Q (2082.396636 sec): 3 clusters Score: Raw -539961.009722 + Penalty 2959.443291 = -537001.566431 nChanged 26 SP:Iteration 18Q (2082.454410 sec): 3 clusters Score: Raw -539966.372708 + Penalty 2959.443291 = -537006.929417 nChanged 22 SP:Iteration 19Q (2082.506451 sec): 3 clusters Score: Raw -539970.708228 + Penalty 2959.443291 = -537011.264937 nChanged 24 SP:Iteration 20F (2082.570328 sec): 3 clusters Score: Raw -539977.849815 + Penalty 2959.443291 = -537018.406525 nChanged 25 SP:Iteration 21Q (2082.632161 sec): 3 clusters Score: Raw -539984.997655 + Penalty 2959.443291 = -537025.554364 nChanged 27 SP:Iteration 22Q (2082.693459 sec): 3 clusters Score: Raw -539991.697211 + Penalty 2959.443291 = -537032.253920 nChanged 20 SP:Iteration 23Q (2082.755774 sec): 3 clusters Score: Raw -539995.407607 + Penalty 2959.443291 = -537035.964317 nChanged 15 SP:Iteration 24Q (2082.817756 sec): 3 clusters Score: Raw -539999.206570 + Penalty 2959.443291 = -537039.763279 nChanged 15 SP:Iteration 25Q (2082.877399 sec): 3 clusters Score: Raw -540001.986002 + Penalty 2959.443291 = -537042.542711 nChanged 13 SP:Iteration 26Q (2082.938604 sec): 3 clusters Score: Raw -540005.246690 + Penalty 2959.443291 = -537045.803399 nChanged 12 SP:Iteration 27Q (2082.995525 sec): 3 clusters Score: Raw -540007.209051 + Penalty 2959.443291 = -537047.765760 nChanged 7 SP:Iteration 28Q (2083.056942 sec): 3 clusters Score: Raw -540009.073877 + Penalty 2959.443291 = -537049.630586 nChanged 7 SP:Iteration 29Q (2083.116965 sec): 3 clusters Score: Raw -540010.256174 + Penalty 2959.443291 = -537050.812883 nChanged 5 SP:Iteration 30Q (2083.162999 sec): 3 clusters Score: Raw -540011.323996 + Penalty 2959.443291 = -537051.880705 nChanged 3 SP:Iteration 31Q (2083.212786 sec): 3 clusters Score: Raw -540012.785125 + Penalty 2959.443291 = -537053.341834 nChanged 9 SP:Iteration 32Q (2083.266337 sec): 3 clusters Score: Raw -540016.042098 + Penalty 2959.443291 = -537056.598807 nChanged 8 SP:Iteration 33Q (2083.322542 sec): 3 clusters Score: Raw -540017.754684 + Penalty 2959.443291 = -537058.311393 nChanged 7 SP:Iteration 34Q (2083.378891 sec): 3 clusters Score: Raw -540018.613937 + Penalty 2959.443291 = -537059.170646 nChanged 7 SP:Iteration 35Q (2083.424310 sec): 3 clusters Score: Raw -540019.688897 + Penalty 2959.443291 = -537060.245606 nChanged 3 SP:Iteration 36Q (2083.480345 sec): 3 clusters Score: Raw -540020.629690 + Penalty 2959.443291 = -537061.186399 nChanged 5 SP:Iteration 37Q (2083.536105 sec): 3 clusters Score: Raw -540021.522340 + Penalty 2959.443291 = -537062.079049 nChanged 3 SP:Iteration 38Q (2083.600506 sec): 3 clusters Score: Raw -540022.023170 + Penalty 2959.443291 = -537062.579879 nChanged 1 SP:Iteration 39Q (2083.655221 sec): 3 clusters Score: Raw -540022.178156 + Penalty 2959.443291 = -537062.734865 nChanged 1 SP:Iteration 40F (2083.701709 sec): 3 clusters Score: Raw -540022.359682 + Penalty 2959.443291 = -537062.916391 nChanged 3 SP:Iteration 41Q (2083.767186 sec): 3 clusters Score: Raw -540022.659245 + Penalty 2959.443291 = -537063.215954 nChanged 2 SP:Iteration 42Q (2083.815126 sec): 3 clusters Score: Raw -540022.750620 + Penalty 2959.443291 = -537063.307329 nChanged 1 SP:Iteration 43Q (2083.860240 sec): 3 clusters Score: Raw -540022.921145 + Penalty 2959.443291 = -537063.477854 nChanged 0 SP:Iteration 44F (2083.926657 sec): 3 clusters Score: Raw -540022.921145 + Penalty 2959.443291 = -537063.477854 nChanged 0 Trying to split cluster 25 (1523 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2083.950959 sec): 2 clusters Score: Raw -78066.608347 + Penalty 1190.871070 = -76875.737277 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2083.993720 sec): 3 clusters Score: Raw -77496.929007 + Penalty 2381.742140 = -75115.186867 nChanged 555 SP:Iteration 1F (2084.027661 sec): 3 clusters Score: Raw -78041.758586 + Penalty 2381.742140 = -75660.016447 nChanged 165 SP:Iteration 2F (2084.072205 sec): 3 clusters Score: Raw -78298.688309 + Penalty 2381.742140 = -75916.946169 nChanged 145 SP:Iteration 3F (2084.116570 sec): 3 clusters Score: Raw -78519.854351 + Penalty 2381.742140 = -76138.112211 nChanged 125 SP:Iteration 4F (2084.159340 sec): 3 clusters Score: Raw -78728.436448 + Penalty 2381.742140 = -76346.694309 nChanged 102 SP:Iteration 5F (2084.203656 sec): 3 clusters Score: Raw -78921.058183 + Penalty 2381.742140 = -76539.316043 nChanged 70 SP:Iteration 6Q (2084.248373 sec): 3 clusters Score: Raw -79023.522418 + Penalty 2381.742140 = -76641.780278 nChanged 39 SP:Iteration 7Q (2084.292295 sec): 3 clusters Score: Raw -79071.234990 + Penalty 2381.742140 = -76689.492850 nChanged 24 SP:Iteration 8Q (2084.336845 sec): 3 clusters Score: Raw -79103.435585 + Penalty 2381.742140 = -76721.693445 nChanged 18 SP:Iteration 9Q (2084.379769 sec): 3 clusters Score: Raw -79131.022771 + Penalty 2381.742140 = -76749.280631 nChanged 11 SP:Iteration 10Q (2084.424326 sec): 3 clusters Score: Raw -79153.206805 + Penalty 2381.742140 = -76771.464666 nChanged 12 SP:Iteration 11Q (2084.478862 sec): 3 clusters Score: Raw -79180.565927 + Penalty 2381.742140 = -76798.823787 nChanged 15 SP:Iteration 12Q (2084.512498 sec): 3 clusters Score: Raw -79206.134938 + Penalty 2381.742140 = -76824.392798 nChanged 11 SP:Iteration 13Q (2084.555699 sec): 3 clusters Score: Raw -79218.910979 + Penalty 2381.742140 = -76837.168839 nChanged 7 SP:Iteration 14Q (2084.599088 sec): 3 clusters Score: Raw -79224.715220 + Penalty 2381.742140 = -76842.973081 nChanged 5 SP:Iteration 15Q (2084.652630 sec): 3 clusters Score: Raw -79227.276787 + Penalty 2381.742140 = -76845.534647 nChanged 6 SP:Iteration 16Q (2084.687370 sec): 3 clusters Score: Raw -79231.208742 + Penalty 2381.742140 = -76849.466603 nChanged 3 SP:Iteration 17Q (2084.742361 sec): 3 clusters Score: Raw -79232.413405 + Penalty 2381.742140 = -76850.671265 nChanged 1 SP:Iteration 18Q (2084.776927 sec): 3 clusters Score: Raw -79233.087491 + Penalty 2381.742140 = -76851.345351 nChanged 2 SP:Iteration 19Q (2084.831371 sec): 3 clusters Score: Raw -79241.179157 + Penalty 2381.742140 = -76859.437017 nChanged 3 SP:Iteration 20F (2084.866121 sec): 3 clusters Score: Raw -79250.356598 + Penalty 2381.742140 = -76868.614458 nChanged 2 SP:Iteration 21Q (2084.911065 sec): 3 clusters Score: Raw -79258.390507 + Penalty 2381.742140 = -76876.648368 nChanged 3 SP:Iteration 22Q (2084.956285 sec): 3 clusters Score: Raw -79262.828565 + Penalty 2381.742140 = -76881.086425 nChanged 2 SP:Iteration 23Q (2085.001573 sec): 3 clusters Score: Raw -79264.183966 + Penalty 2381.742140 = -76882.441826 nChanged 1 SP:Iteration 24Q (2085.047167 sec): 3 clusters Score: Raw -79265.208165 + Penalty 2381.742140 = -76883.466025 nChanged 0 SP:Iteration 25F (2085.092878 sec): 3 clusters Score: Raw -79265.208165 + Penalty 2381.742140 = -76883.466025 nChanged 0 Score: Raw -22927606.085226 + Penalty 56090.783467 = -22871515.301758 Splitting cluster 25 changes total score from -22872394.138366 to -22871515.301758 So it's not getting split. Trying to split cluster 26 (1281 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2091.983008 sec): 2 clusters Score: Raw -74640.066815 + Penalty 1162.751899 = -73477.314916 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2092.022302 sec): 3 clusters Score: Raw -74158.030500 + Penalty 2325.503798 = -71832.526702 nChanged 398 SP:Iteration 1F (2092.073226 sec): 3 clusters Score: Raw -74463.620433 + Penalty 2325.503798 = -72138.116635 nChanged 104 SP:Iteration 2F (2092.124018 sec): 3 clusters Score: Raw -74575.126720 + Penalty 2325.503798 = -72249.622922 nChanged 80 SP:Iteration 3F (2092.173427 sec): 3 clusters Score: Raw -74647.822375 + Penalty 2325.503798 = -72322.318577 nChanged 43 SP:Iteration 4Q (2092.213482 sec): 3 clusters Score: Raw -74689.116327 + Penalty 2325.503798 = -72363.612529 nChanged 34 SP:Iteration 5Q (2092.263301 sec): 3 clusters Score: Raw -74723.853737 + Penalty 2325.503798 = -72398.349939 nChanged 30 SP:Iteration 6Q (2092.313674 sec): 3 clusters Score: Raw -74752.151865 + Penalty 2325.503798 = -72426.648066 nChanged 18 SP:Iteration 7Q (2092.364077 sec): 3 clusters Score: Raw -74772.460014 + Penalty 2325.503798 = -72446.956216 nChanged 26 SP:Iteration 8Q (2092.403008 sec): 3 clusters Score: Raw -74811.128161 + Penalty 2325.503798 = -72485.624363 nChanged 34 SP:Iteration 9Q (2092.453319 sec): 3 clusters Score: Raw -74873.622750 + Penalty 2325.503798 = -72548.118952 nChanged 47 SP:Iteration 10Q (2092.499651 sec): 3 clusters Score: Raw -74959.740583 + Penalty 2325.503798 = -72634.236785 nChanged 51 SP:Iteration 11Q (2092.544622 sec): 3 clusters Score: Raw -75036.746887 + Penalty 2325.503798 = -72711.243089 nChanged 46 SP:Iteration 12Q (2092.594762 sec): 3 clusters Score: Raw -75115.865353 + Penalty 2325.503798 = -72790.361555 nChanged 44 SP:Iteration 13Q (2092.639685 sec): 3 clusters Score: Raw -75172.250213 + Penalty 2325.503798 = -72846.746415 nChanged 45 SP:Iteration 14Q (2092.689568 sec): 3 clusters Score: Raw -75231.439454 + Penalty 2325.503798 = -72905.935656 nChanged 39 SP:Iteration 15Q (2092.735668 sec): 3 clusters Score: Raw -75277.848839 + Penalty 2325.503798 = -72952.345041 nChanged 25 SP:Iteration 16Q (2092.785698 sec): 3 clusters Score: Raw -75306.542847 + Penalty 2325.503798 = -72981.039049 nChanged 34 SP:Iteration 17Q (2092.832224 sec): 3 clusters Score: Raw -75360.793334 + Penalty 2325.503798 = -73035.289536 nChanged 35 SP:Iteration 18Q (2092.882202 sec): 3 clusters Score: Raw -75418.088645 + Penalty 2325.503798 = -73092.584847 nChanged 32 SP:Iteration 19Q (2092.932668 sec): 3 clusters Score: Raw -75484.195069 + Penalty 2325.503798 = -73158.691271 nChanged 37 SP:Iteration 20F (2092.974989 sec): 3 clusters Score: Raw -75554.792556 + Penalty 2325.503798 = -73229.288758 nChanged 24 SP:Iteration 21Q (2093.025671 sec): 3 clusters Score: Raw -75621.660601 + Penalty 2325.503798 = -73296.156803 nChanged 11 SP:Iteration 22Q (2093.068200 sec): 3 clusters Score: Raw -75650.413574 + Penalty 2325.503798 = -73324.909776 nChanged 7 SP:Iteration 23Q (2093.118871 sec): 3 clusters Score: Raw -75667.566980 + Penalty 2325.503798 = -73342.063182 nChanged 6 SP:Iteration 24Q (2093.161097 sec): 3 clusters Score: Raw -75683.434353 + Penalty 2325.503798 = -73357.930555 nChanged 5 SP:Iteration 25Q (2093.207206 sec): 3 clusters Score: Raw -75698.655874 + Penalty 2325.503798 = -73373.152076 nChanged 3 SP:Iteration 26Q (2093.256850 sec): 3 clusters Score: Raw -75706.225104 + Penalty 2325.503798 = -73380.721306 nChanged 0 SP:Iteration 27F (2093.304114 sec): 3 clusters Score: Raw -75706.225104 + Penalty 2325.503798 = -73380.721306 nChanged 0 Trying to split cluster 27 (38714 points) SP: Assigned 2 initial classes randomly. SP:Iteration 0F (2093.366189 sec): 2 clusters Score: Raw -2622481.415844 + Penalty 1716.642943 = -2620764.772902 nChanged 0 SP: Assigned 3 initial classes randomly. SP:Iteration 0F (2093.480025 sec): 3 clusters Score: Raw -2598290.560319 + Penalty 3433.285885 = -2594857.274434 nChanged 17992 SP:Iteration 1F (2093.577876 sec): 3 clusters Score: Raw -2608486.021726 + Penalty 3433.285885 = -2605052.735841 nChanged 1846 SP:Iteration 2Q (2093.686349 sec): 3 clusters Score: Raw -2609156.904295 + Penalty 3433.285885 = -2605723.618409 nChanged 1852 SP:Iteration 3Q (2093.788517 sec): 3 clusters Score: Raw -2609941.243048 + Penalty 3433.285885 = -2606507.957162 nChanged 1960 SP:Iteration 4F (2093.890665 sec): 3 clusters Score: Raw -2610885.381433 + Penalty 3433.285885 = -2607452.095548 nChanged 2075 SP:Iteration 5F (2093.984198 sec): 3 clusters Score: Raw -2612046.732743 + Penalty 3433.285885 = -2608613.446858 nChanged 2233 SP:Iteration 6F (2094.089356 sec): 3 clusters Score: Raw -2613453.322193 + Penalty 3433.285885 = -2610020.036308 nChanged 2220 SP:Iteration 7F (2094.194416 sec): 3 clusters Score: Raw -2615012.851687 + Penalty 3433.285885 = -2611579.565801 nChanged 2266 SP:Iteration 8F (2094.292337 sec): 3 clusters Score: Raw -2616503.163018 + Penalty 3433.285885 = -2613069.877133 nChanged 1909 SP:Iteration 9Q (2094.394231 sec): 3 clusters Score: Raw -2617603.407224 + Penalty 3433.285885 = -2614170.121339 nChanged 1524 SP:Iteration 10Q (2094.493498 sec): 3 clusters Score: Raw -2618335.224033 + Penalty 3433.285885 = -2614901.938148 nChanged 1119 SP:Iteration 11Q (2094.592283 sec): 3 clusters Score: Raw -2618781.962445 + Penalty 3433.285885 = -2615348.676560 nChanged 864 SP:Iteration 12Q (2094.690645 sec): 3 clusters Score: Raw -2619078.017736 + Penalty 3433.285885 = -2615644.731850 nChanged 693 SP:Iteration 13Q (2094.788682 sec): 3 clusters Score: Raw -2619293.196398 + Penalty 3433.285885 = -2615859.910512 nChanged 606 SP:Iteration 14Q (2094.886950 sec): 3 clusters Score: Raw -2619503.409486 + Penalty 3433.285885 = -2616070.123601 nChanged 603 SP:Iteration 15Q (2094.991842 sec): 3 clusters Score: Raw -2619725.920346 + Penalty 3433.285885 = -2616292.634460 nChanged 580 SP:Iteration 16Q (2095.095740 sec): 3 clusters Score: Raw -2619929.403961 + Penalty 3433.285885 = -2616496.118075 nChanged 598 SP:Iteration 17Q (2095.201518 sec): 3 clusters Score: Raw -2620168.292095 + Penalty 3433.285885 = -2616735.006209 nChanged 603 SP:Iteration 18Q (2095.302849 sec): 3 clusters Score: Raw -2620417.769257 + Penalty 3433.285885 = -2616984.483372 nChanged 591 SP:Iteration 19Q (2095.400967 sec): 3 clusters Score: Raw -2620682.335914 + Penalty 3433.285885 = -2617249.050029 nChanged 586 SP:Iteration 20F (2095.507472 sec): 3 clusters Score: Raw -2620969.189545 + Penalty 3433.285885 = -2617535.903659 nChanged 590 SP:Iteration 21Q (2095.611778 sec): 3 clusters Score: Raw -2621251.042887 + Penalty 3433.285885 = -2617817.757001 nChanged 549 SP:Iteration 22Q (2095.715419 sec): 3 clusters Score: Raw -2621543.998409 + Penalty 3433.285885 = -2618110.712524 nChanged 555 SP:Iteration 23Q (2095.818583 sec): 3 clusters Score: Raw -2621810.870725 + Penalty 3433.285885 = -2618377.584839 nChanged 497 SP:Iteration 24Q (2095.921403 sec): 3 clusters Score: Raw -2622034.215777 + Penalty 3433.285885 = -2618600.929891 nChanged 485 SP:Iteration 25Q (2096.026829 sec): 3 clusters Score: Raw -2622244.818844 + Penalty 3433.285885 = -2618811.532959 nChanged 452 SP:Iteration 26Q (2096.125882 sec): 3 clusters Score: Raw -2622437.786551 + Penalty 3433.285885 = -2619004.500665 nChanged 416 SP:Iteration 27Q (2096.228092 sec): 3 clusters Score: Raw -2622606.393504 + Penalty 3433.285885 = -2619173.107619 nChanged 400 SP:Iteration 28Q (2096.330322 sec): 3 clusters Score: Raw -2622752.728641 + Penalty 3433.285885 = -2619319.442756 nChanged 384 SP:Iteration 29Q (2096.431735 sec): 3 clusters Score: Raw -2622885.009359 + Penalty 3433.285885 = -2619451.723474 nChanged 338 SP:Iteration 30Q (2096.521767 sec): 3 clusters Score: Raw -2622993.384941 + Penalty 3433.285885 = -2619560.099056 nChanged 311 SP:Iteration 31Q (2096.620067 sec): 3 clusters Score: Raw -2623086.747786 + Penalty 3433.285885 = -2619653.461901 nChanged 250 SP:Iteration 32Q (2096.723107 sec): 3 clusters Score: Raw -2623149.454711 + Penalty 3433.285885 = -2619716.168825 nChanged 229 SP:Iteration 33Q (2096.821170 sec): 3 clusters Score: Raw -2623208.000323 + Penalty 3433.285885 = -2619774.714437 nChanged 226 SP:Iteration 34Q (2096.921134 sec): 3 clusters Score: Raw -2623267.211782 + Penalty 3433.285885 = -2619833.925896 nChanged 214 SP:Iteration 35Q (2097.021349 sec): 3 clusters Score: Raw -2623309.230095 + Penalty 3433.285885 = -2619875.944209 nChanged 183 SP:Iteration 36Q (2097.117154 sec): 3 clusters Score: Raw -2623340.990575 + Penalty 3433.285885 = -2619907.704690 nChanged 132 SP:Iteration 37Q (2097.215553 sec): 3 clusters Score: Raw -2623357.706602 + Penalty 3433.285885 = -2619924.420717 nChanged 105 SP:Iteration 38Q (2097.305337 sec): 3 clusters Score: Raw -2623370.268021 + Penalty 3433.285885 = -2619936.982135 nChanged 74 SP:Iteration 39Q (2097.405057 sec): 3 clusters Score: Raw -2623377.521276 + Penalty 3433.285885 = -2619944.235391 nChanged 52 SP:Iteration 40F (2097.511766 sec): 3 clusters Score: Raw -2623383.183466 + Penalty 3433.285885 = -2619949.897580 nChanged 49 SP:Iteration 41Q (2097.612658 sec): 3 clusters Score: Raw -2623386.524864 + Penalty 3433.285885 = -2619953.238978 nChanged 34 SP:Iteration 42Q (2097.708739 sec): 3 clusters Score: Raw -2623389.140079 + Penalty 3433.285885 = -2619955.854194 nChanged 26 SP:Iteration 43Q (2097.808636 sec): 3 clusters Score: Raw -2623391.087179 + Penalty 3433.285885 = -2619957.801294 nChanged 20 SP:Iteration 44Q (2097.912446 sec): 3 clusters Score: Raw -2623392.706371 + Penalty 3433.285885 = -2619959.420486 nChanged 18 SP:Iteration 45Q (2098.009806 sec): 3 clusters Score: Raw -2623393.872200 + Penalty 3433.285885 = -2619960.586315 nChanged 9 SP:Iteration 46Q (2098.111428 sec): 3 clusters Score: Raw -2623394.340165 + Penalty 3433.285885 = -2619961.054280 nChanged 12 SP:Iteration 47Q (2098.212804 sec): 3 clusters Score: Raw -2623394.979750 + Penalty 3433.285885 = -2619961.693864 nChanged 11 SP:Iteration 48Q (2098.302883 sec): 3 clusters Score: Raw -2623395.540836 + Penalty 3433.285885 = -2619962.254950 nChanged 11 SP:Iteration 49Q (2098.401624 sec): 3 clusters Score: Raw -2623396.261058 + Penalty 3433.285885 = -2619962.975173 nChanged 14 SP:Iteration 50Q (2098.502722 sec): 3 clusters Score: Raw -2623397.030666 + Penalty 3433.285885 = -2619963.744780 nChanged 9 SP:Iteration 51Q (2098.594973 sec): 3 clusters Score: Raw -2623397.415074 + Penalty 3433.285885 = -2619964.129188 nChanged 14 SP:Iteration 52Q (2098.695529 sec): 3 clusters Score: Raw -2623398.348644 + Penalty 3433.285885 = -2619965.062759 nChanged 10 SP:Iteration 53Q (2098.795231 sec): 3 clusters Score: Raw -2623398.997024 + Penalty 3433.285885 = -2619965.711138 nChanged 9 SP:Iteration 54Q (2098.895368 sec): 3 clusters Score: Raw -2623399.519464 + Penalty 3433.285885 = -2619966.233579 nChanged 9 SP:Iteration 55Q (2098.996115 sec): 3 clusters Score: Raw -2623399.940572 + Penalty 3433.285885 = -2619966.654687 nChanged 10 SP:Iteration 56Q (2099.096343 sec): 3 clusters Score: Raw -2623400.345070 + Penalty 3433.285885 = -2619967.059185 nChanged 8 SP:Iteration 57Q (2099.198244 sec): 3 clusters Score: Raw -2623400.853980 + Penalty 3433.285885 = -2619967.568095 nChanged 13 SP:Iteration 58Q (2099.299872 sec): 3 clusters Score: Raw -2623401.560845 + Penalty 3433.285885 = -2619968.274960 nChanged 16 SP:Iteration 59Q (2099.391184 sec): 3 clusters Score: Raw -2623402.297524 + Penalty 3433.285885 = -2619969.011639 nChanged 12 SP:Iteration 60F (2099.493685 sec): 3 clusters Score: Raw -2623403.213528 + Penalty 3433.285885 = -2619969.927642 nChanged 15 SP:Iteration 61Q (2099.582478 sec): 3 clusters Score: Raw -2623404.278185 + Penalty 3433.285885 = -2619970.992299 nChanged 11 SP:Iteration 62Q (2099.685790 sec): 3 clusters Score: Raw -2623404.962813 + Penalty 3433.285885 = -2619971.676928 nChanged 10 SP:Iteration 63Q (2099.783076 sec): 3 clusters Score: Raw -2623405.738631 + Penalty 3433.285885 = -2619972.452746 nChanged 13 SP:Iteration 64Q (2099.873573 sec): 3 clusters Score: Raw -2623406.591350 + Penalty 3433.285885 = -2619973.305465 nChanged 11 SP:Iteration 65Q (2099.976273 sec): 3 clusters Score: Raw -2623407.226762 + Penalty 3433.285885 = -2619973.940876 nChanged 11 SP:Iteration 66Q (2100.073528 sec): 3 clusters Score: Raw -2623408.033652 + Penalty 3433.285885 = -2619974.747766 nChanged 15 SP:Iteration 67Q (2100.173422 sec): 3 clusters Score: Raw -2623408.960264 + Penalty 3433.285885 = -2619975.674379 nChanged 12 SP:Iteration 68Q (2100.264465 sec): 3 clusters Score: Raw -2623409.638104 + Penalty 3433.285885 = -2619976.352218 nChanged 5 SP:Iteration 69Q (2100.363215 sec): 3 clusters Score: Raw -2623409.871372 + Penalty 3433.285885 = -2619976.585486 nChanged 6 SP:Iteration 70Q (2100.463443 sec): 3 clusters Score: Raw -2623410.071585 + Penalty 3433.285885 = -2619976.785699 nChanged 5 SP:Iteration 71Q (2100.563561 sec): 3 clusters Score: Raw -2623410.195631 + Penalty 3433.285885 = -2619976.909746 nChanged 2 SP:Iteration 72Q (2100.664178 sec): 3 clusters Score: Raw -2623410.248675 + Penalty 3433.285885 = -2619976.962789 nChanged 1 SP:Iteration 73Q (2100.764687 sec): 3 clusters Score: Raw -2623410.266530 + Penalty 3433.285885 = -2619976.980645 nChanged 0 SP:Iteration 74F (2100.871434 sec): 3 clusters Score: Raw -2623410.266530 + Penalty 3433.285885 = -2619976.980645 nChanged 0 Time taken for this iteration:663.893901 seconds. 21->27 Clusters: Score -22872394.138366, best is -22874158.499725 Main iterations: 396 (time per iteration =1006.955383 ms) Total iterations: 15667 (time per iteration =25.451863 ms) Def. Iteration metric 2: Iteration_metric2 += (scalar)(nDims*nDims)*(scalar)(nPoints) Iterations metric 2: 266193313920.000000 (time per metric unit =1.497988ns) Def. Iteration metric 3: Iteration_metric3 += (scalar)(nDims*nDims)*(scalar)(nDims*nPoints) Iterations metric 3: 6388639534080.000000 (time per metric unit=62.416158ps) That took 398.754332 seconds.